FileBase DT3_rLS_rCA1_20150930_804um_576um ElecNo 11 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.46 and 0.70 GB. - 8 bytes per element (scalar), 31131450 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.17 and 0.25 GB. - 8 bytes per element (scalar), 11207322 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.06 GB. - 2 bytes per element (data_int), 11207322 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 11207322 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 11207322 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 16200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=622629, nDims=18, MaxPossibleClusters=50 Total memory usage will be between 0.71 and 1.07 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 622629 data points of dimension 18. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 622629 points ------ SP: Assigned 20 initial classes randomly. Iteration 0F (11.350324 sec): 20 clusters Score: Raw -54541570.952847 + Penalty 24081.779537 = -54517489.173310 nChanged 589213 Iteration 1F (17.144155 sec): 20 clusters Score: Raw -57028937.359942 + Penalty 24081.779537 = -57004855.580405 nChanged 193186 Deleting Class 9 (944 points): Lose 1233.357456 but Gain 1267.462081 Iteration 2F (22.944183 sec): 19 clusters Score: Raw -57431027.352412 + Penalty 22814.317456 = -57408213.034956 nChanged 130664 Iteration 3F (28.485980 sec): 19 clusters Score: Raw -57629661.888883 + Penalty 22814.317456 = -57606847.571426 nChanged 74547 Iteration 4F (33.925048 sec): 19 clusters Score: Raw -57725436.230356 + Penalty 22814.317456 = -57702621.912899 nChanged 52115 Deleting Class 3 (979 points): Lose 1176.407643 but Gain 1267.462081 Iteration 5F (39.411228 sec): 18 clusters Score: Raw -57779096.863956 + Penalty 21546.855375 = -57757550.008581 nChanged 40021 Iteration 6F (44.634562 sec): 18 clusters Score: Raw -57820228.424547 + Penalty 21546.855375 = -57798681.569172 nChanged 32810 Iteration 7F (49.881688 sec): 18 clusters Score: Raw -57845499.189638 + Penalty 21546.855375 = -57823952.334263 nChanged 28259 Iteration 8Q (53.003507 sec): 18 clusters Score: Raw -57865054.647572 + Penalty 21546.855375 = -57843507.792196 nChanged 26373 Iteration 9Q (56.270035 sec): 18 clusters Score: Raw -57881446.559954 + Penalty 21546.855375 = -57859899.704578 nChanged 26103 Iteration 10Q (59.389180 sec): 18 clusters Score: Raw -57896718.613929 + Penalty 21546.855375 = -57875171.758554 nChanged 26481 Iteration 11Q (62.651185 sec): 18 clusters Score: Raw -57912693.764785 + Penalty 21546.855375 = -57891146.909410 nChanged 28195 Iteration 12Q (65.928050 sec): 18 clusters Score: Raw -57932061.734537 + Penalty 21546.855375 = -57910514.879162 nChanged 31254 Iteration 13F (71.180363 sec): 18 clusters Score: Raw -57960781.186001 + Penalty 21546.855375 = -57939234.330625 nChanged 35539 Iteration 14F (76.457041 sec): 18 clusters Score: Raw -58001150.718558 + Penalty 21546.855375 = -57979603.863182 nChanged 39458 Iteration 15F (81.698692 sec): 18 clusters Score: Raw -58046875.838460 + Penalty 21546.855375 = -58025328.983085 nChanged 39739 Iteration 16F (86.961989 sec): 18 clusters Score: Raw -58090738.631767 + Penalty 21546.855375 = -58069191.776391 nChanged 36612 Iteration 17F (92.224535 sec): 18 clusters Score: Raw -58130005.600327 + Penalty 21546.855375 = -58108458.744951 nChanged 35340 Iteration 18F (97.514168 sec): 18 clusters Score: Raw -58187283.209065 + Penalty 21546.855375 = -58165736.353689 nChanged 33612 Iteration 19F (102.779924 sec): 18 clusters Score: Raw -58317043.695812 + Penalty 21546.855375 = -58295496.840437 nChanged 22058 Writing temp clu file Because OldScore, -58165736.353689, is greater than current (better) Score,-58295496.840437 Compute initial score before splitting: Score: Raw -58317043.695812 + Penalty 21546.855375 = -58295496.840437 Trying to split cluster 1 (138984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.085415 sec): 2 clusters Score: Raw -13772114.559130 + Penalty 1125.000839 = -13770989.558291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.301826 sec): 3 clusters Score: Raw -13679883.033997 + Penalty 2250.001679 = -13677633.032318 nChanged 67630 SP:Iteration 1F (103.511338 sec): 3 clusters Score: Raw -13725161.490595 + Penalty 2250.001679 = -13722911.488916 nChanged 10075 SP:Iteration 2F (103.730567 sec): 3 clusters Score: Raw -13737165.033149 + Penalty 2250.001679 = -13734915.031471 nChanged 14765 SP:Iteration 3F (103.948587 sec): 3 clusters Score: Raw -13753850.966250 + Penalty 2250.001679 = -13751600.964572 nChanged 15612 SP:Iteration 4F (104.163966 sec): 3 clusters Score: Raw -13769128.972076 + Penalty 2250.001679 = -13766878.970398 nChanged 11737 SP:Iteration 5F (104.380329 sec): 3 clusters Score: Raw -13779265.360970 + Penalty 2250.001679 = -13777015.359292 nChanged 6932 SP:Iteration 6Q (104.606965 sec): 3 clusters Score: Raw -13784586.442471 + Penalty 2250.001679 = -13782336.440793 nChanged 3619 SP:Iteration 7Q (104.829602 sec): 3 clusters Score: Raw -13786668.172889 + Penalty 2250.001679 = -13784418.171210 nChanged 2039 SP:Iteration 8Q (105.053477 sec): 3 clusters Score: Raw -13787453.645368 + Penalty 2250.001679 = -13785203.643690 nChanged 1417 SP:Iteration 9Q (105.282178 sec): 3 clusters Score: Raw -13787864.303404 + Penalty 2250.001679 = -13785614.301725 nChanged 1217 SP:Iteration 10Q (105.510215 sec): 3 clusters Score: Raw -13788166.453778 + Penalty 2250.001679 = -13785916.452099 nChanged 1055 SP:Iteration 11Q (105.733818 sec): 3 clusters Score: Raw -13788400.200808 + Penalty 2250.001679 = -13786150.199129 nChanged 964 SP:Iteration 12Q (105.956518 sec): 3 clusters Score: Raw -13788601.651526 + Penalty 2250.001679 = -13786351.649848 nChanged 920 SP:Iteration 13Q (106.176492 sec): 3 clusters Score: Raw -13788784.222138 + Penalty 2250.001679 = -13786534.220459 nChanged 803 SP:Iteration 14Q (106.401490 sec): 3 clusters Score: Raw -13788929.658728 + Penalty 2250.001679 = -13786679.657049 nChanged 739 SP:Iteration 15Q (106.619830 sec): 3 clusters Score: Raw -13789053.651278 + Penalty 2250.001679 = -13786803.649599 nChanged 665 SP:Iteration 16Q (106.837555 sec): 3 clusters Score: Raw -13789157.172667 + Penalty 2250.001679 = -13786907.170988 nChanged 585 SP:Iteration 17Q (107.065418 sec): 3 clusters Score: Raw -13789240.615248 + Penalty 2250.001679 = -13786990.613570 nChanged 498 SP:Iteration 18Q (107.285616 sec): 3 clusters Score: Raw -13789305.271266 + Penalty 2250.001679 = -13787055.269587 nChanged 471 SP:Iteration 19Q (107.509056 sec): 3 clusters Score: Raw -13789364.529912 + Penalty 2250.001679 = -13787114.528234 nChanged 441 SP:Iteration 20F (107.726882 sec): 3 clusters Score: Raw -13789416.409663 + Penalty 2250.001679 = -13787166.407985 nChanged 375 SP:Iteration 21Q (107.944815 sec): 3 clusters Score: Raw -13789455.387322 + Penalty 2250.001679 = -13787205.385643 nChanged 328 SP:Iteration 22Q (108.159293 sec): 3 clusters Score: Raw -13789485.407328 + Penalty 2250.001679 = -13787235.405650 nChanged 277 SP:Iteration 23Q (108.370158 sec): 3 clusters Score: Raw -13789508.417127 + Penalty 2250.001679 = -13787258.415448 nChanged 250 SP:Iteration 24Q (108.586282 sec): 3 clusters Score: Raw -13789528.298118 + Penalty 2250.001679 = -13787278.296440 nChanged 219 SP:Iteration 25Q (108.786813 sec): 3 clusters Score: Raw -13789543.504869 + Penalty 2250.001679 = -13787293.503191 nChanged 190 SP:Iteration 26Q (108.994969 sec): 3 clusters Score: Raw -13789554.630728 + Penalty 2250.001679 = -13787304.629050 nChanged 162 SP:Iteration 27Q (109.197127 sec): 3 clusters Score: Raw -13789563.698817 + Penalty 2250.001679 = -13787313.697138 nChanged 158 SP:Iteration 28Q (109.409418 sec): 3 clusters Score: Raw -13789572.482010 + Penalty 2250.001679 = -13787322.480331 nChanged 152 SP:Iteration 29Q (109.616146 sec): 3 clusters Score: Raw -13789579.856964 + Penalty 2250.001679 = -13787329.855285 nChanged 128 SP:Iteration 30Q (109.831237 sec): 3 clusters Score: Raw -13789586.067182 + Penalty 2250.001679 = -13787336.065503 nChanged 116 SP:Iteration 31Q (110.045482 sec): 3 clusters Score: Raw -13789590.809358 + Penalty 2250.001679 = -13787340.807679 nChanged 98 SP:Iteration 32Q (110.264545 sec): 3 clusters Score: Raw -13789594.199476 + Penalty 2250.001679 = -13787344.197797 nChanged 74 SP:Iteration 33Q (110.476295 sec): 3 clusters Score: Raw -13789596.492999 + Penalty 2250.001679 = -13787346.491320 nChanged 62 SP:Iteration 34Q (110.686908 sec): 3 clusters Score: Raw -13789598.307002 + Penalty 2250.001679 = -13787348.305324 nChanged 59 SP:Iteration 35Q (110.898030 sec): 3 clusters Score: Raw -13789599.747146 + Penalty 2250.001679 = -13787349.745468 nChanged 51 SP:Iteration 36Q (111.095866 sec): 3 clusters Score: Raw -13789600.875048 + Penalty 2250.001679 = -13787350.873370 nChanged 36 SP:Iteration 37Q (111.307581 sec): 3 clusters Score: Raw -13789601.666574 + Penalty 2250.001679 = -13787351.664896 nChanged 38 SP:Iteration 38Q (111.517030 sec): 3 clusters Score: Raw -13789602.562857 + Penalty 2250.001679 = -13787352.561179 nChanged 32 SP:Iteration 39Q (111.717795 sec): 3 clusters Score: Raw -13789603.276757 + Penalty 2250.001679 = -13787353.275078 nChanged 27 SP:Iteration 40F (111.932420 sec): 3 clusters Score: Raw -13789603.692192 + Penalty 2250.001679 = -13787353.690513 nChanged 21 SP:Iteration 41Q (112.143043 sec): 3 clusters Score: Raw -13789604.120831 + Penalty 2250.001679 = -13787354.119152 nChanged 26 SP:Iteration 42Q (112.344732 sec): 3 clusters Score: Raw -13789604.660358 + Penalty 2250.001679 = -13787354.658679 nChanged 21 SP:Iteration 43Q (112.561927 sec): 3 clusters Score: Raw -13789605.017549 + Penalty 2250.001679 = -13787355.015871 nChanged 18 SP:Iteration 44Q (112.773657 sec): 3 clusters Score: Raw -13789605.308580 + Penalty 2250.001679 = -13787355.306901 nChanged 20 SP:Iteration 45Q (112.986900 sec): 3 clusters Score: Raw -13789605.671499 + Penalty 2250.001679 = -13787355.669821 nChanged 20 SP:Iteration 46Q (113.185347 sec): 3 clusters Score: Raw -13789606.001861 + Penalty 2250.001679 = -13787356.000182 nChanged 20 SP:Iteration 47Q (113.379442 sec): 3 clusters Score: Raw -13789606.332290 + Penalty 2250.001679 = -13787356.330611 nChanged 17 SP:Iteration 48Q (113.574455 sec): 3 clusters Score: Raw -13789606.576326 + Penalty 2250.001679 = -13787356.574648 nChanged 8 SP:Iteration 49Q (113.789355 sec): 3 clusters Score: Raw -13789606.671785 + Penalty 2250.001679 = -13787356.670106 nChanged 6 SP:Iteration 50Q (113.997721 sec): 3 clusters Score: Raw -13789606.748322 + Penalty 2250.001679 = -13787356.746643 nChanged 7 SP:Iteration 51Q (114.206693 sec): 3 clusters Score: Raw -13789606.823681 + Penalty 2250.001679 = -13787356.822002 nChanged 3 SP:Iteration 52Q (114.422058 sec): 3 clusters Score: Raw -13789606.848650 + Penalty 2250.001679 = -13787356.846972 nChanged 2 SP:Iteration 53Q (114.634055 sec): 3 clusters Score: Raw -13789606.872745 + Penalty 2250.001679 = -13787356.871066 nChanged 2 SP:Iteration 54Q (114.846995 sec): 3 clusters Score: Raw -13789606.883275 + Penalty 2250.001679 = -13787356.881596 nChanged 0 SP:Iteration 55F (115.060983 sec): 3 clusters Score: Raw -13789606.883275 + Penalty 2250.001679 = -13787356.881596 nChanged 0 Score: Raw -58368350.910955 + Penalty 22814.317456 = -58345536.593499 Splitting cluster 1 changes total score from -58295496.840437 to -58345536.593499 So it's getting split into cluster 3. Trying to split cluster 2 (53647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.540891 sec): 2 clusters Score: Raw -4777137.710233 + Penalty 1034.567179 = -4776103.143054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.650706 sec): 3 clusters Score: Raw -4742149.205914 + Penalty 2069.134357 = -4740080.071557 nChanged 25750 SP:Iteration 1F (120.763630 sec): 3 clusters Score: Raw -4757822.445712 + Penalty 2069.134357 = -4755753.311354 nChanged 3529 SP:Iteration 2F (120.862569 sec): 3 clusters Score: Raw -4760178.188632 + Penalty 2069.134357 = -4758109.054274 nChanged 4450 SP:Iteration 3F (120.974814 sec): 3 clusters Score: Raw -4763885.796359 + Penalty 2069.134357 = -4761816.662002 nChanged 4994 SP:Iteration 4F (121.085655 sec): 3 clusters Score: Raw -4768139.788713 + Penalty 2069.134357 = -4766070.654355 nChanged 4345 SP:Iteration 5F (121.201070 sec): 3 clusters Score: Raw -4771405.829319 + Penalty 2069.134357 = -4769336.694962 nChanged 3143 SP:Iteration 6F (121.307448 sec): 3 clusters Score: Raw -4773436.118852 + Penalty 2069.134357 = -4771366.984495 nChanged 2213 SP:Iteration 7Q (121.416681 sec): 3 clusters Score: Raw -4774862.241423 + Penalty 2069.134357 = -4772793.107065 nChanged 1587 SP:Iteration 8Q (121.535084 sec): 3 clusters Score: Raw -4776018.174682 + Penalty 2069.134357 = -4773949.040325 nChanged 1208 SP:Iteration 9Q (121.640851 sec): 3 clusters Score: Raw -4776929.864926 + Penalty 2069.134357 = -4774860.730568 nChanged 963 SP:Iteration 10Q (121.755798 sec): 3 clusters Score: Raw -4777502.749782 + Penalty 2069.134357 = -4775433.615425 nChanged 723 SP:Iteration 11Q (121.869559 sec): 3 clusters Score: Raw -4777818.789088 + Penalty 2069.134357 = -4775749.654730 nChanged 576 SP:Iteration 12Q (121.972440 sec): 3 clusters Score: Raw -4778021.497789 + Penalty 2069.134357 = -4775952.363431 nChanged 482 SP:Iteration 13Q (122.096986 sec): 3 clusters Score: Raw -4778169.344739 + Penalty 2069.134357 = -4776100.210382 nChanged 396 SP:Iteration 14Q (122.212193 sec): 3 clusters Score: Raw -4778272.340098 + Penalty 2069.134357 = -4776203.205741 nChanged 341 SP:Iteration 15Q (122.326790 sec): 3 clusters Score: Raw -4778346.012928 + Penalty 2069.134357 = -4776276.878571 nChanged 292 SP:Iteration 16Q (122.442932 sec): 3 clusters Score: Raw -4778398.456856 + Penalty 2069.134357 = -4776329.322499 nChanged 240 SP:Iteration 17Q (122.547045 sec): 3 clusters Score: Raw -4778439.575554 + Penalty 2069.134357 = -4776370.441196 nChanged 248 SP:Iteration 18Q (122.655796 sec): 3 clusters Score: Raw -4778478.667596 + Penalty 2069.134357 = -4776409.533239 nChanged 224 SP:Iteration 19Q (122.766939 sec): 3 clusters Score: Raw -4778511.990071 + Penalty 2069.134357 = -4776442.855713 nChanged 226 SP:Iteration 20F (122.891917 sec): 3 clusters Score: Raw -4778546.247440 + Penalty 2069.134357 = -4776477.113082 nChanged 212 SP:Iteration 21Q (123.003374 sec): 3 clusters Score: Raw -4778576.382326 + Penalty 2069.134357 = -4776507.247968 nChanged 183 SP:Iteration 22Q (123.111880 sec): 3 clusters Score: Raw -4778601.461793 + Penalty 2069.134357 = -4776532.327436 nChanged 171 SP:Iteration 23Q (123.218831 sec): 3 clusters Score: Raw -4778623.776621 + Penalty 2069.134357 = -4776554.642264 nChanged 167 SP:Iteration 24Q (123.327776 sec): 3 clusters Score: Raw -4778644.558155 + Penalty 2069.134357 = -4776575.423797 nChanged 130 SP:Iteration 25Q (123.433909 sec): 3 clusters Score: Raw -4778659.363702 + Penalty 2069.134357 = -4776590.229344 nChanged 128 SP:Iteration 26Q (123.537203 sec): 3 clusters Score: Raw -4778674.234899 + Penalty 2069.134357 = -4776605.100542 nChanged 110 SP:Iteration 27Q (123.648976 sec): 3 clusters Score: Raw -4778686.017813 + Penalty 2069.134357 = -4776616.883456 nChanged 98 SP:Iteration 28Q (123.756575 sec): 3 clusters Score: Raw -4778695.010729 + Penalty 2069.134357 = -4776625.876371 nChanged 94 SP:Iteration 29Q (123.869689 sec): 3 clusters Score: Raw -4778702.769228 + Penalty 2069.134357 = -4776633.634871 nChanged 78 SP:Iteration 30Q (123.977708 sec): 3 clusters Score: Raw -4778708.703808 + Penalty 2069.134357 = -4776639.569451 nChanged 70 SP:Iteration 31Q (124.085126 sec): 3 clusters Score: Raw -4778713.627202 + Penalty 2069.134357 = -4776644.492844 nChanged 64 SP:Iteration 32Q (124.191220 sec): 3 clusters Score: Raw -4778717.868208 + Penalty 2069.134357 = -4776648.733851 nChanged 48 SP:Iteration 33Q (124.292226 sec): 3 clusters Score: Raw -4778720.582688 + Penalty 2069.134357 = -4776651.448331 nChanged 36 SP:Iteration 34Q (124.401616 sec): 3 clusters Score: Raw -4778722.142442 + Penalty 2069.134357 = -4776653.008084 nChanged 21 SP:Iteration 35Q (124.500318 sec): 3 clusters Score: Raw -4778723.004226 + Penalty 2069.134357 = -4776653.869868 nChanged 18 SP:Iteration 36Q (124.601190 sec): 3 clusters Score: Raw -4778723.509476 + Penalty 2069.134357 = -4776654.375118 nChanged 16 SP:Iteration 37Q (124.696958 sec): 3 clusters Score: Raw -4778724.267673 + Penalty 2069.134357 = -4776655.133316 nChanged 22 SP:Iteration 38Q (124.814977 sec): 3 clusters Score: Raw -4778725.110822 + Penalty 2069.134357 = -4776655.976465 nChanged 14 SP:Iteration 39Q (124.918625 sec): 3 clusters Score: Raw -4778725.680181 + Penalty 2069.134357 = -4776656.545824 nChanged 14 SP:Iteration 40F (125.042888 sec): 3 clusters Score: Raw -4778726.159388 + Penalty 2069.134357 = -4776657.025030 nChanged 16 SP:Iteration 41Q (125.153126 sec): 3 clusters Score: Raw -4778726.600944 + Penalty 2069.134357 = -4776657.466586 nChanged 9 SP:Iteration 42Q (125.262772 sec): 3 clusters Score: Raw -4778726.832909 + Penalty 2069.134357 = -4776657.698552 nChanged 10 SP:Iteration 43Q (125.370952 sec): 3 clusters Score: Raw -4778727.130978 + Penalty 2069.134357 = -4776657.996620 nChanged 9 SP:Iteration 44Q (125.478838 sec): 3 clusters Score: Raw -4778727.426127 + Penalty 2069.134357 = -4776658.291770 nChanged 8 SP:Iteration 45Q (125.582639 sec): 3 clusters Score: Raw -4778727.709430 + Penalty 2069.134357 = -4776658.575073 nChanged 9 SP:Iteration 46Q (125.686363 sec): 3 clusters Score: Raw -4778728.263903 + Penalty 2069.134357 = -4776659.129545 nChanged 16 SP:Iteration 47Q (125.789016 sec): 3 clusters Score: Raw -4778728.880260 + Penalty 2069.134357 = -4776659.745903 nChanged 12 SP:Iteration 48Q (125.888072 sec): 3 clusters Score: Raw -4778729.414163 + Penalty 2069.134357 = -4776660.279805 nChanged 12 SP:Iteration 49Q (125.997604 sec): 3 clusters Score: Raw -4778730.011106 + Penalty 2069.134357 = -4776660.876749 nChanged 7 SP:Iteration 50Q (126.102662 sec): 3 clusters Score: Raw -4778730.345560 + Penalty 2069.134357 = -4776661.211203 nChanged 11 SP:Iteration 51Q (126.214281 sec): 3 clusters Score: Raw -4778730.929495 + Penalty 2069.134357 = -4776661.795138 nChanged 20 SP:Iteration 52Q (126.322164 sec): 3 clusters Score: Raw -4778731.785985 + Penalty 2069.134357 = -4776662.651628 nChanged 14 SP:Iteration 53Q (126.430483 sec): 3 clusters Score: Raw -4778732.264094 + Penalty 2069.134357 = -4776663.129736 nChanged 10 SP:Iteration 54Q (126.537944 sec): 3 clusters Score: Raw -4778732.731467 + Penalty 2069.134357 = -4776663.597110 nChanged 12 SP:Iteration 55Q (126.638249 sec): 3 clusters Score: Raw -4778733.154886 + Penalty 2069.134357 = -4776664.020528 nChanged 11 SP:Iteration 56Q (126.752214 sec): 3 clusters Score: Raw -4778733.512148 + Penalty 2069.134357 = -4776664.377790 nChanged 7 SP:Iteration 57Q (126.845257 sec): 3 clusters Score: Raw -4778733.837446 + Penalty 2069.134357 = -4776664.703089 nChanged 10 SP:Iteration 58Q (126.952264 sec): 3 clusters Score: Raw -4778734.337437 + Penalty 2069.134357 = -4776665.203079 nChanged 12 SP:Iteration 59Q (127.058365 sec): 3 clusters Score: Raw -4778734.875802 + Penalty 2069.134357 = -4776665.741445 nChanged 12 SP:Iteration 60F (127.175791 sec): 3 clusters Score: Raw -4778735.345904 + Penalty 2069.134357 = -4776666.211547 nChanged 13 SP:Iteration 61Q (127.271717 sec): 3 clusters Score: Raw -4778735.986958 + Penalty 2069.134357 = -4776666.852601 nChanged 14 SP:Iteration 62Q (127.385515 sec): 3 clusters Score: Raw -4778736.661443 + Penalty 2069.134357 = -4776667.527085 nChanged 17 SP:Iteration 63Q (127.480084 sec): 3 clusters Score: Raw -4778737.559858 + Penalty 2069.134357 = -4776668.425500 nChanged 23 SP:Iteration 64Q (127.584684 sec): 3 clusters Score: Raw -4778738.846275 + Penalty 2069.134357 = -4776669.711918 nChanged 18 SP:Iteration 65Q (127.682693 sec): 3 clusters Score: Raw -4778739.606598 + Penalty 2069.134357 = -4776670.472240 nChanged 21 SP:Iteration 66Q (127.782547 sec): 3 clusters Score: Raw -4778740.563514 + Penalty 2069.134357 = -4776671.429157 nChanged 8 SP:Iteration 67Q (127.890976 sec): 3 clusters Score: Raw -4778740.780128 + Penalty 2069.134357 = -4776671.645771 nChanged 6 SP:Iteration 68Q (127.992836 sec): 3 clusters Score: Raw -4778740.895812 + Penalty 2069.134357 = -4776671.761455 nChanged 4 SP:Iteration 69Q (128.097658 sec): 3 clusters Score: Raw -4778740.958427 + Penalty 2069.134357 = -4776671.824070 nChanged 4 SP:Iteration 70Q (128.210483 sec): 3 clusters Score: Raw -4778741.070181 + Penalty 2069.134357 = -4776671.935823 nChanged 5 SP:Iteration 71Q (128.308030 sec): 3 clusters Score: Raw -4778741.236660 + Penalty 2069.134357 = -4776672.102303 nChanged 6 SP:Iteration 72Q (128.418771 sec): 3 clusters Score: Raw -4778741.347095 + Penalty 2069.134357 = -4776672.212738 nChanged 6 SP:Iteration 73Q (128.518820 sec): 3 clusters Score: Raw -4778741.467046 + Penalty 2069.134357 = -4776672.332688 nChanged 4 SP:Iteration 74Q (128.628950 sec): 3 clusters Score: Raw -4778741.507640 + Penalty 2069.134357 = -4776672.373282 nChanged 1 SP:Iteration 75Q (128.732137 sec): 3 clusters Score: Raw -4778741.524072 + Penalty 2069.134357 = -4776672.389715 nChanged 1 SP:Iteration 76Q (128.831361 sec): 3 clusters Score: Raw -4778741.530277 + Penalty 2069.134357 = -4776672.395919 nChanged 0 SP:Iteration 77F (128.942193 sec): 3 clusters Score: Raw -4778741.530277 + Penalty 2069.134357 = -4776672.395919 nChanged 0 Score: Raw -58369954.731001 + Penalty 24081.779537 = -58345872.951463 Splitting cluster 2 changes total score from -58295496.840437 to -58345872.951463 So it's getting split into cluster 9. Trying to split cluster 4 (145064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.719441 sec): 2 clusters Score: Raw -13955417.913737 + Penalty 1129.068379 = -13954288.845358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.945102 sec): 3 clusters Score: Raw -13859034.726080 + Penalty 2258.136758 = -13856776.589323 nChanged 70555 SP:Iteration 1F (135.166207 sec): 3 clusters Score: Raw -13901291.532779 + Penalty 2258.136758 = -13899033.396022 nChanged 5878 SP:Iteration 2Q (135.405167 sec): 3 clusters Score: Raw -13903285.014773 + Penalty 2258.136758 = -13901026.878016 nChanged 6958 SP:Iteration 3Q (135.635953 sec): 3 clusters Score: Raw -13906344.339359 + Penalty 2258.136758 = -13904086.202602 nChanged 8566 SP:Iteration 4F (135.841306 sec): 3 clusters Score: Raw -13911196.674152 + Penalty 2258.136758 = -13908938.537395 nChanged 10152 SP:Iteration 5F (136.060322 sec): 3 clusters Score: Raw -13918463.453663 + Penalty 2258.136758 = -13916205.316906 nChanged 10952 SP:Iteration 6F (136.280402 sec): 3 clusters Score: Raw -13927817.196775 + Penalty 2258.136758 = -13925559.060018 nChanged 9905 SP:Iteration 7F (136.501602 sec): 3 clusters Score: Raw -13937061.491161 + Penalty 2258.136758 = -13934803.354404 nChanged 7706 SP:Iteration 8F (136.727868 sec): 3 clusters Score: Raw -13943447.581313 + Penalty 2258.136758 = -13941189.444555 nChanged 5297 SP:Iteration 9Q (136.939504 sec): 3 clusters Score: Raw -13946833.824419 + Penalty 2258.136758 = -13944575.687662 nChanged 3575 SP:Iteration 10Q (137.154440 sec): 3 clusters Score: Raw -13948830.961878 + Penalty 2258.136758 = -13946572.825121 nChanged 2622 SP:Iteration 11Q (137.364990 sec): 3 clusters Score: Raw -13950347.806371 + Penalty 2258.136758 = -13948089.669613 nChanged 2248 SP:Iteration 12Q (137.571781 sec): 3 clusters Score: Raw -13951754.270425 + Penalty 2258.136758 = -13949496.133668 nChanged 2116 SP:Iteration 13Q (137.761219 sec): 3 clusters Score: Raw -13953179.357546 + Penalty 2258.136758 = -13950921.220788 nChanged 1928 SP:Iteration 14Q (137.977944 sec): 3 clusters Score: Raw -13954420.694592 + Penalty 2258.136758 = -13952162.557834 nChanged 1686 SP:Iteration 15Q (138.189448 sec): 3 clusters Score: Raw -13955403.141741 + Penalty 2258.136758 = -13953145.004984 nChanged 1473 SP:Iteration 16Q (138.394597 sec): 3 clusters Score: Raw -13956159.471828 + Penalty 2258.136758 = -13953901.335070 nChanged 1321 SP:Iteration 17Q (138.599954 sec): 3 clusters Score: Raw -13956738.162360 + Penalty 2258.136758 = -13954480.025603 nChanged 1077 SP:Iteration 18Q (138.782499 sec): 3 clusters Score: Raw -13957125.342807 + Penalty 2258.136758 = -13954867.206050 nChanged 877 SP:Iteration 19Q (138.974205 sec): 3 clusters Score: Raw -13957359.446319 + Penalty 2258.136758 = -13955101.309561 nChanged 682 SP:Iteration 20F (139.203683 sec): 3 clusters Score: Raw -13957545.478777 + Penalty 2258.136758 = -13955287.342019 nChanged 607 SP:Iteration 21Q (139.400487 sec): 3 clusters Score: Raw -13957683.411976 + Penalty 2258.136758 = -13955425.275218 nChanged 517 SP:Iteration 22Q (139.600719 sec): 3 clusters Score: Raw -13957791.140382 + Penalty 2258.136758 = -13955533.003624 nChanged 503 SP:Iteration 23Q (139.812185 sec): 3 clusters Score: Raw -13957870.008569 + Penalty 2258.136758 = -13955611.871812 nChanged 413 SP:Iteration 24Q (140.019313 sec): 3 clusters Score: Raw -13957925.583621 + Penalty 2258.136758 = -13955667.446864 nChanged 343 SP:Iteration 25Q (140.224480 sec): 3 clusters Score: Raw -13957967.368237 + Penalty 2258.136758 = -13955709.231479 nChanged 303 SP:Iteration 26Q (140.431373 sec): 3 clusters Score: Raw -13957998.938375 + Penalty 2258.136758 = -13955740.801617 nChanged 265 SP:Iteration 27Q (140.618101 sec): 3 clusters Score: Raw -13958024.507050 + Penalty 2258.136758 = -13955766.370293 nChanged 253 SP:Iteration 28Q (140.811239 sec): 3 clusters Score: Raw -13958047.186369 + Penalty 2258.136758 = -13955789.049611 nChanged 222 SP:Iteration 29Q (141.024869 sec): 3 clusters Score: Raw -13958066.547776 + Penalty 2258.136758 = -13955808.411018 nChanged 229 SP:Iteration 30Q (141.228205 sec): 3 clusters Score: Raw -13958084.403760 + Penalty 2258.136758 = -13955826.267002 nChanged 213 SP:Iteration 31Q (141.421596 sec): 3 clusters Score: Raw -13958099.967284 + Penalty 2258.136758 = -13955841.830526 nChanged 197 SP:Iteration 32Q (141.611074 sec): 3 clusters Score: Raw -13958113.486850 + Penalty 2258.136758 = -13955855.350093 nChanged 194 SP:Iteration 33Q (141.815841 sec): 3 clusters Score: Raw -13958125.608918 + Penalty 2258.136758 = -13955867.472160 nChanged 158 SP:Iteration 34Q (142.011265 sec): 3 clusters Score: Raw -13958134.788888 + Penalty 2258.136758 = -13955876.652131 nChanged 149 SP:Iteration 35Q (142.213175 sec): 3 clusters Score: Raw -13958142.585247 + Penalty 2258.136758 = -13955884.448489 nChanged 122 SP:Iteration 36Q (142.415269 sec): 3 clusters Score: Raw -13958147.987190 + Penalty 2258.136758 = -13955889.850433 nChanged 108 SP:Iteration 37Q (142.619524 sec): 3 clusters Score: Raw -13958152.882485 + Penalty 2258.136758 = -13955894.745728 nChanged 96 SP:Iteration 38Q (142.820961 sec): 3 clusters Score: Raw -13958156.568588 + Penalty 2258.136758 = -13955898.431831 nChanged 82 SP:Iteration 39Q (143.024471 sec): 3 clusters Score: Raw -13958159.709913 + Penalty 2258.136758 = -13955901.573156 nChanged 87 SP:Iteration 40F (143.245631 sec): 3 clusters Score: Raw -13958162.648060 + Penalty 2258.136758 = -13955904.511302 nChanged 83 SP:Iteration 41Q (143.457505 sec): 3 clusters Score: Raw -13958165.473210 + Penalty 2258.136758 = -13955907.336453 nChanged 93 SP:Iteration 42Q (143.643092 sec): 3 clusters Score: Raw -13958168.973456 + Penalty 2258.136758 = -13955910.836698 nChanged 103 SP:Iteration 43Q (143.842731 sec): 3 clusters Score: Raw -13958173.060851 + Penalty 2258.136758 = -13955914.924093 nChanged 94 SP:Iteration 44Q (144.030042 sec): 3 clusters Score: Raw -13958176.100737 + Penalty 2258.136758 = -13955917.963979 nChanged 77 SP:Iteration 45Q (144.208165 sec): 3 clusters Score: Raw -13958178.336481 + Penalty 2258.136758 = -13955920.199723 nChanged 77 SP:Iteration 46Q (144.422402 sec): 3 clusters Score: Raw -13958180.474726 + Penalty 2258.136758 = -13955922.337968 nChanged 67 SP:Iteration 47Q (144.632479 sec): 3 clusters Score: Raw -13958182.254554 + Penalty 2258.136758 = -13955924.117796 nChanged 54 SP:Iteration 48Q (144.842208 sec): 3 clusters Score: Raw -13958183.613757 + Penalty 2258.136758 = -13955925.476999 nChanged 60 SP:Iteration 49Q (145.052922 sec): 3 clusters Score: Raw -13958185.222413 + Penalty 2258.136758 = -13955927.085656 nChanged 60 SP:Iteration 50Q (145.273593 sec): 3 clusters Score: Raw -13958186.684604 + Penalty 2258.136758 = -13955928.547846 nChanged 71 SP:Iteration 51Q (145.483423 sec): 3 clusters Score: Raw -13958188.724400 + Penalty 2258.136758 = -13955930.587642 nChanged 74 SP:Iteration 52Q (145.688722 sec): 3 clusters Score: Raw -13958190.608458 + Penalty 2258.136758 = -13955932.471700 nChanged 69 SP:Iteration 53Q (145.889870 sec): 3 clusters Score: Raw -13958192.785731 + Penalty 2258.136758 = -13955934.648973 nChanged 83 SP:Iteration 54Q (146.088263 sec): 3 clusters Score: Raw -13958195.555830 + Penalty 2258.136758 = -13955937.419072 nChanged 90 SP:Iteration 55Q (146.299377 sec): 3 clusters Score: Raw -13958198.491908 + Penalty 2258.136758 = -13955940.355150 nChanged 76 SP:Iteration 56Q (146.503649 sec): 3 clusters Score: Raw -13958200.223752 + Penalty 2258.136758 = -13955942.086995 nChanged 63 SP:Iteration 57Q (146.708289 sec): 3 clusters Score: Raw -13958201.617283 + Penalty 2258.136758 = -13955943.480526 nChanged 61 SP:Iteration 58Q (146.912103 sec): 3 clusters Score: Raw -13958203.223636 + Penalty 2258.136758 = -13955945.086878 nChanged 68 SP:Iteration 59Q (147.121828 sec): 3 clusters Score: Raw -13958205.122158 + Penalty 2258.136758 = -13955946.985401 nChanged 68 SP:Iteration 60F (147.340326 sec): 3 clusters Score: Raw -13958207.142148 + Penalty 2258.136758 = -13955949.005390 nChanged 67 SP:Iteration 61Q (147.537012 sec): 3 clusters Score: Raw -13958208.985604 + Penalty 2258.136758 = -13955950.848846 nChanged 77 SP:Iteration 62Q (147.755195 sec): 3 clusters Score: Raw -13958211.027854 + Penalty 2258.136758 = -13955952.891096 nChanged 72 SP:Iteration 63Q (147.974874 sec): 3 clusters Score: Raw -13958212.696456 + Penalty 2258.136758 = -13955954.559698 nChanged 61 SP:Iteration 64Q (148.181149 sec): 3 clusters Score: Raw -13958214.090425 + Penalty 2258.136758 = -13955955.953667 nChanged 55 SP:Iteration 65Q (148.386094 sec): 3 clusters Score: Raw -13958215.355835 + Penalty 2258.136758 = -13955957.219077 nChanged 54 SP:Iteration 66Q (148.594673 sec): 3 clusters Score: Raw -13958216.548136 + Penalty 2258.136758 = -13955958.411379 nChanged 46 SP:Iteration 67Q (148.802959 sec): 3 clusters Score: Raw -13958217.583582 + Penalty 2258.136758 = -13955959.446825 nChanged 39 SP:Iteration 68Q (149.008239 sec): 3 clusters Score: Raw -13958218.477150 + Penalty 2258.136758 = -13955960.340392 nChanged 43 SP:Iteration 69Q (149.216820 sec): 3 clusters Score: Raw -13958219.536185 + Penalty 2258.136758 = -13955961.399427 nChanged 46 SP:Iteration 70Q (149.428327 sec): 3 clusters Score: Raw -13958220.793837 + Penalty 2258.136758 = -13955962.657079 nChanged 37 SP:Iteration 71Q (149.663520 sec): 3 clusters Score: Raw -13958221.501476 + Penalty 2258.136758 = -13955963.364718 nChanged 39 SP:Iteration 72Q (149.859979 sec): 3 clusters Score: Raw -13958222.312998 + Penalty 2258.136758 = -13955964.176240 nChanged 43 SP:Iteration 73Q (150.059177 sec): 3 clusters Score: Raw -13958223.165366 + Penalty 2258.136758 = -13955965.028608 nChanged 46 SP:Iteration 74Q (150.271774 sec): 3 clusters Score: Raw -13958224.071036 + Penalty 2258.136758 = -13955965.934278 nChanged 44 SP:Iteration 75Q (150.479725 sec): 3 clusters Score: Raw -13958224.816475 + Penalty 2258.136758 = -13955966.679718 nChanged 40 SP:Iteration 76Q (150.689084 sec): 3 clusters Score: Raw -13958225.638726 + Penalty 2258.136758 = -13955967.501969 nChanged 42 SP:Iteration 77Q (150.900919 sec): 3 clusters Score: Raw -13958226.530607 + Penalty 2258.136758 = -13955968.393849 nChanged 47 SP:Iteration 78Q (151.099535 sec): 3 clusters Score: Raw -13958227.465534 + Penalty 2258.136758 = -13955969.328777 nChanged 44 SP:Iteration 79Q (151.310622 sec): 3 clusters Score: Raw -13958228.371472 + Penalty 2258.136758 = -13955970.234715 nChanged 36 SP:Iteration 80F (151.531726 sec): 3 clusters Score: Raw -13958229.151698 + Penalty 2258.136758 = -13955971.014940 nChanged 37 SP:Iteration 81Q (151.748443 sec): 3 clusters Score: Raw -13958229.913906 + Penalty 2258.136758 = -13955971.777148 nChanged 44 SP:Iteration 82Q (151.960920 sec): 3 clusters Score: Raw -13958230.965477 + Penalty 2258.136758 = -13955972.828720 nChanged 46 SP:Iteration 83Q (152.169838 sec): 3 clusters Score: Raw -13958232.074244 + Penalty 2258.136758 = -13955973.937486 nChanged 57 SP:Iteration 84Q (152.367637 sec): 3 clusters Score: Raw -13958233.409833 + Penalty 2258.136758 = -13955975.273076 nChanged 53 SP:Iteration 85Q (152.572300 sec): 3 clusters Score: Raw -13958234.746171 + Penalty 2258.136758 = -13955976.609413 nChanged 52 SP:Iteration 86Q (152.773929 sec): 3 clusters Score: Raw -13958235.700163 + Penalty 2258.136758 = -13955977.563405 nChanged 45 SP:Iteration 87Q (152.976333 sec): 3 clusters Score: Raw -13958236.464474 + Penalty 2258.136758 = -13955978.327717 nChanged 42 SP:Iteration 88Q (153.177701 sec): 3 clusters Score: Raw -13958237.182156 + Penalty 2258.136758 = -13955979.045398 nChanged 36 SP:Iteration 89Q (153.378932 sec): 3 clusters Score: Raw -13958237.866393 + Penalty 2258.136758 = -13955979.729636 nChanged 42 SP:Iteration 90Q (153.586259 sec): 3 clusters Score: Raw -13958238.683364 + Penalty 2258.136758 = -13955980.546606 nChanged 38 SP:Iteration 91Q (153.799273 sec): 3 clusters Score: Raw -13958239.254926 + Penalty 2258.136758 = -13955981.118169 nChanged 29 SP:Iteration 92Q (154.016837 sec): 3 clusters Score: Raw -13958239.761404 + Penalty 2258.136758 = -13955981.624647 nChanged 39 SP:Iteration 93Q (154.228843 sec): 3 clusters Score: Raw -13958240.406903 + Penalty 2258.136758 = -13955982.270145 nChanged 30 SP:Iteration 94Q (154.431350 sec): 3 clusters Score: Raw -13958240.795443 + Penalty 2258.136758 = -13955982.658685 nChanged 23 SP:Iteration 95Q (154.639353 sec): 3 clusters Score: Raw -13958241.092450 + Penalty 2258.136758 = -13955982.955692 nChanged 19 SP:Iteration 96Q (154.849918 sec): 3 clusters Score: Raw -13958241.303793 + Penalty 2258.136758 = -13955983.167036 nChanged 13 SP:Iteration 97Q (155.054619 sec): 3 clusters Score: Raw -13958241.454957 + Penalty 2258.136758 = -13955983.318199 nChanged 23 SP:Iteration 98Q (155.255468 sec): 3 clusters Score: Raw -13958241.722251 + Penalty 2258.136758 = -13955983.585493 nChanged 17 SP:Iteration 99Q (155.473586 sec): 3 clusters Score: Raw -13958241.884500 + Penalty 2258.136758 = -13955983.747743 nChanged 11 SP:Iteration 100F (155.703759 sec): 3 clusters Score: Raw -13958241.996271 + Penalty 2258.136758 = -13955983.859514 nChanged 15 SP:Iteration 101Q (155.908037 sec): 3 clusters Score: Raw -13958242.186273 + Penalty 2258.136758 = -13955984.049516 nChanged 16 SP:Iteration 102Q (156.105447 sec): 3 clusters Score: Raw -13958242.373050 + Penalty 2258.136758 = -13955984.236292 nChanged 16 SP:Iteration 103Q (156.303802 sec): 3 clusters Score: Raw -13958242.595221 + Penalty 2258.136758 = -13955984.458463 nChanged 28 SP:Iteration 104Q (156.513372 sec): 3 clusters Score: Raw -13958243.048354 + Penalty 2258.136758 = -13955984.911596 nChanged 28 SP:Iteration 105Q (156.713465 sec): 3 clusters Score: Raw -13958243.380805 + Penalty 2258.136758 = -13955985.244047 nChanged 24 SP:Iteration 106Q (156.918552 sec): 3 clusters Score: Raw -13958243.672182 + Penalty 2258.136758 = -13955985.535424 nChanged 24 SP:Iteration 107Q (157.122516 sec): 3 clusters Score: Raw -13958243.966369 + Penalty 2258.136758 = -13955985.829612 nChanged 22 SP:Iteration 108Q (157.332608 sec): 3 clusters Score: Raw -13958244.223972 + Penalty 2258.136758 = -13955986.087214 nChanged 21 SP:Iteration 109Q (157.544230 sec): 3 clusters Score: Raw -13958244.481014 + Penalty 2258.136758 = -13955986.344257 nChanged 21 SP:Iteration 110Q (157.753975 sec): 3 clusters Score: Raw -13958244.844294 + Penalty 2258.136758 = -13955986.707537 nChanged 18 SP:Iteration 111Q (157.966402 sec): 3 clusters Score: Raw -13958245.081666 + Penalty 2258.136758 = -13955986.944908 nChanged 17 SP:Iteration 112Q (158.176801 sec): 3 clusters Score: Raw -13958245.323053 + Penalty 2258.136758 = -13955987.186295 nChanged 18 SP:Iteration 113Q (158.384766 sec): 3 clusters Score: Raw -13958245.632734 + Penalty 2258.136758 = -13955987.495976 nChanged 22 SP:Iteration 114Q (158.596257 sec): 3 clusters Score: Raw -13958245.946638 + Penalty 2258.136758 = -13955987.809880 nChanged 17 SP:Iteration 115Q (158.808462 sec): 3 clusters Score: Raw -13958246.081386 + Penalty 2258.136758 = -13955987.944628 nChanged 10 SP:Iteration 116Q (159.013096 sec): 3 clusters Score: Raw -13958246.169011 + Penalty 2258.136758 = -13955988.032253 nChanged 11 SP:Iteration 117Q (159.210978 sec): 3 clusters Score: Raw -13958246.284648 + Penalty 2258.136758 = -13955988.147891 nChanged 9 SP:Iteration 118Q (159.425318 sec): 3 clusters Score: Raw -13958246.372833 + Penalty 2258.136758 = -13955988.236075 nChanged 6 SP:Iteration 119Q (159.636484 sec): 3 clusters Score: Raw -13958246.445897 + Penalty 2258.136758 = -13955988.309139 nChanged 6 SP:Iteration 120F (159.863172 sec): 3 clusters Score: Raw -13958246.508448 + Penalty 2258.136758 = -13955988.371691 nChanged 6 SP:Iteration 121Q (160.067410 sec): 3 clusters Score: Raw -13958246.560186 + Penalty 2258.136758 = -13955988.423429 nChanged 4 SP:Iteration 122Q (160.282826 sec): 3 clusters Score: Raw -13958246.598583 + Penalty 2258.136758 = -13955988.461825 nChanged 5 SP:Iteration 123Q (160.483939 sec): 3 clusters Score: Raw -13958246.659207 + Penalty 2258.136758 = -13955988.522450 nChanged 11 SP:Iteration 124Q (160.698814 sec): 3 clusters Score: Raw -13958246.792874 + Penalty 2258.136758 = -13955988.656116 nChanged 12 SP:Iteration 125Q (160.911863 sec): 3 clusters Score: Raw -13958246.927972 + Penalty 2258.136758 = -13955988.791215 nChanged 9 SP:Iteration 126Q (161.118421 sec): 3 clusters Score: Raw -13958247.043539 + Penalty 2258.136758 = -13955988.906782 nChanged 11 SP:Iteration 127Q (161.329404 sec): 3 clusters Score: Raw -13958247.144400 + Penalty 2258.136758 = -13955989.007643 nChanged 10 SP:Iteration 128Q (161.541245 sec): 3 clusters Score: Raw -13958247.245258 + Penalty 2258.136758 = -13955989.108501 nChanged 8 SP:Iteration 129Q (161.748860 sec): 3 clusters Score: Raw -13958247.337514 + Penalty 2258.136758 = -13955989.200756 nChanged 7 SP:Iteration 130Q (161.952936 sec): 3 clusters Score: Raw -13958247.423138 + Penalty 2258.136758 = -13955989.286381 nChanged 5 SP:Iteration 131Q (162.155763 sec): 3 clusters Score: Raw -13958247.451430 + Penalty 2258.136758 = -13955989.314673 nChanged 3 SP:Iteration 132Q (162.352134 sec): 3 clusters Score: Raw -13958247.492911 + Penalty 2258.136758 = -13955989.356154 nChanged 2 SP:Iteration 133Q (162.561974 sec): 3 clusters Score: Raw -13958247.510337 + Penalty 2258.136758 = -13955989.373579 nChanged 2 SP:Iteration 134Q (162.764112 sec): 3 clusters Score: Raw -13958247.528958 + Penalty 2258.136758 = -13955989.392200 nChanged 0 SP:Iteration 135F (162.990232 sec): 3 clusters Score: Raw -13958247.528958 + Penalty 2258.136758 = -13955989.392200 nChanged 0 Score: Raw -58372784.346221 + Penalty 25349.241618 = -58347435.104603 Splitting cluster 4 changes total score from -58295496.840437 to -58347435.104603 So it's getting split into cluster 20. Trying to split cluster 5 (11281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.997072 sec): 2 clusters Score: Raw -1051426.857068 + Penalty 886.433141 = -1050540.423926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.060042 sec): 3 clusters Score: Raw -1044656.725238 + Penalty 1772.866283 = -1042883.858955 nChanged 5124 SP:Iteration 1F (169.122023 sec): 3 clusters Score: Raw -1047987.443442 + Penalty 1772.866283 = -1046214.577159 nChanged 931 SP:Iteration 2F (169.172645 sec): 3 clusters Score: Raw -1048736.512241 + Penalty 1772.866283 = -1046963.645958 nChanged 929 SP:Iteration 3F (169.235212 sec): 3 clusters Score: Raw -1049477.903411 + Penalty 1772.866283 = -1047705.037128 nChanged 805 SP:Iteration 4F (169.299661 sec): 3 clusters Score: Raw -1050121.640598 + Penalty 1772.866283 = -1048348.774315 nChanged 610 SP:Iteration 5F (169.368968 sec): 3 clusters Score: Raw -1050589.901053 + Penalty 1772.866283 = -1048817.034770 nChanged 494 SP:Iteration 6Q (169.421847 sec): 3 clusters Score: Raw -1050906.762870 + Penalty 1772.866283 = -1049133.896587 nChanged 349 SP:Iteration 7Q (169.484989 sec): 3 clusters Score: Raw -1051090.528220 + Penalty 1772.866283 = -1049317.661937 nChanged 250 SP:Iteration 8Q (169.548212 sec): 3 clusters Score: Raw -1051201.981094 + Penalty 1772.866283 = -1049429.114811 nChanged 185 SP:Iteration 9Q (169.613552 sec): 3 clusters Score: Raw -1051273.302082 + Penalty 1772.866283 = -1049500.435799 nChanged 159 SP:Iteration 10Q (169.673588 sec): 3 clusters Score: Raw -1051332.255152 + Penalty 1772.866283 = -1049559.388869 nChanged 144 SP:Iteration 11Q (169.736280 sec): 3 clusters Score: Raw -1051391.616066 + Penalty 1772.866283 = -1049618.749783 nChanged 122 SP:Iteration 12Q (169.780264 sec): 3 clusters Score: Raw -1051432.684151 + Penalty 1772.866283 = -1049659.817868 nChanged 113 SP:Iteration 13Q (169.841228 sec): 3 clusters Score: Raw -1051467.271401 + Penalty 1772.866283 = -1049694.405118 nChanged 100 SP:Iteration 14Q (169.901319 sec): 3 clusters Score: Raw -1051498.623641 + Penalty 1772.866283 = -1049725.757358 nChanged 103 SP:Iteration 15Q (169.969805 sec): 3 clusters Score: Raw -1051528.704614 + Penalty 1772.866283 = -1049755.838331 nChanged 85 SP:Iteration 16Q (170.018387 sec): 3 clusters Score: Raw -1051551.459001 + Penalty 1772.866283 = -1049778.592718 nChanged 78 SP:Iteration 17Q (170.083137 sec): 3 clusters Score: Raw -1051572.550419 + Penalty 1772.866283 = -1049799.684136 nChanged 75 SP:Iteration 18Q (170.138627 sec): 3 clusters Score: Raw -1051585.237059 + Penalty 1772.866283 = -1049812.370776 nChanged 49 SP:Iteration 19Q (170.194894 sec): 3 clusters Score: Raw -1051593.291774 + Penalty 1772.866283 = -1049820.425491 nChanged 33 SP:Iteration 20F (170.249622 sec): 3 clusters Score: Raw -1051597.976042 + Penalty 1772.866283 = -1049825.109759 nChanged 21 SP:Iteration 21Q (170.312337 sec): 3 clusters Score: Raw -1051601.152925 + Penalty 1772.866283 = -1049828.286642 nChanged 23 SP:Iteration 22Q (170.371137 sec): 3 clusters Score: Raw -1051604.535473 + Penalty 1772.866283 = -1049831.669190 nChanged 17 SP:Iteration 23Q (170.418788 sec): 3 clusters Score: Raw -1051606.899994 + Penalty 1772.866283 = -1049834.033711 nChanged 17 SP:Iteration 24Q (170.482486 sec): 3 clusters Score: Raw -1051609.176567 + Penalty 1772.866283 = -1049836.310284 nChanged 13 SP:Iteration 25Q (170.533770 sec): 3 clusters Score: Raw -1051612.571048 + Penalty 1772.866283 = -1049839.704765 nChanged 22 SP:Iteration 26Q (170.596848 sec): 3 clusters Score: Raw -1051616.331342 + Penalty 1772.866283 = -1049843.465059 nChanged 28 SP:Iteration 27Q (170.657651 sec): 3 clusters Score: Raw -1051621.860996 + Penalty 1772.866283 = -1049848.994713 nChanged 26 SP:Iteration 28Q (170.701695 sec): 3 clusters Score: Raw -1051625.864740 + Penalty 1772.866283 = -1049852.998457 nChanged 23 SP:Iteration 29Q (170.769802 sec): 3 clusters Score: Raw -1051628.631752 + Penalty 1772.866283 = -1049855.765469 nChanged 17 SP:Iteration 30Q (170.825751 sec): 3 clusters Score: Raw -1051630.687807 + Penalty 1772.866283 = -1049857.821524 nChanged 21 SP:Iteration 31Q (170.882174 sec): 3 clusters Score: Raw -1051632.718159 + Penalty 1772.866283 = -1049859.851876 nChanged 12 SP:Iteration 32Q (170.936851 sec): 3 clusters Score: Raw -1051633.787523 + Penalty 1772.866283 = -1049860.921240 nChanged 10 SP:Iteration 33Q (170.995376 sec): 3 clusters Score: Raw -1051634.717907 + Penalty 1772.866283 = -1049861.851624 nChanged 9 SP:Iteration 34Q (171.049513 sec): 3 clusters Score: Raw -1051635.778933 + Penalty 1772.866283 = -1049862.912650 nChanged 6 SP:Iteration 35Q (171.100875 sec): 3 clusters Score: Raw -1051636.372657 + Penalty 1772.866283 = -1049863.506375 nChanged 2 SP:Iteration 36Q (171.154181 sec): 3 clusters Score: Raw -1051637.160887 + Penalty 1772.866283 = -1049864.294604 nChanged 9 SP:Iteration 37Q (171.222072 sec): 3 clusters Score: Raw -1051639.136838 + Penalty 1772.866283 = -1049866.270555 nChanged 10 SP:Iteration 38Q (171.279931 sec): 3 clusters Score: Raw -1051640.186733 + Penalty 1772.866283 = -1049867.320450 nChanged 4 SP:Iteration 39Q (171.325496 sec): 3 clusters Score: Raw -1051640.649384 + Penalty 1772.866283 = -1049867.783101 nChanged 2 SP:Iteration 40F (171.392625 sec): 3 clusters Score: Raw -1051640.929672 + Penalty 1772.866283 = -1049868.063389 nChanged 6 SP:Iteration 41Q (171.439257 sec): 3 clusters Score: Raw -1051641.502893 + Penalty 1772.866283 = -1049868.636610 nChanged 7 SP:Iteration 42Q (171.495826 sec): 3 clusters Score: Raw -1051642.393450 + Penalty 1772.866283 = -1049869.527167 nChanged 6 SP:Iteration 43Q (171.552966 sec): 3 clusters Score: Raw -1051642.981701 + Penalty 1772.866283 = -1049870.115418 nChanged 8 SP:Iteration 44Q (171.610197 sec): 3 clusters Score: Raw -1051643.711606 + Penalty 1772.866283 = -1049870.845323 nChanged 11 SP:Iteration 45Q (171.667345 sec): 3 clusters Score: Raw -1051645.162464 + Penalty 1772.866283 = -1049872.296181 nChanged 13 SP:Iteration 46Q (171.723218 sec): 3 clusters Score: Raw -1051646.929393 + Penalty 1772.866283 = -1049874.063110 nChanged 9 SP:Iteration 47Q (171.778027 sec): 3 clusters Score: Raw -1051647.553289 + Penalty 1772.866283 = -1049874.687006 nChanged 8 SP:Iteration 48Q (171.831803 sec): 3 clusters Score: Raw -1051648.654258 + Penalty 1772.866283 = -1049875.787975 nChanged 8 SP:Iteration 49Q (171.891083 sec): 3 clusters Score: Raw -1051649.284931 + Penalty 1772.866283 = -1049876.418648 nChanged 4 SP:Iteration 50Q (171.952282 sec): 3 clusters Score: Raw -1051649.607444 + Penalty 1772.866283 = -1049876.741161 nChanged 3 SP:Iteration 51Q (172.011163 sec): 3 clusters Score: Raw -1051649.809387 + Penalty 1772.866283 = -1049876.943104 nChanged 1 SP:Iteration 52Q (172.066460 sec): 3 clusters Score: Raw -1051649.872224 + Penalty 1772.866283 = -1049877.005941 nChanged 1 SP:Iteration 53Q (172.112015 sec): 3 clusters Score: Raw -1051649.936126 + Penalty 1772.866283 = -1049877.069843 nChanged 1 SP:Iteration 54Q (172.164446 sec): 3 clusters Score: Raw -1051649.962336 + Penalty 1772.866283 = -1049877.096053 nChanged 0 SP:Iteration 55F (172.238072 sec): 3 clusters Score: Raw -1051649.962336 + Penalty 1772.866283 = -1049877.096053 nChanged 0 Trying to split cluster 6 (1146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.258698 sec): 2 clusters Score: Raw -97713.305814 + Penalty 669.183125 = -97044.122689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.309226 sec): 3 clusters Score: Raw -97411.701655 + Penalty 1338.366250 = -96073.335405 nChanged 452 SP:Iteration 1F (172.344829 sec): 3 clusters Score: Raw -98898.776761 + Penalty 1338.366250 = -97560.410511 nChanged 171 SP:Iteration 2F (172.400382 sec): 3 clusters Score: Raw -99705.840707 + Penalty 1338.366250 = -98367.474456 nChanged 71 SP:Iteration 3F (172.444435 sec): 3 clusters Score: Raw -99878.445168 + Penalty 1338.366250 = -98540.078917 nChanged 30 SP:Iteration 4Q (172.487319 sec): 3 clusters Score: Raw -99936.067129 + Penalty 1338.366250 = -98597.700878 nChanged 15 SP:Iteration 5Q (172.526186 sec): 3 clusters Score: Raw -99954.627113 + Penalty 1338.366250 = -98616.260863 nChanged 6 SP:Iteration 6Q (172.570736 sec): 3 clusters Score: Raw -99958.781471 + Penalty 1338.366250 = -98620.415220 nChanged 1 SP:Iteration 7Q (172.617280 sec): 3 clusters Score: Raw -99959.326363 + Penalty 1338.366250 = -98620.960113 nChanged 1 SP:Iteration 8Q (172.673980 sec): 3 clusters Score: Raw -99959.816078 + Penalty 1338.366250 = -98621.449827 nChanged 0 SP:Iteration 9F (172.707252 sec): 3 clusters Score: Raw -99959.816078 + Penalty 1338.366250 = -98621.449827 nChanged 0 Score: Raw -58375030.856484 + Penalty 26616.703699 = -58348414.152785 Splitting cluster 6 changes total score from -58295496.840437 to -58348414.152785 So it's getting split into cluster 21. Trying to split cluster 7 (8285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.043484 sec): 2 clusters Score: Raw -682287.442306 + Penalty 857.109183 = -681430.333123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.100652 sec): 3 clusters Score: Raw -677486.935701 + Penalty 1714.218367 = -675772.717334 nChanged 3656 SP:Iteration 1F (179.152830 sec): 3 clusters Score: Raw -679586.665687 + Penalty 1714.218367 = -677872.447320 nChanged 578 SP:Iteration 2F (179.210748 sec): 3 clusters Score: Raw -679877.531933 + Penalty 1714.218367 = -678163.313566 nChanged 513 SP:Iteration 3F (179.261843 sec): 3 clusters Score: Raw -680146.490857 + Penalty 1714.218367 = -678432.272490 nChanged 479 SP:Iteration 4F (179.308153 sec): 3 clusters Score: Raw -680454.995313 + Penalty 1714.218367 = -678740.776946 nChanged 503 SP:Iteration 5F (179.362384 sec): 3 clusters Score: Raw -680828.437073 + Penalty 1714.218367 = -679114.218707 nChanged 511 SP:Iteration 6F (179.416321 sec): 3 clusters Score: Raw -681181.145661 + Penalty 1714.218367 = -679466.927294 nChanged 455 SP:Iteration 7F (179.467408 sec): 3 clusters Score: Raw -681461.004591 + Penalty 1714.218367 = -679746.786224 nChanged 350 SP:Iteration 8Q (179.531790 sec): 3 clusters Score: Raw -681648.993535 + Penalty 1714.218367 = -679934.775168 nChanged 277 SP:Iteration 9Q (179.586132 sec): 3 clusters Score: Raw -681776.414981 + Penalty 1714.218367 = -680062.196615 nChanged 237 SP:Iteration 10Q (179.647624 sec): 3 clusters Score: Raw -681867.723105 + Penalty 1714.218367 = -680153.504739 nChanged 179 SP:Iteration 11Q (179.702727 sec): 3 clusters Score: Raw -681940.818179 + Penalty 1714.218367 = -680226.599812 nChanged 157 SP:Iteration 12Q (179.760605 sec): 3 clusters Score: Raw -682006.891874 + Penalty 1714.218367 = -680292.673507 nChanged 118 SP:Iteration 13Q (179.812717 sec): 3 clusters Score: Raw -682049.334425 + Penalty 1714.218367 = -680335.116059 nChanged 103 SP:Iteration 14Q (179.859113 sec): 3 clusters Score: Raw -682090.127161 + Penalty 1714.218367 = -680375.908794 nChanged 120 SP:Iteration 15Q (179.913100 sec): 3 clusters Score: Raw -682141.458981 + Penalty 1714.218367 = -680427.240615 nChanged 103 SP:Iteration 16Q (179.969157 sec): 3 clusters Score: Raw -682181.865433 + Penalty 1714.218367 = -680467.647066 nChanged 91 SP:Iteration 17Q (180.019512 sec): 3 clusters Score: Raw -682221.648298 + Penalty 1714.218367 = -680507.429932 nChanged 85 SP:Iteration 18Q (180.072143 sec): 3 clusters Score: Raw -682270.854792 + Penalty 1714.218367 = -680556.636426 nChanged 86 SP:Iteration 19Q (180.128340 sec): 3 clusters Score: Raw -682321.656079 + Penalty 1714.218367 = -680607.437712 nChanged 90 SP:Iteration 20F (180.187322 sec): 3 clusters Score: Raw -682369.995905 + Penalty 1714.218367 = -680655.777539 nChanged 86 SP:Iteration 21Q (180.245559 sec): 3 clusters Score: Raw -682420.682292 + Penalty 1714.218367 = -680706.463925 nChanged 83 SP:Iteration 22Q (180.290961 sec): 3 clusters Score: Raw -682461.965031 + Penalty 1714.218367 = -680747.746665 nChanged 72 SP:Iteration 23Q (180.345477 sec): 3 clusters Score: Raw -682500.865679 + Penalty 1714.218367 = -680786.647312 nChanged 60 SP:Iteration 24Q (180.406015 sec): 3 clusters Score: Raw -682524.440580 + Penalty 1714.218367 = -680810.222214 nChanged 55 SP:Iteration 25Q (180.456186 sec): 3 clusters Score: Raw -682545.162583 + Penalty 1714.218367 = -680830.944216 nChanged 43 SP:Iteration 26Q (180.513629 sec): 3 clusters Score: Raw -682559.262597 + Penalty 1714.218367 = -680845.044230 nChanged 33 SP:Iteration 27Q (180.565441 sec): 3 clusters Score: Raw -682572.388090 + Penalty 1714.218367 = -680858.169723 nChanged 30 SP:Iteration 28Q (180.621774 sec): 3 clusters Score: Raw -682584.498917 + Penalty 1714.218367 = -680870.280550 nChanged 35 SP:Iteration 29Q (180.668376 sec): 3 clusters Score: Raw -682594.630555 + Penalty 1714.218367 = -680880.412188 nChanged 32 SP:Iteration 30Q (180.728874 sec): 3 clusters Score: Raw -682605.888494 + Penalty 1714.218367 = -680891.670127 nChanged 30 SP:Iteration 31Q (180.783713 sec): 3 clusters Score: Raw -682614.541045 + Penalty 1714.218367 = -680900.322678 nChanged 28 SP:Iteration 32Q (180.839811 sec): 3 clusters Score: Raw -682625.451944 + Penalty 1714.218367 = -680911.233577 nChanged 44 SP:Iteration 33Q (180.882377 sec): 3 clusters Score: Raw -682643.874502 + Penalty 1714.218367 = -680929.656136 nChanged 44 SP:Iteration 34Q (180.952011 sec): 3 clusters Score: Raw -682661.718013 + Penalty 1714.218367 = -680947.499646 nChanged 39 SP:Iteration 35Q (180.998644 sec): 3 clusters Score: Raw -682675.159717 + Penalty 1714.218367 = -680960.941350 nChanged 33 SP:Iteration 36Q (181.052870 sec): 3 clusters Score: Raw -682683.648657 + Penalty 1714.218367 = -680969.430291 nChanged 31 SP:Iteration 37Q (181.108251 sec): 3 clusters Score: Raw -682697.309100 + Penalty 1714.218367 = -680983.090733 nChanged 41 SP:Iteration 38Q (181.176204 sec): 3 clusters Score: Raw -682715.936510 + Penalty 1714.218367 = -681001.718143 nChanged 42 SP:Iteration 39Q (181.229941 sec): 3 clusters Score: Raw -682746.287175 + Penalty 1714.218367 = -681032.068808 nChanged 50 SP:Iteration 40F (181.272734 sec): 3 clusters Score: Raw -682769.177199 + Penalty 1714.218367 = -681054.958832 nChanged 49 SP:Iteration 41Q (181.328193 sec): 3 clusters Score: Raw -682796.566117 + Penalty 1714.218367 = -681082.347750 nChanged 53 SP:Iteration 42Q (181.387407 sec): 3 clusters Score: Raw -682823.076408 + Penalty 1714.218367 = -681108.858042 nChanged 52 SP:Iteration 43Q (181.444906 sec): 3 clusters Score: Raw -682850.885575 + Penalty 1714.218367 = -681136.667208 nChanged 42 SP:Iteration 44Q (181.487423 sec): 3 clusters Score: Raw -682871.444341 + Penalty 1714.218367 = -681157.225975 nChanged 48 SP:Iteration 45Q (181.543813 sec): 3 clusters Score: Raw -682896.018549 + Penalty 1714.218367 = -681181.800183 nChanged 52 SP:Iteration 46Q (181.593154 sec): 3 clusters Score: Raw -682920.181638 + Penalty 1714.218367 = -681205.963271 nChanged 43 SP:Iteration 47Q (181.633193 sec): 3 clusters Score: Raw -682944.033700 + Penalty 1714.218367 = -681229.815333 nChanged 43 SP:Iteration 48Q (181.691732 sec): 3 clusters Score: Raw -682965.195738 + Penalty 1714.218367 = -681250.977371 nChanged 45 SP:Iteration 49Q (181.737490 sec): 3 clusters Score: Raw -682984.674791 + Penalty 1714.218367 = -681270.456424 nChanged 37 SP:Iteration 50Q (181.802257 sec): 3 clusters Score: Raw -683003.246894 + Penalty 1714.218367 = -681289.028527 nChanged 37 SP:Iteration 51Q (181.846617 sec): 3 clusters Score: Raw -683022.011655 + Penalty 1714.218367 = -681307.793288 nChanged 27 SP:Iteration 52Q (181.907396 sec): 3 clusters Score: Raw -683041.875306 + Penalty 1714.218367 = -681327.656940 nChanged 32 SP:Iteration 53Q (181.950698 sec): 3 clusters Score: Raw -683068.286286 + Penalty 1714.218367 = -681354.067919 nChanged 32 SP:Iteration 54Q (182.005081 sec): 3 clusters Score: Raw -683088.965629 + Penalty 1714.218367 = -681374.747262 nChanged 23 SP:Iteration 55Q (182.052444 sec): 3 clusters Score: Raw -683104.288457 + Penalty 1714.218367 = -681390.070090 nChanged 25 SP:Iteration 56Q (182.111550 sec): 3 clusters Score: Raw -683124.677892 + Penalty 1714.218367 = -681410.459526 nChanged 29 SP:Iteration 57Q (182.162940 sec): 3 clusters Score: Raw -683137.967965 + Penalty 1714.218367 = -681423.749598 nChanged 24 SP:Iteration 58Q (182.207020 sec): 3 clusters Score: Raw -683151.229902 + Penalty 1714.218367 = -681437.011535 nChanged 28 SP:Iteration 59Q (182.261228 sec): 3 clusters Score: Raw -683165.081220 + Penalty 1714.218367 = -681450.862854 nChanged 27 SP:Iteration 60F (182.309730 sec): 3 clusters Score: Raw -683179.403319 + Penalty 1714.218367 = -681465.184952 nChanged 19 SP:Iteration 61Q (182.370505 sec): 3 clusters Score: Raw -683184.636242 + Penalty 1714.218367 = -681470.417875 nChanged 8 SP:Iteration 62Q (182.415526 sec): 3 clusters Score: Raw -683186.472673 + Penalty 1714.218367 = -681472.254306 nChanged 8 SP:Iteration 63Q (182.462451 sec): 3 clusters Score: Raw -683188.412546 + Penalty 1714.218367 = -681474.194180 nChanged 1 SP:Iteration 64Q (182.522299 sec): 3 clusters Score: Raw -683188.531279 + Penalty 1714.218367 = -681474.312913 nChanged 0 SP:Iteration 65F (182.573443 sec): 3 clusters Score: Raw -683188.531279 + Penalty 1714.218367 = -681474.312913 nChanged 0 Score: Raw -58375931.945457 + Penalty 27884.165780 = -58348047.779678 Splitting cluster 7 changes total score from -58295496.840437 to -58348047.779678 So it's getting split into cluster 22. Trying to split cluster 8 (30247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.074018 sec): 2 clusters Score: Raw -2984998.977876 + Penalty 980.129467 = -2984018.848409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.150489 sec): 3 clusters Score: Raw -2965797.308046 + Penalty 1960.258934 = -2963837.049111 nChanged 14266 SP:Iteration 1F (189.243421 sec): 3 clusters Score: Raw -2974179.211129 + Penalty 1960.258934 = -2972218.952195 nChanged 1484 SP:Iteration 2Q (189.323476 sec): 3 clusters Score: Raw -2974947.305776 + Penalty 1960.258934 = -2972987.046841 nChanged 1762 SP:Iteration 3F (189.395810 sec): 3 clusters Score: Raw -2976172.267170 + Penalty 1960.258934 = -2974212.008236 nChanged 2064 SP:Iteration 4F (189.477852 sec): 3 clusters Score: Raw -2977975.604913 + Penalty 1960.258934 = -2976015.345979 nChanged 2334 SP:Iteration 5F (189.566357 sec): 3 clusters Score: Raw -2980103.783310 + Penalty 1960.258934 = -2978143.524376 nChanged 2312 SP:Iteration 6F (189.631314 sec): 3 clusters Score: Raw -2982141.644643 + Penalty 1960.258934 = -2980181.385709 nChanged 2009 SP:Iteration 7F (189.709206 sec): 3 clusters Score: Raw -2983639.141682 + Penalty 1960.258934 = -2981678.882747 nChanged 1556 SP:Iteration 8F (189.796021 sec): 3 clusters Score: Raw -2984567.107576 + Penalty 1960.258934 = -2982606.848642 nChanged 1057 SP:Iteration 9Q (189.882043 sec): 3 clusters Score: Raw -2985081.998546 + Penalty 1960.258934 = -2983121.739612 nChanged 778 SP:Iteration 10Q (189.967931 sec): 3 clusters Score: Raw -2985429.169663 + Penalty 1960.258934 = -2983468.910729 nChanged 617 SP:Iteration 11Q (190.053337 sec): 3 clusters Score: Raw -2985657.558309 + Penalty 1960.258934 = -2983697.299374 nChanged 530 SP:Iteration 12Q (190.134557 sec): 3 clusters Score: Raw -2985818.082310 + Penalty 1960.258934 = -2983857.823376 nChanged 429 SP:Iteration 13Q (190.214909 sec): 3 clusters Score: Raw -2985933.830190 + Penalty 1960.258934 = -2983973.571255 nChanged 389 SP:Iteration 14Q (190.303062 sec): 3 clusters Score: Raw -2986028.323168 + Penalty 1960.258934 = -2984068.064234 nChanged 330 SP:Iteration 15Q (190.388997 sec): 3 clusters Score: Raw -2986096.619380 + Penalty 1960.258934 = -2984136.360446 nChanged 286 SP:Iteration 16Q (190.470177 sec): 3 clusters Score: Raw -2986148.405149 + Penalty 1960.258934 = -2984188.146215 nChanged 223 SP:Iteration 17Q (190.562403 sec): 3 clusters Score: Raw -2986186.889840 + Penalty 1960.258934 = -2984226.630906 nChanged 215 SP:Iteration 18Q (190.650028 sec): 3 clusters Score: Raw -2986224.740281 + Penalty 1960.258934 = -2984264.481347 nChanged 188 SP:Iteration 19Q (190.733488 sec): 3 clusters Score: Raw -2986252.598269 + Penalty 1960.258934 = -2984292.339334 nChanged 169 SP:Iteration 20F (190.809188 sec): 3 clusters Score: Raw -2986280.998335 + Penalty 1960.258934 = -2984320.739401 nChanged 165 SP:Iteration 21Q (190.900800 sec): 3 clusters Score: Raw -2986303.766830 + Penalty 1960.258934 = -2984343.507896 nChanged 147 SP:Iteration 22Q (190.980340 sec): 3 clusters Score: Raw -2986321.855796 + Penalty 1960.258934 = -2984361.596862 nChanged 125 SP:Iteration 23Q (191.055615 sec): 3 clusters Score: Raw -2986336.566470 + Penalty 1960.258934 = -2984376.307536 nChanged 121 SP:Iteration 24Q (191.149329 sec): 3 clusters Score: Raw -2986352.082431 + Penalty 1960.258934 = -2984391.823497 nChanged 119 SP:Iteration 25Q (191.236131 sec): 3 clusters Score: Raw -2986366.963482 + Penalty 1960.258934 = -2984406.704547 nChanged 130 SP:Iteration 26Q (191.313919 sec): 3 clusters Score: Raw -2986383.427054 + Penalty 1960.258934 = -2984423.168120 nChanged 131 SP:Iteration 27Q (191.405366 sec): 3 clusters Score: Raw -2986398.876070 + Penalty 1960.258934 = -2984438.617136 nChanged 118 SP:Iteration 28Q (191.489482 sec): 3 clusters Score: Raw -2986412.884171 + Penalty 1960.258934 = -2984452.625237 nChanged 110 SP:Iteration 29Q (191.561010 sec): 3 clusters Score: Raw -2986425.902836 + Penalty 1960.258934 = -2984465.643902 nChanged 93 SP:Iteration 30Q (191.653786 sec): 3 clusters Score: Raw -2986435.268448 + Penalty 1960.258934 = -2984475.009513 nChanged 87 SP:Iteration 31Q (191.738441 sec): 3 clusters Score: Raw -2986442.325312 + Penalty 1960.258934 = -2984482.066377 nChanged 81 SP:Iteration 32Q (191.825439 sec): 3 clusters Score: Raw -2986449.528712 + Penalty 1960.258934 = -2984489.269778 nChanged 78 SP:Iteration 33Q (191.910666 sec): 3 clusters Score: Raw -2986455.101410 + Penalty 1960.258934 = -2984494.842476 nChanged 65 SP:Iteration 34Q (191.988078 sec): 3 clusters Score: Raw -2986461.350011 + Penalty 1960.258934 = -2984501.091077 nChanged 71 SP:Iteration 35Q (192.080706 sec): 3 clusters Score: Raw -2986470.192468 + Penalty 1960.258934 = -2984509.933534 nChanged 77 SP:Iteration 36Q (192.158478 sec): 3 clusters Score: Raw -2986479.720637 + Penalty 1960.258934 = -2984519.461703 nChanged 91 SP:Iteration 37Q (192.234708 sec): 3 clusters Score: Raw -2986489.001576 + Penalty 1960.258934 = -2984528.742641 nChanged 89 SP:Iteration 38Q (192.309561 sec): 3 clusters Score: Raw -2986498.170650 + Penalty 1960.258934 = -2984537.911716 nChanged 91 SP:Iteration 39Q (192.397331 sec): 3 clusters Score: Raw -2986508.793045 + Penalty 1960.258934 = -2984548.534110 nChanged 108 SP:Iteration 40F (192.490099 sec): 3 clusters Score: Raw -2986525.016549 + Penalty 1960.258934 = -2984564.757615 nChanged 118 SP:Iteration 41Q (192.573135 sec): 3 clusters Score: Raw -2986541.305401 + Penalty 1960.258934 = -2984581.046467 nChanged 126 SP:Iteration 42Q (192.658731 sec): 3 clusters Score: Raw -2986557.368371 + Penalty 1960.258934 = -2984597.109437 nChanged 105 SP:Iteration 43Q (192.743667 sec): 3 clusters Score: Raw -2986572.966838 + Penalty 1960.258934 = -2984612.707904 nChanged 113 SP:Iteration 44Q (192.818337 sec): 3 clusters Score: Raw -2986589.558739 + Penalty 1960.258934 = -2984629.299805 nChanged 114 SP:Iteration 45Q (192.902595 sec): 3 clusters Score: Raw -2986611.881145 + Penalty 1960.258934 = -2984651.622211 nChanged 124 SP:Iteration 46Q (192.992370 sec): 3 clusters Score: Raw -2986634.321997 + Penalty 1960.258934 = -2984674.063063 nChanged 133 SP:Iteration 47Q (193.075059 sec): 3 clusters Score: Raw -2986657.413625 + Penalty 1960.258934 = -2984697.154691 nChanged 135 SP:Iteration 48Q (193.157556 sec): 3 clusters Score: Raw -2986684.441223 + Penalty 1960.258934 = -2984724.182289 nChanged 160 SP:Iteration 49Q (193.240576 sec): 3 clusters Score: Raw -2986719.085911 + Penalty 1960.258934 = -2984758.826977 nChanged 186 SP:Iteration 50Q (193.320602 sec): 3 clusters Score: Raw -2986754.769744 + Penalty 1960.258934 = -2984794.510810 nChanged 176 SP:Iteration 51Q (193.394473 sec): 3 clusters Score: Raw -2986793.832149 + Penalty 1960.258934 = -2984833.573215 nChanged 195 SP:Iteration 52Q (193.488237 sec): 3 clusters Score: Raw -2986838.947539 + Penalty 1960.258934 = -2984878.688605 nChanged 190 SP:Iteration 53Q (193.571523 sec): 3 clusters Score: Raw -2986881.687226 + Penalty 1960.258934 = -2984921.428292 nChanged 184 SP:Iteration 54Q (193.651845 sec): 3 clusters Score: Raw -2986923.647773 + Penalty 1960.258934 = -2984963.388839 nChanged 193 SP:Iteration 55Q (193.734416 sec): 3 clusters Score: Raw -2986976.260311 + Penalty 1960.258934 = -2985016.001377 nChanged 215 SP:Iteration 56Q (193.820932 sec): 3 clusters Score: Raw -2987032.716748 + Penalty 1960.258934 = -2985072.457814 nChanged 207 SP:Iteration 57Q (193.903693 sec): 3 clusters Score: Raw -2987080.614265 + Penalty 1960.258934 = -2985120.355330 nChanged 198 SP:Iteration 58Q (193.987161 sec): 3 clusters Score: Raw -2987127.141716 + Penalty 1960.258934 = -2985166.882782 nChanged 205 SP:Iteration 59Q (194.063572 sec): 3 clusters Score: Raw -2987178.045861 + Penalty 1960.258934 = -2985217.786927 nChanged 196 SP:Iteration 60F (194.154860 sec): 3 clusters Score: Raw -2987227.245034 + Penalty 1960.258934 = -2985266.986100 nChanged 179 SP:Iteration 61Q (194.229934 sec): 3 clusters Score: Raw -2987274.449292 + Penalty 1960.258934 = -2985314.190358 nChanged 190 SP:Iteration 62Q (194.315604 sec): 3 clusters Score: Raw -2987316.813019 + Penalty 1960.258934 = -2985356.554085 nChanged 174 SP:Iteration 63Q (194.391181 sec): 3 clusters Score: Raw -2987353.947745 + Penalty 1960.258934 = -2985393.688811 nChanged 159 SP:Iteration 64Q (194.470916 sec): 3 clusters Score: Raw -2987383.058246 + Penalty 1960.258934 = -2985422.799312 nChanged 143 SP:Iteration 65Q (194.555595 sec): 3 clusters Score: Raw -2987406.753396 + Penalty 1960.258934 = -2985446.494462 nChanged 133 SP:Iteration 66Q (194.640179 sec): 3 clusters Score: Raw -2987429.542202 + Penalty 1960.258934 = -2985469.283267 nChanged 114 SP:Iteration 67Q (194.718841 sec): 3 clusters Score: Raw -2987448.396255 + Penalty 1960.258934 = -2985488.137321 nChanged 108 SP:Iteration 68Q (194.799505 sec): 3 clusters Score: Raw -2987464.458150 + Penalty 1960.258934 = -2985504.199215 nChanged 95 SP:Iteration 69Q (194.885769 sec): 3 clusters Score: Raw -2987478.456195 + Penalty 1960.258934 = -2985518.197261 nChanged 87 SP:Iteration 70Q (194.955573 sec): 3 clusters Score: Raw -2987490.972869 + Penalty 1960.258934 = -2985530.713935 nChanged 90 SP:Iteration 71Q (195.044088 sec): 3 clusters Score: Raw -2987502.825073 + Penalty 1960.258934 = -2985542.566139 nChanged 85 SP:Iteration 72Q (195.123087 sec): 3 clusters Score: Raw -2987513.465282 + Penalty 1960.258934 = -2985553.206348 nChanged 73 SP:Iteration 73Q (195.204206 sec): 3 clusters Score: Raw -2987521.664209 + Penalty 1960.258934 = -2985561.405275 nChanged 90 SP:Iteration 74Q (195.280091 sec): 3 clusters Score: Raw -2987532.321282 + Penalty 1960.258934 = -2985572.062348 nChanged 95 SP:Iteration 75Q (195.365168 sec): 3 clusters Score: Raw -2987545.333530 + Penalty 1960.258934 = -2985585.074596 nChanged 104 SP:Iteration 76Q (195.442150 sec): 3 clusters Score: Raw -2987560.166215 + Penalty 1960.258934 = -2985599.907281 nChanged 98 SP:Iteration 77Q (195.521625 sec): 3 clusters Score: Raw -2987573.139363 + Penalty 1960.258934 = -2985612.880429 nChanged 91 SP:Iteration 78Q (195.589588 sec): 3 clusters Score: Raw -2987586.376721 + Penalty 1960.258934 = -2985626.117787 nChanged 91 SP:Iteration 79Q (195.663982 sec): 3 clusters Score: Raw -2987600.449051 + Penalty 1960.258934 = -2985640.190117 nChanged 92 SP:Iteration 80F (195.740162 sec): 3 clusters Score: Raw -2987614.714923 + Penalty 1960.258934 = -2985654.455989 nChanged 95 SP:Iteration 81Q (195.818089 sec): 3 clusters Score: Raw -2987630.123421 + Penalty 1960.258934 = -2985669.864487 nChanged 109 SP:Iteration 82Q (195.895774 sec): 3 clusters Score: Raw -2987648.738025 + Penalty 1960.258934 = -2985688.479091 nChanged 105 SP:Iteration 83Q (195.970143 sec): 3 clusters Score: Raw -2987668.295933 + Penalty 1960.258934 = -2985708.036999 nChanged 105 SP:Iteration 84Q (196.052824 sec): 3 clusters Score: Raw -2987687.823544 + Penalty 1960.258934 = -2985727.564610 nChanged 101 SP:Iteration 85Q (196.117346 sec): 3 clusters Score: Raw -2987708.815972 + Penalty 1960.258934 = -2985748.557038 nChanged 112 SP:Iteration 86Q (196.198809 sec): 3 clusters Score: Raw -2987728.132450 + Penalty 1960.258934 = -2985767.873516 nChanged 87 SP:Iteration 87Q (196.275329 sec): 3 clusters Score: Raw -2987740.325717 + Penalty 1960.258934 = -2985780.066783 nChanged 83 SP:Iteration 88Q (196.350768 sec): 3 clusters Score: Raw -2987752.587188 + Penalty 1960.258934 = -2985792.328254 nChanged 66 SP:Iteration 89Q (196.434383 sec): 3 clusters Score: Raw -2987762.065067 + Penalty 1960.258934 = -2985801.806132 nChanged 78 SP:Iteration 90Q (196.512766 sec): 3 clusters Score: Raw -2987774.236108 + Penalty 1960.258934 = -2985813.977174 nChanged 83 SP:Iteration 91Q (196.585116 sec): 3 clusters Score: Raw -2987786.544618 + Penalty 1960.258934 = -2985826.285684 nChanged 79 SP:Iteration 92Q (196.656952 sec): 3 clusters Score: Raw -2987796.675381 + Penalty 1960.258934 = -2985836.416447 nChanged 60 SP:Iteration 93Q (196.734316 sec): 3 clusters Score: Raw -2987803.872908 + Penalty 1960.258934 = -2985843.613974 nChanged 55 SP:Iteration 94Q (196.814554 sec): 3 clusters Score: Raw -2987810.062563 + Penalty 1960.258934 = -2985849.803629 nChanged 36 SP:Iteration 95Q (196.889026 sec): 3 clusters Score: Raw -2987813.571355 + Penalty 1960.258934 = -2985853.312421 nChanged 34 SP:Iteration 96Q (196.956207 sec): 3 clusters Score: Raw -2987816.280847 + Penalty 1960.258934 = -2985856.021912 nChanged 36 SP:Iteration 97Q (197.036009 sec): 3 clusters Score: Raw -2987819.515254 + Penalty 1960.258934 = -2985859.256320 nChanged 33 SP:Iteration 98Q (197.099719 sec): 3 clusters Score: Raw -2987822.429711 + Penalty 1960.258934 = -2985862.170777 nChanged 30 SP:Iteration 99Q (197.184625 sec): 3 clusters Score: Raw -2987824.683242 + Penalty 1960.258934 = -2985864.424308 nChanged 28 SP:Iteration 100F (197.267038 sec): 3 clusters Score: Raw -2987827.092433 + Penalty 1960.258934 = -2985866.833499 nChanged 26 SP:Iteration 101Q (197.338626 sec): 3 clusters Score: Raw -2987829.392238 + Penalty 1960.258934 = -2985869.133303 nChanged 34 SP:Iteration 102Q (197.413004 sec): 3 clusters Score: Raw -2987831.958374 + Penalty 1960.258934 = -2985871.699440 nChanged 30 SP:Iteration 103Q (197.487623 sec): 3 clusters Score: Raw -2987835.790444 + Penalty 1960.258934 = -2985875.531510 nChanged 47 SP:Iteration 104Q (197.571904 sec): 3 clusters Score: Raw -2987841.172083 + Penalty 1960.258934 = -2985880.913149 nChanged 40 SP:Iteration 105Q (197.638204 sec): 3 clusters Score: Raw -2987845.154549 + Penalty 1960.258934 = -2985884.895615 nChanged 36 SP:Iteration 106Q (197.713588 sec): 3 clusters Score: Raw -2987847.969227 + Penalty 1960.258934 = -2985887.710293 nChanged 33 SP:Iteration 107Q (197.790986 sec): 3 clusters Score: Raw -2987850.525445 + Penalty 1960.258934 = -2985890.266511 nChanged 29 SP:Iteration 108Q (197.877849 sec): 3 clusters Score: Raw -2987852.973177 + Penalty 1960.258934 = -2985892.714243 nChanged 23 SP:Iteration 109Q (197.936920 sec): 3 clusters Score: Raw -2987854.623888 + Penalty 1960.258934 = -2985894.364953 nChanged 15 SP:Iteration 110Q (198.023051 sec): 3 clusters Score: Raw -2987855.674253 + Penalty 1960.258934 = -2985895.415319 nChanged 16 SP:Iteration 111Q (198.095956 sec): 3 clusters Score: Raw -2987856.815416 + Penalty 1960.258934 = -2985896.556481 nChanged 14 SP:Iteration 112Q (198.171895 sec): 3 clusters Score: Raw -2987857.797446 + Penalty 1960.258934 = -2985897.538512 nChanged 11 SP:Iteration 113Q (198.252558 sec): 3 clusters Score: Raw -2987858.618752 + Penalty 1960.258934 = -2985898.359817 nChanged 14 SP:Iteration 114Q (198.333801 sec): 3 clusters Score: Raw -2987859.972810 + Penalty 1960.258934 = -2985899.713876 nChanged 15 SP:Iteration 115Q (198.402367 sec): 3 clusters Score: Raw -2987860.930440 + Penalty 1960.258934 = -2985900.671506 nChanged 9 SP:Iteration 116Q (198.487047 sec): 3 clusters Score: Raw -2987861.530091 + Penalty 1960.258934 = -2985901.271157 nChanged 13 SP:Iteration 117Q (198.562307 sec): 3 clusters Score: Raw -2987862.850853 + Penalty 1960.258934 = -2985902.591919 nChanged 16 SP:Iteration 118Q (198.639656 sec): 3 clusters Score: Raw -2987864.687830 + Penalty 1960.258934 = -2985904.428896 nChanged 25 SP:Iteration 119Q (198.709501 sec): 3 clusters Score: Raw -2987866.680116 + Penalty 1960.258934 = -2985906.421182 nChanged 13 SP:Iteration 120F (198.789238 sec): 3 clusters Score: Raw -2987867.796756 + Penalty 1960.258934 = -2985907.537822 nChanged 12 SP:Iteration 121Q (198.867064 sec): 3 clusters Score: Raw -2987868.678496 + Penalty 1960.258934 = -2985908.419562 nChanged 8 SP:Iteration 122Q (198.944705 sec): 3 clusters Score: Raw -2987869.090480 + Penalty 1960.258934 = -2985908.831546 nChanged 7 SP:Iteration 123Q (199.026114 sec): 3 clusters Score: Raw -2987869.710429 + Penalty 1960.258934 = -2985909.451495 nChanged 8 SP:Iteration 124Q (199.097559 sec): 3 clusters Score: Raw -2987870.214816 + Penalty 1960.258934 = -2985909.955882 nChanged 7 SP:Iteration 125Q (199.184959 sec): 3 clusters Score: Raw -2987870.564592 + Penalty 1960.258934 = -2985910.305658 nChanged 5 SP:Iteration 126Q (199.261390 sec): 3 clusters Score: Raw -2987870.799664 + Penalty 1960.258934 = -2985910.540730 nChanged 7 SP:Iteration 127Q (199.335690 sec): 3 clusters Score: Raw -2987871.321683 + Penalty 1960.258934 = -2985911.062748 nChanged 7 SP:Iteration 128Q (199.413854 sec): 3 clusters Score: Raw -2987871.812349 + Penalty 1960.258934 = -2985911.553415 nChanged 7 SP:Iteration 129Q (199.488467 sec): 3 clusters Score: Raw -2987872.340093 + Penalty 1960.258934 = -2985912.081159 nChanged 6 SP:Iteration 130Q (199.565817 sec): 3 clusters Score: Raw -2987872.642725 + Penalty 1960.258934 = -2985912.383791 nChanged 6 SP:Iteration 131Q (199.642560 sec): 3 clusters Score: Raw -2987872.967671 + Penalty 1960.258934 = -2985912.708737 nChanged 7 SP:Iteration 132Q (199.711273 sec): 3 clusters Score: Raw -2987873.366669 + Penalty 1960.258934 = -2985913.107735 nChanged 9 SP:Iteration 133Q (199.784529 sec): 3 clusters Score: Raw -2987873.862935 + Penalty 1960.258934 = -2985913.604000 nChanged 8 SP:Iteration 134Q (199.864638 sec): 3 clusters Score: Raw -2987874.514996 + Penalty 1960.258934 = -2985914.256062 nChanged 7 SP:Iteration 135Q (199.933301 sec): 3 clusters Score: Raw -2987874.830185 + Penalty 1960.258934 = -2985914.571250 nChanged 3 SP:Iteration 136Q (200.008786 sec): 3 clusters Score: Raw -2987875.021071 + Penalty 1960.258934 = -2985914.762137 nChanged 3 SP:Iteration 137Q (200.085775 sec): 3 clusters Score: Raw -2987875.284753 + Penalty 1960.258934 = -2985915.025819 nChanged 4 SP:Iteration 138Q (200.157733 sec): 3 clusters Score: Raw -2987875.518439 + Penalty 1960.258934 = -2985915.259505 nChanged 7 SP:Iteration 139Q (200.231859 sec): 3 clusters Score: Raw -2987876.049560 + Penalty 1960.258934 = -2985915.790626 nChanged 10 SP:Iteration 140F (200.303399 sec): 3 clusters Score: Raw -2987876.687665 + Penalty 1960.258934 = -2985916.428731 nChanged 13 SP:Iteration 141Q (200.390169 sec): 3 clusters Score: Raw -2987877.609048 + Penalty 1960.258934 = -2985917.350114 nChanged 10 SP:Iteration 142Q (200.447392 sec): 3 clusters Score: Raw -2987878.490062 + Penalty 1960.258934 = -2985918.231128 nChanged 13 SP:Iteration 143Q (200.528717 sec): 3 clusters Score: Raw -2987879.462599 + Penalty 1960.258934 = -2985919.203665 nChanged 9 SP:Iteration 144Q (200.601307 sec): 3 clusters Score: Raw -2987879.788964 + Penalty 1960.258934 = -2985919.530030 nChanged 8 SP:Iteration 145Q (200.678603 sec): 3 clusters Score: Raw -2987880.592710 + Penalty 1960.258934 = -2985920.333776 nChanged 18 SP:Iteration 146Q (200.744454 sec): 3 clusters Score: Raw -2987882.587913 + Penalty 1960.258934 = -2985922.328979 nChanged 14 SP:Iteration 147Q (200.826265 sec): 3 clusters Score: Raw -2987884.472565 + Penalty 1960.258934 = -2985924.213631 nChanged 12 SP:Iteration 148Q (200.900047 sec): 3 clusters Score: Raw -2987885.632490 + Penalty 1960.258934 = -2985925.373556 nChanged 14 SP:Iteration 149Q (200.962866 sec): 3 clusters Score: Raw -2987886.583448 + Penalty 1960.258934 = -2985926.324514 nChanged 9 SP:Iteration 150Q (201.037646 sec): 3 clusters Score: Raw -2987887.359752 + Penalty 1960.258934 = -2985927.100818 nChanged 12 SP:Iteration 151Q (201.104511 sec): 3 clusters Score: Raw -2987888.511587 + Penalty 1960.258934 = -2985928.252653 nChanged 11 SP:Iteration 152Q (201.192349 sec): 3 clusters Score: Raw -2987889.195032 + Penalty 1960.258934 = -2985928.936098 nChanged 6 SP:Iteration 153Q (201.264212 sec): 3 clusters Score: Raw -2987889.396836 + Penalty 1960.258934 = -2985929.137902 nChanged 1 SP:Iteration 154Q (201.334184 sec): 3 clusters Score: Raw -2987889.405717 + Penalty 1960.258934 = -2985929.146783 nChanged 1 SP:Iteration 155Q (201.405225 sec): 3 clusters Score: Raw -2987889.448900 + Penalty 1960.258934 = -2985929.189966 nChanged 0 SP:Iteration 156F (201.498296 sec): 3 clusters Score: Raw -2987889.448900 + Penalty 1960.258934 = -2985929.189966 nChanged 0 Score: Raw -58378822.416482 + Penalty 29151.627861 = -58349670.788621 Splitting cluster 8 changes total score from -58295496.840437 to -58349670.788621 So it's getting split into cluster 23. Trying to split cluster 10 (4722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.260527 sec): 2 clusters Score: Raw -388051.833927 + Penalty 803.698833 = -387248.135094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.299300 sec): 3 clusters Score: Raw -385560.146105 + Penalty 1607.397666 = -383952.748438 nChanged 1994 SP:Iteration 1F (208.339742 sec): 3 clusters Score: Raw -386802.970280 + Penalty 1607.397666 = -385195.572613 nChanged 429 SP:Iteration 2F (208.386281 sec): 3 clusters Score: Raw -387092.281966 + Penalty 1607.397666 = -385484.884299 nChanged 346 SP:Iteration 3F (208.434204 sec): 3 clusters Score: Raw -387372.628515 + Penalty 1607.397666 = -385765.230849 nChanged 332 SP:Iteration 4F (208.484938 sec): 3 clusters Score: Raw -387673.012002 + Penalty 1607.397666 = -386065.614336 nChanged 301 SP:Iteration 5F (208.538427 sec): 3 clusters Score: Raw -387967.544786 + Penalty 1607.397666 = -386360.147120 nChanged 303 SP:Iteration 6F (208.586693 sec): 3 clusters Score: Raw -388316.892011 + Penalty 1607.397666 = -386709.494345 nChanged 261 SP:Iteration 7F (208.624976 sec): 3 clusters Score: Raw -388585.669392 + Penalty 1607.397666 = -386978.271725 nChanged 199 SP:Iteration 8Q (208.670874 sec): 3 clusters Score: Raw -388758.954634 + Penalty 1607.397666 = -387151.556968 nChanged 125 SP:Iteration 9Q (208.725304 sec): 3 clusters Score: Raw -388840.048667 + Penalty 1607.397666 = -387232.651000 nChanged 71 SP:Iteration 10Q (208.772277 sec): 3 clusters Score: Raw -388878.414788 + Penalty 1607.397666 = -387271.017122 nChanged 53 SP:Iteration 11Q (208.820758 sec): 3 clusters Score: Raw -388899.734559 + Penalty 1607.397666 = -387292.336892 nChanged 35 SP:Iteration 12Q (208.864203 sec): 3 clusters Score: Raw -388913.481575 + Penalty 1607.397666 = -387306.083909 nChanged 27 SP:Iteration 13Q (208.910873 sec): 3 clusters Score: Raw -388929.396040 + Penalty 1607.397666 = -387321.998374 nChanged 31 SP:Iteration 14Q (208.955907 sec): 3 clusters Score: Raw -388956.877898 + Penalty 1607.397666 = -387349.480232 nChanged 46 SP:Iteration 15Q (209.003515 sec): 3 clusters Score: Raw -388988.203662 + Penalty 1607.397666 = -387380.805996 nChanged 40 SP:Iteration 16Q (209.048709 sec): 3 clusters Score: Raw -389017.968772 + Penalty 1607.397666 = -387410.571106 nChanged 44 SP:Iteration 17Q (209.097434 sec): 3 clusters Score: Raw -389039.635788 + Penalty 1607.397666 = -387432.238121 nChanged 38 SP:Iteration 18Q (209.147208 sec): 3 clusters Score: Raw -389057.931619 + Penalty 1607.397666 = -387450.533952 nChanged 36 SP:Iteration 19Q (209.195791 sec): 3 clusters Score: Raw -389074.526588 + Penalty 1607.397666 = -387467.128922 nChanged 30 SP:Iteration 20F (209.251718 sec): 3 clusters Score: Raw -389087.406784 + Penalty 1607.397666 = -387480.009118 nChanged 22 SP:Iteration 21Q (209.308744 sec): 3 clusters Score: Raw -389096.729819 + Penalty 1607.397666 = -387489.332153 nChanged 36 SP:Iteration 22Q (209.349466 sec): 3 clusters Score: Raw -389119.847664 + Penalty 1607.397666 = -387512.449997 nChanged 51 SP:Iteration 23Q (209.396213 sec): 3 clusters Score: Raw -389146.162415 + Penalty 1607.397666 = -387538.764749 nChanged 50 SP:Iteration 24Q (209.445317 sec): 3 clusters Score: Raw -389170.927786 + Penalty 1607.397666 = -387563.530119 nChanged 41 SP:Iteration 25Q (209.479443 sec): 3 clusters Score: Raw -389187.969737 + Penalty 1607.397666 = -387580.572070 nChanged 39 SP:Iteration 26Q (209.527151 sec): 3 clusters Score: Raw -389203.454093 + Penalty 1607.397666 = -387596.056427 nChanged 30 SP:Iteration 27Q (209.573395 sec): 3 clusters Score: Raw -389214.693325 + Penalty 1607.397666 = -387607.295658 nChanged 37 SP:Iteration 28Q (209.623574 sec): 3 clusters Score: Raw -389225.948747 + Penalty 1607.397666 = -387618.551080 nChanged 28 SP:Iteration 29Q (209.667431 sec): 3 clusters Score: Raw -389234.034391 + Penalty 1607.397666 = -387626.636725 nChanged 20 SP:Iteration 30Q (209.715839 sec): 3 clusters Score: Raw -389238.289018 + Penalty 1607.397666 = -387630.891352 nChanged 13 SP:Iteration 31Q (209.774347 sec): 3 clusters Score: Raw -389240.565970 + Penalty 1607.397666 = -387633.168303 nChanged 14 SP:Iteration 32Q (209.828170 sec): 3 clusters Score: Raw -389243.381242 + Penalty 1607.397666 = -387635.983576 nChanged 12 SP:Iteration 33Q (209.879538 sec): 3 clusters Score: Raw -389246.577468 + Penalty 1607.397666 = -387639.179802 nChanged 13 SP:Iteration 34Q (209.928270 sec): 3 clusters Score: Raw -389250.509635 + Penalty 1607.397666 = -387643.111969 nChanged 10 SP:Iteration 35Q (209.971625 sec): 3 clusters Score: Raw -389252.676851 + Penalty 1607.397666 = -387645.279185 nChanged 13 SP:Iteration 36Q (210.023668 sec): 3 clusters Score: Raw -389255.303931 + Penalty 1607.397666 = -387647.906265 nChanged 11 SP:Iteration 37Q (210.072550 sec): 3 clusters Score: Raw -389258.296209 + Penalty 1607.397666 = -387650.898542 nChanged 11 SP:Iteration 38Q (210.125391 sec): 3 clusters Score: Raw -389261.071552 + Penalty 1607.397666 = -387653.673886 nChanged 8 SP:Iteration 39Q (210.172594 sec): 3 clusters Score: Raw -389262.430500 + Penalty 1607.397666 = -387655.032834 nChanged 6 SP:Iteration 40F (210.212599 sec): 3 clusters Score: Raw -389263.403586 + Penalty 1607.397666 = -387656.005920 nChanged 8 SP:Iteration 41Q (210.258033 sec): 3 clusters Score: Raw -389264.582569 + Penalty 1607.397666 = -387657.184903 nChanged 4 SP:Iteration 42Q (210.305298 sec): 3 clusters Score: Raw -389265.010222 + Penalty 1607.397666 = -387657.612556 nChanged 5 SP:Iteration 43Q (210.338682 sec): 3 clusters Score: Raw -389265.760758 + Penalty 1607.397666 = -387658.363091 nChanged 3 SP:Iteration 44Q (210.380328 sec): 3 clusters Score: Raw -389267.023744 + Penalty 1607.397666 = -387659.626077 nChanged 3 SP:Iteration 45Q (210.418031 sec): 3 clusters Score: Raw -389268.719802 + Penalty 1607.397666 = -387661.322136 nChanged 6 SP:Iteration 46Q (210.461290 sec): 3 clusters Score: Raw -389269.710253 + Penalty 1607.397666 = -387662.312587 nChanged 5 SP:Iteration 47Q (210.506189 sec): 3 clusters Score: Raw -389270.468944 + Penalty 1607.397666 = -387663.071278 nChanged 5 SP:Iteration 48Q (210.551249 sec): 3 clusters Score: Raw -389271.274658 + Penalty 1607.397666 = -387663.876992 nChanged 4 SP:Iteration 49Q (210.607698 sec): 3 clusters Score: Raw -389271.920828 + Penalty 1607.397666 = -387664.523162 nChanged 1 SP:Iteration 50Q (210.650455 sec): 3 clusters Score: Raw -389272.035202 + Penalty 1607.397666 = -387664.637536 nChanged 0 SP:Iteration 51F (210.702843 sec): 3 clusters Score: Raw -389272.035202 + Penalty 1607.397666 = -387664.637536 nChanged 0 Score: Raw -58380042.617757 + Penalty 30419.089942 = -58349623.527816 Splitting cluster 10 changes total score from -58295496.840437 to -58349623.527816 So it's getting split into cluster 24. Trying to split cluster 11 (80663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.864435 sec): 2 clusters Score: Raw -7856634.187761 + Penalty 1073.313350 = -7855560.874411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.011768 sec): 3 clusters Score: Raw -7803601.757876 + Penalty 2146.626700 = -7801455.131176 nChanged 38900 SP:Iteration 1F (218.153198 sec): 3 clusters Score: Raw -7827878.039627 + Penalty 2146.626700 = -7825731.412928 nChanged 5111 SP:Iteration 2F (218.293944 sec): 3 clusters Score: Raw -7830833.762984 + Penalty 2146.626700 = -7828687.136285 nChanged 6412 SP:Iteration 3F (218.420326 sec): 3 clusters Score: Raw -7835783.445783 + Penalty 2146.626700 = -7833636.819083 nChanged 7135 SP:Iteration 4F (218.554135 sec): 3 clusters Score: Raw -7842205.922368 + Penalty 2146.626700 = -7840059.295669 nChanged 6160 SP:Iteration 5F (218.687923 sec): 3 clusters Score: Raw -7847921.290708 + Penalty 2146.626700 = -7845774.664008 nChanged 4550 SP:Iteration 6F (218.821052 sec): 3 clusters Score: Raw -7851950.536989 + Penalty 2146.626700 = -7849803.910290 nChanged 3007 SP:Iteration 7Q (218.958725 sec): 3 clusters Score: Raw -7854363.846675 + Penalty 2146.626700 = -7852217.219976 nChanged 2111 SP:Iteration 8Q (219.104141 sec): 3 clusters Score: Raw -7855849.345879 + Penalty 2146.626700 = -7853702.719179 nChanged 1512 SP:Iteration 9Q (219.244412 sec): 3 clusters Score: Raw -7856810.628792 + Penalty 2146.626700 = -7854664.002093 nChanged 1230 SP:Iteration 10Q (219.376065 sec): 3 clusters Score: Raw -7857573.945936 + Penalty 2146.626700 = -7855427.319236 nChanged 1046 SP:Iteration 11Q (219.514661 sec): 3 clusters Score: Raw -7858261.931477 + Penalty 2146.626700 = -7856115.304778 nChanged 1017 SP:Iteration 12Q (219.642271 sec): 3 clusters Score: Raw -7858972.151277 + Penalty 2146.626700 = -7856825.524578 nChanged 992 SP:Iteration 13Q (219.783190 sec): 3 clusters Score: Raw -7859636.773984 + Penalty 2146.626700 = -7857490.147284 nChanged 907 SP:Iteration 14Q (219.923495 sec): 3 clusters Score: Raw -7860188.023005 + Penalty 2146.626700 = -7858041.396305 nChanged 782 SP:Iteration 15Q (220.062002 sec): 3 clusters Score: Raw -7860617.733006 + Penalty 2146.626700 = -7858471.106307 nChanged 677 SP:Iteration 16Q (220.193241 sec): 3 clusters Score: Raw -7860921.273611 + Penalty 2146.626700 = -7858774.646912 nChanged 548 SP:Iteration 17Q (220.319500 sec): 3 clusters Score: Raw -7861109.019849 + Penalty 2146.626700 = -7858962.393150 nChanged 455 SP:Iteration 18Q (220.450206 sec): 3 clusters Score: Raw -7861245.634746 + Penalty 2146.626700 = -7859099.008046 nChanged 376 SP:Iteration 19Q (220.583860 sec): 3 clusters Score: Raw -7861357.121363 + Penalty 2146.626700 = -7859210.494663 nChanged 291 SP:Iteration 20F (220.721790 sec): 3 clusters Score: Raw -7861424.555861 + Penalty 2146.626700 = -7859277.929162 nChanged 258 SP:Iteration 21Q (220.853671 sec): 3 clusters Score: Raw -7861476.345373 + Penalty 2146.626700 = -7859329.718674 nChanged 184 SP:Iteration 22Q (220.970823 sec): 3 clusters Score: Raw -7861503.517824 + Penalty 2146.626700 = -7859356.891124 nChanged 171 SP:Iteration 23Q (221.103224 sec): 3 clusters Score: Raw -7861528.123507 + Penalty 2146.626700 = -7859381.496808 nChanged 126 SP:Iteration 24Q (221.239804 sec): 3 clusters Score: Raw -7861545.602086 + Penalty 2146.626700 = -7859398.975387 nChanged 119 SP:Iteration 25Q (221.364460 sec): 3 clusters Score: Raw -7861559.664279 + Penalty 2146.626700 = -7859413.037580 nChanged 114 SP:Iteration 26Q (221.485645 sec): 3 clusters Score: Raw -7861573.497762 + Penalty 2146.626700 = -7859426.871063 nChanged 107 SP:Iteration 27Q (221.608055 sec): 3 clusters Score: Raw -7861584.418982 + Penalty 2146.626700 = -7859437.792283 nChanged 95 SP:Iteration 28Q (221.746681 sec): 3 clusters Score: Raw -7861593.169769 + Penalty 2146.626700 = -7859446.543069 nChanged 77 SP:Iteration 29Q (221.880994 sec): 3 clusters Score: Raw -7861599.665619 + Penalty 2146.626700 = -7859453.038919 nChanged 62 SP:Iteration 30Q (222.010203 sec): 3 clusters Score: Raw -7861605.286669 + Penalty 2146.626700 = -7859458.659970 nChanged 63 SP:Iteration 31Q (222.142026 sec): 3 clusters Score: Raw -7861611.020127 + Penalty 2146.626700 = -7859464.393427 nChanged 62 SP:Iteration 32Q (222.274827 sec): 3 clusters Score: Raw -7861615.908022 + Penalty 2146.626700 = -7859469.281323 nChanged 46 SP:Iteration 33Q (222.407252 sec): 3 clusters Score: Raw -7861619.015992 + Penalty 2146.626700 = -7859472.389292 nChanged 50 SP:Iteration 34Q (222.531734 sec): 3 clusters Score: Raw -7861622.172547 + Penalty 2146.626700 = -7859475.545847 nChanged 34 SP:Iteration 35Q (222.663113 sec): 3 clusters Score: Raw -7861623.849499 + Penalty 2146.626700 = -7859477.222799 nChanged 29 SP:Iteration 36Q (222.786116 sec): 3 clusters Score: Raw -7861625.034528 + Penalty 2146.626700 = -7859478.407829 nChanged 21 SP:Iteration 37Q (222.928752 sec): 3 clusters Score: Raw -7861626.565678 + Penalty 2146.626700 = -7859479.938979 nChanged 36 SP:Iteration 38Q (223.062165 sec): 3 clusters Score: Raw -7861629.030247 + Penalty 2146.626700 = -7859482.403547 nChanged 43 SP:Iteration 39Q (223.193249 sec): 3 clusters Score: Raw -7861632.678289 + Penalty 2146.626700 = -7859486.051590 nChanged 46 SP:Iteration 40F (223.337800 sec): 3 clusters Score: Raw -7861636.625008 + Penalty 2146.626700 = -7859489.998308 nChanged 44 SP:Iteration 41Q (223.466574 sec): 3 clusters Score: Raw -7861641.108893 + Penalty 2146.626700 = -7859494.482194 nChanged 46 SP:Iteration 42Q (223.600122 sec): 3 clusters Score: Raw -7861645.190363 + Penalty 2146.626700 = -7859498.563663 nChanged 37 SP:Iteration 43Q (223.732495 sec): 3 clusters Score: Raw -7861647.598862 + Penalty 2146.626700 = -7859500.972162 nChanged 37 SP:Iteration 44Q (223.860800 sec): 3 clusters Score: Raw -7861649.418913 + Penalty 2146.626700 = -7859502.792214 nChanged 36 SP:Iteration 45Q (223.990357 sec): 3 clusters Score: Raw -7861651.173256 + Penalty 2146.626700 = -7859504.546556 nChanged 29 SP:Iteration 46Q (224.110953 sec): 3 clusters Score: Raw -7861652.554948 + Penalty 2146.626700 = -7859505.928248 nChanged 20 SP:Iteration 47Q (224.240125 sec): 3 clusters Score: Raw -7861653.873367 + Penalty 2146.626700 = -7859507.246667 nChanged 27 SP:Iteration 48Q (224.375650 sec): 3 clusters Score: Raw -7861655.697305 + Penalty 2146.626700 = -7859509.070606 nChanged 28 SP:Iteration 49Q (224.504986 sec): 3 clusters Score: Raw -7861657.165252 + Penalty 2146.626700 = -7859510.538552 nChanged 30 SP:Iteration 50Q (224.635614 sec): 3 clusters Score: Raw -7861659.672767 + Penalty 2146.626700 = -7859513.046068 nChanged 36 SP:Iteration 51Q (224.758943 sec): 3 clusters Score: Raw -7861662.151487 + Penalty 2146.626700 = -7859515.524788 nChanged 33 SP:Iteration 52Q (224.890039 sec): 3 clusters Score: Raw -7861665.382508 + Penalty 2146.626700 = -7859518.755809 nChanged 38 SP:Iteration 53Q (225.016453 sec): 3 clusters Score: Raw -7861669.276118 + Penalty 2146.626700 = -7859522.649418 nChanged 45 SP:Iteration 54Q (225.148041 sec): 3 clusters Score: Raw -7861673.820664 + Penalty 2146.626700 = -7859527.193964 nChanged 50 SP:Iteration 55Q (225.269489 sec): 3 clusters Score: Raw -7861679.552913 + Penalty 2146.626700 = -7859532.926213 nChanged 47 SP:Iteration 56Q (225.391962 sec): 3 clusters Score: Raw -7861686.099275 + Penalty 2146.626700 = -7859539.472576 nChanged 63 SP:Iteration 57Q (225.530272 sec): 3 clusters Score: Raw -7861693.124850 + Penalty 2146.626700 = -7859546.498151 nChanged 58 SP:Iteration 58Q (225.653878 sec): 3 clusters Score: Raw -7861699.055651 + Penalty 2146.626700 = -7859552.428952 nChanged 47 SP:Iteration 59Q (225.786820 sec): 3 clusters Score: Raw -7861705.050719 + Penalty 2146.626700 = -7859558.424019 nChanged 54 SP:Iteration 60F (225.929332 sec): 3 clusters Score: Raw -7861711.877877 + Penalty 2146.626700 = -7859565.251177 nChanged 59 SP:Iteration 61Q (226.041358 sec): 3 clusters Score: Raw -7861719.093475 + Penalty 2146.626700 = -7859572.466775 nChanged 58 SP:Iteration 62Q (226.179922 sec): 3 clusters Score: Raw -7861725.742270 + Penalty 2146.626700 = -7859579.115570 nChanged 61 SP:Iteration 63Q (226.308525 sec): 3 clusters Score: Raw -7861731.232340 + Penalty 2146.626700 = -7859584.605640 nChanged 55 SP:Iteration 64Q (226.439616 sec): 3 clusters Score: Raw -7861736.221006 + Penalty 2146.626700 = -7859589.594306 nChanged 55 SP:Iteration 65Q (226.567353 sec): 3 clusters Score: Raw -7861740.884612 + Penalty 2146.626700 = -7859594.257912 nChanged 60 SP:Iteration 66Q (226.695019 sec): 3 clusters Score: Raw -7861747.226894 + Penalty 2146.626700 = -7859600.600195 nChanged 60 SP:Iteration 67Q (226.822844 sec): 3 clusters Score: Raw -7861756.201515 + Penalty 2146.626700 = -7859609.574816 nChanged 60 SP:Iteration 68Q (226.957018 sec): 3 clusters Score: Raw -7861763.963880 + Penalty 2146.626700 = -7859617.337180 nChanged 73 SP:Iteration 69Q (227.090994 sec): 3 clusters Score: Raw -7861772.503791 + Penalty 2146.626700 = -7859625.877091 nChanged 61 SP:Iteration 70Q (227.224488 sec): 3 clusters Score: Raw -7861779.773458 + Penalty 2146.626700 = -7859633.146759 nChanged 58 SP:Iteration 71Q (227.349556 sec): 3 clusters Score: Raw -7861785.311993 + Penalty 2146.626700 = -7859638.685293 nChanged 53 SP:Iteration 72Q (227.468308 sec): 3 clusters Score: Raw -7861789.268789 + Penalty 2146.626700 = -7859642.642089 nChanged 44 SP:Iteration 73Q (227.594983 sec): 3 clusters Score: Raw -7861791.854991 + Penalty 2146.626700 = -7859645.228291 nChanged 36 SP:Iteration 74Q (227.729515 sec): 3 clusters Score: Raw -7861794.070297 + Penalty 2146.626700 = -7859647.443597 nChanged 26 SP:Iteration 75Q (227.874226 sec): 3 clusters Score: Raw -7861795.551575 + Penalty 2146.626700 = -7859648.924876 nChanged 20 SP:Iteration 76Q (228.006161 sec): 3 clusters Score: Raw -7861796.609030 + Penalty 2146.626700 = -7859649.982330 nChanged 19 SP:Iteration 77Q (228.134660 sec): 3 clusters Score: Raw -7861797.510869 + Penalty 2146.626700 = -7859650.884169 nChanged 13 SP:Iteration 78Q (228.269594 sec): 3 clusters Score: Raw -7861798.012519 + Penalty 2146.626700 = -7859651.385820 nChanged 16 SP:Iteration 79Q (228.400620 sec): 3 clusters Score: Raw -7861798.674490 + Penalty 2146.626700 = -7859652.047790 nChanged 11 SP:Iteration 80F (228.550441 sec): 3 clusters Score: Raw -7861799.164934 + Penalty 2146.626700 = -7859652.538234 nChanged 14 SP:Iteration 81Q (228.687887 sec): 3 clusters Score: Raw -7861799.488248 + Penalty 2146.626700 = -7859652.861548 nChanged 8 SP:Iteration 82Q (228.821268 sec): 3 clusters Score: Raw -7861799.740037 + Penalty 2146.626700 = -7859653.113338 nChanged 8 SP:Iteration 83Q (228.951272 sec): 3 clusters Score: Raw -7861799.991299 + Penalty 2146.626700 = -7859653.364599 nChanged 6 SP:Iteration 84Q (229.089965 sec): 3 clusters Score: Raw -7861800.210494 + Penalty 2146.626700 = -7859653.583794 nChanged 3 SP:Iteration 85Q (229.216010 sec): 3 clusters Score: Raw -7861800.367491 + Penalty 2146.626700 = -7859653.740791 nChanged 6 SP:Iteration 86Q (229.345500 sec): 3 clusters Score: Raw -7861800.560332 + Penalty 2146.626700 = -7859653.933632 nChanged 6 SP:Iteration 87Q (229.477158 sec): 3 clusters Score: Raw -7861800.755740 + Penalty 2146.626700 = -7859654.129041 nChanged 6 SP:Iteration 88Q (229.607741 sec): 3 clusters Score: Raw -7861800.957751 + Penalty 2146.626700 = -7859654.331051 nChanged 7 SP:Iteration 89Q (229.741820 sec): 3 clusters Score: Raw -7861801.243248 + Penalty 2146.626700 = -7859654.616548 nChanged 4 SP:Iteration 90Q (229.871765 sec): 3 clusters Score: Raw -7861801.463413 + Penalty 2146.626700 = -7859654.836714 nChanged 6 SP:Iteration 91Q (230.003283 sec): 3 clusters Score: Raw -7861801.626118 + Penalty 2146.626700 = -7859654.999418 nChanged 1 SP:Iteration 92Q (230.137289 sec): 3 clusters Score: Raw -7861801.635370 + Penalty 2146.626700 = -7859655.008671 nChanged 0 SP:Iteration 93F (230.288784 sec): 3 clusters Score: Raw -7861801.635370 + Penalty 2146.626700 = -7859655.008671 nChanged 0 Score: Raw -58385210.065366 + Penalty 31686.552023 = -58353523.513343 Splitting cluster 11 changes total score from -58295496.840437 to -58353523.513343 So it's getting split into cluster 25. Trying to split cluster 12 (30508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.690169 sec): 2 clusters Score: Raw -2835186.847367 + Penalty 980.945701 = -2834205.901666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.781604 sec): 3 clusters Score: Raw -2815777.178605 + Penalty 1961.891402 = -2813815.287202 nChanged 14361 SP:Iteration 1F (237.864545 sec): 3 clusters Score: Raw -2824421.417588 + Penalty 1961.891402 = -2822459.526185 nChanged 1629 SP:Iteration 2F (237.946454 sec): 3 clusters Score: Raw -2825158.976002 + Penalty 1961.891402 = -2823197.084600 nChanged 1792 SP:Iteration 3F (238.031122 sec): 3 clusters Score: Raw -2826262.339605 + Penalty 1961.891402 = -2824300.448203 nChanged 2031 SP:Iteration 4F (238.103104 sec): 3 clusters Score: Raw -2827645.389170 + Penalty 1961.891402 = -2825683.497767 nChanged 2036 SP:Iteration 5F (238.180975 sec): 3 clusters Score: Raw -2829305.383436 + Penalty 1961.891402 = -2827343.492034 nChanged 2102 SP:Iteration 6F (238.255879 sec): 3 clusters Score: Raw -2831167.796922 + Penalty 1961.891402 = -2829205.905519 nChanged 1884 SP:Iteration 7F (238.345717 sec): 3 clusters Score: Raw -2832768.622538 + Penalty 1961.891402 = -2830806.731136 nChanged 1508 SP:Iteration 8Q (238.417824 sec): 3 clusters Score: Raw -2833951.680673 + Penalty 1961.891402 = -2831989.789270 nChanged 1172 SP:Iteration 9Q (238.508027 sec): 3 clusters Score: Raw -2834789.936833 + Penalty 1961.891402 = -2832828.045431 nChanged 931 SP:Iteration 10Q (238.586506 sec): 3 clusters Score: Raw -2835422.232193 + Penalty 1961.891402 = -2833460.340790 nChanged 721 SP:Iteration 11Q (238.660641 sec): 3 clusters Score: Raw -2835859.004956 + Penalty 1961.891402 = -2833897.113554 nChanged 619 SP:Iteration 12Q (238.734848 sec): 3 clusters Score: Raw -2836182.086279 + Penalty 1961.891402 = -2834220.194877 nChanged 480 SP:Iteration 13Q (238.817844 sec): 3 clusters Score: Raw -2836365.622637 + Penalty 1961.891402 = -2834403.731234 nChanged 404 SP:Iteration 14Q (238.897701 sec): 3 clusters Score: Raw -2836485.663337 + Penalty 1961.891402 = -2834523.771934 nChanged 346 SP:Iteration 15Q (238.964244 sec): 3 clusters Score: Raw -2836592.885336 + Penalty 1961.891402 = -2834630.993933 nChanged 300 SP:Iteration 16Q (239.047054 sec): 3 clusters Score: Raw -2836685.527306 + Penalty 1961.891402 = -2834723.635904 nChanged 276 SP:Iteration 17Q (239.133972 sec): 3 clusters Score: Raw -2836774.437366 + Penalty 1961.891402 = -2834812.545964 nChanged 248 SP:Iteration 18Q (239.218985 sec): 3 clusters Score: Raw -2836853.916669 + Penalty 1961.891402 = -2834892.025266 nChanged 216 SP:Iteration 19Q (239.301763 sec): 3 clusters Score: Raw -2836934.807804 + Penalty 1961.891402 = -2834972.916402 nChanged 199 SP:Iteration 20F (239.386278 sec): 3 clusters Score: Raw -2837038.811956 + Penalty 1961.891402 = -2835076.920554 nChanged 235 SP:Iteration 21Q (239.472226 sec): 3 clusters Score: Raw -2837210.365657 + Penalty 1961.891402 = -2835248.474255 nChanged 257 SP:Iteration 22Q (239.556038 sec): 3 clusters Score: Raw -2837424.941377 + Penalty 1961.891402 = -2835463.049975 nChanged 274 SP:Iteration 23Q (239.626795 sec): 3 clusters Score: Raw -2837589.560609 + Penalty 1961.891402 = -2835627.669207 nChanged 222 SP:Iteration 24Q (239.711654 sec): 3 clusters Score: Raw -2837672.275331 + Penalty 1961.891402 = -2835710.383929 nChanged 177 SP:Iteration 25Q (239.792136 sec): 3 clusters Score: Raw -2837716.337793 + Penalty 1961.891402 = -2835754.446390 nChanged 118 SP:Iteration 26Q (239.875508 sec): 3 clusters Score: Raw -2837736.401352 + Penalty 1961.891402 = -2835774.509949 nChanged 85 SP:Iteration 27Q (239.955608 sec): 3 clusters Score: Raw -2837745.995907 + Penalty 1961.891402 = -2835784.104505 nChanged 60 SP:Iteration 28Q (240.037977 sec): 3 clusters Score: Raw -2837751.493826 + Penalty 1961.891402 = -2835789.602424 nChanged 39 SP:Iteration 29Q (240.110071 sec): 3 clusters Score: Raw -2837755.393449 + Penalty 1961.891402 = -2835793.502046 nChanged 45 SP:Iteration 30Q (240.191777 sec): 3 clusters Score: Raw -2837759.391544 + Penalty 1961.891402 = -2835797.500142 nChanged 42 SP:Iteration 31Q (240.265916 sec): 3 clusters Score: Raw -2837762.558890 + Penalty 1961.891402 = -2835800.667488 nChanged 48 SP:Iteration 32Q (240.345756 sec): 3 clusters Score: Raw -2837767.056599 + Penalty 1961.891402 = -2835805.165196 nChanged 49 SP:Iteration 33Q (240.428989 sec): 3 clusters Score: Raw -2837772.808281 + Penalty 1961.891402 = -2835810.916879 nChanged 37 SP:Iteration 34Q (240.507079 sec): 3 clusters Score: Raw -2837777.345061 + Penalty 1961.891402 = -2835815.453659 nChanged 38 SP:Iteration 35Q (240.589875 sec): 3 clusters Score: Raw -2837780.674532 + Penalty 1961.891402 = -2835818.783130 nChanged 36 SP:Iteration 36Q (240.674432 sec): 3 clusters Score: Raw -2837784.397819 + Penalty 1961.891402 = -2835822.506416 nChanged 32 SP:Iteration 37Q (240.753705 sec): 3 clusters Score: Raw -2837787.234125 + Penalty 1961.891402 = -2835825.342723 nChanged 31 SP:Iteration 38Q (240.832151 sec): 3 clusters Score: Raw -2837789.808765 + Penalty 1961.891402 = -2835827.917362 nChanged 30 SP:Iteration 39Q (240.912161 sec): 3 clusters Score: Raw -2837792.002983 + Penalty 1961.891402 = -2835830.111580 nChanged 29 SP:Iteration 40F (241.000115 sec): 3 clusters Score: Raw -2837794.096667 + Penalty 1961.891402 = -2835832.205264 nChanged 31 SP:Iteration 41Q (241.077759 sec): 3 clusters Score: Raw -2837796.208736 + Penalty 1961.891402 = -2835834.317333 nChanged 26 SP:Iteration 42Q (241.153590 sec): 3 clusters Score: Raw -2837798.294517 + Penalty 1961.891402 = -2835836.403114 nChanged 19 SP:Iteration 43Q (241.238419 sec): 3 clusters Score: Raw -2837799.843537 + Penalty 1961.891402 = -2835837.952135 nChanged 19 SP:Iteration 44Q (241.322048 sec): 3 clusters Score: Raw -2837801.234144 + Penalty 1961.891402 = -2835839.342742 nChanged 21 SP:Iteration 45Q (241.404691 sec): 3 clusters Score: Raw -2837802.667221 + Penalty 1961.891402 = -2835840.775818 nChanged 22 SP:Iteration 46Q (241.487077 sec): 3 clusters Score: Raw -2837803.928485 + Penalty 1961.891402 = -2835842.037082 nChanged 19 SP:Iteration 47Q (241.564887 sec): 3 clusters Score: Raw -2837805.168246 + Penalty 1961.891402 = -2835843.276844 nChanged 15 SP:Iteration 48Q (241.647438 sec): 3 clusters Score: Raw -2837806.059570 + Penalty 1961.891402 = -2835844.168168 nChanged 11 SP:Iteration 49Q (241.730592 sec): 3 clusters Score: Raw -2837806.870249 + Penalty 1961.891402 = -2835844.978847 nChanged 11 SP:Iteration 50Q (241.813541 sec): 3 clusters Score: Raw -2837807.644601 + Penalty 1961.891402 = -2835845.753198 nChanged 13 SP:Iteration 51Q (241.895889 sec): 3 clusters Score: Raw -2837808.335519 + Penalty 1961.891402 = -2835846.444116 nChanged 5 SP:Iteration 52Q (241.977266 sec): 3 clusters Score: Raw -2837808.539465 + Penalty 1961.891402 = -2835846.648063 nChanged 3 SP:Iteration 53Q (242.059025 sec): 3 clusters Score: Raw -2837808.683636 + Penalty 1961.891402 = -2835846.792234 nChanged 6 SP:Iteration 54Q (242.136784 sec): 3 clusters Score: Raw -2837809.071379 + Penalty 1961.891402 = -2835847.179977 nChanged 7 SP:Iteration 55Q (242.222134 sec): 3 clusters Score: Raw -2837809.393833 + Penalty 1961.891402 = -2835847.502430 nChanged 11 SP:Iteration 56Q (242.293802 sec): 3 clusters Score: Raw -2837809.935990 + Penalty 1961.891402 = -2835848.044587 nChanged 8 SP:Iteration 57Q (242.383814 sec): 3 clusters Score: Raw -2837810.368316 + Penalty 1961.891402 = -2835848.476913 nChanged 7 SP:Iteration 58Q (242.467023 sec): 3 clusters Score: Raw -2837810.584733 + Penalty 1961.891402 = -2835848.693331 nChanged 6 SP:Iteration 59Q (242.550355 sec): 3 clusters Score: Raw -2837810.914191 + Penalty 1961.891402 = -2835849.022788 nChanged 6 SP:Iteration 60F (242.637252 sec): 3 clusters Score: Raw -2837811.158444 + Penalty 1961.891402 = -2835849.267041 nChanged 6 SP:Iteration 61Q (242.720368 sec): 3 clusters Score: Raw -2837811.552300 + Penalty 1961.891402 = -2835849.660898 nChanged 7 SP:Iteration 62Q (242.800997 sec): 3 clusters Score: Raw -2837811.884689 + Penalty 1961.891402 = -2835849.993286 nChanged 7 SP:Iteration 63Q (242.868422 sec): 3 clusters Score: Raw -2837812.182878 + Penalty 1961.891402 = -2835850.291476 nChanged 9 SP:Iteration 64Q (242.945680 sec): 3 clusters Score: Raw -2837812.850888 + Penalty 1961.891402 = -2835850.959485 nChanged 8 SP:Iteration 65Q (243.038418 sec): 3 clusters Score: Raw -2837813.216682 + Penalty 1961.891402 = -2835851.325279 nChanged 8 SP:Iteration 66Q (243.116424 sec): 3 clusters Score: Raw -2837813.733161 + Penalty 1961.891402 = -2835851.841758 nChanged 11 SP:Iteration 67Q (243.193537 sec): 3 clusters Score: Raw -2837814.473936 + Penalty 1961.891402 = -2835852.582533 nChanged 6 SP:Iteration 68Q (243.264354 sec): 3 clusters Score: Raw -2837814.841175 + Penalty 1961.891402 = -2835852.949772 nChanged 5 SP:Iteration 69Q (243.346137 sec): 3 clusters Score: Raw -2837815.181956 + Penalty 1961.891402 = -2835853.290553 nChanged 8 SP:Iteration 70Q (243.429862 sec): 3 clusters Score: Raw -2837815.719011 + Penalty 1961.891402 = -2835853.827609 nChanged 7 SP:Iteration 71Q (243.511522 sec): 3 clusters Score: Raw -2837815.996252 + Penalty 1961.891402 = -2835854.104849 nChanged 6 SP:Iteration 72Q (243.588840 sec): 3 clusters Score: Raw -2837816.307935 + Penalty 1961.891402 = -2835854.416532 nChanged 7 SP:Iteration 73Q (243.670162 sec): 3 clusters Score: Raw -2837816.732195 + Penalty 1961.891402 = -2835854.840792 nChanged 8 SP:Iteration 74Q (243.753225 sec): 3 clusters Score: Raw -2837817.135263 + Penalty 1961.891402 = -2835855.243861 nChanged 8 SP:Iteration 75Q (243.833484 sec): 3 clusters Score: Raw -2837817.559420 + Penalty 1961.891402 = -2835855.668018 nChanged 5 SP:Iteration 76Q (243.915354 sec): 3 clusters Score: Raw -2837817.937678 + Penalty 1961.891402 = -2835856.046276 nChanged 4 SP:Iteration 77Q (243.995930 sec): 3 clusters Score: Raw -2837818.077140 + Penalty 1961.891402 = -2835856.185738 nChanged 2 SP:Iteration 78Q (244.079487 sec): 3 clusters Score: Raw -2837818.148718 + Penalty 1961.891402 = -2835856.257316 nChanged 1 SP:Iteration 79Q (244.162801 sec): 3 clusters Score: Raw -2837818.182026 + Penalty 1961.891402 = -2835856.290623 nChanged 1 SP:Iteration 80F (244.249863 sec): 3 clusters Score: Raw -2837818.239108 + Penalty 1961.891402 = -2835856.347705 nChanged 2 SP:Iteration 81Q (244.333438 sec): 3 clusters Score: Raw -2837818.341390 + Penalty 1961.891402 = -2835856.449988 nChanged 2 SP:Iteration 82Q (244.416913 sec): 3 clusters Score: Raw -2837818.442271 + Penalty 1961.891402 = -2835856.550868 nChanged 4 SP:Iteration 83Q (244.499193 sec): 3 clusters Score: Raw -2837818.589852 + Penalty 1961.891402 = -2835856.698450 nChanged 3 SP:Iteration 84Q (244.582501 sec): 3 clusters Score: Raw -2837818.688428 + Penalty 1961.891402 = -2835856.797025 nChanged 1 SP:Iteration 85Q (244.660276 sec): 3 clusters Score: Raw -2837818.711487 + Penalty 1961.891402 = -2835856.820085 nChanged 1 SP:Iteration 86Q (244.743223 sec): 3 clusters Score: Raw -2837818.738424 + Penalty 1961.891402 = -2835856.847022 nChanged 0 SP:Iteration 87F (244.828870 sec): 3 clusters Score: Raw -2837818.738424 + Penalty 1961.891402 = -2835856.847022 nChanged 0 Score: Raw -58387841.956423 + Penalty 32954.014103 = -58354887.942320 Splitting cluster 12 changes total score from -58295496.840437 to -58354887.942320 So it's getting split into cluster 26. Trying to split cluster 13 (1505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.427868 sec): 2 clusters Score: Raw -135791.363109 + Penalty 695.072077 = -135096.291032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.469305 sec): 3 clusters Score: Raw -135079.477827 + Penalty 1390.144154 = -133689.333674 nChanged 561 SP:Iteration 1F (252.502100 sec): 3 clusters Score: Raw -135447.823311 + Penalty 1390.144154 = -134057.679157 nChanged 138 SP:Iteration 2F (252.550624 sec): 3 clusters Score: Raw -135555.417995 + Penalty 1390.144154 = -134165.273842 nChanged 91 SP:Iteration 3F (252.595042 sec): 3 clusters Score: Raw -135623.793827 + Penalty 1390.144154 = -134233.649673 nChanged 63 SP:Iteration 4Q (252.637554 sec): 3 clusters Score: Raw -135686.714241 + Penalty 1390.144154 = -134296.570087 nChanged 53 SP:Iteration 5Q (252.665753 sec): 3 clusters Score: Raw -135736.464797 + Penalty 1390.144154 = -134346.320644 nChanged 57 SP:Iteration 6Q (252.684038 sec): 3 clusters Score: Raw -135781.978204 + Penalty 1390.144154 = -134391.834051 nChanged 47 SP:Iteration 7Q (252.690362 sec): 3 clusters Score: Raw -135820.283865 + Penalty 1390.144154 = -134430.139712 nChanged 50 SP:Iteration 8Q (252.696106 sec): 3 clusters Score: Raw -135869.490755 + Penalty 1390.144154 = -134479.346602 nChanged 69 SP:Iteration 9Q (252.701944 sec): 3 clusters Score: Raw -135926.048729 + Penalty 1390.144154 = -134535.904575 nChanged 54 SP:Iteration 10Q (252.707744 sec): 3 clusters Score: Raw -135970.370654 + Penalty 1390.144154 = -134580.226500 nChanged 56 SP:Iteration 11Q (252.713524 sec): 3 clusters Score: Raw -136015.209084 + Penalty 1390.144154 = -134625.064930 nChanged 48 SP:Iteration 12Q (252.719161 sec): 3 clusters Score: Raw -136053.293800 + Penalty 1390.144154 = -134663.149646 nChanged 47 SP:Iteration 13Q (252.724798 sec): 3 clusters Score: Raw -136092.114407 + Penalty 1390.144154 = -134701.970253 nChanged 26 SP:Iteration 14Q (252.730498 sec): 3 clusters Score: Raw -136107.885452 + Penalty 1390.144154 = -134717.741299 nChanged 21 SP:Iteration 15Q (252.742717 sec): 3 clusters Score: Raw -136121.453040 + Penalty 1390.144154 = -134731.308886 nChanged 16 SP:Iteration 16Q (252.748468 sec): 3 clusters Score: Raw -136132.758021 + Penalty 1390.144154 = -134742.613867 nChanged 13 SP:Iteration 17Q (252.754150 sec): 3 clusters Score: Raw -136140.131083 + Penalty 1390.144154 = -134749.986929 nChanged 15 SP:Iteration 18Q (252.759848 sec): 3 clusters Score: Raw -136148.924737 + Penalty 1390.144154 = -134758.780583 nChanged 4 SP:Iteration 19Q (252.765639 sec): 3 clusters Score: Raw -136151.811631 + Penalty 1390.144154 = -134761.667478 nChanged 9 SP:Iteration 20F (252.808508 sec): 3 clusters Score: Raw -136157.049679 + Penalty 1390.144154 = -134766.905526 nChanged 8 SP:Iteration 21Q (252.849122 sec): 3 clusters Score: Raw -136163.499174 + Penalty 1390.144154 = -134773.355020 nChanged 9 SP:Iteration 22Q (252.884532 sec): 3 clusters Score: Raw -136169.430113 + Penalty 1390.144154 = -134779.285959 nChanged 4 SP:Iteration 23Q (252.935723 sec): 3 clusters Score: Raw -136172.289956 + Penalty 1390.144154 = -134782.145802 nChanged 6 SP:Iteration 24Q (252.974077 sec): 3 clusters Score: Raw -136175.162164 + Penalty 1390.144154 = -134785.018011 nChanged 5 SP:Iteration 25Q (253.027113 sec): 3 clusters Score: Raw -136176.455919 + Penalty 1390.144154 = -134786.311765 nChanged 2 SP:Iteration 26Q (253.063159 sec): 3 clusters Score: Raw -136177.350822 + Penalty 1390.144154 = -134787.206669 nChanged 3 SP:Iteration 27Q (253.108631 sec): 3 clusters Score: Raw -136178.469383 + Penalty 1390.144154 = -134788.325229 nChanged 3 SP:Iteration 28Q (253.158878 sec): 3 clusters Score: Raw -136179.384698 + Penalty 1390.144154 = -134789.240544 nChanged 3 SP:Iteration 29Q (253.197271 sec): 3 clusters Score: Raw -136180.624046 + Penalty 1390.144154 = -134790.479892 nChanged 2 SP:Iteration 30Q (253.242911 sec): 3 clusters Score: Raw -136181.238510 + Penalty 1390.144154 = -134791.094356 nChanged 1 SP:Iteration 31Q (253.276598 sec): 3 clusters Score: Raw -136181.615331 + Penalty 1390.144154 = -134791.471177 nChanged 3 SP:Iteration 32Q (253.323934 sec): 3 clusters Score: Raw -136183.150020 + Penalty 1390.144154 = -134793.005866 nChanged 4 SP:Iteration 33Q (253.379881 sec): 3 clusters Score: Raw -136185.477138 + Penalty 1390.144154 = -134795.332985 nChanged 5 SP:Iteration 34Q (253.417665 sec): 3 clusters Score: Raw -136187.880185 + Penalty 1390.144154 = -134797.736031 nChanged 3 SP:Iteration 35Q (253.470704 sec): 3 clusters Score: Raw -136189.419651 + Penalty 1390.144154 = -134799.275497 nChanged 2 SP:Iteration 36Q (253.516992 sec): 3 clusters Score: Raw -136190.380229 + Penalty 1390.144154 = -134800.236076 nChanged 3 SP:Iteration 37Q (253.555048 sec): 3 clusters Score: Raw -136191.318333 + Penalty 1390.144154 = -134801.174180 nChanged 1 SP:Iteration 38Q (253.595030 sec): 3 clusters Score: Raw -136192.733415 + Penalty 1390.144154 = -134802.589261 nChanged 5 SP:Iteration 39Q (253.631391 sec): 3 clusters Score: Raw -136199.627886 + Penalty 1390.144154 = -134809.483732 nChanged 5 SP:Iteration 40F (253.683985 sec): 3 clusters Score: Raw -136204.386654 + Penalty 1390.144154 = -134814.242501 nChanged 3 SP:Iteration 41Q (253.723654 sec): 3 clusters Score: Raw -136205.320333 + Penalty 1390.144154 = -134815.176179 nChanged 0 SP:Iteration 42F (253.768138 sec): 3 clusters Score: Raw -136205.320333 + Penalty 1390.144154 = -134815.176179 nChanged 0 Trying to split cluster 14 (22214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.823986 sec): 2 clusters Score: Raw -2085715.367548 + Penalty 950.805410 = -2084764.562138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.899112 sec): 3 clusters Score: Raw -2071873.315908 + Penalty 1901.610820 = -2069971.705088 nChanged 10249 SP:Iteration 1F (253.961195 sec): 3 clusters Score: Raw -2077874.338703 + Penalty 1901.610820 = -2075972.727883 nChanged 1008 SP:Iteration 2Q (254.035977 sec): 3 clusters Score: Raw -2078230.603800 + Penalty 1901.610820 = -2076328.992980 nChanged 1044 SP:Iteration 3Q (254.105902 sec): 3 clusters Score: Raw -2078649.764323 + Penalty 1901.610820 = -2076748.153503 nChanged 1090 SP:Iteration 4Q (254.165649 sec): 3 clusters Score: Raw -2079139.841781 + Penalty 1901.610820 = -2077238.230961 nChanged 1136 SP:Iteration 5F (254.245896 sec): 3 clusters Score: Raw -2079661.170990 + Penalty 1901.610820 = -2077759.560170 nChanged 1108 SP:Iteration 6Q (254.316804 sec): 3 clusters Score: Raw -2080208.726625 + Penalty 1901.610820 = -2078307.115805 nChanged 1114 SP:Iteration 7F (254.388766 sec): 3 clusters Score: Raw -2080762.609306 + Penalty 1901.610820 = -2078860.998486 nChanged 1020 SP:Iteration 8Q (254.454411 sec): 3 clusters Score: Raw -2081225.863357 + Penalty 1901.610820 = -2079324.252537 nChanged 906 SP:Iteration 9Q (254.528632 sec): 3 clusters Score: Raw -2081612.740743 + Penalty 1901.610820 = -2079711.129923 nChanged 767 SP:Iteration 10Q (254.597400 sec): 3 clusters Score: Raw -2081899.531953 + Penalty 1901.610820 = -2079997.921133 nChanged 595 SP:Iteration 11Q (254.659347 sec): 3 clusters Score: Raw -2082090.760483 + Penalty 1901.610820 = -2080189.149663 nChanged 496 SP:Iteration 12Q (254.731773 sec): 3 clusters Score: Raw -2082220.373173 + Penalty 1901.610820 = -2080318.762353 nChanged 386 SP:Iteration 13Q (254.803569 sec): 3 clusters Score: Raw -2082322.245240 + Penalty 1901.610820 = -2080420.634420 nChanged 344 SP:Iteration 14Q (254.866336 sec): 3 clusters Score: Raw -2082406.924426 + Penalty 1901.610820 = -2080505.313606 nChanged 327 SP:Iteration 15Q (254.938013 sec): 3 clusters Score: Raw -2082474.739879 + Penalty 1901.610820 = -2080573.129059 nChanged 275 SP:Iteration 16Q (255.012896 sec): 3 clusters Score: Raw -2082527.967934 + Penalty 1901.610820 = -2080626.357114 nChanged 259 SP:Iteration 17Q (255.087449 sec): 3 clusters Score: Raw -2082575.642346 + Penalty 1901.610820 = -2080674.031526 nChanged 246 SP:Iteration 18Q (255.155540 sec): 3 clusters Score: Raw -2082615.698498 + Penalty 1901.610820 = -2080714.087678 nChanged 214 SP:Iteration 19Q (255.218560 sec): 3 clusters Score: Raw -2082659.405361 + Penalty 1901.610820 = -2080757.794541 nChanged 214 SP:Iteration 20F (255.292707 sec): 3 clusters Score: Raw -2082708.701272 + Penalty 1901.610820 = -2080807.090452 nChanged 236 SP:Iteration 21Q (255.361992 sec): 3 clusters Score: Raw -2082755.369203 + Penalty 1901.610820 = -2080853.758383 nChanged 241 SP:Iteration 22Q (255.418905 sec): 3 clusters Score: Raw -2082800.989215 + Penalty 1901.610820 = -2080899.378395 nChanged 221 SP:Iteration 23Q (255.488742 sec): 3 clusters Score: Raw -2082848.960192 + Penalty 1901.610820 = -2080947.349372 nChanged 248 SP:Iteration 24Q (255.550725 sec): 3 clusters Score: Raw -2082902.913741 + Penalty 1901.610820 = -2081001.302921 nChanged 284 SP:Iteration 25Q (255.625822 sec): 3 clusters Score: Raw -2082977.530947 + Penalty 1901.610820 = -2081075.920128 nChanged 341 SP:Iteration 26Q (255.695124 sec): 3 clusters Score: Raw -2083075.914458 + Penalty 1901.610820 = -2081174.303638 nChanged 360 SP:Iteration 27Q (255.765277 sec): 3 clusters Score: Raw -2083191.120696 + Penalty 1901.610820 = -2081289.509876 nChanged 391 SP:Iteration 28Q (255.844011 sec): 3 clusters Score: Raw -2083319.061785 + Penalty 1901.610820 = -2081417.450965 nChanged 425 SP:Iteration 29Q (255.907743 sec): 3 clusters Score: Raw -2083469.036521 + Penalty 1901.610820 = -2081567.425701 nChanged 432 SP:Iteration 30Q (255.978920 sec): 3 clusters Score: Raw -2083621.270239 + Penalty 1901.610820 = -2081719.659419 nChanged 437 SP:Iteration 31Q (256.039034 sec): 3 clusters Score: Raw -2083783.611254 + Penalty 1901.610820 = -2081882.000434 nChanged 426 SP:Iteration 32Q (256.115827 sec): 3 clusters Score: Raw -2083946.490998 + Penalty 1901.610820 = -2082044.880178 nChanged 403 SP:Iteration 33Q (256.187765 sec): 3 clusters Score: Raw -2084117.190047 + Penalty 1901.610820 = -2082215.579227 nChanged 415 SP:Iteration 34Q (256.252900 sec): 3 clusters Score: Raw -2084311.222091 + Penalty 1901.610820 = -2082409.611271 nChanged 425 SP:Iteration 35Q (256.315259 sec): 3 clusters Score: Raw -2084532.058279 + Penalty 1901.610820 = -2082630.447459 nChanged 410 SP:Iteration 36Q (256.386670 sec): 3 clusters Score: Raw -2084769.963197 + Penalty 1901.610820 = -2082868.352377 nChanged 417 SP:Iteration 37Q (256.450277 sec): 3 clusters Score: Raw -2085022.844340 + Penalty 1901.610820 = -2083121.233520 nChanged 335 SP:Iteration 38Q (256.519762 sec): 3 clusters Score: Raw -2085230.233858 + Penalty 1901.610820 = -2083328.623039 nChanged 298 SP:Iteration 39Q (256.596371 sec): 3 clusters Score: Raw -2085387.133782 + Penalty 1901.610820 = -2083485.522962 nChanged 209 SP:Iteration 40F (256.660277 sec): 3 clusters Score: Raw -2085497.277168 + Penalty 1901.610820 = -2083595.666348 nChanged 164 SP:Iteration 41Q (256.735357 sec): 3 clusters Score: Raw -2085578.772435 + Penalty 1901.610820 = -2083677.161615 nChanged 147 SP:Iteration 42Q (256.800479 sec): 3 clusters Score: Raw -2085647.821387 + Penalty 1901.610820 = -2083746.210567 nChanged 121 SP:Iteration 43Q (256.867852 sec): 3 clusters Score: Raw -2085700.090215 + Penalty 1901.610820 = -2083798.479395 nChanged 96 SP:Iteration 44Q (256.911688 sec): 3 clusters Score: Raw -2085742.593741 + Penalty 1901.610820 = -2083840.982921 nChanged 83 SP:Iteration 45Q (256.981024 sec): 3 clusters Score: Raw -2085782.220463 + Penalty 1901.610820 = -2083880.609643 nChanged 62 SP:Iteration 46Q (257.049300 sec): 3 clusters Score: Raw -2085807.778425 + Penalty 1901.610820 = -2083906.167605 nChanged 49 SP:Iteration 47Q (257.122896 sec): 3 clusters Score: Raw -2085825.904225 + Penalty 1901.610820 = -2083924.293405 nChanged 31 SP:Iteration 48Q (257.193638 sec): 3 clusters Score: Raw -2085837.152138 + Penalty 1901.610820 = -2083935.541318 nChanged 29 SP:Iteration 49Q (257.254409 sec): 3 clusters Score: Raw -2085850.040789 + Penalty 1901.610820 = -2083948.429969 nChanged 19 SP:Iteration 50Q (257.334199 sec): 3 clusters Score: Raw -2085858.426912 + Penalty 1901.610820 = -2083956.816092 nChanged 18 SP:Iteration 51Q (257.394138 sec): 3 clusters Score: Raw -2085864.792053 + Penalty 1901.610820 = -2083963.181233 nChanged 16 SP:Iteration 52Q (257.474738 sec): 3 clusters Score: Raw -2085869.185429 + Penalty 1901.610820 = -2083967.574609 nChanged 10 SP:Iteration 53Q (257.535279 sec): 3 clusters Score: Raw -2085872.475756 + Penalty 1901.610820 = -2083970.864936 nChanged 9 SP:Iteration 54Q (257.615218 sec): 3 clusters Score: Raw -2085876.065806 + Penalty 1901.610820 = -2083974.454986 nChanged 11 SP:Iteration 55Q (257.673719 sec): 3 clusters Score: Raw -2085881.824175 + Penalty 1901.610820 = -2083980.213355 nChanged 12 SP:Iteration 56Q (257.743706 sec): 3 clusters Score: Raw -2085887.073710 + Penalty 1901.610820 = -2083985.462890 nChanged 12 SP:Iteration 57Q (257.814164 sec): 3 clusters Score: Raw -2085892.120780 + Penalty 1901.610820 = -2083990.509960 nChanged 13 SP:Iteration 58Q (257.879629 sec): 3 clusters Score: Raw -2085895.845687 + Penalty 1901.610820 = -2083994.234867 nChanged 10 SP:Iteration 59Q (257.944668 sec): 3 clusters Score: Raw -2085898.102498 + Penalty 1901.610820 = -2083996.491678 nChanged 5 SP:Iteration 60F (258.019552 sec): 3 clusters Score: Raw -2085900.090213 + Penalty 1901.610820 = -2083998.479393 nChanged 7 SP:Iteration 61Q (258.088422 sec): 3 clusters Score: Raw -2085902.454995 + Penalty 1901.610820 = -2084000.844175 nChanged 9 SP:Iteration 62Q (258.160857 sec): 3 clusters Score: Raw -2085905.989593 + Penalty 1901.610820 = -2084004.378773 nChanged 7 SP:Iteration 63Q (258.231503 sec): 3 clusters Score: Raw -2085908.863332 + Penalty 1901.610820 = -2084007.252512 nChanged 9 SP:Iteration 64Q (258.301538 sec): 3 clusters Score: Raw -2085912.393476 + Penalty 1901.610820 = -2084010.782656 nChanged 6 SP:Iteration 65Q (258.371952 sec): 3 clusters Score: Raw -2085915.990657 + Penalty 1901.610820 = -2084014.379837 nChanged 11 SP:Iteration 66Q (258.438978 sec): 3 clusters Score: Raw -2085920.678252 + Penalty 1901.610820 = -2084019.067433 nChanged 5 SP:Iteration 67Q (258.510171 sec): 3 clusters Score: Raw -2085922.984933 + Penalty 1901.610820 = -2084021.374113 nChanged 8 SP:Iteration 68Q (258.581812 sec): 3 clusters Score: Raw -2085926.059366 + Penalty 1901.610820 = -2084024.448547 nChanged 6 SP:Iteration 69Q (258.651059 sec): 3 clusters Score: Raw -2085928.912432 + Penalty 1901.610820 = -2084027.301612 nChanged 5 SP:Iteration 70Q (258.712851 sec): 3 clusters Score: Raw -2085930.510068 + Penalty 1901.610820 = -2084028.899248 nChanged 2 SP:Iteration 71Q (258.785845 sec): 3 clusters Score: Raw -2085931.598239 + Penalty 1901.610820 = -2084029.987419 nChanged 3 SP:Iteration 72Q (258.858245 sec): 3 clusters Score: Raw -2085933.295128 + Penalty 1901.610820 = -2084031.684308 nChanged 4 SP:Iteration 73Q (258.924584 sec): 3 clusters Score: Raw -2085933.914760 + Penalty 1901.610820 = -2084032.303940 nChanged 1 SP:Iteration 74Q (258.992969 sec): 3 clusters Score: Raw -2085934.187328 + Penalty 1901.610820 = -2084032.576508 nChanged 1 SP:Iteration 75Q (259.063116 sec): 3 clusters Score: Raw -2085934.369008 + Penalty 1901.610820 = -2084032.758188 nChanged 0 SP:Iteration 76F (259.122179 sec): 3 clusters Score: Raw -2085934.369008 + Penalty 1901.610820 = -2084032.758188 nChanged 0 Trying to split cluster 15 (7668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.155186 sec): 2 clusters Score: Raw -725645.007368 + Penalty 849.757055 = -724795.250313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.208990 sec): 3 clusters Score: Raw -721282.711328 + Penalty 1699.514110 = -719583.197218 nChanged 3354 SP:Iteration 1F (259.264076 sec): 3 clusters Score: Raw -723493.995316 + Penalty 1699.514110 = -721794.481206 nChanged 756 SP:Iteration 2F (259.325788 sec): 3 clusters Score: Raw -724158.428467 + Penalty 1699.514110 = -722458.914357 nChanged 683 SP:Iteration 3F (259.383153 sec): 3 clusters Score: Raw -724732.481940 + Penalty 1699.514110 = -723032.967830 nChanged 552 SP:Iteration 4F (259.439195 sec): 3 clusters Score: Raw -725177.032052 + Penalty 1699.514110 = -723477.517942 nChanged 382 SP:Iteration 5Q (259.492929 sec): 3 clusters Score: Raw -725451.117190 + Penalty 1699.514110 = -723751.603080 nChanged 267 SP:Iteration 6Q (259.551395 sec): 3 clusters Score: Raw -725608.977954 + Penalty 1699.514110 = -723909.463844 nChanged 181 SP:Iteration 7Q (259.597160 sec): 3 clusters Score: Raw -725700.843597 + Penalty 1699.514110 = -724001.329487 nChanged 127 SP:Iteration 8Q (259.652215 sec): 3 clusters Score: Raw -725764.997927 + Penalty 1699.514110 = -724065.483817 nChanged 104 SP:Iteration 9Q (259.713191 sec): 3 clusters Score: Raw -725816.554573 + Penalty 1699.514110 = -724117.040463 nChanged 85 SP:Iteration 10Q (259.763896 sec): 3 clusters Score: Raw -725849.761260 + Penalty 1699.514110 = -724150.247150 nChanged 63 SP:Iteration 11Q (259.832998 sec): 3 clusters Score: Raw -725869.205047 + Penalty 1699.514110 = -724169.690937 nChanged 46 SP:Iteration 12Q (259.879034 sec): 3 clusters Score: Raw -725882.522255 + Penalty 1699.514110 = -724183.008145 nChanged 37 SP:Iteration 13Q (259.937215 sec): 3 clusters Score: Raw -725893.480958 + Penalty 1699.514110 = -724193.966848 nChanged 39 SP:Iteration 14Q (260.004231 sec): 3 clusters Score: Raw -725904.942867 + Penalty 1699.514110 = -724205.428758 nChanged 34 SP:Iteration 15Q (260.058969 sec): 3 clusters Score: Raw -725914.892595 + Penalty 1699.514110 = -724215.378485 nChanged 33 SP:Iteration 16Q (260.108412 sec): 3 clusters Score: Raw -725925.774954 + Penalty 1699.514110 = -724226.260845 nChanged 30 SP:Iteration 17Q (260.163114 sec): 3 clusters Score: Raw -725933.832732 + Penalty 1699.514110 = -724234.318623 nChanged 22 SP:Iteration 18Q (260.216395 sec): 3 clusters Score: Raw -725938.914059 + Penalty 1699.514110 = -724239.399949 nChanged 12 SP:Iteration 19Q (260.270896 sec): 3 clusters Score: Raw -725942.347438 + Penalty 1699.514110 = -724242.833328 nChanged 13 SP:Iteration 20F (260.317965 sec): 3 clusters Score: Raw -725944.875289 + Penalty 1699.514110 = -724245.361179 nChanged 9 SP:Iteration 21Q (260.376508 sec): 3 clusters Score: Raw -725946.721013 + Penalty 1699.514110 = -724247.206903 nChanged 4 SP:Iteration 22Q (260.434270 sec): 3 clusters Score: Raw -725947.292509 + Penalty 1699.514110 = -724247.778399 nChanged 1 SP:Iteration 23Q (260.492689 sec): 3 clusters Score: Raw -725947.411182 + Penalty 1699.514110 = -724247.897073 nChanged 1 SP:Iteration 24Q (260.543365 sec): 3 clusters Score: Raw -725947.493753 + Penalty 1699.514110 = -724247.979644 nChanged 1 SP:Iteration 25Q (260.599495 sec): 3 clusters Score: Raw -725947.630897 + Penalty 1699.514110 = -724248.116787 nChanged 0 SP:Iteration 26F (260.655650 sec): 3 clusters Score: Raw -725947.630897 + Penalty 1699.514110 = -724248.116787 nChanged 0 Trying to split cluster 16 (76226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.754940 sec): 2 clusters Score: Raw -7425918.988067 + Penalty 1067.938500 = -7424851.049567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.898252 sec): 3 clusters Score: Raw -7376145.945120 + Penalty 2135.876999 = -7374010.068120 nChanged 36432 SP:Iteration 1F (261.040664 sec): 3 clusters Score: Raw -7397468.024213 + Penalty 2135.876999 = -7395332.147213 nChanged 3634 SP:Iteration 2Q (261.170622 sec): 3 clusters Score: Raw -7399705.361935 + Penalty 2135.876999 = -7397569.484936 nChanged 4612 SP:Iteration 3F (261.307701 sec): 3 clusters Score: Raw -7403444.149250 + Penalty 2135.876999 = -7401308.272251 nChanged 5296 SP:Iteration 4F (261.442774 sec): 3 clusters Score: Raw -7407950.067454 + Penalty 2135.876999 = -7405814.190454 nChanged 5633 SP:Iteration 5F (261.579267 sec): 3 clusters Score: Raw -7412127.688426 + Penalty 2135.876999 = -7409991.811427 nChanged 5313 SP:Iteration 6F (261.727405 sec): 3 clusters Score: Raw -7415817.538609 + Penalty 2135.876999 = -7413681.661609 nChanged 4691 SP:Iteration 7F (261.860366 sec): 3 clusters Score: Raw -7418666.179337 + Penalty 2135.876999 = -7416530.302338 nChanged 3880 SP:Iteration 8F (261.986473 sec): 3 clusters Score: Raw -7420568.119792 + Penalty 2135.876999 = -7418432.242793 nChanged 3062 SP:Iteration 9Q (262.121609 sec): 3 clusters Score: Raw -7421839.565459 + Penalty 2135.876999 = -7419703.688460 nChanged 2493 SP:Iteration 10Q (262.256716 sec): 3 clusters Score: Raw -7422854.622736 + Penalty 2135.876999 = -7420718.745737 nChanged 2273 SP:Iteration 11Q (262.392045 sec): 3 clusters Score: Raw -7423917.730953 + Penalty 2135.876999 = -7421781.853953 nChanged 2297 SP:Iteration 12Q (262.537617 sec): 3 clusters Score: Raw -7425199.551093 + Penalty 2135.876999 = -7423063.674094 nChanged 2294 SP:Iteration 13Q (262.676705 sec): 3 clusters Score: Raw -7426671.637829 + Penalty 2135.876999 = -7424535.760829 nChanged 2283 SP:Iteration 14Q (262.807062 sec): 3 clusters Score: Raw -7428289.924463 + Penalty 2135.876999 = -7426154.047463 nChanged 2197 SP:Iteration 15Q (262.940406 sec): 3 clusters Score: Raw -7429857.827627 + Penalty 2135.876999 = -7427721.950627 nChanged 1827 SP:Iteration 16Q (263.071138 sec): 3 clusters Score: Raw -7431041.785625 + Penalty 2135.876999 = -7428905.908626 nChanged 1629 SP:Iteration 17Q (263.200414 sec): 3 clusters Score: Raw -7432115.047394 + Penalty 2135.876999 = -7429979.170395 nChanged 1473 SP:Iteration 18Q (263.327405 sec): 3 clusters Score: Raw -7433191.877739 + Penalty 2135.876999 = -7431056.000740 nChanged 1329 SP:Iteration 19Q (263.459092 sec): 3 clusters Score: Raw -7434229.747520 + Penalty 2135.876999 = -7432093.870521 nChanged 1103 SP:Iteration 20F (263.605832 sec): 3 clusters Score: Raw -7435196.589154 + Penalty 2135.876999 = -7433060.712155 nChanged 890 SP:Iteration 21Q (263.734053 sec): 3 clusters Score: Raw -7436012.423925 + Penalty 2135.876999 = -7433876.546926 nChanged 597 SP:Iteration 22Q (263.858691 sec): 3 clusters Score: Raw -7436553.650243 + Penalty 2135.876999 = -7434417.773244 nChanged 336 SP:Iteration 23Q (263.985737 sec): 3 clusters Score: Raw -7436829.433392 + Penalty 2135.876999 = -7434693.556393 nChanged 233 SP:Iteration 24Q (264.114967 sec): 3 clusters Score: Raw -7436950.516748 + Penalty 2135.876999 = -7434814.639748 nChanged 149 SP:Iteration 25Q (264.226208 sec): 3 clusters Score: Raw -7436996.051997 + Penalty 2135.876999 = -7434860.174997 nChanged 78 SP:Iteration 26Q (264.341702 sec): 3 clusters Score: Raw -7437010.048469 + Penalty 2135.876999 = -7434874.171469 nChanged 45 SP:Iteration 27Q (264.464810 sec): 3 clusters Score: Raw -7437014.660362 + Penalty 2135.876999 = -7434878.783363 nChanged 22 SP:Iteration 28Q (264.593450 sec): 3 clusters Score: Raw -7437017.005070 + Penalty 2135.876999 = -7434881.128071 nChanged 14 SP:Iteration 29Q (264.705828 sec): 3 clusters Score: Raw -7437018.077137 + Penalty 2135.876999 = -7434882.200138 nChanged 12 SP:Iteration 30Q (264.838003 sec): 3 clusters Score: Raw -7437018.729562 + Penalty 2135.876999 = -7434882.852562 nChanged 10 SP:Iteration 31Q (264.963881 sec): 3 clusters Score: Raw -7437019.392052 + Penalty 2135.876999 = -7434883.515053 nChanged 6 SP:Iteration 32Q (265.082496 sec): 3 clusters Score: Raw -7437019.786599 + Penalty 2135.876999 = -7434883.909600 nChanged 4 SP:Iteration 33Q (265.224260 sec): 3 clusters Score: Raw -7437019.922622 + Penalty 2135.876999 = -7434884.045623 nChanged 2 SP:Iteration 34Q (265.346313 sec): 3 clusters Score: Raw -7437020.031624 + Penalty 2135.876999 = -7434884.154625 nChanged 2 SP:Iteration 35Q (265.466584 sec): 3 clusters Score: Raw -7437020.084493 + Penalty 2135.876999 = -7434884.207494 nChanged 1 SP:Iteration 36Q (265.586582 sec): 3 clusters Score: Raw -7437020.146706 + Penalty 2135.876999 = -7434884.269707 nChanged 0 SP:Iteration 37F (265.719063 sec): 3 clusters Score: Raw -7437026.447254 + Penalty 2135.876999 = -7434890.570255 nChanged 4 SP:Iteration 38Q (265.834747 sec): 3 clusters Score: Raw -7437027.222321 + Penalty 2135.876999 = -7434891.345322 nChanged 1 SP:Iteration 39Q (265.963737 sec): 3 clusters Score: Raw -7437027.270258 + Penalty 2135.876999 = -7434891.393258 nChanged 0 SP:Iteration 40F (266.101634 sec): 3 clusters Score: Raw -7437027.270258 + Penalty 2135.876999 = -7434891.393258 nChanged 0 Score: Raw -58398950.238614 + Penalty 34221.476184 = -58364728.762430 Splitting cluster 16 changes total score from -58295496.840437 to -58364728.762430 So it's getting split into cluster 27. Trying to split cluster 17 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.005487 sec): 2 clusters Score: Raw -33560.006927 + Penalty 599.614807 = -32960.392120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.053967 sec): 3 clusters Score: Raw -33744.946495 + Penalty 1199.229614 = -32545.716881 nChanged 212 SP:Iteration 1F (274.094279 sec): 3 clusters Score: Raw -34941.931223 + Penalty 1199.229614 = -33742.701610 nChanged 98 SP:Iteration 2F (274.134698 sec): 3 clusters Score: Raw -35690.639579 + Penalty 1199.229614 = -34491.409965 nChanged 34 SP:Iteration 3F (274.180064 sec): 3 clusters Score: Raw -36162.846221 + Penalty 1199.229614 = -34963.616607 nChanged 22 SP:Iteration 4Q (274.215902 sec): 3 clusters Score: Raw -36362.869519 + Penalty 1199.229614 = -35163.639905 nChanged 15 SP:Iteration 5Q (274.260754 sec): 3 clusters Score: Raw -36486.502882 + Penalty 1199.229614 = -35287.273269 nChanged 8 SP:Iteration 6Q (274.304345 sec): 3 clusters Score: Raw -36619.951858 + Penalty 1199.229614 = -35420.722245 nChanged 10 SP:Iteration 7Q (274.360089 sec): 3 clusters Score: Raw -36657.996907 + Penalty 1199.229614 = -35458.767293 nChanged 6 SP:Iteration 8Q (274.378864 sec): 3 clusters Score: Raw -36678.187594 + Penalty 1199.229614 = -35478.957980 nChanged 4 SP:Iteration 9Q (274.393880 sec): 3 clusters Score: Raw -36693.543405 + Penalty 1199.229614 = -35494.313792 nChanged 6 SP:Iteration 10Q (274.404341 sec): 3 clusters Score: Raw -36710.342801 + Penalty 1199.229614 = -35511.113188 nChanged 4 SP:Iteration 11Q (274.419015 sec): 3 clusters Score: Raw -36725.589578 + Penalty 1199.229614 = -35526.359964 nChanged 3 SP:Iteration 12Q (274.434266 sec): 3 clusters Score: Raw -36733.152975 + Penalty 1199.229614 = -35533.923361 nChanged 2 SP:Iteration 13Q (274.450459 sec): 3 clusters Score: Raw -36737.403701 + Penalty 1199.229614 = -35538.174087 nChanged 0 SP:Iteration 14F (274.463073 sec): 3 clusters Score: Raw -36751.385085 + Penalty 1199.229614 = -35552.155472 nChanged 1 SP:Iteration 15Q (274.472036 sec): 3 clusters Score: Raw -36790.275118 + Penalty 1199.229614 = -35591.045505 nChanged 1 SP:Iteration 16Q (274.477585 sec): 3 clusters Score: Raw -36797.555694 + Penalty 1199.229614 = -35598.326080 nChanged 2 SP:Iteration 17Q (274.482793 sec): 3 clusters Score: Raw -36803.930634 + Penalty 1199.229614 = -35604.701021 nChanged 3 SP:Iteration 18Q (274.525781 sec): 3 clusters Score: Raw -36816.781706 + Penalty 1199.229614 = -35617.552092 nChanged 5 SP:Iteration 19Q (274.578506 sec): 3 clusters Score: Raw -36833.285507 + Penalty 1199.229614 = -35634.055893 nChanged 2 SP:Iteration 20F (274.628135 sec): 3 clusters Score: Raw -36838.159588 + Penalty 1199.229614 = -35638.929975 nChanged 0 Score: Raw -58402228.391276 + Penalty 35488.938265 = -58366739.453010 Splitting cluster 17 changes total score from -58295496.840437 to -58366739.453010 So it's getting split into cluster 28. Trying to split cluster 18 (4214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.763442 sec): 2 clusters Score: Raw -365270.335674 + Penalty 792.885921 = -364477.449752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.800452 sec): 3 clusters Score: Raw -363009.445171 + Penalty 1585.771843 = -361423.673328 nChanged 1823 SP:Iteration 1F (282.844538 sec): 3 clusters Score: Raw -364326.729297 + Penalty 1585.771843 = -362740.957454 nChanged 398 SP:Iteration 2F (282.886208 sec): 3 clusters Score: Raw -364685.261661 + Penalty 1585.771843 = -363099.489818 nChanged 326 SP:Iteration 3F (282.929038 sec): 3 clusters Score: Raw -365010.717659 + Penalty 1585.771843 = -363424.945816 nChanged 287 SP:Iteration 4F (282.983916 sec): 3 clusters Score: Raw -365268.863465 + Penalty 1585.771843 = -363683.091623 nChanged 208 SP:Iteration 5Q (283.029304 sec): 3 clusters Score: Raw -365428.862070 + Penalty 1585.771843 = -363843.090227 nChanged 151 SP:Iteration 6Q (283.071350 sec): 3 clusters Score: Raw -365550.654087 + Penalty 1585.771843 = -363964.882244 nChanged 141 SP:Iteration 7Q (283.123496 sec): 3 clusters Score: Raw -365661.720558 + Penalty 1585.771843 = -364075.948715 nChanged 120 SP:Iteration 8Q (283.175413 sec): 3 clusters Score: Raw -365716.422399 + Penalty 1585.771843 = -364130.650556 nChanged 79 SP:Iteration 9Q (283.213999 sec): 3 clusters Score: Raw -365750.345471 + Penalty 1585.771843 = -364164.573628 nChanged 85 SP:Iteration 10Q (283.259011 sec): 3 clusters Score: Raw -365802.518365 + Penalty 1585.771843 = -364216.746522 nChanged 92 SP:Iteration 11Q (283.311850 sec): 3 clusters Score: Raw -365867.590831 + Penalty 1585.771843 = -364281.818988 nChanged 100 SP:Iteration 12Q (283.363206 sec): 3 clusters Score: Raw -365943.459122 + Penalty 1585.771843 = -364357.687279 nChanged 105 SP:Iteration 13Q (283.399543 sec): 3 clusters Score: Raw -366038.045722 + Penalty 1585.771843 = -364452.273879 nChanged 100 SP:Iteration 14Q (283.445271 sec): 3 clusters Score: Raw -366168.323384 + Penalty 1585.771843 = -364582.551541 nChanged 114 SP:Iteration 15Q (283.498311 sec): 3 clusters Score: Raw -366435.260845 + Penalty 1585.771843 = -364849.489002 nChanged 101 SP:Iteration 16Q (283.536990 sec): 3 clusters Score: Raw -366797.374978 + Penalty 1585.771843 = -365211.603135 nChanged 77 SP:Iteration 17Q (283.591889 sec): 3 clusters Score: Raw -367026.164422 + Penalty 1585.771843 = -365440.392579 nChanged 38 SP:Iteration 18Q (283.644995 sec): 3 clusters Score: Raw -367077.930416 + Penalty 1585.771843 = -365492.158573 nChanged 6 SP:Iteration 19Q (283.691020 sec): 3 clusters Score: Raw -367079.976854 + Penalty 1585.771843 = -365494.205011 nChanged 0 SP:Iteration 20F (283.748213 sec): 3 clusters Score: Raw -367079.976854 + Penalty 1585.771843 = -365494.205011 nChanged 0 Score: Raw -58404038.032456 + Penalty 36756.400346 = -58367281.632109 Splitting cluster 18 changes total score from -58295496.840437 to -58367281.632109 So it's getting split into cluster 29. Trying to split cluster 19 (5508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.254387 sec): 2 clusters Score: Raw -518344.763365 + Penalty 818.325902 = -517526.437464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.311643 sec): 3 clusters Score: Raw -515197.829088 + Penalty 1636.651803 = -513561.177285 nChanged 2379 SP:Iteration 1F (292.357761 sec): 3 clusters Score: Raw -516597.991853 + Penalty 1636.651803 = -514961.340050 nChanged 420 SP:Iteration 2F (292.412495 sec): 3 clusters Score: Raw -516852.412293 + Penalty 1636.651803 = -515215.760490 nChanged 335 SP:Iteration 3F (292.472054 sec): 3 clusters Score: Raw -517053.272926 + Penalty 1636.651803 = -515416.621123 nChanged 339 SP:Iteration 4F (292.516641 sec): 3 clusters Score: Raw -517264.469305 + Penalty 1636.651803 = -515627.817502 nChanged 299 SP:Iteration 5F (292.576314 sec): 3 clusters Score: Raw -517492.586542 + Penalty 1636.651803 = -515855.934739 nChanged 324 SP:Iteration 6F (292.626727 sec): 3 clusters Score: Raw -517880.917522 + Penalty 1636.651803 = -516244.265718 nChanged 421 SP:Iteration 7F (292.676231 sec): 3 clusters Score: Raw -518730.133106 + Penalty 1636.651803 = -517093.481303 nChanged 415 SP:Iteration 8F (292.734469 sec): 3 clusters Score: Raw -519660.510414 + Penalty 1636.651803 = -518023.858611 nChanged 268 SP:Iteration 9Q (292.782830 sec): 3 clusters Score: Raw -520047.125048 + Penalty 1636.651803 = -518410.473245 nChanged 146 SP:Iteration 10Q (292.840594 sec): 3 clusters Score: Raw -520489.120270 + Penalty 1636.651803 = -518852.468466 nChanged 75 SP:Iteration 11Q (292.889765 sec): 3 clusters Score: Raw -520974.326520 + Penalty 1636.651803 = -519337.674716 nChanged 9 SP:Iteration 12Q (292.947819 sec): 3 clusters Score: Raw -520982.648852 + Penalty 1636.651803 = -519345.997049 nChanged 0 SP:Iteration 13F (293.005661 sec): 3 clusters Score: Raw -520982.648852 + Penalty 1636.651803 = -519345.997049 nChanged 0 Score: Raw -58406675.917943 + Penalty 38023.862427 = -58368652.055516 Splitting cluster 19 changes total score from -58295496.840437 to -58368652.055516 So it's getting split into cluster 30. Iteration 20F (310.237342 sec): 31 clusters Score: Raw -58425815.385218 + Penalty 38023.862427 = -58387791.522791 nChanged 32107 Iteration 21F (318.799348 sec): 31 clusters Score: Raw -58439614.932958 + Penalty 38023.862427 = -58401591.070531 nChanged 17164 Iteration 22Q (323.375740 sec): 31 clusters Score: Raw -58446905.523124 + Penalty 38023.862427 = -58408881.660697 nChanged 13471 Iteration 23Q (327.905020 sec): 31 clusters Score: Raw -58452249.475854 + Penalty 38023.862427 = -58414225.613427 nChanged 11402 Iteration 24Q (332.409788 sec): 31 clusters Score: Raw -58456433.930431 + Penalty 38023.862427 = -58418410.068004 nChanged 9964 Iteration 25Q (336.875906 sec): 31 clusters Score: Raw -58459730.745114 + Penalty 38023.862427 = -58421706.882687 nChanged 8846 Iteration 26Q (341.330229 sec): 31 clusters Score: Raw -58462311.152327 + Penalty 38023.862427 = -58424287.289900 nChanged 7756 Iteration 27Q (345.764413 sec): 31 clusters Score: Raw -58464293.370703 + Penalty 38023.862427 = -58426269.508276 nChanged 6756 Iteration 28Q (350.201742 sec): 31 clusters Score: Raw -58465833.314862 + Penalty 38023.862427 = -58427809.452435 nChanged 6084 Iteration 29Q (354.603944 sec): 31 clusters Score: Raw -58467070.918905 + Penalty 38023.862427 = -58429047.056478 nChanged 5512 Iteration 30Q (358.993775 sec): 31 clusters Score: Raw -58468082.981396 + Penalty 38023.862427 = -58430059.118969 nChanged 5036 Iteration 31Q (363.373875 sec): 31 clusters Score: Raw -58468935.436650 + Penalty 38023.862427 = -58430911.574223 nChanged 4591 Iteration 32Q (367.760040 sec): 31 clusters Score: Raw -58469674.455400 + Penalty 38023.862427 = -58431650.592973 nChanged 4208 Iteration 33Q (372.128639 sec): 31 clusters Score: Raw -58470308.193097 + Penalty 38023.862427 = -58432284.330669 nChanged 3892 Iteration 34Q (376.484794 sec): 31 clusters Score: Raw -58470855.373407 + Penalty 38023.862427 = -58432831.510980 nChanged 3528 Iteration 35Q (380.835858 sec): 31 clusters Score: Raw -58471342.876236 + Penalty 38023.862427 = -58433319.013809 nChanged 3335 Iteration 36Q (385.227923 sec): 31 clusters Score: Raw -58471772.435342 + Penalty 38023.862427 = -58433748.572915 nChanged 3085 Iteration 37Q (389.571210 sec): 31 clusters Score: Raw -58472133.338702 + Penalty 38023.862427 = -58434109.476275 nChanged 2903 Iteration 38Q (393.912976 sec): 31 clusters Score: Raw -58472457.525390 + Penalty 38023.862427 = -58434433.662963 nChanged 2660 Iteration 39Q (398.248819 sec): 31 clusters Score: Raw -58472742.545434 + Penalty 38023.862427 = -58434718.683007 nChanged 2514 Iteration 40F (406.709602 sec): 31 clusters Score: Raw -58473155.089219 + Penalty 38023.862427 = -58435131.226792 nChanged 2405 Iteration 41Q (411.103933 sec): 31 clusters Score: Raw -58473549.641990 + Penalty 38023.862427 = -58435525.779563 nChanged 2297 Iteration 42Q (415.512846 sec): 31 clusters Score: Raw -58473838.276261 + Penalty 38023.862427 = -58435814.413834 nChanged 2145 Iteration 43Q (419.916783 sec): 31 clusters Score: Raw -58474097.717337 + Penalty 38023.862427 = -58436073.854910 nChanged 2053 Iteration 44Q (424.556490 sec): 31 clusters Score: Raw -58474363.327138 + Penalty 38023.862427 = -58436339.464711 nChanged 2010 Iteration 45Q (429.191776 sec): 31 clusters Score: Raw -58474641.837195 + Penalty 38023.862427 = -58436617.974768 nChanged 1990 Iteration 46Q (433.600703 sec): 31 clusters Score: Raw -58474871.372430 + Penalty 38023.862427 = -58436847.510003 nChanged 1838 Iteration 47Q (437.874948 sec): 31 clusters Score: Raw -58475081.441715 + Penalty 38023.862427 = -58437057.579288 nChanged 1757 Iteration 48Q (442.259505 sec): 31 clusters Score: Raw -58475261.889337 + Penalty 38023.862427 = -58437238.026910 nChanged 1641 Iteration 49Q (446.781392 sec): 31 clusters Score: Raw -58475414.589463 + Penalty 38023.862427 = -58437390.727035 nChanged 1458 Iteration 50Q (450.661905 sec): 31 clusters Score: Raw -58475550.319486 + Penalty 38023.862427 = -58437526.457059 nChanged 1341 Iteration 51Q (454.601197 sec): 31 clusters Score: Raw -58475674.271855 + Penalty 38023.862427 = -58437650.409428 nChanged 1286 Iteration 52Q (458.975239 sec): 31 clusters Score: Raw -58475779.967151 + Penalty 38023.862427 = -58437756.104724 nChanged 1209 Iteration 53Q (463.348981 sec): 31 clusters Score: Raw -58475870.265936 + Penalty 38023.862427 = -58437846.403509 nChanged 1097 Iteration 54Q (467.746297 sec): 31 clusters Score: Raw -58475948.960381 + Penalty 38023.862427 = -58437925.097954 nChanged 1022 Iteration 55Q (472.111736 sec): 31 clusters Score: Raw -58476021.083725 + Penalty 38023.862427 = -58437997.221298 nChanged 1012 Iteration 56Q (476.489084 sec): 31 clusters Score: Raw -58476091.186398 + Penalty 38023.862427 = -58438067.323971 nChanged 965 Iteration 57Q (480.859563 sec): 31 clusters Score: Raw -58476155.517154 + Penalty 38023.862427 = -58438131.654727 nChanged 929 Iteration 58Q (485.222746 sec): 31 clusters Score: Raw -58476215.642881 + Penalty 38023.862427 = -58438191.780454 nChanged 859 Writing temp clu file Because OldScore, -58438131.654727, is greater than current (better) Score,-58438191.780454 Compute initial score before splitting: Score: Raw -58476215.642881 + Penalty 38023.862427 = -58438191.780454 Trying to split cluster 1 (17187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.357163 sec): 2 clusters Score: Raw -1687174.891076 + Penalty 926.431313 = -1686248.459763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.390933 sec): 3 clusters Score: Raw -1676607.320364 + Penalty 1852.862627 = -1674754.457737 nChanged 7948 SP:Iteration 1F (485.422648 sec): 3 clusters Score: Raw -1681068.685134 + Penalty 1852.862627 = -1679215.822507 nChanged 848 SP:Iteration 2Q (485.454966 sec): 3 clusters Score: Raw -1681427.547333 + Penalty 1852.862627 = -1679574.684706 nChanged 936 SP:Iteration 3F (485.486509 sec): 3 clusters Score: Raw -1681934.471994 + Penalty 1852.862627 = -1680081.609367 nChanged 1076 SP:Iteration 4F (485.518406 sec): 3 clusters Score: Raw -1682609.939975 + Penalty 1852.862627 = -1680757.077348 nChanged 1237 SP:Iteration 5F (485.550174 sec): 3 clusters Score: Raw -1683568.728122 + Penalty 1852.862627 = -1681715.865495 nChanged 1365 SP:Iteration 6F (485.581998 sec): 3 clusters Score: Raw -1684803.582369 + Penalty 1852.862627 = -1682950.719742 nChanged 1221 SP:Iteration 7F (485.613845 sec): 3 clusters Score: Raw -1686086.811807 + Penalty 1852.862627 = -1684233.949180 nChanged 906 SP:Iteration 8F (485.645540 sec): 3 clusters Score: Raw -1686821.796039 + Penalty 1852.862627 = -1684968.933412 nChanged 448 SP:Iteration 9Q (485.676588 sec): 3 clusters Score: Raw -1687069.048820 + Penalty 1852.862627 = -1685216.186193 nChanged 285 SP:Iteration 10Q (485.707153 sec): 3 clusters Score: Raw -1687190.765894 + Penalty 1852.862627 = -1685337.903267 nChanged 193 SP:Iteration 11Q (485.737586 sec): 3 clusters Score: Raw -1687257.077916 + Penalty 1852.862627 = -1685404.215289 nChanged 142 SP:Iteration 12Q (485.767709 sec): 3 clusters Score: Raw -1687293.114305 + Penalty 1852.862627 = -1685440.251678 nChanged 109 SP:Iteration 13Q (485.798069 sec): 3 clusters Score: Raw -1687314.396622 + Penalty 1852.862627 = -1685461.533995 nChanged 78 SP:Iteration 14Q (485.828401 sec): 3 clusters Score: Raw -1687326.416160 + Penalty 1852.862627 = -1685473.553533 nChanged 60 SP:Iteration 15Q (485.858474 sec): 3 clusters Score: Raw -1687334.231170 + Penalty 1852.862627 = -1685481.368543 nChanged 40 SP:Iteration 16Q (485.888319 sec): 3 clusters Score: Raw -1687339.331567 + Penalty 1852.862627 = -1685486.468940 nChanged 55 SP:Iteration 17Q (485.918334 sec): 3 clusters Score: Raw -1687347.932519 + Penalty 1852.862627 = -1685495.069892 nChanged 54 SP:Iteration 18Q (485.948342 sec): 3 clusters Score: Raw -1687355.672362 + Penalty 1852.862627 = -1685502.809735 nChanged 52 SP:Iteration 19Q (485.978039 sec): 3 clusters Score: Raw -1687362.821670 + Penalty 1852.862627 = -1685509.959043 nChanged 48 SP:Iteration 20F (486.009968 sec): 3 clusters Score: Raw -1687369.127377 + Penalty 1852.862627 = -1685516.264750 nChanged 47 SP:Iteration 21Q (486.039803 sec): 3 clusters Score: Raw -1687376.307332 + Penalty 1852.862627 = -1685523.444705 nChanged 44 SP:Iteration 22Q (486.069616 sec): 3 clusters Score: Raw -1687381.356287 + Penalty 1852.862627 = -1685528.493660 nChanged 44 SP:Iteration 23Q (486.099310 sec): 3 clusters Score: Raw -1687387.550254 + Penalty 1852.862627 = -1685534.687627 nChanged 58 SP:Iteration 24Q (486.129172 sec): 3 clusters Score: Raw -1687397.256738 + Penalty 1852.862627 = -1685544.394111 nChanged 52 SP:Iteration 25Q (486.158935 sec): 3 clusters Score: Raw -1687406.827274 + Penalty 1852.862627 = -1685553.964647 nChanged 61 SP:Iteration 26Q (486.188727 sec): 3 clusters Score: Raw -1687416.617696 + Penalty 1852.862627 = -1685563.755069 nChanged 57 SP:Iteration 27Q (486.218345 sec): 3 clusters Score: Raw -1687424.373272 + Penalty 1852.862627 = -1685571.510645 nChanged 54 SP:Iteration 28Q (486.247911 sec): 3 clusters Score: Raw -1687432.443755 + Penalty 1852.862627 = -1685579.581128 nChanged 56 SP:Iteration 29Q (486.277348 sec): 3 clusters Score: Raw -1687441.288918 + Penalty 1852.862627 = -1685588.426291 nChanged 63 SP:Iteration 30Q (486.306889 sec): 3 clusters Score: Raw -1687451.126386 + Penalty 1852.862627 = -1685598.263759 nChanged 58 SP:Iteration 31Q (486.336253 sec): 3 clusters Score: Raw -1687459.754304 + Penalty 1852.862627 = -1685606.891677 nChanged 49 SP:Iteration 32Q (486.365715 sec): 3 clusters Score: Raw -1687466.627579 + Penalty 1852.862627 = -1685613.764952 nChanged 51 SP:Iteration 33Q (486.394957 sec): 3 clusters Score: Raw -1687473.653569 + Penalty 1852.862627 = -1685620.790942 nChanged 45 SP:Iteration 34Q (486.424386 sec): 3 clusters Score: Raw -1687480.630737 + Penalty 1852.862627 = -1685627.768110 nChanged 41 SP:Iteration 35Q (486.453562 sec): 3 clusters Score: Raw -1687486.115529 + Penalty 1852.862627 = -1685633.252902 nChanged 30 SP:Iteration 36Q (486.482760 sec): 3 clusters Score: Raw -1687489.294036 + Penalty 1852.862627 = -1685636.431409 nChanged 30 SP:Iteration 37Q (486.512043 sec): 3 clusters Score: Raw -1687492.803943 + Penalty 1852.862627 = -1685639.941316 nChanged 35 SP:Iteration 38Q (486.541359 sec): 3 clusters Score: Raw -1687497.736030 + Penalty 1852.862627 = -1685644.873403 nChanged 28 SP:Iteration 39Q (486.570534 sec): 3 clusters Score: Raw -1687501.539054 + Penalty 1852.862627 = -1685648.676427 nChanged 34 SP:Iteration 40F (486.602279 sec): 3 clusters Score: Raw -1687507.079388 + Penalty 1852.862627 = -1685654.216761 nChanged 39 SP:Iteration 41Q (486.631701 sec): 3 clusters Score: Raw -1687513.552034 + Penalty 1852.862627 = -1685660.689407 nChanged 33 SP:Iteration 42Q (486.661030 sec): 3 clusters Score: Raw -1687519.419256 + Penalty 1852.862627 = -1685666.556629 nChanged 28 SP:Iteration 43Q (486.690295 sec): 3 clusters Score: Raw -1687523.505248 + Penalty 1852.862627 = -1685670.642621 nChanged 20 SP:Iteration 44Q (486.719609 sec): 3 clusters Score: Raw -1687525.871178 + Penalty 1852.862627 = -1685673.008551 nChanged 17 SP:Iteration 45Q (486.748818 sec): 3 clusters Score: Raw -1687527.392293 + Penalty 1852.862627 = -1685674.529666 nChanged 14 SP:Iteration 46Q (486.778154 sec): 3 clusters Score: Raw -1687528.535071 + Penalty 1852.862627 = -1685675.672444 nChanged 12 SP:Iteration 47Q (486.807434 sec): 3 clusters Score: Raw -1687529.411848 + Penalty 1852.862627 = -1685676.549221 nChanged 15 SP:Iteration 48Q (486.836708 sec): 3 clusters Score: Raw -1687530.883210 + Penalty 1852.862627 = -1685678.020583 nChanged 17 SP:Iteration 49Q (486.865987 sec): 3 clusters Score: Raw -1687533.169585 + Penalty 1852.862627 = -1685680.306958 nChanged 25 SP:Iteration 50Q (486.895265 sec): 3 clusters Score: Raw -1687535.451730 + Penalty 1852.862627 = -1685682.589103 nChanged 16 SP:Iteration 51Q (486.924473 sec): 3 clusters Score: Raw -1687536.737225 + Penalty 1852.862627 = -1685683.874598 nChanged 12 SP:Iteration 52Q (486.954059 sec): 3 clusters Score: Raw -1687537.810476 + Penalty 1852.862627 = -1685684.947849 nChanged 16 SP:Iteration 53Q (486.983349 sec): 3 clusters Score: Raw -1687538.943707 + Penalty 1852.862627 = -1685686.081080 nChanged 13 SP:Iteration 54Q (487.024902 sec): 3 clusters Score: Raw -1687539.769560 + Penalty 1852.862627 = -1685686.906933 nChanged 10 SP:Iteration 55Q (487.052982 sec): 3 clusters Score: Raw -1687540.639887 + Penalty 1852.862627 = -1685687.777260 nChanged 9 SP:Iteration 56Q (487.116157 sec): 3 clusters Score: Raw -1687541.801161 + Penalty 1852.862627 = -1685688.938534 nChanged 17 SP:Iteration 57Q (487.155040 sec): 3 clusters Score: Raw -1687543.672314 + Penalty 1852.862627 = -1685690.809687 nChanged 20 SP:Iteration 58Q (487.184294 sec): 3 clusters Score: Raw -1687546.482910 + Penalty 1852.862627 = -1685693.620283 nChanged 20 SP:Iteration 59Q (487.213355 sec): 3 clusters Score: Raw -1687548.185338 + Penalty 1852.862627 = -1685695.322711 nChanged 14 SP:Iteration 60F (487.245147 sec): 3 clusters Score: Raw -1687549.394827 + Penalty 1852.862627 = -1685696.532200 nChanged 15 SP:Iteration 61Q (487.274377 sec): 3 clusters Score: Raw -1687550.477911 + Penalty 1852.862627 = -1685697.615284 nChanged 11 SP:Iteration 62Q (487.321684 sec): 3 clusters Score: Raw -1687551.186206 + Penalty 1852.862627 = -1685698.323579 nChanged 10 SP:Iteration 63Q (487.351069 sec): 3 clusters Score: Raw -1687551.841418 + Penalty 1852.862627 = -1685698.978791 nChanged 6 SP:Iteration 64Q (487.380352 sec): 3 clusters Score: Raw -1687552.564521 + Penalty 1852.862627 = -1685699.701894 nChanged 12 SP:Iteration 65Q (487.409496 sec): 3 clusters Score: Raw -1687554.282947 + Penalty 1852.862627 = -1685701.420320 nChanged 17 SP:Iteration 66Q (487.438678 sec): 3 clusters Score: Raw -1687556.147813 + Penalty 1852.862627 = -1685703.285186 nChanged 16 SP:Iteration 67Q (487.467874 sec): 3 clusters Score: Raw -1687557.797851 + Penalty 1852.862627 = -1685704.935224 nChanged 13 SP:Iteration 68Q (487.496980 sec): 3 clusters Score: Raw -1687558.837388 + Penalty 1852.862627 = -1685705.974761 nChanged 11 SP:Iteration 69Q (487.526213 sec): 3 clusters Score: Raw -1687559.867405 + Penalty 1852.862627 = -1685707.004778 nChanged 11 SP:Iteration 70Q (487.555234 sec): 3 clusters Score: Raw -1687560.918527 + Penalty 1852.862627 = -1685708.055900 nChanged 12 SP:Iteration 71Q (487.584197 sec): 3 clusters Score: Raw -1687561.814726 + Penalty 1852.862627 = -1685708.952100 nChanged 10 SP:Iteration 72Q (487.613420 sec): 3 clusters Score: Raw -1687562.739683 + Penalty 1852.862627 = -1685709.877056 nChanged 9 SP:Iteration 73Q (487.642619 sec): 3 clusters Score: Raw -1687563.626073 + Penalty 1852.862627 = -1685710.763446 nChanged 7 SP:Iteration 74Q (487.671849 sec): 3 clusters Score: Raw -1687564.033193 + Penalty 1852.862627 = -1685711.170566 nChanged 0 SP:Iteration 75F (487.703529 sec): 3 clusters Score: Raw -1687564.033193 + Penalty 1852.862627 = -1685711.170566 nChanged 0 Trying to split cluster 2 (9460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.730507 sec): 2 clusters Score: Raw -846960.142682 + Penalty 869.708628 = -846090.434054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.778934 sec): 3 clusters Score: Raw -841282.083076 + Penalty 1739.417256 = -839542.665820 nChanged 4242 SP:Iteration 1F (487.802480 sec): 3 clusters Score: Raw -843631.038052 + Penalty 1739.417256 = -841891.620796 nChanged 550 SP:Iteration 2F (487.862788 sec): 3 clusters Score: Raw -843849.864310 + Penalty 1739.417256 = -842110.447055 nChanged 480 SP:Iteration 3F (487.906464 sec): 3 clusters Score: Raw -844042.274316 + Penalty 1739.417256 = -842302.857060 nChanged 427 SP:Iteration 4Q (487.930065 sec): 3 clusters Score: Raw -844235.963004 + Penalty 1739.417256 = -842496.545749 nChanged 435 SP:Iteration 5Q (487.953647 sec): 3 clusters Score: Raw -844455.879588 + Penalty 1739.417256 = -842716.462332 nChanged 444 SP:Iteration 6Q (487.977196 sec): 3 clusters Score: Raw -844679.232856 + Penalty 1739.417256 = -842939.815600 nChanged 433 SP:Iteration 7Q (488.000734 sec): 3 clusters Score: Raw -844906.588006 + Penalty 1739.417256 = -843167.170751 nChanged 426 SP:Iteration 8Q (488.024327 sec): 3 clusters Score: Raw -845156.094189 + Penalty 1739.417256 = -843416.676933 nChanged 416 SP:Iteration 9Q (488.047843 sec): 3 clusters Score: Raw -845435.863737 + Penalty 1739.417256 = -843696.446481 nChanged 415 SP:Iteration 10Q (488.071438 sec): 3 clusters Score: Raw -845712.393933 + Penalty 1739.417256 = -843972.976677 nChanged 387 SP:Iteration 11Q (488.094872 sec): 3 clusters Score: Raw -845945.632333 + Penalty 1739.417256 = -844206.215077 nChanged 326 SP:Iteration 12Q (488.118256 sec): 3 clusters Score: Raw -846122.718739 + Penalty 1739.417256 = -844383.301483 nChanged 261 SP:Iteration 13Q (488.141425 sec): 3 clusters Score: Raw -846229.571188 + Penalty 1739.417256 = -844490.153933 nChanged 191 SP:Iteration 14Q (488.164707 sec): 3 clusters Score: Raw -846324.710470 + Penalty 1739.417256 = -844585.293214 nChanged 179 SP:Iteration 15Q (488.187849 sec): 3 clusters Score: Raw -846415.755015 + Penalty 1739.417256 = -844676.337760 nChanged 173 SP:Iteration 16Q (488.210888 sec): 3 clusters Score: Raw -846498.919717 + Penalty 1739.417256 = -844759.502461 nChanged 159 SP:Iteration 17Q (488.234098 sec): 3 clusters Score: Raw -846576.922174 + Penalty 1739.417256 = -844837.504918 nChanged 145 SP:Iteration 18Q (488.257132 sec): 3 clusters Score: Raw -846645.803727 + Penalty 1739.417256 = -844906.386471 nChanged 124 SP:Iteration 19Q (488.279930 sec): 3 clusters Score: Raw -846697.279583 + Penalty 1739.417256 = -844957.862327 nChanged 115 SP:Iteration 20F (488.303660 sec): 3 clusters Score: Raw -846755.545081 + Penalty 1739.417256 = -845016.127825 nChanged 103 SP:Iteration 21Q (488.326381 sec): 3 clusters Score: Raw -846799.016939 + Penalty 1739.417256 = -845059.599683 nChanged 88 SP:Iteration 22Q (488.349285 sec): 3 clusters Score: Raw -846832.619712 + Penalty 1739.417256 = -845093.202457 nChanged 81 SP:Iteration 23Q (488.371947 sec): 3 clusters Score: Raw -846860.878546 + Penalty 1739.417256 = -845121.461291 nChanged 76 SP:Iteration 24Q (488.394544 sec): 3 clusters Score: Raw -846889.642453 + Penalty 1739.417256 = -845150.225197 nChanged 72 SP:Iteration 25Q (488.417011 sec): 3 clusters Score: Raw -846911.101781 + Penalty 1739.417256 = -845171.684526 nChanged 63 SP:Iteration 26Q (488.439461 sec): 3 clusters Score: Raw -846928.575257 + Penalty 1739.417256 = -845189.158001 nChanged 57 SP:Iteration 27Q (488.461894 sec): 3 clusters Score: Raw -846945.948149 + Penalty 1739.417256 = -845206.530893 nChanged 54 SP:Iteration 28Q (488.484459 sec): 3 clusters Score: Raw -846958.645343 + Penalty 1739.417256 = -845219.228087 nChanged 45 SP:Iteration 29Q (488.506906 sec): 3 clusters Score: Raw -846971.125698 + Penalty 1739.417256 = -845231.708442 nChanged 54 SP:Iteration 30Q (488.547475 sec): 3 clusters Score: Raw -846982.154111 + Penalty 1739.417256 = -845242.736855 nChanged 42 SP:Iteration 31Q (488.569887 sec): 3 clusters Score: Raw -846989.836828 + Penalty 1739.417256 = -845250.419572 nChanged 27 SP:Iteration 32Q (488.592272 sec): 3 clusters Score: Raw -846993.640241 + Penalty 1739.417256 = -845254.222986 nChanged 19 SP:Iteration 33Q (488.614633 sec): 3 clusters Score: Raw -846995.955059 + Penalty 1739.417256 = -845256.537803 nChanged 10 SP:Iteration 34Q (488.636920 sec): 3 clusters Score: Raw -846997.042930 + Penalty 1739.417256 = -845257.625674 nChanged 11 SP:Iteration 35Q (488.659241 sec): 3 clusters Score: Raw -846998.274534 + Penalty 1739.417256 = -845258.857278 nChanged 6 SP:Iteration 36Q (488.681784 sec): 3 clusters Score: Raw -846998.717754 + Penalty 1739.417256 = -845259.300498 nChanged 2 SP:Iteration 37Q (488.704032 sec): 3 clusters Score: Raw -846998.914033 + Penalty 1739.417256 = -845259.496778 nChanged 3 SP:Iteration 38Q (488.726421 sec): 3 clusters Score: Raw -846999.369344 + Penalty 1739.417256 = -845259.952089 nChanged 3 SP:Iteration 39Q (488.748571 sec): 3 clusters Score: Raw -846999.665432 + Penalty 1739.417256 = -845260.248177 nChanged 5 SP:Iteration 40F (488.772283 sec): 3 clusters Score: Raw -847000.118312 + Penalty 1739.417256 = -845260.701056 nChanged 5 SP:Iteration 41Q (488.794481 sec): 3 clusters Score: Raw -847000.685852 + Penalty 1739.417256 = -845261.268596 nChanged 7 SP:Iteration 42Q (488.816755 sec): 3 clusters Score: Raw -847001.336466 + Penalty 1739.417256 = -845261.919210 nChanged 2 SP:Iteration 43Q (488.839138 sec): 3 clusters Score: Raw -847001.446448 + Penalty 1739.417256 = -845262.029192 nChanged 3 SP:Iteration 44Q (488.861505 sec): 3 clusters Score: Raw -847001.665234 + Penalty 1739.417256 = -845262.247978 nChanged 2 SP:Iteration 45Q (488.894048 sec): 3 clusters Score: Raw -847001.765132 + Penalty 1739.417256 = -845262.347876 nChanged 0 SP:Iteration 46F (488.917549 sec): 3 clusters Score: Raw -847001.765132 + Penalty 1739.417256 = -845262.347876 nChanged 0 Trying to split cluster 3 (129060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.046608 sec): 2 clusters Score: Raw -12831923.867456 + Penalty 1117.963106 = -12830805.904350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.207209 sec): 3 clusters Score: Raw -12746339.737237 + Penalty 2235.926211 = -12744103.811025 nChanged 62745 SP:Iteration 1F (489.365088 sec): 3 clusters Score: Raw -12783499.828583 + Penalty 2235.926211 = -12781263.902372 nChanged 4829 SP:Iteration 2Q (489.536061 sec): 3 clusters Score: Raw -12785126.235122 + Penalty 2235.926211 = -12782890.308911 nChanged 5506 SP:Iteration 3Q (489.706968 sec): 3 clusters Score: Raw -12787289.775309 + Penalty 2235.926211 = -12785053.849098 nChanged 6069 SP:Iteration 4Q (489.877794 sec): 3 clusters Score: Raw -12790011.895739 + Penalty 2235.926211 = -12787775.969527 nChanged 6556 SP:Iteration 5F (490.035401 sec): 3 clusters Score: Raw -12793312.792622 + Penalty 2235.926211 = -12791076.866411 nChanged 6821 SP:Iteration 6F (490.193577 sec): 3 clusters Score: Raw -12797058.446820 + Penalty 2235.926211 = -12794822.520609 nChanged 6835 SP:Iteration 7F (490.350973 sec): 3 clusters Score: Raw -12801133.659639 + Penalty 2235.926211 = -12798897.733427 nChanged 7039 SP:Iteration 8F (490.508165 sec): 3 clusters Score: Raw -12805434.718179 + Penalty 2235.926211 = -12803198.791967 nChanged 6969 SP:Iteration 9F (490.665867 sec): 3 clusters Score: Raw -12809859.626697 + Penalty 2235.926211 = -12807623.700486 nChanged 6603 SP:Iteration 10F (490.823985 sec): 3 clusters Score: Raw -12814067.585053 + Penalty 2235.926211 = -12811831.658842 nChanged 5887 SP:Iteration 11Q (490.983978 sec): 3 clusters Score: Raw -12817874.010572 + Penalty 2235.926211 = -12815638.084361 nChanged 5239 SP:Iteration 12Q (491.140091 sec): 3 clusters Score: Raw -12821366.089974 + Penalty 2235.926211 = -12819130.163763 nChanged 4458 SP:Iteration 13Q (491.292599 sec): 3 clusters Score: Raw -12824429.591169 + Penalty 2235.926211 = -12822193.664958 nChanged 3586 SP:Iteration 14Q (491.441833 sec): 3 clusters Score: Raw -12826968.637921 + Penalty 2235.926211 = -12824732.711710 nChanged 2683 SP:Iteration 15Q (491.587279 sec): 3 clusters Score: Raw -12828919.701099 + Penalty 2235.926211 = -12826683.774888 nChanged 1897 SP:Iteration 16Q (491.751308 sec): 3 clusters Score: Raw -12830295.903516 + Penalty 2235.926211 = -12828059.977305 nChanged 1149 SP:Iteration 17Q (491.887867 sec): 3 clusters Score: Raw -12831108.310456 + Penalty 2235.926211 = -12828872.384245 nChanged 627 SP:Iteration 18Q (492.022170 sec): 3 clusters Score: Raw -12831535.787221 + Penalty 2235.926211 = -12829299.861009 nChanged 325 SP:Iteration 19Q (492.155099 sec): 3 clusters Score: Raw -12831743.527136 + Penalty 2235.926211 = -12829507.600924 nChanged 176 SP:Iteration 20F (492.310121 sec): 3 clusters Score: Raw -12831867.542835 + Penalty 2235.926211 = -12829631.616623 nChanged 95 SP:Iteration 21Q (492.442234 sec): 3 clusters Score: Raw -12831936.945069 + Penalty 2235.926211 = -12829701.018857 nChanged 59 SP:Iteration 22Q (492.574083 sec): 3 clusters Score: Raw -12831971.994854 + Penalty 2235.926211 = -12829736.068642 nChanged 35 SP:Iteration 23Q (492.705891 sec): 3 clusters Score: Raw -12831993.025263 + Penalty 2235.926211 = -12829757.099052 nChanged 25 SP:Iteration 24Q (492.837613 sec): 3 clusters Score: Raw -12832007.299755 + Penalty 2235.926211 = -12829771.373543 nChanged 19 SP:Iteration 25Q (492.969362 sec): 3 clusters Score: Raw -12832019.231335 + Penalty 2235.926211 = -12829783.305123 nChanged 20 SP:Iteration 26Q (493.101281 sec): 3 clusters Score: Raw -12832033.050982 + Penalty 2235.926211 = -12829797.124771 nChanged 19 SP:Iteration 27Q (493.232626 sec): 3 clusters Score: Raw -12832046.817889 + Penalty 2235.926211 = -12829810.891678 nChanged 10 SP:Iteration 28Q (493.364327 sec): 3 clusters Score: Raw -12832053.785862 + Penalty 2235.926211 = -12829817.859650 nChanged 8 SP:Iteration 29Q (493.495939 sec): 3 clusters Score: Raw -12832060.594845 + Penalty 2235.926211 = -12829824.668634 nChanged 9 SP:Iteration 30Q (493.627625 sec): 3 clusters Score: Raw -12832066.854474 + Penalty 2235.926211 = -12829830.928263 nChanged 5 SP:Iteration 31Q (493.759177 sec): 3 clusters Score: Raw -12832071.012183 + Penalty 2235.926211 = -12829835.085972 nChanged 4 SP:Iteration 32Q (493.890740 sec): 3 clusters Score: Raw -12832073.073089 + Penalty 2235.926211 = -12829837.146878 nChanged 0 SP:Iteration 33F (494.046137 sec): 3 clusters Score: Raw -12832073.073089 + Penalty 2235.926211 = -12829837.146878 nChanged 0 Trying to split cluster 4 (143181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.173905 sec): 2 clusters Score: Raw -13928338.624261 + Penalty 1127.827160 = -13927210.797101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.350857 sec): 3 clusters Score: Raw -13833080.410590 + Penalty 2255.654320 = -13830824.756270 nChanged 69594 SP:Iteration 1F (494.524291 sec): 3 clusters Score: Raw -13876637.862386 + Penalty 2255.654320 = -13874382.208066 nChanged 7914 SP:Iteration 2F (494.698001 sec): 3 clusters Score: Raw -13880060.404071 + Penalty 2255.654320 = -13877804.749751 nChanged 9004 SP:Iteration 3F (494.871669 sec): 3 clusters Score: Raw -13884798.016231 + Penalty 2255.654320 = -13882542.361911 nChanged 10049 SP:Iteration 4F (495.045370 sec): 3 clusters Score: Raw -13891308.813641 + Penalty 2255.654320 = -13889053.159321 nChanged 10998 SP:Iteration 5F (495.219379 sec): 3 clusters Score: Raw -13900105.939173 + Penalty 2255.654320 = -13897850.284852 nChanged 11011 SP:Iteration 6F (495.392941 sec): 3 clusters Score: Raw -13910110.319668 + Penalty 2255.654320 = -13907854.665348 nChanged 9160 SP:Iteration 7F (495.575727 sec): 3 clusters Score: Raw -13918957.396947 + Penalty 2255.654320 = -13916701.742627 nChanged 5868 SP:Iteration 8Q (495.760815 sec): 3 clusters Score: Raw -13924499.133909 + Penalty 2255.654320 = -13922243.479589 nChanged 2861 SP:Iteration 9Q (495.937130 sec): 3 clusters Score: Raw -13927029.032339 + Penalty 2255.654320 = -13924773.378019 nChanged 1148 SP:Iteration 10Q (496.101455 sec): 3 clusters Score: Raw -13927977.380392 + Penalty 2255.654320 = -13925721.726072 nChanged 405 SP:Iteration 11Q (496.254772 sec): 3 clusters Score: Raw -13928282.704300 + Penalty 2255.654320 = -13926027.049979 nChanged 150 SP:Iteration 12Q (496.402639 sec): 3 clusters Score: Raw -13928408.411617 + Penalty 2255.654320 = -13926152.757297 nChanged 79 SP:Iteration 13Q (496.547919 sec): 3 clusters Score: Raw -13928478.755091 + Penalty 2255.654320 = -13926223.100771 nChanged 48 SP:Iteration 14Q (496.692074 sec): 3 clusters Score: Raw -13928517.452778 + Penalty 2255.654320 = -13926261.798458 nChanged 40 SP:Iteration 15Q (496.835752 sec): 3 clusters Score: Raw -13928549.208629 + Penalty 2255.654320 = -13926293.554309 nChanged 51 SP:Iteration 16Q (496.978972 sec): 3 clusters Score: Raw -13928582.483376 + Penalty 2255.654320 = -13926326.829056 nChanged 51 SP:Iteration 17Q (497.144538 sec): 3 clusters Score: Raw -13928617.476041 + Penalty 2255.654320 = -13926361.821721 nChanged 58 SP:Iteration 18Q (497.287541 sec): 3 clusters Score: Raw -13928663.355069 + Penalty 2255.654320 = -13926407.700749 nChanged 69 SP:Iteration 19Q (497.430350 sec): 3 clusters Score: Raw -13928718.512468 + Penalty 2255.654320 = -13926462.858147 nChanged 82 SP:Iteration 20F (497.601254 sec): 3 clusters Score: Raw -13928780.381907 + Penalty 2255.654320 = -13926524.727587 nChanged 88 SP:Iteration 21Q (497.743204 sec): 3 clusters Score: Raw -13928844.200227 + Penalty 2255.654320 = -13926588.545907 nChanged 84 SP:Iteration 22Q (497.885390 sec): 3 clusters Score: Raw -13928892.113490 + Penalty 2255.654320 = -13926636.459170 nChanged 79 SP:Iteration 23Q (498.027138 sec): 3 clusters Score: Raw -13928934.222447 + Penalty 2255.654320 = -13926678.568127 nChanged 74 SP:Iteration 24Q (498.178436 sec): 3 clusters Score: Raw -13928971.090822 + Penalty 2255.654320 = -13926715.436501 nChanged 72 SP:Iteration 25Q (498.320295 sec): 3 clusters Score: Raw -13929008.580675 + Penalty 2255.654320 = -13926752.926355 nChanged 73 SP:Iteration 26Q (498.462060 sec): 3 clusters Score: Raw -13929043.073121 + Penalty 2255.654320 = -13926787.418801 nChanged 64 SP:Iteration 27Q (498.603674 sec): 3 clusters Score: Raw -13929075.603308 + Penalty 2255.654320 = -13926819.948988 nChanged 54 SP:Iteration 28Q (498.745459 sec): 3 clusters Score: Raw -13929097.691115 + Penalty 2255.654320 = -13926842.036795 nChanged 57 SP:Iteration 29Q (498.887127 sec): 3 clusters Score: Raw -13929116.602897 + Penalty 2255.654320 = -13926860.948577 nChanged 58 SP:Iteration 30Q (499.028979 sec): 3 clusters Score: Raw -13929135.642063 + Penalty 2255.654320 = -13926879.987743 nChanged 57 SP:Iteration 31Q (499.170561 sec): 3 clusters Score: Raw -13929151.584101 + Penalty 2255.654320 = -13926895.929781 nChanged 36 SP:Iteration 32Q (499.312456 sec): 3 clusters Score: Raw -13929159.650902 + Penalty 2255.654320 = -13926903.996581 nChanged 32 SP:Iteration 33Q (499.454397 sec): 3 clusters Score: Raw -13929167.361496 + Penalty 2255.654320 = -13926911.707176 nChanged 29 SP:Iteration 34Q (499.596258 sec): 3 clusters Score: Raw -13929173.010826 + Penalty 2255.654320 = -13926917.356506 nChanged 18 SP:Iteration 35Q (499.737926 sec): 3 clusters Score: Raw -13929176.877428 + Penalty 2255.654320 = -13926921.223108 nChanged 16 SP:Iteration 36Q (499.879450 sec): 3 clusters Score: Raw -13929180.597080 + Penalty 2255.654320 = -13926924.942760 nChanged 20 SP:Iteration 37Q (500.021075 sec): 3 clusters Score: Raw -13929184.325134 + Penalty 2255.654320 = -13926928.670814 nChanged 20 SP:Iteration 38Q (500.163065 sec): 3 clusters Score: Raw -13929188.527971 + Penalty 2255.654320 = -13926932.873651 nChanged 19 SP:Iteration 39Q (500.304732 sec): 3 clusters Score: Raw -13929192.968288 + Penalty 2255.654320 = -13926937.313968 nChanged 16 SP:Iteration 40F (500.475623 sec): 3 clusters Score: Raw -13929205.603207 + Penalty 2255.654320 = -13926949.948887 nChanged 29 SP:Iteration 41Q (500.618350 sec): 3 clusters Score: Raw -13929213.013718 + Penalty 2255.654320 = -13926957.359398 nChanged 29 SP:Iteration 42Q (500.760874 sec): 3 clusters Score: Raw -13929221.676454 + Penalty 2255.654320 = -13926966.022133 nChanged 38 SP:Iteration 43Q (500.903437 sec): 3 clusters Score: Raw -13929232.770023 + Penalty 2255.654320 = -13926977.115703 nChanged 40 SP:Iteration 44Q (501.046595 sec): 3 clusters Score: Raw -13929240.350753 + Penalty 2255.654320 = -13926984.696433 nChanged 31 SP:Iteration 45Q (501.189312 sec): 3 clusters Score: Raw -13929245.214711 + Penalty 2255.654320 = -13926989.560390 nChanged 25 SP:Iteration 46Q (501.355134 sec): 3 clusters Score: Raw -13929249.594882 + Penalty 2255.654320 = -13926993.940561 nChanged 19 SP:Iteration 47Q (501.497631 sec): 3 clusters Score: Raw -13929251.996557 + Penalty 2255.654320 = -13926996.342237 nChanged 19 SP:Iteration 48Q (501.640141 sec): 3 clusters Score: Raw -13929255.292073 + Penalty 2255.654320 = -13926999.637752 nChanged 27 SP:Iteration 49Q (501.782429 sec): 3 clusters Score: Raw -13929258.926342 + Penalty 2255.654320 = -13927003.272021 nChanged 13 SP:Iteration 50Q (501.925138 sec): 3 clusters Score: Raw -13929260.607149 + Penalty 2255.654320 = -13927004.952828 nChanged 16 SP:Iteration 51Q (502.067648 sec): 3 clusters Score: Raw -13929263.192646 + Penalty 2255.654320 = -13927007.538326 nChanged 21 SP:Iteration 52Q (502.210302 sec): 3 clusters Score: Raw -13929267.316826 + Penalty 2255.654320 = -13927011.662506 nChanged 25 SP:Iteration 53Q (502.352768 sec): 3 clusters Score: Raw -13929271.790626 + Penalty 2255.654320 = -13927016.136306 nChanged 26 SP:Iteration 54Q (502.495280 sec): 3 clusters Score: Raw -13929277.396950 + Penalty 2255.654320 = -13927021.742629 nChanged 30 SP:Iteration 55Q (502.637880 sec): 3 clusters Score: Raw -13929284.146137 + Penalty 2255.654320 = -13927028.491816 nChanged 31 SP:Iteration 56Q (502.780666 sec): 3 clusters Score: Raw -13929289.848926 + Penalty 2255.654320 = -13927034.194606 nChanged 38 SP:Iteration 57Q (502.923102 sec): 3 clusters Score: Raw -13929296.175108 + Penalty 2255.654320 = -13927040.520788 nChanged 25 SP:Iteration 58Q (503.065487 sec): 3 clusters Score: Raw -13929300.414270 + Penalty 2255.654320 = -13927044.759950 nChanged 26 SP:Iteration 59Q (503.208023 sec): 3 clusters Score: Raw -13929305.635723 + Penalty 2255.654320 = -13927049.981403 nChanged 23 SP:Iteration 60F (503.379030 sec): 3 clusters Score: Raw -13929309.875106 + Penalty 2255.654320 = -13927054.220786 nChanged 31 SP:Iteration 61Q (503.522165 sec): 3 clusters Score: Raw -13929315.599198 + Penalty 2255.654320 = -13927059.944877 nChanged 30 SP:Iteration 62Q (503.665444 sec): 3 clusters Score: Raw -13929321.056763 + Penalty 2255.654320 = -13927065.402442 nChanged 28 SP:Iteration 63Q (503.808804 sec): 3 clusters Score: Raw -13929325.653853 + Penalty 2255.654320 = -13927069.999533 nChanged 24 SP:Iteration 64Q (503.951848 sec): 3 clusters Score: Raw -13929328.944361 + Penalty 2255.654320 = -13927073.290040 nChanged 16 SP:Iteration 65Q (504.095037 sec): 3 clusters Score: Raw -13929331.228460 + Penalty 2255.654320 = -13927075.574140 nChanged 16 SP:Iteration 66Q (504.238149 sec): 3 clusters Score: Raw -13929333.116295 + Penalty 2255.654320 = -13927077.461975 nChanged 13 SP:Iteration 67Q (504.387439 sec): 3 clusters Score: Raw -13929335.342336 + Penalty 2255.654320 = -13927079.688016 nChanged 18 SP:Iteration 68Q (504.530707 sec): 3 clusters Score: Raw -13929337.243473 + Penalty 2255.654320 = -13927081.589153 nChanged 11 SP:Iteration 69Q (504.674252 sec): 3 clusters Score: Raw -13929338.923346 + Penalty 2255.654320 = -13927083.269026 nChanged 15 SP:Iteration 70Q (504.817571 sec): 3 clusters Score: Raw -13929340.467533 + Penalty 2255.654320 = -13927084.813213 nChanged 8 SP:Iteration 71Q (504.960873 sec): 3 clusters Score: Raw -13929341.218427 + Penalty 2255.654320 = -13927085.564107 nChanged 3 SP:Iteration 72Q (505.103788 sec): 3 clusters Score: Raw -13929341.654365 + Penalty 2255.654320 = -13927086.000045 nChanged 5 SP:Iteration 73Q (505.247146 sec): 3 clusters Score: Raw -13929342.191333 + Penalty 2255.654320 = -13927086.537013 nChanged 2 SP:Iteration 74Q (505.390360 sec): 3 clusters Score: Raw -13929342.563561 + Penalty 2255.654320 = -13927086.909241 nChanged 3 SP:Iteration 75Q (505.533932 sec): 3 clusters Score: Raw -13929342.735610 + Penalty 2255.654320 = -13927087.081290 nChanged 3 SP:Iteration 76Q (505.677255 sec): 3 clusters Score: Raw -13929342.932684 + Penalty 2255.654320 = -13927087.278363 nChanged 0 SP:Iteration 77F (505.848496 sec): 3 clusters Score: Raw -13929342.932684 + Penalty 2255.654320 = -13927087.278363 nChanged 0 Trying to split cluster 5 (8458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.865696 sec): 2 clusters Score: Raw -792941.920668 + Penalty 859.072462 = -792082.848206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.888819 sec): 3 clusters Score: Raw -787962.932712 + Penalty 1718.144923 = -786244.787788 nChanged 3792 SP:Iteration 1F (505.911336 sec): 3 clusters Score: Raw -790130.388448 + Penalty 1718.144923 = -788412.243524 nChanged 675 SP:Iteration 2F (505.933829 sec): 3 clusters Score: Raw -790488.986799 + Penalty 1718.144923 = -788770.841875 nChanged 587 SP:Iteration 3F (505.956257 sec): 3 clusters Score: Raw -790859.973517 + Penalty 1718.144923 = -789141.828594 nChanged 561 SP:Iteration 4F (505.978732 sec): 3 clusters Score: Raw -791216.668122 + Penalty 1718.144923 = -789498.523198 nChanged 490 SP:Iteration 5F (506.001322 sec): 3 clusters Score: Raw -791555.641890 + Penalty 1718.144923 = -789837.496966 nChanged 442 SP:Iteration 6F (506.023780 sec): 3 clusters Score: Raw -791860.151715 + Penalty 1718.144923 = -790142.006791 nChanged 396 SP:Iteration 7Q (506.045991 sec): 3 clusters Score: Raw -792122.007285 + Penalty 1718.144923 = -790403.862362 nChanged 330 SP:Iteration 8Q (506.068127 sec): 3 clusters Score: Raw -792302.650268 + Penalty 1718.144923 = -790584.505345 nChanged 247 SP:Iteration 9Q (506.090144 sec): 3 clusters Score: Raw -792403.593962 + Penalty 1718.144923 = -790685.449038 nChanged 186 SP:Iteration 10Q (506.112166 sec): 3 clusters Score: Raw -792481.416437 + Penalty 1718.144923 = -790763.271513 nChanged 147 SP:Iteration 11Q (506.134231 sec): 3 clusters Score: Raw -792541.902170 + Penalty 1718.144923 = -790823.757247 nChanged 126 SP:Iteration 12Q (506.156203 sec): 3 clusters Score: Raw -792597.256082 + Penalty 1718.144923 = -790879.111158 nChanged 120 SP:Iteration 13Q (506.177936 sec): 3 clusters Score: Raw -792649.565270 + Penalty 1718.144923 = -790931.420346 nChanged 102 SP:Iteration 14Q (506.199767 sec): 3 clusters Score: Raw -792685.975665 + Penalty 1718.144923 = -790967.830742 nChanged 95 SP:Iteration 15Q (506.221596 sec): 3 clusters Score: Raw -792717.115463 + Penalty 1718.144923 = -790998.970540 nChanged 76 SP:Iteration 16Q (506.243228 sec): 3 clusters Score: Raw -792740.355787 + Penalty 1718.144923 = -791022.210863 nChanged 77 SP:Iteration 17Q (506.265145 sec): 3 clusters Score: Raw -792761.781429 + Penalty 1718.144923 = -791043.636506 nChanged 57 SP:Iteration 18Q (506.286671 sec): 3 clusters Score: Raw -792775.935854 + Penalty 1718.144923 = -791057.790930 nChanged 57 SP:Iteration 19Q (506.308293 sec): 3 clusters Score: Raw -792789.075548 + Penalty 1718.144923 = -791070.930625 nChanged 46 SP:Iteration 20F (506.330733 sec): 3 clusters Score: Raw -792800.201798 + Penalty 1718.144923 = -791082.056874 nChanged 53 SP:Iteration 21Q (506.352224 sec): 3 clusters Score: Raw -792809.017221 + Penalty 1718.144923 = -791090.872298 nChanged 36 SP:Iteration 22Q (506.373779 sec): 3 clusters Score: Raw -792815.376935 + Penalty 1718.144923 = -791097.232011 nChanged 27 SP:Iteration 23Q (506.395518 sec): 3 clusters Score: Raw -792819.471094 + Penalty 1718.144923 = -791101.326171 nChanged 20 SP:Iteration 24Q (506.417081 sec): 3 clusters Score: Raw -792822.035873 + Penalty 1718.144923 = -791103.890949 nChanged 25 SP:Iteration 25Q (506.438646 sec): 3 clusters Score: Raw -792826.693342 + Penalty 1718.144923 = -791108.548419 nChanged 26 SP:Iteration 26Q (506.460126 sec): 3 clusters Score: Raw -792832.800948 + Penalty 1718.144923 = -791114.656025 nChanged 29 SP:Iteration 27Q (506.481678 sec): 3 clusters Score: Raw -792837.350917 + Penalty 1718.144923 = -791119.205994 nChanged 27 SP:Iteration 28Q (506.503199 sec): 3 clusters Score: Raw -792842.781676 + Penalty 1718.144923 = -791124.636753 nChanged 22 SP:Iteration 29Q (506.524753 sec): 3 clusters Score: Raw -792847.299065 + Penalty 1718.144923 = -791129.154142 nChanged 17 SP:Iteration 30Q (506.546236 sec): 3 clusters Score: Raw -792850.572846 + Penalty 1718.144923 = -791132.427922 nChanged 21 SP:Iteration 31Q (506.567651 sec): 3 clusters Score: Raw -792853.373908 + Penalty 1718.144923 = -791135.228984 nChanged 18 SP:Iteration 32Q (506.589201 sec): 3 clusters Score: Raw -792856.164969 + Penalty 1718.144923 = -791138.020046 nChanged 18 SP:Iteration 33Q (506.610790 sec): 3 clusters Score: Raw -792858.513112 + Penalty 1718.144923 = -791140.368189 nChanged 17 SP:Iteration 34Q (506.632334 sec): 3 clusters Score: Raw -792860.343789 + Penalty 1718.144923 = -791142.198865 nChanged 10 SP:Iteration 35Q (506.653827 sec): 3 clusters Score: Raw -792862.255313 + Penalty 1718.144923 = -791144.110389 nChanged 15 SP:Iteration 36Q (506.675526 sec): 3 clusters Score: Raw -792865.195322 + Penalty 1718.144923 = -791147.050399 nChanged 14 SP:Iteration 37Q (506.706911 sec): 3 clusters Score: Raw -792867.038512 + Penalty 1718.144923 = -791148.893589 nChanged 10 SP:Iteration 38Q (506.728261 sec): 3 clusters Score: Raw -792868.782652 + Penalty 1718.144923 = -791150.637729 nChanged 12 SP:Iteration 39Q (506.749620 sec): 3 clusters Score: Raw -792869.826289 + Penalty 1718.144923 = -791151.681366 nChanged 8 SP:Iteration 40F (506.772149 sec): 3 clusters Score: Raw -792870.777119 + Penalty 1718.144923 = -791152.632196 nChanged 8 SP:Iteration 41Q (506.793613 sec): 3 clusters Score: Raw -792872.106619 + Penalty 1718.144923 = -791153.961695 nChanged 9 SP:Iteration 42Q (506.815123 sec): 3 clusters Score: Raw -792873.569843 + Penalty 1718.144923 = -791155.424920 nChanged 11 SP:Iteration 43Q (506.836424 sec): 3 clusters Score: Raw -792874.683062 + Penalty 1718.144923 = -791156.538138 nChanged 5 SP:Iteration 44Q (506.857798 sec): 3 clusters Score: Raw -792875.107305 + Penalty 1718.144923 = -791156.962382 nChanged 5 SP:Iteration 45Q (506.879389 sec): 3 clusters Score: Raw -792875.818125 + Penalty 1718.144923 = -791157.673202 nChanged 11 SP:Iteration 46Q (506.900745 sec): 3 clusters Score: Raw -792877.254485 + Penalty 1718.144923 = -791159.109561 nChanged 5 SP:Iteration 47Q (506.922210 sec): 3 clusters Score: Raw -792877.728673 + Penalty 1718.144923 = -791159.583750 nChanged 4 SP:Iteration 48Q (506.943645 sec): 3 clusters Score: Raw -792877.977333 + Penalty 1718.144923 = -791159.832409 nChanged 1 SP:Iteration 49Q (506.965087 sec): 3 clusters Score: Raw -792878.062443 + Penalty 1718.144923 = -791159.917519 nChanged 1 SP:Iteration 50Q (506.986503 sec): 3 clusters Score: Raw -792878.096004 + Penalty 1718.144923 = -791159.951080 nChanged 1 SP:Iteration 51Q (507.008040 sec): 3 clusters Score: Raw -792878.151021 + Penalty 1718.144923 = -791160.006097 nChanged 3 SP:Iteration 52Q (507.029304 sec): 3 clusters Score: Raw -792878.294418 + Penalty 1718.144923 = -791160.149494 nChanged 3 SP:Iteration 53Q (507.050708 sec): 3 clusters Score: Raw -792878.429935 + Penalty 1718.144923 = -791160.285011 nChanged 2 SP:Iteration 54Q (507.072134 sec): 3 clusters Score: Raw -792878.593607 + Penalty 1718.144923 = -791160.448684 nChanged 2 SP:Iteration 55Q (507.093574 sec): 3 clusters Score: Raw -792878.680207 + Penalty 1718.144923 = -791160.535283 nChanged 1 SP:Iteration 56Q (507.116070 sec): 3 clusters Score: Raw -792878.760879 + Penalty 1718.144923 = -791160.615955 nChanged 0 SP:Iteration 57F (507.138530 sec): 3 clusters Score: Raw -792878.760879 + Penalty 1718.144923 = -791160.615955 nChanged 0 Trying to split cluster 6 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.151976 sec): 2 clusters Score: Raw -61312.120889 + Penalty 620.985702 = -60691.135187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.155262 sec): 3 clusters Score: Raw -61085.527862 + Penalty 1241.971404 = -59843.556459 nChanged 226 SP:Iteration 1F (507.158261 sec): 3 clusters Score: Raw -61303.080516 + Penalty 1241.971404 = -60061.109112 nChanged 49 SP:Iteration 2F (507.161249 sec): 3 clusters Score: Raw -61358.223534 + Penalty 1241.971404 = -60116.252130 nChanged 21 SP:Iteration 3Q (507.164265 sec): 3 clusters Score: Raw -61379.305157 + Penalty 1241.971404 = -60137.333754 nChanged 17 SP:Iteration 4Q (507.167224 sec): 3 clusters Score: Raw -61409.954800 + Penalty 1241.971404 = -60167.983396 nChanged 20 SP:Iteration 5Q (507.170159 sec): 3 clusters Score: Raw -61423.954303 + Penalty 1241.971404 = -60181.982899 nChanged 9 SP:Iteration 6Q (507.173067 sec): 3 clusters Score: Raw -61431.399855 + Penalty 1241.971404 = -60189.428452 nChanged 6 SP:Iteration 7Q (507.176005 sec): 3 clusters Score: Raw -61438.167406 + Penalty 1241.971404 = -60196.196002 nChanged 5 SP:Iteration 8Q (507.178947 sec): 3 clusters Score: Raw -61444.367459 + Penalty 1241.971404 = -60202.396055 nChanged 9 SP:Iteration 9Q (507.181890 sec): 3 clusters Score: Raw -61457.230302 + Penalty 1241.971404 = -60215.258899 nChanged 4 SP:Iteration 10Q (507.184807 sec): 3 clusters Score: Raw -61461.137699 + Penalty 1241.971404 = -60219.166295 nChanged 2 SP:Iteration 11Q (507.187744 sec): 3 clusters Score: Raw -61462.311132 + Penalty 1241.971404 = -60220.339729 nChanged 3 SP:Iteration 12Q (507.190669 sec): 3 clusters Score: Raw -61463.462166 + Penalty 1241.971404 = -60221.490763 nChanged 2 SP:Iteration 13Q (507.193590 sec): 3 clusters Score: Raw -61464.464699 + Penalty 1241.971404 = -60222.493296 nChanged 1 SP:Iteration 14Q (507.196530 sec): 3 clusters Score: Raw -61464.940792 + Penalty 1241.971404 = -60222.969389 nChanged 1 SP:Iteration 15Q (507.199456 sec): 3 clusters Score: Raw -61467.797797 + Penalty 1241.971404 = -60225.826394 nChanged 2 SP:Iteration 16Q (507.202345 sec): 3 clusters Score: Raw -61471.003780 + Penalty 1241.971404 = -60229.032376 nChanged 0 SP:Iteration 17F (507.205294 sec): 3 clusters Score: Raw -61471.003780 + Penalty 1241.971404 = -60229.032376 nChanged 0 Trying to split cluster 7 (1313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.219160 sec): 2 clusters Score: Raw -114087.568794 + Penalty 682.106638 = -113405.462156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.224812 sec): 3 clusters Score: Raw -113545.618144 + Penalty 1364.213276 = -112181.404868 nChanged 463 SP:Iteration 1F (507.229998 sec): 3 clusters Score: Raw -113846.185674 + Penalty 1364.213276 = -112481.972398 nChanged 96 SP:Iteration 2F (507.235181 sec): 3 clusters Score: Raw -113912.048365 + Penalty 1364.213276 = -112547.835088 nChanged 60 SP:Iteration 3Q (507.240286 sec): 3 clusters Score: Raw -113957.585434 + Penalty 1364.213276 = -112593.372158 nChanged 51 SP:Iteration 4Q (507.245455 sec): 3 clusters Score: Raw -113986.053376 + Penalty 1364.213276 = -112621.840100 nChanged 32 SP:Iteration 5Q (507.250609 sec): 3 clusters Score: Raw -114005.223527 + Penalty 1364.213276 = -112641.010251 nChanged 28 SP:Iteration 6Q (507.255716 sec): 3 clusters Score: Raw -114019.277905 + Penalty 1364.213276 = -112655.064629 nChanged 27 SP:Iteration 7Q (507.260853 sec): 3 clusters Score: Raw -114035.376381 + Penalty 1364.213276 = -112671.163105 nChanged 30 SP:Iteration 8Q (507.265985 sec): 3 clusters Score: Raw -114053.355885 + Penalty 1364.213276 = -112689.142609 nChanged 25 SP:Iteration 9Q (507.271121 sec): 3 clusters Score: Raw -114064.913868 + Penalty 1364.213276 = -112700.700592 nChanged 25 SP:Iteration 10Q (507.276212 sec): 3 clusters Score: Raw -114080.445819 + Penalty 1364.213276 = -112716.232543 nChanged 21 SP:Iteration 11Q (507.281321 sec): 3 clusters Score: Raw -114093.307767 + Penalty 1364.213276 = -112729.094491 nChanged 19 SP:Iteration 12Q (507.286435 sec): 3 clusters Score: Raw -114103.247222 + Penalty 1364.213276 = -112739.033946 nChanged 13 SP:Iteration 13Q (507.291494 sec): 3 clusters Score: Raw -114110.982319 + Penalty 1364.213276 = -112746.769042 nChanged 14 SP:Iteration 14Q (507.296559 sec): 3 clusters Score: Raw -114117.897670 + Penalty 1364.213276 = -112753.684394 nChanged 11 SP:Iteration 15Q (507.301670 sec): 3 clusters Score: Raw -114124.308322 + Penalty 1364.213276 = -112760.095046 nChanged 10 SP:Iteration 16Q (507.306719 sec): 3 clusters Score: Raw -114132.138957 + Penalty 1364.213276 = -112767.925681 nChanged 10 SP:Iteration 17Q (507.311784 sec): 3 clusters Score: Raw -114136.696988 + Penalty 1364.213276 = -112772.483711 nChanged 9 SP:Iteration 18Q (507.316830 sec): 3 clusters Score: Raw -114139.409198 + Penalty 1364.213276 = -112775.195922 nChanged 4 SP:Iteration 19Q (507.321901 sec): 3 clusters Score: Raw -114140.315454 + Penalty 1364.213276 = -112776.102178 nChanged 2 SP:Iteration 20F (507.327047 sec): 3 clusters Score: Raw -114140.517105 + Penalty 1364.213276 = -112776.303829 nChanged 1 SP:Iteration 21Q (507.332158 sec): 3 clusters Score: Raw -114140.788365 + Penalty 1364.213276 = -112776.575089 nChanged 2 SP:Iteration 22Q (507.337255 sec): 3 clusters Score: Raw -114141.301987 + Penalty 1364.213276 = -112777.088711 nChanged 0 SP:Iteration 23F (507.342369 sec): 3 clusters Score: Raw -114141.301987 + Penalty 1364.213276 = -112777.088711 nChanged 0 Trying to split cluster 8 (24490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.378794 sec): 2 clusters Score: Raw -2430134.740067 + Penalty 960.071914 = -2429174.668152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.421168 sec): 3 clusters Score: Raw -2414681.180732 + Penalty 1920.143828 = -2412761.036904 nChanged 11437 SP:Iteration 1F (507.460739 sec): 3 clusters Score: Raw -2421350.676410 + Penalty 1920.143828 = -2419430.532581 nChanged 1285 SP:Iteration 2F (507.500420 sec): 3 clusters Score: Raw -2421875.692822 + Penalty 1920.143828 = -2419955.548993 nChanged 1292 SP:Iteration 3F (507.540079 sec): 3 clusters Score: Raw -2422490.061612 + Penalty 1920.143828 = -2420569.917783 nChanged 1396 SP:Iteration 4F (507.579763 sec): 3 clusters Score: Raw -2423263.854982 + Penalty 1920.143828 = -2421343.711154 nChanged 1479 SP:Iteration 5F (507.619512 sec): 3 clusters Score: Raw -2424212.868646 + Penalty 1920.143828 = -2422292.724818 nChanged 1509 SP:Iteration 6F (507.659001 sec): 3 clusters Score: Raw -2425307.817302 + Penalty 1920.143828 = -2423387.673474 nChanged 1395 SP:Iteration 7F (507.698556 sec): 3 clusters Score: Raw -2426373.228322 + Penalty 1920.143828 = -2424453.084493 nChanged 1225 SP:Iteration 8F (507.738384 sec): 3 clusters Score: Raw -2427235.691457 + Penalty 1920.143828 = -2425315.547629 nChanged 916 SP:Iteration 9Q (507.777769 sec): 3 clusters Score: Raw -2427811.605972 + Penalty 1920.143828 = -2425891.462144 nChanged 651 SP:Iteration 10Q (507.816082 sec): 3 clusters Score: Raw -2428178.437244 + Penalty 1920.143828 = -2426258.293415 nChanged 501 SP:Iteration 11Q (507.853951 sec): 3 clusters Score: Raw -2428450.438191 + Penalty 1920.143828 = -2426530.294362 nChanged 468 SP:Iteration 12Q (507.891715 sec): 3 clusters Score: Raw -2428717.217113 + Penalty 1920.143828 = -2426797.073285 nChanged 448 SP:Iteration 13Q (507.929364 sec): 3 clusters Score: Raw -2428974.321906 + Penalty 1920.143828 = -2427054.178078 nChanged 401 SP:Iteration 14Q (507.966438 sec): 3 clusters Score: Raw -2429199.215463 + Penalty 1920.143828 = -2427279.071635 nChanged 344 SP:Iteration 15Q (508.003400 sec): 3 clusters Score: Raw -2429379.624911 + Penalty 1920.143828 = -2427459.481082 nChanged 313 SP:Iteration 16Q (508.040232 sec): 3 clusters Score: Raw -2429527.431240 + Penalty 1920.143828 = -2427607.287412 nChanged 254 SP:Iteration 17Q (508.076662 sec): 3 clusters Score: Raw -2429635.389764 + Penalty 1920.143828 = -2427715.245935 nChanged 208 SP:Iteration 18Q (508.112835 sec): 3 clusters Score: Raw -2429709.900817 + Penalty 1920.143828 = -2427789.756989 nChanged 170 SP:Iteration 19Q (508.149197 sec): 3 clusters Score: Raw -2429764.735992 + Penalty 1920.143828 = -2427844.592164 nChanged 163 SP:Iteration 20F (508.188948 sec): 3 clusters Score: Raw -2429816.307498 + Penalty 1920.143828 = -2427896.163670 nChanged 147 SP:Iteration 21Q (508.225021 sec): 3 clusters Score: Raw -2429857.173938 + Penalty 1920.143828 = -2427937.030109 nChanged 133 SP:Iteration 22Q (508.260999 sec): 3 clusters Score: Raw -2429890.538397 + Penalty 1920.143828 = -2427970.394568 nChanged 112 SP:Iteration 23Q (508.296999 sec): 3 clusters Score: Raw -2429919.117846 + Penalty 1920.143828 = -2427998.974017 nChanged 93 SP:Iteration 24Q (508.332745 sec): 3 clusters Score: Raw -2429941.843825 + Penalty 1920.143828 = -2428021.699996 nChanged 78 SP:Iteration 25Q (508.368604 sec): 3 clusters Score: Raw -2429957.823753 + Penalty 1920.143828 = -2428037.679924 nChanged 67 SP:Iteration 26Q (508.404049 sec): 3 clusters Score: Raw -2429970.989279 + Penalty 1920.143828 = -2428050.845450 nChanged 71 SP:Iteration 27Q (508.439872 sec): 3 clusters Score: Raw -2429984.390401 + Penalty 1920.143828 = -2428064.246572 nChanged 55 SP:Iteration 28Q (508.475328 sec): 3 clusters Score: Raw -2429994.102454 + Penalty 1920.143828 = -2428073.958626 nChanged 62 SP:Iteration 29Q (508.510964 sec): 3 clusters Score: Raw -2430006.401029 + Penalty 1920.143828 = -2428086.257200 nChanged 56 SP:Iteration 30Q (508.546334 sec): 3 clusters Score: Raw -2430017.511418 + Penalty 1920.143828 = -2428097.367589 nChanged 55 SP:Iteration 31Q (508.581982 sec): 3 clusters Score: Raw -2430028.866097 + Penalty 1920.143828 = -2428108.722269 nChanged 49 SP:Iteration 32Q (508.617286 sec): 3 clusters Score: Raw -2430039.991057 + Penalty 1920.143828 = -2428119.847228 nChanged 48 SP:Iteration 33Q (508.652705 sec): 3 clusters Score: Raw -2430048.343274 + Penalty 1920.143828 = -2428128.199446 nChanged 41 SP:Iteration 34Q (508.689223 sec): 3 clusters Score: Raw -2430053.822023 + Penalty 1920.143828 = -2428133.678195 nChanged 37 SP:Iteration 35Q (508.732693 sec): 3 clusters Score: Raw -2430058.362254 + Penalty 1920.143828 = -2428138.218426 nChanged 33 SP:Iteration 36Q (508.767320 sec): 3 clusters Score: Raw -2430063.216428 + Penalty 1920.143828 = -2428143.072599 nChanged 36 SP:Iteration 37Q (508.802543 sec): 3 clusters Score: Raw -2430068.859658 + Penalty 1920.143828 = -2428148.715829 nChanged 45 SP:Iteration 38Q (508.837733 sec): 3 clusters Score: Raw -2430075.994210 + Penalty 1920.143828 = -2428155.850381 nChanged 44 SP:Iteration 39Q (508.873004 sec): 3 clusters Score: Raw -2430084.024946 + Penalty 1920.143828 = -2428163.881118 nChanged 48 SP:Iteration 40F (508.912675 sec): 3 clusters Score: Raw -2430095.394509 + Penalty 1920.143828 = -2428175.250681 nChanged 47 SP:Iteration 41Q (508.947878 sec): 3 clusters Score: Raw -2430104.721542 + Penalty 1920.143828 = -2428184.577714 nChanged 38 SP:Iteration 42Q (508.983094 sec): 3 clusters Score: Raw -2430111.382849 + Penalty 1920.143828 = -2428191.239021 nChanged 41 SP:Iteration 43Q (509.018031 sec): 3 clusters Score: Raw -2430119.391555 + Penalty 1920.143828 = -2428199.247727 nChanged 42 SP:Iteration 44Q (509.053226 sec): 3 clusters Score: Raw -2430129.090423 + Penalty 1920.143828 = -2428208.946594 nChanged 45 SP:Iteration 45Q (509.088187 sec): 3 clusters Score: Raw -2430140.097523 + Penalty 1920.143828 = -2428219.953694 nChanged 57 SP:Iteration 46Q (509.123188 sec): 3 clusters Score: Raw -2430154.183680 + Penalty 1920.143828 = -2428234.039852 nChanged 48 SP:Iteration 47Q (509.158082 sec): 3 clusters Score: Raw -2430164.096254 + Penalty 1920.143828 = -2428243.952425 nChanged 36 SP:Iteration 48Q (509.192996 sec): 3 clusters Score: Raw -2430170.861805 + Penalty 1920.143828 = -2428250.717976 nChanged 35 SP:Iteration 49Q (509.227824 sec): 3 clusters Score: Raw -2430177.177845 + Penalty 1920.143828 = -2428257.034017 nChanged 32 SP:Iteration 50Q (509.262753 sec): 3 clusters Score: Raw -2430182.641750 + Penalty 1920.143828 = -2428262.497921 nChanged 26 SP:Iteration 51Q (509.297641 sec): 3 clusters Score: Raw -2430187.688221 + Penalty 1920.143828 = -2428267.544392 nChanged 29 SP:Iteration 52Q (509.332579 sec): 3 clusters Score: Raw -2430192.870577 + Penalty 1920.143828 = -2428272.726749 nChanged 34 SP:Iteration 53Q (509.367265 sec): 3 clusters Score: Raw -2430198.906451 + Penalty 1920.143828 = -2428278.762623 nChanged 33 SP:Iteration 54Q (509.402066 sec): 3 clusters Score: Raw -2430205.959866 + Penalty 1920.143828 = -2428285.816037 nChanged 33 SP:Iteration 55Q (509.436756 sec): 3 clusters Score: Raw -2430212.864493 + Penalty 1920.143828 = -2428292.720664 nChanged 28 SP:Iteration 56Q (509.471640 sec): 3 clusters Score: Raw -2430218.993862 + Penalty 1920.143828 = -2428298.850033 nChanged 26 SP:Iteration 57Q (509.506342 sec): 3 clusters Score: Raw -2430224.242637 + Penalty 1920.143828 = -2428304.098809 nChanged 26 SP:Iteration 58Q (509.541071 sec): 3 clusters Score: Raw -2430230.386562 + Penalty 1920.143828 = -2428310.242734 nChanged 30 SP:Iteration 59Q (509.575682 sec): 3 clusters Score: Raw -2430237.296191 + Penalty 1920.143828 = -2428317.152363 nChanged 34 SP:Iteration 60F (509.615398 sec): 3 clusters Score: Raw -2430244.456125 + Penalty 1920.143828 = -2428324.312297 nChanged 24 SP:Iteration 61Q (509.650199 sec): 3 clusters Score: Raw -2430248.058477 + Penalty 1920.143828 = -2428327.914648 nChanged 12 SP:Iteration 62Q (509.684722 sec): 3 clusters Score: Raw -2430249.624065 + Penalty 1920.143828 = -2428329.480237 nChanged 9 SP:Iteration 63Q (509.719379 sec): 3 clusters Score: Raw -2430250.671517 + Penalty 1920.143828 = -2428330.527688 nChanged 7 SP:Iteration 64Q (509.753991 sec): 3 clusters Score: Raw -2430251.416560 + Penalty 1920.143828 = -2428331.272732 nChanged 6 SP:Iteration 65Q (509.788689 sec): 3 clusters Score: Raw -2430252.170200 + Penalty 1920.143828 = -2428332.026372 nChanged 8 SP:Iteration 66Q (509.823214 sec): 3 clusters Score: Raw -2430252.866338 + Penalty 1920.143828 = -2428332.722509 nChanged 4 SP:Iteration 67Q (509.857781 sec): 3 clusters Score: Raw -2430253.256790 + Penalty 1920.143828 = -2428333.112962 nChanged 2 SP:Iteration 68Q (509.892391 sec): 3 clusters Score: Raw -2430253.435819 + Penalty 1920.143828 = -2428333.291991 nChanged 3 SP:Iteration 69Q (509.926961 sec): 3 clusters Score: Raw -2430253.655135 + Penalty 1920.143828 = -2428333.511307 nChanged 5 SP:Iteration 70Q (509.961512 sec): 3 clusters Score: Raw -2430254.061136 + Penalty 1920.143828 = -2428333.917307 nChanged 2 SP:Iteration 71Q (509.996266 sec): 3 clusters Score: Raw -2430254.287935 + Penalty 1920.143828 = -2428334.144107 nChanged 2 SP:Iteration 72Q (510.030837 sec): 3 clusters Score: Raw -2430254.527089 + Penalty 1920.143828 = -2428334.383261 nChanged 2 SP:Iteration 73Q (510.065660 sec): 3 clusters Score: Raw -2430254.954790 + Penalty 1920.143828 = -2428334.810962 nChanged 4 SP:Iteration 74Q (510.100113 sec): 3 clusters Score: Raw -2430255.328661 + Penalty 1920.143828 = -2428335.184833 nChanged 1 SP:Iteration 75Q (510.134672 sec): 3 clusters Score: Raw -2430255.455991 + Penalty 1920.143828 = -2428335.312162 nChanged 3 SP:Iteration 76Q (510.184918 sec): 3 clusters Score: Raw -2430255.878503 + Penalty 1920.143828 = -2428335.734674 nChanged 2 SP:Iteration 77Q (510.222072 sec): 3 clusters Score: Raw -2430256.116800 + Penalty 1920.143828 = -2428335.972971 nChanged 2 SP:Iteration 78Q (510.256487 sec): 3 clusters Score: Raw -2430256.224113 + Penalty 1920.143828 = -2428336.080285 nChanged 0 SP:Iteration 79F (510.296336 sec): 3 clusters Score: Raw -2430256.224113 + Penalty 1920.143828 = -2428336.080285 nChanged 0 Trying to split cluster 9 (54738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.364597 sec): 2 clusters Score: Raw -4980156.290080 + Penalty 1036.479777 = -4979119.810303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.442537 sec): 3 clusters Score: Raw -4944656.227131 + Penalty 2072.959555 = -4942583.267577 nChanged 26254 SP:Iteration 1F (510.516404 sec): 3 clusters Score: Raw -4960021.376972 + Penalty 2072.959555 = -4957948.417417 nChanged 2516 SP:Iteration 2Q (510.594402 sec): 3 clusters Score: Raw -4960895.326943 + Penalty 2072.959555 = -4958822.367389 nChanged 2599 SP:Iteration 3Q (510.672257 sec): 3 clusters Score: Raw -4961898.295115 + Penalty 2072.959555 = -4959825.335561 nChanged 2746 SP:Iteration 4F (510.746133 sec): 3 clusters Score: Raw -4963155.033765 + Penalty 2072.959555 = -4961082.074210 nChanged 2997 SP:Iteration 5F (510.819871 sec): 3 clusters Score: Raw -4964764.717024 + Penalty 2072.959555 = -4962691.757470 nChanged 3301 SP:Iteration 6F (510.893559 sec): 3 clusters Score: Raw -4966784.286604 + Penalty 2072.959555 = -4964711.327050 nChanged 3223 SP:Iteration 7F (510.967322 sec): 3 clusters Score: Raw -4969005.751387 + Penalty 2072.959555 = -4966932.791833 nChanged 2960 SP:Iteration 8F (511.041143 sec): 3 clusters Score: Raw -4971363.534552 + Penalty 2072.959555 = -4969290.574998 nChanged 2519 SP:Iteration 9Q (511.117054 sec): 3 clusters Score: Raw -4973411.119837 + Penalty 2072.959555 = -4971338.160282 nChanged 1852 SP:Iteration 10Q (511.190298 sec): 3 clusters Score: Raw -4974762.048472 + Penalty 2072.959555 = -4972689.088917 nChanged 1385 SP:Iteration 11Q (511.261501 sec): 3 clusters Score: Raw -4975699.595054 + Penalty 2072.959555 = -4973626.635499 nChanged 1124 SP:Iteration 12Q (511.331173 sec): 3 clusters Score: Raw -4976424.523420 + Penalty 2072.959555 = -4974351.563865 nChanged 936 SP:Iteration 13Q (511.399970 sec): 3 clusters Score: Raw -4977032.480178 + Penalty 2072.959555 = -4974959.520623 nChanged 833 SP:Iteration 14Q (511.478529 sec): 3 clusters Score: Raw -4977585.229109 + Penalty 2072.959555 = -4975512.269554 nChanged 733 SP:Iteration 15Q (511.546718 sec): 3 clusters Score: Raw -4978057.605871 + Penalty 2072.959555 = -4975984.646317 nChanged 632 SP:Iteration 16Q (511.612985 sec): 3 clusters Score: Raw -4978472.894710 + Penalty 2072.959555 = -4976399.935155 nChanged 493 SP:Iteration 17Q (511.678463 sec): 3 clusters Score: Raw -4978781.153531 + Penalty 2072.959555 = -4976708.193976 nChanged 403 SP:Iteration 18Q (511.743489 sec): 3 clusters Score: Raw -4979023.845310 + Penalty 2072.959555 = -4976950.885755 nChanged 359 SP:Iteration 19Q (511.808034 sec): 3 clusters Score: Raw -4979217.964325 + Penalty 2072.959555 = -4977145.004770 nChanged 299 SP:Iteration 20F (511.881738 sec): 3 clusters Score: Raw -4979346.958022 + Penalty 2072.959555 = -4977273.998468 nChanged 220 SP:Iteration 21Q (511.945496 sec): 3 clusters Score: Raw -4979435.251716 + Penalty 2072.959555 = -4977362.292161 nChanged 209 SP:Iteration 22Q (512.009082 sec): 3 clusters Score: Raw -4979528.995719 + Penalty 2072.959555 = -4977456.036165 nChanged 212 SP:Iteration 23Q (512.072377 sec): 3 clusters Score: Raw -4979613.621848 + Penalty 2072.959555 = -4977540.662294 nChanged 177 SP:Iteration 24Q (512.135763 sec): 3 clusters Score: Raw -4979688.476421 + Penalty 2072.959555 = -4977615.516866 nChanged 161 SP:Iteration 25Q (512.199049 sec): 3 clusters Score: Raw -4979751.320124 + Penalty 2072.959555 = -4977678.360569 nChanged 148 SP:Iteration 26Q (512.261548 sec): 3 clusters Score: Raw -4979811.827740 + Penalty 2072.959555 = -4977738.868185 nChanged 131 SP:Iteration 27Q (512.322771 sec): 3 clusters Score: Raw -4979868.948789 + Penalty 2072.959555 = -4977795.989234 nChanged 103 SP:Iteration 28Q (512.385821 sec): 3 clusters Score: Raw -4979908.966214 + Penalty 2072.959555 = -4977836.006660 nChanged 93 SP:Iteration 29Q (512.447891 sec): 3 clusters Score: Raw -4979941.762672 + Penalty 2072.959555 = -4977868.803117 nChanged 86 SP:Iteration 30Q (512.509952 sec): 3 clusters Score: Raw -4979972.084366 + Penalty 2072.959555 = -4977899.124811 nChanged 74 SP:Iteration 31Q (512.571921 sec): 3 clusters Score: Raw -4979996.827362 + Penalty 2072.959555 = -4977923.867807 nChanged 59 SP:Iteration 32Q (512.634121 sec): 3 clusters Score: Raw -4980017.362143 + Penalty 2072.959555 = -4977944.402588 nChanged 75 SP:Iteration 33Q (512.696353 sec): 3 clusters Score: Raw -4980046.290072 + Penalty 2072.959555 = -4977973.330518 nChanged 59 SP:Iteration 34Q (512.758347 sec): 3 clusters Score: Raw -4980067.653878 + Penalty 2072.959555 = -4977994.694323 nChanged 57 SP:Iteration 35Q (512.820142 sec): 3 clusters Score: Raw -4980087.721454 + Penalty 2072.959555 = -4978014.761899 nChanged 48 SP:Iteration 36Q (512.881887 sec): 3 clusters Score: Raw -4980102.325129 + Penalty 2072.959555 = -4978029.365575 nChanged 33 SP:Iteration 37Q (512.943718 sec): 3 clusters Score: Raw -4980113.583187 + Penalty 2072.959555 = -4978040.623632 nChanged 42 SP:Iteration 38Q (513.005688 sec): 3 clusters Score: Raw -4980129.421051 + Penalty 2072.959555 = -4978056.461497 nChanged 40 SP:Iteration 39Q (513.067509 sec): 3 clusters Score: Raw -4980144.018529 + Penalty 2072.959555 = -4978071.058974 nChanged 45 SP:Iteration 40F (513.140472 sec): 3 clusters Score: Raw -4980159.813396 + Penalty 2072.959555 = -4978086.853841 nChanged 39 SP:Iteration 41Q (513.202462 sec): 3 clusters Score: Raw -4980173.535328 + Penalty 2072.959555 = -4978100.575773 nChanged 30 SP:Iteration 42Q (513.264256 sec): 3 clusters Score: Raw -4980185.492662 + Penalty 2072.959555 = -4978112.533108 nChanged 28 SP:Iteration 43Q (513.326164 sec): 3 clusters Score: Raw -4980195.739554 + Penalty 2072.959555 = -4978122.780000 nChanged 19 SP:Iteration 44Q (513.387945 sec): 3 clusters Score: Raw -4980204.711281 + Penalty 2072.959555 = -4978131.751726 nChanged 21 SP:Iteration 45Q (513.449667 sec): 3 clusters Score: Raw -4980213.619612 + Penalty 2072.959555 = -4978140.660058 nChanged 16 SP:Iteration 46Q (513.511324 sec): 3 clusters Score: Raw -4980219.154636 + Penalty 2072.959555 = -4978146.195081 nChanged 17 SP:Iteration 47Q (513.573035 sec): 3 clusters Score: Raw -4980227.423350 + Penalty 2072.959555 = -4978154.463795 nChanged 14 SP:Iteration 48Q (513.634879 sec): 3 clusters Score: Raw -4980235.543292 + Penalty 2072.959555 = -4978162.583738 nChanged 21 SP:Iteration 49Q (513.696540 sec): 3 clusters Score: Raw -4980245.316383 + Penalty 2072.959555 = -4978172.356829 nChanged 20 SP:Iteration 50Q (513.758248 sec): 3 clusters Score: Raw -4980254.365989 + Penalty 2072.959555 = -4978181.406434 nChanged 20 SP:Iteration 51Q (513.819961 sec): 3 clusters Score: Raw -4980264.056453 + Penalty 2072.959555 = -4978191.096899 nChanged 13 SP:Iteration 52Q (513.881779 sec): 3 clusters Score: Raw -4980269.695646 + Penalty 2072.959555 = -4978196.736092 nChanged 7 SP:Iteration 53Q (513.943436 sec): 3 clusters Score: Raw -4980272.623690 + Penalty 2072.959555 = -4978199.664135 nChanged 7 SP:Iteration 54Q (514.005249 sec): 3 clusters Score: Raw -4980275.658790 + Penalty 2072.959555 = -4978202.699235 nChanged 7 SP:Iteration 55Q (514.066987 sec): 3 clusters Score: Raw -4980279.813146 + Penalty 2072.959555 = -4978206.853591 nChanged 16 SP:Iteration 56Q (514.128628 sec): 3 clusters Score: Raw -4980288.070451 + Penalty 2072.959555 = -4978215.110896 nChanged 13 SP:Iteration 57Q (514.190219 sec): 3 clusters Score: Raw -4980294.203846 + Penalty 2072.959555 = -4978221.244291 nChanged 12 SP:Iteration 58Q (514.251908 sec): 3 clusters Score: Raw -4980299.722411 + Penalty 2072.959555 = -4978226.762856 nChanged 9 SP:Iteration 59Q (514.313604 sec): 3 clusters Score: Raw -4980303.332808 + Penalty 2072.959555 = -4978230.373253 nChanged 3 SP:Iteration 60F (514.386372 sec): 3 clusters Score: Raw -4980304.245799 + Penalty 2072.959555 = -4978231.286245 nChanged 1 SP:Iteration 61Q (514.447951 sec): 3 clusters Score: Raw -4980304.905978 + Penalty 2072.959555 = -4978231.946424 nChanged 2 SP:Iteration 62Q (514.509559 sec): 3 clusters Score: Raw -4980305.433141 + Penalty 2072.959555 = -4978232.473587 nChanged 2 SP:Iteration 63Q (514.571330 sec): 3 clusters Score: Raw -4980306.507450 + Penalty 2072.959555 = -4978233.547895 nChanged 3 SP:Iteration 64Q (514.632939 sec): 3 clusters Score: Raw -4980307.863689 + Penalty 2072.959555 = -4978234.904134 nChanged 3 SP:Iteration 65Q (514.694649 sec): 3 clusters Score: Raw -4980308.759786 + Penalty 2072.959555 = -4978235.800231 nChanged 0 SP:Iteration 66F (514.767408 sec): 3 clusters Score: Raw -4980308.759786 + Penalty 2072.959555 = -4978235.800231 nChanged 0 Trying to split cluster 10 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (514.772787 sec): 2 clusters Score: Raw -96353.619451 + Penalty 678.943357 = -95674.676094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (514.778199 sec): 3 clusters Score: Raw -95845.810634 + Penalty 1357.886714 = -94487.923920 nChanged 462 SP:Iteration 1F (514.783242 sec): 3 clusters Score: Raw -96280.655008 + Penalty 1357.886714 = -94922.768294 nChanged 100 SP:Iteration 2F (514.788257 sec): 3 clusters Score: Raw -96391.801289 + Penalty 1357.886714 = -95033.914575 nChanged 79 SP:Iteration 3F (514.793252 sec): 3 clusters Score: Raw -96473.612027 + Penalty 1357.886714 = -95115.725312 nChanged 57 SP:Iteration 4Q (514.798213 sec): 3 clusters Score: Raw -96535.768689 + Penalty 1357.886714 = -95177.881975 nChanged 49 SP:Iteration 5Q (514.803107 sec): 3 clusters Score: Raw -96596.849955 + Penalty 1357.886714 = -95238.963241 nChanged 42 SP:Iteration 6Q (514.808044 sec): 3 clusters Score: Raw -96638.265695 + Penalty 1357.886714 = -95280.378981 nChanged 29 SP:Iteration 7Q (514.812957 sec): 3 clusters Score: Raw -96661.374209 + Penalty 1357.886714 = -95303.487495 nChanged 19 SP:Iteration 8Q (514.817818 sec): 3 clusters Score: Raw -96675.664977 + Penalty 1357.886714 = -95317.778263 nChanged 18 SP:Iteration 9Q (514.822661 sec): 3 clusters Score: Raw -96690.580977 + Penalty 1357.886714 = -95332.694263 nChanged 28 SP:Iteration 10Q (514.827551 sec): 3 clusters Score: Raw -96714.323333 + Penalty 1357.886714 = -95356.436619 nChanged 21 SP:Iteration 11Q (514.832431 sec): 3 clusters Score: Raw -96733.400746 + Penalty 1357.886714 = -95375.514032 nChanged 17 SP:Iteration 12Q (514.837307 sec): 3 clusters Score: Raw -96747.009330 + Penalty 1357.886714 = -95389.122616 nChanged 22 SP:Iteration 13Q (514.842117 sec): 3 clusters Score: Raw -96766.651851 + Penalty 1357.886714 = -95408.765137 nChanged 18 SP:Iteration 14Q (514.846962 sec): 3 clusters Score: Raw -96781.905414 + Penalty 1357.886714 = -95424.018700 nChanged 21 SP:Iteration 15Q (514.851805 sec): 3 clusters Score: Raw -96798.937566 + Penalty 1357.886714 = -95441.050852 nChanged 17 SP:Iteration 16Q (514.856571 sec): 3 clusters Score: Raw -96809.663329 + Penalty 1357.886714 = -95451.776615 nChanged 12 SP:Iteration 17Q (514.861363 sec): 3 clusters Score: Raw -96819.457086 + Penalty 1357.886714 = -95461.570372 nChanged 19 SP:Iteration 18Q (514.866139 sec): 3 clusters Score: Raw -96837.249392 + Penalty 1357.886714 = -95479.362678 nChanged 16 SP:Iteration 19Q (514.870953 sec): 3 clusters Score: Raw -96850.902583 + Penalty 1357.886714 = -95493.015869 nChanged 15 SP:Iteration 20F (514.875892 sec): 3 clusters Score: Raw -96864.481963 + Penalty 1357.886714 = -95506.595249 nChanged 18 SP:Iteration 21Q (514.880734 sec): 3 clusters Score: Raw -96877.209976 + Penalty 1357.886714 = -95519.323262 nChanged 13 SP:Iteration 22Q (514.885565 sec): 3 clusters Score: Raw -96887.727953 + Penalty 1357.886714 = -95529.841239 nChanged 10 SP:Iteration 23Q (514.890378 sec): 3 clusters Score: Raw -96899.321189 + Penalty 1357.886714 = -95541.434475 nChanged 17 SP:Iteration 24Q (514.895174 sec): 3 clusters Score: Raw -96920.062903 + Penalty 1357.886714 = -95562.176189 nChanged 16 SP:Iteration 25Q (514.900008 sec): 3 clusters Score: Raw -96935.880150 + Penalty 1357.886714 = -95577.993436 nChanged 11 SP:Iteration 26Q (514.904823 sec): 3 clusters Score: Raw -96944.521111 + Penalty 1357.886714 = -95586.634397 nChanged 9 SP:Iteration 27Q (514.909623 sec): 3 clusters Score: Raw -96950.605458 + Penalty 1357.886714 = -95592.718744 nChanged 5 SP:Iteration 28Q (514.914445 sec): 3 clusters Score: Raw -96953.622630 + Penalty 1357.886714 = -95595.735916 nChanged 3 SP:Iteration 29Q (514.919252 sec): 3 clusters Score: Raw -96954.620581 + Penalty 1357.886714 = -95596.733867 nChanged 1 SP:Iteration 30Q (514.924072 sec): 3 clusters Score: Raw -96955.228691 + Penalty 1357.886714 = -95597.341977 nChanged 2 SP:Iteration 31Q (514.928741 sec): 3 clusters Score: Raw -96955.574029 + Penalty 1357.886714 = -95597.687315 nChanged 0 SP:Iteration 32F (514.933754 sec): 3 clusters Score: Raw -96955.574029 + Penalty 1357.886714 = -95597.687315 nChanged 0 Trying to split cluster 11 (9158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (514.955176 sec): 2 clusters Score: Raw -900352.949008 + Penalty 866.626394 = -899486.322614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (514.979277 sec): 3 clusters Score: Raw -895002.972087 + Penalty 1733.252788 = -893269.719299 nChanged 4069 SP:Iteration 1F (515.002452 sec): 3 clusters Score: Raw -897408.193084 + Penalty 1733.252788 = -895674.940297 nChanged 753 SP:Iteration 2F (515.025786 sec): 3 clusters Score: Raw -897893.490391 + Penalty 1733.252788 = -896160.237604 nChanged 737 SP:Iteration 3F (515.049135 sec): 3 clusters Score: Raw -898403.415387 + Penalty 1733.252788 = -896670.162599 nChanged 690 SP:Iteration 4F (515.072430 sec): 3 clusters Score: Raw -898886.705914 + Penalty 1733.252788 = -897153.453126 nChanged 577 SP:Iteration 5F (515.095673 sec): 3 clusters Score: Raw -899343.322423 + Penalty 1733.252788 = -897610.069636 nChanged 485 SP:Iteration 6F (515.118854 sec): 3 clusters Score: Raw -899768.129313 + Penalty 1733.252788 = -898034.876526 nChanged 328 SP:Iteration 7Q (515.142181 sec): 3 clusters Score: Raw -900056.249525 + Penalty 1733.252788 = -898322.996738 nChanged 230 SP:Iteration 8Q (515.165155 sec): 3 clusters Score: Raw -900207.617339 + Penalty 1733.252788 = -898474.364551 nChanged 150 SP:Iteration 9Q (515.187591 sec): 3 clusters Score: Raw -900284.809156 + Penalty 1733.252788 = -898551.556368 nChanged 95 SP:Iteration 10Q (515.209870 sec): 3 clusters Score: Raw -900322.995954 + Penalty 1733.252788 = -898589.743166 nChanged 72 SP:Iteration 11Q (515.231992 sec): 3 clusters Score: Raw -900348.491719 + Penalty 1733.252788 = -898615.238931 nChanged 65 SP:Iteration 12Q (515.254133 sec): 3 clusters Score: Raw -900373.463948 + Penalty 1733.252788 = -898640.211160 nChanged 59 SP:Iteration 13Q (515.276075 sec): 3 clusters Score: Raw -900397.566695 + Penalty 1733.252788 = -898664.313907 nChanged 62 SP:Iteration 14Q (515.297917 sec): 3 clusters Score: Raw -900422.931710 + Penalty 1733.252788 = -898689.678922 nChanged 53 SP:Iteration 15Q (515.319879 sec): 3 clusters Score: Raw -900441.421681 + Penalty 1733.252788 = -898708.168893 nChanged 48 SP:Iteration 16Q (515.341800 sec): 3 clusters Score: Raw -900466.950266 + Penalty 1733.252788 = -898733.697479 nChanged 38 SP:Iteration 17Q (515.363601 sec): 3 clusters Score: Raw -900487.033937 + Penalty 1733.252788 = -898753.781150 nChanged 39 SP:Iteration 18Q (515.385280 sec): 3 clusters Score: Raw -900505.218410 + Penalty 1733.252788 = -898771.965623 nChanged 24 SP:Iteration 19Q (515.406855 sec): 3 clusters Score: Raw -900513.792996 + Penalty 1733.252788 = -898780.540208 nChanged 23 SP:Iteration 20F (515.430252 sec): 3 clusters Score: Raw -900522.179178 + Penalty 1733.252788 = -898788.926390 nChanged 18 SP:Iteration 21Q (515.451748 sec): 3 clusters Score: Raw -900526.799027 + Penalty 1733.252788 = -898793.546240 nChanged 15 SP:Iteration 22Q (515.473329 sec): 3 clusters Score: Raw -900530.640968 + Penalty 1733.252788 = -898797.388180 nChanged 20 SP:Iteration 23Q (515.494866 sec): 3 clusters Score: Raw -900536.453455 + Penalty 1733.252788 = -898803.200667 nChanged 19 SP:Iteration 24Q (515.516550 sec): 3 clusters Score: Raw -900543.020867 + Penalty 1733.252788 = -898809.768080 nChanged 17 SP:Iteration 25Q (515.538192 sec): 3 clusters Score: Raw -900548.270566 + Penalty 1733.252788 = -898815.017778 nChanged 18 SP:Iteration 26Q (515.559631 sec): 3 clusters Score: Raw -900552.842735 + Penalty 1733.252788 = -898819.589947 nChanged 15 SP:Iteration 27Q (515.581130 sec): 3 clusters Score: Raw -900558.046455 + Penalty 1733.252788 = -898824.793667 nChanged 18 SP:Iteration 28Q (515.602539 sec): 3 clusters Score: Raw -900563.516067 + Penalty 1733.252788 = -898830.263279 nChanged 13 SP:Iteration 29Q (515.624045 sec): 3 clusters Score: Raw -900567.315410 + Penalty 1733.252788 = -898834.062622 nChanged 19 SP:Iteration 30Q (515.645470 sec): 3 clusters Score: Raw -900574.867735 + Penalty 1733.252788 = -898841.614948 nChanged 22 SP:Iteration 31Q (515.667013 sec): 3 clusters Score: Raw -900581.593726 + Penalty 1733.252788 = -898848.340939 nChanged 19 SP:Iteration 32Q (515.688420 sec): 3 clusters Score: Raw -900585.797924 + Penalty 1733.252788 = -898852.545136 nChanged 15 SP:Iteration 33Q (515.709929 sec): 3 clusters Score: Raw -900590.851164 + Penalty 1733.252788 = -898857.598376 nChanged 12 SP:Iteration 34Q (515.731187 sec): 3 clusters Score: Raw -900593.870918 + Penalty 1733.252788 = -898860.618130 nChanged 9 SP:Iteration 35Q (515.752404 sec): 3 clusters Score: Raw -900595.705846 + Penalty 1733.252788 = -898862.453058 nChanged 10 SP:Iteration 36Q (515.773625 sec): 3 clusters Score: Raw -900599.835671 + Penalty 1733.252788 = -898866.582884 nChanged 10 SP:Iteration 37Q (515.794946 sec): 3 clusters Score: Raw -900603.110065 + Penalty 1733.252788 = -898869.857277 nChanged 13 SP:Iteration 38Q (515.816866 sec): 3 clusters Score: Raw -900606.365319 + Penalty 1733.252788 = -898873.112532 nChanged 10 SP:Iteration 39Q (515.838210 sec): 3 clusters Score: Raw -900608.690368 + Penalty 1733.252788 = -898875.437580 nChanged 9 SP:Iteration 40F (515.861664 sec): 3 clusters Score: Raw -900610.819731 + Penalty 1733.252788 = -898877.566943 nChanged 14 SP:Iteration 41Q (515.882807 sec): 3 clusters Score: Raw -900613.621933 + Penalty 1733.252788 = -898880.369146 nChanged 10 SP:Iteration 42Q (515.904019 sec): 3 clusters Score: Raw -900616.474509 + Penalty 1733.252788 = -898883.221722 nChanged 9 SP:Iteration 43Q (515.925419 sec): 3 clusters Score: Raw -900619.845183 + Penalty 1733.252788 = -898886.592395 nChanged 10 SP:Iteration 44Q (515.946687 sec): 3 clusters Score: Raw -900622.878819 + Penalty 1733.252788 = -898889.626032 nChanged 14 SP:Iteration 45Q (515.967847 sec): 3 clusters Score: Raw -900627.382243 + Penalty 1733.252788 = -898894.129455 nChanged 14 SP:Iteration 46Q (515.989008 sec): 3 clusters Score: Raw -900632.623883 + Penalty 1733.252788 = -898899.371096 nChanged 16 SP:Iteration 47Q (516.010254 sec): 3 clusters Score: Raw -900638.455729 + Penalty 1733.252788 = -898905.202941 nChanged 11 SP:Iteration 48Q (516.031344 sec): 3 clusters Score: Raw -900642.833509 + Penalty 1733.252788 = -898909.580721 nChanged 11 SP:Iteration 49Q (516.052611 sec): 3 clusters Score: Raw -900646.878013 + Penalty 1733.252788 = -898913.625225 nChanged 9 SP:Iteration 50Q (516.073660 sec): 3 clusters Score: Raw -900649.648436 + Penalty 1733.252788 = -898916.395648 nChanged 7 SP:Iteration 51Q (516.094858 sec): 3 clusters Score: Raw -900651.846917 + Penalty 1733.252788 = -898918.594130 nChanged 8 SP:Iteration 52Q (516.116054 sec): 3 clusters Score: Raw -900654.046435 + Penalty 1733.252788 = -898920.793647 nChanged 4 SP:Iteration 53Q (516.137116 sec): 3 clusters Score: Raw -900655.357655 + Penalty 1733.252788 = -898922.104868 nChanged 3 SP:Iteration 54Q (516.158304 sec): 3 clusters Score: Raw -900655.927684 + Penalty 1733.252788 = -898922.674896 nChanged 1 SP:Iteration 55Q (516.179545 sec): 3 clusters Score: Raw -900656.035535 + Penalty 1733.252788 = -898922.782747 nChanged 0 SP:Iteration 56F (516.202591 sec): 3 clusters Score: Raw -900656.035535 + Penalty 1733.252788 = -898922.782747 nChanged 0 Trying to split cluster 12 (18113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.231583 sec): 2 clusters Score: Raw -1684874.333394 + Penalty 931.416593 = -1683942.916800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.266325 sec): 3 clusters Score: Raw -1673710.730765 + Penalty 1862.833186 = -1671847.897578 nChanged 8358 SP:Iteration 1F (516.298858 sec): 3 clusters Score: Raw -1678784.865931 + Penalty 1862.833186 = -1676922.032745 nChanged 1298 SP:Iteration 2F (516.331756 sec): 3 clusters Score: Raw -1679668.936328 + Penalty 1862.833186 = -1677806.103141 nChanged 1335 SP:Iteration 3F (516.364536 sec): 3 clusters Score: Raw -1680691.176567 + Penalty 1862.833186 = -1678828.343381 nChanged 1313 SP:Iteration 4F (516.397282 sec): 3 clusters Score: Raw -1681744.748553 + Penalty 1862.833186 = -1679881.915366 nChanged 1196 SP:Iteration 5F (516.430092 sec): 3 clusters Score: Raw -1682623.816431 + Penalty 1862.833186 = -1680760.983244 nChanged 903 SP:Iteration 6Q (516.463024 sec): 3 clusters Score: Raw -1683272.038780 + Penalty 1862.833186 = -1681409.205594 nChanged 709 SP:Iteration 7Q (516.495411 sec): 3 clusters Score: Raw -1683688.681584 + Penalty 1862.833186 = -1681825.848398 nChanged 509 SP:Iteration 8Q (516.527536 sec): 3 clusters Score: Raw -1683974.407564 + Penalty 1862.833186 = -1682111.574378 nChanged 392 SP:Iteration 9Q (516.559138 sec): 3 clusters Score: Raw -1684182.049353 + Penalty 1862.833186 = -1682319.216166 nChanged 323 SP:Iteration 10Q (516.590550 sec): 3 clusters Score: Raw -1684345.767491 + Penalty 1862.833186 = -1682482.934304 nChanged 301 SP:Iteration 11Q (516.621847 sec): 3 clusters Score: Raw -1684499.638318 + Penalty 1862.833186 = -1682636.805132 nChanged 268 SP:Iteration 12Q (516.652862 sec): 3 clusters Score: Raw -1684634.199643 + Penalty 1862.833186 = -1682771.366457 nChanged 236 SP:Iteration 13Q (516.683649 sec): 3 clusters Score: Raw -1684766.995021 + Penalty 1862.833186 = -1682904.161835 nChanged 215 SP:Iteration 14Q (516.714309 sec): 3 clusters Score: Raw -1684892.652654 + Penalty 1862.833186 = -1683029.819467 nChanged 211 SP:Iteration 15Q (516.744778 sec): 3 clusters Score: Raw -1685006.207550 + Penalty 1862.833186 = -1683143.374363 nChanged 174 SP:Iteration 16Q (516.774885 sec): 3 clusters Score: Raw -1685086.991035 + Penalty 1862.833186 = -1683224.157849 nChanged 157 SP:Iteration 17Q (516.805138 sec): 3 clusters Score: Raw -1685152.091706 + Penalty 1862.833186 = -1683289.258520 nChanged 132 SP:Iteration 18Q (516.835324 sec): 3 clusters Score: Raw -1685196.330973 + Penalty 1862.833186 = -1683333.497787 nChanged 96 SP:Iteration 19Q (516.865287 sec): 3 clusters Score: Raw -1685225.764987 + Penalty 1862.833186 = -1683362.931801 nChanged 88 SP:Iteration 20F (516.897961 sec): 3 clusters Score: Raw -1685253.433238 + Penalty 1862.833186 = -1683390.600052 nChanged 69 SP:Iteration 21Q (516.928358 sec): 3 clusters Score: Raw -1685269.753916 + Penalty 1862.833186 = -1683406.920730 nChanged 57 SP:Iteration 22Q (516.990165 sec): 3 clusters Score: Raw -1685282.930159 + Penalty 1862.833186 = -1683420.096973 nChanged 44 SP:Iteration 23Q (517.019341 sec): 3 clusters Score: Raw -1685291.242692 + Penalty 1862.833186 = -1683428.409506 nChanged 40 SP:Iteration 24Q (517.049244 sec): 3 clusters Score: Raw -1685298.910509 + Penalty 1862.833186 = -1683436.077323 nChanged 44 SP:Iteration 25Q (517.078878 sec): 3 clusters Score: Raw -1685308.162625 + Penalty 1862.833186 = -1683445.329439 nChanged 43 SP:Iteration 26Q (517.108493 sec): 3 clusters Score: Raw -1685316.197566 + Penalty 1862.833186 = -1683453.364379 nChanged 42 SP:Iteration 27Q (517.138092 sec): 3 clusters Score: Raw -1685323.843170 + Penalty 1862.833186 = -1683461.009984 nChanged 32 SP:Iteration 28Q (517.167533 sec): 3 clusters Score: Raw -1685330.221579 + Penalty 1862.833186 = -1683467.388392 nChanged 29 SP:Iteration 29Q (517.196946 sec): 3 clusters Score: Raw -1685335.410961 + Penalty 1862.833186 = -1683472.577775 nChanged 25 SP:Iteration 30Q (517.226540 sec): 3 clusters Score: Raw -1685339.633868 + Penalty 1862.833186 = -1683476.800681 nChanged 28 SP:Iteration 31Q (517.255964 sec): 3 clusters Score: Raw -1685345.000820 + Penalty 1862.833186 = -1683482.167633 nChanged 22 SP:Iteration 32Q (517.285347 sec): 3 clusters Score: Raw -1685351.117413 + Penalty 1862.833186 = -1683488.284227 nChanged 18 SP:Iteration 33Q (517.314738 sec): 3 clusters Score: Raw -1685355.760545 + Penalty 1862.833186 = -1683492.927359 nChanged 16 SP:Iteration 34Q (517.344295 sec): 3 clusters Score: Raw -1685359.200801 + Penalty 1862.833186 = -1683496.367614 nChanged 14 SP:Iteration 35Q (517.373506 sec): 3 clusters Score: Raw -1685362.097994 + Penalty 1862.833186 = -1683499.264807 nChanged 15 SP:Iteration 36Q (517.402909 sec): 3 clusters Score: Raw -1685364.809207 + Penalty 1862.833186 = -1683501.976020 nChanged 10 SP:Iteration 37Q (517.432116 sec): 3 clusters Score: Raw -1685366.371214 + Penalty 1862.833186 = -1683503.538028 nChanged 8 SP:Iteration 38Q (517.461534 sec): 3 clusters Score: Raw -1685367.863402 + Penalty 1862.833186 = -1683505.030216 nChanged 8 SP:Iteration 39Q (517.490799 sec): 3 clusters Score: Raw -1685369.067637 + Penalty 1862.833186 = -1683506.234451 nChanged 11 SP:Iteration 40F (517.523441 sec): 3 clusters Score: Raw -1685371.928799 + Penalty 1862.833186 = -1683509.095612 nChanged 16 SP:Iteration 41Q (517.552879 sec): 3 clusters Score: Raw -1685377.089922 + Penalty 1862.833186 = -1683514.256735 nChanged 23 SP:Iteration 42Q (517.582285 sec): 3 clusters Score: Raw -1685382.463696 + Penalty 1862.833186 = -1683519.630510 nChanged 25 SP:Iteration 43Q (517.611620 sec): 3 clusters Score: Raw -1685389.726319 + Penalty 1862.833186 = -1683526.893132 nChanged 21 SP:Iteration 44Q (517.640942 sec): 3 clusters Score: Raw -1685395.206085 + Penalty 1862.833186 = -1683532.372899 nChanged 23 SP:Iteration 45Q (517.670135 sec): 3 clusters Score: Raw -1685400.801468 + Penalty 1862.833186 = -1683537.968281 nChanged 19 SP:Iteration 46Q (517.699613 sec): 3 clusters Score: Raw -1685405.376233 + Penalty 1862.833186 = -1683542.543047 nChanged 19 SP:Iteration 47Q (517.728807 sec): 3 clusters Score: Raw -1685409.814124 + Penalty 1862.833186 = -1683546.980937 nChanged 18 SP:Iteration 48Q (517.758041 sec): 3 clusters Score: Raw -1685412.897911 + Penalty 1862.833186 = -1683550.064725 nChanged 12 SP:Iteration 49Q (517.787272 sec): 3 clusters Score: Raw -1685415.204425 + Penalty 1862.833186 = -1683552.371239 nChanged 9 SP:Iteration 50Q (517.816443 sec): 3 clusters Score: Raw -1685416.541047 + Penalty 1862.833186 = -1683553.707860 nChanged 9 SP:Iteration 51Q (517.845501 sec): 3 clusters Score: Raw -1685417.671075 + Penalty 1862.833186 = -1683554.837889 nChanged 7 SP:Iteration 52Q (517.874797 sec): 3 clusters Score: Raw -1685419.159391 + Penalty 1862.833186 = -1683556.326204 nChanged 8 SP:Iteration 53Q (517.903913 sec): 3 clusters Score: Raw -1685420.332723 + Penalty 1862.833186 = -1683557.499536 nChanged 4 SP:Iteration 54Q (517.933192 sec): 3 clusters Score: Raw -1685421.275820 + Penalty 1862.833186 = -1683558.442633 nChanged 5 SP:Iteration 55Q (517.962397 sec): 3 clusters Score: Raw -1685422.346426 + Penalty 1862.833186 = -1683559.513239 nChanged 4 SP:Iteration 56Q (517.991485 sec): 3 clusters Score: Raw -1685423.072389 + Penalty 1862.833186 = -1683560.239202 nChanged 7 SP:Iteration 57Q (518.020552 sec): 3 clusters Score: Raw -1685424.548093 + Penalty 1862.833186 = -1683561.714906 nChanged 5 SP:Iteration 58Q (518.049825 sec): 3 clusters Score: Raw -1685425.345366 + Penalty 1862.833186 = -1683562.512180 nChanged 2 SP:Iteration 59Q (518.078925 sec): 3 clusters Score: Raw -1685425.745727 + Penalty 1862.833186 = -1683562.912541 nChanged 3 SP:Iteration 60F (518.111589 sec): 3 clusters Score: Raw -1685426.235839 + Penalty 1862.833186 = -1683563.402653 nChanged 4 SP:Iteration 61Q (518.140924 sec): 3 clusters Score: Raw -1685426.568781 + Penalty 1862.833186 = -1683563.735595 nChanged 1 SP:Iteration 62Q (518.170116 sec): 3 clusters Score: Raw -1685426.661336 + Penalty 1862.833186 = -1683563.828149 nChanged 1 SP:Iteration 63Q (518.199291 sec): 3 clusters Score: Raw -1685426.729661 + Penalty 1862.833186 = -1683563.896474 nChanged 0 SP:Iteration 64F (518.232043 sec): 3 clusters Score: Raw -1685426.729661 + Penalty 1862.833186 = -1683563.896474 nChanged 0 Trying to split cluster 13 (4033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (518.247940 sec): 2 clusters Score: Raw -376699.266076 + Penalty 788.715251 = -375910.550825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (518.263692 sec): 3 clusters Score: Raw -374565.484664 + Penalty 1577.430501 = -372988.054163 nChanged 1625 SP:Iteration 1F (518.278254 sec): 3 clusters Score: Raw -375419.257830 + Penalty 1577.430501 = -373841.827329 nChanged 323 SP:Iteration 2F (518.292679 sec): 3 clusters Score: Raw -375602.883173 + Penalty 1577.430501 = -374025.452672 nChanged 287 SP:Iteration 3F (518.307130 sec): 3 clusters Score: Raw -375788.393170 + Penalty 1577.430501 = -374210.962669 nChanged 280 SP:Iteration 4F (518.321627 sec): 3 clusters Score: Raw -376006.674480 + Penalty 1577.430501 = -374429.243979 nChanged 277 SP:Iteration 5F (518.336058 sec): 3 clusters Score: Raw -376224.827244 + Penalty 1577.430501 = -374647.396743 nChanged 257 SP:Iteration 6F (518.350441 sec): 3 clusters Score: Raw -376408.383229 + Penalty 1577.430501 = -374830.952728 nChanged 201 SP:Iteration 7Q (518.364817 sec): 3 clusters Score: Raw -376539.309344 + Penalty 1577.430501 = -374961.878843 nChanged 157 SP:Iteration 8Q (518.379047 sec): 3 clusters Score: Raw -376646.656839 + Penalty 1577.430501 = -375069.226338 nChanged 118 SP:Iteration 9Q (518.393457 sec): 3 clusters Score: Raw -376724.618279 + Penalty 1577.430501 = -375147.187778 nChanged 85 SP:Iteration 10Q (518.407731 sec): 3 clusters Score: Raw -376777.810913 + Penalty 1577.430501 = -375200.380412 nChanged 64 SP:Iteration 11Q (518.422074 sec): 3 clusters Score: Raw -376815.903003 + Penalty 1577.430501 = -375238.472502 nChanged 58 SP:Iteration 12Q (518.436422 sec): 3 clusters Score: Raw -376852.757954 + Penalty 1577.430501 = -375275.327453 nChanged 55 SP:Iteration 13Q (518.450627 sec): 3 clusters Score: Raw -376891.206414 + Penalty 1577.430501 = -375313.775913 nChanged 45 SP:Iteration 14Q (518.464951 sec): 3 clusters Score: Raw -376919.784612 + Penalty 1577.430501 = -375342.354111 nChanged 41 SP:Iteration 15Q (518.479173 sec): 3 clusters Score: Raw -376943.565435 + Penalty 1577.430501 = -375366.134934 nChanged 27 SP:Iteration 16Q (518.493297 sec): 3 clusters Score: Raw -376958.314040 + Penalty 1577.430501 = -375380.883539 nChanged 22 SP:Iteration 17Q (518.507455 sec): 3 clusters Score: Raw -376966.878724 + Penalty 1577.430501 = -375389.448223 nChanged 20 SP:Iteration 18Q (518.521542 sec): 3 clusters Score: Raw -376974.371588 + Penalty 1577.430501 = -375396.941087 nChanged 14 SP:Iteration 19Q (518.535492 sec): 3 clusters Score: Raw -376979.384316 + Penalty 1577.430501 = -375401.953815 nChanged 8 SP:Iteration 20F (518.549848 sec): 3 clusters Score: Raw -376980.961524 + Penalty 1577.430501 = -375403.531023 nChanged 6 SP:Iteration 21Q (518.563942 sec): 3 clusters Score: Raw -376983.165506 + Penalty 1577.430501 = -375405.735005 nChanged 9 SP:Iteration 22Q (518.578050 sec): 3 clusters Score: Raw -376986.689526 + Penalty 1577.430501 = -375409.259024 nChanged 8 SP:Iteration 23Q (518.592128 sec): 3 clusters Score: Raw -376988.512101 + Penalty 1577.430501 = -375411.081600 nChanged 5 SP:Iteration 24Q (518.606153 sec): 3 clusters Score: Raw -376990.988234 + Penalty 1577.430501 = -375413.557733 nChanged 7 SP:Iteration 25Q (518.620163 sec): 3 clusters Score: Raw -376993.806143 + Penalty 1577.430501 = -375416.375642 nChanged 8 SP:Iteration 26Q (518.634209 sec): 3 clusters Score: Raw -376995.273927 + Penalty 1577.430501 = -375417.843426 nChanged 0 SP:Iteration 27F (518.648587 sec): 3 clusters Score: Raw -376995.273927 + Penalty 1577.430501 = -375417.843426 nChanged 0 Trying to split cluster 14 (3648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (518.665224 sec): 2 clusters Score: Raw -344452.638456 + Penalty 779.183763 = -343673.454692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (518.679604 sec): 3 clusters Score: Raw -342530.712905 + Penalty 1558.367527 = -340972.345378 nChanged 1467 SP:Iteration 1F (518.692956 sec): 3 clusters Score: Raw -343375.828241 + Penalty 1558.367527 = -341817.460715 nChanged 265 SP:Iteration 2F (518.706239 sec): 3 clusters Score: Raw -343520.261135 + Penalty 1558.367527 = -341961.893608 nChanged 179 SP:Iteration 3Q (518.719608 sec): 3 clusters Score: Raw -343605.285032 + Penalty 1558.367527 = -342046.917505 nChanged 146 SP:Iteration 4Q (518.732899 sec): 3 clusters Score: Raw -343693.874297 + Penalty 1558.367527 = -342135.506771 nChanged 149 SP:Iteration 5Q (518.746169 sec): 3 clusters Score: Raw -343774.123071 + Penalty 1558.367527 = -342215.755544 nChanged 119 SP:Iteration 6Q (518.759456 sec): 3 clusters Score: Raw -343832.970309 + Penalty 1558.367527 = -342274.602782 nChanged 118 SP:Iteration 7Q (518.772734 sec): 3 clusters Score: Raw -343910.933777 + Penalty 1558.367527 = -342352.566250 nChanged 139 SP:Iteration 8Q (518.785982 sec): 3 clusters Score: Raw -343996.962641 + Penalty 1558.367527 = -342438.595114 nChanged 114 SP:Iteration 9Q (518.799198 sec): 3 clusters Score: Raw -344070.798070 + Penalty 1558.367527 = -342512.430544 nChanged 113 SP:Iteration 10Q (518.812362 sec): 3 clusters Score: Raw -344141.927148 + Penalty 1558.367527 = -342583.559621 nChanged 100 SP:Iteration 11Q (518.825489 sec): 3 clusters Score: Raw -344204.394468 + Penalty 1558.367527 = -342646.026941 nChanged 70 SP:Iteration 12Q (518.838575 sec): 3 clusters Score: Raw -344241.244450 + Penalty 1558.367527 = -342682.876923 nChanged 50 SP:Iteration 13Q (518.851701 sec): 3 clusters Score: Raw -344263.158833 + Penalty 1558.367527 = -342704.791306 nChanged 36 SP:Iteration 14Q (518.864819 sec): 3 clusters Score: Raw -344274.629357 + Penalty 1558.367527 = -342716.261831 nChanged 30 SP:Iteration 15Q (518.877876 sec): 3 clusters Score: Raw -344284.314085 + Penalty 1558.367527 = -342725.946558 nChanged 27 SP:Iteration 16Q (518.890930 sec): 3 clusters Score: Raw -344293.446521 + Penalty 1558.367527 = -342735.078994 nChanged 23 SP:Iteration 17Q (518.903854 sec): 3 clusters Score: Raw -344301.699758 + Penalty 1558.367527 = -342743.332231 nChanged 21 SP:Iteration 18Q (518.916835 sec): 3 clusters Score: Raw -344307.391686 + Penalty 1558.367527 = -342749.024159 nChanged 14 SP:Iteration 19Q (518.929474 sec): 3 clusters Score: Raw -344314.427199 + Penalty 1558.367527 = -342756.059673 nChanged 17 SP:Iteration 20F (518.942736 sec): 3 clusters Score: Raw -344319.284823 + Penalty 1558.367527 = -342760.917296 nChanged 14 SP:Iteration 21Q (518.955740 sec): 3 clusters Score: Raw -344322.268537 + Penalty 1558.367527 = -342763.901010 nChanged 10 SP:Iteration 22Q (518.968565 sec): 3 clusters Score: Raw -344324.312692 + Penalty 1558.367527 = -342765.945166 nChanged 5 SP:Iteration 23Q (518.981544 sec): 3 clusters Score: Raw -344325.017742 + Penalty 1558.367527 = -342766.650216 nChanged 3 SP:Iteration 24Q (518.994509 sec): 3 clusters Score: Raw -344325.391608 + Penalty 1558.367527 = -342767.024082 nChanged 1 SP:Iteration 25Q (519.007376 sec): 3 clusters Score: Raw -344325.623418 + Penalty 1558.367527 = -342767.255891 nChanged 2 SP:Iteration 26Q (519.020358 sec): 3 clusters Score: Raw -344325.841524 + Penalty 1558.367527 = -342767.473998 nChanged 1 SP:Iteration 27Q (519.033355 sec): 3 clusters Score: Raw -344326.004898 + Penalty 1558.367527 = -342767.637371 nChanged 2 SP:Iteration 28Q (519.046331 sec): 3 clusters Score: Raw -344326.201581 + Penalty 1558.367527 = -342767.834054 nChanged 3 SP:Iteration 29Q (519.059305 sec): 3 clusters Score: Raw -344326.612612 + Penalty 1558.367527 = -342768.245085 nChanged 3 SP:Iteration 30Q (519.072306 sec): 3 clusters Score: Raw -344327.391898 + Penalty 1558.367527 = -342769.024371 nChanged 2 SP:Iteration 31Q (519.085235 sec): 3 clusters Score: Raw -344327.644583 + Penalty 1558.367527 = -342769.277056 nChanged 2 SP:Iteration 32Q (519.098230 sec): 3 clusters Score: Raw -344328.200087 + Penalty 1558.367527 = -342769.832560 nChanged 1 SP:Iteration 33Q (519.111178 sec): 3 clusters Score: Raw -344328.570461 + Penalty 1558.367527 = -342770.202934 nChanged 2 SP:Iteration 34Q (519.124083 sec): 3 clusters Score: Raw -344329.191343 + Penalty 1558.367527 = -342770.823816 nChanged 5 SP:Iteration 35Q (519.137107 sec): 3 clusters Score: Raw -344330.596140 + Penalty 1558.367527 = -342772.228613 nChanged 3 SP:Iteration 36Q (519.150029 sec): 3 clusters Score: Raw -344331.764280 + Penalty 1558.367527 = -342773.396753 nChanged 5 SP:Iteration 37Q (519.162987 sec): 3 clusters Score: Raw -344332.975975 + Penalty 1558.367527 = -342774.608448 nChanged 4 SP:Iteration 38Q (519.175800 sec): 3 clusters Score: Raw -344333.574443 + Penalty 1558.367527 = -342775.206916 nChanged 5 SP:Iteration 39Q (519.188612 sec): 3 clusters Score: Raw -344334.061850 + Penalty 1558.367527 = -342775.694323 nChanged 5 SP:Iteration 40F (519.201845 sec): 3 clusters Score: Raw -344335.143594 + Penalty 1558.367527 = -342776.776068 nChanged 6 SP:Iteration 41Q (519.214809 sec): 3 clusters Score: Raw -344336.305170 + Penalty 1558.367527 = -342777.937643 nChanged 1 SP:Iteration 42Q (519.227799 sec): 3 clusters Score: Raw -344336.635758 + Penalty 1558.367527 = -342778.268232 nChanged 0 SP:Iteration 43F (519.241005 sec): 3 clusters Score: Raw -344336.635758 + Penalty 1558.367527 = -342778.268232 nChanged 0 Trying to split cluster 15 (13763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.266143 sec): 2 clusters Score: Raw -1306283.289931 + Penalty 905.325216 = -1305377.964716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (519.295530 sec): 3 clusters Score: Raw -1297952.780978 + Penalty 1810.650431 = -1296142.130547 nChanged 6310 SP:Iteration 1F (519.323690 sec): 3 clusters Score: Raw -1302436.279485 + Penalty 1810.650431 = -1300625.629054 nChanged 1220 SP:Iteration 2F (519.351960 sec): 3 clusters Score: Raw -1303754.876555 + Penalty 1810.650431 = -1301944.226124 nChanged 1264 SP:Iteration 3F (519.379998 sec): 3 clusters Score: Raw -1305290.863015 + Penalty 1810.650431 = -1303480.212584 nChanged 1082 SP:Iteration 4F (519.408045 sec): 3 clusters Score: Raw -1306274.768243 + Penalty 1810.650431 = -1304464.117812 nChanged 765 SP:Iteration 5F (519.436219 sec): 3 clusters Score: Raw -1306767.664717 + Penalty 1810.650431 = -1304957.014286 nChanged 465 SP:Iteration 6Q (519.463760 sec): 3 clusters Score: Raw -1307006.751660 + Penalty 1810.650431 = -1305196.101229 nChanged 338 SP:Iteration 7Q (519.490986 sec): 3 clusters Score: Raw -1307178.154712 + Penalty 1810.650431 = -1305367.504281 nChanged 291 SP:Iteration 8Q (519.518232 sec): 3 clusters Score: Raw -1307322.418568 + Penalty 1810.650431 = -1305511.768137 nChanged 250 SP:Iteration 9Q (519.545392 sec): 3 clusters Score: Raw -1307444.086231 + Penalty 1810.650431 = -1305633.435799 nChanged 256 SP:Iteration 10Q (519.572301 sec): 3 clusters Score: Raw -1307556.780735 + Penalty 1810.650431 = -1305746.130304 nChanged 222 SP:Iteration 11Q (519.599112 sec): 3 clusters Score: Raw -1307649.601500 + Penalty 1810.650431 = -1305838.951069 nChanged 202 SP:Iteration 12Q (519.625737 sec): 3 clusters Score: Raw -1307727.626304 + Penalty 1810.650431 = -1305916.975873 nChanged 180 SP:Iteration 13Q (519.652310 sec): 3 clusters Score: Raw -1307796.060428 + Penalty 1810.650431 = -1305985.409997 nChanged 169 SP:Iteration 14Q (519.678856 sec): 3 clusters Score: Raw -1307857.600051 + Penalty 1810.650431 = -1306046.949619 nChanged 154 SP:Iteration 15Q (519.705440 sec): 3 clusters Score: Raw -1307912.273596 + Penalty 1810.650431 = -1306101.623165 nChanged 145 SP:Iteration 16Q (519.731640 sec): 3 clusters Score: Raw -1307971.935693 + Penalty 1810.650431 = -1306161.285261 nChanged 146 SP:Iteration 17Q (519.757766 sec): 3 clusters Score: Raw -1308041.409331 + Penalty 1810.650431 = -1306230.758899 nChanged 171 SP:Iteration 18Q (519.783831 sec): 3 clusters Score: Raw -1308134.678198 + Penalty 1810.650431 = -1306324.027767 nChanged 186 SP:Iteration 19Q (519.809817 sec): 3 clusters Score: Raw -1308245.362740 + Penalty 1810.650431 = -1306434.712308 nChanged 181 SP:Iteration 20F (519.837963 sec): 3 clusters Score: Raw -1308366.638331 + Penalty 1810.650431 = -1306555.987900 nChanged 178 SP:Iteration 21Q (519.863849 sec): 3 clusters Score: Raw -1308486.561383 + Penalty 1810.650431 = -1306675.910952 nChanged 150 SP:Iteration 22Q (519.889653 sec): 3 clusters Score: Raw -1308583.645666 + Penalty 1810.650431 = -1306772.995235 nChanged 119 SP:Iteration 23Q (519.915243 sec): 3 clusters Score: Raw -1308646.000526 + Penalty 1810.650431 = -1306835.350095 nChanged 102 SP:Iteration 24Q (519.940657 sec): 3 clusters Score: Raw -1308692.284602 + Penalty 1810.650431 = -1306881.634171 nChanged 81 SP:Iteration 25Q (519.966014 sec): 3 clusters Score: Raw -1308723.638227 + Penalty 1810.650431 = -1306912.987796 nChanged 75 SP:Iteration 26Q (519.991322 sec): 3 clusters Score: Raw -1308749.487357 + Penalty 1810.650431 = -1306938.836926 nChanged 57 SP:Iteration 27Q (520.016625 sec): 3 clusters Score: Raw -1308766.019444 + Penalty 1810.650431 = -1306955.369013 nChanged 39 SP:Iteration 28Q (520.041816 sec): 3 clusters Score: Raw -1308775.765217 + Penalty 1810.650431 = -1306965.114786 nChanged 28 SP:Iteration 29Q (520.067060 sec): 3 clusters Score: Raw -1308783.024870 + Penalty 1810.650431 = -1306972.374439 nChanged 19 SP:Iteration 30Q (520.092261 sec): 3 clusters Score: Raw -1308786.698655 + Penalty 1810.650431 = -1306976.048224 nChanged 15 SP:Iteration 31Q (520.117399 sec): 3 clusters Score: Raw -1308788.543973 + Penalty 1810.650431 = -1306977.893541 nChanged 10 SP:Iteration 32Q (520.142494 sec): 3 clusters Score: Raw -1308789.908182 + Penalty 1810.650431 = -1306979.257751 nChanged 7 SP:Iteration 33Q (520.167568 sec): 3 clusters Score: Raw -1308790.848842 + Penalty 1810.650431 = -1306980.198410 nChanged 5 SP:Iteration 34Q (520.192762 sec): 3 clusters Score: Raw -1308791.688689 + Penalty 1810.650431 = -1306981.038258 nChanged 0 SP:Iteration 35F (520.220793 sec): 3 clusters Score: Raw -1308791.688689 + Penalty 1810.650431 = -1306981.038258 nChanged 0 Score: Raw -58478759.715107 + Penalty 39291.324508 = -58439468.390599 Splitting cluster 15 changes total score from -58438191.780454 to -58439468.390599 So it's getting split into cluster 31. Trying to split cluster 16 (3931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (528.978201 sec): 2 clusters Score: Raw -380870.738614 + Penalty 786.281667 = -380084.456948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (528.993543 sec): 3 clusters Score: Raw -378749.466667 + Penalty 1572.563334 = -377176.903333 nChanged 1673 SP:Iteration 1F (529.007542 sec): 3 clusters Score: Raw -379711.182720 + Penalty 1572.563334 = -378138.619386 nChanged 342 SP:Iteration 2F (529.021754 sec): 3 clusters Score: Raw -380003.579000 + Penalty 1572.563334 = -378431.015666 nChanged 335 SP:Iteration 3F (529.035859 sec): 3 clusters Score: Raw -380399.208952 + Penalty 1572.563334 = -378826.645618 nChanged 359 SP:Iteration 4F (529.049986 sec): 3 clusters Score: Raw -380849.972056 + Penalty 1572.563334 = -379277.408723 nChanged 296 SP:Iteration 5F (529.064083 sec): 3 clusters Score: Raw -381212.883342 + Penalty 1572.563334 = -379640.320008 nChanged 219 SP:Iteration 6F (529.078064 sec): 3 clusters Score: Raw -381470.115509 + Penalty 1572.563334 = -379897.552175 nChanged 186 SP:Iteration 7Q (529.091973 sec): 3 clusters Score: Raw -381712.354702 + Penalty 1572.563334 = -380139.791368 nChanged 178 SP:Iteration 8Q (529.105521 sec): 3 clusters Score: Raw -381918.868324 + Penalty 1572.563334 = -380346.304990 nChanged 186 SP:Iteration 9Q (529.119162 sec): 3 clusters Score: Raw -382158.934979 + Penalty 1572.563334 = -380586.371645 nChanged 139 SP:Iteration 10Q (529.132651 sec): 3 clusters Score: Raw -382368.446995 + Penalty 1572.563334 = -380795.883661 nChanged 124 SP:Iteration 11Q (529.146101 sec): 3 clusters Score: Raw -382560.037737 + Penalty 1572.563334 = -380987.474404 nChanged 97 SP:Iteration 12Q (529.159242 sec): 3 clusters Score: Raw -382689.033726 + Penalty 1572.563334 = -381116.470392 nChanged 70 SP:Iteration 13Q (529.172412 sec): 3 clusters Score: Raw -382774.469299 + Penalty 1572.563334 = -381201.905965 nChanged 51 SP:Iteration 14Q (529.185561 sec): 3 clusters Score: Raw -382831.578665 + Penalty 1572.563334 = -381259.015332 nChanged 35 SP:Iteration 15Q (529.198655 sec): 3 clusters Score: Raw -382867.540422 + Penalty 1572.563334 = -381294.977088 nChanged 32 SP:Iteration 16Q (529.211772 sec): 3 clusters Score: Raw -382894.633496 + Penalty 1572.563334 = -381322.070162 nChanged 18 SP:Iteration 17Q (529.224839 sec): 3 clusters Score: Raw -382908.937749 + Penalty 1572.563334 = -381336.374415 nChanged 9 SP:Iteration 18Q (529.237747 sec): 3 clusters Score: Raw -382913.903736 + Penalty 1572.563334 = -381341.340402 nChanged 2 SP:Iteration 19Q (529.250626 sec): 3 clusters Score: Raw -382914.493815 + Penalty 1572.563334 = -381341.930481 nChanged 0 SP:Iteration 20F (529.264660 sec): 3 clusters Score: Raw -382914.493815 + Penalty 1572.563334 = -381341.930481 nChanged 0 Score: Raw -58480803.470307 + Penalty 40558.786589 = -58440244.683718 Splitting cluster 16 changes total score from -58438191.780454 to -58440244.683718 So it's getting split into cluster 32. Trying to split cluster 17 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.266498 sec): 2 clusters Score: Raw -13820.175401 + Penalty 536.652553 = -13283.522848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.268320 sec): 3 clusters Score: Raw -13941.023153 + Penalty 1073.305105 = -12867.718047 nChanged 84 SP:Iteration 1F (538.269830 sec): 3 clusters Score: Raw -14351.626270 + Penalty 1073.305105 = -13278.321165 nChanged 33 SP:Iteration 2F (538.271381 sec): 3 clusters Score: Raw -14625.226887 + Penalty 1073.305105 = -13551.921782 nChanged 11 SP:Iteration 3Q (538.272855 sec): 3 clusters Score: Raw -14697.293755 + Penalty 1073.305105 = -13623.988649 nChanged 5 SP:Iteration 4Q (538.274367 sec): 3 clusters Score: Raw -14730.098969 + Penalty 1073.305105 = -13656.793864 nChanged 5 SP:Iteration 5Q (538.275839 sec): 3 clusters Score: Raw -14784.815386 + Penalty 1073.305105 = -13711.510281 nChanged 4 SP:Iteration 6Q (538.277338 sec): 3 clusters Score: Raw -14822.102830 + Penalty 1073.305105 = -13748.797725 nChanged 2 SP:Iteration 7Q (538.278811 sec): 3 clusters Score: Raw -14827.542228 + Penalty 1073.305105 = -13754.237123 nChanged 1 SP:Iteration 8Q (538.281148 sec): 3 clusters Score: Raw -14828.977982 + Penalty 1073.305105 = -13755.672877 nChanged 1 SP:Iteration 9Q (538.282663 sec): 3 clusters Score: Raw -14830.402617 + Penalty 1073.305105 = -13757.097512 nChanged 0 SP:Iteration 10F (538.284191 sec): 3 clusters Score: Raw -14830.402617 + Penalty 1073.305105 = -13757.097512 nChanged 0 Score: Raw -58481813.697524 + Penalty 41826.248670 = -58439987.448854 Splitting cluster 17 changes total score from -58438191.780454 to -58439987.448854 So it's getting split into cluster 33. Trying to split cluster 18 (2520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.901778 sec): 2 clusters Score: Raw -225210.486124 + Penalty 744.041347 = -224466.444777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.942578 sec): 3 clusters Score: Raw -223923.853437 + Penalty 1488.082694 = -222435.770742 nChanged 1032 SP:Iteration 1F (547.986756 sec): 3 clusters Score: Raw -224671.087146 + Penalty 1488.082694 = -223183.004452 nChanged 250 SP:Iteration 2F (548.029587 sec): 3 clusters Score: Raw -224887.138951 + Penalty 1488.082694 = -223399.056257 nChanged 176 SP:Iteration 3F (548.082581 sec): 3 clusters Score: Raw -225018.334144 + Penalty 1488.082694 = -223530.251450 nChanged 119 SP:Iteration 4Q (548.117672 sec): 3 clusters Score: Raw -225083.678281 + Penalty 1488.082694 = -223595.595586 nChanged 52 SP:Iteration 5Q (548.133890 sec): 3 clusters Score: Raw -225105.684485 + Penalty 1488.082694 = -223617.601790 nChanged 32 SP:Iteration 6Q (548.151832 sec): 3 clusters Score: Raw -225117.029727 + Penalty 1488.082694 = -223628.947033 nChanged 24 SP:Iteration 7Q (548.204150 sec): 3 clusters Score: Raw -225127.729054 + Penalty 1488.082694 = -223639.646360 nChanged 32 SP:Iteration 8Q (548.250057 sec): 3 clusters Score: Raw -225145.228319 + Penalty 1488.082694 = -223657.145625 nChanged 31 SP:Iteration 9Q (548.294483 sec): 3 clusters Score: Raw -225163.686089 + Penalty 1488.082694 = -223675.603395 nChanged 23 SP:Iteration 10Q (548.331613 sec): 3 clusters Score: Raw -225175.267606 + Penalty 1488.082694 = -223687.184912 nChanged 16 SP:Iteration 11Q (548.376804 sec): 3 clusters Score: Raw -225184.759755 + Penalty 1488.082694 = -223696.677061 nChanged 23 SP:Iteration 12Q (548.417880 sec): 3 clusters Score: Raw -225195.112092 + Penalty 1488.082694 = -223707.029398 nChanged 24 SP:Iteration 13Q (548.466436 sec): 3 clusters Score: Raw -225205.970845 + Penalty 1488.082694 = -223717.888151 nChanged 19 SP:Iteration 14Q (548.519768 sec): 3 clusters Score: Raw -225214.260751 + Penalty 1488.082694 = -223726.178057 nChanged 23 SP:Iteration 15Q (548.554903 sec): 3 clusters Score: Raw -225222.805068 + Penalty 1488.082694 = -223734.722373 nChanged 15 SP:Iteration 16Q (548.605240 sec): 3 clusters Score: Raw -225227.050375 + Penalty 1488.082694 = -223738.967681 nChanged 15 SP:Iteration 17Q (548.657335 sec): 3 clusters Score: Raw -225230.809349 + Penalty 1488.082694 = -223742.726654 nChanged 7 SP:Iteration 18Q (548.694249 sec): 3 clusters Score: Raw -225233.670048 + Penalty 1488.082694 = -223745.587354 nChanged 8 SP:Iteration 19Q (548.736314 sec): 3 clusters Score: Raw -225237.911557 + Penalty 1488.082694 = -223749.828862 nChanged 11 SP:Iteration 20F (548.792368 sec): 3 clusters Score: Raw -225241.343619 + Penalty 1488.082694 = -223753.260925 nChanged 16 SP:Iteration 21Q (548.843341 sec): 3 clusters Score: Raw -225246.528387 + Penalty 1488.082694 = -223758.445692 nChanged 11 SP:Iteration 22Q (548.890159 sec): 3 clusters Score: Raw -225249.666836 + Penalty 1488.082694 = -223761.584141 nChanged 15 SP:Iteration 23Q (548.942847 sec): 3 clusters Score: Raw -225253.054800 + Penalty 1488.082694 = -223764.972105 nChanged 6 SP:Iteration 24Q (548.988779 sec): 3 clusters Score: Raw -225254.944439 + Penalty 1488.082694 = -223766.861744 nChanged 5 SP:Iteration 25Q (549.038351 sec): 3 clusters Score: Raw -225255.671068 + Penalty 1488.082694 = -223767.588374 nChanged 1 SP:Iteration 26Q (549.093240 sec): 3 clusters Score: Raw -225255.732834 + Penalty 1488.082694 = -223767.650140 nChanged 1 SP:Iteration 27Q (549.133113 sec): 3 clusters Score: Raw -225256.019054 + Penalty 1488.082694 = -223767.936360 nChanged 0 SP:Iteration 28F (549.187513 sec): 3 clusters Score: Raw -225256.019054 + Penalty 1488.082694 = -223767.936360 nChanged 0 Trying to split cluster 19 (3373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.220525 sec): 2 clusters Score: Raw -324749.259579 + Penalty 771.737994 = -323977.521584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.271232 sec): 3 clusters Score: Raw -322988.280692 + Penalty 1543.475989 = -321444.804704 nChanged 1392 SP:Iteration 1F (549.320902 sec): 3 clusters Score: Raw -323813.663540 + Penalty 1543.475989 = -322270.187552 nChanged 249 SP:Iteration 2F (549.375517 sec): 3 clusters Score: Raw -323994.196273 + Penalty 1543.475989 = -322450.720285 nChanged 227 SP:Iteration 3F (549.415680 sec): 3 clusters Score: Raw -324135.604754 + Penalty 1543.475989 = -322592.128766 nChanged 183 SP:Iteration 4F (549.478532 sec): 3 clusters Score: Raw -324245.901537 + Penalty 1543.475989 = -322702.425548 nChanged 146 SP:Iteration 5Q (549.531545 sec): 3 clusters Score: Raw -324322.862805 + Penalty 1543.475989 = -322779.386816 nChanged 151 SP:Iteration 6Q (549.578806 sec): 3 clusters Score: Raw -324401.315483 + Penalty 1543.475989 = -322857.839494 nChanged 119 SP:Iteration 7Q (549.630824 sec): 3 clusters Score: Raw -324458.368499 + Penalty 1543.475989 = -322914.892511 nChanged 95 SP:Iteration 8Q (549.684588 sec): 3 clusters Score: Raw -324506.298888 + Penalty 1543.475989 = -322962.822899 nChanged 73 SP:Iteration 9Q (549.738335 sec): 3 clusters Score: Raw -324545.843454 + Penalty 1543.475989 = -323002.367465 nChanged 75 SP:Iteration 10Q (549.791853 sec): 3 clusters Score: Raw -324589.700910 + Penalty 1543.475989 = -323046.224921 nChanged 70 SP:Iteration 11Q (549.839983 sec): 3 clusters Score: Raw -324630.878077 + Penalty 1543.475989 = -323087.402088 nChanged 70 SP:Iteration 12Q (549.898448 sec): 3 clusters Score: Raw -324674.755401 + Penalty 1543.475989 = -323131.279412 nChanged 73 SP:Iteration 13Q (549.951810 sec): 3 clusters Score: Raw -324726.937813 + Penalty 1543.475989 = -323183.461824 nChanged 65 SP:Iteration 14Q (549.998762 sec): 3 clusters Score: Raw -324777.441190 + Penalty 1543.475989 = -323233.965201 nChanged 50 SP:Iteration 15Q (550.050122 sec): 3 clusters Score: Raw -324805.493601 + Penalty 1543.475989 = -323262.017612 nChanged 42 SP:Iteration 16Q (550.105832 sec): 3 clusters Score: Raw -324824.887125 + Penalty 1543.475989 = -323281.411136 nChanged 36 SP:Iteration 17Q (550.149805 sec): 3 clusters Score: Raw -324842.960237 + Penalty 1543.475989 = -323299.484249 nChanged 21 SP:Iteration 18Q (550.189902 sec): 3 clusters Score: Raw -324855.912056 + Penalty 1543.475989 = -323312.436067 nChanged 20 SP:Iteration 19Q (550.240422 sec): 3 clusters Score: Raw -324864.929253 + Penalty 1543.475989 = -323321.453264 nChanged 18 SP:Iteration 20F (550.292244 sec): 3 clusters Score: Raw -324869.391316 + Penalty 1543.475989 = -323325.915327 nChanged 7 SP:Iteration 21Q (550.343456 sec): 3 clusters Score: Raw -324871.575422 + Penalty 1543.475989 = -323328.099434 nChanged 2 SP:Iteration 22Q (550.400252 sec): 3 clusters Score: Raw -324872.284988 + Penalty 1543.475989 = -323328.808999 nChanged 2 SP:Iteration 23Q (550.453945 sec): 3 clusters Score: Raw -324872.900096 + Penalty 1543.475989 = -323329.424107 nChanged 3 SP:Iteration 24Q (550.500065 sec): 3 clusters Score: Raw -324873.705283 + Penalty 1543.475989 = -323330.229294 nChanged 4 SP:Iteration 25Q (550.551526 sec): 3 clusters Score: Raw -324874.812443 + Penalty 1543.475989 = -323331.336455 nChanged 4 SP:Iteration 26Q (550.603971 sec): 3 clusters Score: Raw -324875.510951 + Penalty 1543.475989 = -323332.034962 nChanged 0 SP:Iteration 27F (550.649491 sec): 3 clusters Score: Raw -324875.510951 + Penalty 1543.475989 = -323332.034962 nChanged 0 Trying to split cluster 20 (34496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.722520 sec): 2 clusters Score: Raw -3338039.566296 + Penalty 992.616872 = -3337046.949424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.813440 sec): 3 clusters Score: Raw -3315735.581085 + Penalty 1985.233744 = -3313750.347341 nChanged 16446 SP:Iteration 1F (550.895070 sec): 3 clusters Score: Raw -3325285.189479 + Penalty 1985.233744 = -3323299.955735 nChanged 1456 SP:Iteration 2Q (550.997392 sec): 3 clusters Score: Raw -3325756.267558 + Penalty 1985.233744 = -3323771.033814 nChanged 1488 SP:Iteration 3Q (551.091617 sec): 3 clusters Score: Raw -3326350.180286 + Penalty 1985.233744 = -3324364.946542 nChanged 1718 SP:Iteration 4Q (551.185438 sec): 3 clusters Score: Raw -3327266.121201 + Penalty 1985.233744 = -3325280.887457 nChanged 1990 SP:Iteration 5F (551.276946 sec): 3 clusters Score: Raw -3328600.665734 + Penalty 1985.233744 = -3326615.431990 nChanged 2200 SP:Iteration 6F (551.368451 sec): 3 clusters Score: Raw -3330403.188401 + Penalty 1985.233744 = -3328417.954656 nChanged 2233 SP:Iteration 7F (551.459648 sec): 3 clusters Score: Raw -3332460.188487 + Penalty 1985.233744 = -3330474.954742 nChanged 1954 SP:Iteration 8F (551.550702 sec): 3 clusters Score: Raw -3334278.879774 + Penalty 1985.233744 = -3332293.646029 nChanged 1404 SP:Iteration 9Q (551.632695 sec): 3 clusters Score: Raw -3335419.366602 + Penalty 1985.233744 = -3333434.132858 nChanged 1005 SP:Iteration 10Q (551.722840 sec): 3 clusters Score: Raw -3336134.507178 + Penalty 1985.233744 = -3334149.273434 nChanged 707 SP:Iteration 11Q (551.811913 sec): 3 clusters Score: Raw -3336576.639992 + Penalty 1985.233744 = -3334591.406248 nChanged 549 SP:Iteration 12Q (551.895773 sec): 3 clusters Score: Raw -3336929.887269 + Penalty 1985.233744 = -3334944.653525 nChanged 474 SP:Iteration 13Q (551.978758 sec): 3 clusters Score: Raw -3337235.140007 + Penalty 1985.233744 = -3335249.906263 nChanged 376 SP:Iteration 14Q (552.058558 sec): 3 clusters Score: Raw -3337484.751903 + Penalty 1985.233744 = -3335499.518158 nChanged 279 SP:Iteration 15Q (552.139958 sec): 3 clusters Score: Raw -3337646.464816 + Penalty 1985.233744 = -3335661.231071 nChanged 210 SP:Iteration 16Q (552.227432 sec): 3 clusters Score: Raw -3337763.696618 + Penalty 1985.233744 = -3335778.462874 nChanged 169 SP:Iteration 17Q (552.310411 sec): 3 clusters Score: Raw -3337865.102702 + Penalty 1985.233744 = -3335879.868957 nChanged 124 SP:Iteration 18Q (552.396029 sec): 3 clusters Score: Raw -3337941.783003 + Penalty 1985.233744 = -3335956.549259 nChanged 108 SP:Iteration 19Q (552.473083 sec): 3 clusters Score: Raw -3338009.627083 + Penalty 1985.233744 = -3336024.393339 nChanged 86 SP:Iteration 20F (552.569988 sec): 3 clusters Score: Raw -3338056.546626 + Penalty 1985.233744 = -3336071.312881 nChanged 64 SP:Iteration 21Q (552.643559 sec): 3 clusters Score: Raw -3338088.700956 + Penalty 1985.233744 = -3336103.467212 nChanged 43 SP:Iteration 22Q (552.730826 sec): 3 clusters Score: Raw -3338110.028718 + Penalty 1985.233744 = -3336124.794973 nChanged 26 SP:Iteration 23Q (552.811538 sec): 3 clusters Score: Raw -3338121.444349 + Penalty 1985.233744 = -3336136.210605 nChanged 21 SP:Iteration 24Q (552.896372 sec): 3 clusters Score: Raw -3338130.890312 + Penalty 1985.233744 = -3336145.656568 nChanged 16 SP:Iteration 25Q (552.969591 sec): 3 clusters Score: Raw -3338139.345116 + Penalty 1985.233744 = -3336154.111372 nChanged 15 SP:Iteration 26Q (553.043560 sec): 3 clusters Score: Raw -3338145.252515 + Penalty 1985.233744 = -3336160.018770 nChanged 14 SP:Iteration 27Q (553.109073 sec): 3 clusters Score: Raw -3338151.448521 + Penalty 1985.233744 = -3336166.214776 nChanged 18 SP:Iteration 28Q (553.191331 sec): 3 clusters Score: Raw -3338160.064055 + Penalty 1985.233744 = -3336174.830311 nChanged 17 SP:Iteration 29Q (553.274689 sec): 3 clusters Score: Raw -3338166.365364 + Penalty 1985.233744 = -3336181.131619 nChanged 11 SP:Iteration 30Q (553.355026 sec): 3 clusters Score: Raw -3338172.688710 + Penalty 1985.233744 = -3336187.454965 nChanged 10 SP:Iteration 31Q (553.437139 sec): 3 clusters Score: Raw -3338180.933078 + Penalty 1985.233744 = -3336195.699334 nChanged 14 SP:Iteration 32Q (553.516411 sec): 3 clusters Score: Raw -3338188.708350 + Penalty 1985.233744 = -3336203.474605 nChanged 11 SP:Iteration 33Q (553.600138 sec): 3 clusters Score: Raw -3338192.671849 + Penalty 1985.233744 = -3336207.438104 nChanged 7 SP:Iteration 34Q (553.679808 sec): 3 clusters Score: Raw -3338195.593597 + Penalty 1985.233744 = -3336210.359852 nChanged 7 SP:Iteration 35Q (553.763249 sec): 3 clusters Score: Raw -3338198.416111 + Penalty 1985.233744 = -3336213.182367 nChanged 8 SP:Iteration 36Q (553.848965 sec): 3 clusters Score: Raw -3338203.397935 + Penalty 1985.233744 = -3336218.164191 nChanged 9 SP:Iteration 37Q (553.930070 sec): 3 clusters Score: Raw -3338207.361714 + Penalty 1985.233744 = -3336222.127970 nChanged 6 SP:Iteration 38Q (554.011213 sec): 3 clusters Score: Raw -3338210.845646 + Penalty 1985.233744 = -3336225.611902 nChanged 5 SP:Iteration 39Q (554.092402 sec): 3 clusters Score: Raw -3338213.413102 + Penalty 1985.233744 = -3336228.179357 nChanged 2 SP:Iteration 40F (554.178867 sec): 3 clusters Score: Raw -3338214.229166 + Penalty 1985.233744 = -3336228.995422 nChanged 2 SP:Iteration 41Q (554.260294 sec): 3 clusters Score: Raw -3338215.671180 + Penalty 1985.233744 = -3336230.437436 nChanged 5 SP:Iteration 42Q (554.343800 sec): 3 clusters Score: Raw -3338217.176714 + Penalty 1985.233744 = -3336231.942970 nChanged 3 SP:Iteration 43Q (554.413362 sec): 3 clusters Score: Raw -3338218.832104 + Penalty 1985.233744 = -3336233.598359 nChanged 4 SP:Iteration 44Q (554.484003 sec): 3 clusters Score: Raw -3338220.404483 + Penalty 1985.233744 = -3336235.170739 nChanged 1 SP:Iteration 45Q (554.565404 sec): 3 clusters Score: Raw -3338220.850988 + Penalty 1985.233744 = -3336235.617243 nChanged 0 SP:Iteration 46F (554.651521 sec): 3 clusters Score: Raw -3338220.850988 + Penalty 1985.233744 = -3336235.617243 nChanged 0 Trying to split cluster 21 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (554.676696 sec): 2 clusters Score: Raw -12352.999785 + Penalty 482.733415 = -11870.266370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (554.718456 sec): 3 clusters Score: Raw -12415.984674 + Penalty 965.466829 = -11450.517845 nChanged 28 SP:Iteration 1F (554.758645 sec): 3 clusters Score: Raw -12492.813389 + Penalty 965.466829 = -11527.346560 nChanged 6 SP:Iteration 2Q (554.803499 sec): 3 clusters Score: Raw -12521.106064 + Penalty 965.466829 = -11555.639235 nChanged 5 SP:Iteration 3Q (554.840236 sec): 3 clusters Score: Raw -12573.754987 + Penalty 965.466829 = -11608.288158 nChanged 5 SP:Iteration 4Q (554.882750 sec): 3 clusters Score: Raw -12592.041039 + Penalty 965.466829 = -11626.574209 nChanged 2 SP:Iteration 5Q (554.929210 sec): 3 clusters Score: Raw -12611.074534 + Penalty 965.466829 = -11645.607704 nChanged 3 SP:Iteration 6Q (554.969591 sec): 3 clusters Score: Raw -12620.737474 + Penalty 965.466829 = -11655.270644 nChanged 2 SP:Iteration 7Q (555.001295 sec): 3 clusters Score: Raw -12626.855198 + Penalty 965.466829 = -11661.388369 nChanged 1 SP:Iteration 8Q (555.029982 sec): 3 clusters Score: Raw -12632.488362 + Penalty 965.466829 = -11667.021533 nChanged 1 SP:Iteration 9Q (555.079110 sec): 3 clusters Score: Raw -12640.823863 + Penalty 965.466829 = -11675.357033 nChanged 3 SP:Iteration 10Q (555.116943 sec): 3 clusters Score: Raw -12648.607502 + Penalty 965.466829 = -11683.140672 nChanged 1 SP:Iteration 11Q (555.170757 sec): 3 clusters Score: Raw -12650.474561 + Penalty 965.466829 = -11685.007732 nChanged 0 SP:Iteration 12F (555.217030 sec): 3 clusters Score: Raw -12650.474561 + Penalty 965.466829 = -11685.007732 nChanged 0 Trying to split cluster 22 (11948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (555.246687 sec): 2 clusters Score: Raw -996295.919924 + Penalty 891.890322 = -995404.029602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (555.307203 sec): 3 clusters Score: Raw -989150.939090 + Penalty 1783.780644 = -987367.158446 nChanged 5428 SP:Iteration 1F (555.372480 sec): 3 clusters Score: Raw -992337.327634 + Penalty 1783.780644 = -990553.546990 nChanged 991 SP:Iteration 2F (555.432127 sec): 3 clusters Score: Raw -993057.244279 + Penalty 1783.780644 = -991273.463635 nChanged 1059 SP:Iteration 3F (555.482801 sec): 3 clusters Score: Raw -993944.346052 + Penalty 1783.780644 = -992160.565408 nChanged 936 SP:Iteration 4F (555.529174 sec): 3 clusters Score: Raw -994802.633311 + Penalty 1783.780644 = -993018.852667 nChanged 735 SP:Iteration 5F (555.590643 sec): 3 clusters Score: Raw -995486.219017 + Penalty 1783.780644 = -993702.438373 nChanged 501 SP:Iteration 6Q (555.651206 sec): 3 clusters Score: Raw -995947.519626 + Penalty 1783.780644 = -994163.738982 nChanged 288 SP:Iteration 7Q (555.715341 sec): 3 clusters Score: Raw -996183.129986 + Penalty 1783.780644 = -994399.349342 nChanged 176 SP:Iteration 8Q (555.768569 sec): 3 clusters Score: Raw -996350.522739 + Penalty 1783.780644 = -994566.742095 nChanged 102 SP:Iteration 9Q (555.835687 sec): 3 clusters Score: Raw -996433.253709 + Penalty 1783.780644 = -994649.473064 nChanged 61 SP:Iteration 10Q (555.892851 sec): 3 clusters Score: Raw -996503.391453 + Penalty 1783.780644 = -994719.610809 nChanged 44 SP:Iteration 11Q (555.939862 sec): 3 clusters Score: Raw -996551.242276 + Penalty 1783.780644 = -994767.461632 nChanged 43 SP:Iteration 12Q (556.007906 sec): 3 clusters Score: Raw -996592.957983 + Penalty 1783.780644 = -994809.177339 nChanged 24 SP:Iteration 13Q (556.065917 sec): 3 clusters Score: Raw -996617.369597 + Penalty 1783.780644 = -994833.588953 nChanged 15 SP:Iteration 14Q (556.114892 sec): 3 clusters Score: Raw -996628.734072 + Penalty 1783.780644 = -994844.953428 nChanged 16 SP:Iteration 15Q (556.173220 sec): 3 clusters Score: Raw -996642.331799 + Penalty 1783.780644 = -994858.551155 nChanged 12 SP:Iteration 16Q (556.234068 sec): 3 clusters Score: Raw -996653.411017 + Penalty 1783.780644 = -994869.630372 nChanged 18 SP:Iteration 17Q (556.284312 sec): 3 clusters Score: Raw -996664.294852 + Penalty 1783.780644 = -994880.514208 nChanged 11 SP:Iteration 18Q (556.332313 sec): 3 clusters Score: Raw -996672.626429 + Penalty 1783.780644 = -994888.845785 nChanged 12 SP:Iteration 19Q (556.395369 sec): 3 clusters Score: Raw -996682.257339 + Penalty 1783.780644 = -994898.476695 nChanged 9 SP:Iteration 20F (556.444530 sec): 3 clusters Score: Raw -996686.689318 + Penalty 1783.780644 = -994902.908674 nChanged 3 SP:Iteration 21Q (556.496139 sec): 3 clusters Score: Raw -996692.414307 + Penalty 1783.780644 = -994908.633663 nChanged 6 SP:Iteration 22Q (556.550457 sec): 3 clusters Score: Raw -996696.209060 + Penalty 1783.780644 = -994912.428416 nChanged 6 SP:Iteration 23Q (556.602363 sec): 3 clusters Score: Raw -996700.319441 + Penalty 1783.780644 = -994916.538797 nChanged 5 SP:Iteration 24Q (556.655345 sec): 3 clusters Score: Raw -996705.933370 + Penalty 1783.780644 = -994922.152726 nChanged 4 SP:Iteration 25Q (556.713413 sec): 3 clusters Score: Raw -996708.494916 + Penalty 1783.780644 = -994924.714272 nChanged 0 SP:Iteration 26F (556.775537 sec): 3 clusters Score: Raw -996708.494916 + Penalty 1783.780644 = -994924.714272 nChanged 0 Trying to split cluster 23 (5562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (556.800246 sec): 2 clusters Score: Raw -553043.585242 + Penalty 819.252738 = -552224.332503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (556.845820 sec): 3 clusters Score: Raw -549887.139365 + Penalty 1638.505477 = -548248.633888 nChanged 2384 SP:Iteration 1F (556.897539 sec): 3 clusters Score: Raw -551140.350431 + Penalty 1638.505477 = -549501.844954 nChanged 353 SP:Iteration 2F (556.942611 sec): 3 clusters Score: Raw -551323.043606 + Penalty 1638.505477 = -549684.538129 nChanged 286 SP:Iteration 3F (557.001934 sec): 3 clusters Score: Raw -551482.762477 + Penalty 1638.505477 = -549844.257000 nChanged 280 SP:Iteration 4F (557.047109 sec): 3 clusters Score: Raw -551652.374631 + Penalty 1638.505477 = -550013.869155 nChanged 280 SP:Iteration 5F (557.085496 sec): 3 clusters Score: Raw -551852.925384 + Penalty 1638.505477 = -550214.419908 nChanged 273 SP:Iteration 6Q (557.113357 sec): 3 clusters Score: Raw -552049.795953 + Penalty 1638.505477 = -550411.290477 nChanged 251 SP:Iteration 7Q (557.163201 sec): 3 clusters Score: Raw -552239.230247 + Penalty 1638.505477 = -550600.724771 nChanged 268 SP:Iteration 8Q (557.206900 sec): 3 clusters Score: Raw -552448.042160 + Penalty 1638.505477 = -550809.536683 nChanged 232 SP:Iteration 9Q (557.249439 sec): 3 clusters Score: Raw -552636.891675 + Penalty 1638.505477 = -550998.386198 nChanged 201 SP:Iteration 10Q (557.300480 sec): 3 clusters Score: Raw -552778.959496 + Penalty 1638.505477 = -551140.454020 nChanged 159 SP:Iteration 11Q (557.350680 sec): 3 clusters Score: Raw -552889.811024 + Penalty 1638.505477 = -551251.305547 nChanged 127 SP:Iteration 12Q (557.395917 sec): 3 clusters Score: Raw -552968.556569 + Penalty 1638.505477 = -551330.051093 nChanged 87 SP:Iteration 13Q (557.438542 sec): 3 clusters Score: Raw -553017.229460 + Penalty 1638.505477 = -551378.723983 nChanged 88 SP:Iteration 14Q (557.491730 sec): 3 clusters Score: Raw -553068.370528 + Penalty 1638.505477 = -551429.865052 nChanged 73 SP:Iteration 15Q (557.542480 sec): 3 clusters Score: Raw -553106.806185 + Penalty 1638.505477 = -551468.300708 nChanged 62 SP:Iteration 16Q (557.589291 sec): 3 clusters Score: Raw -553139.518520 + Penalty 1638.505477 = -551501.013043 nChanged 39 SP:Iteration 17Q (557.638679 sec): 3 clusters Score: Raw -553157.491100 + Penalty 1638.505477 = -551518.985624 nChanged 28 SP:Iteration 18Q (557.687561 sec): 3 clusters Score: Raw -553169.647925 + Penalty 1638.505477 = -551531.142449 nChanged 26 SP:Iteration 19Q (557.735066 sec): 3 clusters Score: Raw -553179.713765 + Penalty 1638.505477 = -551541.208288 nChanged 21 SP:Iteration 20F (557.786610 sec): 3 clusters Score: Raw -553189.291819 + Penalty 1638.505477 = -551550.786342 nChanged 22 SP:Iteration 21Q (557.838751 sec): 3 clusters Score: Raw -553198.161931 + Penalty 1638.505477 = -551559.656454 nChanged 25 SP:Iteration 22Q (557.887614 sec): 3 clusters Score: Raw -553209.632764 + Penalty 1638.505477 = -551571.127287 nChanged 18 SP:Iteration 23Q (557.931686 sec): 3 clusters Score: Raw -553216.917420 + Penalty 1638.505477 = -551578.411944 nChanged 17 SP:Iteration 24Q (557.990362 sec): 3 clusters Score: Raw -553225.685037 + Penalty 1638.505477 = -551587.179560 nChanged 19 SP:Iteration 25Q (558.024484 sec): 3 clusters Score: Raw -553233.492688 + Penalty 1638.505477 = -551594.987211 nChanged 11 SP:Iteration 26Q (558.068525 sec): 3 clusters Score: Raw -553237.224668 + Penalty 1638.505477 = -551598.719191 nChanged 13 SP:Iteration 27Q (558.108409 sec): 3 clusters Score: Raw -553242.504035 + Penalty 1638.505477 = -551603.998559 nChanged 12 SP:Iteration 28Q (558.161632 sec): 3 clusters Score: Raw -553247.107432 + Penalty 1638.505477 = -551608.601955 nChanged 7 SP:Iteration 29Q (558.223248 sec): 3 clusters Score: Raw -553249.541704 + Penalty 1638.505477 = -551611.036227 nChanged 5 SP:Iteration 30Q (558.265350 sec): 3 clusters Score: Raw -553250.652286 + Penalty 1638.505477 = -551612.146809 nChanged 2 SP:Iteration 31Q (558.314641 sec): 3 clusters Score: Raw -553251.592792 + Penalty 1638.505477 = -551613.087316 nChanged 2 SP:Iteration 32Q (558.368918 sec): 3 clusters Score: Raw -553251.894400 + Penalty 1638.505477 = -551613.388924 nChanged 0 SP:Iteration 33F (558.419996 sec): 3 clusters Score: Raw -553251.894400 + Penalty 1638.505477 = -551613.388924 nChanged 0 Trying to split cluster 24 (3332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.447440 sec): 2 clusters Score: Raw -285017.895419 + Penalty 770.576160 = -284247.319259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.476408 sec): 3 clusters Score: Raw -283255.019175 + Penalty 1541.152321 = -281713.866854 nChanged 1382 SP:Iteration 1F (558.522980 sec): 3 clusters Score: Raw -284049.296132 + Penalty 1541.152321 = -282508.143812 nChanged 239 SP:Iteration 2F (558.575585 sec): 3 clusters Score: Raw -284181.641167 + Penalty 1541.152321 = -282640.488847 nChanged 186 SP:Iteration 3F (558.615294 sec): 3 clusters Score: Raw -284301.739401 + Penalty 1541.152321 = -282760.587081 nChanged 161 SP:Iteration 4Q (558.670209 sec): 3 clusters Score: Raw -284398.882067 + Penalty 1541.152321 = -282857.729746 nChanged 136 SP:Iteration 5Q (558.715747 sec): 3 clusters Score: Raw -284473.959633 + Penalty 1541.152321 = -282932.807312 nChanged 114 SP:Iteration 6Q (558.761030 sec): 3 clusters Score: Raw -284532.396544 + Penalty 1541.152321 = -282991.244224 nChanged 106 SP:Iteration 7Q (558.816806 sec): 3 clusters Score: Raw -284590.883650 + Penalty 1541.152321 = -283049.731329 nChanged 105 SP:Iteration 8Q (558.853618 sec): 3 clusters Score: Raw -284652.634571 + Penalty 1541.152321 = -283111.482251 nChanged 96 SP:Iteration 9Q (558.909184 sec): 3 clusters Score: Raw -284709.992389 + Penalty 1541.152321 = -283168.840069 nChanged 104 SP:Iteration 10Q (558.958802 sec): 3 clusters Score: Raw -284762.396197 + Penalty 1541.152321 = -283221.243876 nChanged 65 SP:Iteration 11Q (559.005497 sec): 3 clusters Score: Raw -284792.841793 + Penalty 1541.152321 = -283251.689472 nChanged 57 SP:Iteration 12Q (559.037318 sec): 3 clusters Score: Raw -284816.351629 + Penalty 1541.152321 = -283275.199308 nChanged 40 SP:Iteration 13Q (559.080172 sec): 3 clusters Score: Raw -284827.931192 + Penalty 1541.152321 = -283286.778871 nChanged 32 SP:Iteration 14Q (559.124463 sec): 3 clusters Score: Raw -284837.906304 + Penalty 1541.152321 = -283296.753984 nChanged 29 SP:Iteration 15Q (559.176494 sec): 3 clusters Score: Raw -284847.599565 + Penalty 1541.152321 = -283306.447244 nChanged 29 SP:Iteration 16Q (559.224815 sec): 3 clusters Score: Raw -284857.707818 + Penalty 1541.152321 = -283316.555497 nChanged 27 SP:Iteration 17Q (559.267106 sec): 3 clusters Score: Raw -284864.153826 + Penalty 1541.152321 = -283323.001506 nChanged 21 SP:Iteration 18Q (559.325300 sec): 3 clusters Score: Raw -284869.298668 + Penalty 1541.152321 = -283328.146347 nChanged 17 SP:Iteration 19Q (559.371336 sec): 3 clusters Score: Raw -284872.361311 + Penalty 1541.152321 = -283331.208990 nChanged 11 SP:Iteration 20F (559.413176 sec): 3 clusters Score: Raw -284875.936152 + Penalty 1541.152321 = -283334.783831 nChanged 19 SP:Iteration 21Q (559.464480 sec): 3 clusters Score: Raw -284880.248473 + Penalty 1541.152321 = -283339.096152 nChanged 12 SP:Iteration 22Q (559.513652 sec): 3 clusters Score: Raw -284882.006875 + Penalty 1541.152321 = -283340.854555 nChanged 4 SP:Iteration 23Q (559.570476 sec): 3 clusters Score: Raw -284882.406686 + Penalty 1541.152321 = -283341.254366 nChanged 1 SP:Iteration 24Q (559.621725 sec): 3 clusters Score: Raw -284882.506439 + Penalty 1541.152321 = -283341.354119 nChanged 3 SP:Iteration 25Q (559.668488 sec): 3 clusters Score: Raw -284883.085494 + Penalty 1541.152321 = -283341.933174 nChanged 4 SP:Iteration 26Q (559.724915 sec): 3 clusters Score: Raw -284883.948289 + Penalty 1541.152321 = -283342.795968 nChanged 4 SP:Iteration 27Q (559.777256 sec): 3 clusters Score: Raw -284884.797322 + Penalty 1541.152321 = -283343.645001 nChanged 4 SP:Iteration 28Q (559.816609 sec): 3 clusters Score: Raw -284885.704897 + Penalty 1541.152321 = -283344.552576 nChanged 5 SP:Iteration 29Q (559.869087 sec): 3 clusters Score: Raw -284886.759927 + Penalty 1541.152321 = -283345.607606 nChanged 7 SP:Iteration 30Q (559.919310 sec): 3 clusters Score: Raw -284889.236199 + Penalty 1541.152321 = -283348.083878 nChanged 14 SP:Iteration 31Q (559.977658 sec): 3 clusters Score: Raw -284892.893733 + Penalty 1541.152321 = -283351.741412 nChanged 11 SP:Iteration 32Q (560.026817 sec): 3 clusters Score: Raw -284895.500534 + Penalty 1541.152321 = -283354.348213 nChanged 13 SP:Iteration 33Q (560.066955 sec): 3 clusters Score: Raw -284898.555573 + Penalty 1541.152321 = -283357.403253 nChanged 13 SP:Iteration 34Q (560.122448 sec): 3 clusters Score: Raw -284901.655769 + Penalty 1541.152321 = -283360.503449 nChanged 13 SP:Iteration 35Q (560.163319 sec): 3 clusters Score: Raw -284903.776176 + Penalty 1541.152321 = -283362.623856 nChanged 8 SP:Iteration 36Q (560.214409 sec): 3 clusters Score: Raw -284905.714149 + Penalty 1541.152321 = -283364.561829 nChanged 6 SP:Iteration 37Q (560.264778 sec): 3 clusters Score: Raw -284906.765274 + Penalty 1541.152321 = -283365.612953 nChanged 3 SP:Iteration 38Q (560.307375 sec): 3 clusters Score: Raw -284907.166940 + Penalty 1541.152321 = -283366.014619 nChanged 3 SP:Iteration 39Q (560.356314 sec): 3 clusters Score: Raw -284908.044079 + Penalty 1541.152321 = -283366.891758 nChanged 4 SP:Iteration 40F (560.398041 sec): 3 clusters Score: Raw -284908.942003 + Penalty 1541.152321 = -283367.789682 nChanged 4 SP:Iteration 41Q (560.452120 sec): 3 clusters Score: Raw -284909.534770 + Penalty 1541.152321 = -283368.382450 nChanged 4 SP:Iteration 42Q (560.492035 sec): 3 clusters Score: Raw -284911.074976 + Penalty 1541.152321 = -283369.922655 nChanged 12 SP:Iteration 43Q (560.547531 sec): 3 clusters Score: Raw -284915.073961 + Penalty 1541.152321 = -283373.921640 nChanged 16 SP:Iteration 44Q (560.593512 sec): 3 clusters Score: Raw -284919.100930 + Penalty 1541.152321 = -283377.948609 nChanged 23 SP:Iteration 45Q (560.632880 sec): 3 clusters Score: Raw -284926.732458 + Penalty 1541.152321 = -283385.580138 nChanged 25 SP:Iteration 46Q (560.686232 sec): 3 clusters Score: Raw -284933.987222 + Penalty 1541.152321 = -283392.834902 nChanged 14 SP:Iteration 47Q (560.736671 sec): 3 clusters Score: Raw -284936.069377 + Penalty 1541.152321 = -283394.917057 nChanged 7 SP:Iteration 48Q (560.789417 sec): 3 clusters Score: Raw -284938.293891 + Penalty 1541.152321 = -283397.141570 nChanged 12 SP:Iteration 49Q (560.843062 sec): 3 clusters Score: Raw -284942.739461 + Penalty 1541.152321 = -283401.587141 nChanged 10 SP:Iteration 50Q (560.887434 sec): 3 clusters Score: Raw -284945.828367 + Penalty 1541.152321 = -283404.676046 nChanged 11 SP:Iteration 51Q (560.932484 sec): 3 clusters Score: Raw -284948.512348 + Penalty 1541.152321 = -283407.360028 nChanged 13 SP:Iteration 52Q (560.990023 sec): 3 clusters Score: Raw -284951.625898 + Penalty 1541.152321 = -283410.473577 nChanged 11 SP:Iteration 53Q (561.034925 sec): 3 clusters Score: Raw -284955.370273 + Penalty 1541.152321 = -283414.217952 nChanged 12 SP:Iteration 54Q (561.086029 sec): 3 clusters Score: Raw -284958.071877 + Penalty 1541.152321 = -283416.919556 nChanged 9 SP:Iteration 55Q (561.149011 sec): 3 clusters Score: Raw -284960.231164 + Penalty 1541.152321 = -283419.078844 nChanged 9 SP:Iteration 56Q (561.190573 sec): 3 clusters Score: Raw -284963.818431 + Penalty 1541.152321 = -283422.666111 nChanged 15 SP:Iteration 57Q (561.247428 sec): 3 clusters Score: Raw -284966.969250 + Penalty 1541.152321 = -283425.816929 nChanged 7 SP:Iteration 58Q (561.307617 sec): 3 clusters Score: Raw -284969.043419 + Penalty 1541.152321 = -283427.891099 nChanged 8 SP:Iteration 59Q (561.348585 sec): 3 clusters Score: Raw -284970.851110 + Penalty 1541.152321 = -283429.698789 nChanged 7 SP:Iteration 60F (561.404597 sec): 3 clusters Score: Raw -284972.849804 + Penalty 1541.152321 = -283431.697483 nChanged 5 SP:Iteration 61Q (561.453932 sec): 3 clusters Score: Raw -284974.482782 + Penalty 1541.152321 = -283433.330462 nChanged 6 SP:Iteration 62Q (561.498514 sec): 3 clusters Score: Raw -284975.575309 + Penalty 1541.152321 = -283434.422988 nChanged 10 SP:Iteration 63Q (561.560556 sec): 3 clusters Score: Raw -284977.157487 + Penalty 1541.152321 = -283436.005166 nChanged 7 SP:Iteration 64Q (561.611973 sec): 3 clusters Score: Raw -284978.256969 + Penalty 1541.152321 = -283437.104648 nChanged 6 SP:Iteration 65Q (561.664042 sec): 3 clusters Score: Raw -284979.996673 + Penalty 1541.152321 = -283438.844353 nChanged 9 SP:Iteration 66Q (561.712198 sec): 3 clusters Score: Raw -284982.186991 + Penalty 1541.152321 = -283441.034670 nChanged 10 SP:Iteration 67Q (561.769605 sec): 3 clusters Score: Raw -284985.205272 + Penalty 1541.152321 = -283444.052952 nChanged 12 SP:Iteration 68Q (561.823026 sec): 3 clusters Score: Raw -284988.913672 + Penalty 1541.152321 = -283447.761351 nChanged 12 SP:Iteration 69Q (561.874525 sec): 3 clusters Score: Raw -284993.128246 + Penalty 1541.152321 = -283451.975926 nChanged 12 SP:Iteration 70Q (561.929209 sec): 3 clusters Score: Raw -285000.208003 + Penalty 1541.152321 = -283459.055682 nChanged 15 SP:Iteration 71Q (561.978801 sec): 3 clusters Score: Raw -285004.655936 + Penalty 1541.152321 = -283463.503616 nChanged 12 SP:Iteration 72Q (562.029967 sec): 3 clusters Score: Raw -285006.819527 + Penalty 1541.152321 = -283465.667206 nChanged 8 SP:Iteration 73Q (562.079405 sec): 3 clusters Score: Raw -285008.769484 + Penalty 1541.152321 = -283467.617164 nChanged 7 SP:Iteration 74Q (562.130693 sec): 3 clusters Score: Raw -285011.589100 + Penalty 1541.152321 = -283470.436779 nChanged 11 SP:Iteration 75Q (562.182370 sec): 3 clusters Score: Raw -285015.348527 + Penalty 1541.152321 = -283474.196206 nChanged 10 SP:Iteration 76Q (562.227833 sec): 3 clusters Score: Raw -285017.599071 + Penalty 1541.152321 = -283476.446751 nChanged 8 SP:Iteration 77Q (562.280268 sec): 3 clusters Score: Raw -285019.672597 + Penalty 1541.152321 = -283478.520277 nChanged 11 SP:Iteration 78Q (562.329603 sec): 3 clusters Score: Raw -285024.489742 + Penalty 1541.152321 = -283483.337421 nChanged 15 SP:Iteration 79Q (562.376473 sec): 3 clusters Score: Raw -285031.307413 + Penalty 1541.152321 = -283490.155093 nChanged 14 SP:Iteration 80F (562.424665 sec): 3 clusters Score: Raw -285035.446448 + Penalty 1541.152321 = -283494.294128 nChanged 11 SP:Iteration 81Q (562.484862 sec): 3 clusters Score: Raw -285039.673492 + Penalty 1541.152321 = -283498.521171 nChanged 7 SP:Iteration 82Q (562.525080 sec): 3 clusters Score: Raw -285042.131724 + Penalty 1541.152321 = -283500.979404 nChanged 7 SP:Iteration 83Q (562.583158 sec): 3 clusters Score: Raw -285043.583320 + Penalty 1541.152321 = -283502.430999 nChanged 5 SP:Iteration 84Q (562.622676 sec): 3 clusters Score: Raw -285044.530222 + Penalty 1541.152321 = -283503.377901 nChanged 4 SP:Iteration 85Q (562.668322 sec): 3 clusters Score: Raw -285045.427211 + Penalty 1541.152321 = -283504.274890 nChanged 7 SP:Iteration 86Q (562.733072 sec): 3 clusters Score: Raw -285047.313294 + Penalty 1541.152321 = -283506.160974 nChanged 6 SP:Iteration 87Q (562.785179 sec): 3 clusters Score: Raw -285049.016920 + Penalty 1541.152321 = -283507.864599 nChanged 9 SP:Iteration 88Q (562.826431 sec): 3 clusters Score: Raw -285050.441228 + Penalty 1541.152321 = -283509.288908 nChanged 6 SP:Iteration 89Q (562.886314 sec): 3 clusters Score: Raw -285052.891001 + Penalty 1541.152321 = -283511.738681 nChanged 7 SP:Iteration 90Q (562.929931 sec): 3 clusters Score: Raw -285054.778381 + Penalty 1541.152321 = -283513.626060 nChanged 7 SP:Iteration 91Q (562.983161 sec): 3 clusters Score: Raw -285056.789970 + Penalty 1541.152321 = -283515.637650 nChanged 8 SP:Iteration 92Q (563.035056 sec): 3 clusters Score: Raw -285058.210038 + Penalty 1541.152321 = -283517.057718 nChanged 8 SP:Iteration 93Q (563.088681 sec): 3 clusters Score: Raw -285059.634422 + Penalty 1541.152321 = -283518.482102 nChanged 7 SP:Iteration 94Q (563.141286 sec): 3 clusters Score: Raw -285060.534536 + Penalty 1541.152321 = -283519.382215 nChanged 4 SP:Iteration 95Q (563.187826 sec): 3 clusters Score: Raw -285061.292602 + Penalty 1541.152321 = -283520.140282 nChanged 1 SP:Iteration 96Q (563.235513 sec): 3 clusters Score: Raw -285061.408498 + Penalty 1541.152321 = -283520.256178 nChanged 1 SP:Iteration 97Q (563.289410 sec): 3 clusters Score: Raw -285061.750059 + Penalty 1541.152321 = -283520.597739 nChanged 1 SP:Iteration 98Q (563.336571 sec): 3 clusters Score: Raw -285062.285292 + Penalty 1541.152321 = -283521.132972 nChanged 0 SP:Iteration 99F (563.390291 sec): 3 clusters Score: Raw -285062.285292 + Penalty 1541.152321 = -283521.132972 nChanged 0 Trying to split cluster 25 (27690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.446067 sec): 2 clusters Score: Raw -2713559.784785 + Penalty 971.738529 = -2712588.046257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.533200 sec): 3 clusters Score: Raw -2696128.474070 + Penalty 1943.477057 = -2694184.997013 nChanged 13040 SP:Iteration 1F (563.616442 sec): 3 clusters Score: Raw -2704204.285670 + Penalty 1943.477057 = -2702260.808613 nChanged 1647 SP:Iteration 2F (563.688105 sec): 3 clusters Score: Raw -2705201.410435 + Penalty 1943.477057 = -2703257.933378 nChanged 1834 SP:Iteration 3F (563.773997 sec): 3 clusters Score: Raw -2706558.004127 + Penalty 1943.477057 = -2704614.527070 nChanged 1882 SP:Iteration 4F (563.855835 sec): 3 clusters Score: Raw -2707997.296125 + Penalty 1943.477057 = -2706053.819068 nChanged 1677 SP:Iteration 5F (563.933698 sec): 3 clusters Score: Raw -2709030.286588 + Penalty 1943.477057 = -2707086.809531 nChanged 1254 SP:Iteration 6Q (564.022943 sec): 3 clusters Score: Raw -2709563.672368 + Penalty 1943.477057 = -2707620.195311 nChanged 776 SP:Iteration 7Q (564.105390 sec): 3 clusters Score: Raw -2709787.289763 + Penalty 1943.477057 = -2707843.812706 nChanged 500 SP:Iteration 8Q (564.175987 sec): 3 clusters Score: Raw -2709904.064071 + Penalty 1943.477057 = -2707960.587014 nChanged 401 SP:Iteration 9Q (564.269958 sec): 3 clusters Score: Raw -2709986.105140 + Penalty 1943.477057 = -2708042.628083 nChanged 320 SP:Iteration 10Q (564.353718 sec): 3 clusters Score: Raw -2710061.759239 + Penalty 1943.477057 = -2708118.282182 nChanged 336 SP:Iteration 11Q (564.429031 sec): 3 clusters Score: Raw -2710142.059335 + Penalty 1943.477057 = -2708198.582277 nChanged 328 SP:Iteration 12Q (564.512605 sec): 3 clusters Score: Raw -2710218.542289 + Penalty 1943.477057 = -2708275.065232 nChanged 326 SP:Iteration 13Q (564.600339 sec): 3 clusters Score: Raw -2710301.876649 + Penalty 1943.477057 = -2708358.399592 nChanged 375 SP:Iteration 14Q (564.685687 sec): 3 clusters Score: Raw -2710399.887296 + Penalty 1943.477057 = -2708456.410239 nChanged 352 SP:Iteration 15Q (564.769349 sec): 3 clusters Score: Raw -2710483.021631 + Penalty 1943.477057 = -2708539.544574 nChanged 374 SP:Iteration 16Q (564.852818 sec): 3 clusters Score: Raw -2710583.644612 + Penalty 1943.477057 = -2708640.167555 nChanged 394 SP:Iteration 17Q (564.936653 sec): 3 clusters Score: Raw -2710702.748449 + Penalty 1943.477057 = -2708759.271392 nChanged 427 SP:Iteration 18Q (565.016336 sec): 3 clusters Score: Raw -2710832.104985 + Penalty 1943.477057 = -2708888.627928 nChanged 435 SP:Iteration 19Q (565.102547 sec): 3 clusters Score: Raw -2710977.109729 + Penalty 1943.477057 = -2709033.632672 nChanged 466 SP:Iteration 20F (565.183484 sec): 3 clusters Score: Raw -2711140.117050 + Penalty 1943.477057 = -2709196.639993 nChanged 492 SP:Iteration 21Q (565.266548 sec): 3 clusters Score: Raw -2711326.990075 + Penalty 1943.477057 = -2709383.513018 nChanged 488 SP:Iteration 22Q (565.348346 sec): 3 clusters Score: Raw -2711517.760882 + Penalty 1943.477057 = -2709574.283825 nChanged 495 SP:Iteration 23Q (565.431354 sec): 3 clusters Score: Raw -2711711.970388 + Penalty 1943.477057 = -2709768.493331 nChanged 487 SP:Iteration 24Q (565.520511 sec): 3 clusters Score: Raw -2711894.891187 + Penalty 1943.477057 = -2709951.414130 nChanged 461 SP:Iteration 25Q (565.605127 sec): 3 clusters Score: Raw -2712062.299300 + Penalty 1943.477057 = -2710118.822243 nChanged 445 SP:Iteration 26Q (565.691962 sec): 3 clusters Score: Raw -2712232.356393 + Penalty 1943.477057 = -2710288.879336 nChanged 435 SP:Iteration 27Q (565.777486 sec): 3 clusters Score: Raw -2712390.785106 + Penalty 1943.477057 = -2710447.308049 nChanged 395 SP:Iteration 28Q (565.862674 sec): 3 clusters Score: Raw -2712526.569441 + Penalty 1943.477057 = -2710583.092384 nChanged 362 SP:Iteration 29Q (565.941331 sec): 3 clusters Score: Raw -2712655.754230 + Penalty 1943.477057 = -2710712.277173 nChanged 355 SP:Iteration 30Q (566.024185 sec): 3 clusters Score: Raw -2712804.842047 + Penalty 1943.477057 = -2710861.364989 nChanged 374 SP:Iteration 31Q (566.104580 sec): 3 clusters Score: Raw -2712976.970414 + Penalty 1943.477057 = -2711033.493357 nChanged 381 SP:Iteration 32Q (566.174584 sec): 3 clusters Score: Raw -2713162.760865 + Penalty 1943.477057 = -2711219.283808 nChanged 361 SP:Iteration 33Q (566.246259 sec): 3 clusters Score: Raw -2713377.507191 + Penalty 1943.477057 = -2711434.030134 nChanged 357 SP:Iteration 34Q (566.326211 sec): 3 clusters Score: Raw -2713621.334698 + Penalty 1943.477057 = -2711677.857641 nChanged 353 SP:Iteration 35Q (566.388519 sec): 3 clusters Score: Raw -2713865.580560 + Penalty 1943.477057 = -2711922.103503 nChanged 344 SP:Iteration 36Q (566.465405 sec): 3 clusters Score: Raw -2714108.305410 + Penalty 1943.477057 = -2712164.828353 nChanged 317 SP:Iteration 37Q (566.546730 sec): 3 clusters Score: Raw -2714267.587703 + Penalty 1943.477057 = -2712324.110645 nChanged 275 SP:Iteration 38Q (566.615675 sec): 3 clusters Score: Raw -2714365.900063 + Penalty 1943.477057 = -2712422.423005 nChanged 205 SP:Iteration 39Q (566.693451 sec): 3 clusters Score: Raw -2714427.561694 + Penalty 1943.477057 = -2712484.084637 nChanged 168 SP:Iteration 40F (566.755390 sec): 3 clusters Score: Raw -2714507.642000 + Penalty 1943.477057 = -2712564.164943 nChanged 142 SP:Iteration 41Q (566.834855 sec): 3 clusters Score: Raw -2714547.321743 + Penalty 1943.477057 = -2712603.844686 nChanged 144 SP:Iteration 42Q (566.912804 sec): 3 clusters Score: Raw -2714580.098825 + Penalty 1943.477057 = -2712636.621767 nChanged 118 SP:Iteration 43Q (566.985890 sec): 3 clusters Score: Raw -2714600.402580 + Penalty 1943.477057 = -2712656.925523 nChanged 93 SP:Iteration 44Q (567.061881 sec): 3 clusters Score: Raw -2714614.237685 + Penalty 1943.477057 = -2712670.760628 nChanged 89 SP:Iteration 45Q (567.157197 sec): 3 clusters Score: Raw -2714629.751295 + Penalty 1943.477057 = -2712686.274238 nChanged 82 SP:Iteration 46Q (567.228799 sec): 3 clusters Score: Raw -2714641.438843 + Penalty 1943.477057 = -2712697.961786 nChanged 73 SP:Iteration 47Q (567.301687 sec): 3 clusters Score: Raw -2714650.897749 + Penalty 1943.477057 = -2712707.420691 nChanged 71 SP:Iteration 48Q (567.373493 sec): 3 clusters Score: Raw -2714661.273040 + Penalty 1943.477057 = -2712717.795983 nChanged 72 SP:Iteration 49Q (567.452385 sec): 3 clusters Score: Raw -2714670.077094 + Penalty 1943.477057 = -2712726.600037 nChanged 68 SP:Iteration 50Q (567.525357 sec): 3 clusters Score: Raw -2714677.726300 + Penalty 1943.477057 = -2712734.249243 nChanged 77 SP:Iteration 51Q (567.611765 sec): 3 clusters Score: Raw -2714688.252170 + Penalty 1943.477057 = -2712744.775113 nChanged 71 SP:Iteration 52Q (567.678651 sec): 3 clusters Score: Raw -2714697.318096 + Penalty 1943.477057 = -2712753.841039 nChanged 72 SP:Iteration 53Q (567.756814 sec): 3 clusters Score: Raw -2714705.729915 + Penalty 1943.477057 = -2712762.252858 nChanged 61 SP:Iteration 54Q (567.839746 sec): 3 clusters Score: Raw -2714713.299214 + Penalty 1943.477057 = -2712769.822157 nChanged 72 SP:Iteration 55Q (567.906462 sec): 3 clusters Score: Raw -2714722.828727 + Penalty 1943.477057 = -2712779.351669 nChanged 69 SP:Iteration 56Q (567.986825 sec): 3 clusters Score: Raw -2714731.806795 + Penalty 1943.477057 = -2712788.329738 nChanged 78 SP:Iteration 57Q (568.052854 sec): 3 clusters Score: Raw -2714741.967226 + Penalty 1943.477057 = -2712798.490169 nChanged 86 SP:Iteration 58Q (568.128696 sec): 3 clusters Score: Raw -2714755.043452 + Penalty 1943.477057 = -2712811.566395 nChanged 100 SP:Iteration 59Q (568.208641 sec): 3 clusters Score: Raw -2714772.769768 + Penalty 1943.477057 = -2712829.292711 nChanged 117 SP:Iteration 60F (568.283027 sec): 3 clusters Score: Raw -2714790.994889 + Penalty 1943.477057 = -2712847.517832 nChanged 104 SP:Iteration 61Q (568.353587 sec): 3 clusters Score: Raw -2714806.276189 + Penalty 1943.477057 = -2712862.799132 nChanged 102 SP:Iteration 62Q (568.428356 sec): 3 clusters Score: Raw -2714820.471591 + Penalty 1943.477057 = -2712876.994534 nChanged 94 SP:Iteration 63Q (568.507645 sec): 3 clusters Score: Raw -2714833.607575 + Penalty 1943.477057 = -2712890.130518 nChanged 87 SP:Iteration 64Q (568.580866 sec): 3 clusters Score: Raw -2714847.009616 + Penalty 1943.477057 = -2712903.532558 nChanged 97 SP:Iteration 65Q (568.664761 sec): 3 clusters Score: Raw -2714861.121826 + Penalty 1943.477057 = -2712917.644769 nChanged 93 SP:Iteration 66Q (568.730112 sec): 3 clusters Score: Raw -2714874.022691 + Penalty 1943.477057 = -2712930.545633 nChanged 95 SP:Iteration 67Q (568.800915 sec): 3 clusters Score: Raw -2714886.933424 + Penalty 1943.477057 = -2712943.456367 nChanged 95 SP:Iteration 68Q (568.880341 sec): 3 clusters Score: Raw -2714900.562182 + Penalty 1943.477057 = -2712957.085125 nChanged 100 SP:Iteration 69Q (568.945784 sec): 3 clusters Score: Raw -2714914.184906 + Penalty 1943.477057 = -2712970.707849 nChanged 105 SP:Iteration 70Q (569.021202 sec): 3 clusters Score: Raw -2714930.011654 + Penalty 1943.477057 = -2712986.534597 nChanged 96 SP:Iteration 71Q (569.095767 sec): 3 clusters Score: Raw -2714945.448075 + Penalty 1943.477057 = -2713001.971018 nChanged 101 SP:Iteration 72Q (569.173076 sec): 3 clusters Score: Raw -2714961.862532 + Penalty 1943.477057 = -2713018.385475 nChanged 102 SP:Iteration 73Q (569.241759 sec): 3 clusters Score: Raw -2714977.618290 + Penalty 1943.477057 = -2713034.141233 nChanged 116 SP:Iteration 74Q (569.310887 sec): 3 clusters Score: Raw -2714994.972539 + Penalty 1943.477057 = -2713051.495482 nChanged 104 SP:Iteration 75Q (569.387190 sec): 3 clusters Score: Raw -2715010.241796 + Penalty 1943.477057 = -2713066.764739 nChanged 103 SP:Iteration 76Q (569.458446 sec): 3 clusters Score: Raw -2715024.376096 + Penalty 1943.477057 = -2713080.899039 nChanged 100 SP:Iteration 77Q (569.533756 sec): 3 clusters Score: Raw -2715039.155773 + Penalty 1943.477057 = -2713095.678716 nChanged 114 SP:Iteration 78Q (569.611893 sec): 3 clusters Score: Raw -2715058.355885 + Penalty 1943.477057 = -2713114.878828 nChanged 121 SP:Iteration 79Q (569.686563 sec): 3 clusters Score: Raw -2715076.952943 + Penalty 1943.477057 = -2713133.475886 nChanged 130 SP:Iteration 80F (569.757865 sec): 3 clusters Score: Raw -2715097.855088 + Penalty 1943.477057 = -2713154.378031 nChanged 127 SP:Iteration 81Q (569.831028 sec): 3 clusters Score: Raw -2715117.303963 + Penalty 1943.477057 = -2713173.826906 nChanged 137 SP:Iteration 82Q (569.908496 sec): 3 clusters Score: Raw -2715137.342092 + Penalty 1943.477057 = -2713193.865035 nChanged 136 SP:Iteration 83Q (569.991385 sec): 3 clusters Score: Raw -2715157.476308 + Penalty 1943.477057 = -2713213.999251 nChanged 135 SP:Iteration 84Q (570.054413 sec): 3 clusters Score: Raw -2715175.133417 + Penalty 1943.477057 = -2713231.656360 nChanged 122 SP:Iteration 85Q (570.139113 sec): 3 clusters Score: Raw -2715190.156117 + Penalty 1943.477057 = -2713246.679060 nChanged 103 SP:Iteration 86Q (570.208488 sec): 3 clusters Score: Raw -2715201.568292 + Penalty 1943.477057 = -2713258.091235 nChanged 93 SP:Iteration 87Q (570.282158 sec): 3 clusters Score: Raw -2715212.284295 + Penalty 1943.477057 = -2713268.807238 nChanged 90 SP:Iteration 88Q (570.364849 sec): 3 clusters Score: Raw -2715221.409652 + Penalty 1943.477057 = -2713277.932595 nChanged 77 SP:Iteration 89Q (570.443942 sec): 3 clusters Score: Raw -2715229.056442 + Penalty 1943.477057 = -2713285.579385 nChanged 72 SP:Iteration 90Q (570.520784 sec): 3 clusters Score: Raw -2715234.686144 + Penalty 1943.477057 = -2713291.209087 nChanged 59 SP:Iteration 91Q (570.599727 sec): 3 clusters Score: Raw -2715238.557666 + Penalty 1943.477057 = -2713295.080609 nChanged 51 SP:Iteration 92Q (570.677444 sec): 3 clusters Score: Raw -2715241.154604 + Penalty 1943.477057 = -2713297.677547 nChanged 49 SP:Iteration 93Q (570.755590 sec): 3 clusters Score: Raw -2715244.404129 + Penalty 1943.477057 = -2713300.927072 nChanged 48 SP:Iteration 94Q (570.833944 sec): 3 clusters Score: Raw -2715248.003973 + Penalty 1943.477057 = -2713304.526916 nChanged 39 SP:Iteration 95Q (570.914012 sec): 3 clusters Score: Raw -2715250.350373 + Penalty 1943.477057 = -2713306.873316 nChanged 23 SP:Iteration 96Q (570.990136 sec): 3 clusters Score: Raw -2715251.266385 + Penalty 1943.477057 = -2713307.789328 nChanged 9 SP:Iteration 97Q (571.065390 sec): 3 clusters Score: Raw -2715251.639824 + Penalty 1943.477057 = -2713308.162767 nChanged 15 SP:Iteration 98Q (571.156057 sec): 3 clusters Score: Raw -2715252.362623 + Penalty 1943.477057 = -2713308.885566 nChanged 17 SP:Iteration 99Q (571.231955 sec): 3 clusters Score: Raw -2715253.006271 + Penalty 1943.477057 = -2713309.529214 nChanged 13 SP:Iteration 100F (571.315738 sec): 3 clusters Score: Raw -2715253.599182 + Penalty 1943.477057 = -2713310.122125 nChanged 12 SP:Iteration 101Q (571.392600 sec): 3 clusters Score: Raw -2715254.109457 + Penalty 1943.477057 = -2713310.632400 nChanged 17 SP:Iteration 102Q (571.461326 sec): 3 clusters Score: Raw -2715254.781556 + Penalty 1943.477057 = -2713311.304499 nChanged 14 SP:Iteration 103Q (571.543140 sec): 3 clusters Score: Raw -2715255.228355 + Penalty 1943.477057 = -2713311.751298 nChanged 5 SP:Iteration 104Q (571.619951 sec): 3 clusters Score: Raw -2715255.336263 + Penalty 1943.477057 = -2713311.859206 nChanged 5 SP:Iteration 105Q (571.693103 sec): 3 clusters Score: Raw -2715255.428807 + Penalty 1943.477057 = -2713311.951750 nChanged 3 SP:Iteration 106Q (571.766124 sec): 3 clusters Score: Raw -2715255.515961 + Penalty 1943.477057 = -2713312.038904 nChanged 5 SP:Iteration 107Q (571.839005 sec): 3 clusters Score: Raw -2715255.684596 + Penalty 1943.477057 = -2713312.207539 nChanged 5 SP:Iteration 108Q (571.892480 sec): 3 clusters Score: Raw -2715255.870283 + Penalty 1943.477057 = -2713312.393226 nChanged 3 SP:Iteration 109Q (571.967742 sec): 3 clusters Score: Raw -2715255.951054 + Penalty 1943.477057 = -2713312.473997 nChanged 4 SP:Iteration 110Q (572.038950 sec): 3 clusters Score: Raw -2715256.045021 + Penalty 1943.477057 = -2713312.567964 nChanged 4 SP:Iteration 111Q (572.097298 sec): 3 clusters Score: Raw -2715256.105194 + Penalty 1943.477057 = -2713312.628137 nChanged 4 SP:Iteration 112Q (572.163280 sec): 3 clusters Score: Raw -2715256.175900 + Penalty 1943.477057 = -2713312.698843 nChanged 3 SP:Iteration 113Q (572.242257 sec): 3 clusters Score: Raw -2715256.225000 + Penalty 1943.477057 = -2713312.747943 nChanged 1 SP:Iteration 114Q (572.319860 sec): 3 clusters Score: Raw -2715256.327024 + Penalty 1943.477057 = -2713312.849967 nChanged 2 SP:Iteration 115Q (572.396790 sec): 3 clusters Score: Raw -2715256.372450 + Penalty 1943.477057 = -2713312.895393 nChanged 3 SP:Iteration 116Q (572.472895 sec): 3 clusters Score: Raw -2715256.406728 + Penalty 1943.477057 = -2713312.929671 nChanged 2 SP:Iteration 117Q (572.551769 sec): 3 clusters Score: Raw -2715256.457842 + Penalty 1943.477057 = -2713312.980785 nChanged 1 SP:Iteration 118Q (572.626485 sec): 3 clusters Score: Raw -2715256.463970 + Penalty 1943.477057 = -2713312.986913 nChanged 0 SP:Iteration 119F (572.707063 sec): 3 clusters Score: Raw -2715256.463970 + Penalty 1943.477057 = -2713312.986913 nChanged 0 Score: Raw -58483510.376708 + Penalty 43093.710751 = -58440416.665958 Splitting cluster 25 changes total score from -58438191.780454 to -58440416.665958 So it's getting split into cluster 34. Trying to split cluster 26 (8602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (582.680166 sec): 2 clusters Score: Raw -818068.712680 + Penalty 860.676251 = -817208.036428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.733519 sec): 3 clusters Score: Raw -812948.189391 + Penalty 1721.352503 = -811226.836888 nChanged 3844 SP:Iteration 1F (582.793462 sec): 3 clusters Score: Raw -815496.023002 + Penalty 1721.352503 = -813774.670499 nChanged 648 SP:Iteration 2F (582.839398 sec): 3 clusters Score: Raw -815968.606926 + Penalty 1721.352503 = -814247.254424 nChanged 601 SP:Iteration 3F (582.898278 sec): 3 clusters Score: Raw -816429.306976 + Penalty 1721.352503 = -814707.954473 nChanged 594 SP:Iteration 4F (582.963517 sec): 3 clusters Score: Raw -816874.246210 + Penalty 1721.352503 = -815152.893707 nChanged 579 SP:Iteration 5F (583.028995 sec): 3 clusters Score: Raw -817311.666510 + Penalty 1721.352503 = -815590.314007 nChanged 535 SP:Iteration 6F (583.077491 sec): 3 clusters Score: Raw -817752.730772 + Penalty 1721.352503 = -816031.378269 nChanged 478 SP:Iteration 7F (583.142545 sec): 3 clusters Score: Raw -818114.035708 + Penalty 1721.352503 = -816392.683206 nChanged 407 SP:Iteration 8Q (583.206099 sec): 3 clusters Score: Raw -818383.818979 + Penalty 1721.352503 = -816662.466476 nChanged 285 SP:Iteration 9Q (583.267195 sec): 3 clusters Score: Raw -818521.835307 + Penalty 1721.352503 = -816800.482805 nChanged 184 SP:Iteration 10Q (583.320515 sec): 3 clusters Score: Raw -818595.659299 + Penalty 1721.352503 = -816874.306796 nChanged 151 SP:Iteration 11Q (583.370558 sec): 3 clusters Score: Raw -818652.345403 + Penalty 1721.352503 = -816930.992900 nChanged 109 SP:Iteration 12Q (583.429918 sec): 3 clusters Score: Raw -818693.649138 + Penalty 1721.352503 = -816972.296636 nChanged 100 SP:Iteration 13Q (583.487696 sec): 3 clusters Score: Raw -818726.033973 + Penalty 1721.352503 = -817004.681471 nChanged 86 SP:Iteration 14Q (583.539526 sec): 3 clusters Score: Raw -818755.336645 + Penalty 1721.352503 = -817033.984143 nChanged 88 SP:Iteration 15Q (583.596622 sec): 3 clusters Score: Raw -818783.398860 + Penalty 1721.352503 = -817062.046357 nChanged 75 SP:Iteration 16Q (583.658797 sec): 3 clusters Score: Raw -818807.491890 + Penalty 1721.352503 = -817086.139387 nChanged 77 SP:Iteration 17Q (583.711305 sec): 3 clusters Score: Raw -818828.022904 + Penalty 1721.352503 = -817106.670402 nChanged 62 SP:Iteration 18Q (583.758857 sec): 3 clusters Score: Raw -818842.053233 + Penalty 1721.352503 = -817120.700730 nChanged 46 SP:Iteration 19Q (583.806200 sec): 3 clusters Score: Raw -818851.198139 + Penalty 1721.352503 = -817129.845636 nChanged 39 SP:Iteration 20F (583.862567 sec): 3 clusters Score: Raw -818857.431570 + Penalty 1721.352503 = -817136.079067 nChanged 32 SP:Iteration 21Q (583.920704 sec): 3 clusters Score: Raw -818861.700702 + Penalty 1721.352503 = -817140.348199 nChanged 24 SP:Iteration 22Q (583.973195 sec): 3 clusters Score: Raw -818864.672998 + Penalty 1721.352503 = -817143.320495 nChanged 11 SP:Iteration 23Q (584.037277 sec): 3 clusters Score: Raw -818865.383486 + Penalty 1721.352503 = -817144.030983 nChanged 8 SP:Iteration 24Q (584.099407 sec): 3 clusters Score: Raw -818866.318581 + Penalty 1721.352503 = -817144.966078 nChanged 8 SP:Iteration 25Q (584.146139 sec): 3 clusters Score: Raw -818867.702922 + Penalty 1721.352503 = -817146.350419 nChanged 11 SP:Iteration 26Q (584.206950 sec): 3 clusters Score: Raw -818869.224726 + Penalty 1721.352503 = -817147.872223 nChanged 14 SP:Iteration 27Q (584.261626 sec): 3 clusters Score: Raw -818870.715957 + Penalty 1721.352503 = -817149.363454 nChanged 10 SP:Iteration 28Q (584.307779 sec): 3 clusters Score: Raw -818872.006625 + Penalty 1721.352503 = -817150.654122 nChanged 10 SP:Iteration 29Q (584.372434 sec): 3 clusters Score: Raw -818873.438908 + Penalty 1721.352503 = -817152.086406 nChanged 12 SP:Iteration 30Q (584.423565 sec): 3 clusters Score: Raw -818874.645691 + Penalty 1721.352503 = -817153.293189 nChanged 8 SP:Iteration 31Q (584.482088 sec): 3 clusters Score: Raw -818875.927703 + Penalty 1721.352503 = -817154.575201 nChanged 9 SP:Iteration 32Q (584.541535 sec): 3 clusters Score: Raw -818877.203263 + Penalty 1721.352503 = -817155.850760 nChanged 7 SP:Iteration 33Q (584.596439 sec): 3 clusters Score: Raw -818877.909974 + Penalty 1721.352503 = -817156.557472 nChanged 8 SP:Iteration 34Q (584.642883 sec): 3 clusters Score: Raw -818878.965481 + Penalty 1721.352503 = -817157.612978 nChanged 7 SP:Iteration 35Q (584.709568 sec): 3 clusters Score: Raw -818879.885919 + Penalty 1721.352503 = -817158.533417 nChanged 5 SP:Iteration 36Q (584.753457 sec): 3 clusters Score: Raw -818880.318323 + Penalty 1721.352503 = -817158.965820 nChanged 5 SP:Iteration 37Q (584.820778 sec): 3 clusters Score: Raw -818880.735291 + Penalty 1721.352503 = -817159.382788 nChanged 5 SP:Iteration 38Q (584.864361 sec): 3 clusters Score: Raw -818881.076713 + Penalty 1721.352503 = -817159.724211 nChanged 1 SP:Iteration 39Q (584.922769 sec): 3 clusters Score: Raw -818881.125588 + Penalty 1721.352503 = -817159.773085 nChanged 0 SP:Iteration 40F (584.976345 sec): 3 clusters Score: Raw -818881.125588 + Penalty 1721.352503 = -817159.773085 nChanged 0 Trying to split cluster 27 (73074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (585.087462 sec): 2 clusters Score: Raw -7146102.502533 + Penalty 1063.926651 = -7145038.575882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (585.215716 sec): 3 clusters Score: Raw -7098352.069260 + Penalty 2127.853302 = -7096224.215958 nChanged 35009 SP:Iteration 1F (585.356721 sec): 3 clusters Score: Raw -7119716.394315 + Penalty 2127.853302 = -7117588.541013 nChanged 3878 SP:Iteration 2F (585.489201 sec): 3 clusters Score: Raw -7121346.749886 + Penalty 2127.853302 = -7119218.896584 nChanged 4386 SP:Iteration 3F (585.626787 sec): 3 clusters Score: Raw -7123525.794956 + Penalty 2127.853302 = -7121397.941654 nChanged 4878 SP:Iteration 4F (585.763175 sec): 3 clusters Score: Raw -7126448.915504 + Penalty 2127.853302 = -7124321.062202 nChanged 5166 SP:Iteration 5F (585.892784 sec): 3 clusters Score: Raw -7129917.638228 + Penalty 2127.853302 = -7127789.784926 nChanged 4963 SP:Iteration 6F (586.028851 sec): 3 clusters Score: Raw -7133600.493192 + Penalty 2127.853302 = -7131472.639890 nChanged 4436 SP:Iteration 7F (586.169805 sec): 3 clusters Score: Raw -7137300.124092 + Penalty 2127.853302 = -7135172.270790 nChanged 3785 SP:Iteration 8F (586.304339 sec): 3 clusters Score: Raw -7140670.960796 + Penalty 2127.853302 = -7138543.107494 nChanged 2818 SP:Iteration 9Q (586.438764 sec): 3 clusters Score: Raw -7143396.859713 + Penalty 2127.853302 = -7141269.006411 nChanged 1694 SP:Iteration 10Q (586.571453 sec): 3 clusters Score: Raw -7145028.066775 + Penalty 2127.853302 = -7142900.213473 nChanged 923 SP:Iteration 11Q (586.707963 sec): 3 clusters Score: Raw -7145876.225875 + Penalty 2127.853302 = -7143748.372573 nChanged 711 SP:Iteration 12Q (586.837305 sec): 3 clusters Score: Raw -7146379.335890 + Penalty 2127.853302 = -7144251.482588 nChanged 566 SP:Iteration 13Q (586.964057 sec): 3 clusters Score: Raw -7146722.617613 + Penalty 2127.853302 = -7144594.764311 nChanged 467 SP:Iteration 14Q (587.090920 sec): 3 clusters Score: Raw -7146918.486734 + Penalty 2127.853302 = -7144790.633432 nChanged 364 SP:Iteration 15Q (587.217230 sec): 3 clusters Score: Raw -7147051.046753 + Penalty 2127.853302 = -7144923.193451 nChanged 318 SP:Iteration 16Q (587.335773 sec): 3 clusters Score: Raw -7147137.108798 + Penalty 2127.853302 = -7145009.255496 nChanged 246 SP:Iteration 17Q (587.454228 sec): 3 clusters Score: Raw -7147193.807632 + Penalty 2127.853302 = -7145065.954330 nChanged 202 SP:Iteration 18Q (587.572597 sec): 3 clusters Score: Raw -7147241.739630 + Penalty 2127.853302 = -7145113.886328 nChanged 204 SP:Iteration 19Q (587.680539 sec): 3 clusters Score: Raw -7147286.076594 + Penalty 2127.853302 = -7145158.223292 nChanged 168 SP:Iteration 20F (587.830198 sec): 3 clusters Score: Raw -7147311.453275 + Penalty 2127.853302 = -7145183.599973 nChanged 141 SP:Iteration 21Q (587.951245 sec): 3 clusters Score: Raw -7147332.645729 + Penalty 2127.853302 = -7145204.792427 nChanged 138 SP:Iteration 22Q (588.065604 sec): 3 clusters Score: Raw -7147353.649206 + Penalty 2127.853302 = -7145225.795904 nChanged 133 SP:Iteration 23Q (588.195994 sec): 3 clusters Score: Raw -7147372.938118 + Penalty 2127.853302 = -7145245.084816 nChanged 119 SP:Iteration 24Q (588.321562 sec): 3 clusters Score: Raw -7147388.230586 + Penalty 2127.853302 = -7145260.377284 nChanged 115 SP:Iteration 25Q (588.433776 sec): 3 clusters Score: Raw -7147401.150050 + Penalty 2127.853302 = -7145273.296748 nChanged 104 SP:Iteration 26Q (588.550451 sec): 3 clusters Score: Raw -7147411.074552 + Penalty 2127.853302 = -7145283.221250 nChanged 92 SP:Iteration 27Q (588.675040 sec): 3 clusters Score: Raw -7147419.178036 + Penalty 2127.853302 = -7145291.324734 nChanged 76 SP:Iteration 28Q (588.803542 sec): 3 clusters Score: Raw -7147425.423922 + Penalty 2127.853302 = -7145297.570620 nChanged 77 SP:Iteration 29Q (588.932462 sec): 3 clusters Score: Raw -7147431.928356 + Penalty 2127.853302 = -7145304.075054 nChanged 75 SP:Iteration 30Q (589.059276 sec): 3 clusters Score: Raw -7147438.858587 + Penalty 2127.853302 = -7145311.005285 nChanged 77 SP:Iteration 31Q (589.181444 sec): 3 clusters Score: Raw -7147445.543570 + Penalty 2127.853302 = -7145317.690268 nChanged 67 SP:Iteration 32Q (589.308070 sec): 3 clusters Score: Raw -7147450.297352 + Penalty 2127.853302 = -7145322.444050 nChanged 60 SP:Iteration 33Q (589.430839 sec): 3 clusters Score: Raw -7147454.895208 + Penalty 2127.853302 = -7145327.041906 nChanged 73 SP:Iteration 34Q (589.556918 sec): 3 clusters Score: Raw -7147461.970254 + Penalty 2127.853302 = -7145334.116952 nChanged 76 SP:Iteration 35Q (589.678032 sec): 3 clusters Score: Raw -7147468.204609 + Penalty 2127.853302 = -7145340.351307 nChanged 77 SP:Iteration 36Q (589.796633 sec): 3 clusters Score: Raw -7147474.994906 + Penalty 2127.853302 = -7145347.141604 nChanged 74 SP:Iteration 37Q (589.912991 sec): 3 clusters Score: Raw -7147480.750923 + Penalty 2127.853302 = -7145352.897621 nChanged 65 SP:Iteration 38Q (590.019057 sec): 3 clusters Score: Raw -7147485.811874 + Penalty 2127.853302 = -7145357.958572 nChanged 62 SP:Iteration 39Q (590.150755 sec): 3 clusters Score: Raw -7147490.527138 + Penalty 2127.853302 = -7145362.673836 nChanged 61 SP:Iteration 40F (590.277836 sec): 3 clusters Score: Raw -7147494.676586 + Penalty 2127.853302 = -7145366.823284 nChanged 47 SP:Iteration 41Q (590.409806 sec): 3 clusters Score: Raw -7147498.181691 + Penalty 2127.853302 = -7145370.328389 nChanged 35 SP:Iteration 42Q (590.525203 sec): 3 clusters Score: Raw -7147500.044266 + Penalty 2127.853302 = -7145372.190964 nChanged 31 SP:Iteration 43Q (590.650352 sec): 3 clusters Score: Raw -7147501.766390 + Penalty 2127.853302 = -7145373.913088 nChanged 34 SP:Iteration 44Q (590.784917 sec): 3 clusters Score: Raw -7147503.517878 + Penalty 2127.853302 = -7145375.664576 nChanged 31 SP:Iteration 45Q (590.906099 sec): 3 clusters Score: Raw -7147504.730865 + Penalty 2127.853302 = -7145376.877563 nChanged 27 SP:Iteration 46Q (591.008140 sec): 3 clusters Score: Raw -7147505.685804 + Penalty 2127.853302 = -7145377.832502 nChanged 22 SP:Iteration 47Q (591.133649 sec): 3 clusters Score: Raw -7147506.367973 + Penalty 2127.853302 = -7145378.514671 nChanged 15 SP:Iteration 48Q (591.269107 sec): 3 clusters Score: Raw -7147506.931279 + Penalty 2127.853302 = -7145379.077977 nChanged 11 SP:Iteration 49Q (591.389188 sec): 3 clusters Score: Raw -7147507.276775 + Penalty 2127.853302 = -7145379.423472 nChanged 11 SP:Iteration 50Q (591.506028 sec): 3 clusters Score: Raw -7147507.700392 + Penalty 2127.853302 = -7145379.847090 nChanged 8 SP:Iteration 51Q (591.627950 sec): 3 clusters Score: Raw -7147507.949896 + Penalty 2127.853302 = -7145380.096594 nChanged 10 SP:Iteration 52Q (591.747241 sec): 3 clusters Score: Raw -7147508.478079 + Penalty 2127.853302 = -7145380.624777 nChanged 11 SP:Iteration 53Q (591.862898 sec): 3 clusters Score: Raw -7147508.979351 + Penalty 2127.853302 = -7145381.126049 nChanged 14 SP:Iteration 54Q (591.978714 sec): 3 clusters Score: Raw -7147509.592307 + Penalty 2127.853302 = -7145381.739005 nChanged 8 SP:Iteration 55Q (592.107242 sec): 3 clusters Score: Raw -7147509.881504 + Penalty 2127.853302 = -7145382.028202 nChanged 10 SP:Iteration 56Q (592.228807 sec): 3 clusters Score: Raw -7147510.309763 + Penalty 2127.853302 = -7145382.456461 nChanged 11 SP:Iteration 57Q (592.349967 sec): 3 clusters Score: Raw -7147510.787006 + Penalty 2127.853302 = -7145382.933704 nChanged 12 SP:Iteration 58Q (592.475751 sec): 3 clusters Score: Raw -7147511.148149 + Penalty 2127.853302 = -7145383.294847 nChanged 13 SP:Iteration 59Q (592.598297 sec): 3 clusters Score: Raw -7147511.497545 + Penalty 2127.853302 = -7145383.644243 nChanged 4 SP:Iteration 60F (592.724410 sec): 3 clusters Score: Raw -7147511.592523 + Penalty 2127.853302 = -7145383.739221 nChanged 3 SP:Iteration 61Q (592.849989 sec): 3 clusters Score: Raw -7147511.697403 + Penalty 2127.853302 = -7145383.844101 nChanged 5 SP:Iteration 62Q (592.973490 sec): 3 clusters Score: Raw -7147511.797256 + Penalty 2127.853302 = -7145383.943954 nChanged 3 SP:Iteration 63Q (593.097977 sec): 3 clusters Score: Raw -7147511.847364 + Penalty 2127.853302 = -7145383.994062 nChanged 3 SP:Iteration 64Q (593.229231 sec): 3 clusters Score: Raw -7147511.912513 + Penalty 2127.853302 = -7145384.059211 nChanged 3 SP:Iteration 65Q (593.352164 sec): 3 clusters Score: Raw -7147512.007665 + Penalty 2127.853302 = -7145384.154363 nChanged 4 SP:Iteration 66Q (593.476593 sec): 3 clusters Score: Raw -7147512.095367 + Penalty 2127.853302 = -7145384.242065 nChanged 4 SP:Iteration 67Q (593.590121 sec): 3 clusters Score: Raw -7147512.271719 + Penalty 2127.853302 = -7145384.418417 nChanged 5 SP:Iteration 68Q (593.673964 sec): 3 clusters Score: Raw -7147512.445645 + Penalty 2127.853302 = -7145384.592343 nChanged 8 SP:Iteration 69Q (593.758257 sec): 3 clusters Score: Raw -7147512.768332 + Penalty 2127.853302 = -7145384.915030 nChanged 7 SP:Iteration 70Q (593.841861 sec): 3 clusters Score: Raw -7147512.942351 + Penalty 2127.853302 = -7145385.089049 nChanged 9 SP:Iteration 71Q (593.926548 sec): 3 clusters Score: Raw -7147513.272658 + Penalty 2127.853302 = -7145385.419356 nChanged 8 SP:Iteration 72Q (594.018559 sec): 3 clusters Score: Raw -7147513.544560 + Penalty 2127.853302 = -7145385.691258 nChanged 7 SP:Iteration 73Q (594.102516 sec): 3 clusters Score: Raw -7147513.750214 + Penalty 2127.853302 = -7145385.896912 nChanged 6 SP:Iteration 74Q (594.231288 sec): 3 clusters Score: Raw -7147514.023676 + Penalty 2127.853302 = -7145386.170374 nChanged 7 SP:Iteration 75Q (594.348524 sec): 3 clusters Score: Raw -7147514.302398 + Penalty 2127.853302 = -7145386.449096 nChanged 10 SP:Iteration 76Q (594.478398 sec): 3 clusters Score: Raw -7147514.590077 + Penalty 2127.853302 = -7145386.736775 nChanged 8 SP:Iteration 77Q (594.607545 sec): 3 clusters Score: Raw -7147514.853461 + Penalty 2127.853302 = -7145387.000159 nChanged 4 SP:Iteration 78Q (594.724421 sec): 3 clusters Score: Raw -7147514.941029 + Penalty 2127.853302 = -7145387.087727 nChanged 3 SP:Iteration 79Q (594.813805 sec): 3 clusters Score: Raw -7147515.067480 + Penalty 2127.853302 = -7145387.214178 nChanged 4 SP:Iteration 80F (594.946272 sec): 3 clusters Score: Raw -7147515.157524 + Penalty 2127.853302 = -7145387.304222 nChanged 1 SP:Iteration 81Q (595.079536 sec): 3 clusters Score: Raw -7147515.202342 + Penalty 2127.853302 = -7145387.349040 nChanged 2 SP:Iteration 82Q (595.208616 sec): 3 clusters Score: Raw -7147515.254266 + Penalty 2127.853302 = -7145387.400964 nChanged 1 SP:Iteration 83Q (595.340356 sec): 3 clusters Score: Raw -7147515.262061 + Penalty 2127.853302 = -7145387.408759 nChanged 0 SP:Iteration 84F (595.477039 sec): 3 clusters Score: Raw -7147515.262061 + Penalty 2127.853302 = -7145387.408759 nChanged 0 Score: Raw -58484923.136237 + Penalty 44361.172832 = -58440561.963406 Splitting cluster 27 changes total score from -58438191.780454 to -58440561.963406 So it's getting split into cluster 35. Trying to split cluster 28 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.753522 sec): 2 clusters Score: Raw -25945.073982 + Penalty 551.201246 = -25393.872737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.793507 sec): 3 clusters Score: Raw -26053.068081 + Penalty 1102.402491 = -24950.665590 nChanged 95 SP:Iteration 1F (605.844947 sec): 3 clusters Score: Raw -26325.060676 + Penalty 1102.402491 = -25222.658185 nChanged 33 SP:Iteration 2F (605.878344 sec): 3 clusters Score: Raw -26473.854964 + Penalty 1102.402491 = -25371.452473 nChanged 13 SP:Iteration 3Q (605.932102 sec): 3 clusters Score: Raw -26558.093397 + Penalty 1102.402491 = -25455.690906 nChanged 6 SP:Iteration 4Q (605.972215 sec): 3 clusters Score: Raw -26581.047209 + Penalty 1102.402491 = -25478.644718 nChanged 5 SP:Iteration 5Q (606.024169 sec): 3 clusters Score: Raw -26590.535171 + Penalty 1102.402491 = -25488.132680 nChanged 0 SP:Iteration 6F (606.072198 sec): 3 clusters Score: Raw -26590.535171 + Penalty 1102.402491 = -25488.132680 nChanged 0 Score: Raw -58485568.597426 + Penalty 45628.634913 = -58439939.962514 Splitting cluster 28 changes total score from -58438191.780454 to -58439939.962514 So it's getting split into cluster 36. Trying to split cluster 29 (3309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.168965 sec): 2 clusters Score: Raw -296358.388750 + Penalty 769.918124 = -295588.470626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.181951 sec): 3 clusters Score: Raw -294617.194693 + Penalty 1539.836249 = -293077.358445 nChanged 1374 SP:Iteration 1F (616.193996 sec): 3 clusters Score: Raw -295351.351369 + Penalty 1539.836249 = -293811.515120 nChanged 258 SP:Iteration 2F (616.205961 sec): 3 clusters Score: Raw -295545.332845 + Penalty 1539.836249 = -294005.496597 nChanged 253 SP:Iteration 3F (616.217998 sec): 3 clusters Score: Raw -295722.691280 + Penalty 1539.836249 = -294182.855031 nChanged 209 SP:Iteration 4F (616.229998 sec): 3 clusters Score: Raw -295849.952220 + Penalty 1539.836249 = -294310.115972 nChanged 193 SP:Iteration 5F (616.241887 sec): 3 clusters Score: Raw -295998.944271 + Penalty 1539.836249 = -294459.108022 nChanged 189 SP:Iteration 6F (616.253860 sec): 3 clusters Score: Raw -296159.549665 + Penalty 1539.836249 = -294619.713417 nChanged 173 SP:Iteration 7F (616.265936 sec): 3 clusters Score: Raw -296318.014624 + Penalty 1539.836249 = -294778.178376 nChanged 147 SP:Iteration 8Q (616.277705 sec): 3 clusters Score: Raw -296440.122205 + Penalty 1539.836249 = -294900.285956 nChanged 119 SP:Iteration 9Q (616.289651 sec): 3 clusters Score: Raw -296531.394926 + Penalty 1539.836249 = -294991.558677 nChanged 74 SP:Iteration 10Q (616.301670 sec): 3 clusters Score: Raw -296579.610576 + Penalty 1539.836249 = -295039.774328 nChanged 47 SP:Iteration 11Q (616.313339 sec): 3 clusters Score: Raw -296614.773661 + Penalty 1539.836249 = -295074.937413 nChanged 34 SP:Iteration 12Q (616.325006 sec): 3 clusters Score: Raw -296636.845141 + Penalty 1539.836249 = -295097.008893 nChanged 25 SP:Iteration 13Q (616.336792 sec): 3 clusters Score: Raw -296652.098044 + Penalty 1539.836249 = -295112.261795 nChanged 22 SP:Iteration 14Q (616.348325 sec): 3 clusters Score: Raw -296664.429799 + Penalty 1539.836249 = -295124.593550 nChanged 20 SP:Iteration 15Q (616.359974 sec): 3 clusters Score: Raw -296675.258426 + Penalty 1539.836249 = -295135.422178 nChanged 15 SP:Iteration 16Q (616.371524 sec): 3 clusters Score: Raw -296685.501482 + Penalty 1539.836249 = -295145.665234 nChanged 13 SP:Iteration 17Q (616.382988 sec): 3 clusters Score: Raw -296691.793156 + Penalty 1539.836249 = -295151.956908 nChanged 6 SP:Iteration 18Q (616.394518 sec): 3 clusters Score: Raw -296694.460885 + Penalty 1539.836249 = -295154.624636 nChanged 3 SP:Iteration 19Q (616.406010 sec): 3 clusters Score: Raw -296695.887003 + Penalty 1539.836249 = -295156.050754 nChanged 3 SP:Iteration 20F (616.417885 sec): 3 clusters Score: Raw -296697.261579 + Penalty 1539.836249 = -295157.425330 nChanged 4 SP:Iteration 21Q (616.429349 sec): 3 clusters Score: Raw -296698.754597 + Penalty 1539.836249 = -295158.918349 nChanged 4 SP:Iteration 22Q (616.440843 sec): 3 clusters Score: Raw -296702.297228 + Penalty 1539.836249 = -295162.460979 nChanged 6 SP:Iteration 23Q (616.452302 sec): 3 clusters Score: Raw -296705.932737 + Penalty 1539.836249 = -295166.096489 nChanged 3 SP:Iteration 24Q (616.463818 sec): 3 clusters Score: Raw -296708.340967 + Penalty 1539.836249 = -295168.504719 nChanged 3 SP:Iteration 25Q (616.475359 sec): 3 clusters Score: Raw -296710.531586 + Penalty 1539.836249 = -295170.695337 nChanged 1 SP:Iteration 26Q (616.486918 sec): 3 clusters Score: Raw -296710.943273 + Penalty 1539.836249 = -295171.107024 nChanged 1 SP:Iteration 27Q (616.498343 sec): 3 clusters Score: Raw -296712.217017 + Penalty 1539.836249 = -295172.380768 nChanged 2 SP:Iteration 28Q (616.509841 sec): 3 clusters Score: Raw -296713.491240 + Penalty 1539.836249 = -295173.654991 nChanged 1 SP:Iteration 29Q (616.521318 sec): 3 clusters Score: Raw -296714.389425 + Penalty 1539.836249 = -295174.553177 nChanged 1 SP:Iteration 30Q (616.532773 sec): 3 clusters Score: Raw -296714.622715 + Penalty 1539.836249 = -295174.786466 nChanged 1 SP:Iteration 31Q (616.544271 sec): 3 clusters Score: Raw -296714.913381 + Penalty 1539.836249 = -295175.077132 nChanged 0 SP:Iteration 32F (616.556115 sec): 3 clusters Score: Raw -296714.913381 + Penalty 1539.836249 = -295175.077132 nChanged 0 Trying to split cluster 30 (5336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.574075 sec): 2 clusters Score: Raw -514629.463819 + Penalty 815.312001 = -513814.151818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.593825 sec): 3 clusters Score: Raw -511629.683799 + Penalty 1630.624002 = -509999.059798 nChanged 2302 SP:Iteration 1F (616.612831 sec): 3 clusters Score: Raw -512969.627670 + Penalty 1630.624002 = -511339.003669 nChanged 380 SP:Iteration 2F (616.631820 sec): 3 clusters Score: Raw -513175.135719 + Penalty 1630.624002 = -511544.511718 nChanged 316 SP:Iteration 3F (616.650611 sec): 3 clusters Score: Raw -513358.899114 + Penalty 1630.624002 = -511728.275112 nChanged 335 SP:Iteration 4F (616.669492 sec): 3 clusters Score: Raw -513618.667600 + Penalty 1630.624002 = -511988.043598 nChanged 355 SP:Iteration 5F (616.688473 sec): 3 clusters Score: Raw -513902.847871 + Penalty 1630.624002 = -512272.223870 nChanged 270 SP:Iteration 6F (616.707585 sec): 3 clusters Score: Raw -514100.882709 + Penalty 1630.624002 = -512470.258707 nChanged 215 SP:Iteration 7Q (616.726377 sec): 3 clusters Score: Raw -514266.968165 + Penalty 1630.624002 = -512636.344164 nChanged 161 SP:Iteration 8Q (616.744949 sec): 3 clusters Score: Raw -514426.026388 + Penalty 1630.624002 = -512795.402386 nChanged 129 SP:Iteration 9Q (616.763342 sec): 3 clusters Score: Raw -514555.329163 + Penalty 1630.624002 = -512924.705162 nChanged 90 SP:Iteration 10Q (616.781737 sec): 3 clusters Score: Raw -514623.672276 + Penalty 1630.624002 = -512993.048274 nChanged 70 SP:Iteration 11Q (616.799839 sec): 3 clusters Score: Raw -514667.007855 + Penalty 1630.624002 = -513036.383853 nChanged 62 SP:Iteration 12Q (616.817945 sec): 3 clusters Score: Raw -514699.766149 + Penalty 1630.624002 = -513069.142147 nChanged 44 SP:Iteration 13Q (616.836093 sec): 3 clusters Score: Raw -514721.389244 + Penalty 1630.624002 = -513090.765243 nChanged 27 SP:Iteration 14Q (616.854087 sec): 3 clusters Score: Raw -514733.443559 + Penalty 1630.624002 = -513102.819557 nChanged 23 SP:Iteration 15Q (616.872106 sec): 3 clusters Score: Raw -514744.947727 + Penalty 1630.624002 = -513114.323725 nChanged 18 SP:Iteration 16Q (616.890019 sec): 3 clusters Score: Raw -514755.140027 + Penalty 1630.624002 = -513124.516025 nChanged 14 SP:Iteration 17Q (616.907918 sec): 3 clusters Score: Raw -514759.667467 + Penalty 1630.624002 = -513129.043465 nChanged 9 SP:Iteration 18Q (616.925688 sec): 3 clusters Score: Raw -514763.315038 + Penalty 1630.624002 = -513132.691036 nChanged 10 SP:Iteration 19Q (616.943452 sec): 3 clusters Score: Raw -514766.555729 + Penalty 1630.624002 = -513135.931728 nChanged 7 SP:Iteration 20F (616.962408 sec): 3 clusters Score: Raw -514768.512331 + Penalty 1630.624002 = -513137.888330 nChanged 7 SP:Iteration 21Q (616.980221 sec): 3 clusters Score: Raw -514770.966375 + Penalty 1630.624002 = -513140.342374 nChanged 6 SP:Iteration 22Q (616.997984 sec): 3 clusters Score: Raw -514772.695989 + Penalty 1630.624002 = -513142.071988 nChanged 7 SP:Iteration 23Q (617.015719 sec): 3 clusters Score: Raw -514774.982319 + Penalty 1630.624002 = -513144.358318 nChanged 9 SP:Iteration 24Q (617.033524 sec): 3 clusters Score: Raw -514777.395203 + Penalty 1630.624002 = -513146.771201 nChanged 5 SP:Iteration 25Q (617.051177 sec): 3 clusters Score: Raw -514778.980442 + Penalty 1630.624002 = -513148.356440 nChanged 7 SP:Iteration 26Q (617.068864 sec): 3 clusters Score: Raw -514780.950887 + Penalty 1630.624002 = -513150.326885 nChanged 6 SP:Iteration 27Q (617.086524 sec): 3 clusters Score: Raw -514782.446335 + Penalty 1630.624002 = -513151.822333 nChanged 4 SP:Iteration 28Q (617.104396 sec): 3 clusters Score: Raw -514784.480362 + Penalty 1630.624002 = -513153.856360 nChanged 3 SP:Iteration 29Q (617.122183 sec): 3 clusters Score: Raw -514785.053806 + Penalty 1630.624002 = -513154.429805 nChanged 0 SP:Iteration 30F (617.140889 sec): 3 clusters Score: Raw -514785.053806 + Penalty 1630.624002 = -513154.429805 nChanged 0 Iteration 59Q (622.477085 sec): 37 clusters Score: Raw -58487888.276775 + Penalty 45628.634913 = -58442259.641863 nChanged 5374 Iteration 60F (632.608094 sec): 37 clusters Score: Raw -58489783.864185 + Penalty 45628.634913 = -58444155.229273 nChanged 3975 Iteration 61Q (637.753711 sec): 37 clusters Score: Raw -58490732.297605 + Penalty 45628.634913 = -58445103.662692 nChanged 2657 Iteration 62Q (642.941642 sec): 37 clusters Score: Raw -58491122.617878 + Penalty 45628.634913 = -58445493.982965 nChanged 2194 Iteration 63Q (648.100472 sec): 37 clusters Score: Raw -58491376.001298 + Penalty 45628.634913 = -58445747.366385 nChanged 1838 Iteration 64Q (653.242443 sec): 37 clusters Score: Raw -58491581.258759 + Penalty 45628.634913 = -58445952.623846 nChanged 1624 Iteration 65Q (658.384165 sec): 37 clusters Score: Raw -58491739.882174 + Penalty 45628.634913 = -58446111.247262 nChanged 1489 Iteration 66Q (663.528752 sec): 37 clusters Score: Raw -58491867.883530 + Penalty 45628.634913 = -58446239.248617 nChanged 1317 Iteration 67Q (668.645557 sec): 37 clusters Score: Raw -58491992.599433 + Penalty 45628.634913 = -58446363.964521 nChanged 1260 Iteration 68Q (673.214269 sec): 37 clusters Score: Raw -58492094.083014 + Penalty 45628.634913 = -58446465.448102 nChanged 1188 Iteration 69Q (678.423125 sec): 37 clusters Score: Raw -58492185.890414 + Penalty 45628.634913 = -58446557.255501 nChanged 1091 Iteration 70Q (683.649041 sec): 37 clusters Score: Raw -58492267.410739 + Penalty 45628.634913 = -58446638.775826 nChanged 1050 Iteration 71Q (688.758662 sec): 37 clusters Score: Raw -58492352.698824 + Penalty 45628.634913 = -58446724.063911 nChanged 1010 Iteration 72Q (693.913390 sec): 37 clusters Score: Raw -58492429.485707 + Penalty 45628.634913 = -58446800.850795 nChanged 994 Iteration 73Q (699.029861 sec): 37 clusters Score: Raw -58492501.910341 + Penalty 45628.634913 = -58446873.275429 nChanged 933 Iteration 74Q (704.148928 sec): 37 clusters Score: Raw -58492571.777364 + Penalty 45628.634913 = -58446943.142451 nChanged 890 Iteration 75Q (709.257235 sec): 37 clusters Score: Raw -58492641.744995 + Penalty 45628.634913 = -58447013.110083 nChanged 860 Iteration 76Q (714.380632 sec): 37 clusters Score: Raw -58492704.703383 + Penalty 45628.634913 = -58447076.068470 nChanged 846 Iteration 77Q (719.484091 sec): 37 clusters Score: Raw -58492766.478650 + Penalty 45628.634913 = -58447137.843737 nChanged 809 Iteration 78Q (724.586561 sec): 37 clusters Score: Raw -58492825.252639 + Penalty 45628.634913 = -58447196.617727 nChanged 728 Iteration 79Q (729.708909 sec): 37 clusters Score: Raw -58492876.930770 + Penalty 45628.634913 = -58447248.295858 nChanged 664 Iteration 80F (739.965243 sec): 37 clusters Score: Raw -58493037.182533 + Penalty 45628.634913 = -58447408.547620 nChanged 658 Iteration 81Q (744.893653 sec): 37 clusters Score: Raw -58493289.331221 + Penalty 45628.634913 = -58447660.696309 nChanged 630 Iteration 82Q (749.481549 sec): 37 clusters Score: Raw -58493354.308852 + Penalty 45628.634913 = -58447725.673940 nChanged 655 Iteration 83Q (754.288312 sec): 37 clusters Score: Raw -58493412.239739 + Penalty 45628.634913 = -58447783.604827 nChanged 715 Iteration 84Q (759.351551 sec): 37 clusters Score: Raw -58493472.768933 + Penalty 45628.634913 = -58447844.134021 nChanged 714 Iteration 85Q (764.806771 sec): 37 clusters Score: Raw -58493531.216118 + Penalty 45628.634913 = -58447902.581206 nChanged 716 Iteration 86Q (770.082408 sec): 37 clusters Score: Raw -58493603.641072 + Penalty 45628.634913 = -58447975.006159 nChanged 708 Iteration 87Q (775.550469 sec): 37 clusters Score: Raw -58493660.748925 + Penalty 45628.634913 = -58448032.114013 nChanged 713 Iteration 88Q (781.069247 sec): 37 clusters Score: Raw -58493707.226690 + Penalty 45628.634913 = -58448078.591778 nChanged 686 Iteration 89Q (786.552283 sec): 37 clusters Score: Raw -58493753.154508 + Penalty 45628.634913 = -58448124.519595 nChanged 671 Iteration 90Q (792.042597 sec): 37 clusters Score: Raw -58493798.933486 + Penalty 45628.634913 = -58448170.298573 nChanged 627 Iteration 91Q (797.428906 sec): 37 clusters Score: Raw -58493837.709194 + Penalty 45628.634913 = -58448209.074281 nChanged 606 Iteration 92Q (802.925612 sec): 37 clusters Score: Raw -58493873.750439 + Penalty 45628.634913 = -58448245.115526 nChanged 597 Iteration 93Q (808.432466 sec): 37 clusters Score: Raw -58493907.930617 + Penalty 45628.634913 = -58448279.295704 nChanged 576 Iteration 94Q (813.952401 sec): 37 clusters Score: Raw -58493939.865549 + Penalty 45628.634913 = -58448311.230637 nChanged 518 Iteration 95Q (819.419488 sec): 37 clusters Score: Raw -58493966.239666 + Penalty 45628.634913 = -58448337.604753 nChanged 457 Iteration 96Q (824.919770 sec): 37 clusters Score: Raw -58493988.266590 + Penalty 45628.634913 = -58448359.631678 nChanged 410 Iteration 97Q (830.454355 sec): 37 clusters Score: Raw -58494007.302581 + Penalty 45628.634913 = -58448378.667669 nChanged 408 Iteration 98Q (835.942202 sec): 37 clusters Score: Raw -58494026.284430 + Penalty 45628.634913 = -58448397.649517 nChanged 428 Writing temp clu file Because OldScore, -58448378.667669, is greater than current (better) Score,-58448397.649517 Compute initial score before splitting: Score: Raw -58494026.284430 + Penalty 45628.634913 = -58448397.649517 Trying to split cluster 1 (17914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.169966 sec): 2 clusters Score: Raw -1758158.422317 + Penalty 930.367092 = -1757228.055225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.238277 sec): 3 clusters Score: Raw -1747048.611731 + Penalty 1860.734184 = -1745187.877548 nChanged 8185 SP:Iteration 1F (836.306670 sec): 3 clusters Score: Raw -1751879.875064 + Penalty 1860.734184 = -1750019.140880 nChanged 949 SP:Iteration 2F (836.371922 sec): 3 clusters Score: Raw -1752242.900409 + Penalty 1860.734184 = -1750382.166225 nChanged 904 SP:Iteration 3F (836.430599 sec): 3 clusters Score: Raw -1752600.824953 + Penalty 1860.734184 = -1750740.090769 nChanged 866 SP:Iteration 4Q (836.503596 sec): 3 clusters Score: Raw -1752988.123569 + Penalty 1860.734184 = -1751127.389385 nChanged 891 SP:Iteration 5Q (836.570178 sec): 3 clusters Score: Raw -1753477.834164 + Penalty 1860.734184 = -1751617.099980 nChanged 957 SP:Iteration 6F (836.633828 sec): 3 clusters Score: Raw -1754072.326405 + Penalty 1860.734184 = -1752211.592221 nChanged 929 SP:Iteration 7F (836.699258 sec): 3 clusters Score: Raw -1754738.830205 + Penalty 1860.734184 = -1752878.096021 nChanged 812 SP:Iteration 8Q (836.779877 sec): 3 clusters Score: Raw -1755379.331283 + Penalty 1860.734184 = -1753518.597099 nChanged 710 SP:Iteration 9Q (836.842666 sec): 3 clusters Score: Raw -1755914.756153 + Penalty 1860.734184 = -1754054.021969 nChanged 573 SP:Iteration 10Q (836.906792 sec): 3 clusters Score: Raw -1756255.564415 + Penalty 1860.734184 = -1754394.830231 nChanged 392 SP:Iteration 11Q (836.975396 sec): 3 clusters Score: Raw -1756438.009849 + Penalty 1860.734184 = -1754577.275665 nChanged 311 SP:Iteration 12Q (837.019651 sec): 3 clusters Score: Raw -1756566.433014 + Penalty 1860.734184 = -1754705.698830 nChanged 283 SP:Iteration 13Q (837.094980 sec): 3 clusters Score: Raw -1756673.630656 + Penalty 1860.734184 = -1754812.896472 nChanged 242 SP:Iteration 14Q (837.149451 sec): 3 clusters Score: Raw -1756773.710415 + Penalty 1860.734184 = -1754912.976231 nChanged 262 SP:Iteration 15Q (837.192074 sec): 3 clusters Score: Raw -1756887.005779 + Penalty 1860.734184 = -1755026.271595 nChanged 268 SP:Iteration 16Q (837.263712 sec): 3 clusters Score: Raw -1757015.894341 + Penalty 1860.734184 = -1755155.160158 nChanged 272 SP:Iteration 17Q (837.323404 sec): 3 clusters Score: Raw -1757155.749442 + Penalty 1860.734184 = -1755295.015258 nChanged 262 SP:Iteration 18Q (837.383537 sec): 3 clusters Score: Raw -1757290.075257 + Penalty 1860.734184 = -1755429.341074 nChanged 255 SP:Iteration 19Q (837.444223 sec): 3 clusters Score: Raw -1757425.111259 + Penalty 1860.734184 = -1755564.377075 nChanged 225 SP:Iteration 20F (837.522225 sec): 3 clusters Score: Raw -1757549.971940 + Penalty 1860.734184 = -1755689.237756 nChanged 222 SP:Iteration 21Q (837.581714 sec): 3 clusters Score: Raw -1757670.484526 + Penalty 1860.734184 = -1755809.750342 nChanged 186 SP:Iteration 22Q (837.647752 sec): 3 clusters Score: Raw -1757775.461941 + Penalty 1860.734184 = -1755914.727757 nChanged 177 SP:Iteration 23Q (837.706819 sec): 3 clusters Score: Raw -1757877.623497 + Penalty 1860.734184 = -1756016.889314 nChanged 153 SP:Iteration 24Q (837.773615 sec): 3 clusters Score: Raw -1757963.332575 + Penalty 1860.734184 = -1756102.598391 nChanged 115 SP:Iteration 25Q (837.819968 sec): 3 clusters Score: Raw -1758025.311441 + Penalty 1860.734184 = -1756164.577257 nChanged 95 SP:Iteration 26Q (837.876234 sec): 3 clusters Score: Raw -1758081.498840 + Penalty 1860.734184 = -1756220.764656 nChanged 79 SP:Iteration 27Q (837.908684 sec): 3 clusters Score: Raw -1758130.406672 + Penalty 1860.734184 = -1756269.672489 nChanged 61 SP:Iteration 28Q (837.937394 sec): 3 clusters Score: Raw -1758170.211797 + Penalty 1860.734184 = -1756309.477613 nChanged 51 SP:Iteration 29Q (837.971278 sec): 3 clusters Score: Raw -1758209.234315 + Penalty 1860.734184 = -1756348.500131 nChanged 38 SP:Iteration 30Q (838.005280 sec): 3 clusters Score: Raw -1758237.530872 + Penalty 1860.734184 = -1756376.796689 nChanged 23 SP:Iteration 31Q (838.042223 sec): 3 clusters Score: Raw -1758256.867154 + Penalty 1860.734184 = -1756396.132970 nChanged 19 SP:Iteration 32Q (838.070073 sec): 3 clusters Score: Raw -1758269.454570 + Penalty 1860.734184 = -1756408.720387 nChanged 9 SP:Iteration 33Q (838.119107 sec): 3 clusters Score: Raw -1758277.142312 + Penalty 1860.734184 = -1756416.408129 nChanged 9 SP:Iteration 34Q (838.155127 sec): 3 clusters Score: Raw -1758282.242237 + Penalty 1860.734184 = -1756421.508053 nChanged 9 SP:Iteration 35Q (838.192845 sec): 3 clusters Score: Raw -1758288.011174 + Penalty 1860.734184 = -1756427.276990 nChanged 3 SP:Iteration 36Q (838.220810 sec): 3 clusters Score: Raw -1758290.938120 + Penalty 1860.734184 = -1756430.203936 nChanged 4 SP:Iteration 37Q (838.248556 sec): 3 clusters Score: Raw -1758295.032525 + Penalty 1860.734184 = -1756434.298341 nChanged 4 SP:Iteration 38Q (838.301969 sec): 3 clusters Score: Raw -1758296.335225 + Penalty 1860.734184 = -1756435.601042 nChanged 3 SP:Iteration 39Q (838.341266 sec): 3 clusters Score: Raw -1758298.501640 + Penalty 1860.734184 = -1756437.767456 nChanged 4 SP:Iteration 40F (838.382558 sec): 3 clusters Score: Raw -1758301.905172 + Penalty 1860.734184 = -1756441.170988 nChanged 3 SP:Iteration 41Q (838.410241 sec): 3 clusters Score: Raw -1758304.307488 + Penalty 1860.734184 = -1756443.573304 nChanged 2 SP:Iteration 42Q (838.439975 sec): 3 clusters Score: Raw -1758305.248441 + Penalty 1860.734184 = -1756444.514257 nChanged 1 SP:Iteration 43Q (838.467784 sec): 3 clusters Score: Raw -1758305.982186 + Penalty 1860.734184 = -1756445.248003 nChanged 3 SP:Iteration 44Q (838.506125 sec): 3 clusters Score: Raw -1758307.405885 + Penalty 1860.734184 = -1756446.671701 nChanged 3 SP:Iteration 45Q (838.534115 sec): 3 clusters Score: Raw -1758308.530885 + Penalty 1860.734184 = -1756447.796701 nChanged 2 SP:Iteration 46Q (838.574324 sec): 3 clusters Score: Raw -1758310.210519 + Penalty 1860.734184 = -1756449.476335 nChanged 2 SP:Iteration 47Q (838.613122 sec): 3 clusters Score: Raw -1758311.507857 + Penalty 1860.734184 = -1756450.773673 nChanged 1 SP:Iteration 48Q (838.646301 sec): 3 clusters Score: Raw -1758311.778479 + Penalty 1860.734184 = -1756451.044296 nChanged 0 SP:Iteration 49F (838.708073 sec): 3 clusters Score: Raw -1758311.778479 + Penalty 1860.734184 = -1756451.044296 nChanged 0 Trying to split cluster 2 (10323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (838.735242 sec): 2 clusters Score: Raw -933052.828094 + Penalty 878.002321 = -932174.825773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (838.770680 sec): 3 clusters Score: Raw -926925.974901 + Penalty 1756.004642 = -925169.970259 nChanged 4555 SP:Iteration 1F (838.801330 sec): 3 clusters Score: Raw -929511.805263 + Penalty 1756.004642 = -927755.800621 nChanged 602 SP:Iteration 2F (838.826173 sec): 3 clusters Score: Raw -929792.347308 + Penalty 1756.004642 = -928036.342666 nChanged 557 SP:Iteration 3F (838.886230 sec): 3 clusters Score: Raw -930075.300182 + Penalty 1756.004642 = -928319.295540 nChanged 546 SP:Iteration 4F (838.932931 sec): 3 clusters Score: Raw -930406.506223 + Penalty 1756.004642 = -928650.501581 nChanged 602 SP:Iteration 5F (838.961469 sec): 3 clusters Score: Raw -930759.099813 + Penalty 1756.004642 = -929003.095171 nChanged 551 SP:Iteration 6F (838.985981 sec): 3 clusters Score: Raw -931089.730343 + Penalty 1756.004642 = -929333.725701 nChanged 506 SP:Iteration 7Q (839.044138 sec): 3 clusters Score: Raw -931408.483757 + Penalty 1756.004642 = -929652.479115 nChanged 459 SP:Iteration 8Q (839.100392 sec): 3 clusters Score: Raw -931675.345636 + Penalty 1756.004642 = -929919.340994 nChanged 375 SP:Iteration 9Q (839.130927 sec): 3 clusters Score: Raw -931878.446315 + Penalty 1756.004642 = -930122.441673 nChanged 310 SP:Iteration 10Q (839.154664 sec): 3 clusters Score: Raw -932030.337925 + Penalty 1756.004642 = -930274.333283 nChanged 225 SP:Iteration 11Q (839.187779 sec): 3 clusters Score: Raw -932116.018429 + Penalty 1756.004642 = -930360.013787 nChanged 179 SP:Iteration 12Q (839.235398 sec): 3 clusters Score: Raw -932175.087282 + Penalty 1756.004642 = -930419.082640 nChanged 137 SP:Iteration 13Q (839.269493 sec): 3 clusters Score: Raw -932216.944010 + Penalty 1756.004642 = -930460.939368 nChanged 107 SP:Iteration 14Q (839.305196 sec): 3 clusters Score: Raw -932246.821434 + Penalty 1756.004642 = -930490.816792 nChanged 97 SP:Iteration 15Q (839.362131 sec): 3 clusters Score: Raw -932274.430629 + Penalty 1756.004642 = -930518.425987 nChanged 94 SP:Iteration 16Q (839.411489 sec): 3 clusters Score: Raw -932299.549760 + Penalty 1756.004642 = -930543.545118 nChanged 91 SP:Iteration 17Q (839.465807 sec): 3 clusters Score: Raw -932325.612561 + Penalty 1756.004642 = -930569.607919 nChanged 87 SP:Iteration 18Q (839.523734 sec): 3 clusters Score: Raw -932348.294484 + Penalty 1756.004642 = -930592.289842 nChanged 80 SP:Iteration 19Q (839.580608 sec): 3 clusters Score: Raw -932369.040385 + Penalty 1756.004642 = -930613.035743 nChanged 83 SP:Iteration 20F (839.639961 sec): 3 clusters Score: Raw -932386.913766 + Penalty 1756.004642 = -930630.909124 nChanged 76 SP:Iteration 21Q (839.701323 sec): 3 clusters Score: Raw -932403.698500 + Penalty 1756.004642 = -930647.693858 nChanged 65 SP:Iteration 22Q (839.750553 sec): 3 clusters Score: Raw -932419.817255 + Penalty 1756.004642 = -930663.812613 nChanged 77 SP:Iteration 23Q (839.801854 sec): 3 clusters Score: Raw -932435.259788 + Penalty 1756.004642 = -930679.255146 nChanged 63 SP:Iteration 24Q (839.856118 sec): 3 clusters Score: Raw -932449.965597 + Penalty 1756.004642 = -930693.960955 nChanged 75 SP:Iteration 25Q (839.908316 sec): 3 clusters Score: Raw -932473.799269 + Penalty 1756.004642 = -930717.794627 nChanged 93 SP:Iteration 26Q (839.970654 sec): 3 clusters Score: Raw -932505.453921 + Penalty 1756.004642 = -930749.449279 nChanged 112 SP:Iteration 27Q (840.026333 sec): 3 clusters Score: Raw -932550.616501 + Penalty 1756.004642 = -930794.611859 nChanged 138 SP:Iteration 28Q (840.065795 sec): 3 clusters Score: Raw -932616.094814 + Penalty 1756.004642 = -930860.090172 nChanged 136 SP:Iteration 29Q (840.125869 sec): 3 clusters Score: Raw -932689.764470 + Penalty 1756.004642 = -930933.759828 nChanged 125 SP:Iteration 30Q (840.170994 sec): 3 clusters Score: Raw -932752.416422 + Penalty 1756.004642 = -930996.411780 nChanged 106 SP:Iteration 31Q (840.230999 sec): 3 clusters Score: Raw -932796.222448 + Penalty 1756.004642 = -931040.217806 nChanged 105 SP:Iteration 32Q (840.292246 sec): 3 clusters Score: Raw -932853.503162 + Penalty 1756.004642 = -931097.498520 nChanged 121 SP:Iteration 33Q (840.339226 sec): 3 clusters Score: Raw -932920.553061 + Penalty 1756.004642 = -931164.548420 nChanged 113 SP:Iteration 34Q (840.396234 sec): 3 clusters Score: Raw -932979.134930 + Penalty 1756.004642 = -931223.130288 nChanged 115 SP:Iteration 35Q (840.443230 sec): 3 clusters Score: Raw -933036.819684 + Penalty 1756.004642 = -931280.815042 nChanged 103 SP:Iteration 36Q (840.500706 sec): 3 clusters Score: Raw -933086.529398 + Penalty 1756.004642 = -931330.524756 nChanged 93 SP:Iteration 37Q (840.551360 sec): 3 clusters Score: Raw -933130.937329 + Penalty 1756.004642 = -931374.932687 nChanged 82 SP:Iteration 38Q (840.608220 sec): 3 clusters Score: Raw -933161.228942 + Penalty 1756.004642 = -931405.224300 nChanged 60 SP:Iteration 39Q (840.651308 sec): 3 clusters Score: Raw -933179.659127 + Penalty 1756.004642 = -931423.654485 nChanged 40 SP:Iteration 40F (840.711162 sec): 3 clusters Score: Raw -933191.429475 + Penalty 1756.004642 = -931435.424833 nChanged 42 SP:Iteration 41Q (840.757645 sec): 3 clusters Score: Raw -933204.063946 + Penalty 1756.004642 = -931448.059304 nChanged 36 SP:Iteration 42Q (840.818328 sec): 3 clusters Score: Raw -933211.494043 + Penalty 1756.004642 = -931455.489401 nChanged 22 SP:Iteration 43Q (840.862029 sec): 3 clusters Score: Raw -933216.240699 + Penalty 1756.004642 = -931460.236057 nChanged 20 SP:Iteration 44Q (840.910025 sec): 3 clusters Score: Raw -933221.141380 + Penalty 1756.004642 = -931465.136738 nChanged 18 SP:Iteration 45Q (840.971677 sec): 3 clusters Score: Raw -933224.743493 + Penalty 1756.004642 = -931468.738851 nChanged 15 SP:Iteration 46Q (841.016900 sec): 3 clusters Score: Raw -933227.689220 + Penalty 1756.004642 = -931471.684578 nChanged 17 SP:Iteration 47Q (841.071092 sec): 3 clusters Score: Raw -933230.065470 + Penalty 1756.004642 = -931474.060828 nChanged 6 SP:Iteration 48Q (841.112881 sec): 3 clusters Score: Raw -933230.701624 + Penalty 1756.004642 = -931474.696982 nChanged 3 SP:Iteration 49Q (841.170636 sec): 3 clusters Score: Raw -933231.008373 + Penalty 1756.004642 = -931475.003731 nChanged 2 SP:Iteration 50Q (841.221075 sec): 3 clusters Score: Raw -933231.456080 + Penalty 1756.004642 = -931475.451438 nChanged 2 SP:Iteration 51Q (841.280053 sec): 3 clusters Score: Raw -933231.709368 + Penalty 1756.004642 = -931475.704726 nChanged 4 SP:Iteration 52Q (841.323991 sec): 3 clusters Score: Raw -933232.301044 + Penalty 1756.004642 = -931476.296402 nChanged 3 SP:Iteration 53Q (841.379381 sec): 3 clusters Score: Raw -933232.527944 + Penalty 1756.004642 = -931476.523302 nChanged 0 SP:Iteration 54F (841.438175 sec): 3 clusters Score: Raw -933232.527944 + Penalty 1756.004642 = -931476.523302 nChanged 0 Trying to split cluster 3 (128187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (841.588979 sec): 2 clusters Score: Raw -12748178.804311 + Penalty 1117.318314 = -12747061.485996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (841.783558 sec): 3 clusters Score: Raw -12662987.102975 + Penalty 2234.636629 = -12660752.466346 nChanged 62282 SP:Iteration 1F (841.976519 sec): 3 clusters Score: Raw -12702382.162900 + Penalty 2234.636629 = -12700147.526271 nChanged 6736 SP:Iteration 2F (842.167280 sec): 3 clusters Score: Raw -12705476.413176 + Penalty 2234.636629 = -12703241.776548 nChanged 7861 SP:Iteration 3F (842.339729 sec): 3 clusters Score: Raw -12709231.726036 + Penalty 2234.636629 = -12706997.089407 nChanged 7940 SP:Iteration 4F (842.532190 sec): 3 clusters Score: Raw -12712860.203350 + Penalty 2234.636629 = -12710625.566721 nChanged 7321 SP:Iteration 5F (842.719022 sec): 3 clusters Score: Raw -12715990.047238 + Penalty 2234.636629 = -12713755.410610 nChanged 6522 SP:Iteration 6F (842.910145 sec): 3 clusters Score: Raw -12718555.231070 + Penalty 2234.636629 = -12716320.594441 nChanged 5636 SP:Iteration 7Q (843.102152 sec): 3 clusters Score: Raw -12720751.510268 + Penalty 2234.636629 = -12718516.873640 nChanged 5315 SP:Iteration 8Q (843.298827 sec): 3 clusters Score: Raw -12723018.882099 + Penalty 2234.636629 = -12720784.245470 nChanged 5359 SP:Iteration 9Q (843.505055 sec): 3 clusters Score: Raw -12725600.752513 + Penalty 2234.636629 = -12723366.115884 nChanged 5758 SP:Iteration 10Q (843.714726 sec): 3 clusters Score: Raw -12728740.428007 + Penalty 2234.636629 = -12726505.791378 nChanged 6065 SP:Iteration 11Q (843.924564 sec): 3 clusters Score: Raw -12732493.383439 + Penalty 2234.636629 = -12730258.746810 nChanged 5865 SP:Iteration 12Q (844.129541 sec): 3 clusters Score: Raw -12736565.347537 + Penalty 2234.636629 = -12734330.710909 nChanged 5126 SP:Iteration 13Q (844.328740 sec): 3 clusters Score: Raw -12740472.371149 + Penalty 2234.636629 = -12738237.734521 nChanged 4048 SP:Iteration 14Q (844.526064 sec): 3 clusters Score: Raw -12743761.632244 + Penalty 2234.636629 = -12741526.995615 nChanged 2728 SP:Iteration 15Q (844.721363 sec): 3 clusters Score: Raw -12745957.762467 + Penalty 2234.636629 = -12743723.125838 nChanged 1542 SP:Iteration 16Q (844.898767 sec): 3 clusters Score: Raw -12747095.978195 + Penalty 2234.636629 = -12744861.341566 nChanged 833 SP:Iteration 17Q (845.075450 sec): 3 clusters Score: Raw -12747650.722731 + Penalty 2234.636629 = -12745416.086102 nChanged 425 SP:Iteration 18Q (845.245082 sec): 3 clusters Score: Raw -12747919.741257 + Penalty 2234.636629 = -12745685.104629 nChanged 239 SP:Iteration 19Q (845.423360 sec): 3 clusters Score: Raw -12748065.333942 + Penalty 2234.636629 = -12745830.697314 nChanged 144 SP:Iteration 20F (845.606919 sec): 3 clusters Score: Raw -12748175.804129 + Penalty 2234.636629 = -12745941.167500 nChanged 130 SP:Iteration 21Q (845.754420 sec): 3 clusters Score: Raw -12748244.978624 + Penalty 2234.636629 = -12746010.341996 nChanged 88 SP:Iteration 22Q (845.922934 sec): 3 clusters Score: Raw -12748297.462746 + Penalty 2234.636629 = -12746062.826117 nChanged 73 SP:Iteration 23Q (846.087670 sec): 3 clusters Score: Raw -12748349.320194 + Penalty 2234.636629 = -12746114.683566 nChanged 78 SP:Iteration 24Q (846.255638 sec): 3 clusters Score: Raw -12748392.093189 + Penalty 2234.636629 = -12746157.456561 nChanged 57 SP:Iteration 25Q (846.431783 sec): 3 clusters Score: Raw -12748432.931149 + Penalty 2234.636629 = -12746198.294520 nChanged 48 SP:Iteration 26Q (846.561215 sec): 3 clusters Score: Raw -12748472.858059 + Penalty 2234.636629 = -12746238.221431 nChanged 56 SP:Iteration 27Q (846.732378 sec): 3 clusters Score: Raw -12748500.057423 + Penalty 2234.636629 = -12746265.420795 nChanged 36 SP:Iteration 28Q (846.888676 sec): 3 clusters Score: Raw -12748518.771563 + Penalty 2234.636629 = -12746284.134934 nChanged 18 SP:Iteration 29Q (847.057700 sec): 3 clusters Score: Raw -12748525.645555 + Penalty 2234.636629 = -12746291.008926 nChanged 18 SP:Iteration 30Q (847.203355 sec): 3 clusters Score: Raw -12748532.495311 + Penalty 2234.636629 = -12746297.858682 nChanged 17 SP:Iteration 31Q (847.372811 sec): 3 clusters Score: Raw -12748537.683828 + Penalty 2234.636629 = -12746303.047200 nChanged 15 SP:Iteration 32Q (847.538945 sec): 3 clusters Score: Raw -12748544.849229 + Penalty 2234.636629 = -12746310.212600 nChanged 16 SP:Iteration 33Q (847.698078 sec): 3 clusters Score: Raw -12748552.036756 + Penalty 2234.636629 = -12746317.400127 nChanged 10 SP:Iteration 34Q (847.859081 sec): 3 clusters Score: Raw -12748556.678598 + Penalty 2234.636629 = -12746322.041970 nChanged 6 SP:Iteration 35Q (848.026036 sec): 3 clusters Score: Raw -12748558.605905 + Penalty 2234.636629 = -12746323.969276 nChanged 9 SP:Iteration 36Q (848.184926 sec): 3 clusters Score: Raw -12748560.491746 + Penalty 2234.636629 = -12746325.855117 nChanged 5 SP:Iteration 37Q (848.353413 sec): 3 clusters Score: Raw -12748561.663292 + Penalty 2234.636629 = -12746327.026664 nChanged 3 SP:Iteration 38Q (848.522372 sec): 3 clusters Score: Raw -12748562.151824 + Penalty 2234.636629 = -12746327.515195 nChanged 2 SP:Iteration 39Q (848.660146 sec): 3 clusters Score: Raw -12748562.357074 + Penalty 2234.636629 = -12746327.720446 nChanged 0 SP:Iteration 40F (848.856338 sec): 3 clusters Score: Raw -12748562.357074 + Penalty 2234.636629 = -12746327.720446 nChanged 0 Trying to split cluster 4 (142131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (849.008353 sec): 2 clusters Score: Raw -13834357.963323 + Penalty 1127.127922 = -13833230.835401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.225102 sec): 3 clusters Score: Raw -13740226.910841 + Penalty 2254.255845 = -13737972.654996 nChanged 68886 SP:Iteration 1F (849.445198 sec): 3 clusters Score: Raw -13782843.157284 + Penalty 2254.255845 = -13780588.901439 nChanged 7064 SP:Iteration 2Q (849.664210 sec): 3 clusters Score: Raw -13785929.534611 + Penalty 2254.255845 = -13783675.278766 nChanged 7922 SP:Iteration 3F (849.873118 sec): 3 clusters Score: Raw -13789727.695055 + Penalty 2254.255845 = -13787473.439210 nChanged 8337 SP:Iteration 4F (850.092825 sec): 3 clusters Score: Raw -13793756.162523 + Penalty 2254.255845 = -13791501.906678 nChanged 8071 SP:Iteration 5F (850.308336 sec): 3 clusters Score: Raw -13797598.146083 + Penalty 2254.255845 = -13795343.890238 nChanged 7270 SP:Iteration 6F (850.523559 sec): 3 clusters Score: Raw -13801180.889316 + Penalty 2254.255845 = -13798926.633471 nChanged 6573 SP:Iteration 7Q (850.757648 sec): 3 clusters Score: Raw -13804311.978186 + Penalty 2254.255845 = -13802057.722341 nChanged 6041 SP:Iteration 8Q (850.986364 sec): 3 clusters Score: Raw -13807069.068127 + Penalty 2254.255845 = -13804814.812282 nChanged 5582 SP:Iteration 9Q (851.210642 sec): 3 clusters Score: Raw -13809505.747128 + Penalty 2254.255845 = -13807251.491283 nChanged 5119 SP:Iteration 10Q (851.432220 sec): 3 clusters Score: Raw -13811608.623886 + Penalty 2254.255845 = -13809354.368041 nChanged 4733 SP:Iteration 11Q (851.661672 sec): 3 clusters Score: Raw -13813402.491488 + Penalty 2254.255845 = -13811148.235644 nChanged 4180 SP:Iteration 12Q (851.888425 sec): 3 clusters Score: Raw -13814801.971203 + Penalty 2254.255845 = -13812547.715358 nChanged 3562 SP:Iteration 13Q (852.112541 sec): 3 clusters Score: Raw -13815808.186266 + Penalty 2254.255845 = -13813553.930421 nChanged 2905 SP:Iteration 14Q (852.338453 sec): 3 clusters Score: Raw -13816469.490613 + Penalty 2254.255845 = -13814215.234768 nChanged 2317 SP:Iteration 15Q (852.555755 sec): 3 clusters Score: Raw -13816910.503945 + Penalty 2254.255845 = -13814656.248100 nChanged 1882 SP:Iteration 16Q (852.771473 sec): 3 clusters Score: Raw -13817214.792850 + Penalty 2254.255845 = -13814960.537005 nChanged 1559 SP:Iteration 17Q (852.989028 sec): 3 clusters Score: Raw -13817434.182984 + Penalty 2254.255845 = -13815179.927139 nChanged 1313 SP:Iteration 18Q (853.183467 sec): 3 clusters Score: Raw -13817615.448859 + Penalty 2254.255845 = -13815361.193015 nChanged 1240 SP:Iteration 19Q (853.371896 sec): 3 clusters Score: Raw -13817783.977817 + Penalty 2254.255845 = -13815529.721972 nChanged 1155 SP:Iteration 20F (853.590838 sec): 3 clusters Score: Raw -13817946.490868 + Penalty 2254.255845 = -13815692.235023 nChanged 1164 SP:Iteration 21Q (853.788111 sec): 3 clusters Score: Raw -13818106.155767 + Penalty 2254.255845 = -13815851.899923 nChanged 1163 SP:Iteration 22Q (853.975610 sec): 3 clusters Score: Raw -13818271.326555 + Penalty 2254.255845 = -13816017.070710 nChanged 1260 SP:Iteration 23Q (854.192037 sec): 3 clusters Score: Raw -13818462.285794 + Penalty 2254.255845 = -13816208.029949 nChanged 1329 SP:Iteration 24Q (854.412886 sec): 3 clusters Score: Raw -13818675.449057 + Penalty 2254.255845 = -13816421.193212 nChanged 1406 SP:Iteration 25Q (854.626794 sec): 3 clusters Score: Raw -13818911.448405 + Penalty 2254.255845 = -13816657.192561 nChanged 1471 SP:Iteration 26Q (854.823118 sec): 3 clusters Score: Raw -13819159.838695 + Penalty 2254.255845 = -13816905.582850 nChanged 1548 SP:Iteration 27Q (855.046434 sec): 3 clusters Score: Raw -13819436.188141 + Penalty 2254.255845 = -13817181.932297 nChanged 1649 SP:Iteration 28Q (855.255796 sec): 3 clusters Score: Raw -13819755.837631 + Penalty 2254.255845 = -13817501.581786 nChanged 1796 SP:Iteration 29Q (855.469239 sec): 3 clusters Score: Raw -13820132.343781 + Penalty 2254.255845 = -13817878.087937 nChanged 1930 SP:Iteration 30Q (855.677440 sec): 3 clusters Score: Raw -13820577.455292 + Penalty 2254.255845 = -13818323.199447 nChanged 2049 SP:Iteration 31Q (855.879849 sec): 3 clusters Score: Raw -13821085.523592 + Penalty 2254.255845 = -13818831.267747 nChanged 2206 SP:Iteration 32Q (856.095591 sec): 3 clusters Score: Raw -13821679.385478 + Penalty 2254.255845 = -13819425.129633 nChanged 2375 SP:Iteration 33Q (856.303439 sec): 3 clusters Score: Raw -13822387.373894 + Penalty 2254.255845 = -13820133.118049 nChanged 2479 SP:Iteration 34Q (856.474762 sec): 3 clusters Score: Raw -13823167.675292 + Penalty 2254.255845 = -13820913.419447 nChanged 2514 SP:Iteration 35Q (856.677140 sec): 3 clusters Score: Raw -13824032.534618 + Penalty 2254.255845 = -13821778.278773 nChanged 2659 SP:Iteration 36Q (856.859728 sec): 3 clusters Score: Raw -13825025.608421 + Penalty 2254.255845 = -13822771.352576 nChanged 2669 SP:Iteration 37Q (857.046114 sec): 3 clusters Score: Raw -13826095.850082 + Penalty 2254.255845 = -13823841.594237 nChanged 2699 SP:Iteration 38Q (857.256420 sec): 3 clusters Score: Raw -13827256.255992 + Penalty 2254.255845 = -13825002.000147 nChanged 2648 SP:Iteration 39Q (857.456777 sec): 3 clusters Score: Raw -13828469.738147 + Penalty 2254.255845 = -13826215.482302 nChanged 2517 SP:Iteration 40F (857.663341 sec): 3 clusters Score: Raw -13829689.494041 + Penalty 2254.255845 = -13827435.238196 nChanged 2226 SP:Iteration 41Q (857.863205 sec): 3 clusters Score: Raw -13830780.844009 + Penalty 2254.255845 = -13828526.588165 nChanged 1918 SP:Iteration 42Q (858.058378 sec): 3 clusters Score: Raw -13831722.057674 + Penalty 2254.255845 = -13829467.801830 nChanged 1665 SP:Iteration 43Q (858.238861 sec): 3 clusters Score: Raw -13832541.923615 + Penalty 2254.255845 = -13830287.667770 nChanged 1282 SP:Iteration 44Q (858.437415 sec): 3 clusters Score: Raw -13833142.590360 + Penalty 2254.255845 = -13830888.334515 nChanged 986 SP:Iteration 45Q (858.633088 sec): 3 clusters Score: Raw -13833588.481416 + Penalty 2254.255845 = -13831334.225571 nChanged 731 SP:Iteration 46Q (858.819468 sec): 3 clusters Score: Raw -13833890.085955 + Penalty 2254.255845 = -13831635.830110 nChanged 534 SP:Iteration 47Q (859.006704 sec): 3 clusters Score: Raw -13834090.739288 + Penalty 2254.255845 = -13831836.483443 nChanged 412 SP:Iteration 48Q (859.192910 sec): 3 clusters Score: Raw -13834250.586416 + Penalty 2254.255845 = -13831996.330571 nChanged 321 SP:Iteration 49Q (859.368788 sec): 3 clusters Score: Raw -13834374.345359 + Penalty 2254.255845 = -13832120.089514 nChanged 258 SP:Iteration 50Q (859.555953 sec): 3 clusters Score: Raw -13834468.424824 + Penalty 2254.255845 = -13832214.168979 nChanged 196 SP:Iteration 51Q (859.738361 sec): 3 clusters Score: Raw -13834544.655022 + Penalty 2254.255845 = -13832290.399177 nChanged 159 SP:Iteration 52Q (859.913899 sec): 3 clusters Score: Raw -13834591.602577 + Penalty 2254.255845 = -13832337.346732 nChanged 137 SP:Iteration 53Q (860.100308 sec): 3 clusters Score: Raw -13834631.337510 + Penalty 2254.255845 = -13832377.081666 nChanged 120 SP:Iteration 54Q (860.296596 sec): 3 clusters Score: Raw -13834667.327327 + Penalty 2254.255845 = -13832413.071482 nChanged 106 SP:Iteration 55Q (860.474525 sec): 3 clusters Score: Raw -13834698.415537 + Penalty 2254.255845 = -13832444.159693 nChanged 94 SP:Iteration 56Q (860.654273 sec): 3 clusters Score: Raw -13834725.185478 + Penalty 2254.255845 = -13832470.929634 nChanged 86 SP:Iteration 57Q (860.838323 sec): 3 clusters Score: Raw -13834749.234347 + Penalty 2254.255845 = -13832494.978502 nChanged 78 SP:Iteration 58Q (861.020564 sec): 3 clusters Score: Raw -13834770.430804 + Penalty 2254.255845 = -13832516.174960 nChanged 59 SP:Iteration 59Q (861.201605 sec): 3 clusters Score: Raw -13834784.249415 + Penalty 2254.255845 = -13832529.993570 nChanged 46 SP:Iteration 60F (861.408073 sec): 3 clusters Score: Raw -13834794.871363 + Penalty 2254.255845 = -13832540.615518 nChanged 38 SP:Iteration 61Q (861.591079 sec): 3 clusters Score: Raw -13834807.212650 + Penalty 2254.255845 = -13832552.956805 nChanged 46 SP:Iteration 62Q (861.785870 sec): 3 clusters Score: Raw -13834818.031698 + Penalty 2254.255845 = -13832563.775853 nChanged 38 SP:Iteration 63Q (861.970251 sec): 3 clusters Score: Raw -13834826.232766 + Penalty 2254.255845 = -13832571.976921 nChanged 34 SP:Iteration 64Q (862.149822 sec): 3 clusters Score: Raw -13834833.367601 + Penalty 2254.255845 = -13832579.111756 nChanged 32 SP:Iteration 65Q (862.326705 sec): 3 clusters Score: Raw -13834840.096715 + Penalty 2254.255845 = -13832585.840870 nChanged 25 SP:Iteration 66Q (862.497488 sec): 3 clusters Score: Raw -13834845.186483 + Penalty 2254.255845 = -13832590.930638 nChanged 29 SP:Iteration 67Q (862.660417 sec): 3 clusters Score: Raw -13834850.994227 + Penalty 2254.255845 = -13832596.738382 nChanged 23 SP:Iteration 68Q (862.849107 sec): 3 clusters Score: Raw -13834855.338893 + Penalty 2254.255845 = -13832601.083048 nChanged 18 SP:Iteration 69Q (863.024819 sec): 3 clusters Score: Raw -13834858.780287 + Penalty 2254.255845 = -13832604.524443 nChanged 16 SP:Iteration 70Q (863.186376 sec): 3 clusters Score: Raw -13834861.099114 + Penalty 2254.255845 = -13832606.843269 nChanged 13 SP:Iteration 71Q (863.376570 sec): 3 clusters Score: Raw -13834863.878972 + Penalty 2254.255845 = -13832609.623127 nChanged 17 SP:Iteration 72Q (863.565750 sec): 3 clusters Score: Raw -13834866.756511 + Penalty 2254.255845 = -13832612.500666 nChanged 13 SP:Iteration 73Q (863.751466 sec): 3 clusters Score: Raw -13834869.220746 + Penalty 2254.255845 = -13832614.964901 nChanged 16 SP:Iteration 74Q (863.940537 sec): 3 clusters Score: Raw -13834872.175338 + Penalty 2254.255845 = -13832617.919493 nChanged 14 SP:Iteration 75Q (864.107175 sec): 3 clusters Score: Raw -13834874.326313 + Penalty 2254.255845 = -13832620.070468 nChanged 10 SP:Iteration 76Q (864.286686 sec): 3 clusters Score: Raw -13834876.019901 + Penalty 2254.255845 = -13832621.764056 nChanged 13 SP:Iteration 77Q (864.465206 sec): 3 clusters Score: Raw -13834878.144365 + Penalty 2254.255845 = -13832623.888520 nChanged 12 SP:Iteration 78Q (864.641747 sec): 3 clusters Score: Raw -13834880.311277 + Penalty 2254.255845 = -13832626.055432 nChanged 13 SP:Iteration 79Q (864.827802 sec): 3 clusters Score: Raw -13834882.739794 + Penalty 2254.255845 = -13832628.483950 nChanged 13 SP:Iteration 80F (865.015861 sec): 3 clusters Score: Raw -13834885.341409 + Penalty 2254.255845 = -13832631.085564 nChanged 12 SP:Iteration 81Q (865.190970 sec): 3 clusters Score: Raw -13834887.385952 + Penalty 2254.255845 = -13832633.130108 nChanged 6 SP:Iteration 82Q (865.368476 sec): 3 clusters Score: Raw -13834888.039468 + Penalty 2254.255845 = -13832633.783623 nChanged 4 SP:Iteration 83Q (865.548000 sec): 3 clusters Score: Raw -13834888.546427 + Penalty 2254.255845 = -13832634.290582 nChanged 7 SP:Iteration 84Q (865.740780 sec): 3 clusters Score: Raw -13834889.686219 + Penalty 2254.255845 = -13832635.430374 nChanged 5 SP:Iteration 85Q (865.920269 sec): 3 clusters Score: Raw -13834890.533031 + Penalty 2254.255845 = -13832636.277186 nChanged 6 SP:Iteration 86Q (866.095577 sec): 3 clusters Score: Raw -13834891.175525 + Penalty 2254.255845 = -13832636.919681 nChanged 3 SP:Iteration 87Q (866.283404 sec): 3 clusters Score: Raw -13834891.348309 + Penalty 2254.255845 = -13832637.092464 nChanged 0 SP:Iteration 88F (866.493238 sec): 3 clusters Score: Raw -13834891.348309 + Penalty 2254.255845 = -13832637.092464 nChanged 0 Trying to split cluster 5 (8269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.532024 sec): 2 clusters Score: Raw -775039.335523 + Penalty 856.925542 = -774182.409981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.587704 sec): 3 clusters Score: Raw -770211.518028 + Penalty 1713.851084 = -768497.666944 nChanged 3647 SP:Iteration 1F (866.627767 sec): 3 clusters Score: Raw -772370.801837 + Penalty 1713.851084 = -770656.950753 nChanged 587 SP:Iteration 2F (866.683410 sec): 3 clusters Score: Raw -772701.496085 + Penalty 1713.851084 = -770987.645001 nChanged 523 SP:Iteration 3F (866.730398 sec): 3 clusters Score: Raw -773026.633013 + Penalty 1713.851084 = -771312.781929 nChanged 499 SP:Iteration 4F (866.782251 sec): 3 clusters Score: Raw -773326.534054 + Penalty 1713.851084 = -771612.682970 nChanged 495 SP:Iteration 5F (866.843165 sec): 3 clusters Score: Raw -773640.524338 + Penalty 1713.851084 = -771926.673255 nChanged 431 SP:Iteration 6F (866.889507 sec): 3 clusters Score: Raw -773941.743484 + Penalty 1713.851084 = -772227.892400 nChanged 391 SP:Iteration 7Q (866.910322 sec): 3 clusters Score: Raw -774198.566194 + Penalty 1713.851084 = -772484.715110 nChanged 363 SP:Iteration 8Q (866.962998 sec): 3 clusters Score: Raw -774429.728376 + Penalty 1713.851084 = -772715.877292 nChanged 351 SP:Iteration 9Q (867.007736 sec): 3 clusters Score: Raw -774646.189967 + Penalty 1713.851084 = -772932.338883 nChanged 307 SP:Iteration 10Q (867.059140 sec): 3 clusters Score: Raw -774804.479440 + Penalty 1713.851084 = -773090.628356 nChanged 258 SP:Iteration 11Q (867.109971 sec): 3 clusters Score: Raw -774920.460183 + Penalty 1713.851084 = -773206.609099 nChanged 202 SP:Iteration 12Q (867.158358 sec): 3 clusters Score: Raw -775004.643833 + Penalty 1713.851084 = -773290.792750 nChanged 189 SP:Iteration 13Q (867.216332 sec): 3 clusters Score: Raw -775104.575391 + Penalty 1713.851084 = -773390.724307 nChanged 181 SP:Iteration 14Q (867.256861 sec): 3 clusters Score: Raw -775201.972079 + Penalty 1713.851084 = -773488.120995 nChanged 178 SP:Iteration 15Q (867.319187 sec): 3 clusters Score: Raw -775295.337773 + Penalty 1713.851084 = -773581.486690 nChanged 146 SP:Iteration 16Q (867.338164 sec): 3 clusters Score: Raw -775365.206216 + Penalty 1713.851084 = -773651.355132 nChanged 133 SP:Iteration 17Q (867.360340 sec): 3 clusters Score: Raw -775413.997944 + Penalty 1713.851084 = -773700.146861 nChanged 111 SP:Iteration 18Q (867.382008 sec): 3 clusters Score: Raw -775454.404051 + Penalty 1713.851084 = -773740.552967 nChanged 107 SP:Iteration 19Q (867.407227 sec): 3 clusters Score: Raw -775488.548295 + Penalty 1713.851084 = -773774.697211 nChanged 96 SP:Iteration 20F (867.429368 sec): 3 clusters Score: Raw -775517.483378 + Penalty 1713.851084 = -773803.632294 nChanged 87 SP:Iteration 21Q (867.450893 sec): 3 clusters Score: Raw -775548.845474 + Penalty 1713.851084 = -773834.994390 nChanged 78 SP:Iteration 22Q (867.472705 sec): 3 clusters Score: Raw -775569.517659 + Penalty 1713.851084 = -773855.666575 nChanged 64 SP:Iteration 23Q (867.494312 sec): 3 clusters Score: Raw -775589.605297 + Penalty 1713.851084 = -773875.754213 nChanged 62 SP:Iteration 24Q (867.515987 sec): 3 clusters Score: Raw -775603.993114 + Penalty 1713.851084 = -773890.142030 nChanged 52 SP:Iteration 25Q (867.537513 sec): 3 clusters Score: Raw -775615.121779 + Penalty 1713.851084 = -773901.270696 nChanged 35 SP:Iteration 26Q (867.558979 sec): 3 clusters Score: Raw -775622.188761 + Penalty 1713.851084 = -773908.337677 nChanged 29 SP:Iteration 27Q (867.580464 sec): 3 clusters Score: Raw -775626.834293 + Penalty 1713.851084 = -773912.983209 nChanged 18 SP:Iteration 28Q (867.602011 sec): 3 clusters Score: Raw -775628.670258 + Penalty 1713.851084 = -773914.819175 nChanged 12 SP:Iteration 29Q (867.629383 sec): 3 clusters Score: Raw -775629.793030 + Penalty 1713.851084 = -773915.941946 nChanged 9 SP:Iteration 30Q (867.651032 sec): 3 clusters Score: Raw -775630.565673 + Penalty 1713.851084 = -773916.714590 nChanged 6 SP:Iteration 31Q (867.694167 sec): 3 clusters Score: Raw -775631.185875 + Penalty 1713.851084 = -773917.334792 nChanged 5 SP:Iteration 32Q (867.715608 sec): 3 clusters Score: Raw -775631.637430 + Penalty 1713.851084 = -773917.786347 nChanged 3 SP:Iteration 33Q (867.737126 sec): 3 clusters Score: Raw -775631.863848 + Penalty 1713.851084 = -773918.012765 nChanged 2 SP:Iteration 34Q (867.758601 sec): 3 clusters Score: Raw -775632.077431 + Penalty 1713.851084 = -773918.226348 nChanged 1 SP:Iteration 35Q (867.791099 sec): 3 clusters Score: Raw -775632.121200 + Penalty 1713.851084 = -773918.270116 nChanged 0 SP:Iteration 36F (867.830198 sec): 3 clusters Score: Raw -775632.121200 + Penalty 1713.851084 = -773918.270116 nChanged 0 Trying to split cluster 6 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.852902 sec): 2 clusters Score: Raw -62021.658230 + Penalty 622.080815 = -61399.577415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.865901 sec): 3 clusters Score: Raw -61776.369002 + Penalty 1244.161630 = -60532.207372 nChanged 232 SP:Iteration 1F (867.868951 sec): 3 clusters Score: Raw -61947.724620 + Penalty 1244.161630 = -60703.562991 nChanged 55 SP:Iteration 2F (867.871979 sec): 3 clusters Score: Raw -62010.908185 + Penalty 1244.161630 = -60766.746556 nChanged 34 SP:Iteration 3Q (867.885796 sec): 3 clusters Score: Raw -62051.168160 + Penalty 1244.161630 = -60807.006531 nChanged 28 SP:Iteration 4Q (867.894640 sec): 3 clusters Score: Raw -62080.079719 + Penalty 1244.161630 = -60835.918090 nChanged 18 SP:Iteration 5Q (867.897630 sec): 3 clusters Score: Raw -62098.315965 + Penalty 1244.161630 = -60854.154335 nChanged 13 SP:Iteration 6Q (867.900629 sec): 3 clusters Score: Raw -62112.672206 + Penalty 1244.161630 = -60868.510577 nChanged 11 SP:Iteration 7Q (867.907679 sec): 3 clusters Score: Raw -62127.584111 + Penalty 1244.161630 = -60883.422481 nChanged 13 SP:Iteration 8Q (867.910646 sec): 3 clusters Score: Raw -62146.189472 + Penalty 1244.161630 = -60902.027842 nChanged 10 SP:Iteration 9Q (867.913623 sec): 3 clusters Score: Raw -62155.957215 + Penalty 1244.161630 = -60911.795586 nChanged 6 SP:Iteration 10Q (867.916603 sec): 3 clusters Score: Raw -62164.531979 + Penalty 1244.161630 = -60920.370350 nChanged 6 SP:Iteration 11Q (867.919586 sec): 3 clusters Score: Raw -62172.289346 + Penalty 1244.161630 = -60928.127716 nChanged 5 SP:Iteration 12Q (867.922566 sec): 3 clusters Score: Raw -62174.585679 + Penalty 1244.161630 = -60930.424050 nChanged 4 SP:Iteration 13Q (867.925530 sec): 3 clusters Score: Raw -62179.571114 + Penalty 1244.161630 = -60935.409484 nChanged 5 SP:Iteration 14Q (867.928471 sec): 3 clusters Score: Raw -62182.741691 + Penalty 1244.161630 = -60938.580061 nChanged 3 SP:Iteration 15Q (867.931420 sec): 3 clusters Score: Raw -62186.061925 + Penalty 1244.161630 = -60941.900295 nChanged 2 SP:Iteration 16Q (867.934384 sec): 3 clusters Score: Raw -62187.742277 + Penalty 1244.161630 = -60943.580648 nChanged 3 SP:Iteration 17Q (867.937331 sec): 3 clusters Score: Raw -62191.710505 + Penalty 1244.161630 = -60947.548875 nChanged 6 SP:Iteration 18Q (867.940297 sec): 3 clusters Score: Raw -62195.122147 + Penalty 1244.161630 = -60950.960517 nChanged 2 SP:Iteration 19Q (867.943251 sec): 3 clusters Score: Raw -62196.178100 + Penalty 1244.161630 = -60952.016471 nChanged 1 SP:Iteration 20F (867.946238 sec): 3 clusters Score: Raw -62196.626074 + Penalty 1244.161630 = -60952.464445 nChanged 1 SP:Iteration 21Q (867.949213 sec): 3 clusters Score: Raw -62197.026534 + Penalty 1244.161630 = -60952.864905 nChanged 0 SP:Iteration 22F (867.952196 sec): 3 clusters Score: Raw -62197.026534 + Penalty 1244.161630 = -60952.864905 nChanged 0 Trying to split cluster 7 (1503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.967197 sec): 2 clusters Score: Raw -130746.036410 + Penalty 694.945747 = -130051.090663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.973490 sec): 3 clusters Score: Raw -130031.334310 + Penalty 1389.891494 = -128641.442816 nChanged 569 SP:Iteration 1F (867.979222 sec): 3 clusters Score: Raw -130383.535608 + Penalty 1389.891494 = -128993.644114 nChanged 120 SP:Iteration 2F (867.984943 sec): 3 clusters Score: Raw -130474.714895 + Penalty 1389.891494 = -129084.823401 nChanged 85 SP:Iteration 3F (867.990734 sec): 3 clusters Score: Raw -130551.029077 + Penalty 1389.891494 = -129161.137583 nChanged 83 SP:Iteration 4F (867.996585 sec): 3 clusters Score: Raw -130617.113537 + Penalty 1389.891494 = -129227.222043 nChanged 59 SP:Iteration 5Q (868.002388 sec): 3 clusters Score: Raw -130659.343088 + Penalty 1389.891494 = -129269.451594 nChanged 41 SP:Iteration 6Q (868.008310 sec): 3 clusters Score: Raw -130688.773382 + Penalty 1389.891494 = -129298.881888 nChanged 36 SP:Iteration 7Q (868.026232 sec): 3 clusters Score: Raw -130712.441246 + Penalty 1389.891494 = -129322.549752 nChanged 20 SP:Iteration 8Q (868.032227 sec): 3 clusters Score: Raw -130728.099122 + Penalty 1389.891494 = -129338.207628 nChanged 20 SP:Iteration 9Q (868.037923 sec): 3 clusters Score: Raw -130737.395363 + Penalty 1389.891494 = -129347.503869 nChanged 14 SP:Iteration 10Q (868.046309 sec): 3 clusters Score: Raw -130744.998577 + Penalty 1389.891494 = -129355.107083 nChanged 7 SP:Iteration 11Q (868.052073 sec): 3 clusters Score: Raw -130748.657342 + Penalty 1389.891494 = -129358.765848 nChanged 2 SP:Iteration 12Q (868.057776 sec): 3 clusters Score: Raw -130749.105520 + Penalty 1389.891494 = -129359.214026 nChanged 1 SP:Iteration 13Q (868.063425 sec): 3 clusters Score: Raw -130749.715864 + Penalty 1389.891494 = -129359.824370 nChanged 3 SP:Iteration 14Q (868.069114 sec): 3 clusters Score: Raw -130750.597835 + Penalty 1389.891494 = -129360.706341 nChanged 3 SP:Iteration 15Q (868.074874 sec): 3 clusters Score: Raw -130751.164679 + Penalty 1389.891494 = -129361.273185 nChanged 1 SP:Iteration 16Q (868.083984 sec): 3 clusters Score: Raw -130751.342156 + Penalty 1389.891494 = -129361.450662 nChanged 0 SP:Iteration 17F (868.089785 sec): 3 clusters Score: Raw -130751.342156 + Penalty 1389.891494 = -129361.450662 nChanged 0 Trying to split cluster 8 (24365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.127169 sec): 2 clusters Score: Raw -2417988.193213 + Penalty 959.585781 = -2417028.607432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (868.169477 sec): 3 clusters Score: Raw -2402648.465554 + Penalty 1919.171562 = -2400729.293992 nChanged 11461 SP:Iteration 1F (868.217995 sec): 3 clusters Score: Raw -2409343.355836 + Penalty 1919.171562 = -2407424.184275 nChanged 1250 SP:Iteration 2F (868.257826 sec): 3 clusters Score: Raw -2409857.764787 + Penalty 1919.171562 = -2407938.593225 nChanged 1281 SP:Iteration 3F (868.296937 sec): 3 clusters Score: Raw -2410426.361344 + Penalty 1919.171562 = -2408507.189782 nChanged 1297 SP:Iteration 4F (868.336514 sec): 3 clusters Score: Raw -2411002.743979 + Penalty 1919.171562 = -2409083.572417 nChanged 1179 SP:Iteration 5Q (868.402702 sec): 3 clusters Score: Raw -2411502.503191 + Penalty 1919.171562 = -2409583.331630 nChanged 1143 SP:Iteration 6Q (868.472913 sec): 3 clusters Score: Raw -2412036.688692 + Penalty 1919.171562 = -2410117.517130 nChanged 1107 SP:Iteration 7Q (868.549500 sec): 3 clusters Score: Raw -2412600.750690 + Penalty 1919.171562 = -2410681.579129 nChanged 1071 SP:Iteration 8Q (868.619601 sec): 3 clusters Score: Raw -2413171.782118 + Penalty 1919.171562 = -2411252.610557 nChanged 1005 SP:Iteration 9Q (868.682571 sec): 3 clusters Score: Raw -2413707.212166 + Penalty 1919.171562 = -2411788.040605 nChanged 928 SP:Iteration 10Q (868.750910 sec): 3 clusters Score: Raw -2414173.656033 + Penalty 1919.171562 = -2412254.484471 nChanged 754 SP:Iteration 11Q (868.827176 sec): 3 clusters Score: Raw -2414478.173773 + Penalty 1919.171562 = -2412559.002212 nChanged 576 SP:Iteration 12Q (868.896436 sec): 3 clusters Score: Raw -2414654.380038 + Penalty 1919.171562 = -2412735.208476 nChanged 422 SP:Iteration 13Q (868.972357 sec): 3 clusters Score: Raw -2414757.352233 + Penalty 1919.171562 = -2412838.180672 nChanged 337 SP:Iteration 14Q (869.034595 sec): 3 clusters Score: Raw -2414829.613786 + Penalty 1919.171562 = -2412910.442224 nChanged 253 SP:Iteration 15Q (869.101666 sec): 3 clusters Score: Raw -2414881.273541 + Penalty 1919.171562 = -2412962.101980 nChanged 245 SP:Iteration 16Q (869.172691 sec): 3 clusters Score: Raw -2414926.091342 + Penalty 1919.171562 = -2413006.919780 nChanged 222 SP:Iteration 17Q (869.249647 sec): 3 clusters Score: Raw -2414967.666549 + Penalty 1919.171562 = -2413048.494987 nChanged 210 SP:Iteration 18Q (869.321337 sec): 3 clusters Score: Raw -2415008.705624 + Penalty 1919.171562 = -2413089.534063 nChanged 227 SP:Iteration 19Q (869.396981 sec): 3 clusters Score: Raw -2415049.980856 + Penalty 1919.171562 = -2413130.809294 nChanged 232 SP:Iteration 20F (869.479466 sec): 3 clusters Score: Raw -2415091.229074 + Penalty 1919.171562 = -2413172.057513 nChanged 214 SP:Iteration 21Q (869.511499 sec): 3 clusters Score: Raw -2415127.341755 + Penalty 1919.171562 = -2413208.170194 nChanged 194 SP:Iteration 22Q (869.588296 sec): 3 clusters Score: Raw -2415157.345306 + Penalty 1919.171562 = -2413238.173745 nChanged 181 SP:Iteration 23Q (869.651008 sec): 3 clusters Score: Raw -2415188.385795 + Penalty 1919.171562 = -2413269.214233 nChanged 191 SP:Iteration 24Q (869.732672 sec): 3 clusters Score: Raw -2415221.505613 + Penalty 1919.171562 = -2413302.334051 nChanged 201 SP:Iteration 25Q (869.806878 sec): 3 clusters Score: Raw -2415255.443046 + Penalty 1919.171562 = -2413336.271484 nChanged 191 SP:Iteration 26Q (869.867289 sec): 3 clusters Score: Raw -2415288.812011 + Penalty 1919.171562 = -2413369.640449 nChanged 179 SP:Iteration 27Q (869.951228 sec): 3 clusters Score: Raw -2415316.278299 + Penalty 1919.171562 = -2413397.106738 nChanged 160 SP:Iteration 28Q (870.022419 sec): 3 clusters Score: Raw -2415339.123934 + Penalty 1919.171562 = -2413419.952373 nChanged 165 SP:Iteration 29Q (870.099357 sec): 3 clusters Score: Raw -2415361.859378 + Penalty 1919.171562 = -2413442.687817 nChanged 152 SP:Iteration 30Q (870.169196 sec): 3 clusters Score: Raw -2415388.445368 + Penalty 1919.171562 = -2413469.273807 nChanged 174 SP:Iteration 31Q (870.239329 sec): 3 clusters Score: Raw -2415423.250270 + Penalty 1919.171562 = -2413504.078709 nChanged 194 SP:Iteration 32Q (870.306437 sec): 3 clusters Score: Raw -2415463.759492 + Penalty 1919.171562 = -2413544.587931 nChanged 190 SP:Iteration 33Q (870.378100 sec): 3 clusters Score: Raw -2415513.511704 + Penalty 1919.171562 = -2413594.340143 nChanged 222 SP:Iteration 34Q (870.451912 sec): 3 clusters Score: Raw -2415569.264758 + Penalty 1919.171562 = -2413650.093197 nChanged 251 SP:Iteration 35Q (870.519644 sec): 3 clusters Score: Raw -2415629.538044 + Penalty 1919.171562 = -2413710.366483 nChanged 264 SP:Iteration 36Q (870.589214 sec): 3 clusters Score: Raw -2415703.488015 + Penalty 1919.171562 = -2413784.316454 nChanged 266 SP:Iteration 37Q (870.668793 sec): 3 clusters Score: Raw -2415780.233175 + Penalty 1919.171562 = -2413861.061614 nChanged 249 SP:Iteration 38Q (870.728379 sec): 3 clusters Score: Raw -2415854.158448 + Penalty 1919.171562 = -2413934.986886 nChanged 268 SP:Iteration 39Q (870.801669 sec): 3 clusters Score: Raw -2415937.724063 + Penalty 1919.171562 = -2414018.552501 nChanged 255 SP:Iteration 40F (870.871729 sec): 3 clusters Score: Raw -2416012.437937 + Penalty 1919.171562 = -2414093.266376 nChanged 235 SP:Iteration 41Q (870.946617 sec): 3 clusters Score: Raw -2416073.889758 + Penalty 1919.171562 = -2414154.718196 nChanged 247 SP:Iteration 42Q (871.010033 sec): 3 clusters Score: Raw -2416139.346821 + Penalty 1919.171562 = -2414220.175259 nChanged 239 SP:Iteration 43Q (871.087338 sec): 3 clusters Score: Raw -2416204.236123 + Penalty 1919.171562 = -2414285.064562 nChanged 261 SP:Iteration 44Q (871.154075 sec): 3 clusters Score: Raw -2416279.209741 + Penalty 1919.171562 = -2414360.038179 nChanged 246 SP:Iteration 45Q (871.216538 sec): 3 clusters Score: Raw -2416345.432248 + Penalty 1919.171562 = -2414426.260687 nChanged 232 SP:Iteration 46Q (871.261944 sec): 3 clusters Score: Raw -2416409.938625 + Penalty 1919.171562 = -2414490.767064 nChanged 255 SP:Iteration 47Q (871.327183 sec): 3 clusters Score: Raw -2416487.034911 + Penalty 1919.171562 = -2414567.863349 nChanged 270 SP:Iteration 48Q (871.399273 sec): 3 clusters Score: Raw -2416574.496954 + Penalty 1919.171562 = -2414655.325392 nChanged 289 SP:Iteration 49Q (871.464404 sec): 3 clusters Score: Raw -2416663.705248 + Penalty 1919.171562 = -2414744.533686 nChanged 271 SP:Iteration 50Q (871.546069 sec): 3 clusters Score: Raw -2416748.052251 + Penalty 1919.171562 = -2414828.880689 nChanged 249 SP:Iteration 51Q (871.601453 sec): 3 clusters Score: Raw -2416815.619553 + Penalty 1919.171562 = -2414896.447992 nChanged 211 SP:Iteration 52Q (871.676545 sec): 3 clusters Score: Raw -2416869.261884 + Penalty 1919.171562 = -2414950.090322 nChanged 219 SP:Iteration 53Q (871.746768 sec): 3 clusters Score: Raw -2416925.393900 + Penalty 1919.171562 = -2415006.222338 nChanged 203 SP:Iteration 54Q (871.807151 sec): 3 clusters Score: Raw -2416982.399548 + Penalty 1919.171562 = -2415063.227986 nChanged 215 SP:Iteration 55Q (871.879295 sec): 3 clusters Score: Raw -2417050.429788 + Penalty 1919.171562 = -2415131.258226 nChanged 204 SP:Iteration 56Q (871.945766 sec): 3 clusters Score: Raw -2417114.457302 + Penalty 1919.171562 = -2415195.285740 nChanged 204 SP:Iteration 57Q (872.013365 sec): 3 clusters Score: Raw -2417183.109915 + Penalty 1919.171562 = -2415263.938354 nChanged 191 SP:Iteration 58Q (872.079187 sec): 3 clusters Score: Raw -2417247.814959 + Penalty 1919.171562 = -2415328.643397 nChanged 210 SP:Iteration 59Q (872.147740 sec): 3 clusters Score: Raw -2417320.811707 + Penalty 1919.171562 = -2415401.640146 nChanged 199 SP:Iteration 60F (872.223831 sec): 3 clusters Score: Raw -2417389.862789 + Penalty 1919.171562 = -2415470.691228 nChanged 185 SP:Iteration 61Q (872.296674 sec): 3 clusters Score: Raw -2417462.021049 + Penalty 1919.171562 = -2415542.849487 nChanged 194 SP:Iteration 62Q (872.358267 sec): 3 clusters Score: Raw -2417545.616018 + Penalty 1919.171562 = -2415626.444457 nChanged 207 SP:Iteration 63Q (872.438169 sec): 3 clusters Score: Raw -2417640.137428 + Penalty 1919.171562 = -2415720.965866 nChanged 185 SP:Iteration 64Q (872.489049 sec): 3 clusters Score: Raw -2417720.066112 + Penalty 1919.171562 = -2415800.894551 nChanged 178 SP:Iteration 65Q (872.560542 sec): 3 clusters Score: Raw -2417802.954847 + Penalty 1919.171562 = -2415883.783285 nChanged 155 SP:Iteration 66Q (872.620622 sec): 3 clusters Score: Raw -2417878.666135 + Penalty 1919.171562 = -2415959.494573 nChanged 156 SP:Iteration 67Q (872.656590 sec): 3 clusters Score: Raw -2417964.723321 + Penalty 1919.171562 = -2416045.551759 nChanged 157 SP:Iteration 68Q (872.730704 sec): 3 clusters Score: Raw -2418046.306809 + Penalty 1919.171562 = -2416127.135247 nChanged 131 SP:Iteration 69Q (872.794996 sec): 3 clusters Score: Raw -2418120.211919 + Penalty 1919.171562 = -2416201.040358 nChanged 129 SP:Iteration 70Q (872.852875 sec): 3 clusters Score: Raw -2418189.512072 + Penalty 1919.171562 = -2416270.340511 nChanged 123 SP:Iteration 71Q (872.930801 sec): 3 clusters Score: Raw -2418242.034139 + Penalty 1919.171562 = -2416322.862577 nChanged 84 SP:Iteration 72Q (872.993105 sec): 3 clusters Score: Raw -2418273.259265 + Penalty 1919.171562 = -2416354.087704 nChanged 70 SP:Iteration 73Q (873.056350 sec): 3 clusters Score: Raw -2418296.200394 + Penalty 1919.171562 = -2416377.028832 nChanged 61 SP:Iteration 74Q (873.119107 sec): 3 clusters Score: Raw -2418313.423971 + Penalty 1919.171562 = -2416394.252410 nChanged 43 SP:Iteration 75Q (873.187565 sec): 3 clusters Score: Raw -2418326.799461 + Penalty 1919.171562 = -2416407.627899 nChanged 50 SP:Iteration 76Q (873.256497 sec): 3 clusters Score: Raw -2418341.123428 + Penalty 1919.171562 = -2416421.951867 nChanged 40 SP:Iteration 77Q (873.334574 sec): 3 clusters Score: Raw -2418354.414024 + Penalty 1919.171562 = -2416435.242463 nChanged 38 SP:Iteration 78Q (873.393766 sec): 3 clusters Score: Raw -2418363.092572 + Penalty 1919.171562 = -2416443.921011 nChanged 31 SP:Iteration 79Q (873.461463 sec): 3 clusters Score: Raw -2418370.578721 + Penalty 1919.171562 = -2416451.407160 nChanged 31 SP:Iteration 80F (873.521787 sec): 3 clusters Score: Raw -2418380.370857 + Penalty 1919.171562 = -2416461.199296 nChanged 39 SP:Iteration 81Q (873.586514 sec): 3 clusters Score: Raw -2418390.660965 + Penalty 1919.171562 = -2416471.489403 nChanged 27 SP:Iteration 82Q (873.657868 sec): 3 clusters Score: Raw -2418397.868794 + Penalty 1919.171562 = -2416478.697232 nChanged 28 SP:Iteration 83Q (873.723149 sec): 3 clusters Score: Raw -2418403.839069 + Penalty 1919.171562 = -2416484.667507 nChanged 21 SP:Iteration 84Q (873.781929 sec): 3 clusters Score: Raw -2418407.898152 + Penalty 1919.171562 = -2416488.726590 nChanged 10 SP:Iteration 85Q (873.836695 sec): 3 clusters Score: Raw -2418410.225934 + Penalty 1919.171562 = -2416491.054372 nChanged 14 SP:Iteration 86Q (873.901690 sec): 3 clusters Score: Raw -2418412.930475 + Penalty 1919.171562 = -2416493.758913 nChanged 7 SP:Iteration 87Q (873.966218 sec): 3 clusters Score: Raw -2418414.309511 + Penalty 1919.171562 = -2416495.137950 nChanged 6 SP:Iteration 88Q (874.032874 sec): 3 clusters Score: Raw -2418415.306972 + Penalty 1919.171562 = -2416496.135410 nChanged 6 SP:Iteration 89Q (874.093939 sec): 3 clusters Score: Raw -2418416.086631 + Penalty 1919.171562 = -2416496.915070 nChanged 3 SP:Iteration 90Q (874.168247 sec): 3 clusters Score: Raw -2418416.846976 + Penalty 1919.171562 = -2416497.675414 nChanged 2 SP:Iteration 91Q (874.224314 sec): 3 clusters Score: Raw -2418417.395223 + Penalty 1919.171562 = -2416498.223661 nChanged 5 SP:Iteration 92Q (874.283820 sec): 3 clusters Score: Raw -2418417.998009 + Penalty 1919.171562 = -2416498.826447 nChanged 3 SP:Iteration 93Q (874.317562 sec): 3 clusters Score: Raw -2418418.396602 + Penalty 1919.171562 = -2416499.225041 nChanged 2 SP:Iteration 94Q (874.353415 sec): 3 clusters Score: Raw -2418418.640954 + Penalty 1919.171562 = -2416499.469393 nChanged 0 SP:Iteration 95F (874.426537 sec): 3 clusters Score: Raw -2418418.640954 + Penalty 1919.171562 = -2416499.469393 nChanged 0 Trying to split cluster 9 (55728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (874.512679 sec): 2 clusters Score: Raw -5105744.418763 + Penalty 1038.182609 = -5104706.236154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (874.622059 sec): 3 clusters Score: Raw -5069408.651170 + Penalty 2076.365219 = -5067332.285951 nChanged 26749 SP:Iteration 1F (874.727721 sec): 3 clusters Score: Raw -5085827.609267 + Penalty 2076.365219 = -5083751.244048 nChanged 3165 SP:Iteration 2F (874.841834 sec): 3 clusters Score: Raw -5087461.749235 + Penalty 2076.365219 = -5085385.384017 nChanged 3657 SP:Iteration 3F (874.937687 sec): 3 clusters Score: Raw -5089738.341773 + Penalty 2076.365219 = -5087661.976554 nChanged 3928 SP:Iteration 4F (875.041006 sec): 3 clusters Score: Raw -5092578.682971 + Penalty 2076.365219 = -5090502.317753 nChanged 3983 SP:Iteration 5F (875.138498 sec): 3 clusters Score: Raw -5095855.313043 + Penalty 2076.365219 = -5093778.947825 nChanged 3438 SP:Iteration 6F (875.235798 sec): 3 clusters Score: Raw -5098723.794958 + Penalty 2076.365219 = -5096647.429739 nChanged 2515 SP:Iteration 7Q (875.348303 sec): 3 clusters Score: Raw -5100664.453596 + Penalty 2076.365219 = -5098588.088377 nChanged 1913 SP:Iteration 8Q (875.453602 sec): 3 clusters Score: Raw -5101991.009572 + Penalty 2076.365219 = -5099914.644354 nChanged 1468 SP:Iteration 9Q (875.553256 sec): 3 clusters Score: Raw -5102948.557909 + Penalty 2076.365219 = -5100872.192691 nChanged 1167 SP:Iteration 10Q (875.651355 sec): 3 clusters Score: Raw -5103692.323962 + Penalty 2076.365219 = -5101615.958743 nChanged 941 SP:Iteration 11Q (875.756790 sec): 3 clusters Score: Raw -5104294.200086 + Penalty 2076.365219 = -5102217.834867 nChanged 763 SP:Iteration 12Q (875.868043 sec): 3 clusters Score: Raw -5104804.956943 + Penalty 2076.365219 = -5102728.591725 nChanged 584 SP:Iteration 13Q (875.968060 sec): 3 clusters Score: Raw -5105193.943050 + Penalty 2076.365219 = -5103117.577831 nChanged 411 SP:Iteration 14Q (876.063701 sec): 3 clusters Score: Raw -5105461.459621 + Penalty 2076.365219 = -5103385.094403 nChanged 266 SP:Iteration 15Q (876.149579 sec): 3 clusters Score: Raw -5105634.653688 + Penalty 2076.365219 = -5103558.288469 nChanged 181 SP:Iteration 16Q (876.245468 sec): 3 clusters Score: Raw -5105738.714597 + Penalty 2076.365219 = -5103662.349379 nChanged 120 SP:Iteration 17Q (876.346234 sec): 3 clusters Score: Raw -5105806.887472 + Penalty 2076.365219 = -5103730.522254 nChanged 86 SP:Iteration 18Q (876.434008 sec): 3 clusters Score: Raw -5105856.951634 + Penalty 2076.365219 = -5103780.586416 nChanged 70 SP:Iteration 19Q (876.529869 sec): 3 clusters Score: Raw -5105892.463421 + Penalty 2076.365219 = -5103816.098203 nChanged 44 SP:Iteration 20F (876.617192 sec): 3 clusters Score: Raw -5105914.941602 + Penalty 2076.365219 = -5103838.576383 nChanged 30 SP:Iteration 21Q (876.716932 sec): 3 clusters Score: Raw -5105931.029447 + Penalty 2076.365219 = -5103854.664228 nChanged 20 SP:Iteration 22Q (876.820703 sec): 3 clusters Score: Raw -5105939.706656 + Penalty 2076.365219 = -5103863.341437 nChanged 16 SP:Iteration 23Q (876.918503 sec): 3 clusters Score: Raw -5105946.558614 + Penalty 2076.365219 = -5103870.193395 nChanged 17 SP:Iteration 24Q (876.989098 sec): 3 clusters Score: Raw -5105954.077967 + Penalty 2076.365219 = -5103877.712748 nChanged 11 SP:Iteration 25Q (877.093216 sec): 3 clusters Score: Raw -5105957.703261 + Penalty 2076.365219 = -5103881.338042 nChanged 6 SP:Iteration 26Q (877.191849 sec): 3 clusters Score: Raw -5105961.325874 + Penalty 2076.365219 = -5103884.960655 nChanged 6 SP:Iteration 27Q (877.281044 sec): 3 clusters Score: Raw -5105964.043172 + Penalty 2076.365219 = -5103887.677953 nChanged 3 SP:Iteration 28Q (877.384038 sec): 3 clusters Score: Raw -5105966.181201 + Penalty 2076.365219 = -5103889.815982 nChanged 3 SP:Iteration 29Q (877.487231 sec): 3 clusters Score: Raw -5105967.602814 + Penalty 2076.365219 = -5103891.237596 nChanged 3 SP:Iteration 30Q (877.585494 sec): 3 clusters Score: Raw -5105969.467709 + Penalty 2076.365219 = -5103893.102491 nChanged 3 SP:Iteration 31Q (877.678378 sec): 3 clusters Score: Raw -5105970.407002 + Penalty 2076.365219 = -5103894.041783 nChanged 1 SP:Iteration 32Q (877.777381 sec): 3 clusters Score: Raw -5105970.496409 + Penalty 2076.365219 = -5103894.131191 nChanged 0 SP:Iteration 33F (877.886752 sec): 3 clusters Score: Raw -5105970.496409 + Penalty 2076.365219 = -5103894.131191 nChanged 0 Trying to split cluster 10 (1791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.918831 sec): 2 clusters Score: Raw -137381.240112 + Penalty 711.600293 = -136669.639819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.962925 sec): 3 clusters Score: Raw -136590.172599 + Penalty 1423.200586 = -135166.972013 nChanged 690 SP:Iteration 1F (877.996822 sec): 3 clusters Score: Raw -137171.044078 + Penalty 1423.200586 = -135747.843491 nChanged 183 SP:Iteration 2F (878.038567 sec): 3 clusters Score: Raw -137403.222462 + Penalty 1423.200586 = -135980.021876 nChanged 141 SP:Iteration 3F (878.080257 sec): 3 clusters Score: Raw -137571.050593 + Penalty 1423.200586 = -136147.850006 nChanged 109 SP:Iteration 4F (878.127167 sec): 3 clusters Score: Raw -137693.523224 + Penalty 1423.200586 = -136270.322637 nChanged 72 SP:Iteration 5Q (878.164726 sec): 3 clusters Score: Raw -137771.108204 + Penalty 1423.200586 = -136347.907618 nChanged 59 SP:Iteration 6Q (878.207156 sec): 3 clusters Score: Raw -137821.227824 + Penalty 1423.200586 = -136398.027238 nChanged 50 SP:Iteration 7Q (878.244996 sec): 3 clusters Score: Raw -137858.587597 + Penalty 1423.200586 = -136435.387011 nChanged 28 SP:Iteration 8Q (878.281781 sec): 3 clusters Score: Raw -137877.404727 + Penalty 1423.200586 = -136454.204141 nChanged 17 SP:Iteration 9Q (878.316295 sec): 3 clusters Score: Raw -137889.541546 + Penalty 1423.200586 = -136466.340959 nChanged 17 SP:Iteration 10Q (878.370056 sec): 3 clusters Score: Raw -137904.179327 + Penalty 1423.200586 = -136480.978741 nChanged 18 SP:Iteration 11Q (878.400324 sec): 3 clusters Score: Raw -137915.977226 + Penalty 1423.200586 = -136492.776639 nChanged 13 SP:Iteration 12Q (878.441623 sec): 3 clusters Score: Raw -137924.608406 + Penalty 1423.200586 = -136501.407820 nChanged 8 SP:Iteration 13Q (878.485258 sec): 3 clusters Score: Raw -137932.842534 + Penalty 1423.200586 = -136509.641947 nChanged 6 SP:Iteration 14Q (878.518119 sec): 3 clusters Score: Raw -137935.819751 + Penalty 1423.200586 = -136512.619164 nChanged 5 SP:Iteration 15Q (878.570866 sec): 3 clusters Score: Raw -137937.610129 + Penalty 1423.200586 = -136514.409542 nChanged 1 SP:Iteration 16Q (878.604240 sec): 3 clusters Score: Raw -137937.757054 + Penalty 1423.200586 = -136514.556468 nChanged 0 SP:Iteration 17F (878.648746 sec): 3 clusters Score: Raw -137937.757054 + Penalty 1423.200586 = -136514.556468 nChanged 0 Trying to split cluster 11 (9330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.669598 sec): 2 clusters Score: Raw -918398.189186 + Penalty 868.394078 = -917529.795108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.726423 sec): 3 clusters Score: Raw -912940.322220 + Penalty 1736.788156 = -911203.534064 nChanged 4150 SP:Iteration 1F (878.773115 sec): 3 clusters Score: Raw -915444.610637 + Penalty 1736.788156 = -913707.822481 nChanged 734 SP:Iteration 2F (878.831913 sec): 3 clusters Score: Raw -915949.296829 + Penalty 1736.788156 = -914212.508674 nChanged 726 SP:Iteration 3F (878.876484 sec): 3 clusters Score: Raw -916515.943578 + Penalty 1736.788156 = -914779.155422 nChanged 688 SP:Iteration 4F (878.930457 sec): 3 clusters Score: Raw -917060.040979 + Penalty 1736.788156 = -915323.252823 nChanged 538 SP:Iteration 5F (878.990079 sec): 3 clusters Score: Raw -917445.121775 + Penalty 1736.788156 = -915708.333619 nChanged 401 SP:Iteration 6Q (879.028728 sec): 3 clusters Score: Raw -917698.669692 + Penalty 1736.788156 = -915961.881536 nChanged 305 SP:Iteration 7Q (879.076113 sec): 3 clusters Score: Raw -917887.552104 + Penalty 1736.788156 = -916150.763949 nChanged 234 SP:Iteration 8Q (879.131167 sec): 3 clusters Score: Raw -918024.528659 + Penalty 1736.788156 = -916287.740503 nChanged 182 SP:Iteration 9Q (879.176815 sec): 3 clusters Score: Raw -918114.620022 + Penalty 1736.788156 = -916377.831866 nChanged 148 SP:Iteration 10Q (879.237115 sec): 3 clusters Score: Raw -918191.114855 + Penalty 1736.788156 = -916454.326699 nChanged 120 SP:Iteration 11Q (879.282320 sec): 3 clusters Score: Raw -918252.425565 + Penalty 1736.788156 = -916515.637409 nChanged 110 SP:Iteration 12Q (879.346419 sec): 3 clusters Score: Raw -918301.692826 + Penalty 1736.788156 = -916564.904670 nChanged 100 SP:Iteration 13Q (879.390831 sec): 3 clusters Score: Raw -918347.777122 + Penalty 1736.788156 = -916610.988966 nChanged 78 SP:Iteration 14Q (879.442584 sec): 3 clusters Score: Raw -918387.448565 + Penalty 1736.788156 = -916650.660409 nChanged 77 SP:Iteration 15Q (879.489050 sec): 3 clusters Score: Raw -918426.228667 + Penalty 1736.788156 = -916689.440511 nChanged 60 SP:Iteration 16Q (879.555177 sec): 3 clusters Score: Raw -918455.582946 + Penalty 1736.788156 = -916718.794790 nChanged 38 SP:Iteration 17Q (879.603264 sec): 3 clusters Score: Raw -918470.485322 + Penalty 1736.788156 = -916733.697167 nChanged 37 SP:Iteration 18Q (879.657010 sec): 3 clusters Score: Raw -918485.707612 + Penalty 1736.788156 = -916748.919456 nChanged 33 SP:Iteration 19Q (879.709753 sec): 3 clusters Score: Raw -918503.897996 + Penalty 1736.788156 = -916767.109840 nChanged 41 SP:Iteration 20F (879.774622 sec): 3 clusters Score: Raw -918532.414648 + Penalty 1736.788156 = -916795.626492 nChanged 36 SP:Iteration 21Q (879.821704 sec): 3 clusters Score: Raw -918551.070825 + Penalty 1736.788156 = -916814.282669 nChanged 20 SP:Iteration 22Q (879.872091 sec): 3 clusters Score: Raw -918561.743845 + Penalty 1736.788156 = -916824.955689 nChanged 15 SP:Iteration 23Q (879.926686 sec): 3 clusters Score: Raw -918570.067082 + Penalty 1736.788156 = -916833.278926 nChanged 22 SP:Iteration 24Q (879.977104 sec): 3 clusters Score: Raw -918582.079707 + Penalty 1736.788156 = -916845.291551 nChanged 12 SP:Iteration 25Q (880.035002 sec): 3 clusters Score: Raw -918588.401629 + Penalty 1736.788156 = -916851.613473 nChanged 9 SP:Iteration 26Q (880.082195 sec): 3 clusters Score: Raw -918591.656735 + Penalty 1736.788156 = -916854.868579 nChanged 7 SP:Iteration 27Q (880.131339 sec): 3 clusters Score: Raw -918594.986023 + Penalty 1736.788156 = -916858.197867 nChanged 5 SP:Iteration 28Q (880.195232 sec): 3 clusters Score: Raw -918597.051203 + Penalty 1736.788156 = -916860.263047 nChanged 4 SP:Iteration 29Q (880.238717 sec): 3 clusters Score: Raw -918598.518073 + Penalty 1736.788156 = -916861.729917 nChanged 1 SP:Iteration 30Q (880.292409 sec): 3 clusters Score: Raw -918598.942098 + Penalty 1736.788156 = -916862.153942 nChanged 0 SP:Iteration 31F (880.344219 sec): 3 clusters Score: Raw -918598.942098 + Penalty 1736.788156 = -916862.153942 nChanged 0 Trying to split cluster 12 (17257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.383269 sec): 2 clusters Score: Raw -1607186.874955 + Penalty 926.817448 = -1606260.057507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.444180 sec): 3 clusters Score: Raw -1596523.201352 + Penalty 1853.634896 = -1594669.566456 nChanged 7988 SP:Iteration 1F (880.506913 sec): 3 clusters Score: Raw -1600954.781841 + Penalty 1853.634896 = -1599101.146945 nChanged 870 SP:Iteration 2F (880.579132 sec): 3 clusters Score: Raw -1601291.274076 + Penalty 1853.634896 = -1599437.639180 nChanged 863 SP:Iteration 3F (880.633292 sec): 3 clusters Score: Raw -1601668.232853 + Penalty 1853.634896 = -1599814.597957 nChanged 884 SP:Iteration 4F (880.693854 sec): 3 clusters Score: Raw -1602110.994093 + Penalty 1853.634896 = -1600257.359197 nChanged 927 SP:Iteration 5F (880.756867 sec): 3 clusters Score: Raw -1602594.849143 + Penalty 1853.634896 = -1600741.214247 nChanged 909 SP:Iteration 6F (880.823400 sec): 3 clusters Score: Raw -1603056.844645 + Penalty 1853.634896 = -1601203.209749 nChanged 827 SP:Iteration 7Q (880.885904 sec): 3 clusters Score: Raw -1603513.162371 + Penalty 1853.634896 = -1601659.527475 nChanged 827 SP:Iteration 8Q (880.952572 sec): 3 clusters Score: Raw -1604016.808295 + Penalty 1853.634896 = -1602163.173399 nChanged 778 SP:Iteration 9Q (881.012099 sec): 3 clusters Score: Raw -1604506.173595 + Penalty 1853.634896 = -1602652.538699 nChanged 699 SP:Iteration 10Q (881.081824 sec): 3 clusters Score: Raw -1604893.625353 + Penalty 1853.634896 = -1603039.990457 nChanged 565 SP:Iteration 11Q (881.152987 sec): 3 clusters Score: Raw -1605122.055299 + Penalty 1853.634896 = -1603268.420403 nChanged 417 SP:Iteration 12Q (881.212006 sec): 3 clusters Score: Raw -1605286.510333 + Penalty 1853.634896 = -1603432.875437 nChanged 331 SP:Iteration 13Q (881.271924 sec): 3 clusters Score: Raw -1605381.255523 + Penalty 1853.634896 = -1603527.620627 nChanged 244 SP:Iteration 14Q (881.341376 sec): 3 clusters Score: Raw -1605440.040006 + Penalty 1853.634896 = -1603586.405110 nChanged 212 SP:Iteration 15Q (881.397190 sec): 3 clusters Score: Raw -1605494.813616 + Penalty 1853.634896 = -1603641.178720 nChanged 181 SP:Iteration 16Q (881.455755 sec): 3 clusters Score: Raw -1605537.384838 + Penalty 1853.634896 = -1603683.749942 nChanged 194 SP:Iteration 17Q (881.521130 sec): 3 clusters Score: Raw -1605583.188102 + Penalty 1853.634896 = -1603729.553206 nChanged 176 SP:Iteration 18Q (881.577624 sec): 3 clusters Score: Raw -1605622.392313 + Penalty 1853.634896 = -1603768.757417 nChanged 160 SP:Iteration 19Q (881.641928 sec): 3 clusters Score: Raw -1605657.401205 + Penalty 1853.634896 = -1603803.766309 nChanged 162 SP:Iteration 20F (881.697958 sec): 3 clusters Score: Raw -1605696.463781 + Penalty 1853.634896 = -1603842.828885 nChanged 184 SP:Iteration 21Q (881.766867 sec): 3 clusters Score: Raw -1605738.192493 + Penalty 1853.634896 = -1603884.557597 nChanged 167 SP:Iteration 22Q (881.829027 sec): 3 clusters Score: Raw -1605773.260746 + Penalty 1853.634896 = -1603919.625850 nChanged 168 SP:Iteration 23Q (881.885503 sec): 3 clusters Score: Raw -1605818.411039 + Penalty 1853.634896 = -1603964.776143 nChanged 188 SP:Iteration 24Q (881.943117 sec): 3 clusters Score: Raw -1605867.612809 + Penalty 1853.634896 = -1604013.977913 nChanged 168 SP:Iteration 25Q (882.012368 sec): 3 clusters Score: Raw -1605910.446949 + Penalty 1853.634896 = -1604056.812053 nChanged 171 SP:Iteration 26Q (882.074483 sec): 3 clusters Score: Raw -1605955.881723 + Penalty 1853.634896 = -1604102.246827 nChanged 187 SP:Iteration 27Q (882.140786 sec): 3 clusters Score: Raw -1605996.736748 + Penalty 1853.634896 = -1604143.101852 nChanged 180 SP:Iteration 28Q (882.207451 sec): 3 clusters Score: Raw -1606036.813681 + Penalty 1853.634896 = -1604183.178785 nChanged 160 SP:Iteration 29Q (882.264137 sec): 3 clusters Score: Raw -1606066.202419 + Penalty 1853.634896 = -1604212.567523 nChanged 116 SP:Iteration 30Q (882.324465 sec): 3 clusters Score: Raw -1606086.997988 + Penalty 1853.634896 = -1604233.363092 nChanged 106 SP:Iteration 31Q (882.381413 sec): 3 clusters Score: Raw -1606104.152655 + Penalty 1853.634896 = -1604250.517759 nChanged 100 SP:Iteration 32Q (882.442739 sec): 3 clusters Score: Raw -1606120.285660 + Penalty 1853.634896 = -1604266.650764 nChanged 110 SP:Iteration 33Q (882.502878 sec): 3 clusters Score: Raw -1606136.206097 + Penalty 1853.634896 = -1604282.571201 nChanged 96 SP:Iteration 34Q (882.562095 sec): 3 clusters Score: Raw -1606149.252031 + Penalty 1853.634896 = -1604295.617135 nChanged 80 SP:Iteration 35Q (882.632231 sec): 3 clusters Score: Raw -1606161.659931 + Penalty 1853.634896 = -1604308.025035 nChanged 84 SP:Iteration 36Q (882.698937 sec): 3 clusters Score: Raw -1606175.348576 + Penalty 1853.634896 = -1604321.713680 nChanged 90 SP:Iteration 37Q (882.757245 sec): 3 clusters Score: Raw -1606189.961477 + Penalty 1853.634896 = -1604336.326581 nChanged 83 SP:Iteration 38Q (882.811746 sec): 3 clusters Score: Raw -1606202.251678 + Penalty 1853.634896 = -1604348.616781 nChanged 75 SP:Iteration 39Q (882.872013 sec): 3 clusters Score: Raw -1606215.083422 + Penalty 1853.634896 = -1604361.448526 nChanged 90 SP:Iteration 40F (882.921044 sec): 3 clusters Score: Raw -1606233.685996 + Penalty 1853.634896 = -1604380.051100 nChanged 107 SP:Iteration 41Q (882.989453 sec): 3 clusters Score: Raw -1606253.201422 + Penalty 1853.634896 = -1604399.566525 nChanged 95 SP:Iteration 42Q (883.051401 sec): 3 clusters Score: Raw -1606269.051586 + Penalty 1853.634896 = -1604415.416690 nChanged 111 SP:Iteration 43Q (883.118111 sec): 3 clusters Score: Raw -1606288.115339 + Penalty 1853.634896 = -1604434.480443 nChanged 101 SP:Iteration 44Q (883.183001 sec): 3 clusters Score: Raw -1606305.780322 + Penalty 1853.634896 = -1604452.145426 nChanged 100 SP:Iteration 45Q (883.253437 sec): 3 clusters Score: Raw -1606324.954726 + Penalty 1853.634896 = -1604471.319830 nChanged 95 SP:Iteration 46Q (883.314823 sec): 3 clusters Score: Raw -1606346.109040 + Penalty 1853.634896 = -1604492.474144 nChanged 114 SP:Iteration 47Q (883.370888 sec): 3 clusters Score: Raw -1606371.851856 + Penalty 1853.634896 = -1604518.216960 nChanged 133 SP:Iteration 48Q (883.431058 sec): 3 clusters Score: Raw -1606401.685179 + Penalty 1853.634896 = -1604548.050282 nChanged 135 SP:Iteration 49Q (883.486696 sec): 3 clusters Score: Raw -1606434.153962 + Penalty 1853.634896 = -1604580.519066 nChanged 132 SP:Iteration 50Q (883.548290 sec): 3 clusters Score: Raw -1606471.027738 + Penalty 1853.634896 = -1604617.392842 nChanged 136 SP:Iteration 51Q (883.614365 sec): 3 clusters Score: Raw -1606509.145641 + Penalty 1853.634896 = -1604655.510745 nChanged 129 SP:Iteration 52Q (883.677099 sec): 3 clusters Score: Raw -1606545.043614 + Penalty 1853.634896 = -1604691.408717 nChanged 116 SP:Iteration 53Q (883.735215 sec): 3 clusters Score: Raw -1606568.392679 + Penalty 1853.634896 = -1604714.757783 nChanged 106 SP:Iteration 54Q (883.793615 sec): 3 clusters Score: Raw -1606586.361019 + Penalty 1853.634896 = -1604732.726123 nChanged 97 SP:Iteration 55Q (883.853658 sec): 3 clusters Score: Raw -1606600.704528 + Penalty 1853.634896 = -1604747.069632 nChanged 93 SP:Iteration 56Q (883.924204 sec): 3 clusters Score: Raw -1606613.609470 + Penalty 1853.634896 = -1604759.974574 nChanged 82 SP:Iteration 57Q (883.977567 sec): 3 clusters Score: Raw -1606622.755999 + Penalty 1853.634896 = -1604769.121103 nChanged 66 SP:Iteration 58Q (884.043233 sec): 3 clusters Score: Raw -1606633.926862 + Penalty 1853.634896 = -1604780.291966 nChanged 70 SP:Iteration 59Q (884.097353 sec): 3 clusters Score: Raw -1606645.796341 + Penalty 1853.634896 = -1604792.161445 nChanged 75 SP:Iteration 60F (884.159015 sec): 3 clusters Score: Raw -1606662.428810 + Penalty 1853.634896 = -1604808.793914 nChanged 90 SP:Iteration 61Q (884.222171 sec): 3 clusters Score: Raw -1606682.787325 + Penalty 1853.634896 = -1604829.152429 nChanged 100 SP:Iteration 62Q (884.292200 sec): 3 clusters Score: Raw -1606704.331934 + Penalty 1853.634896 = -1604850.697038 nChanged 97 SP:Iteration 63Q (884.357019 sec): 3 clusters Score: Raw -1606723.027306 + Penalty 1853.634896 = -1604869.392410 nChanged 92 SP:Iteration 64Q (884.423725 sec): 3 clusters Score: Raw -1606744.279044 + Penalty 1853.634896 = -1604890.644148 nChanged 82 SP:Iteration 65Q (884.485079 sec): 3 clusters Score: Raw -1606760.992741 + Penalty 1853.634896 = -1604907.357845 nChanged 74 SP:Iteration 66Q (884.547687 sec): 3 clusters Score: Raw -1606772.336069 + Penalty 1853.634896 = -1604918.701173 nChanged 71 SP:Iteration 67Q (884.602887 sec): 3 clusters Score: Raw -1606782.407454 + Penalty 1853.634896 = -1604928.772558 nChanged 77 SP:Iteration 68Q (884.667685 sec): 3 clusters Score: Raw -1606793.448023 + Penalty 1853.634896 = -1604939.813127 nChanged 76 SP:Iteration 69Q (884.726664 sec): 3 clusters Score: Raw -1606803.746255 + Penalty 1853.634896 = -1604950.111359 nChanged 69 SP:Iteration 70Q (884.782619 sec): 3 clusters Score: Raw -1606811.786527 + Penalty 1853.634896 = -1604958.151631 nChanged 43 SP:Iteration 71Q (884.839419 sec): 3 clusters Score: Raw -1606816.110819 + Penalty 1853.634896 = -1604962.475923 nChanged 47 SP:Iteration 72Q (884.908863 sec): 3 clusters Score: Raw -1606819.462101 + Penalty 1853.634896 = -1604965.827205 nChanged 30 SP:Iteration 73Q (884.965963 sec): 3 clusters Score: Raw -1606821.540292 + Penalty 1853.634896 = -1604967.905396 nChanged 21 SP:Iteration 74Q (885.029584 sec): 3 clusters Score: Raw -1606822.673697 + Penalty 1853.634896 = -1604969.038801 nChanged 16 SP:Iteration 75Q (885.089950 sec): 3 clusters Score: Raw -1606823.529763 + Penalty 1853.634896 = -1604969.894867 nChanged 18 SP:Iteration 76Q (885.152928 sec): 3 clusters Score: Raw -1606824.692903 + Penalty 1853.634896 = -1604971.058006 nChanged 27 SP:Iteration 77Q (885.213895 sec): 3 clusters Score: Raw -1606826.484757 + Penalty 1853.634896 = -1604972.849861 nChanged 25 SP:Iteration 78Q (885.268640 sec): 3 clusters Score: Raw -1606828.022487 + Penalty 1853.634896 = -1604974.387591 nChanged 23 SP:Iteration 79Q (885.337263 sec): 3 clusters Score: Raw -1606829.888835 + Penalty 1853.634896 = -1604976.253939 nChanged 29 SP:Iteration 80F (885.384739 sec): 3 clusters Score: Raw -1606832.045572 + Penalty 1853.634896 = -1604978.410676 nChanged 25 SP:Iteration 81Q (885.443867 sec): 3 clusters Score: Raw -1606833.653762 + Penalty 1853.634896 = -1604980.018866 nChanged 19 SP:Iteration 82Q (885.497506 sec): 3 clusters Score: Raw -1606835.020565 + Penalty 1853.634896 = -1604981.385669 nChanged 20 SP:Iteration 83Q (885.556500 sec): 3 clusters Score: Raw -1606836.243095 + Penalty 1853.634896 = -1604982.608199 nChanged 20 SP:Iteration 84Q (885.619237 sec): 3 clusters Score: Raw -1606837.471732 + Penalty 1853.634896 = -1604983.836836 nChanged 26 SP:Iteration 85Q (885.685501 sec): 3 clusters Score: Raw -1606838.949233 + Penalty 1853.634896 = -1604985.314337 nChanged 17 SP:Iteration 86Q (885.739816 sec): 3 clusters Score: Raw -1606839.592831 + Penalty 1853.634896 = -1604985.957935 nChanged 11 SP:Iteration 87Q (885.808554 sec): 3 clusters Score: Raw -1606840.005512 + Penalty 1853.634896 = -1604986.370616 nChanged 10 SP:Iteration 88Q (885.856366 sec): 3 clusters Score: Raw -1606840.556200 + Penalty 1853.634896 = -1604986.921304 nChanged 13 SP:Iteration 89Q (885.899448 sec): 3 clusters Score: Raw -1606841.144397 + Penalty 1853.634896 = -1604987.509500 nChanged 11 SP:Iteration 90Q (885.947595 sec): 3 clusters Score: Raw -1606841.771523 + Penalty 1853.634896 = -1604988.136627 nChanged 14 SP:Iteration 91Q (886.010785 sec): 3 clusters Score: Raw -1606842.504364 + Penalty 1853.634896 = -1604988.869468 nChanged 14 SP:Iteration 92Q (886.076492 sec): 3 clusters Score: Raw -1606843.068640 + Penalty 1853.634896 = -1604989.433744 nChanged 5 SP:Iteration 93Q (886.139074 sec): 3 clusters Score: Raw -1606843.265570 + Penalty 1853.634896 = -1604989.630674 nChanged 7 SP:Iteration 94Q (886.195734 sec): 3 clusters Score: Raw -1606843.456773 + Penalty 1853.634896 = -1604989.821877 nChanged 7 SP:Iteration 95Q (886.256835 sec): 3 clusters Score: Raw -1606843.781432 + Penalty 1853.634896 = -1604990.146536 nChanged 9 SP:Iteration 96Q (886.315817 sec): 3 clusters Score: Raw -1606844.314042 + Penalty 1853.634896 = -1604990.679146 nChanged 7 SP:Iteration 97Q (886.376260 sec): 3 clusters Score: Raw -1606844.596960 + Penalty 1853.634896 = -1604990.962064 nChanged 4 SP:Iteration 98Q (886.432912 sec): 3 clusters Score: Raw -1606844.829362 + Penalty 1853.634896 = -1604991.194466 nChanged 6 SP:Iteration 99Q (886.504860 sec): 3 clusters Score: Raw -1606845.211369 + Penalty 1853.634896 = -1604991.576473 nChanged 10 SP:Iteration 100F (886.566434 sec): 3 clusters Score: Raw -1606845.641322 + Penalty 1853.634896 = -1604992.006426 nChanged 7 SP:Iteration 101Q (886.621637 sec): 3 clusters Score: Raw -1606845.883348 + Penalty 1853.634896 = -1604992.248452 nChanged 9 SP:Iteration 102Q (886.684641 sec): 3 clusters Score: Raw -1606846.458252 + Penalty 1853.634896 = -1604992.823356 nChanged 17 SP:Iteration 103Q (886.744592 sec): 3 clusters Score: Raw -1606847.600578 + Penalty 1853.634896 = -1604993.965682 nChanged 13 SP:Iteration 104Q (886.799430 sec): 3 clusters Score: Raw -1606848.320074 + Penalty 1853.634896 = -1604994.685177 nChanged 8 SP:Iteration 105Q (886.857854 sec): 3 clusters Score: Raw -1606848.598419 + Penalty 1853.634896 = -1604994.963523 nChanged 5 SP:Iteration 106Q (886.918869 sec): 3 clusters Score: Raw -1606848.841151 + Penalty 1853.634896 = -1604995.206255 nChanged 4 SP:Iteration 107Q (886.980435 sec): 3 clusters Score: Raw -1606848.973218 + Penalty 1853.634896 = -1604995.338322 nChanged 4 SP:Iteration 108Q (887.036924 sec): 3 clusters Score: Raw -1606849.080616 + Penalty 1853.634896 = -1604995.445720 nChanged 2 SP:Iteration 109Q (887.102463 sec): 3 clusters Score: Raw -1606849.107695 + Penalty 1853.634896 = -1604995.472799 nChanged 2 SP:Iteration 110Q (887.165350 sec): 3 clusters Score: Raw -1606849.159099 + Penalty 1853.634896 = -1604995.524203 nChanged 1 SP:Iteration 111Q (887.229767 sec): 3 clusters Score: Raw -1606849.184385 + Penalty 1853.634896 = -1604995.549489 nChanged 0 SP:Iteration 112F (887.282623 sec): 3 clusters Score: Raw -1606849.184385 + Penalty 1853.634896 = -1604995.549489 nChanged 0 Trying to split cluster 13 (4022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (887.312788 sec): 2 clusters Score: Raw -376152.512180 + Penalty 788.455784 = -375364.056396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (887.358725 sec): 3 clusters Score: Raw -373923.853685 + Penalty 1576.911568 = -372346.942117 nChanged 1721 SP:Iteration 1F (887.405972 sec): 3 clusters Score: Raw -374904.407216 + Penalty 1576.911568 = -373327.495647 nChanged 308 SP:Iteration 2F (887.439566 sec): 3 clusters Score: Raw -375091.110294 + Penalty 1576.911568 = -373514.198726 nChanged 263 SP:Iteration 3F (887.487875 sec): 3 clusters Score: Raw -375281.711083 + Penalty 1576.911568 = -373704.799514 nChanged 233 SP:Iteration 4F (887.506210 sec): 3 clusters Score: Raw -375491.095013 + Penalty 1576.911568 = -373914.183445 nChanged 222 SP:Iteration 5F (887.520570 sec): 3 clusters Score: Raw -375689.526412 + Penalty 1576.911568 = -374112.614843 nChanged 185 SP:Iteration 6Q (887.572339 sec): 3 clusters Score: Raw -375841.889555 + Penalty 1576.911568 = -374264.977987 nChanged 150 SP:Iteration 7Q (887.617111 sec): 3 clusters Score: Raw -375946.949219 + Penalty 1576.911568 = -374370.037651 nChanged 106 SP:Iteration 8Q (887.665755 sec): 3 clusters Score: Raw -376013.700049 + Penalty 1576.911568 = -374436.788481 nChanged 88 SP:Iteration 9Q (887.708074 sec): 3 clusters Score: Raw -376064.689252 + Penalty 1576.911568 = -374487.777683 nChanged 72 SP:Iteration 10Q (887.752741 sec): 3 clusters Score: Raw -376100.171362 + Penalty 1576.911568 = -374523.259793 nChanged 62 SP:Iteration 11Q (887.801926 sec): 3 clusters Score: Raw -376128.955337 + Penalty 1576.911568 = -374552.043769 nChanged 46 SP:Iteration 12Q (887.863121 sec): 3 clusters Score: Raw -376144.558432 + Penalty 1576.911568 = -374567.646863 nChanged 37 SP:Iteration 13Q (887.913117 sec): 3 clusters Score: Raw -376155.905970 + Penalty 1576.911568 = -374578.994402 nChanged 31 SP:Iteration 14Q (887.960495 sec): 3 clusters Score: Raw -376165.768291 + Penalty 1576.911568 = -374588.856723 nChanged 37 SP:Iteration 15Q (887.998023 sec): 3 clusters Score: Raw -376179.690645 + Penalty 1576.911568 = -374602.779077 nChanged 35 SP:Iteration 16Q (888.049919 sec): 3 clusters Score: Raw -376195.173724 + Penalty 1576.911568 = -374618.262156 nChanged 27 SP:Iteration 17Q (888.097254 sec): 3 clusters Score: Raw -376209.103190 + Penalty 1576.911568 = -374632.191622 nChanged 35 SP:Iteration 18Q (888.151412 sec): 3 clusters Score: Raw -376224.930159 + Penalty 1576.911568 = -374648.018590 nChanged 39 SP:Iteration 19Q (888.186765 sec): 3 clusters Score: Raw -376244.080680 + Penalty 1576.911568 = -374667.169112 nChanged 45 SP:Iteration 20F (888.221465 sec): 3 clusters Score: Raw -376263.995005 + Penalty 1576.911568 = -374687.083436 nChanged 30 SP:Iteration 21Q (888.269421 sec): 3 clusters Score: Raw -376277.969253 + Penalty 1576.911568 = -374701.057685 nChanged 32 SP:Iteration 22Q (888.312062 sec): 3 clusters Score: Raw -376291.118973 + Penalty 1576.911568 = -374714.207404 nChanged 26 SP:Iteration 23Q (888.352308 sec): 3 clusters Score: Raw -376302.243159 + Penalty 1576.911568 = -374725.331591 nChanged 23 SP:Iteration 24Q (888.400002 sec): 3 clusters Score: Raw -376311.314956 + Penalty 1576.911568 = -374734.403387 nChanged 20 SP:Iteration 25Q (888.442867 sec): 3 clusters Score: Raw -376316.631384 + Penalty 1576.911568 = -374739.719816 nChanged 16 SP:Iteration 26Q (888.499693 sec): 3 clusters Score: Raw -376325.344922 + Penalty 1576.911568 = -374748.433353 nChanged 19 SP:Iteration 27Q (888.534462 sec): 3 clusters Score: Raw -376332.360316 + Penalty 1576.911568 = -374755.448748 nChanged 22 SP:Iteration 28Q (888.582806 sec): 3 clusters Score: Raw -376340.560519 + Penalty 1576.911568 = -374763.648950 nChanged 14 SP:Iteration 29Q (888.641109 sec): 3 clusters Score: Raw -376345.787292 + Penalty 1576.911568 = -374768.875723 nChanged 15 SP:Iteration 30Q (888.691095 sec): 3 clusters Score: Raw -376351.740451 + Penalty 1576.911568 = -374774.828883 nChanged 14 SP:Iteration 31Q (888.734060 sec): 3 clusters Score: Raw -376357.318067 + Penalty 1576.911568 = -374780.406499 nChanged 26 SP:Iteration 32Q (888.797153 sec): 3 clusters Score: Raw -376369.360130 + Penalty 1576.911568 = -374792.448562 nChanged 18 SP:Iteration 33Q (888.848497 sec): 3 clusters Score: Raw -376375.157597 + Penalty 1576.911568 = -374798.246028 nChanged 13 SP:Iteration 34Q (888.895371 sec): 3 clusters Score: Raw -376379.184534 + Penalty 1576.911568 = -374802.272965 nChanged 10 SP:Iteration 35Q (888.936362 sec): 3 clusters Score: Raw -376381.439140 + Penalty 1576.911568 = -374804.527572 nChanged 6 SP:Iteration 36Q (888.986538 sec): 3 clusters Score: Raw -376383.006042 + Penalty 1576.911568 = -374806.094474 nChanged 2 SP:Iteration 37Q (889.042136 sec): 3 clusters Score: Raw -376383.257028 + Penalty 1576.911568 = -374806.345460 nChanged 2 SP:Iteration 38Q (889.082229 sec): 3 clusters Score: Raw -376383.709338 + Penalty 1576.911568 = -374806.797769 nChanged 1 SP:Iteration 39Q (889.138655 sec): 3 clusters Score: Raw -376383.940666 + Penalty 1576.911568 = -374807.029097 nChanged 2 SP:Iteration 40F (889.184550 sec): 3 clusters Score: Raw -376384.172222 + Penalty 1576.911568 = -374807.260654 nChanged 2 SP:Iteration 41Q (889.236768 sec): 3 clusters Score: Raw -376384.345407 + Penalty 1576.911568 = -374807.433839 nChanged 0 SP:Iteration 42F (889.288804 sec): 3 clusters Score: Raw -376384.345407 + Penalty 1576.911568 = -374807.433839 nChanged 0 Trying to split cluster 14 (4380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (889.314971 sec): 2 clusters Score: Raw -412743.401111 + Penalty 796.556380 = -411946.844731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (889.370704 sec): 3 clusters Score: Raw -410350.327418 + Penalty 1593.112761 = -408757.214657 nChanged 1853 SP:Iteration 1F (889.424088 sec): 3 clusters Score: Raw -411404.541623 + Penalty 1593.112761 = -409811.428862 nChanged 348 SP:Iteration 2F (889.470142 sec): 3 clusters Score: Raw -411598.046308 + Penalty 1593.112761 = -410004.933547 nChanged 276 SP:Iteration 3F (889.520399 sec): 3 clusters Score: Raw -411742.893153 + Penalty 1593.112761 = -410149.780393 nChanged 228 SP:Iteration 4F (889.578074 sec): 3 clusters Score: Raw -411859.267777 + Penalty 1593.112761 = -410266.155017 nChanged 206 SP:Iteration 5Q (889.621501 sec): 3 clusters Score: Raw -411965.871782 + Penalty 1593.112761 = -410372.759021 nChanged 184 SP:Iteration 6Q (889.682670 sec): 3 clusters Score: Raw -412061.524911 + Penalty 1593.112761 = -410468.412151 nChanged 159 SP:Iteration 7Q (889.737386 sec): 3 clusters Score: Raw -412147.048820 + Penalty 1593.112761 = -410553.936059 nChanged 147 SP:Iteration 8Q (889.780940 sec): 3 clusters Score: Raw -412230.447144 + Penalty 1593.112761 = -410637.334383 nChanged 149 SP:Iteration 9Q (889.835374 sec): 3 clusters Score: Raw -412322.399667 + Penalty 1593.112761 = -410729.286906 nChanged 134 SP:Iteration 10Q (889.881631 sec): 3 clusters Score: Raw -412405.214521 + Penalty 1593.112761 = -410812.101760 nChanged 116 SP:Iteration 11Q (889.934005 sec): 3 clusters Score: Raw -412487.673405 + Penalty 1593.112761 = -410894.560644 nChanged 115 SP:Iteration 12Q (889.995093 sec): 3 clusters Score: Raw -412572.748227 + Penalty 1593.112761 = -410979.635467 nChanged 95 SP:Iteration 13Q (890.049200 sec): 3 clusters Score: Raw -412650.587277 + Penalty 1593.112761 = -411057.474517 nChanged 80 SP:Iteration 14Q (890.093968 sec): 3 clusters Score: Raw -412717.123222 + Penalty 1593.112761 = -411124.010461 nChanged 51 SP:Iteration 15Q (890.157052 sec): 3 clusters Score: Raw -412759.784983 + Penalty 1593.112761 = -411166.672223 nChanged 38 SP:Iteration 16Q (890.210383 sec): 3 clusters Score: Raw -412798.122173 + Penalty 1593.112761 = -411205.009413 nChanged 34 SP:Iteration 17Q (890.253311 sec): 3 clusters Score: Raw -412831.443852 + Penalty 1593.112761 = -411238.331091 nChanged 21 SP:Iteration 18Q (890.306437 sec): 3 clusters Score: Raw -412851.858851 + Penalty 1593.112761 = -411258.746090 nChanged 16 SP:Iteration 19Q (890.357214 sec): 3 clusters Score: Raw -412867.103177 + Penalty 1593.112761 = -411273.990416 nChanged 11 SP:Iteration 20F (890.410654 sec): 3 clusters Score: Raw -412877.798347 + Penalty 1593.112761 = -411284.685586 nChanged 7 SP:Iteration 21Q (890.469277 sec): 3 clusters Score: Raw -412881.837639 + Penalty 1593.112761 = -411288.724879 nChanged 4 SP:Iteration 22Q (890.505886 sec): 3 clusters Score: Raw -412883.644092 + Penalty 1593.112761 = -411290.531331 nChanged 1 SP:Iteration 23Q (890.566507 sec): 3 clusters Score: Raw -412885.302781 + Penalty 1593.112761 = -411292.190020 nChanged 1 SP:Iteration 24Q (890.616094 sec): 3 clusters Score: Raw -412885.532276 + Penalty 1593.112761 = -411292.419516 nChanged 1 SP:Iteration 25Q (890.663585 sec): 3 clusters Score: Raw -412885.901981 + Penalty 1593.112761 = -411292.789220 nChanged 2 SP:Iteration 26Q (890.713624 sec): 3 clusters Score: Raw -412886.187641 + Penalty 1593.112761 = -411293.074880 nChanged 0 SP:Iteration 27F (890.766786 sec): 3 clusters Score: Raw -412886.187641 + Penalty 1593.112761 = -411293.074880 nChanged 0 Trying to split cluster 15 (14026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.812605 sec): 2 clusters Score: Raw -1345485.292326 + Penalty 907.123463 = -1344578.168863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.869107 sec): 3 clusters Score: Raw -1336914.405826 + Penalty 1814.246926 = -1335100.158901 nChanged 6466 SP:Iteration 1F (890.929997 sec): 3 clusters Score: Raw -1340456.856837 + Penalty 1814.246926 = -1338642.609912 nChanged 744 SP:Iteration 2F (890.994270 sec): 3 clusters Score: Raw -1340771.660314 + Penalty 1814.246926 = -1338957.413388 nChanged 765 SP:Iteration 3F (891.055823 sec): 3 clusters Score: Raw -1341169.525404 + Penalty 1814.246926 = -1339355.278478 nChanged 859 SP:Iteration 4F (891.127056 sec): 3 clusters Score: Raw -1341709.143720 + Penalty 1814.246926 = -1339894.896795 nChanged 1014 SP:Iteration 5F (891.184533 sec): 3 clusters Score: Raw -1342513.719821 + Penalty 1814.246926 = -1340699.472895 nChanged 1033 SP:Iteration 6F (891.240466 sec): 3 clusters Score: Raw -1343392.645251 + Penalty 1814.246926 = -1341578.398325 nChanged 918 SP:Iteration 7F (891.296879 sec): 3 clusters Score: Raw -1344162.415105 + Penalty 1814.246926 = -1342348.168179 nChanged 699 SP:Iteration 8Q (891.350373 sec): 3 clusters Score: Raw -1344666.257347 + Penalty 1814.246926 = -1342852.010421 nChanged 473 SP:Iteration 9Q (891.409225 sec): 3 clusters Score: Raw -1344963.939009 + Penalty 1814.246926 = -1343149.692084 nChanged 350 SP:Iteration 10Q (891.468634 sec): 3 clusters Score: Raw -1345192.821306 + Penalty 1814.246926 = -1343378.574380 nChanged 289 SP:Iteration 11Q (891.523375 sec): 3 clusters Score: Raw -1345418.000791 + Penalty 1814.246926 = -1343603.753865 nChanged 263 SP:Iteration 12Q (891.571393 sec): 3 clusters Score: Raw -1345657.989246 + Penalty 1814.246926 = -1343843.742320 nChanged 222 SP:Iteration 13Q (891.623069 sec): 3 clusters Score: Raw -1345819.132484 + Penalty 1814.246926 = -1344004.885559 nChanged 195 SP:Iteration 14Q (891.685081 sec): 3 clusters Score: Raw -1345922.144075 + Penalty 1814.246926 = -1344107.897149 nChanged 145 SP:Iteration 15Q (891.741145 sec): 3 clusters Score: Raw -1345983.633621 + Penalty 1814.246926 = -1344169.386696 nChanged 115 SP:Iteration 16Q (891.803291 sec): 3 clusters Score: Raw -1346014.845268 + Penalty 1814.246926 = -1344200.598342 nChanged 73 SP:Iteration 17Q (891.845545 sec): 3 clusters Score: Raw -1346033.011645 + Penalty 1814.246926 = -1344218.764720 nChanged 59 SP:Iteration 18Q (891.909190 sec): 3 clusters Score: Raw -1346045.543703 + Penalty 1814.246926 = -1344231.296778 nChanged 55 SP:Iteration 19Q (891.969678 sec): 3 clusters Score: Raw -1346056.864874 + Penalty 1814.246926 = -1344242.617949 nChanged 47 SP:Iteration 20F (892.034515 sec): 3 clusters Score: Raw -1346068.434636 + Penalty 1814.246926 = -1344254.187710 nChanged 48 SP:Iteration 21Q (892.089833 sec): 3 clusters Score: Raw -1346078.108962 + Penalty 1814.246926 = -1344263.862036 nChanged 38 SP:Iteration 22Q (892.146722 sec): 3 clusters Score: Raw -1346084.811613 + Penalty 1814.246926 = -1344270.564687 nChanged 30 SP:Iteration 23Q (892.207926 sec): 3 clusters Score: Raw -1346090.295798 + Penalty 1814.246926 = -1344276.048873 nChanged 31 SP:Iteration 24Q (892.268011 sec): 3 clusters Score: Raw -1346094.374197 + Penalty 1814.246926 = -1344280.127271 nChanged 23 SP:Iteration 25Q (892.330482 sec): 3 clusters Score: Raw -1346096.636395 + Penalty 1814.246926 = -1344282.389469 nChanged 13 SP:Iteration 26Q (892.388948 sec): 3 clusters Score: Raw -1346098.460541 + Penalty 1814.246926 = -1344284.213615 nChanged 14 SP:Iteration 27Q (892.453854 sec): 3 clusters Score: Raw -1346099.810549 + Penalty 1814.246926 = -1344285.563624 nChanged 7 SP:Iteration 28Q (892.514663 sec): 3 clusters Score: Raw -1346100.426652 + Penalty 1814.246926 = -1344286.179726 nChanged 4 SP:Iteration 29Q (892.575901 sec): 3 clusters Score: Raw -1346100.701940 + Penalty 1814.246926 = -1344286.455014 nChanged 2 SP:Iteration 30Q (892.628988 sec): 3 clusters Score: Raw -1346100.806010 + Penalty 1814.246926 = -1344286.559085 nChanged 1 SP:Iteration 31Q (892.683490 sec): 3 clusters Score: Raw -1346100.853249 + Penalty 1814.246926 = -1344286.606323 nChanged 0 SP:Iteration 32F (892.744125 sec): 3 clusters Score: Raw -1346100.853249 + Penalty 1814.246926 = -1344286.606323 nChanged 0 Trying to split cluster 16 (3657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.768987 sec): 2 clusters Score: Raw -351425.627939 + Penalty 779.417850 = -350646.210090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.816738 sec): 3 clusters Score: Raw -349468.769082 + Penalty 1558.835699 = -347909.933383 nChanged 1519 SP:Iteration 1F (892.866634 sec): 3 clusters Score: Raw -350434.676712 + Penalty 1558.835699 = -348875.841013 nChanged 317 SP:Iteration 2F (892.922004 sec): 3 clusters Score: Raw -350633.049345 + Penalty 1558.835699 = -349074.213645 nChanged 234 SP:Iteration 3F (892.964562 sec): 3 clusters Score: Raw -350750.446479 + Penalty 1558.835699 = -349191.610780 nChanged 148 SP:Iteration 4Q (893.006272 sec): 3 clusters Score: Raw -350830.864989 + Penalty 1558.835699 = -349272.029290 nChanged 141 SP:Iteration 5Q (893.052913 sec): 3 clusters Score: Raw -350890.918643 + Penalty 1558.835699 = -349332.082943 nChanged 102 SP:Iteration 6Q (893.097635 sec): 3 clusters Score: Raw -350941.025053 + Penalty 1558.835699 = -349382.189354 nChanged 102 SP:Iteration 7Q (893.146976 sec): 3 clusters Score: Raw -350985.741569 + Penalty 1558.835699 = -349426.905870 nChanged 94 SP:Iteration 8Q (893.186581 sec): 3 clusters Score: Raw -351036.642801 + Penalty 1558.835699 = -349477.807102 nChanged 101 SP:Iteration 9Q (893.230456 sec): 3 clusters Score: Raw -351081.808980 + Penalty 1558.835699 = -349522.973281 nChanged 80 SP:Iteration 10Q (893.270712 sec): 3 clusters Score: Raw -351118.881597 + Penalty 1558.835699 = -349560.045898 nChanged 90 SP:Iteration 11Q (893.317716 sec): 3 clusters Score: Raw -351162.433592 + Penalty 1558.835699 = -349603.597892 nChanged 93 SP:Iteration 12Q (893.364522 sec): 3 clusters Score: Raw -351202.825822 + Penalty 1558.835699 = -349643.990123 nChanged 79 SP:Iteration 13Q (893.409202 sec): 3 clusters Score: Raw -351240.348585 + Penalty 1558.835699 = -349681.512886 nChanged 76 SP:Iteration 14Q (893.458582 sec): 3 clusters Score: Raw -351271.986864 + Penalty 1558.835699 = -349713.151165 nChanged 65 SP:Iteration 15Q (893.506215 sec): 3 clusters Score: Raw -351296.074958 + Penalty 1558.835699 = -349737.239259 nChanged 51 SP:Iteration 16Q (893.553159 sec): 3 clusters Score: Raw -351318.041867 + Penalty 1558.835699 = -349759.206168 nChanged 54 SP:Iteration 17Q (893.591671 sec): 3 clusters Score: Raw -351341.367223 + Penalty 1558.835699 = -349782.531524 nChanged 55 SP:Iteration 18Q (893.634432 sec): 3 clusters Score: Raw -351364.365621 + Penalty 1558.835699 = -349805.529921 nChanged 47 SP:Iteration 19Q (893.677238 sec): 3 clusters Score: Raw -351385.124567 + Penalty 1558.835699 = -349826.288868 nChanged 45 SP:Iteration 20F (893.728324 sec): 3 clusters Score: Raw -351402.134047 + Penalty 1558.835699 = -349843.298347 nChanged 46 SP:Iteration 21Q (893.790791 sec): 3 clusters Score: Raw -351426.329407 + Penalty 1558.835699 = -349867.493708 nChanged 50 SP:Iteration 22Q (893.845756 sec): 3 clusters Score: Raw -351449.436028 + Penalty 1558.835699 = -349890.600329 nChanged 44 SP:Iteration 23Q (893.892172 sec): 3 clusters Score: Raw -351468.837005 + Penalty 1558.835699 = -349910.001306 nChanged 36 SP:Iteration 24Q (893.932832 sec): 3 clusters Score: Raw -351481.634776 + Penalty 1558.835699 = -349922.799076 nChanged 34 SP:Iteration 25Q (893.976618 sec): 3 clusters Score: Raw -351494.327395 + Penalty 1558.835699 = -349935.491695 nChanged 32 SP:Iteration 26Q (894.017390 sec): 3 clusters Score: Raw -351504.282938 + Penalty 1558.835699 = -349945.447239 nChanged 22 SP:Iteration 27Q (894.069698 sec): 3 clusters Score: Raw -351513.837304 + Penalty 1558.835699 = -349955.001604 nChanged 26 SP:Iteration 28Q (894.115886 sec): 3 clusters Score: Raw -351523.497808 + Penalty 1558.835699 = -349964.662108 nChanged 30 SP:Iteration 29Q (894.174435 sec): 3 clusters Score: Raw -351532.378519 + Penalty 1558.835699 = -349973.542820 nChanged 26 SP:Iteration 30Q (894.210765 sec): 3 clusters Score: Raw -351540.944889 + Penalty 1558.835699 = -349982.109190 nChanged 17 SP:Iteration 31Q (894.258760 sec): 3 clusters Score: Raw -351545.518870 + Penalty 1558.835699 = -349986.683171 nChanged 17 SP:Iteration 32Q (894.314874 sec): 3 clusters Score: Raw -351550.719712 + Penalty 1558.835699 = -349991.884012 nChanged 14 SP:Iteration 33Q (894.357124 sec): 3 clusters Score: Raw -351555.241399 + Penalty 1558.835699 = -349996.405700 nChanged 16 SP:Iteration 34Q (894.406016 sec): 3 clusters Score: Raw -351560.069287 + Penalty 1558.835699 = -350001.233588 nChanged 17 SP:Iteration 35Q (894.449929 sec): 3 clusters Score: Raw -351564.812907 + Penalty 1558.835699 = -350005.977207 nChanged 13 SP:Iteration 36Q (894.462542 sec): 3 clusters Score: Raw -351567.066484 + Penalty 1558.835699 = -350008.230785 nChanged 14 SP:Iteration 37Q (894.475605 sec): 3 clusters Score: Raw -351569.474461 + Penalty 1558.835699 = -350010.638761 nChanged 11 SP:Iteration 38Q (894.500208 sec): 3 clusters Score: Raw -351570.840304 + Penalty 1558.835699 = -350012.004604 nChanged 6 SP:Iteration 39Q (894.513178 sec): 3 clusters Score: Raw -351571.861185 + Penalty 1558.835699 = -350013.025486 nChanged 6 SP:Iteration 40F (894.526489 sec): 3 clusters Score: Raw -351573.424945 + Penalty 1558.835699 = -350014.589246 nChanged 6 SP:Iteration 41Q (894.539481 sec): 3 clusters Score: Raw -351574.774913 + Penalty 1558.835699 = -350015.939214 nChanged 5 SP:Iteration 42Q (894.552665 sec): 3 clusters Score: Raw -351575.990648 + Penalty 1558.835699 = -350017.154948 nChanged 5 SP:Iteration 43Q (894.565746 sec): 3 clusters Score: Raw -351576.726529 + Penalty 1558.835699 = -350017.890830 nChanged 6 SP:Iteration 44Q (894.605852 sec): 3 clusters Score: Raw -351577.759436 + Penalty 1558.835699 = -350018.923736 nChanged 4 SP:Iteration 45Q (894.655401 sec): 3 clusters Score: Raw -351578.147104 + Penalty 1558.835699 = -350019.311405 nChanged 1 SP:Iteration 46Q (894.706115 sec): 3 clusters Score: Raw -351578.227808 + Penalty 1558.835699 = -350019.392109 nChanged 0 SP:Iteration 47F (894.754773 sec): 3 clusters Score: Raw -351578.227808 + Penalty 1558.835699 = -350019.392109 nChanged 0 Trying to split cluster 17 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (894.778786 sec): 2 clusters Score: Raw -4460.122146 + Penalty 445.678049 = -4014.444097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (894.820585 sec): 3 clusters Score: Raw -4585.293154 + Penalty 891.356098 = -3693.937057 nChanged 19 SP:Iteration 1F (894.868590 sec): 3 clusters Score: Raw -4659.441261 + Penalty 891.356098 = -3768.085164 nChanged 2 SP:Iteration 2Q (894.908977 sec): 3 clusters Score: Raw -4667.115607 + Penalty 891.356098 = -3775.759509 nChanged 1 SP:Iteration 3Q (894.956030 sec): 3 clusters Score: Raw -4676.033837 + Penalty 891.356098 = -3784.677739 nChanged 1 SP:Iteration 4Q (894.990074 sec): 3 clusters Score: Raw -4678.559246 + Penalty 891.356098 = -3787.203148 nChanged 0 SP:Iteration 5F (895.028865 sec): 3 clusters Score: Raw -4678.559246 + Penalty 891.356098 = -3787.203148 nChanged 0 Trying to split cluster 18 (2785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.054544 sec): 2 clusters Score: Raw -249623.495867 + Penalty 753.540299 = -248869.955568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.097552 sec): 3 clusters Score: Raw -248152.880229 + Penalty 1507.080599 = -246645.799630 nChanged 1127 SP:Iteration 1F (895.137703 sec): 3 clusters Score: Raw -248827.868858 + Penalty 1507.080599 = -247320.788259 nChanged 232 SP:Iteration 2F (895.187317 sec): 3 clusters Score: Raw -248982.173049 + Penalty 1507.080599 = -247475.092450 nChanged 183 SP:Iteration 3F (895.226556 sec): 3 clusters Score: Raw -249086.272344 + Penalty 1507.080599 = -247579.191745 nChanged 122 SP:Iteration 4Q (895.273029 sec): 3 clusters Score: Raw -249144.519550 + Penalty 1507.080599 = -247637.438951 nChanged 96 SP:Iteration 5Q (895.314255 sec): 3 clusters Score: Raw -249187.633469 + Penalty 1507.080599 = -247680.552870 nChanged 70 SP:Iteration 6Q (895.365358 sec): 3 clusters Score: Raw -249214.397591 + Penalty 1507.080599 = -247707.316992 nChanged 46 SP:Iteration 7Q (895.408668 sec): 3 clusters Score: Raw -249231.639421 + Penalty 1507.080599 = -247724.558822 nChanged 39 SP:Iteration 8Q (895.450495 sec): 3 clusters Score: Raw -249251.512656 + Penalty 1507.080599 = -247744.432057 nChanged 48 SP:Iteration 9Q (895.508757 sec): 3 clusters Score: Raw -249273.476807 + Penalty 1507.080599 = -247766.396209 nChanged 49 SP:Iteration 10Q (895.548626 sec): 3 clusters Score: Raw -249293.507948 + Penalty 1507.080599 = -247786.427349 nChanged 44 SP:Iteration 11Q (895.605586 sec): 3 clusters Score: Raw -249310.405896 + Penalty 1507.080599 = -247803.325297 nChanged 44 SP:Iteration 12Q (895.649405 sec): 3 clusters Score: Raw -249327.039056 + Penalty 1507.080599 = -247819.958457 nChanged 46 SP:Iteration 13Q (895.680452 sec): 3 clusters Score: Raw -249346.745929 + Penalty 1507.080599 = -247839.665330 nChanged 39 SP:Iteration 14Q (895.716786 sec): 3 clusters Score: Raw -249365.563142 + Penalty 1507.080599 = -247858.482543 nChanged 37 SP:Iteration 15Q (895.759668 sec): 3 clusters Score: Raw -249388.434988 + Penalty 1507.080599 = -247881.354389 nChanged 48 SP:Iteration 16Q (895.816916 sec): 3 clusters Score: Raw -249415.154834 + Penalty 1507.080599 = -247908.074235 nChanged 57 SP:Iteration 17Q (895.861821 sec): 3 clusters Score: Raw -249448.124107 + Penalty 1507.080599 = -247941.043508 nChanged 50 SP:Iteration 18Q (895.890262 sec): 3 clusters Score: Raw -249471.202581 + Penalty 1507.080599 = -247964.121982 nChanged 44 SP:Iteration 19Q (895.926099 sec): 3 clusters Score: Raw -249487.374055 + Penalty 1507.080599 = -247980.293456 nChanged 40 SP:Iteration 20F (895.985426 sec): 3 clusters Score: Raw -249501.476787 + Penalty 1507.080599 = -247994.396188 nChanged 24 SP:Iteration 21Q (896.022811 sec): 3 clusters Score: Raw -249509.124803 + Penalty 1507.080599 = -248002.044204 nChanged 21 SP:Iteration 22Q (896.058369 sec): 3 clusters Score: Raw -249514.892459 + Penalty 1507.080599 = -248007.811860 nChanged 21 SP:Iteration 23Q (896.112738 sec): 3 clusters Score: Raw -249519.972561 + Penalty 1507.080599 = -248012.891962 nChanged 21 SP:Iteration 24Q (896.152235 sec): 3 clusters Score: Raw -249526.911611 + Penalty 1507.080599 = -248019.831012 nChanged 24 SP:Iteration 25Q (896.195524 sec): 3 clusters Score: Raw -249535.211450 + Penalty 1507.080599 = -248028.130851 nChanged 25 SP:Iteration 26Q (896.240932 sec): 3 clusters Score: Raw -249543.418226 + Penalty 1507.080599 = -248036.337627 nChanged 24 SP:Iteration 27Q (896.297446 sec): 3 clusters Score: Raw -249551.738326 + Penalty 1507.080599 = -248044.657727 nChanged 24 SP:Iteration 28Q (896.346871 sec): 3 clusters Score: Raw -249561.456960 + Penalty 1507.080599 = -248054.376361 nChanged 29 SP:Iteration 29Q (896.385484 sec): 3 clusters Score: Raw -249574.109034 + Penalty 1507.080599 = -248067.028435 nChanged 25 SP:Iteration 30Q (896.436918 sec): 3 clusters Score: Raw -249583.809006 + Penalty 1507.080599 = -248076.728407 nChanged 30 SP:Iteration 31Q (896.499238 sec): 3 clusters Score: Raw -249594.822383 + Penalty 1507.080599 = -248087.741784 nChanged 27 SP:Iteration 32Q (896.540012 sec): 3 clusters Score: Raw -249605.371454 + Penalty 1507.080599 = -248098.290855 nChanged 26 SP:Iteration 33Q (896.595397 sec): 3 clusters Score: Raw -249613.917952 + Penalty 1507.080599 = -248106.837353 nChanged 26 SP:Iteration 34Q (896.630544 sec): 3 clusters Score: Raw -249622.377092 + Penalty 1507.080599 = -248115.296493 nChanged 19 SP:Iteration 35Q (896.690540 sec): 3 clusters Score: Raw -249628.426938 + Penalty 1507.080599 = -248121.346339 nChanged 19 SP:Iteration 36Q (896.733765 sec): 3 clusters Score: Raw -249633.228999 + Penalty 1507.080599 = -248126.148400 nChanged 11 SP:Iteration 37Q (896.773168 sec): 3 clusters Score: Raw -249636.370978 + Penalty 1507.080599 = -248129.290379 nChanged 15 SP:Iteration 38Q (896.812148 sec): 3 clusters Score: Raw -249640.860071 + Penalty 1507.080599 = -248133.779472 nChanged 15 SP:Iteration 39Q (896.862968 sec): 3 clusters Score: Raw -249645.117571 + Penalty 1507.080599 = -248138.036972 nChanged 18 SP:Iteration 40F (896.904040 sec): 3 clusters Score: Raw -249649.933141 + Penalty 1507.080599 = -248142.852542 nChanged 13 SP:Iteration 41Q (896.965215 sec): 3 clusters Score: Raw -249652.736105 + Penalty 1507.080599 = -248145.655506 nChanged 10 SP:Iteration 42Q (897.008685 sec): 3 clusters Score: Raw -249655.974243 + Penalty 1507.080599 = -248148.893644 nChanged 8 SP:Iteration 43Q (897.054505 sec): 3 clusters Score: Raw -249657.917673 + Penalty 1507.080599 = -248150.837074 nChanged 8 SP:Iteration 44Q (897.089991 sec): 3 clusters Score: Raw -249659.436272 + Penalty 1507.080599 = -248152.355673 nChanged 8 SP:Iteration 45Q (897.133229 sec): 3 clusters Score: Raw -249661.466059 + Penalty 1507.080599 = -248154.385460 nChanged 9 SP:Iteration 46Q (897.174328 sec): 3 clusters Score: Raw -249665.613687 + Penalty 1507.080599 = -248158.533088 nChanged 21 SP:Iteration 47Q (897.219901 sec): 3 clusters Score: Raw -249671.894519 + Penalty 1507.080599 = -248164.813920 nChanged 17 SP:Iteration 48Q (897.265878 sec): 3 clusters Score: Raw -249678.285930 + Penalty 1507.080599 = -248171.205331 nChanged 17 SP:Iteration 49Q (897.303782 sec): 3 clusters Score: Raw -249684.330797 + Penalty 1507.080599 = -248177.250198 nChanged 19 SP:Iteration 50Q (897.355252 sec): 3 clusters Score: Raw -249692.064455 + Penalty 1507.080599 = -248184.983856 nChanged 21 SP:Iteration 51Q (897.406375 sec): 3 clusters Score: Raw -249699.993665 + Penalty 1507.080599 = -248192.913066 nChanged 13 SP:Iteration 52Q (897.459073 sec): 3 clusters Score: Raw -249704.275680 + Penalty 1507.080599 = -248197.195081 nChanged 13 SP:Iteration 53Q (897.506348 sec): 3 clusters Score: Raw -249709.960225 + Penalty 1507.080599 = -248202.879626 nChanged 11 SP:Iteration 54Q (897.559936 sec): 3 clusters Score: Raw -249713.819900 + Penalty 1507.080599 = -248206.739301 nChanged 10 SP:Iteration 55Q (897.594646 sec): 3 clusters Score: Raw -249716.906473 + Penalty 1507.080599 = -248209.825874 nChanged 8 SP:Iteration 56Q (897.645734 sec): 3 clusters Score: Raw -249718.041125 + Penalty 1507.080599 = -248210.960526 nChanged 5 SP:Iteration 57Q (897.696532 sec): 3 clusters Score: Raw -249718.911874 + Penalty 1507.080599 = -248211.831275 nChanged 3 SP:Iteration 58Q (897.747444 sec): 3 clusters Score: Raw -249720.059626 + Penalty 1507.080599 = -248212.979027 nChanged 5 SP:Iteration 59Q (897.788864 sec): 3 clusters Score: Raw -249720.862388 + Penalty 1507.080599 = -248213.781789 nChanged 0 SP:Iteration 60F (897.833675 sec): 3 clusters Score: Raw -249720.862388 + Penalty 1507.080599 = -248213.781789 nChanged 0 Trying to split cluster 19 (2061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.859053 sec): 2 clusters Score: Raw -197784.714409 + Penalty 724.939925 = -197059.774484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.908268 sec): 3 clusters Score: Raw -196760.567424 + Penalty 1449.879850 = -195310.687574 nChanged 815 SP:Iteration 1F (897.956411 sec): 3 clusters Score: Raw -197185.139111 + Penalty 1449.879850 = -195735.259261 nChanged 175 SP:Iteration 2F (898.006473 sec): 3 clusters Score: Raw -197288.344430 + Penalty 1449.879850 = -195838.464580 nChanged 125 SP:Iteration 3F (898.056421 sec): 3 clusters Score: Raw -197361.705421 + Penalty 1449.879850 = -195911.825571 nChanged 98 SP:Iteration 4Q (898.105670 sec): 3 clusters Score: Raw -197416.203072 + Penalty 1449.879850 = -195966.323222 nChanged 79 SP:Iteration 5Q (898.163859 sec): 3 clusters Score: Raw -197457.017933 + Penalty 1449.879850 = -196007.138083 nChanged 61 SP:Iteration 6Q (898.179010 sec): 3 clusters Score: Raw -197489.456090 + Penalty 1449.879850 = -196039.576240 nChanged 50 SP:Iteration 7Q (898.195465 sec): 3 clusters Score: Raw -197520.106835 + Penalty 1449.879850 = -196070.226985 nChanged 58 SP:Iteration 8Q (898.203471 sec): 3 clusters Score: Raw -197553.840346 + Penalty 1449.879850 = -196103.960496 nChanged 45 SP:Iteration 9Q (898.211158 sec): 3 clusters Score: Raw -197578.859058 + Penalty 1449.879850 = -196128.979207 nChanged 41 SP:Iteration 10Q (898.224620 sec): 3 clusters Score: Raw -197600.288071 + Penalty 1449.879850 = -196150.408221 nChanged 37 SP:Iteration 11Q (898.232277 sec): 3 clusters Score: Raw -197624.559545 + Penalty 1449.879850 = -196174.679695 nChanged 42 SP:Iteration 12Q (898.239899 sec): 3 clusters Score: Raw -197657.047623 + Penalty 1449.879850 = -196207.167773 nChanged 50 SP:Iteration 13Q (898.247497 sec): 3 clusters Score: Raw -197701.840223 + Penalty 1449.879850 = -196251.960373 nChanged 54 SP:Iteration 14Q (898.255199 sec): 3 clusters Score: Raw -197753.854531 + Penalty 1449.879850 = -196303.974680 nChanged 46 SP:Iteration 15Q (898.262835 sec): 3 clusters Score: Raw -197796.376535 + Penalty 1449.879850 = -196346.496685 nChanged 36 SP:Iteration 16Q (898.270413 sec): 3 clusters Score: Raw -197823.167327 + Penalty 1449.879850 = -196373.287476 nChanged 39 SP:Iteration 17Q (898.278005 sec): 3 clusters Score: Raw -197848.079878 + Penalty 1449.879850 = -196398.200027 nChanged 20 SP:Iteration 18Q (898.319962 sec): 3 clusters Score: Raw -197866.255654 + Penalty 1449.879850 = -196416.375803 nChanged 17 SP:Iteration 19Q (898.361536 sec): 3 clusters Score: Raw -197887.946529 + Penalty 1449.879850 = -196438.066679 nChanged 20 SP:Iteration 20F (898.403871 sec): 3 clusters Score: Raw -197907.581275 + Penalty 1449.879850 = -196457.701424 nChanged 18 SP:Iteration 21Q (898.449921 sec): 3 clusters Score: Raw -197917.875359 + Penalty 1449.879850 = -196467.995509 nChanged 7 SP:Iteration 22Q (898.491985 sec): 3 clusters Score: Raw -197922.091918 + Penalty 1449.879850 = -196472.212067 nChanged 4 SP:Iteration 23Q (898.542404 sec): 3 clusters Score: Raw -197923.789571 + Penalty 1449.879850 = -196473.909721 nChanged 3 SP:Iteration 24Q (898.587925 sec): 3 clusters Score: Raw -197925.479671 + Penalty 1449.879850 = -196475.599821 nChanged 6 SP:Iteration 25Q (898.634519 sec): 3 clusters Score: Raw -197929.195907 + Penalty 1449.879850 = -196479.316057 nChanged 6 SP:Iteration 26Q (898.669130 sec): 3 clusters Score: Raw -197931.693120 + Penalty 1449.879850 = -196481.813269 nChanged 2 SP:Iteration 27Q (898.712631 sec): 3 clusters Score: Raw -197933.142340 + Penalty 1449.879850 = -196483.262490 nChanged 2 SP:Iteration 28Q (898.757711 sec): 3 clusters Score: Raw -197935.150274 + Penalty 1449.879850 = -196485.270424 nChanged 4 SP:Iteration 29Q (898.801387 sec): 3 clusters Score: Raw -197937.161463 + Penalty 1449.879850 = -196487.281613 nChanged 5 SP:Iteration 30Q (898.845251 sec): 3 clusters Score: Raw -197939.481077 + Penalty 1449.879850 = -196489.601226 nChanged 5 SP:Iteration 31Q (898.893600 sec): 3 clusters Score: Raw -197942.643911 + Penalty 1449.879850 = -196492.764061 nChanged 5 SP:Iteration 32Q (898.955097 sec): 3 clusters Score: Raw -197947.474926 + Penalty 1449.879850 = -196497.595076 nChanged 4 SP:Iteration 33Q (898.994202 sec): 3 clusters Score: Raw -197949.248129 + Penalty 1449.879850 = -196499.368279 nChanged 2 SP:Iteration 34Q (899.045674 sec): 3 clusters Score: Raw -197951.270019 + Penalty 1449.879850 = -196501.390168 nChanged 4 SP:Iteration 35Q (899.096181 sec): 3 clusters Score: Raw -197956.749748 + Penalty 1449.879850 = -196506.869898 nChanged 5 SP:Iteration 36Q (899.139813 sec): 3 clusters Score: Raw -197958.854315 + Penalty 1449.879850 = -196508.974465 nChanged 1 SP:Iteration 37Q (899.183820 sec): 3 clusters Score: Raw -197959.661526 + Penalty 1449.879850 = -196509.781675 nChanged 2 SP:Iteration 38Q (899.224348 sec): 3 clusters Score: Raw -197960.362266 + Penalty 1449.879850 = -196510.482416 nChanged 1 SP:Iteration 39Q (899.269983 sec): 3 clusters Score: Raw -197960.907144 + Penalty 1449.879850 = -196511.027293 nChanged 1 SP:Iteration 40F (899.320337 sec): 3 clusters Score: Raw -197961.906405 + Penalty 1449.879850 = -196512.026555 nChanged 3 SP:Iteration 41Q (899.369247 sec): 3 clusters Score: Raw -197963.745123 + Penalty 1449.879850 = -196513.865272 nChanged 2 SP:Iteration 42Q (899.418522 sec): 3 clusters Score: Raw -197964.372484 + Penalty 1449.879850 = -196514.492633 nChanged 0 SP:Iteration 43F (899.468711 sec): 3 clusters Score: Raw -197964.372484 + Penalty 1449.879850 = -196514.492633 nChanged 0 Trying to split cluster 20 (31144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (899.502646 sec): 2 clusters Score: Raw -3024916.275364 + Penalty 982.905804 = -3023933.369559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.589893 sec): 3 clusters Score: Raw -3005092.847642 + Penalty 1965.811609 = -3003127.036033 nChanged 14832 SP:Iteration 1F (899.667552 sec): 3 clusters Score: Raw -3013316.314121 + Penalty 1965.811609 = -3011350.502512 nChanged 1405 SP:Iteration 2Q (899.758073 sec): 3 clusters Score: Raw -3013777.353171 + Penalty 1965.811609 = -3011811.541562 nChanged 1468 SP:Iteration 3Q (899.843674 sec): 3 clusters Score: Raw -3014349.519300 + Penalty 1965.811609 = -3012383.707691 nChanged 1635 SP:Iteration 4F (899.917155 sec): 3 clusters Score: Raw -3015143.397491 + Penalty 1965.811609 = -3013177.585882 nChanged 1811 SP:Iteration 5F (899.999477 sec): 3 clusters Score: Raw -3016229.401112 + Penalty 1965.811609 = -3014263.589503 nChanged 1931 SP:Iteration 6F (900.048750 sec): 3 clusters Score: Raw -3017645.494874 + Penalty 1965.811609 = -3015679.683265 nChanged 1950 SP:Iteration 7F (900.126439 sec): 3 clusters Score: Raw -3019269.033139 + Penalty 1965.811609 = -3017303.221530 nChanged 1726 SP:Iteration 8F (900.211397 sec): 3 clusters Score: Raw -3020562.981396 + Penalty 1965.811609 = -3018597.169787 nChanged 1272 SP:Iteration 9Q (900.290555 sec): 3 clusters Score: Raw -3021229.059271 + Penalty 1965.811609 = -3019263.247662 nChanged 808 SP:Iteration 10Q (900.367623 sec): 3 clusters Score: Raw -3021518.483714 + Penalty 1965.811609 = -3019552.672105 nChanged 567 SP:Iteration 11Q (900.448305 sec): 3 clusters Score: Raw -3021711.956595 + Penalty 1965.811609 = -3019746.144986 nChanged 502 SP:Iteration 12Q (900.534955 sec): 3 clusters Score: Raw -3021890.187394 + Penalty 1965.811609 = -3019924.375785 nChanged 526 SP:Iteration 13Q (900.612033 sec): 3 clusters Score: Raw -3022073.045971 + Penalty 1965.811609 = -3020107.234362 nChanged 483 SP:Iteration 14Q (900.681113 sec): 3 clusters Score: Raw -3022232.846125 + Penalty 1965.811609 = -3020267.034516 nChanged 462 SP:Iteration 15Q (900.759574 sec): 3 clusters Score: Raw -3022390.269811 + Penalty 1965.811609 = -3020424.458202 nChanged 471 SP:Iteration 16Q (900.837672 sec): 3 clusters Score: Raw -3022571.718674 + Penalty 1965.811609 = -3020605.907065 nChanged 519 SP:Iteration 17Q (900.911038 sec): 3 clusters Score: Raw -3022787.853693 + Penalty 1965.811609 = -3020822.042084 nChanged 490 SP:Iteration 18Q (900.988287 sec): 3 clusters Score: Raw -3023009.020890 + Penalty 1965.811609 = -3021043.209281 nChanged 469 SP:Iteration 19Q (901.065159 sec): 3 clusters Score: Raw -3023219.036477 + Penalty 1965.811609 = -3021253.224868 nChanged 471 SP:Iteration 20F (901.128911 sec): 3 clusters Score: Raw -3023450.905130 + Penalty 1965.811609 = -3021485.093521 nChanged 439 SP:Iteration 21Q (901.208369 sec): 3 clusters Score: Raw -3023687.988756 + Penalty 1965.811609 = -3021722.177147 nChanged 395 SP:Iteration 22Q (901.277341 sec): 3 clusters Score: Raw -3023898.753530 + Penalty 1965.811609 = -3021932.941921 nChanged 335 SP:Iteration 23Q (901.356233 sec): 3 clusters Score: Raw -3024086.454557 + Penalty 1965.811609 = -3022120.642948 nChanged 294 SP:Iteration 24Q (901.419568 sec): 3 clusters Score: Raw -3024275.650908 + Penalty 1965.811609 = -3022309.839299 nChanged 273 SP:Iteration 25Q (901.496100 sec): 3 clusters Score: Raw -3024462.688324 + Penalty 1965.811609 = -3022496.876715 nChanged 204 SP:Iteration 26Q (901.568521 sec): 3 clusters Score: Raw -3024594.119629 + Penalty 1965.811609 = -3022628.308020 nChanged 170 SP:Iteration 27Q (901.649942 sec): 3 clusters Score: Raw -3024697.596930 + Penalty 1965.811609 = -3022731.785321 nChanged 140 SP:Iteration 28Q (901.711382 sec): 3 clusters Score: Raw -3024779.416703 + Penalty 1965.811609 = -3022813.605094 nChanged 114 SP:Iteration 29Q (901.782621 sec): 3 clusters Score: Raw -3024859.031352 + Penalty 1965.811609 = -3022893.219743 nChanged 97 SP:Iteration 30Q (901.856933 sec): 3 clusters Score: Raw -3024926.773244 + Penalty 1965.811609 = -3022960.961635 nChanged 80 SP:Iteration 31Q (901.923971 sec): 3 clusters Score: Raw -3024972.214083 + Penalty 1965.811609 = -3023006.402474 nChanged 71 SP:Iteration 32Q (902.010940 sec): 3 clusters Score: Raw -3025009.624714 + Penalty 1965.811609 = -3023043.813106 nChanged 54 SP:Iteration 33Q (902.085290 sec): 3 clusters Score: Raw -3025033.694428 + Penalty 1965.811609 = -3023067.882819 nChanged 49 SP:Iteration 34Q (902.164066 sec): 3 clusters Score: Raw -3025057.817359 + Penalty 1965.811609 = -3023092.005750 nChanged 37 SP:Iteration 35Q (902.238386 sec): 3 clusters Score: Raw -3025072.256715 + Penalty 1965.811609 = -3023106.445106 nChanged 22 SP:Iteration 36Q (902.322413 sec): 3 clusters Score: Raw -3025080.334727 + Penalty 1965.811609 = -3023114.523118 nChanged 18 SP:Iteration 37Q (902.385982 sec): 3 clusters Score: Raw -3025086.075696 + Penalty 1965.811609 = -3023120.264087 nChanged 12 SP:Iteration 38Q (902.457769 sec): 3 clusters Score: Raw -3025089.896143 + Penalty 1965.811609 = -3023124.084534 nChanged 12 SP:Iteration 39Q (902.527788 sec): 3 clusters Score: Raw -3025093.884873 + Penalty 1965.811609 = -3023128.073264 nChanged 9 SP:Iteration 40F (902.604154 sec): 3 clusters Score: Raw -3025097.917447 + Penalty 1965.811609 = -3023132.105838 nChanged 12 SP:Iteration 41Q (902.673516 sec): 3 clusters Score: Raw -3025104.095574 + Penalty 1965.811609 = -3023138.283965 nChanged 15 SP:Iteration 42Q (902.746316 sec): 3 clusters Score: Raw -3025110.781144 + Penalty 1965.811609 = -3023144.969535 nChanged 11 SP:Iteration 43Q (902.826436 sec): 3 clusters Score: Raw -3025115.862304 + Penalty 1965.811609 = -3023150.050695 nChanged 9 SP:Iteration 44Q (902.904642 sec): 3 clusters Score: Raw -3025119.955874 + Penalty 1965.811609 = -3023154.144265 nChanged 8 SP:Iteration 45Q (902.974916 sec): 3 clusters Score: Raw -3025122.463960 + Penalty 1965.811609 = -3023156.652351 nChanged 8 SP:Iteration 46Q (903.050618 sec): 3 clusters Score: Raw -3025124.884812 + Penalty 1965.811609 = -3023159.073203 nChanged 7 SP:Iteration 47Q (903.128746 sec): 3 clusters Score: Raw -3025127.645569 + Penalty 1965.811609 = -3023161.833960 nChanged 6 SP:Iteration 48Q (903.189395 sec): 3 clusters Score: Raw -3025130.944290 + Penalty 1965.811609 = -3023165.132681 nChanged 6 SP:Iteration 49Q (903.266143 sec): 3 clusters Score: Raw -3025134.384719 + Penalty 1965.811609 = -3023168.573110 nChanged 5 SP:Iteration 50Q (903.344276 sec): 3 clusters Score: Raw -3025136.713445 + Penalty 1965.811609 = -3023170.901836 nChanged 2 SP:Iteration 51Q (903.405708 sec): 3 clusters Score: Raw -3025137.158702 + Penalty 1965.811609 = -3023171.347093 nChanged 0 SP:Iteration 52F (903.483638 sec): 3 clusters Score: Raw -3025137.158702 + Penalty 1965.811609 = -3023171.347093 nChanged 0 Trying to split cluster 21 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (903.499401 sec): 2 clusters Score: Raw -12564.026770 + Penalty 484.487311 = -12079.539459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.535789 sec): 3 clusters Score: Raw -12634.068599 + Penalty 968.974621 = -11665.093977 nChanged 38 SP:Iteration 1F (903.582802 sec): 3 clusters Score: Raw -12782.234407 + Penalty 968.974621 = -11813.259786 nChanged 11 SP:Iteration 2F (903.629590 sec): 3 clusters Score: Raw -12849.163864 + Penalty 968.974621 = -11880.189243 nChanged 6 SP:Iteration 3Q (903.672612 sec): 3 clusters Score: Raw -12861.414238 + Penalty 968.974621 = -11892.439617 nChanged 3 SP:Iteration 4Q (903.710904 sec): 3 clusters Score: Raw -12868.296234 + Penalty 968.974621 = -11899.321613 nChanged 2 SP:Iteration 5Q (903.751046 sec): 3 clusters Score: Raw -12881.136613 + Penalty 968.974621 = -11912.161992 nChanged 2 SP:Iteration 6Q (903.794981 sec): 3 clusters Score: Raw -12885.854431 + Penalty 968.974621 = -11916.879809 nChanged 0 SP:Iteration 7F (903.835974 sec): 3 clusters Score: Raw -12885.854431 + Penalty 968.974621 = -11916.879809 nChanged 0 Trying to split cluster 22 (14696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (903.876077 sec): 2 clusters Score: Raw -1238931.052713 + Penalty 911.556410 = -1238019.496304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.942501 sec): 3 clusters Score: Raw -1230072.425167 + Penalty 1823.112819 = -1228249.312348 nChanged 6686 SP:Iteration 1F (904.012615 sec): 3 clusters Score: Raw -1234134.487505 + Penalty 1823.112819 = -1232311.374686 nChanged 1057 SP:Iteration 2F (904.080747 sec): 3 clusters Score: Raw -1234732.658705 + Penalty 1823.112819 = -1232909.545886 nChanged 1037 SP:Iteration 3F (904.131912 sec): 3 clusters Score: Raw -1235466.015382 + Penalty 1823.112819 = -1233642.902563 nChanged 1091 SP:Iteration 4F (904.196019 sec): 3 clusters Score: Raw -1236335.368680 + Penalty 1823.112819 = -1234512.255860 nChanged 977 SP:Iteration 5F (904.257217 sec): 3 clusters Score: Raw -1237223.054590 + Penalty 1823.112819 = -1235399.941771 nChanged 741 SP:Iteration 6F (904.323375 sec): 3 clusters Score: Raw -1237949.734375 + Penalty 1823.112819 = -1236126.621556 nChanged 512 SP:Iteration 7Q (904.386665 sec): 3 clusters Score: Raw -1238437.530642 + Penalty 1823.112819 = -1236614.417822 nChanged 308 SP:Iteration 8Q (904.429048 sec): 3 clusters Score: Raw -1238678.749709 + Penalty 1823.112819 = -1236855.636890 nChanged 206 SP:Iteration 9Q (904.486454 sec): 3 clusters Score: Raw -1238833.646201 + Penalty 1823.112819 = -1237010.533381 nChanged 137 SP:Iteration 10Q (904.547797 sec): 3 clusters Score: Raw -1238908.045675 + Penalty 1823.112819 = -1237084.932856 nChanged 105 SP:Iteration 11Q (904.608932 sec): 3 clusters Score: Raw -1238964.054139 + Penalty 1823.112819 = -1237140.941320 nChanged 81 SP:Iteration 12Q (904.652750 sec): 3 clusters Score: Raw -1239004.478154 + Penalty 1823.112819 = -1237181.365335 nChanged 69 SP:Iteration 13Q (904.714041 sec): 3 clusters Score: Raw -1239036.749664 + Penalty 1823.112819 = -1237213.636845 nChanged 57 SP:Iteration 14Q (904.767797 sec): 3 clusters Score: Raw -1239064.401484 + Penalty 1823.112819 = -1237241.288665 nChanged 37 SP:Iteration 15Q (904.815927 sec): 3 clusters Score: Raw -1239083.098895 + Penalty 1823.112819 = -1237259.986075 nChanged 38 SP:Iteration 16Q (904.875350 sec): 3 clusters Score: Raw -1239103.117572 + Penalty 1823.112819 = -1237280.004753 nChanged 27 SP:Iteration 17Q (904.935476 sec): 3 clusters Score: Raw -1239113.327676 + Penalty 1823.112819 = -1237290.214857 nChanged 26 SP:Iteration 18Q (904.997523 sec): 3 clusters Score: Raw -1239124.662304 + Penalty 1823.112819 = -1237301.549485 nChanged 23 SP:Iteration 19Q (905.048270 sec): 3 clusters Score: Raw -1239134.685855 + Penalty 1823.112819 = -1237311.573036 nChanged 14 SP:Iteration 20F (905.101014 sec): 3 clusters Score: Raw -1239139.165708 + Penalty 1823.112819 = -1237316.052889 nChanged 8 SP:Iteration 21Q (905.159490 sec): 3 clusters Score: Raw -1239141.052577 + Penalty 1823.112819 = -1237317.939758 nChanged 6 SP:Iteration 22Q (905.211682 sec): 3 clusters Score: Raw -1239142.304679 + Penalty 1823.112819 = -1237319.191860 nChanged 7 SP:Iteration 23Q (905.276204 sec): 3 clusters Score: Raw -1239143.886469 + Penalty 1823.112819 = -1237320.773650 nChanged 4 SP:Iteration 24Q (905.325342 sec): 3 clusters Score: Raw -1239144.860995 + Penalty 1823.112819 = -1237321.748176 nChanged 4 SP:Iteration 25Q (905.395823 sec): 3 clusters Score: Raw -1239145.823043 + Penalty 1823.112819 = -1237322.710224 nChanged 6 SP:Iteration 26Q (905.455108 sec): 3 clusters Score: Raw -1239148.135083 + Penalty 1823.112819 = -1237325.022264 nChanged 5 SP:Iteration 27Q (905.506842 sec): 3 clusters Score: Raw -1239149.983586 + Penalty 1823.112819 = -1237326.870767 nChanged 7 SP:Iteration 28Q (905.567360 sec): 3 clusters Score: Raw -1239153.104609 + Penalty 1823.112819 = -1237329.991790 nChanged 6 SP:Iteration 29Q (905.621556 sec): 3 clusters Score: Raw -1239156.455165 + Penalty 1823.112819 = -1237333.342346 nChanged 8 SP:Iteration 30Q (905.680656 sec): 3 clusters Score: Raw -1239158.732176 + Penalty 1823.112819 = -1237335.619357 nChanged 5 SP:Iteration 31Q (905.739203 sec): 3 clusters Score: Raw -1239161.457178 + Penalty 1823.112819 = -1237338.344359 nChanged 6 SP:Iteration 32Q (905.805238 sec): 3 clusters Score: Raw -1239164.568796 + Penalty 1823.112819 = -1237341.455976 nChanged 6 SP:Iteration 33Q (905.860409 sec): 3 clusters Score: Raw -1239167.051339 + Penalty 1823.112819 = -1237343.938520 nChanged 4 SP:Iteration 34Q (905.911782 sec): 3 clusters Score: Raw -1239167.877086 + Penalty 1823.112819 = -1237344.764267 nChanged 3 SP:Iteration 35Q (905.974818 sec): 3 clusters Score: Raw -1239169.767029 + Penalty 1823.112819 = -1237346.654210 nChanged 8 SP:Iteration 36Q (906.019421 sec): 3 clusters Score: Raw -1239173.446634 + Penalty 1823.112819 = -1237350.333815 nChanged 10 SP:Iteration 37Q (906.083011 sec): 3 clusters Score: Raw -1239178.008873 + Penalty 1823.112819 = -1237354.896054 nChanged 8 SP:Iteration 38Q (906.133145 sec): 3 clusters Score: Raw -1239185.944393 + Penalty 1823.112819 = -1237362.831574 nChanged 8 SP:Iteration 39Q (906.194504 sec): 3 clusters Score: Raw -1239188.982614 + Penalty 1823.112819 = -1237365.869795 nChanged 4 SP:Iteration 40F (906.255723 sec): 3 clusters Score: Raw -1239190.897434 + Penalty 1823.112819 = -1237367.784615 nChanged 5 SP:Iteration 41Q (906.315660 sec): 3 clusters Score: Raw -1239192.916445 + Penalty 1823.112819 = -1237369.803626 nChanged 2 SP:Iteration 42Q (906.382975 sec): 3 clusters Score: Raw -1239193.842982 + Penalty 1823.112819 = -1237370.730162 nChanged 1 SP:Iteration 43Q (906.432197 sec): 3 clusters Score: Raw -1239194.133314 + Penalty 1823.112819 = -1237371.020495 nChanged 0 SP:Iteration 44F (906.502056 sec): 3 clusters Score: Raw -1239194.133314 + Penalty 1823.112819 = -1237371.020495 nChanged 0 Trying to split cluster 23 (5583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (906.520591 sec): 2 clusters Score: Raw -555042.386670 + Penalty 819.610747 = -554222.775923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.570231 sec): 3 clusters Score: Raw -551882.525469 + Penalty 1639.221494 = -550243.303975 nChanged 2442 SP:Iteration 1F (906.611300 sec): 3 clusters Score: Raw -553300.492075 + Penalty 1639.221494 = -551661.270582 nChanged 404 SP:Iteration 2F (906.655944 sec): 3 clusters Score: Raw -553514.695510 + Penalty 1639.221494 = -551875.474016 nChanged 318 SP:Iteration 3F (906.698492 sec): 3 clusters Score: Raw -553700.638342 + Penalty 1639.221494 = -552061.416848 nChanged 291 SP:Iteration 4F (906.748474 sec): 3 clusters Score: Raw -553878.701593 + Penalty 1639.221494 = -552239.480100 nChanged 284 SP:Iteration 5F (906.800345 sec): 3 clusters Score: Raw -554056.886920 + Penalty 1639.221494 = -552417.665427 nChanged 266 SP:Iteration 6Q (906.842499 sec): 3 clusters Score: Raw -554229.323628 + Penalty 1639.221494 = -552590.102134 nChanged 237 SP:Iteration 7Q (906.891014 sec): 3 clusters Score: Raw -554409.411662 + Penalty 1639.221494 = -552770.190169 nChanged 228 SP:Iteration 8Q (906.956711 sec): 3 clusters Score: Raw -554587.223445 + Penalty 1639.221494 = -552948.001951 nChanged 179 SP:Iteration 9Q (906.990233 sec): 3 clusters Score: Raw -554723.392096 + Penalty 1639.221494 = -553084.170603 nChanged 145 SP:Iteration 10Q (907.034248 sec): 3 clusters Score: Raw -554824.281504 + Penalty 1639.221494 = -553185.060010 nChanged 110 SP:Iteration 11Q (907.085310 sec): 3 clusters Score: Raw -554896.660214 + Penalty 1639.221494 = -553257.438720 nChanged 98 SP:Iteration 12Q (907.131377 sec): 3 clusters Score: Raw -554979.708888 + Penalty 1639.221494 = -553340.487394 nChanged 84 SP:Iteration 13Q (907.184023 sec): 3 clusters Score: Raw -555041.300975 + Penalty 1639.221494 = -553402.079482 nChanged 60 SP:Iteration 14Q (907.232495 sec): 3 clusters Score: Raw -555081.131845 + Penalty 1639.221494 = -553441.910352 nChanged 42 SP:Iteration 15Q (907.277527 sec): 3 clusters Score: Raw -555105.092190 + Penalty 1639.221494 = -553465.870696 nChanged 28 SP:Iteration 16Q (907.331672 sec): 3 clusters Score: Raw -555121.958341 + Penalty 1639.221494 = -553482.736847 nChanged 24 SP:Iteration 17Q (907.384726 sec): 3 clusters Score: Raw -555134.485731 + Penalty 1639.221494 = -553495.264237 nChanged 17 SP:Iteration 18Q (907.438725 sec): 3 clusters Score: Raw -555144.795504 + Penalty 1639.221494 = -553505.574010 nChanged 25 SP:Iteration 19Q (907.491311 sec): 3 clusters Score: Raw -555158.808809 + Penalty 1639.221494 = -553519.587315 nChanged 18 SP:Iteration 20F (907.542562 sec): 3 clusters Score: Raw -555168.641889 + Penalty 1639.221494 = -553529.420396 nChanged 16 SP:Iteration 21Q (907.581785 sec): 3 clusters Score: Raw -555176.634343 + Penalty 1639.221494 = -553537.412850 nChanged 14 SP:Iteration 22Q (907.635372 sec): 3 clusters Score: Raw -555184.292837 + Penalty 1639.221494 = -553545.071343 nChanged 9 SP:Iteration 23Q (907.676509 sec): 3 clusters Score: Raw -555189.816322 + Penalty 1639.221494 = -553550.594828 nChanged 10 SP:Iteration 24Q (907.714228 sec): 3 clusters Score: Raw -555194.720645 + Penalty 1639.221494 = -553555.499151 nChanged 8 SP:Iteration 25Q (907.752923 sec): 3 clusters Score: Raw -555198.955287 + Penalty 1639.221494 = -553559.733793 nChanged 3 SP:Iteration 26Q (907.796528 sec): 3 clusters Score: Raw -555200.450771 + Penalty 1639.221494 = -553561.229277 nChanged 5 SP:Iteration 27Q (907.849661 sec): 3 clusters Score: Raw -555203.901805 + Penalty 1639.221494 = -553564.680311 nChanged 5 SP:Iteration 28Q (907.905002 sec): 3 clusters Score: Raw -555205.789298 + Penalty 1639.221494 = -553566.567804 nChanged 5 SP:Iteration 29Q (907.945627 sec): 3 clusters Score: Raw -555208.244438 + Penalty 1639.221494 = -553569.022945 nChanged 5 SP:Iteration 30Q (907.986817 sec): 3 clusters Score: Raw -555210.661570 + Penalty 1639.221494 = -553571.440077 nChanged 6 SP:Iteration 31Q (908.042017 sec): 3 clusters Score: Raw -555212.349104 + Penalty 1639.221494 = -553573.127610 nChanged 1 SP:Iteration 32Q (908.073000 sec): 3 clusters Score: Raw -555212.586574 + Penalty 1639.221494 = -553573.365080 nChanged 0 SP:Iteration 33F (908.127637 sec): 3 clusters Score: Raw -555212.586574 + Penalty 1639.221494 = -553573.365080 nChanged 0 Trying to split cluster 24 (3644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (908.166483 sec): 2 clusters Score: Raw -312635.311463 + Penalty 779.079540 = -311856.231924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (908.217375 sec): 3 clusters Score: Raw -310667.684033 + Penalty 1558.159079 = -309109.524954 nChanged 1481 SP:Iteration 1F (908.268684 sec): 3 clusters Score: Raw -311509.854863 + Penalty 1558.159079 = -309951.695783 nChanged 286 SP:Iteration 2F (908.311253 sec): 3 clusters Score: Raw -311696.281244 + Penalty 1558.159079 = -310138.122165 nChanged 242 SP:Iteration 3F (908.356309 sec): 3 clusters Score: Raw -311869.781705 + Penalty 1558.159079 = -310311.622626 nChanged 217 SP:Iteration 4F (908.397428 sec): 3 clusters Score: Raw -312011.899333 + Penalty 1558.159079 = -310453.740254 nChanged 187 SP:Iteration 5F (908.459144 sec): 3 clusters Score: Raw -312146.545258 + Penalty 1558.159079 = -310588.386179 nChanged 160 SP:Iteration 6Q (908.501480 sec): 3 clusters Score: Raw -312261.795737 + Penalty 1558.159079 = -310703.636658 nChanged 135 SP:Iteration 7Q (908.553824 sec): 3 clusters Score: Raw -312357.651859 + Penalty 1558.159079 = -310799.492780 nChanged 114 SP:Iteration 8Q (908.601651 sec): 3 clusters Score: Raw -312435.588838 + Penalty 1558.159079 = -310877.429759 nChanged 107 SP:Iteration 9Q (908.651673 sec): 3 clusters Score: Raw -312487.392971 + Penalty 1558.159079 = -310929.233892 nChanged 79 SP:Iteration 10Q (908.683709 sec): 3 clusters Score: Raw -312520.042275 + Penalty 1558.159079 = -310961.883195 nChanged 54 SP:Iteration 11Q (908.735964 sec): 3 clusters Score: Raw -312541.206056 + Penalty 1558.159079 = -310983.046977 nChanged 38 SP:Iteration 12Q (908.776248 sec): 3 clusters Score: Raw -312552.384950 + Penalty 1558.159079 = -310994.225871 nChanged 28 SP:Iteration 13Q (908.825039 sec): 3 clusters Score: Raw -312558.412454 + Penalty 1558.159079 = -311000.253375 nChanged 14 SP:Iteration 14Q (908.864931 sec): 3 clusters Score: Raw -312562.945946 + Penalty 1558.159079 = -311004.786867 nChanged 19 SP:Iteration 15Q (908.914672 sec): 3 clusters Score: Raw -312566.599948 + Penalty 1558.159079 = -311008.440869 nChanged 13 SP:Iteration 16Q (908.959658 sec): 3 clusters Score: Raw -312569.280864 + Penalty 1558.159079 = -311011.121785 nChanged 12 SP:Iteration 17Q (909.008688 sec): 3 clusters Score: Raw -312571.480403 + Penalty 1558.159079 = -311013.321324 nChanged 5 SP:Iteration 18Q (909.051928 sec): 3 clusters Score: Raw -312572.117098 + Penalty 1558.159079 = -311013.958019 nChanged 4 SP:Iteration 19Q (909.091071 sec): 3 clusters Score: Raw -312572.978282 + Penalty 1558.159079 = -311014.819203 nChanged 3 SP:Iteration 20F (909.129403 sec): 3 clusters Score: Raw -312573.684321 + Penalty 1558.159079 = -311015.525242 nChanged 2 SP:Iteration 21Q (909.179593 sec): 3 clusters Score: Raw -312574.340595 + Penalty 1558.159079 = -311016.181516 nChanged 3 SP:Iteration 22Q (909.225258 sec): 3 clusters Score: Raw -312575.045138 + Penalty 1558.159079 = -311016.886059 nChanged 5 SP:Iteration 23Q (909.276705 sec): 3 clusters Score: Raw -312576.392255 + Penalty 1558.159079 = -311018.233176 nChanged 7 SP:Iteration 24Q (909.313613 sec): 3 clusters Score: Raw -312578.035169 + Penalty 1558.159079 = -311019.876090 nChanged 6 SP:Iteration 25Q (909.325914 sec): 3 clusters Score: Raw -312578.788286 + Penalty 1558.159079 = -311020.629207 nChanged 3 SP:Iteration 26Q (909.339835 sec): 3 clusters Score: Raw -312579.133108 + Penalty 1558.159079 = -311020.974029 nChanged 1 SP:Iteration 27Q (909.385977 sec): 3 clusters Score: Raw -312579.194987 + Penalty 1558.159079 = -311021.035907 nChanged 1 SP:Iteration 28Q (909.398983 sec): 3 clusters Score: Raw -312579.318216 + Penalty 1558.159079 = -311021.159137 nChanged 0 SP:Iteration 29F (909.414311 sec): 3 clusters Score: Raw -312579.318216 + Penalty 1558.159079 = -311021.159137 nChanged 0 Trying to split cluster 25 (9972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (909.455300 sec): 2 clusters Score: Raw -977008.481693 + Penalty 874.715962 = -976133.765731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (909.509153 sec): 3 clusters Score: Raw -971051.914091 + Penalty 1749.431924 = -969302.482167 nChanged 4444 SP:Iteration 1F (909.558808 sec): 3 clusters Score: Raw -973585.581903 + Penalty 1749.431924 = -971836.149979 nChanged 594 SP:Iteration 2F (909.607823 sec): 3 clusters Score: Raw -973832.880645 + Penalty 1749.431924 = -972083.448720 nChanged 537 SP:Iteration 3F (909.657142 sec): 3 clusters Score: Raw -974096.400220 + Penalty 1749.431924 = -972346.968296 nChanged 546 SP:Iteration 4F (909.711759 sec): 3 clusters Score: Raw -974405.032651 + Penalty 1749.431924 = -972655.600726 nChanged 623 SP:Iteration 5F (909.769057 sec): 3 clusters Score: Raw -974820.195030 + Penalty 1749.431924 = -973070.763105 nChanged 651 SP:Iteration 6F (909.829414 sec): 3 clusters Score: Raw -975307.945318 + Penalty 1749.431924 = -973558.513393 nChanged 640 SP:Iteration 7F (909.889488 sec): 3 clusters Score: Raw -975807.213560 + Penalty 1749.431924 = -974057.781635 nChanged 499 SP:Iteration 8F (909.948540 sec): 3 clusters Score: Raw -976195.751762 + Penalty 1749.431924 = -974446.319838 nChanged 348 SP:Iteration 9Q (910.001294 sec): 3 clusters Score: Raw -976437.073430 + Penalty 1749.431924 = -974687.641506 nChanged 263 SP:Iteration 10Q (910.051875 sec): 3 clusters Score: Raw -976623.608116 + Penalty 1749.431924 = -974874.176191 nChanged 198 SP:Iteration 11Q (910.107464 sec): 3 clusters Score: Raw -976760.760221 + Penalty 1749.431924 = -975011.328296 nChanged 159 SP:Iteration 12Q (910.152163 sec): 3 clusters Score: Raw -976896.060663 + Penalty 1749.431924 = -975146.628739 nChanged 136 SP:Iteration 13Q (910.206548 sec): 3 clusters Score: Raw -977010.983731 + Penalty 1749.431924 = -975261.551806 nChanged 95 SP:Iteration 14Q (910.267378 sec): 3 clusters Score: Raw -977081.108467 + Penalty 1749.431924 = -975331.676543 nChanged 64 SP:Iteration 15Q (910.315033 sec): 3 clusters Score: Raw -977125.859662 + Penalty 1749.431924 = -975376.427738 nChanged 51 SP:Iteration 16Q (910.368758 sec): 3 clusters Score: Raw -977151.351992 + Penalty 1749.431924 = -975401.920068 nChanged 36 SP:Iteration 17Q (910.425397 sec): 3 clusters Score: Raw -977168.831220 + Penalty 1749.431924 = -975419.399296 nChanged 27 SP:Iteration 18Q (910.482431 sec): 3 clusters Score: Raw -977179.155621 + Penalty 1749.431924 = -975429.723697 nChanged 24 SP:Iteration 19Q (910.537802 sec): 3 clusters Score: Raw -977187.944640 + Penalty 1749.431924 = -975438.512716 nChanged 25 SP:Iteration 20F (910.596205 sec): 3 clusters Score: Raw -977196.576220 + Penalty 1749.431924 = -975447.144295 nChanged 25 SP:Iteration 21Q (910.649469 sec): 3 clusters Score: Raw -977205.013761 + Penalty 1749.431924 = -975455.581836 nChanged 14 SP:Iteration 22Q (910.700908 sec): 3 clusters Score: Raw -977209.612220 + Penalty 1749.431924 = -975460.180296 nChanged 9 SP:Iteration 23Q (910.760975 sec): 3 clusters Score: Raw -977212.008778 + Penalty 1749.431924 = -975462.576854 nChanged 9 SP:Iteration 24Q (910.807193 sec): 3 clusters Score: Raw -977218.109053 + Penalty 1749.431924 = -975468.677128 nChanged 14 SP:Iteration 25Q (910.852100 sec): 3 clusters Score: Raw -977224.023610 + Penalty 1749.431924 = -975474.591686 nChanged 11 SP:Iteration 26Q (910.916577 sec): 3 clusters Score: Raw -977229.200387 + Penalty 1749.431924 = -975479.768462 nChanged 8 SP:Iteration 27Q (910.969665 sec): 3 clusters Score: Raw -977232.883578 + Penalty 1749.431924 = -975483.451653 nChanged 9 SP:Iteration 28Q (911.015490 sec): 3 clusters Score: Raw -977236.864028 + Penalty 1749.431924 = -975487.432104 nChanged 10 SP:Iteration 29Q (911.064705 sec): 3 clusters Score: Raw -977240.751823 + Penalty 1749.431924 = -975491.319898 nChanged 8 SP:Iteration 30Q (911.119620 sec): 3 clusters Score: Raw -977243.956343 + Penalty 1749.431924 = -975494.524418 nChanged 8 SP:Iteration 31Q (911.172843 sec): 3 clusters Score: Raw -977247.158403 + Penalty 1749.431924 = -975497.726479 nChanged 13 SP:Iteration 32Q (911.225665 sec): 3 clusters Score: Raw -977252.570686 + Penalty 1749.431924 = -975503.138762 nChanged 4 SP:Iteration 33Q (911.269942 sec): 3 clusters Score: Raw -977254.426207 + Penalty 1749.431924 = -975504.994282 nChanged 7 SP:Iteration 34Q (911.325545 sec): 3 clusters Score: Raw -977257.107649 + Penalty 1749.431924 = -975507.675725 nChanged 3 SP:Iteration 35Q (911.381060 sec): 3 clusters Score: Raw -977257.731047 + Penalty 1749.431924 = -975508.299123 nChanged 2 SP:Iteration 36Q (911.438101 sec): 3 clusters Score: Raw -977257.961197 + Penalty 1749.431924 = -975508.529273 nChanged 1 SP:Iteration 37Q (911.495354 sec): 3 clusters Score: Raw -977258.225183 + Penalty 1749.431924 = -975508.793259 nChanged 3 SP:Iteration 38Q (911.540035 sec): 3 clusters Score: Raw -977259.240842 + Penalty 1749.431924 = -975509.808917 nChanged 1 SP:Iteration 39Q (911.585208 sec): 3 clusters Score: Raw -977259.959373 + Penalty 1749.431924 = -975510.527448 nChanged 1 SP:Iteration 40F (911.632484 sec): 3 clusters Score: Raw -977260.292952 + Penalty 1749.431924 = -975510.861028 nChanged 1 SP:Iteration 41Q (911.682700 sec): 3 clusters Score: Raw -977260.387993 + Penalty 1749.431924 = -975510.956069 nChanged 1 SP:Iteration 42Q (911.732154 sec): 3 clusters Score: Raw -977260.943919 + Penalty 1749.431924 = -975511.511995 nChanged 2 SP:Iteration 43Q (911.785126 sec): 3 clusters Score: Raw -977261.592963 + Penalty 1749.431924 = -975512.161038 nChanged 2 SP:Iteration 44Q (911.845022 sec): 3 clusters Score: Raw -977262.394027 + Penalty 1749.431924 = -975512.962102 nChanged 1 SP:Iteration 45Q (911.883581 sec): 3 clusters Score: Raw -977262.557038 + Penalty 1749.431924 = -975513.125114 nChanged 1 SP:Iteration 46Q (911.935276 sec): 3 clusters Score: Raw -977262.706639 + Penalty 1749.431924 = -975513.274714 nChanged 0 SP:Iteration 47F (911.979157 sec): 3 clusters Score: Raw -977262.706639 + Penalty 1749.431924 = -975513.274714 nChanged 0 Trying to split cluster 26 (9034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.013835 sec): 2 clusters Score: Raw -858751.451121 + Penalty 865.331299 = -857886.119822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.073410 sec): 3 clusters Score: Raw -853419.747283 + Penalty 1730.662598 = -851689.084685 nChanged 4073 SP:Iteration 1F (912.134113 sec): 3 clusters Score: Raw -855873.488237 + Penalty 1730.662598 = -854142.825639 nChanged 736 SP:Iteration 2F (912.186670 sec): 3 clusters Score: Raw -856460.251616 + Penalty 1730.662598 = -854729.589018 nChanged 766 SP:Iteration 3F (912.235198 sec): 3 clusters Score: Raw -857204.566229 + Penalty 1730.662598 = -855473.903631 nChanged 755 SP:Iteration 4F (912.286264 sec): 3 clusters Score: Raw -857999.758230 + Penalty 1730.662598 = -856269.095632 nChanged 628 SP:Iteration 5F (912.340361 sec): 3 clusters Score: Raw -858522.253392 + Penalty 1730.662598 = -856791.590794 nChanged 453 SP:Iteration 6F (912.396250 sec): 3 clusters Score: Raw -858887.621738 + Penalty 1730.662598 = -857156.959140 nChanged 368 SP:Iteration 7Q (912.447167 sec): 3 clusters Score: Raw -859177.070790 + Penalty 1730.662598 = -857446.408192 nChanged 271 SP:Iteration 8Q (912.499895 sec): 3 clusters Score: Raw -859324.891926 + Penalty 1730.662598 = -857594.229328 nChanged 185 SP:Iteration 9Q (912.557445 sec): 3 clusters Score: Raw -859415.939838 + Penalty 1730.662598 = -857685.277240 nChanged 129 SP:Iteration 10Q (912.605372 sec): 3 clusters Score: Raw -859463.268905 + Penalty 1730.662598 = -857732.606307 nChanged 100 SP:Iteration 11Q (912.659692 sec): 3 clusters Score: Raw -859492.574089 + Penalty 1730.662598 = -857761.911491 nChanged 81 SP:Iteration 12Q (912.716192 sec): 3 clusters Score: Raw -859510.682849 + Penalty 1730.662598 = -857780.020251 nChanged 58 SP:Iteration 13Q (912.783244 sec): 3 clusters Score: Raw -859522.919641 + Penalty 1730.662598 = -857792.257043 nChanged 45 SP:Iteration 14Q (912.816441 sec): 3 clusters Score: Raw -859531.789554 + Penalty 1730.662598 = -857801.126956 nChanged 33 SP:Iteration 15Q (912.880845 sec): 3 clusters Score: Raw -859537.823887 + Penalty 1730.662598 = -857807.161289 nChanged 23 SP:Iteration 16Q (912.931601 sec): 3 clusters Score: Raw -859540.681922 + Penalty 1730.662598 = -857810.019324 nChanged 17 SP:Iteration 17Q (912.988032 sec): 3 clusters Score: Raw -859542.259498 + Penalty 1730.662598 = -857811.596900 nChanged 14 SP:Iteration 18Q (913.031465 sec): 3 clusters Score: Raw -859543.584571 + Penalty 1730.662598 = -857812.921973 nChanged 15 SP:Iteration 19Q (913.085608 sec): 3 clusters Score: Raw -859545.157250 + Penalty 1730.662598 = -857814.494652 nChanged 11 SP:Iteration 20F (913.130574 sec): 3 clusters Score: Raw -859545.913108 + Penalty 1730.662598 = -857815.250510 nChanged 5 SP:Iteration 21Q (913.201281 sec): 3 clusters Score: Raw -859546.531474 + Penalty 1730.662598 = -857815.868876 nChanged 4 SP:Iteration 22Q (913.241813 sec): 3 clusters Score: Raw -859546.886571 + Penalty 1730.662598 = -857816.223973 nChanged 4 SP:Iteration 23Q (913.296446 sec): 3 clusters Score: Raw -859547.351388 + Penalty 1730.662598 = -857816.688790 nChanged 4 SP:Iteration 24Q (913.346404 sec): 3 clusters Score: Raw -859547.581145 + Penalty 1730.662598 = -857816.918547 nChanged 5 SP:Iteration 25Q (913.386452 sec): 3 clusters Score: Raw -859548.026050 + Penalty 1730.662598 = -857817.363452 nChanged 6 SP:Iteration 26Q (913.439487 sec): 3 clusters Score: Raw -859548.930424 + Penalty 1730.662598 = -857818.267826 nChanged 7 SP:Iteration 27Q (913.491962 sec): 3 clusters Score: Raw -859549.842156 + Penalty 1730.662598 = -857819.179558 nChanged 12 SP:Iteration 28Q (913.550676 sec): 3 clusters Score: Raw -859551.022957 + Penalty 1730.662598 = -857820.360359 nChanged 10 SP:Iteration 29Q (913.619610 sec): 3 clusters Score: Raw -859551.791031 + Penalty 1730.662598 = -857821.128433 nChanged 8 SP:Iteration 30Q (913.661855 sec): 3 clusters Score: Raw -859552.280471 + Penalty 1730.662598 = -857821.617873 nChanged 7 SP:Iteration 31Q (913.721609 sec): 3 clusters Score: Raw -859552.645272 + Penalty 1730.662598 = -857821.982674 nChanged 1 SP:Iteration 32Q (913.777893 sec): 3 clusters Score: Raw -859552.691847 + Penalty 1730.662598 = -857822.029249 nChanged 1 SP:Iteration 33Q (913.832819 sec): 3 clusters Score: Raw -859553.013364 + Penalty 1730.662598 = -857822.350766 nChanged 2 SP:Iteration 34Q (913.890227 sec): 3 clusters Score: Raw -859553.347957 + Penalty 1730.662598 = -857822.685359 nChanged 5 SP:Iteration 35Q (913.944897 sec): 3 clusters Score: Raw -859553.695210 + Penalty 1730.662598 = -857823.032612 nChanged 5 SP:Iteration 36Q (913.998709 sec): 3 clusters Score: Raw -859553.878022 + Penalty 1730.662598 = -857823.215424 nChanged 4 SP:Iteration 37Q (914.051068 sec): 3 clusters Score: Raw -859554.262386 + Penalty 1730.662598 = -857823.599788 nChanged 5 SP:Iteration 38Q (914.103072 sec): 3 clusters Score: Raw -859554.465711 + Penalty 1730.662598 = -857823.803113 nChanged 5 SP:Iteration 39Q (914.159304 sec): 3 clusters Score: Raw -859554.959617 + Penalty 1730.662598 = -857824.297019 nChanged 6 SP:Iteration 40F (914.211090 sec): 3 clusters Score: Raw -859555.458281 + Penalty 1730.662598 = -857824.795683 nChanged 3 SP:Iteration 41Q (914.260008 sec): 3 clusters Score: Raw -859555.629932 + Penalty 1730.662598 = -857824.967334 nChanged 1 SP:Iteration 42Q (914.318955 sec): 3 clusters Score: Raw -859555.705784 + Penalty 1730.662598 = -857825.043186 nChanged 1 SP:Iteration 43Q (914.353125 sec): 3 clusters Score: Raw -859555.751381 + Penalty 1730.662598 = -857825.088783 nChanged 0 SP:Iteration 44F (914.411112 sec): 3 clusters Score: Raw -859555.751381 + Penalty 1730.662598 = -857825.088783 nChanged 0 Trying to split cluster 27 (60583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.505148 sec): 2 clusters Score: Raw -5935933.123974 + Penalty 1046.118112 = -5934887.005861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.616665 sec): 3 clusters Score: Raw -5896363.799826 + Penalty 2092.236225 = -5894271.563602 nChanged 29141 SP:Iteration 1F (914.740140 sec): 3 clusters Score: Raw -5913981.189287 + Penalty 2092.236225 = -5911888.953062 nChanged 2948 SP:Iteration 2Q (914.864744 sec): 3 clusters Score: Raw -5915184.280623 + Penalty 2092.236225 = -5913092.044398 nChanged 3199 SP:Iteration 3F (914.980728 sec): 3 clusters Score: Raw -5916827.624457 + Penalty 2092.236225 = -5914735.388232 nChanged 3603 SP:Iteration 4F (915.088672 sec): 3 clusters Score: Raw -5919126.428142 + Penalty 2092.236225 = -5917034.191917 nChanged 3949 SP:Iteration 5F (915.203108 sec): 3 clusters Score: Raw -5922027.821313 + Penalty 2092.236225 = -5919935.585088 nChanged 3873 SP:Iteration 6F (915.316640 sec): 3 clusters Score: Raw -5924787.350852 + Penalty 2092.236225 = -5922695.114627 nChanged 3189 SP:Iteration 7F (915.434909 sec): 3 clusters Score: Raw -5926503.229183 + Penalty 2092.236225 = -5924410.992958 nChanged 2249 SP:Iteration 8Q (915.521645 sec): 3 clusters Score: Raw -5927265.840554 + Penalty 2092.236225 = -5925173.604329 nChanged 1300 SP:Iteration 9Q (915.611036 sec): 3 clusters Score: Raw -5927534.682083 + Penalty 2092.236225 = -5925442.445858 nChanged 805 SP:Iteration 10Q (915.731551 sec): 3 clusters Score: Raw -5927682.734817 + Penalty 2092.236225 = -5925590.498592 nChanged 628 SP:Iteration 11Q (915.839660 sec): 3 clusters Score: Raw -5927800.696174 + Penalty 2092.236225 = -5925708.459950 nChanged 539 SP:Iteration 12Q (915.951201 sec): 3 clusters Score: Raw -5927883.108691 + Penalty 2092.236225 = -5925790.872466 nChanged 457 SP:Iteration 13Q (916.066526 sec): 3 clusters Score: Raw -5927947.734278 + Penalty 2092.236225 = -5925855.498053 nChanged 438 SP:Iteration 14Q (916.187309 sec): 3 clusters Score: Raw -5928007.152793 + Penalty 2092.236225 = -5925914.916568 nChanged 414 SP:Iteration 15Q (916.292530 sec): 3 clusters Score: Raw -5928065.351755 + Penalty 2092.236225 = -5925973.115530 nChanged 412 SP:Iteration 16Q (916.411944 sec): 3 clusters Score: Raw -5928126.698198 + Penalty 2092.236225 = -5926034.461973 nChanged 409 SP:Iteration 17Q (916.534325 sec): 3 clusters Score: Raw -5928189.712850 + Penalty 2092.236225 = -5926097.476625 nChanged 410 SP:Iteration 18Q (916.646490 sec): 3 clusters Score: Raw -5928244.257972 + Penalty 2092.236225 = -5926152.021747 nChanged 383 SP:Iteration 19Q (916.752211 sec): 3 clusters Score: Raw -5928290.300541 + Penalty 2092.236225 = -5926198.064316 nChanged 362 SP:Iteration 20F (916.866739 sec): 3 clusters Score: Raw -5928333.856372 + Penalty 2092.236225 = -5926241.620147 nChanged 342 SP:Iteration 21Q (916.986318 sec): 3 clusters Score: Raw -5928376.124783 + Penalty 2092.236225 = -5926283.888558 nChanged 339 SP:Iteration 22Q (917.097296 sec): 3 clusters Score: Raw -5928414.995446 + Penalty 2092.236225 = -5926322.759221 nChanged 330 SP:Iteration 23Q (917.219491 sec): 3 clusters Score: Raw -5928450.454561 + Penalty 2092.236225 = -5926358.218336 nChanged 327 SP:Iteration 24Q (917.322292 sec): 3 clusters Score: Raw -5928489.811815 + Penalty 2092.236225 = -5926397.575590 nChanged 360 SP:Iteration 25Q (917.436958 sec): 3 clusters Score: Raw -5928529.626921 + Penalty 2092.236225 = -5926437.390697 nChanged 366 SP:Iteration 26Q (917.560635 sec): 3 clusters Score: Raw -5928573.739878 + Penalty 2092.236225 = -5926481.503653 nChanged 390 SP:Iteration 27Q (917.670240 sec): 3 clusters Score: Raw -5928619.948459 + Penalty 2092.236225 = -5926527.712234 nChanged 376 SP:Iteration 28Q (917.784911 sec): 3 clusters Score: Raw -5928663.139717 + Penalty 2092.236225 = -5926570.903492 nChanged 386 SP:Iteration 29Q (917.867850 sec): 3 clusters Score: Raw -5928704.991131 + Penalty 2092.236225 = -5926612.754906 nChanged 433 SP:Iteration 30Q (917.989695 sec): 3 clusters Score: Raw -5928758.559055 + Penalty 2092.236225 = -5926666.322830 nChanged 447 SP:Iteration 31Q (918.096033 sec): 3 clusters Score: Raw -5928816.151569 + Penalty 2092.236225 = -5926723.915344 nChanged 511 SP:Iteration 32Q (918.211240 sec): 3 clusters Score: Raw -5928892.132009 + Penalty 2092.236225 = -5926799.895784 nChanged 578 SP:Iteration 33Q (918.334517 sec): 3 clusters Score: Raw -5928989.084959 + Penalty 2092.236225 = -5926896.848734 nChanged 635 SP:Iteration 34Q (918.453509 sec): 3 clusters Score: Raw -5929105.697783 + Penalty 2092.236225 = -5927013.461558 nChanged 696 SP:Iteration 35Q (918.558956 sec): 3 clusters Score: Raw -5929248.413260 + Penalty 2092.236225 = -5927156.177035 nChanged 756 SP:Iteration 36Q (918.682175 sec): 3 clusters Score: Raw -5929411.901454 + Penalty 2092.236225 = -5927319.665229 nChanged 805 SP:Iteration 37Q (918.792617 sec): 3 clusters Score: Raw -5929599.912743 + Penalty 2092.236225 = -5927507.676518 nChanged 851 SP:Iteration 38Q (918.898430 sec): 3 clusters Score: Raw -5929809.976357 + Penalty 2092.236225 = -5927717.740132 nChanged 897 SP:Iteration 39Q (919.011176 sec): 3 clusters Score: Raw -5930050.684693 + Penalty 2092.236225 = -5927958.448468 nChanged 973 SP:Iteration 40F (919.137370 sec): 3 clusters Score: Raw -5930337.221122 + Penalty 2092.236225 = -5928244.984897 nChanged 1042 SP:Iteration 41Q (919.256148 sec): 3 clusters Score: Raw -5930679.165012 + Penalty 2092.236225 = -5928586.928788 nChanged 1116 SP:Iteration 42Q (919.370704 sec): 3 clusters Score: Raw -5931062.271652 + Penalty 2092.236225 = -5928970.035427 nChanged 1103 SP:Iteration 43Q (919.482014 sec): 3 clusters Score: Raw -5931462.664465 + Penalty 2092.236225 = -5929370.428240 nChanged 1117 SP:Iteration 44Q (919.600017 sec): 3 clusters Score: Raw -5931892.194683 + Penalty 2092.236225 = -5929799.958458 nChanged 1127 SP:Iteration 45Q (919.705625 sec): 3 clusters Score: Raw -5932350.245450 + Penalty 2092.236225 = -5930258.009225 nChanged 1092 SP:Iteration 46Q (919.811288 sec): 3 clusters Score: Raw -5932808.459848 + Penalty 2092.236225 = -5930716.223623 nChanged 1046 SP:Iteration 47Q (919.910180 sec): 3 clusters Score: Raw -5933275.495816 + Penalty 2092.236225 = -5931183.259591 nChanged 930 SP:Iteration 48Q (920.024871 sec): 3 clusters Score: Raw -5933692.712664 + Penalty 2092.236225 = -5931600.476439 nChanged 856 SP:Iteration 49Q (920.128429 sec): 3 clusters Score: Raw -5934090.542282 + Penalty 2092.236225 = -5931998.306057 nChanged 778 SP:Iteration 50Q (920.239629 sec): 3 clusters Score: Raw -5934461.103935 + Penalty 2092.236225 = -5932368.867710 nChanged 657 SP:Iteration 51Q (920.346647 sec): 3 clusters Score: Raw -5934775.738300 + Penalty 2092.236225 = -5932683.502075 nChanged 586 SP:Iteration 52Q (920.444252 sec): 3 clusters Score: Raw -5935042.019557 + Penalty 2092.236225 = -5932949.783332 nChanged 488 SP:Iteration 53Q (920.555991 sec): 3 clusters Score: Raw -5935265.056556 + Penalty 2092.236225 = -5933172.820331 nChanged 416 SP:Iteration 54Q (920.648205 sec): 3 clusters Score: Raw -5935469.513068 + Penalty 2092.236225 = -5933377.276843 nChanged 362 SP:Iteration 55Q (920.767311 sec): 3 clusters Score: Raw -5935654.737637 + Penalty 2092.236225 = -5933562.501412 nChanged 305 SP:Iteration 56Q (920.867617 sec): 3 clusters Score: Raw -5935805.207220 + Penalty 2092.236225 = -5933712.970995 nChanged 211 SP:Iteration 57Q (920.975303 sec): 3 clusters Score: Raw -5935906.641870 + Penalty 2092.236225 = -5933814.405645 nChanged 154 SP:Iteration 58Q (921.061008 sec): 3 clusters Score: Raw -5935975.820623 + Penalty 2092.236225 = -5933883.584399 nChanged 112 SP:Iteration 59Q (921.174618 sec): 3 clusters Score: Raw -5936022.446845 + Penalty 2092.236225 = -5933930.210620 nChanged 80 SP:Iteration 60F (921.278912 sec): 3 clusters Score: Raw -5936065.233071 + Penalty 2092.236225 = -5933972.996846 nChanged 69 SP:Iteration 61Q (921.384793 sec): 3 clusters Score: Raw -5936099.935047 + Penalty 2092.236225 = -5934007.698822 nChanged 60 SP:Iteration 62Q (921.484845 sec): 3 clusters Score: Raw -5936131.616425 + Penalty 2092.236225 = -5934039.380200 nChanged 52 SP:Iteration 63Q (921.581776 sec): 3 clusters Score: Raw -5936159.938865 + Penalty 2092.236225 = -5934067.702640 nChanged 41 SP:Iteration 64Q (921.690562 sec): 3 clusters Score: Raw -5936176.714784 + Penalty 2092.236225 = -5934084.478559 nChanged 35 SP:Iteration 65Q (921.796063 sec): 3 clusters Score: Raw -5936189.681705 + Penalty 2092.236225 = -5934097.445480 nChanged 25 SP:Iteration 66Q (921.896691 sec): 3 clusters Score: Raw -5936198.822587 + Penalty 2092.236225 = -5934106.586362 nChanged 17 SP:Iteration 67Q (922.004678 sec): 3 clusters Score: Raw -5936203.752614 + Penalty 2092.236225 = -5934111.516390 nChanged 18 SP:Iteration 68Q (922.109347 sec): 3 clusters Score: Raw -5936208.805710 + Penalty 2092.236225 = -5934116.569486 nChanged 16 SP:Iteration 69Q (922.210589 sec): 3 clusters Score: Raw -5936213.059420 + Penalty 2092.236225 = -5934120.823195 nChanged 15 SP:Iteration 70Q (922.309836 sec): 3 clusters Score: Raw -5936219.116300 + Penalty 2092.236225 = -5934126.880075 nChanged 17 SP:Iteration 71Q (922.400346 sec): 3 clusters Score: Raw -5936226.216868 + Penalty 2092.236225 = -5934133.980643 nChanged 16 SP:Iteration 72Q (922.507108 sec): 3 clusters Score: Raw -5936232.750313 + Penalty 2092.236225 = -5934140.514088 nChanged 18 SP:Iteration 73Q (922.602870 sec): 3 clusters Score: Raw -5936239.202546 + Penalty 2092.236225 = -5934146.966321 nChanged 9 SP:Iteration 74Q (922.711379 sec): 3 clusters Score: Raw -5936243.860448 + Penalty 2092.236225 = -5934151.624223 nChanged 13 SP:Iteration 75Q (922.800498 sec): 3 clusters Score: Raw -5936248.120447 + Penalty 2092.236225 = -5934155.884222 nChanged 14 SP:Iteration 76Q (922.921083 sec): 3 clusters Score: Raw -5936253.344748 + Penalty 2092.236225 = -5934161.108524 nChanged 12 SP:Iteration 77Q (923.005533 sec): 3 clusters Score: Raw -5936257.537486 + Penalty 2092.236225 = -5934165.301261 nChanged 10 SP:Iteration 78Q (923.125097 sec): 3 clusters Score: Raw -5936261.080510 + Penalty 2092.236225 = -5934168.844285 nChanged 12 SP:Iteration 79Q (923.217699 sec): 3 clusters Score: Raw -5936267.037035 + Penalty 2092.236225 = -5934174.800810 nChanged 8 SP:Iteration 80F (923.330236 sec): 3 clusters Score: Raw -5936269.479541 + Penalty 2092.236225 = -5934177.243316 nChanged 7 SP:Iteration 81Q (923.427684 sec): 3 clusters Score: Raw -5936271.480471 + Penalty 2092.236225 = -5934179.244246 nChanged 6 SP:Iteration 82Q (923.531914 sec): 3 clusters Score: Raw -5936273.147301 + Penalty 2092.236225 = -5934180.911076 nChanged 5 SP:Iteration 83Q (923.631306 sec): 3 clusters Score: Raw -5936274.527555 + Penalty 2092.236225 = -5934182.291330 nChanged 6 SP:Iteration 84Q (923.728334 sec): 3 clusters Score: Raw -5936276.285916 + Penalty 2092.236225 = -5934184.049691 nChanged 4 SP:Iteration 85Q (923.833244 sec): 3 clusters Score: Raw -5936277.772130 + Penalty 2092.236225 = -5934185.535905 nChanged 2 SP:Iteration 86Q (923.935381 sec): 3 clusters Score: Raw -5936278.668071 + Penalty 2092.236225 = -5934186.431846 nChanged 2 SP:Iteration 87Q (924.022105 sec): 3 clusters Score: Raw -5936279.034186 + Penalty 2092.236225 = -5934186.797961 nChanged 1 SP:Iteration 88Q (924.126895 sec): 3 clusters Score: Raw -5936279.307445 + Penalty 2092.236225 = -5934187.071220 nChanged 2 SP:Iteration 89Q (924.219175 sec): 3 clusters Score: Raw -5936280.325384 + Penalty 2092.236225 = -5934188.089159 nChanged 3 SP:Iteration 90Q (924.319342 sec): 3 clusters Score: Raw -5936281.107779 + Penalty 2092.236225 = -5934188.871554 nChanged 1 SP:Iteration 91Q (924.413336 sec): 3 clusters Score: Raw -5936281.382827 + Penalty 2092.236225 = -5934189.146602 nChanged 0 SP:Iteration 92F (924.529087 sec): 3 clusters Score: Raw -5936281.382827 + Penalty 2092.236225 = -5934189.146602 nChanged 0 Trying to split cluster 28 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (924.548482 sec): 2 clusters Score: Raw -16938.537341 + Penalty 502.863958 = -16435.673382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.601378 sec): 3 clusters Score: Raw -17034.614523 + Penalty 1005.727917 = -16028.886607 nChanged 45 SP:Iteration 1F (924.628458 sec): 3 clusters Score: Raw -17145.506477 + Penalty 1005.727917 = -16139.778561 nChanged 18 SP:Iteration 2F (924.672179 sec): 3 clusters Score: Raw -17193.071636 + Penalty 1005.727917 = -16187.343719 nChanged 6 SP:Iteration 3Q (924.717933 sec): 3 clusters Score: Raw -17206.593041 + Penalty 1005.727917 = -16200.865124 nChanged 3 SP:Iteration 4Q (924.762503 sec): 3 clusters Score: Raw -17208.421127 + Penalty 1005.727917 = -16202.693210 nChanged 1 SP:Iteration 5Q (924.810517 sec): 3 clusters Score: Raw -17208.607865 + Penalty 1005.727917 = -16202.879948 nChanged 0 SP:Iteration 6F (924.846198 sec): 3 clusters Score: Raw -17208.607865 + Penalty 1005.727917 = -16202.879948 nChanged 0 Trying to split cluster 29 (3431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (924.875770 sec): 2 clusters Score: Raw -306817.615014 + Penalty 773.357669 = -306044.257345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.923210 sec): 3 clusters Score: Raw -305013.897743 + Penalty 1546.715338 = -303467.182405 nChanged 1401 SP:Iteration 1F (924.968557 sec): 3 clusters Score: Raw -306011.183614 + Penalty 1546.715338 = -304464.468276 nChanged 334 SP:Iteration 2F (925.010514 sec): 3 clusters Score: Raw -306258.964321 + Penalty 1546.715338 = -304712.248983 nChanged 242 SP:Iteration 3F (925.060964 sec): 3 clusters Score: Raw -306443.382505 + Penalty 1546.715338 = -304896.667166 nChanged 200 SP:Iteration 4F (925.108080 sec): 3 clusters Score: Raw -306589.245184 + Penalty 1546.715338 = -305042.529846 nChanged 169 SP:Iteration 5Q (925.156245 sec): 3 clusters Score: Raw -306718.941863 + Penalty 1546.715338 = -305172.226524 nChanged 156 SP:Iteration 6Q (925.195686 sec): 3 clusters Score: Raw -306820.067315 + Penalty 1546.715338 = -305273.351977 nChanged 116 SP:Iteration 7Q (925.242207 sec): 3 clusters Score: Raw -306891.068767 + Penalty 1546.715338 = -305344.353429 nChanged 92 SP:Iteration 8Q (925.293719 sec): 3 clusters Score: Raw -306953.626839 + Penalty 1546.715338 = -305406.911501 nChanged 75 SP:Iteration 9Q (925.337192 sec): 3 clusters Score: Raw -306995.436774 + Penalty 1546.715338 = -305448.721436 nChanged 62 SP:Iteration 10Q (925.375990 sec): 3 clusters Score: Raw -307026.165955 + Penalty 1546.715338 = -305479.450617 nChanged 53 SP:Iteration 11Q (925.428103 sec): 3 clusters Score: Raw -307057.724180 + Penalty 1546.715338 = -305511.008842 nChanged 56 SP:Iteration 12Q (925.474605 sec): 3 clusters Score: Raw -307090.937694 + Penalty 1546.715338 = -305544.222355 nChanged 45 SP:Iteration 13Q (925.514185 sec): 3 clusters Score: Raw -307123.945191 + Penalty 1546.715338 = -305577.229853 nChanged 36 SP:Iteration 14Q (925.564419 sec): 3 clusters Score: Raw -307146.500550 + Penalty 1546.715338 = -305599.785212 nChanged 34 SP:Iteration 15Q (925.611714 sec): 3 clusters Score: Raw -307164.289224 + Penalty 1546.715338 = -305617.573885 nChanged 31 SP:Iteration 16Q (925.663155 sec): 3 clusters Score: Raw -307180.204848 + Penalty 1546.715338 = -305633.489510 nChanged 29 SP:Iteration 17Q (925.709090 sec): 3 clusters Score: Raw -307195.065949 + Penalty 1546.715338 = -305648.350611 nChanged 26 SP:Iteration 18Q (925.752246 sec): 3 clusters Score: Raw -307209.399732 + Penalty 1546.715338 = -305662.684394 nChanged 26 SP:Iteration 19Q (925.794124 sec): 3 clusters Score: Raw -307232.667701 + Penalty 1546.715338 = -305685.952363 nChanged 20 SP:Iteration 20F (925.842249 sec): 3 clusters Score: Raw -307253.190696 + Penalty 1546.715338 = -305706.475358 nChanged 25 SP:Iteration 21Q (925.875637 sec): 3 clusters Score: Raw -307272.781664 + Penalty 1546.715338 = -305726.066326 nChanged 26 SP:Iteration 22Q (925.930375 sec): 3 clusters Score: Raw -307287.485104 + Penalty 1546.715338 = -305740.769766 nChanged 15 SP:Iteration 23Q (925.980778 sec): 3 clusters Score: Raw -307294.076415 + Penalty 1546.715338 = -305747.361076 nChanged 6 SP:Iteration 24Q (926.032457 sec): 3 clusters Score: Raw -307296.161610 + Penalty 1546.715338 = -305749.446272 nChanged 4 SP:Iteration 25Q (926.084435 sec): 3 clusters Score: Raw -307298.200069 + Penalty 1546.715338 = -305751.484731 nChanged 8 SP:Iteration 26Q (926.120774 sec): 3 clusters Score: Raw -307300.830611 + Penalty 1546.715338 = -305754.115273 nChanged 4 SP:Iteration 27Q (926.168736 sec): 3 clusters Score: Raw -307302.351756 + Penalty 1546.715338 = -305755.636418 nChanged 2 SP:Iteration 28Q (926.212046 sec): 3 clusters Score: Raw -307302.662839 + Penalty 1546.715338 = -305755.947501 nChanged 1 SP:Iteration 29Q (926.260454 sec): 3 clusters Score: Raw -307302.876357 + Penalty 1546.715338 = -305756.161019 nChanged 1 SP:Iteration 30Q (926.310688 sec): 3 clusters Score: Raw -307303.158254 + Penalty 1546.715338 = -305756.442916 nChanged 1 SP:Iteration 31Q (926.361666 sec): 3 clusters Score: Raw -307303.468747 + Penalty 1546.715338 = -305756.753409 nChanged 0 SP:Iteration 32F (926.412699 sec): 3 clusters Score: Raw -307303.468747 + Penalty 1546.715338 = -305756.753409 nChanged 0 Trying to split cluster 30 (5141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.444392 sec): 2 clusters Score: Raw -496833.411403 + Penalty 811.775275 = -496021.636129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (926.488286 sec): 3 clusters Score: Raw -493969.511194 + Penalty 1623.550549 = -492345.960644 nChanged 2201 SP:Iteration 1F (926.535751 sec): 3 clusters Score: Raw -495409.141390 + Penalty 1623.550549 = -493785.590841 nChanged 425 SP:Iteration 2F (926.585178 sec): 3 clusters Score: Raw -495721.246290 + Penalty 1623.550549 = -494097.695740 nChanged 380 SP:Iteration 3F (926.638309 sec): 3 clusters Score: Raw -496030.426905 + Penalty 1623.550549 = -494406.876356 nChanged 320 SP:Iteration 4F (926.687874 sec): 3 clusters Score: Raw -496298.046218 + Penalty 1623.550549 = -494674.495669 nChanged 241 SP:Iteration 5Q (926.742978 sec): 3 clusters Score: Raw -496490.195805 + Penalty 1623.550549 = -494866.645256 nChanged 159 SP:Iteration 6Q (926.797146 sec): 3 clusters Score: Raw -496612.015377 + Penalty 1623.550549 = -494988.464827 nChanged 122 SP:Iteration 7Q (926.852250 sec): 3 clusters Score: Raw -496692.222686 + Penalty 1623.550549 = -495068.672136 nChanged 92 SP:Iteration 8Q (926.890374 sec): 3 clusters Score: Raw -496755.049809 + Penalty 1623.550549 = -495131.499260 nChanged 73 SP:Iteration 9Q (926.938626 sec): 3 clusters Score: Raw -496800.932117 + Penalty 1623.550549 = -495177.381568 nChanged 57 SP:Iteration 10Q (926.987220 sec): 3 clusters Score: Raw -496830.187524 + Penalty 1623.550549 = -495206.636974 nChanged 35 SP:Iteration 11Q (927.035461 sec): 3 clusters Score: Raw -496846.731915 + Penalty 1623.550549 = -495223.181365 nChanged 31 SP:Iteration 12Q (927.076641 sec): 3 clusters Score: Raw -496866.600457 + Penalty 1623.550549 = -495243.049907 nChanged 26 SP:Iteration 13Q (927.126718 sec): 3 clusters Score: Raw -496877.189129 + Penalty 1623.550549 = -495253.638579 nChanged 19 SP:Iteration 14Q (927.172006 sec): 3 clusters Score: Raw -496884.971908 + Penalty 1623.550549 = -495261.421359 nChanged 15 SP:Iteration 15Q (927.227412 sec): 3 clusters Score: Raw -496896.162639 + Penalty 1623.550549 = -495272.612090 nChanged 23 SP:Iteration 16Q (927.277472 sec): 3 clusters Score: Raw -496907.249644 + Penalty 1623.550549 = -495283.699094 nChanged 18 SP:Iteration 17Q (927.325147 sec): 3 clusters Score: Raw -496915.481191 + Penalty 1623.550549 = -495291.930642 nChanged 15 SP:Iteration 18Q (927.372794 sec): 3 clusters Score: Raw -496920.592010 + Penalty 1623.550549 = -495297.041461 nChanged 16 SP:Iteration 19Q (927.415384 sec): 3 clusters Score: Raw -496927.249075 + Penalty 1623.550549 = -495303.698525 nChanged 20 SP:Iteration 20F (927.468261 sec): 3 clusters Score: Raw -496937.416967 + Penalty 1623.550549 = -495313.866417 nChanged 16 SP:Iteration 21Q (927.530504 sec): 3 clusters Score: Raw -496947.007021 + Penalty 1623.550549 = -495323.456472 nChanged 17 SP:Iteration 22Q (927.569656 sec): 3 clusters Score: Raw -496953.487205 + Penalty 1623.550549 = -495329.936656 nChanged 8 SP:Iteration 23Q (927.617073 sec): 3 clusters Score: Raw -496956.145558 + Penalty 1623.550549 = -495332.595008 nChanged 7 SP:Iteration 24Q (927.659707 sec): 3 clusters Score: Raw -496957.997323 + Penalty 1623.550549 = -495334.446774 nChanged 2 SP:Iteration 25Q (927.704555 sec): 3 clusters Score: Raw -496958.633162 + Penalty 1623.550549 = -495335.082612 nChanged 2 SP:Iteration 26Q (927.759087 sec): 3 clusters Score: Raw -496959.449634 + Penalty 1623.550549 = -495335.899085 nChanged 2 SP:Iteration 27Q (927.793377 sec): 3 clusters Score: Raw -496961.082599 + Penalty 1623.550549 = -495337.532050 nChanged 5 SP:Iteration 28Q (927.837994 sec): 3 clusters Score: Raw -496962.790259 + Penalty 1623.550549 = -495339.239709 nChanged 5 SP:Iteration 29Q (927.885827 sec): 3 clusters Score: Raw -496964.437231 + Penalty 1623.550549 = -495340.886682 nChanged 7 SP:Iteration 30Q (927.933011 sec): 3 clusters Score: Raw -496966.661829 + Penalty 1623.550549 = -495343.111279 nChanged 5 SP:Iteration 31Q (927.964802 sec): 3 clusters Score: Raw -496968.705214 + Penalty 1623.550549 = -495345.154664 nChanged 4 SP:Iteration 32Q (928.011769 sec): 3 clusters Score: Raw -496970.721410 + Penalty 1623.550549 = -495347.170860 nChanged 6 SP:Iteration 33Q (928.062777 sec): 3 clusters Score: Raw -496973.402779 + Penalty 1623.550549 = -495349.852229 nChanged 3 SP:Iteration 34Q (928.113654 sec): 3 clusters Score: Raw -496975.140657 + Penalty 1623.550549 = -495351.590108 nChanged 4 SP:Iteration 35Q (928.163220 sec): 3 clusters Score: Raw -496976.489101 + Penalty 1623.550549 = -495352.938552 nChanged 1 SP:Iteration 36Q (928.206251 sec): 3 clusters Score: Raw -496976.899267 + Penalty 1623.550549 = -495353.348717 nChanged 1 SP:Iteration 37Q (928.251606 sec): 3 clusters Score: Raw -496977.362955 + Penalty 1623.550549 = -495353.812406 nChanged 2 SP:Iteration 38Q (928.304187 sec): 3 clusters Score: Raw -496977.917724 + Penalty 1623.550549 = -495354.367174 nChanged 3 SP:Iteration 39Q (928.352629 sec): 3 clusters Score: Raw -496978.782770 + Penalty 1623.550549 = -495355.232220 nChanged 1 SP:Iteration 40F (928.400728 sec): 3 clusters Score: Raw -496979.392305 + Penalty 1623.550549 = -495355.841756 nChanged 0 Trying to split cluster 31 (2693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (928.427599 sec): 2 clusters Score: Raw -258253.524433 + Penalty 750.349054 = -257503.175380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (928.485295 sec): 3 clusters Score: Raw -256869.984404 + Penalty 1500.698108 = -255369.286297 nChanged 1062 SP:Iteration 1F (928.531562 sec): 3 clusters Score: Raw -257496.600283 + Penalty 1500.698108 = -255995.902175 nChanged 247 SP:Iteration 2F (928.580434 sec): 3 clusters Score: Raw -257704.961872 + Penalty 1500.698108 = -256204.263764 nChanged 234 SP:Iteration 3F (928.619665 sec): 3 clusters Score: Raw -257973.468383 + Penalty 1500.698108 = -256472.770276 nChanged 225 SP:Iteration 4F (928.668681 sec): 3 clusters Score: Raw -258220.759464 + Penalty 1500.698108 = -256720.061356 nChanged 161 SP:Iteration 5F (928.717744 sec): 3 clusters Score: Raw -258373.023020 + Penalty 1500.698108 = -256872.324913 nChanged 128 SP:Iteration 6Q (928.768976 sec): 3 clusters Score: Raw -258484.181813 + Penalty 1500.698108 = -256983.483705 nChanged 82 SP:Iteration 7Q (928.819492 sec): 3 clusters Score: Raw -258538.619156 + Penalty 1500.698108 = -257037.921048 nChanged 45 SP:Iteration 8Q (928.860565 sec): 3 clusters Score: Raw -258563.715950 + Penalty 1500.698108 = -257063.017843 nChanged 27 SP:Iteration 9Q (928.898087 sec): 3 clusters Score: Raw -258573.686224 + Penalty 1500.698108 = -257072.988116 nChanged 11 SP:Iteration 10Q (928.941080 sec): 3 clusters Score: Raw -258580.315458 + Penalty 1500.698108 = -257079.617350 nChanged 16 SP:Iteration 11Q (928.992672 sec): 3 clusters Score: Raw -258585.420426 + Penalty 1500.698108 = -257084.722318 nChanged 9 SP:Iteration 12Q (929.036367 sec): 3 clusters Score: Raw -258587.783780 + Penalty 1500.698108 = -257087.085672 nChanged 6 SP:Iteration 13Q (929.085816 sec): 3 clusters Score: Raw -258590.012686 + Penalty 1500.698108 = -257089.314579 nChanged 5 SP:Iteration 14Q (929.130960 sec): 3 clusters Score: Raw -258592.835140 + Penalty 1500.698108 = -257092.137032 nChanged 4 SP:Iteration 15Q (929.189484 sec): 3 clusters Score: Raw -258595.532531 + Penalty 1500.698108 = -257094.834423 nChanged 6 SP:Iteration 16Q (929.224684 sec): 3 clusters Score: Raw -258598.286671 + Penalty 1500.698108 = -257097.588563 nChanged 5 SP:Iteration 17Q (929.267306 sec): 3 clusters Score: Raw -258599.662266 + Penalty 1500.698108 = -257098.964158 nChanged 5 SP:Iteration 18Q (929.308109 sec): 3 clusters Score: Raw -258601.100043 + Penalty 1500.698108 = -257100.401935 nChanged 3 SP:Iteration 19Q (929.350349 sec): 3 clusters Score: Raw -258602.206283 + Penalty 1500.698108 = -257101.508176 nChanged 3 SP:Iteration 20F (929.392722 sec): 3 clusters Score: Raw -258604.251184 + Penalty 1500.698108 = -257103.553076 nChanged 4 SP:Iteration 21Q (929.443220 sec): 3 clusters Score: Raw -258605.249506 + Penalty 1500.698108 = -257104.551398 nChanged 4 SP:Iteration 22Q (929.486594 sec): 3 clusters Score: Raw -258606.760569 + Penalty 1500.698108 = -257106.062461 nChanged 7 SP:Iteration 23Q (929.543649 sec): 3 clusters Score: Raw -258612.149838 + Penalty 1500.698108 = -257111.451731 nChanged 10 SP:Iteration 24Q (929.575636 sec): 3 clusters Score: Raw -258618.081703 + Penalty 1500.698108 = -257117.383595 nChanged 12 SP:Iteration 25Q (929.628417 sec): 3 clusters Score: Raw -258623.940080 + Penalty 1500.698108 = -257123.241973 nChanged 14 SP:Iteration 26Q (929.672302 sec): 3 clusters Score: Raw -258630.263128 + Penalty 1500.698108 = -257129.565020 nChanged 11 SP:Iteration 27Q (929.707785 sec): 3 clusters Score: Raw -258634.217264 + Penalty 1500.698108 = -257133.519157 nChanged 8 SP:Iteration 28Q (929.753395 sec): 3 clusters Score: Raw -258636.946255 + Penalty 1500.698108 = -257136.248147 nChanged 5 SP:Iteration 29Q (929.801978 sec): 3 clusters Score: Raw -258639.131071 + Penalty 1500.698108 = -257138.432963 nChanged 3 SP:Iteration 30Q (929.846207 sec): 3 clusters Score: Raw -258640.646597 + Penalty 1500.698108 = -257139.948490 nChanged 7 SP:Iteration 31Q (929.896385 sec): 3 clusters Score: Raw -258642.857075 + Penalty 1500.698108 = -257142.158967 nChanged 5 SP:Iteration 32Q (929.948629 sec): 3 clusters Score: Raw -258647.929893 + Penalty 1500.698108 = -257147.231785 nChanged 12 SP:Iteration 33Q (929.982489 sec): 3 clusters Score: Raw -258654.299950 + Penalty 1500.698108 = -257153.601843 nChanged 8 SP:Iteration 34Q (930.035062 sec): 3 clusters Score: Raw -258657.131826 + Penalty 1500.698108 = -257156.433719 nChanged 9 SP:Iteration 35Q (930.075659 sec): 3 clusters Score: Raw -258660.578522 + Penalty 1500.698108 = -257159.880415 nChanged 4 SP:Iteration 36Q (930.140095 sec): 3 clusters Score: Raw -258662.884173 + Penalty 1500.698108 = -257162.186065 nChanged 4 SP:Iteration 37Q (930.171611 sec): 3 clusters Score: Raw -258664.282619 + Penalty 1500.698108 = -257163.584512 nChanged 2 SP:Iteration 38Q (930.225987 sec): 3 clusters Score: Raw -258665.156789 + Penalty 1500.698108 = -257164.458682 nChanged 0 SP:Iteration 39F (930.276968 sec): 3 clusters Score: Raw -258665.156789 + Penalty 1500.698108 = -257164.458682 nChanged 0 Trying to split cluster 32 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.298649 sec): 2 clusters Score: Raw -63533.875094 + Penalty 608.966614 = -62924.908481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.337915 sec): 3 clusters Score: Raw -63324.555151 + Penalty 1217.933228 = -62106.621923 nChanged 176 SP:Iteration 1F (930.375749 sec): 3 clusters Score: Raw -63465.069011 + Penalty 1217.933228 = -62247.135784 nChanged 53 SP:Iteration 2F (930.414132 sec): 3 clusters Score: Raw -63516.464892 + Penalty 1217.933228 = -62298.531664 nChanged 36 SP:Iteration 3F (930.450669 sec): 3 clusters Score: Raw -63550.566928 + Penalty 1217.933228 = -62332.633700 nChanged 19 SP:Iteration 4Q (930.493670 sec): 3 clusters Score: Raw -63568.625363 + Penalty 1217.933228 = -62350.692135 nChanged 18 SP:Iteration 5Q (930.545527 sec): 3 clusters Score: Raw -63586.188523 + Penalty 1217.933228 = -62368.255295 nChanged 10 SP:Iteration 6Q (930.593750 sec): 3 clusters Score: Raw -63595.765755 + Penalty 1217.933228 = -62377.832527 nChanged 7 SP:Iteration 7Q (930.622829 sec): 3 clusters Score: Raw -63601.644197 + Penalty 1217.933228 = -62383.710970 nChanged 1 SP:Iteration 8Q (930.672475 sec): 3 clusters Score: Raw -63602.181882 + Penalty 1217.933228 = -62384.248655 nChanged 1 SP:Iteration 9Q (930.716713 sec): 3 clusters Score: Raw -63602.832833 + Penalty 1217.933228 = -62384.899606 nChanged 0 SP:Iteration 10F (930.761973 sec): 3 clusters Score: Raw -63602.832833 + Penalty 1217.933228 = -62384.899606 nChanged 0 Trying to split cluster 33 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.790133 sec): 2 clusters Score: Raw -10419.872580 + Penalty 496.955319 = -9922.917261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.836866 sec): 3 clusters Score: Raw -10543.706981 + Penalty 993.910637 = -9549.796344 nChanged 54 SP:Iteration 1F (930.869082 sec): 3 clusters Score: Raw -10694.155226 + Penalty 993.910637 = -9700.244589 nChanged 26 SP:Iteration 2F (930.914922 sec): 3 clusters Score: Raw -10777.126380 + Penalty 993.910637 = -9783.215743 nChanged 6 SP:Iteration 3Q (930.960467 sec): 3 clusters Score: Raw -10814.277910 + Penalty 993.910637 = -9820.367273 nChanged 2 SP:Iteration 4Q (931.003737 sec): 3 clusters Score: Raw -10820.073628 + Penalty 993.910637 = -9826.162991 nChanged 2 SP:Iteration 5Q (931.057075 sec): 3 clusters Score: Raw -10831.175714 + Penalty 993.910637 = -9837.265077 nChanged 1 SP:Iteration 6Q (931.091136 sec): 3 clusters Score: Raw -10849.976716 + Penalty 993.910637 = -9856.066079 nChanged 3 SP:Iteration 7Q (931.134076 sec): 3 clusters Score: Raw -10865.548820 + Penalty 993.910637 = -9871.638183 nChanged 0 SP:Iteration 8F (931.182449 sec): 3 clusters Score: Raw -10865.548820 + Penalty 993.910637 = -9871.638183 nChanged 0 Trying to split cluster 34 (16316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.233209 sec): 2 clusters Score: Raw -1618496.270264 + Penalty 921.490643 = -1617574.779621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.283541 sec): 3 clusters Score: Raw -1608474.596993 + Penalty 1842.981285 = -1606631.615708 nChanged 7524 SP:Iteration 1F (931.337622 sec): 3 clusters Score: Raw -1612519.175138 + Penalty 1842.981285 = -1610676.193853 nChanged 772 SP:Iteration 2Q (931.403202 sec): 3 clusters Score: Raw -1612782.690181 + Penalty 1842.981285 = -1610939.708896 nChanged 716 SP:Iteration 3Q (931.477292 sec): 3 clusters Score: Raw -1613047.404920 + Penalty 1842.981285 = -1611204.423635 nChanged 740 SP:Iteration 4Q (931.537468 sec): 3 clusters Score: Raw -1613308.301612 + Penalty 1842.981285 = -1611465.320327 nChanged 695 SP:Iteration 5Q (931.592692 sec): 3 clusters Score: Raw -1613595.336747 + Penalty 1842.981285 = -1611752.355462 nChanged 687 SP:Iteration 6Q (931.661184 sec): 3 clusters Score: Raw -1613896.681043 + Penalty 1842.981285 = -1612053.699758 nChanged 719 SP:Iteration 7Q (931.725234 sec): 3 clusters Score: Raw -1614273.352688 + Penalty 1842.981285 = -1612430.371403 nChanged 769 SP:Iteration 8Q (931.787202 sec): 3 clusters Score: Raw -1614710.685536 + Penalty 1842.981285 = -1612867.704251 nChanged 737 SP:Iteration 9Q (931.861662 sec): 3 clusters Score: Raw -1615144.067388 + Penalty 1842.981285 = -1613301.086103 nChanged 753 SP:Iteration 10Q (931.913603 sec): 3 clusters Score: Raw -1615577.043315 + Penalty 1842.981285 = -1613734.062030 nChanged 687 SP:Iteration 11Q (931.980858 sec): 3 clusters Score: Raw -1615933.354313 + Penalty 1842.981285 = -1614090.373028 nChanged 553 SP:Iteration 12Q (932.042617 sec): 3 clusters Score: Raw -1616184.202047 + Penalty 1842.981285 = -1614341.220762 nChanged 480 SP:Iteration 13Q (932.100617 sec): 3 clusters Score: Raw -1616382.819959 + Penalty 1842.981285 = -1614539.838674 nChanged 398 SP:Iteration 14Q (932.163911 sec): 3 clusters Score: Raw -1616532.592517 + Penalty 1842.981285 = -1614689.611232 nChanged 309 SP:Iteration 15Q (932.221958 sec): 3 clusters Score: Raw -1616653.034295 + Penalty 1842.981285 = -1614810.053010 nChanged 292 SP:Iteration 16Q (932.285033 sec): 3 clusters Score: Raw -1616772.023639 + Penalty 1842.981285 = -1614929.042354 nChanged 262 SP:Iteration 17Q (932.348500 sec): 3 clusters Score: Raw -1616873.808826 + Penalty 1842.981285 = -1615030.827541 nChanged 238 SP:Iteration 18Q (932.412755 sec): 3 clusters Score: Raw -1616961.232302 + Penalty 1842.981285 = -1615118.251016 nChanged 253 SP:Iteration 19Q (932.471744 sec): 3 clusters Score: Raw -1617058.466020 + Penalty 1842.981285 = -1615215.484735 nChanged 220 SP:Iteration 20F (932.547023 sec): 3 clusters Score: Raw -1617140.974966 + Penalty 1842.981285 = -1615297.993681 nChanged 225 SP:Iteration 21Q (932.593114 sec): 3 clusters Score: Raw -1617231.421720 + Penalty 1842.981285 = -1615388.440435 nChanged 213 SP:Iteration 22Q (932.658573 sec): 3 clusters Score: Raw -1617318.033402 + Penalty 1842.981285 = -1615475.052117 nChanged 222 SP:Iteration 23Q (932.711343 sec): 3 clusters Score: Raw -1617404.839414 + Penalty 1842.981285 = -1615561.858129 nChanged 238 SP:Iteration 24Q (932.777119 sec): 3 clusters Score: Raw -1617498.227838 + Penalty 1842.981285 = -1615655.246553 nChanged 226 SP:Iteration 25Q (932.832415 sec): 3 clusters Score: Raw -1617586.934216 + Penalty 1842.981285 = -1615743.952931 nChanged 214 SP:Iteration 26Q (932.899347 sec): 3 clusters Score: Raw -1617664.821101 + Penalty 1842.981285 = -1615821.839816 nChanged 174 SP:Iteration 27Q (932.960131 sec): 3 clusters Score: Raw -1617727.721828 + Penalty 1842.981285 = -1615884.740542 nChanged 178 SP:Iteration 28Q (933.026420 sec): 3 clusters Score: Raw -1617783.366238 + Penalty 1842.981285 = -1615940.384953 nChanged 154 SP:Iteration 29Q (933.091546 sec): 3 clusters Score: Raw -1617831.903046 + Penalty 1842.981285 = -1615988.921761 nChanged 152 SP:Iteration 30Q (933.157864 sec): 3 clusters Score: Raw -1617881.355839 + Penalty 1842.981285 = -1616038.374554 nChanged 152 SP:Iteration 31Q (933.231391 sec): 3 clusters Score: Raw -1617931.009561 + Penalty 1842.981285 = -1616088.028276 nChanged 152 SP:Iteration 32Q (933.300504 sec): 3 clusters Score: Raw -1617983.604881 + Penalty 1842.981285 = -1616140.623596 nChanged 148 SP:Iteration 33Q (933.363529 sec): 3 clusters Score: Raw -1618038.311218 + Penalty 1842.981285 = -1616195.329933 nChanged 142 SP:Iteration 34Q (933.420051 sec): 3 clusters Score: Raw -1618090.082513 + Penalty 1842.981285 = -1616247.101228 nChanged 117 SP:Iteration 35Q (933.483770 sec): 3 clusters Score: Raw -1618137.569625 + Penalty 1842.981285 = -1616294.588339 nChanged 106 SP:Iteration 36Q (933.542085 sec): 3 clusters Score: Raw -1618178.140420 + Penalty 1842.981285 = -1616335.159135 nChanged 108 SP:Iteration 37Q (933.606484 sec): 3 clusters Score: Raw -1618224.491608 + Penalty 1842.981285 = -1616381.510323 nChanged 101 SP:Iteration 38Q (933.641677 sec): 3 clusters Score: Raw -1618267.179828 + Penalty 1842.981285 = -1616424.198543 nChanged 101 SP:Iteration 39Q (933.710613 sec): 3 clusters Score: Raw -1618311.874862 + Penalty 1842.981285 = -1616468.893577 nChanged 104 SP:Iteration 40F (933.778617 sec): 3 clusters Score: Raw -1618355.208428 + Penalty 1842.981285 = -1616512.227143 nChanged 84 SP:Iteration 41Q (933.843271 sec): 3 clusters Score: Raw -1618389.707222 + Penalty 1842.981285 = -1616546.725937 nChanged 79 SP:Iteration 42Q (933.903570 sec): 3 clusters Score: Raw -1618427.594309 + Penalty 1842.981285 = -1616584.613024 nChanged 77 SP:Iteration 43Q (933.969877 sec): 3 clusters Score: Raw -1618468.044071 + Penalty 1842.981285 = -1616625.062786 nChanged 64 SP:Iteration 44Q (934.036473 sec): 3 clusters Score: Raw -1618503.959597 + Penalty 1842.981285 = -1616660.978312 nChanged 62 SP:Iteration 45Q (934.100845 sec): 3 clusters Score: Raw -1618542.646242 + Penalty 1842.981285 = -1616699.664957 nChanged 54 SP:Iteration 46Q (934.166047 sec): 3 clusters Score: Raw -1618572.735005 + Penalty 1842.981285 = -1616729.753720 nChanged 43 SP:Iteration 47Q (934.224239 sec): 3 clusters Score: Raw -1618595.054271 + Penalty 1842.981285 = -1616752.072986 nChanged 34 SP:Iteration 48Q (934.295157 sec): 3 clusters Score: Raw -1618608.301267 + Penalty 1842.981285 = -1616765.319982 nChanged 26 SP:Iteration 49Q (934.350944 sec): 3 clusters Score: Raw -1618618.390830 + Penalty 1842.981285 = -1616775.409545 nChanged 24 SP:Iteration 50Q (934.426772 sec): 3 clusters Score: Raw -1618628.952069 + Penalty 1842.981285 = -1616785.970784 nChanged 28 SP:Iteration 51Q (934.479033 sec): 3 clusters Score: Raw -1618643.183634 + Penalty 1842.981285 = -1616800.202349 nChanged 24 SP:Iteration 52Q (934.535278 sec): 3 clusters Score: Raw -1618655.170324 + Penalty 1842.981285 = -1616812.189039 nChanged 22 SP:Iteration 53Q (934.610182 sec): 3 clusters Score: Raw -1618664.657532 + Penalty 1842.981285 = -1616821.676246 nChanged 18 SP:Iteration 54Q (934.658052 sec): 3 clusters Score: Raw -1618670.538493 + Penalty 1842.981285 = -1616827.557208 nChanged 17 SP:Iteration 55Q (934.728078 sec): 3 clusters Score: Raw -1618675.996655 + Penalty 1842.981285 = -1616833.015370 nChanged 11 SP:Iteration 56Q (934.784150 sec): 3 clusters Score: Raw -1618680.422978 + Penalty 1842.981285 = -1616837.441693 nChanged 9 SP:Iteration 57Q (934.855804 sec): 3 clusters Score: Raw -1618683.372765 + Penalty 1842.981285 = -1616840.391480 nChanged 3 SP:Iteration 58Q (934.920763 sec): 3 clusters Score: Raw -1618684.176415 + Penalty 1842.981285 = -1616841.195130 nChanged 5 SP:Iteration 59Q (934.985501 sec): 3 clusters Score: Raw -1618686.148357 + Penalty 1842.981285 = -1616843.167072 nChanged 10 SP:Iteration 60F (935.043989 sec): 3 clusters Score: Raw -1618689.456057 + Penalty 1842.981285 = -1616846.474772 nChanged 8 SP:Iteration 61Q (935.114344 sec): 3 clusters Score: Raw -1618694.028104 + Penalty 1842.981285 = -1616851.046819 nChanged 12 SP:Iteration 62Q (935.181646 sec): 3 clusters Score: Raw -1618698.702043 + Penalty 1842.981285 = -1616855.720758 nChanged 8 SP:Iteration 63Q (935.237569 sec): 3 clusters Score: Raw -1618701.470599 + Penalty 1842.981285 = -1616858.489314 nChanged 4 SP:Iteration 64Q (935.298654 sec): 3 clusters Score: Raw -1618703.617554 + Penalty 1842.981285 = -1616860.636269 nChanged 4 SP:Iteration 65Q (935.361211 sec): 3 clusters Score: Raw -1618704.621923 + Penalty 1842.981285 = -1616861.640638 nChanged 2 SP:Iteration 66Q (935.437505 sec): 3 clusters Score: Raw -1618705.534098 + Penalty 1842.981285 = -1616862.552813 nChanged 5 SP:Iteration 67Q (935.501018 sec): 3 clusters Score: Raw -1618707.789344 + Penalty 1842.981285 = -1616864.808059 nChanged 4 SP:Iteration 68Q (935.566350 sec): 3 clusters Score: Raw -1618709.441281 + Penalty 1842.981285 = -1616866.459995 nChanged 7 SP:Iteration 69Q (935.621018 sec): 3 clusters Score: Raw -1618712.366853 + Penalty 1842.981285 = -1616869.385568 nChanged 3 SP:Iteration 70Q (935.686005 sec): 3 clusters Score: Raw -1618713.761213 + Penalty 1842.981285 = -1616870.779928 nChanged 3 SP:Iteration 71Q (935.748660 sec): 3 clusters Score: Raw -1618714.968847 + Penalty 1842.981285 = -1616871.987562 nChanged 4 SP:Iteration 72Q (935.812156 sec): 3 clusters Score: Raw -1618717.023876 + Penalty 1842.981285 = -1616874.042591 nChanged 5 SP:Iteration 73Q (935.871393 sec): 3 clusters Score: Raw -1618718.800359 + Penalty 1842.981285 = -1616875.819074 nChanged 6 SP:Iteration 74Q (935.935963 sec): 3 clusters Score: Raw -1618720.671127 + Penalty 1842.981285 = -1616877.689841 nChanged 2 SP:Iteration 75Q (936.000712 sec): 3 clusters Score: Raw -1618721.626090 + Penalty 1842.981285 = -1616878.644805 nChanged 4 SP:Iteration 76Q (936.065671 sec): 3 clusters Score: Raw -1618724.342153 + Penalty 1842.981285 = -1616881.360868 nChanged 7 SP:Iteration 77Q (936.130781 sec): 3 clusters Score: Raw -1618727.661842 + Penalty 1842.981285 = -1616884.680557 nChanged 3 SP:Iteration 78Q (936.190867 sec): 3 clusters Score: Raw -1618728.752506 + Penalty 1842.981285 = -1616885.771221 nChanged 1 SP:Iteration 79Q (936.255965 sec): 3 clusters Score: Raw -1618729.148099 + Penalty 1842.981285 = -1616886.166814 nChanged 2 SP:Iteration 80F (936.324723 sec): 3 clusters Score: Raw -1618729.608728 + Penalty 1842.981285 = -1616886.627442 nChanged 0 Trying to split cluster 35 (10415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (936.356621 sec): 2 clusters Score: Raw -1045668.075648 + Penalty 878.845224 = -1044789.230425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (936.402602 sec): 3 clusters Score: Raw -1039472.296052 + Penalty 1757.690447 = -1037714.605605 nChanged 4646 SP:Iteration 1F (936.456479 sec): 3 clusters Score: Raw -1042044.268697 + Penalty 1757.690447 = -1040286.578249 nChanged 681 SP:Iteration 2F (936.482234 sec): 3 clusters Score: Raw -1042382.718824 + Penalty 1757.690447 = -1040625.028377 nChanged 661 SP:Iteration 3F (936.533520 sec): 3 clusters Score: Raw -1042781.125310 + Penalty 1757.690447 = -1041023.434862 nChanged 734 SP:Iteration 4F (936.590446 sec): 3 clusters Score: Raw -1043335.569432 + Penalty 1757.690447 = -1041577.878984 nChanged 824 SP:Iteration 5F (936.641003 sec): 3 clusters Score: Raw -1044064.093859 + Penalty 1757.690447 = -1042306.403411 nChanged 797 SP:Iteration 6F (936.685499 sec): 3 clusters Score: Raw -1044747.338381 + Penalty 1757.690447 = -1042989.647933 nChanged 589 SP:Iteration 7F (936.730491 sec): 3 clusters Score: Raw -1045220.604764 + Penalty 1757.690447 = -1043462.914316 nChanged 410 SP:Iteration 8Q (936.792421 sec): 3 clusters Score: Raw -1045499.597383 + Penalty 1757.690447 = -1043741.906936 nChanged 261 SP:Iteration 9Q (936.842907 sec): 3 clusters Score: Raw -1045639.022798 + Penalty 1757.690447 = -1043881.332351 nChanged 161 SP:Iteration 10Q (936.896482 sec): 3 clusters Score: Raw -1045716.519153 + Penalty 1757.690447 = -1043958.828705 nChanged 129 SP:Iteration 11Q (936.946806 sec): 3 clusters Score: Raw -1045772.771167 + Penalty 1757.690447 = -1044015.080720 nChanged 115 SP:Iteration 12Q (936.997661 sec): 3 clusters Score: Raw -1045815.689610 + Penalty 1757.690447 = -1044057.999163 nChanged 95 SP:Iteration 13Q (937.042744 sec): 3 clusters Score: Raw -1045847.185558 + Penalty 1757.690447 = -1044089.495110 nChanged 74 SP:Iteration 14Q (937.092371 sec): 3 clusters Score: Raw -1045873.132027 + Penalty 1757.690447 = -1044115.441580 nChanged 77 SP:Iteration 15Q (937.142845 sec): 3 clusters Score: Raw -1045898.894364 + Penalty 1757.690447 = -1044141.203917 nChanged 74 SP:Iteration 16Q (937.191302 sec): 3 clusters Score: Raw -1045921.978475 + Penalty 1757.690447 = -1044164.288028 nChanged 56 SP:Iteration 17Q (937.237649 sec): 3 clusters Score: Raw -1045939.055959 + Penalty 1757.690447 = -1044181.365512 nChanged 43 SP:Iteration 18Q (937.296025 sec): 3 clusters Score: Raw -1045951.757218 + Penalty 1757.690447 = -1044194.066771 nChanged 46 SP:Iteration 19Q (937.356394 sec): 3 clusters Score: Raw -1045965.442689 + Penalty 1757.690447 = -1044207.752242 nChanged 42 SP:Iteration 20F (937.400319 sec): 3 clusters Score: Raw -1045975.921646 + Penalty 1757.690447 = -1044218.231198 nChanged 33 SP:Iteration 21Q (937.456819 sec): 3 clusters Score: Raw -1045984.830727 + Penalty 1757.690447 = -1044227.140279 nChanged 23 SP:Iteration 22Q (937.502303 sec): 3 clusters Score: Raw -1045992.577952 + Penalty 1757.690447 = -1044234.887504 nChanged 30 SP:Iteration 23Q (937.525169 sec): 3 clusters Score: Raw -1045999.988980 + Penalty 1757.690447 = -1044242.298532 nChanged 23 SP:Iteration 24Q (937.573186 sec): 3 clusters Score: Raw -1046005.249749 + Penalty 1757.690447 = -1044247.559302 nChanged 24 SP:Iteration 25Q (937.620081 sec): 3 clusters Score: Raw -1046010.960752 + Penalty 1757.690447 = -1044253.270305 nChanged 25 SP:Iteration 26Q (937.683179 sec): 3 clusters Score: Raw -1046018.221092 + Penalty 1757.690447 = -1044260.530645 nChanged 29 SP:Iteration 27Q (937.719708 sec): 3 clusters Score: Raw -1046026.443776 + Penalty 1757.690447 = -1044268.753329 nChanged 21 SP:Iteration 28Q (937.751535 sec): 3 clusters Score: Raw -1046032.471550 + Penalty 1757.690447 = -1044274.781103 nChanged 21 SP:Iteration 29Q (937.774933 sec): 3 clusters Score: Raw -1046037.962367 + Penalty 1757.690447 = -1044280.271920 nChanged 18 SP:Iteration 30Q (937.797938 sec): 3 clusters Score: Raw -1046043.215768 + Penalty 1757.690447 = -1044285.525321 nChanged 15 SP:Iteration 31Q (937.820723 sec): 3 clusters Score: Raw -1046046.383130 + Penalty 1757.690447 = -1044288.692682 nChanged 13 SP:Iteration 32Q (937.847489 sec): 3 clusters Score: Raw -1046048.784505 + Penalty 1757.690447 = -1044291.094058 nChanged 15 SP:Iteration 33Q (937.900046 sec): 3 clusters Score: Raw -1046050.834800 + Penalty 1757.690447 = -1044293.144352 nChanged 9 SP:Iteration 34Q (937.952600 sec): 3 clusters Score: Raw -1046052.378610 + Penalty 1757.690447 = -1044294.688163 nChanged 6 SP:Iteration 35Q (937.974258 sec): 3 clusters Score: Raw -1046053.245337 + Penalty 1757.690447 = -1044295.554890 nChanged 4 SP:Iteration 36Q (937.996992 sec): 3 clusters Score: Raw -1046053.677417 + Penalty 1757.690447 = -1044295.986970 nChanged 4 SP:Iteration 37Q (938.030508 sec): 3 clusters Score: Raw -1046054.576522 + Penalty 1757.690447 = -1044296.886075 nChanged 2 SP:Iteration 38Q (938.061976 sec): 3 clusters Score: Raw -1046054.946553 + Penalty 1757.690447 = -1044297.256106 nChanged 3 SP:Iteration 39Q (938.125998 sec): 3 clusters Score: Raw -1046055.326369 + Penalty 1757.690447 = -1044297.635922 nChanged 4 SP:Iteration 40F (938.167168 sec): 3 clusters Score: Raw -1046055.829963 + Penalty 1757.690447 = -1044298.139516 nChanged 3 SP:Iteration 41Q (938.220998 sec): 3 clusters Score: Raw -1046056.622763 + Penalty 1757.690447 = -1044298.932316 nChanged 4 SP:Iteration 42Q (938.263872 sec): 3 clusters Score: Raw -1046057.221011 + Penalty 1757.690447 = -1044299.530564 nChanged 6 SP:Iteration 43Q (938.327406 sec): 3 clusters Score: Raw -1046058.193131 + Penalty 1757.690447 = -1044300.502683 nChanged 3 SP:Iteration 44Q (938.366569 sec): 3 clusters Score: Raw -1046058.669536 + Penalty 1757.690447 = -1044300.979089 nChanged 4 SP:Iteration 45Q (938.416615 sec): 3 clusters Score: Raw -1046059.334824 + Penalty 1757.690447 = -1044301.644377 nChanged 2 SP:Iteration 46Q (938.470237 sec): 3 clusters Score: Raw -1046059.455749 + Penalty 1757.690447 = -1044301.765301 nChanged 2 SP:Iteration 47Q (938.531669 sec): 3 clusters Score: Raw -1046060.122134 + Penalty 1757.690447 = -1044302.431687 nChanged 4 SP:Iteration 48Q (938.590742 sec): 3 clusters Score: Raw -1046061.025971 + Penalty 1757.690447 = -1044303.335524 nChanged 4 SP:Iteration 49Q (938.648673 sec): 3 clusters Score: Raw -1046062.209631 + Penalty 1757.690447 = -1044304.519184 nChanged 5 SP:Iteration 50Q (938.708174 sec): 3 clusters Score: Raw -1046063.262406 + Penalty 1757.690447 = -1044305.571959 nChanged 3 SP:Iteration 51Q (938.765232 sec): 3 clusters Score: Raw -1046063.892957 + Penalty 1757.690447 = -1044306.202510 nChanged 2 SP:Iteration 52Q (938.821194 sec): 3 clusters Score: Raw -1046064.438545 + Penalty 1757.690447 = -1044306.748098 nChanged 3 SP:Iteration 53Q (938.880707 sec): 3 clusters Score: Raw -1046064.926685 + Penalty 1757.690447 = -1044307.236237 nChanged 6 SP:Iteration 54Q (938.939372 sec): 3 clusters Score: Raw -1046066.015220 + Penalty 1757.690447 = -1044308.324773 nChanged 4 SP:Iteration 55Q (938.995937 sec): 3 clusters Score: Raw -1046066.899135 + Penalty 1757.690447 = -1044309.208688 nChanged 3 SP:Iteration 56Q (939.054795 sec): 3 clusters Score: Raw -1046067.129941 + Penalty 1757.690447 = -1044309.439493 nChanged 0 SP:Iteration 57F (939.116618 sec): 3 clusters Score: Raw -1046067.129941 + Penalty 1757.690447 = -1044309.439493 nChanged 0 Trying to split cluster 36 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (939.139567 sec): 2 clusters Score: Raw -14310.905248 + Penalty 500.934958 = -13809.970290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.188577 sec): 3 clusters Score: Raw -14413.822280 + Penalty 1001.869916 = -13411.952364 nChanged 52 SP:Iteration 1F (939.235288 sec): 3 clusters Score: Raw -14545.652309 + Penalty 1001.869916 = -13543.782393 nChanged 15 SP:Iteration 2F (939.277945 sec): 3 clusters Score: Raw -14592.624848 + Penalty 1001.869916 = -13590.754932 nChanged 7 SP:Iteration 3Q (939.336300 sec): 3 clusters Score: Raw -14609.832005 + Penalty 1001.869916 = -13607.962089 nChanged 4 SP:Iteration 4Q (939.366917 sec): 3 clusters Score: Raw -14616.363438 + Penalty 1001.869916 = -13614.493522 nChanged 0 SP:Iteration 5F (939.416967 sec): 3 clusters Score: Raw -14616.363438 + Penalty 1001.869916 = -13614.493522 nChanged 0 Iteration 99Q (944.577078 sec): 37 clusters Score: Raw -58494044.020008 + Penalty 45628.634913 = -58448415.385095 nChanged 402 Iteration 100F (955.039482 sec): 37 clusters Score: Raw -58494136.065421 + Penalty 45628.634913 = -58448507.430509 nChanged 445 Iteration 101Q (959.957389 sec): 37 clusters Score: Raw -58494260.433114 + Penalty 45628.634913 = -58448631.798202 nChanged 457 Iteration 102Q (965.005145 sec): 37 clusters Score: Raw -58494338.938652 + Penalty 45628.634913 = -58448710.303740 nChanged 465 Iteration 103Q (970.088940 sec): 37 clusters Score: Raw -58494366.303429 + Penalty 45628.634913 = -58448737.668517 nChanged 470 Iteration 104Q (975.213101 sec): 37 clusters Score: Raw -58494386.427412 + Penalty 45628.634913 = -58448757.792499 nChanged 442 Iteration 105Q (980.327361 sec): 37 clusters Score: Raw -58494405.397264 + Penalty 45628.634913 = -58448776.762351 nChanged 429 Iteration 106Q (985.435283 sec): 37 clusters Score: Raw -58494424.352292 + Penalty 45628.634913 = -58448795.717379 nChanged 389 Iteration 107Q (990.540093 sec): 37 clusters Score: Raw -58494441.259532 + Penalty 45628.634913 = -58448812.624619 nChanged 342 Iteration 108Q (995.627339 sec): 37 clusters Score: Raw -58494456.424930 + Penalty 45628.634913 = -58448827.790018 nChanged 323 Iteration 109Q (1000.701827 sec): 37 clusters Score: Raw -58494470.186396 + Penalty 45628.634913 = -58448841.551484 nChanged 314 Iteration 110Q (1005.853284 sec): 37 clusters Score: Raw -58494483.385638 + Penalty 45628.634913 = -58448854.750726 nChanged 313 Iteration 111Q (1010.938509 sec): 37 clusters Score: Raw -58494496.470040 + Penalty 45628.634913 = -58448867.835127 nChanged 322 Iteration 112Q (1016.023043 sec): 37 clusters Score: Raw -58494509.999572 + Penalty 45628.634913 = -58448881.364659 nChanged 317 Iteration 113Q (1021.126210 sec): 37 clusters Score: Raw -58494521.766073 + Penalty 45628.634913 = -58448893.131161 nChanged 274 Iteration 114Q (1026.211735 sec): 37 clusters Score: Raw -58494532.485404 + Penalty 45628.634913 = -58448903.850491 nChanged 276 Iteration 115Q (1031.299210 sec): 37 clusters Score: Raw -58494541.542585 + Penalty 45628.634913 = -58448912.907672 nChanged 281 Iteration 116Q (1036.400966 sec): 37 clusters Score: Raw -58494551.054616 + Penalty 45628.634913 = -58448922.419703 nChanged 250 Iteration 117Q (1041.499589 sec): 37 clusters Score: Raw -58494559.745582 + Penalty 45628.634913 = -58448931.110670 nChanged 216 Iteration 118Q (1046.608052 sec): 37 clusters Score: Raw -58494567.389056 + Penalty 45628.634913 = -58448938.754143 nChanged 223 Iteration 119Q (1051.701881 sec): 37 clusters Score: Raw -58494574.526901 + Penalty 45628.634913 = -58448945.891989 nChanged 192 Iteration 120F (1061.719090 sec): 37 clusters Score: Raw -58494588.868863 + Penalty 45628.634913 = -58448960.233950 nChanged 210 Iteration 121Q (1066.852418 sec): 37 clusters Score: Raw -58494609.058297 + Penalty 45628.634913 = -58448980.423385 nChanged 186 Iteration 122Q (1071.950042 sec): 37 clusters Score: Raw -58494619.248230 + Penalty 45628.634913 = -58448990.613318 nChanged 213 Iteration 123Q (1077.033209 sec): 37 clusters Score: Raw -58494626.455334 + Penalty 45628.634913 = -58448997.820422 nChanged 210 Iteration 124Q (1082.167788 sec): 37 clusters Score: Raw -58494632.877982 + Penalty 45628.634913 = -58449004.243069 nChanged 191 Iteration 125Q (1087.260810 sec): 37 clusters Score: Raw -58494638.671459 + Penalty 45628.634913 = -58449010.036547 nChanged 211 Iteration 126Q (1092.362228 sec): 37 clusters Score: Raw -58494644.443925 + Penalty 45628.634913 = -58449015.809013 nChanged 193 Iteration 127Q (1097.463783 sec): 37 clusters Score: Raw -58494649.923530 + Penalty 45628.634913 = -58449021.288617 nChanged 203 Iteration 128Q (1102.546954 sec): 37 clusters Score: Raw -58494655.879282 + Penalty 45628.634913 = -58449027.244369 nChanged 188 Iteration 129Q (1107.678008 sec): 37 clusters Score: Raw -58494661.007335 + Penalty 45628.634913 = -58449032.372422 nChanged 168 Iteration 130Q (1112.836734 sec): 37 clusters Score: Raw -58494666.223968 + Penalty 45628.634913 = -58449037.589056 nChanged 186 Iteration 131Q (1117.940185 sec): 37 clusters Score: Raw -58494672.208237 + Penalty 45628.634913 = -58449043.573325 nChanged 177 Iteration 132Q (1123.036110 sec): 37 clusters Score: Raw -58494678.006236 + Penalty 45628.634913 = -58449049.371323 nChanged 197 Iteration 133Q (1128.112339 sec): 37 clusters Score: Raw -58494684.757389 + Penalty 45628.634913 = -58449056.122477 nChanged 213 Iteration 134Q (1133.226445 sec): 37 clusters Score: Raw -58494692.196835 + Penalty 45628.634913 = -58449063.561923 nChanged 234 Iteration 135Q (1138.336001 sec): 37 clusters Score: Raw -58494700.418821 + Penalty 45628.634913 = -58449071.783909 nChanged 254 Iteration 136Q (1143.164301 sec): 37 clusters Score: Raw -58494709.273146 + Penalty 45628.634913 = -58449080.638233 nChanged 250 Iteration 137Q (1148.032060 sec): 37 clusters Score: Raw -58494718.485588 + Penalty 45628.634913 = -58449089.850675 nChanged 236 Iteration 138Q (1153.000851 sec): 37 clusters Score: Raw -58494727.635250 + Penalty 45628.634913 = -58449099.000337 nChanged 224 Writing temp clu file Because OldScore, -58449089.850675, is greater than current (better) Score,-58449099.000337 Compute initial score before splitting: Score: Raw -58494727.635250 + Penalty 45628.634913 = -58449099.000337 Trying to split cluster 1 (17960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1153.226054 sec): 2 clusters Score: Raw -1762548.776983 + Penalty 930.610722 = -1761618.166260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1153.296950 sec): 3 clusters Score: Raw -1751458.251617 + Penalty 1861.221445 = -1749597.030172 nChanged 8302 SP:Iteration 1F (1153.366544 sec): 3 clusters Score: Raw -1755961.153385 + Penalty 1861.221445 = -1754099.931940 nChanged 873 SP:Iteration 2Q (1153.439277 sec): 3 clusters Score: Raw -1756299.689501 + Penalty 1861.221445 = -1754438.468056 nChanged 893 SP:Iteration 3Q (1153.496214 sec): 3 clusters Score: Raw -1756715.887053 + Penalty 1861.221445 = -1754854.665608 nChanged 965 SP:Iteration 4F (1153.572871 sec): 3 clusters Score: Raw -1757252.659178 + Penalty 1861.221445 = -1755391.437733 nChanged 1065 SP:Iteration 5F (1153.646198 sec): 3 clusters Score: Raw -1757990.112059 + Penalty 1861.221445 = -1756128.890614 nChanged 1191 SP:Iteration 6F (1153.717150 sec): 3 clusters Score: Raw -1758976.474685 + Penalty 1861.221445 = -1757115.253240 nChanged 1160 SP:Iteration 7F (1153.787850 sec): 3 clusters Score: Raw -1760019.620484 + Penalty 1861.221445 = -1758158.399039 nChanged 1036 SP:Iteration 8F (1153.847357 sec): 3 clusters Score: Raw -1760812.174312 + Penalty 1861.221445 = -1758950.952867 nChanged 759 SP:Iteration 9Q (1153.917522 sec): 3 clusters Score: Raw -1761348.709063 + Penalty 1861.221445 = -1759487.487618 nChanged 580 SP:Iteration 10Q (1153.986820 sec): 3 clusters Score: Raw -1761767.991316 + Penalty 1861.221445 = -1759906.769871 nChanged 458 SP:Iteration 11Q (1154.063535 sec): 3 clusters Score: Raw -1762105.789782 + Penalty 1861.221445 = -1760244.568338 nChanged 374 SP:Iteration 12Q (1154.134929 sec): 3 clusters Score: Raw -1762364.684432 + Penalty 1861.221445 = -1760503.462987 nChanged 323 SP:Iteration 13Q (1154.206331 sec): 3 clusters Score: Raw -1762549.269196 + Penalty 1861.221445 = -1760688.047751 nChanged 244 SP:Iteration 14Q (1154.268698 sec): 3 clusters Score: Raw -1762675.229602 + Penalty 1861.221445 = -1760814.008157 nChanged 207 SP:Iteration 15Q (1154.329642 sec): 3 clusters Score: Raw -1762757.354797 + Penalty 1861.221445 = -1760896.133352 nChanged 161 SP:Iteration 16Q (1154.402823 sec): 3 clusters Score: Raw -1762804.503921 + Penalty 1861.221445 = -1760943.282476 nChanged 117 SP:Iteration 17Q (1154.471491 sec): 3 clusters Score: Raw -1762837.151584 + Penalty 1861.221445 = -1760975.930139 nChanged 98 SP:Iteration 18Q (1154.541052 sec): 3 clusters Score: Raw -1762857.333792 + Penalty 1861.221445 = -1760996.112347 nChanged 71 SP:Iteration 19Q (1154.612736 sec): 3 clusters Score: Raw -1762871.048274 + Penalty 1861.221445 = -1761009.826829 nChanged 63 SP:Iteration 20F (1154.681962 sec): 3 clusters Score: Raw -1762882.786239 + Penalty 1861.221445 = -1761021.564794 nChanged 57 SP:Iteration 21Q (1154.740778 sec): 3 clusters Score: Raw -1762892.573436 + Penalty 1861.221445 = -1761031.351992 nChanged 58 SP:Iteration 22Q (1154.810211 sec): 3 clusters Score: Raw -1762902.895623 + Penalty 1861.221445 = -1761041.674178 nChanged 52 SP:Iteration 23Q (1154.886017 sec): 3 clusters Score: Raw -1762912.060030 + Penalty 1861.221445 = -1761050.838585 nChanged 58 SP:Iteration 24Q (1154.958029 sec): 3 clusters Score: Raw -1762921.692024 + Penalty 1861.221445 = -1761060.470579 nChanged 50 SP:Iteration 25Q (1155.027087 sec): 3 clusters Score: Raw -1762928.952482 + Penalty 1861.221445 = -1761067.731037 nChanged 43 SP:Iteration 26Q (1155.096445 sec): 3 clusters Score: Raw -1762934.701247 + Penalty 1861.221445 = -1761073.479802 nChanged 35 SP:Iteration 27Q (1155.164787 sec): 3 clusters Score: Raw -1762938.789849 + Penalty 1861.221445 = -1761077.568404 nChanged 27 SP:Iteration 28Q (1155.229037 sec): 3 clusters Score: Raw -1762943.246904 + Penalty 1861.221445 = -1761082.025459 nChanged 38 SP:Iteration 29Q (1155.299149 sec): 3 clusters Score: Raw -1762948.103447 + Penalty 1861.221445 = -1761086.882002 nChanged 24 SP:Iteration 30Q (1155.369817 sec): 3 clusters Score: Raw -1762950.194832 + Penalty 1861.221445 = -1761088.973387 nChanged 15 SP:Iteration 31Q (1155.435097 sec): 3 clusters Score: Raw -1762951.431041 + Penalty 1861.221445 = -1761090.209596 nChanged 17 SP:Iteration 32Q (1155.494377 sec): 3 clusters Score: Raw -1762953.208487 + Penalty 1861.221445 = -1761091.987042 nChanged 17 SP:Iteration 33Q (1155.564502 sec): 3 clusters Score: Raw -1762955.204920 + Penalty 1861.221445 = -1761093.983475 nChanged 29 SP:Iteration 34Q (1155.644194 sec): 3 clusters Score: Raw -1762958.077910 + Penalty 1861.221445 = -1761096.856465 nChanged 20 SP:Iteration 35Q (1155.703905 sec): 3 clusters Score: Raw -1762960.316476 + Penalty 1861.221445 = -1761099.095031 nChanged 34 SP:Iteration 36Q (1155.767341 sec): 3 clusters Score: Raw -1762964.835846 + Penalty 1861.221445 = -1761103.614401 nChanged 30 SP:Iteration 37Q (1155.836207 sec): 3 clusters Score: Raw -1762968.425360 + Penalty 1861.221445 = -1761107.203915 nChanged 24 SP:Iteration 38Q (1155.906840 sec): 3 clusters Score: Raw -1762971.242404 + Penalty 1861.221445 = -1761110.020959 nChanged 26 SP:Iteration 39Q (1155.975788 sec): 3 clusters Score: Raw -1762973.502581 + Penalty 1861.221445 = -1761112.281136 nChanged 19 SP:Iteration 40F (1156.046555 sec): 3 clusters Score: Raw -1762975.533498 + Penalty 1861.221445 = -1761114.312054 nChanged 18 SP:Iteration 41Q (1156.112573 sec): 3 clusters Score: Raw -1762976.989571 + Penalty 1861.221445 = -1761115.768126 nChanged 15 SP:Iteration 42Q (1156.174635 sec): 3 clusters Score: Raw -1762978.320528 + Penalty 1861.221445 = -1761117.099083 nChanged 13 SP:Iteration 43Q (1156.247959 sec): 3 clusters Score: Raw -1762979.682828 + Penalty 1861.221445 = -1761118.461383 nChanged 17 SP:Iteration 44Q (1156.299402 sec): 3 clusters Score: Raw -1762981.351458 + Penalty 1861.221445 = -1761120.130013 nChanged 16 SP:Iteration 45Q (1156.369616 sec): 3 clusters Score: Raw -1762982.970967 + Penalty 1861.221445 = -1761121.749522 nChanged 12 SP:Iteration 46Q (1156.433890 sec): 3 clusters Score: Raw -1762984.240756 + Penalty 1861.221445 = -1761123.019311 nChanged 11 SP:Iteration 47Q (1156.512104 sec): 3 clusters Score: Raw -1762985.329551 + Penalty 1861.221445 = -1761124.108106 nChanged 12 SP:Iteration 48Q (1156.569436 sec): 3 clusters Score: Raw -1762986.462116 + Penalty 1861.221445 = -1761125.240671 nChanged 8 SP:Iteration 49Q (1156.640483 sec): 3 clusters Score: Raw -1762987.094969 + Penalty 1861.221445 = -1761125.873524 nChanged 11 SP:Iteration 50Q (1156.708792 sec): 3 clusters Score: Raw -1762987.916219 + Penalty 1861.221445 = -1761126.694774 nChanged 14 SP:Iteration 51Q (1156.772640 sec): 3 clusters Score: Raw -1762989.039763 + Penalty 1861.221445 = -1761127.818318 nChanged 8 SP:Iteration 52Q (1156.844503 sec): 3 clusters Score: Raw -1762989.900568 + Penalty 1861.221445 = -1761128.679123 nChanged 7 SP:Iteration 53Q (1156.909215 sec): 3 clusters Score: Raw -1762990.683679 + Penalty 1861.221445 = -1761129.462234 nChanged 7 SP:Iteration 54Q (1156.971809 sec): 3 clusters Score: Raw -1762991.089652 + Penalty 1861.221445 = -1761129.868208 nChanged 9 SP:Iteration 55Q (1157.028756 sec): 3 clusters Score: Raw -1762991.971760 + Penalty 1861.221445 = -1761130.750315 nChanged 7 SP:Iteration 56Q (1157.093517 sec): 3 clusters Score: Raw -1762992.885896 + Penalty 1861.221445 = -1761131.664451 nChanged 4 SP:Iteration 57Q (1157.153850 sec): 3 clusters Score: Raw -1762993.551028 + Penalty 1861.221445 = -1761132.329583 nChanged 6 SP:Iteration 58Q (1157.219435 sec): 3 clusters Score: Raw -1762994.220802 + Penalty 1861.221445 = -1761132.999357 nChanged 8 SP:Iteration 59Q (1157.283970 sec): 3 clusters Score: Raw -1762995.214659 + Penalty 1861.221445 = -1761133.993214 nChanged 12 SP:Iteration 60F (1157.361290 sec): 3 clusters Score: Raw -1762996.297245 + Penalty 1861.221445 = -1761135.075800 nChanged 9 SP:Iteration 61Q (1157.427609 sec): 3 clusters Score: Raw -1762997.528716 + Penalty 1861.221445 = -1761136.307271 nChanged 11 SP:Iteration 62Q (1157.495080 sec): 3 clusters Score: Raw -1762999.186779 + Penalty 1861.221445 = -1761137.965334 nChanged 15 SP:Iteration 63Q (1157.559188 sec): 3 clusters Score: Raw -1763000.657532 + Penalty 1861.221445 = -1761139.436087 nChanged 17 SP:Iteration 64Q (1157.630938 sec): 3 clusters Score: Raw -1763002.373230 + Penalty 1861.221445 = -1761141.151785 nChanged 14 SP:Iteration 65Q (1157.694063 sec): 3 clusters Score: Raw -1763003.702608 + Penalty 1861.221445 = -1761142.481163 nChanged 15 SP:Iteration 66Q (1157.763520 sec): 3 clusters Score: Raw -1763005.172922 + Penalty 1861.221445 = -1761143.951477 nChanged 12 SP:Iteration 67Q (1157.829795 sec): 3 clusters Score: Raw -1763006.208729 + Penalty 1861.221445 = -1761144.987284 nChanged 6 SP:Iteration 68Q (1157.897852 sec): 3 clusters Score: Raw -1763006.518156 + Penalty 1861.221445 = -1761145.296711 nChanged 6 SP:Iteration 69Q (1157.964118 sec): 3 clusters Score: Raw -1763006.979747 + Penalty 1861.221445 = -1761145.758302 nChanged 4 SP:Iteration 70Q (1158.016579 sec): 3 clusters Score: Raw -1763007.362514 + Penalty 1861.221445 = -1761146.141069 nChanged 6 SP:Iteration 71Q (1158.091057 sec): 3 clusters Score: Raw -1763008.168205 + Penalty 1861.221445 = -1761146.946760 nChanged 9 SP:Iteration 72Q (1158.153897 sec): 3 clusters Score: Raw -1763009.430415 + Penalty 1861.221445 = -1761148.208970 nChanged 14 SP:Iteration 73Q (1158.221473 sec): 3 clusters Score: Raw -1763011.260803 + Penalty 1861.221445 = -1761150.039358 nChanged 14 SP:Iteration 74Q (1158.290795 sec): 3 clusters Score: Raw -1763013.041322 + Penalty 1861.221445 = -1761151.819877 nChanged 15 SP:Iteration 75Q (1158.342829 sec): 3 clusters Score: Raw -1763013.992393 + Penalty 1861.221445 = -1761152.770948 nChanged 8 SP:Iteration 76Q (1158.413386 sec): 3 clusters Score: Raw -1763014.955419 + Penalty 1861.221445 = -1761153.733974 nChanged 13 SP:Iteration 77Q (1158.482459 sec): 3 clusters Score: Raw -1763016.821795 + Penalty 1861.221445 = -1761155.600350 nChanged 10 SP:Iteration 78Q (1158.551874 sec): 3 clusters Score: Raw -1763017.847593 + Penalty 1861.221445 = -1761156.626148 nChanged 12 SP:Iteration 79Q (1158.605831 sec): 3 clusters Score: Raw -1763019.152866 + Penalty 1861.221445 = -1761157.931421 nChanged 10 SP:Iteration 80F (1158.676635 sec): 3 clusters Score: Raw -1763020.080919 + Penalty 1861.221445 = -1761158.859474 nChanged 7 SP:Iteration 81Q (1158.727082 sec): 3 clusters Score: Raw -1763020.499196 + Penalty 1861.221445 = -1761159.277751 nChanged 10 SP:Iteration 82Q (1158.792433 sec): 3 clusters Score: Raw -1763021.256751 + Penalty 1861.221445 = -1761160.035306 nChanged 8 SP:Iteration 83Q (1158.859728 sec): 3 clusters Score: Raw -1763021.768599 + Penalty 1861.221445 = -1761160.547154 nChanged 9 SP:Iteration 84Q (1158.921319 sec): 3 clusters Score: Raw -1763022.414972 + Penalty 1861.221445 = -1761161.193527 nChanged 9 SP:Iteration 85Q (1158.976180 sec): 3 clusters Score: Raw -1763023.161532 + Penalty 1861.221445 = -1761161.940087 nChanged 6 SP:Iteration 86Q (1159.035928 sec): 3 clusters Score: Raw -1763023.624191 + Penalty 1861.221445 = -1761162.402746 nChanged 5 SP:Iteration 87Q (1159.093139 sec): 3 clusters Score: Raw -1763024.029205 + Penalty 1861.221445 = -1761162.807760 nChanged 4 SP:Iteration 88Q (1159.157826 sec): 3 clusters Score: Raw -1763024.573967 + Penalty 1861.221445 = -1761163.352522 nChanged 5 SP:Iteration 89Q (1159.212085 sec): 3 clusters Score: Raw -1763025.038098 + Penalty 1861.221445 = -1761163.816653 nChanged 7 SP:Iteration 90Q (1159.277879 sec): 3 clusters Score: Raw -1763025.801267 + Penalty 1861.221445 = -1761164.579822 nChanged 8 SP:Iteration 91Q (1159.340860 sec): 3 clusters Score: Raw -1763026.477233 + Penalty 1861.221445 = -1761165.255788 nChanged 10 SP:Iteration 92Q (1159.409349 sec): 3 clusters Score: Raw -1763027.479922 + Penalty 1861.221445 = -1761166.258477 nChanged 5 SP:Iteration 93Q (1159.466446 sec): 3 clusters Score: Raw -1763028.192681 + Penalty 1861.221445 = -1761166.971236 nChanged 5 SP:Iteration 94Q (1159.530076 sec): 3 clusters Score: Raw -1763028.513022 + Penalty 1861.221445 = -1761167.291577 nChanged 4 SP:Iteration 95Q (1159.603089 sec): 3 clusters Score: Raw -1763028.736257 + Penalty 1861.221445 = -1761167.514812 nChanged 4 SP:Iteration 96Q (1159.655630 sec): 3 clusters Score: Raw -1763029.010267 + Penalty 1861.221445 = -1761167.788822 nChanged 1 SP:Iteration 97Q (1159.726780 sec): 3 clusters Score: Raw -1763029.078950 + Penalty 1861.221445 = -1761167.857505 nChanged 1 SP:Iteration 98Q (1159.781315 sec): 3 clusters Score: Raw -1763029.097150 + Penalty 1861.221445 = -1761167.875705 nChanged 1 SP:Iteration 99Q (1159.844709 sec): 3 clusters Score: Raw -1763029.118173 + Penalty 1861.221445 = -1761167.896728 nChanged 1 SP:Iteration 100F (1159.912847 sec): 3 clusters Score: Raw -1763029.247906 + Penalty 1861.221445 = -1761168.026461 nChanged 1 SP:Iteration 101Q (1159.989058 sec): 3 clusters Score: Raw -1763029.260070 + Penalty 1861.221445 = -1761168.038625 nChanged 0 SP:Iteration 102F (1160.054981 sec): 3 clusters Score: Raw -1763029.260070 + Penalty 1861.221445 = -1761168.038625 nChanged 0 Trying to split cluster 2 (10818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1160.094888 sec): 2 clusters Score: Raw -980115.324504 + Penalty 882.451836 = -979232.872668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1160.147593 sec): 3 clusters Score: Raw -973600.455818 + Penalty 1764.903672 = -971835.552147 nChanged 4948 SP:Iteration 1F (1160.195008 sec): 3 clusters Score: Raw -976391.129579 + Penalty 1764.903672 = -974626.225908 nChanged 688 SP:Iteration 2F (1160.252392 sec): 3 clusters Score: Raw -976807.044731 + Penalty 1764.903672 = -975042.141060 nChanged 718 SP:Iteration 3F (1160.312371 sec): 3 clusters Score: Raw -977346.003547 + Penalty 1764.903672 = -975581.099876 nChanged 721 SP:Iteration 4F (1160.376111 sec): 3 clusters Score: Raw -977982.175958 + Penalty 1764.903672 = -976217.272287 nChanged 713 SP:Iteration 5F (1160.421618 sec): 3 clusters Score: Raw -978685.117655 + Penalty 1764.903672 = -976920.213984 nChanged 561 SP:Iteration 6F (1160.476693 sec): 3 clusters Score: Raw -979210.502219 + Penalty 1764.903672 = -977445.598547 nChanged 371 SP:Iteration 7Q (1160.535859 sec): 3 clusters Score: Raw -979512.525885 + Penalty 1764.903672 = -977747.622213 nChanged 258 SP:Iteration 8Q (1160.586779 sec): 3 clusters Score: Raw -979713.852830 + Penalty 1764.903672 = -977948.949158 nChanged 217 SP:Iteration 9Q (1160.642502 sec): 3 clusters Score: Raw -979868.137933 + Penalty 1764.903672 = -978103.234261 nChanged 164 SP:Iteration 10Q (1160.698725 sec): 3 clusters Score: Raw -979985.099938 + Penalty 1764.903672 = -978220.196266 nChanged 119 SP:Iteration 11Q (1160.756670 sec): 3 clusters Score: Raw -980063.296787 + Penalty 1764.903672 = -978298.393115 nChanged 81 SP:Iteration 12Q (1160.815089 sec): 3 clusters Score: Raw -980109.009440 + Penalty 1764.903672 = -978344.105768 nChanged 48 SP:Iteration 13Q (1160.880091 sec): 3 clusters Score: Raw -980139.358423 + Penalty 1764.903672 = -978374.454751 nChanged 32 SP:Iteration 14Q (1160.929366 sec): 3 clusters Score: Raw -980156.964139 + Penalty 1764.903672 = -978392.060467 nChanged 28 SP:Iteration 15Q (1160.983641 sec): 3 clusters Score: Raw -980172.256757 + Penalty 1764.903672 = -978407.353085 nChanged 26 SP:Iteration 16Q (1161.026706 sec): 3 clusters Score: Raw -980186.755781 + Penalty 1764.903672 = -978421.852110 nChanged 20 SP:Iteration 17Q (1161.080116 sec): 3 clusters Score: Raw -980202.031556 + Penalty 1764.903672 = -978437.127885 nChanged 23 SP:Iteration 18Q (1161.137051 sec): 3 clusters Score: Raw -980215.835389 + Penalty 1764.903672 = -978450.931717 nChanged 17 SP:Iteration 19Q (1161.199031 sec): 3 clusters Score: Raw -980228.824149 + Penalty 1764.903672 = -978463.920477 nChanged 15 SP:Iteration 20F (1161.246070 sec): 3 clusters Score: Raw -980238.890909 + Penalty 1764.903672 = -978473.987237 nChanged 14 SP:Iteration 21Q (1161.309441 sec): 3 clusters Score: Raw -980250.883118 + Penalty 1764.903672 = -978485.979447 nChanged 13 SP:Iteration 22Q (1161.366398 sec): 3 clusters Score: Raw -980261.030024 + Penalty 1764.903672 = -978496.126352 nChanged 10 SP:Iteration 23Q (1161.414396 sec): 3 clusters Score: Raw -980267.246277 + Penalty 1764.903672 = -978502.342605 nChanged 8 SP:Iteration 24Q (1161.468687 sec): 3 clusters Score: Raw -980275.321648 + Penalty 1764.903672 = -978510.417976 nChanged 6 SP:Iteration 25Q (1161.523417 sec): 3 clusters Score: Raw -980279.318012 + Penalty 1764.903672 = -978514.414340 nChanged 6 SP:Iteration 26Q (1161.578474 sec): 3 clusters Score: Raw -980281.280472 + Penalty 1764.903672 = -978516.376801 nChanged 2 SP:Iteration 27Q (1161.640650 sec): 3 clusters Score: Raw -980283.386031 + Penalty 1764.903672 = -978518.482359 nChanged 4 SP:Iteration 28Q (1161.686831 sec): 3 clusters Score: Raw -980286.362394 + Penalty 1764.903672 = -978521.458723 nChanged 2 SP:Iteration 29Q (1161.744236 sec): 3 clusters Score: Raw -980287.670892 + Penalty 1764.903672 = -978522.767220 nChanged 3 SP:Iteration 30Q (1161.801632 sec): 3 clusters Score: Raw -980289.647502 + Penalty 1764.903672 = -978524.743830 nChanged 4 SP:Iteration 31Q (1161.844634 sec): 3 clusters Score: Raw -980291.735031 + Penalty 1764.903672 = -978526.831360 nChanged 1 SP:Iteration 32Q (1161.900042 sec): 3 clusters Score: Raw -980292.106993 + Penalty 1764.903672 = -978527.203322 nChanged 1 SP:Iteration 33Q (1161.949953 sec): 3 clusters Score: Raw -980293.817986 + Penalty 1764.903672 = -978528.914315 nChanged 5 SP:Iteration 34Q (1162.001664 sec): 3 clusters Score: Raw -980297.922141 + Penalty 1764.903672 = -978533.018469 nChanged 3 SP:Iteration 35Q (1162.052279 sec): 3 clusters Score: Raw -980299.547476 + Penalty 1764.903672 = -978534.643805 nChanged 3 SP:Iteration 36Q (1162.102479 sec): 3 clusters Score: Raw -980301.307744 + Penalty 1764.903672 = -978536.404072 nChanged 2 SP:Iteration 37Q (1162.156444 sec): 3 clusters Score: Raw -980302.047048 + Penalty 1764.903672 = -978537.143376 nChanged 3 SP:Iteration 38Q (1162.212819 sec): 3 clusters Score: Raw -980304.643645 + Penalty 1764.903672 = -978539.739973 nChanged 3 SP:Iteration 39Q (1162.258930 sec): 3 clusters Score: Raw -980305.951263 + Penalty 1764.903672 = -978541.047591 nChanged 4 SP:Iteration 40F (1162.314939 sec): 3 clusters Score: Raw -980307.615301 + Penalty 1764.903672 = -978542.711630 nChanged 4 SP:Iteration 41Q (1162.374739 sec): 3 clusters Score: Raw -980310.096533 + Penalty 1764.903672 = -978545.192861 nChanged 2 SP:Iteration 42Q (1162.430870 sec): 3 clusters Score: Raw -980311.137166 + Penalty 1764.903672 = -978546.233495 nChanged 1 SP:Iteration 43Q (1162.488747 sec): 3 clusters Score: Raw -980311.415715 + Penalty 1764.903672 = -978546.512044 nChanged 1 SP:Iteration 44Q (1162.546033 sec): 3 clusters Score: Raw -980311.662184 + Penalty 1764.903672 = -978546.758512 nChanged 0 SP:Iteration 45F (1162.603789 sec): 3 clusters Score: Raw -980311.662184 + Penalty 1764.903672 = -978546.758512 nChanged 0 Trying to split cluster 3 (128110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1162.757380 sec): 2 clusters Score: Raw -12740901.790787 + Penalty 1117.261232 = -12739784.529555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1162.960359 sec): 3 clusters Score: Raw -12655770.101267 + Penalty 2234.522464 = -12653535.578803 nChanged 62420 SP:Iteration 1F (1163.152845 sec): 3 clusters Score: Raw -12693503.441572 + Penalty 2234.522464 = -12691268.919108 nChanged 5073 SP:Iteration 2Q (1163.369640 sec): 3 clusters Score: Raw -12695274.419812 + Penalty 2234.522464 = -12693039.897348 nChanged 5835 SP:Iteration 3Q (1163.570759 sec): 3 clusters Score: Raw -12697854.391771 + Penalty 2234.522464 = -12695619.869307 nChanged 6776 SP:Iteration 4F (1163.781111 sec): 3 clusters Score: Raw -12701602.266860 + Penalty 2234.522464 = -12699367.744396 nChanged 7670 SP:Iteration 5F (1163.978371 sec): 3 clusters Score: Raw -12706699.686642 + Penalty 2234.522464 = -12704465.164178 nChanged 8198 SP:Iteration 6F (1164.181173 sec): 3 clusters Score: Raw -12712937.274159 + Penalty 2234.522464 = -12710702.751694 nChanged 7666 SP:Iteration 7F (1164.375378 sec): 3 clusters Score: Raw -12718869.571747 + Penalty 2234.522464 = -12716635.049283 nChanged 6392 SP:Iteration 8Q (1164.590309 sec): 3 clusters Score: Raw -12723140.135289 + Penalty 2234.522464 = -12720905.612825 nChanged 4709 SP:Iteration 9Q (1164.798694 sec): 3 clusters Score: Raw -12725794.636562 + Penalty 2234.522464 = -12723560.114097 nChanged 3761 SP:Iteration 10Q (1164.992777 sec): 3 clusters Score: Raw -12727747.644149 + Penalty 2234.522464 = -12725513.121685 nChanged 3312 SP:Iteration 11Q (1165.201943 sec): 3 clusters Score: Raw -12729495.305959 + Penalty 2234.522464 = -12727260.783494 nChanged 3155 SP:Iteration 12Q (1165.402215 sec): 3 clusters Score: Raw -12731231.613027 + Penalty 2234.522464 = -12728997.090563 nChanged 3018 SP:Iteration 13Q (1165.581908 sec): 3 clusters Score: Raw -12732967.567920 + Penalty 2234.522464 = -12730733.045456 nChanged 2748 SP:Iteration 14Q (1165.768577 sec): 3 clusters Score: Raw -12734658.096277 + Penalty 2234.522464 = -12732423.573812 nChanged 2468 SP:Iteration 15Q (1165.947898 sec): 3 clusters Score: Raw -12736243.997608 + Penalty 2234.522464 = -12734009.475144 nChanged 2044 SP:Iteration 16Q (1166.133454 sec): 3 clusters Score: Raw -12737579.512844 + Penalty 2234.522464 = -12735344.990380 nChanged 1671 SP:Iteration 17Q (1166.318269 sec): 3 clusters Score: Raw -12738680.985383 + Penalty 2234.522464 = -12736446.462919 nChanged 1269 SP:Iteration 18Q (1166.493227 sec): 3 clusters Score: Raw -12739520.722429 + Penalty 2234.522464 = -12737286.199965 nChanged 923 SP:Iteration 19Q (1166.656849 sec): 3 clusters Score: Raw -12740103.894407 + Penalty 2234.522464 = -12737869.371943 nChanged 637 SP:Iteration 20F (1166.854152 sec): 3 clusters Score: Raw -12740486.334702 + Penalty 2234.522464 = -12738251.812238 nChanged 435 SP:Iteration 21Q (1167.025675 sec): 3 clusters Score: Raw -12740754.769795 + Penalty 2234.522464 = -12738520.247331 nChanged 286 SP:Iteration 22Q (1167.198390 sec): 3 clusters Score: Raw -12740936.947444 + Penalty 2234.522464 = -12738702.424980 nChanged 193 SP:Iteration 23Q (1167.373236 sec): 3 clusters Score: Raw -12741073.126811 + Penalty 2234.522464 = -12738838.604346 nChanged 144 SP:Iteration 24Q (1167.537087 sec): 3 clusters Score: Raw -12741156.367729 + Penalty 2234.522464 = -12738921.845265 nChanged 71 SP:Iteration 25Q (1167.701596 sec): 3 clusters Score: Raw -12741193.248987 + Penalty 2234.522464 = -12738958.726523 nChanged 61 SP:Iteration 26Q (1167.861073 sec): 3 clusters Score: Raw -12741221.145405 + Penalty 2234.522464 = -12738986.622941 nChanged 35 SP:Iteration 27Q (1168.038815 sec): 3 clusters Score: Raw -12741236.122407 + Penalty 2234.522464 = -12739001.599943 nChanged 32 SP:Iteration 28Q (1168.205720 sec): 3 clusters Score: Raw -12741248.950862 + Penalty 2234.522464 = -12739014.428398 nChanged 24 SP:Iteration 29Q (1168.367716 sec): 3 clusters Score: Raw -12741258.254020 + Penalty 2234.522464 = -12739023.731556 nChanged 27 SP:Iteration 30Q (1168.534991 sec): 3 clusters Score: Raw -12741271.584791 + Penalty 2234.522464 = -12739037.062327 nChanged 20 SP:Iteration 31Q (1168.705740 sec): 3 clusters Score: Raw -12741278.728110 + Penalty 2234.522464 = -12739044.205646 nChanged 23 SP:Iteration 32Q (1168.884465 sec): 3 clusters Score: Raw -12741285.182928 + Penalty 2234.522464 = -12739050.660464 nChanged 14 SP:Iteration 33Q (1169.051610 sec): 3 clusters Score: Raw -12741288.897848 + Penalty 2234.522464 = -12739054.375384 nChanged 11 SP:Iteration 34Q (1169.216551 sec): 3 clusters Score: Raw -12741290.792045 + Penalty 2234.522464 = -12739056.269580 nChanged 9 SP:Iteration 35Q (1169.385589 sec): 3 clusters Score: Raw -12741292.499711 + Penalty 2234.522464 = -12739057.977246 nChanged 6 SP:Iteration 36Q (1169.545820 sec): 3 clusters Score: Raw -12741293.885449 + Penalty 2234.522464 = -12739059.362985 nChanged 7 SP:Iteration 37Q (1169.721843 sec): 3 clusters Score: Raw -12741296.169383 + Penalty 2234.522464 = -12739061.646919 nChanged 5 SP:Iteration 38Q (1169.895078 sec): 3 clusters Score: Raw -12741296.851752 + Penalty 2234.522464 = -12739062.329288 nChanged 2 SP:Iteration 39Q (1170.067438 sec): 3 clusters Score: Raw -12741297.358889 + Penalty 2234.522464 = -12739062.836425 nChanged 2 SP:Iteration 40F (1170.266630 sec): 3 clusters Score: Raw -12741297.725874 + Penalty 2234.522464 = -12739063.203410 nChanged 1 SP:Iteration 41Q (1170.424905 sec): 3 clusters Score: Raw -12741298.060848 + Penalty 2234.522464 = -12739063.538384 nChanged 1 SP:Iteration 42Q (1170.595846 sec): 3 clusters Score: Raw -12741298.160998 + Penalty 2234.522464 = -12739063.638534 nChanged 0 SP:Iteration 43F (1170.791713 sec): 3 clusters Score: Raw -12741298.160998 + Penalty 2234.522464 = -12739063.638534 nChanged 0 Trying to split cluster 4 (141492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1170.960496 sec): 2 clusters Score: Raw -13775061.887922 + Penalty 1126.699853 = -13773935.188069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1171.195498 sec): 3 clusters Score: Raw -13680931.830774 + Penalty 2253.399707 = -13678678.431067 nChanged 68642 SP:Iteration 1F (1171.420419 sec): 3 clusters Score: Raw -13722864.285590 + Penalty 2253.399707 = -13720610.885883 nChanged 6402 SP:Iteration 2Q (1171.654293 sec): 3 clusters Score: Raw -13725369.467585 + Penalty 2253.399707 = -13723116.067878 nChanged 7587 SP:Iteration 3F (1171.868994 sec): 3 clusters Score: Raw -13729100.059269 + Penalty 2253.399707 = -13726846.659563 nChanged 8782 SP:Iteration 4F (1172.092827 sec): 3 clusters Score: Raw -13734292.303518 + Penalty 2253.399707 = -13732038.903811 nChanged 9570 SP:Iteration 5F (1172.313776 sec): 3 clusters Score: Raw -13740807.247674 + Penalty 2253.399707 = -13738553.847967 nChanged 9437 SP:Iteration 6F (1172.532699 sec): 3 clusters Score: Raw -13747919.103917 + Penalty 2253.399707 = -13745665.704211 nChanged 8657 SP:Iteration 7F (1172.754682 sec): 3 clusters Score: Raw -13753880.878487 + Penalty 2253.399707 = -13751627.478781 nChanged 6564 SP:Iteration 8Q (1172.979400 sec): 3 clusters Score: Raw -13757292.230972 + Penalty 2253.399707 = -13755038.831265 nChanged 4419 SP:Iteration 9Q (1173.216695 sec): 3 clusters Score: Raw -13758835.544725 + Penalty 2253.399707 = -13756582.145018 nChanged 2732 SP:Iteration 10Q (1173.456755 sec): 3 clusters Score: Raw -13759536.543086 + Penalty 2253.399707 = -13757283.143379 nChanged 1919 SP:Iteration 11Q (1173.685981 sec): 3 clusters Score: Raw -13759980.978604 + Penalty 2253.399707 = -13757727.578897 nChanged 1690 SP:Iteration 12Q (1173.896421 sec): 3 clusters Score: Raw -13760359.263157 + Penalty 2253.399707 = -13758105.863450 nChanged 1632 SP:Iteration 13Q (1174.121446 sec): 3 clusters Score: Raw -13760731.304102 + Penalty 2253.399707 = -13758477.904395 nChanged 1681 SP:Iteration 14Q (1174.346806 sec): 3 clusters Score: Raw -13761108.862753 + Penalty 2253.399707 = -13758855.463046 nChanged 1640 SP:Iteration 15Q (1174.570203 sec): 3 clusters Score: Raw -13761485.383278 + Penalty 2253.399707 = -13759231.983571 nChanged 1646 SP:Iteration 16Q (1174.788588 sec): 3 clusters Score: Raw -13761859.968286 + Penalty 2253.399707 = -13759606.568579 nChanged 1687 SP:Iteration 17Q (1175.014185 sec): 3 clusters Score: Raw -13762253.540334 + Penalty 2253.399707 = -13760000.140627 nChanged 1758 SP:Iteration 18Q (1175.236640 sec): 3 clusters Score: Raw -13762669.177927 + Penalty 2253.399707 = -13760415.778220 nChanged 1710 SP:Iteration 19Q (1175.452066 sec): 3 clusters Score: Raw -13763081.901458 + Penalty 2253.399707 = -13760828.501751 nChanged 1742 SP:Iteration 20F (1175.660916 sec): 3 clusters Score: Raw -13763516.692915 + Penalty 2253.399707 = -13761263.293208 nChanged 1727 SP:Iteration 21Q (1175.864297 sec): 3 clusters Score: Raw -13763945.024904 + Penalty 2253.399707 = -13761691.625197 nChanged 1712 SP:Iteration 22Q (1176.081415 sec): 3 clusters Score: Raw -13764367.123778 + Penalty 2253.399707 = -13762113.724072 nChanged 1710 SP:Iteration 23Q (1176.296416 sec): 3 clusters Score: Raw -13764800.436894 + Penalty 2253.399707 = -13762547.037187 nChanged 1709 SP:Iteration 24Q (1176.513356 sec): 3 clusters Score: Raw -13765240.926122 + Penalty 2253.399707 = -13762987.526415 nChanged 1728 SP:Iteration 25Q (1176.730647 sec): 3 clusters Score: Raw -13765710.801193 + Penalty 2253.399707 = -13763457.401486 nChanged 1719 SP:Iteration 26Q (1176.947069 sec): 3 clusters Score: Raw -13766195.870780 + Penalty 2253.399707 = -13763942.471074 nChanged 1703 SP:Iteration 27Q (1177.163056 sec): 3 clusters Score: Raw -13766703.010342 + Penalty 2253.399707 = -13764449.610635 nChanged 1738 SP:Iteration 28Q (1177.367368 sec): 3 clusters Score: Raw -13767257.461942 + Penalty 2253.399707 = -13765004.062235 nChanged 1674 SP:Iteration 29Q (1177.568171 sec): 3 clusters Score: Raw -13767805.305651 + Penalty 2253.399707 = -13765551.905944 nChanged 1647 SP:Iteration 30Q (1177.765345 sec): 3 clusters Score: Raw -13768370.261266 + Penalty 2253.399707 = -13766116.861559 nChanged 1619 SP:Iteration 31Q (1177.973716 sec): 3 clusters Score: Raw -13768939.223032 + Penalty 2253.399707 = -13766685.823326 nChanged 1524 SP:Iteration 32Q (1178.185303 sec): 3 clusters Score: Raw -13769501.844280 + Penalty 2253.399707 = -13767248.444573 nChanged 1498 SP:Iteration 33Q (1178.391741 sec): 3 clusters Score: Raw -13770064.530209 + Penalty 2253.399707 = -13767811.130502 nChanged 1326 SP:Iteration 34Q (1178.595163 sec): 3 clusters Score: Raw -13770537.741713 + Penalty 2253.399707 = -13768284.342006 nChanged 1152 SP:Iteration 35Q (1178.804689 sec): 3 clusters Score: Raw -13770938.842687 + Penalty 2253.399707 = -13768685.442981 nChanged 1078 SP:Iteration 36Q (1179.012462 sec): 3 clusters Score: Raw -13771310.404952 + Penalty 2253.399707 = -13769057.005245 nChanged 983 SP:Iteration 37Q (1179.204173 sec): 3 clusters Score: Raw -13771637.261172 + Penalty 2253.399707 = -13769383.861465 nChanged 916 SP:Iteration 38Q (1179.399287 sec): 3 clusters Score: Raw -13771942.204465 + Penalty 2253.399707 = -13769688.804758 nChanged 868 SP:Iteration 39Q (1179.588324 sec): 3 clusters Score: Raw -13772239.268660 + Penalty 2253.399707 = -13769985.868953 nChanged 858 SP:Iteration 40F (1179.808017 sec): 3 clusters Score: Raw -13772547.555505 + Penalty 2253.399707 = -13770294.155799 nChanged 766 SP:Iteration 41Q (1179.998424 sec): 3 clusters Score: Raw -13772818.094049 + Penalty 2253.399707 = -13770564.694342 nChanged 709 SP:Iteration 42Q (1180.193565 sec): 3 clusters Score: Raw -13773073.978014 + Penalty 2253.399707 = -13770820.578307 nChanged 660 SP:Iteration 43Q (1180.372215 sec): 3 clusters Score: Raw -13773309.971195 + Penalty 2253.399707 = -13771056.571488 nChanged 612 SP:Iteration 44Q (1180.567375 sec): 3 clusters Score: Raw -13773548.361184 + Penalty 2253.399707 = -13771294.961477 nChanged 593 SP:Iteration 45Q (1180.765170 sec): 3 clusters Score: Raw -13773782.213748 + Penalty 2253.399707 = -13771528.814041 nChanged 515 SP:Iteration 46Q (1180.960605 sec): 3 clusters Score: Raw -13773983.100890 + Penalty 2253.399707 = -13771729.701183 nChanged 467 SP:Iteration 47Q (1181.145205 sec): 3 clusters Score: Raw -13774156.984482 + Penalty 2253.399707 = -13771903.584775 nChanged 413 SP:Iteration 48Q (1181.340785 sec): 3 clusters Score: Raw -13774312.164288 + Penalty 2253.399707 = -13772058.764581 nChanged 365 SP:Iteration 49Q (1181.529707 sec): 3 clusters Score: Raw -13774457.357367 + Penalty 2253.399707 = -13772203.957660 nChanged 329 SP:Iteration 50Q (1181.722852 sec): 3 clusters Score: Raw -13774587.160679 + Penalty 2253.399707 = -13772333.760972 nChanged 289 SP:Iteration 51Q (1181.920450 sec): 3 clusters Score: Raw -13774705.277546 + Penalty 2253.399707 = -13772451.877839 nChanged 227 SP:Iteration 52Q (1182.119401 sec): 3 clusters Score: Raw -13774793.387318 + Penalty 2253.399707 = -13772539.987611 nChanged 192 SP:Iteration 53Q (1182.309897 sec): 3 clusters Score: Raw -13774873.501414 + Penalty 2253.399707 = -13772620.101708 nChanged 181 SP:Iteration 54Q (1182.501481 sec): 3 clusters Score: Raw -13774945.913198 + Penalty 2253.399707 = -13772692.513491 nChanged 146 SP:Iteration 55Q (1182.684544 sec): 3 clusters Score: Raw -13775007.189630 + Penalty 2253.399707 = -13772753.789924 nChanged 125 SP:Iteration 56Q (1182.871588 sec): 3 clusters Score: Raw -13775054.690780 + Penalty 2253.399707 = -13772801.291073 nChanged 110 SP:Iteration 57Q (1183.046753 sec): 3 clusters Score: Raw -13775096.765705 + Penalty 2253.399707 = -13772843.365998 nChanged 86 SP:Iteration 58Q (1183.224785 sec): 3 clusters Score: Raw -13775129.342325 + Penalty 2253.399707 = -13772875.942618 nChanged 80 SP:Iteration 59Q (1183.406778 sec): 3 clusters Score: Raw -13775159.077686 + Penalty 2253.399707 = -13772905.677979 nChanged 67 SP:Iteration 60F (1183.621331 sec): 3 clusters Score: Raw -13775182.364427 + Penalty 2253.399707 = -13772928.964720 nChanged 47 SP:Iteration 61Q (1183.794868 sec): 3 clusters Score: Raw -13775195.521207 + Penalty 2253.399707 = -13772942.121500 nChanged 47 SP:Iteration 62Q (1183.971987 sec): 3 clusters Score: Raw -13775210.323628 + Penalty 2253.399707 = -13772956.923921 nChanged 38 SP:Iteration 63Q (1184.156771 sec): 3 clusters Score: Raw -13775222.910319 + Penalty 2253.399707 = -13772969.510612 nChanged 35 SP:Iteration 64Q (1184.351113 sec): 3 clusters Score: Raw -13775233.183495 + Penalty 2253.399707 = -13772979.783788 nChanged 18 SP:Iteration 65Q (1184.539619 sec): 3 clusters Score: Raw -13775239.172327 + Penalty 2253.399707 = -13772985.772620 nChanged 26 SP:Iteration 66Q (1184.728065 sec): 3 clusters Score: Raw -13775246.306465 + Penalty 2253.399707 = -13772992.906758 nChanged 26 SP:Iteration 67Q (1184.910670 sec): 3 clusters Score: Raw -13775255.516900 + Penalty 2253.399707 = -13773002.117193 nChanged 28 SP:Iteration 68Q (1185.080839 sec): 3 clusters Score: Raw -13775268.144171 + Penalty 2253.399707 = -13773014.744464 nChanged 31 SP:Iteration 69Q (1185.261940 sec): 3 clusters Score: Raw -13775284.847797 + Penalty 2253.399707 = -13773031.448090 nChanged 40 SP:Iteration 70Q (1185.446483 sec): 3 clusters Score: Raw -13775302.651993 + Penalty 2253.399707 = -13773049.252287 nChanged 34 SP:Iteration 71Q (1185.627804 sec): 3 clusters Score: Raw -13775314.810522 + Penalty 2253.399707 = -13773061.410816 nChanged 20 SP:Iteration 72Q (1185.796404 sec): 3 clusters Score: Raw -13775321.521439 + Penalty 2253.399707 = -13773068.121732 nChanged 16 SP:Iteration 73Q (1185.986539 sec): 3 clusters Score: Raw -13775327.528122 + Penalty 2253.399707 = -13773074.128415 nChanged 15 SP:Iteration 74Q (1186.174506 sec): 3 clusters Score: Raw -13775332.480450 + Penalty 2253.399707 = -13773079.080744 nChanged 13 SP:Iteration 75Q (1186.348764 sec): 3 clusters Score: Raw -13775336.382884 + Penalty 2253.399707 = -13773082.983178 nChanged 11 SP:Iteration 76Q (1186.518169 sec): 3 clusters Score: Raw -13775339.309185 + Penalty 2253.399707 = -13773085.909478 nChanged 7 SP:Iteration 77Q (1186.688624 sec): 3 clusters Score: Raw -13775340.917386 + Penalty 2253.399707 = -13773087.517679 nChanged 6 SP:Iteration 78Q (1186.859312 sec): 3 clusters Score: Raw -13775342.880240 + Penalty 2253.399707 = -13773089.480533 nChanged 3 SP:Iteration 79Q (1187.041541 sec): 3 clusters Score: Raw -13775344.381125 + Penalty 2253.399707 = -13773090.981418 nChanged 5 SP:Iteration 80F (1187.250620 sec): 3 clusters Score: Raw -13775346.988995 + Penalty 2253.399707 = -13773093.589288 nChanged 9 SP:Iteration 81Q (1187.432875 sec): 3 clusters Score: Raw -13775349.436537 + Penalty 2253.399707 = -13773096.036830 nChanged 2 SP:Iteration 82Q (1187.600001 sec): 3 clusters Score: Raw -13775350.020558 + Penalty 2253.399707 = -13773096.620851 nChanged 3 SP:Iteration 83Q (1187.766416 sec): 3 clusters Score: Raw -13775350.601411 + Penalty 2253.399707 = -13773097.201704 nChanged 1 SP:Iteration 84Q (1187.957457 sec): 3 clusters Score: Raw -13775350.670241 + Penalty 2253.399707 = -13773097.270534 nChanged 0 SP:Iteration 85F (1188.174049 sec): 3 clusters Score: Raw -13775350.670241 + Penalty 2253.399707 = -13773097.270534 nChanged 0 Trying to split cluster 5 (8275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1188.220043 sec): 2 clusters Score: Raw -775527.956129 + Penalty 856.994449 = -774670.961680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1188.273154 sec): 3 clusters Score: Raw -770752.848195 + Penalty 1713.988898 = -769038.859297 nChanged 3617 SP:Iteration 1F (1188.321724 sec): 3 clusters Score: Raw -772857.369401 + Penalty 1713.988898 = -771143.380503 nChanged 589 SP:Iteration 2F (1188.383823 sec): 3 clusters Score: Raw -773214.174139 + Penalty 1713.988898 = -771500.185241 nChanged 532 SP:Iteration 3F (1188.430308 sec): 3 clusters Score: Raw -773562.489630 + Penalty 1713.988898 = -771848.500732 nChanged 520 SP:Iteration 4F (1188.483377 sec): 3 clusters Score: Raw -773917.284439 + Penalty 1713.988898 = -772203.295541 nChanged 483 SP:Iteration 5F (1188.551184 sec): 3 clusters Score: Raw -774239.322428 + Penalty 1713.988898 = -772525.333530 nChanged 472 SP:Iteration 6F (1188.607315 sec): 3 clusters Score: Raw -774544.425189 + Penalty 1713.988898 = -772830.436291 nChanged 402 SP:Iteration 7Q (1188.654107 sec): 3 clusters Score: Raw -774881.376110 + Penalty 1713.988898 = -773167.387211 nChanged 426 SP:Iteration 8F (1188.706142 sec): 3 clusters Score: Raw -775251.843221 + Penalty 1713.988898 = -773537.854323 nChanged 376 SP:Iteration 9Q (1188.753652 sec): 3 clusters Score: Raw -775544.815653 + Penalty 1713.988898 = -773830.826755 nChanged 283 SP:Iteration 10Q (1188.807158 sec): 3 clusters Score: Raw -775747.071646 + Penalty 1713.988898 = -774033.082748 nChanged 209 SP:Iteration 11Q (1188.862126 sec): 3 clusters Score: Raw -775875.043890 + Penalty 1713.988898 = -774161.054992 nChanged 173 SP:Iteration 12Q (1188.920968 sec): 3 clusters Score: Raw -775968.216792 + Penalty 1713.988898 = -774254.227894 nChanged 153 SP:Iteration 13Q (1188.970153 sec): 3 clusters Score: Raw -776029.741930 + Penalty 1713.988898 = -774315.753032 nChanged 91 SP:Iteration 14Q (1189.023782 sec): 3 clusters Score: Raw -776060.061279 + Penalty 1713.988898 = -774346.072381 nChanged 63 SP:Iteration 15Q (1189.084600 sec): 3 clusters Score: Raw -776075.412547 + Penalty 1713.988898 = -774361.423649 nChanged 52 SP:Iteration 16Q (1189.133992 sec): 3 clusters Score: Raw -776085.127542 + Penalty 1713.988898 = -774371.138644 nChanged 41 SP:Iteration 17Q (1189.186350 sec): 3 clusters Score: Raw -776093.591596 + Penalty 1713.988898 = -774379.602698 nChanged 41 SP:Iteration 18Q (1189.246702 sec): 3 clusters Score: Raw -776101.876148 + Penalty 1713.988898 = -774387.887250 nChanged 28 SP:Iteration 19Q (1189.303986 sec): 3 clusters Score: Raw -776105.614334 + Penalty 1713.988898 = -774391.625436 nChanged 15 SP:Iteration 20F (1189.350924 sec): 3 clusters Score: Raw -776106.980975 + Penalty 1713.988898 = -774392.992077 nChanged 8 SP:Iteration 21Q (1189.415189 sec): 3 clusters Score: Raw -776107.473149 + Penalty 1713.988898 = -774393.484251 nChanged 6 SP:Iteration 22Q (1189.468324 sec): 3 clusters Score: Raw -776107.782035 + Penalty 1713.988898 = -774393.793137 nChanged 1 SP:Iteration 23Q (1189.517099 sec): 3 clusters Score: Raw -776107.988066 + Penalty 1713.988898 = -774393.999168 nChanged 3 SP:Iteration 24Q (1189.572046 sec): 3 clusters Score: Raw -776108.317305 + Penalty 1713.988898 = -774394.328407 nChanged 1 SP:Iteration 25Q (1189.627206 sec): 3 clusters Score: Raw -776108.339035 + Penalty 1713.988898 = -774394.350136 nChanged 0 SP:Iteration 26F (1189.679736 sec): 3 clusters Score: Raw -776108.339035 + Penalty 1713.988898 = -774394.350136 nChanged 0 Trying to split cluster 6 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1189.696901 sec): 2 clusters Score: Raw -61933.268737 + Penalty 621.944614 = -61311.324123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.739764 sec): 3 clusters Score: Raw -61694.547435 + Penalty 1243.889228 = -60450.658207 nChanged 219 SP:Iteration 1F (1189.789899 sec): 3 clusters Score: Raw -61910.731864 + Penalty 1243.889228 = -60666.842636 nChanged 57 SP:Iteration 2F (1189.822593 sec): 3 clusters Score: Raw -61975.649785 + Penalty 1243.889228 = -60731.760556 nChanged 27 SP:Iteration 3Q (1189.856183 sec): 3 clusters Score: Raw -62013.666493 + Penalty 1243.889228 = -60769.777265 nChanged 22 SP:Iteration 4Q (1189.899209 sec): 3 clusters Score: Raw -62046.281091 + Penalty 1243.889228 = -60802.391863 nChanged 23 SP:Iteration 5Q (1189.940725 sec): 3 clusters Score: Raw -62076.546479 + Penalty 1243.889228 = -60832.657251 nChanged 22 SP:Iteration 6Q (1189.991876 sec): 3 clusters Score: Raw -62104.610647 + Penalty 1243.889228 = -60860.721419 nChanged 13 SP:Iteration 7Q (1190.025678 sec): 3 clusters Score: Raw -62118.819978 + Penalty 1243.889228 = -60874.930750 nChanged 8 SP:Iteration 8Q (1190.068297 sec): 3 clusters Score: Raw -62125.365865 + Penalty 1243.889228 = -60881.476637 nChanged 6 SP:Iteration 9Q (1190.110989 sec): 3 clusters Score: Raw -62129.870697 + Penalty 1243.889228 = -60885.981469 nChanged 2 SP:Iteration 10Q (1190.154442 sec): 3 clusters Score: Raw -62131.659210 + Penalty 1243.889228 = -60887.769982 nChanged 3 SP:Iteration 11Q (1190.191313 sec): 3 clusters Score: Raw -62134.616085 + Penalty 1243.889228 = -60890.726857 nChanged 4 SP:Iteration 12Q (1190.239828 sec): 3 clusters Score: Raw -62139.399953 + Penalty 1243.889228 = -60895.510725 nChanged 5 SP:Iteration 13Q (1190.286713 sec): 3 clusters Score: Raw -62141.484668 + Penalty 1243.889228 = -60897.595440 nChanged 1 SP:Iteration 14Q (1190.330127 sec): 3 clusters Score: Raw -62141.659007 + Penalty 1243.889228 = -60897.769779 nChanged 1 SP:Iteration 15Q (1190.354345 sec): 3 clusters Score: Raw -62142.034837 + Penalty 1243.889228 = -60898.145609 nChanged 1 SP:Iteration 16Q (1190.396058 sec): 3 clusters Score: Raw -62142.784910 + Penalty 1243.889228 = -60898.895682 nChanged 0 SP:Iteration 17F (1190.437747 sec): 3 clusters Score: Raw -62142.784910 + Penalty 1243.889228 = -60898.895682 nChanged 0 Trying to split cluster 7 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1190.460739 sec): 2 clusters Score: Raw -132204.774655 + Penalty 696.014233 = -131508.760421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1190.499131 sec): 3 clusters Score: Raw -131490.763894 + Penalty 1392.028467 = -130098.735427 nChanged 569 SP:Iteration 1F (1190.547738 sec): 3 clusters Score: Raw -131852.453513 + Penalty 1392.028467 = -130460.425047 nChanged 124 SP:Iteration 2F (1190.581300 sec): 3 clusters Score: Raw -131934.030816 + Penalty 1392.028467 = -130542.002350 nChanged 83 SP:Iteration 3F (1190.636754 sec): 3 clusters Score: Raw -131991.085964 + Penalty 1392.028467 = -130599.057498 nChanged 60 SP:Iteration 4Q (1190.678140 sec): 3 clusters Score: Raw -132028.786689 + Penalty 1392.028467 = -130636.758223 nChanged 52 SP:Iteration 5Q (1190.729548 sec): 3 clusters Score: Raw -132060.736029 + Penalty 1392.028467 = -130668.707563 nChanged 44 SP:Iteration 6Q (1190.787308 sec): 3 clusters Score: Raw -132084.567902 + Penalty 1392.028467 = -130692.539435 nChanged 34 SP:Iteration 7Q (1190.839283 sec): 3 clusters Score: Raw -132105.230484 + Penalty 1392.028467 = -130713.202018 nChanged 34 SP:Iteration 8Q (1190.886251 sec): 3 clusters Score: Raw -132127.779613 + Penalty 1392.028467 = -130735.751147 nChanged 26 SP:Iteration 9Q (1190.940548 sec): 3 clusters Score: Raw -132142.378378 + Penalty 1392.028467 = -130750.349912 nChanged 21 SP:Iteration 10Q (1190.990169 sec): 3 clusters Score: Raw -132158.673306 + Penalty 1392.028467 = -130766.644840 nChanged 24 SP:Iteration 11Q (1191.042214 sec): 3 clusters Score: Raw -132178.210448 + Penalty 1392.028467 = -130786.181982 nChanged 23 SP:Iteration 12Q (1191.093963 sec): 3 clusters Score: Raw -132193.575943 + Penalty 1392.028467 = -130801.547476 nChanged 12 SP:Iteration 13Q (1191.147414 sec): 3 clusters Score: Raw -132198.242580 + Penalty 1392.028467 = -130806.214114 nChanged 7 SP:Iteration 14Q (1191.204944 sec): 3 clusters Score: Raw -132200.847832 + Penalty 1392.028467 = -130808.819366 nChanged 7 SP:Iteration 15Q (1191.261338 sec): 3 clusters Score: Raw -132204.996590 + Penalty 1392.028467 = -130812.968124 nChanged 10 SP:Iteration 16Q (1191.309782 sec): 3 clusters Score: Raw -132211.077915 + Penalty 1392.028467 = -130819.049449 nChanged 11 SP:Iteration 17Q (1191.362157 sec): 3 clusters Score: Raw -132219.385190 + Penalty 1392.028467 = -130827.356723 nChanged 14 SP:Iteration 18Q (1191.403821 sec): 3 clusters Score: Raw -132229.878142 + Penalty 1392.028467 = -130837.849676 nChanged 12 SP:Iteration 19Q (1191.459396 sec): 3 clusters Score: Raw -132240.683891 + Penalty 1392.028467 = -130848.655425 nChanged 18 SP:Iteration 20F (1191.509133 sec): 3 clusters Score: Raw -132252.791756 + Penalty 1392.028467 = -130860.763289 nChanged 9 SP:Iteration 21Q (1191.566433 sec): 3 clusters Score: Raw -132257.869751 + Penalty 1392.028467 = -130865.841285 nChanged 10 SP:Iteration 22Q (1191.615578 sec): 3 clusters Score: Raw -132261.451720 + Penalty 1392.028467 = -130869.423253 nChanged 7 SP:Iteration 23Q (1191.661250 sec): 3 clusters Score: Raw -132264.881132 + Penalty 1392.028467 = -130872.852665 nChanged 7 SP:Iteration 24Q (1191.706378 sec): 3 clusters Score: Raw -132267.834335 + Penalty 1392.028467 = -130875.805868 nChanged 3 SP:Iteration 25Q (1191.756042 sec): 3 clusters Score: Raw -132269.040849 + Penalty 1392.028467 = -130877.012382 nChanged 3 SP:Iteration 26Q (1191.799924 sec): 3 clusters Score: Raw -132270.091985 + Penalty 1392.028467 = -130878.063519 nChanged 4 SP:Iteration 27Q (1191.845345 sec): 3 clusters Score: Raw -132271.210810 + Penalty 1392.028467 = -130879.182343 nChanged 5 SP:Iteration 28Q (1191.900600 sec): 3 clusters Score: Raw -132272.303750 + Penalty 1392.028467 = -130880.275284 nChanged 3 SP:Iteration 29Q (1191.944422 sec): 3 clusters Score: Raw -132272.846045 + Penalty 1392.028467 = -130880.817579 nChanged 0 SP:Iteration 30F (1192.002384 sec): 3 clusters Score: Raw -132272.846045 + Penalty 1392.028467 = -130880.817579 nChanged 0 Trying to split cluster 8 (24356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1192.051537 sec): 2 clusters Score: Raw -2417108.494658 + Penalty 959.550683 = -2416148.943975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1192.128931 sec): 3 clusters Score: Raw -2401831.265356 + Penalty 1919.101366 = -2399912.163990 nChanged 11433 SP:Iteration 1F (1192.193490 sec): 3 clusters Score: Raw -2408748.154301 + Penalty 1919.101366 = -2406829.052935 nChanged 1467 SP:Iteration 2F (1192.255173 sec): 3 clusters Score: Raw -2409594.248838 + Penalty 1919.101366 = -2407675.147473 nChanged 1572 SP:Iteration 3F (1192.327960 sec): 3 clusters Score: Raw -2410607.022496 + Penalty 1919.101366 = -2408687.921130 nChanged 1503 SP:Iteration 4F (1192.393660 sec): 3 clusters Score: Raw -2411786.304596 + Penalty 1919.101366 = -2409867.203230 nChanged 1417 SP:Iteration 5F (1192.468399 sec): 3 clusters Score: Raw -2413050.744844 + Penalty 1919.101366 = -2411131.643478 nChanged 1272 SP:Iteration 6F (1192.542423 sec): 3 clusters Score: Raw -2414055.020110 + Penalty 1919.101366 = -2412135.918744 nChanged 960 SP:Iteration 7Q (1192.611901 sec): 3 clusters Score: Raw -2414631.807046 + Penalty 1919.101366 = -2412712.705680 nChanged 640 SP:Iteration 8Q (1192.684187 sec): 3 clusters Score: Raw -2414997.505299 + Penalty 1919.101366 = -2413078.403933 nChanged 524 SP:Iteration 9Q (1192.756638 sec): 3 clusters Score: Raw -2415261.178190 + Penalty 1919.101366 = -2413342.076824 nChanged 450 SP:Iteration 10Q (1192.830878 sec): 3 clusters Score: Raw -2415501.823375 + Penalty 1919.101366 = -2413582.722009 nChanged 456 SP:Iteration 11Q (1192.912160 sec): 3 clusters Score: Raw -2415757.540816 + Penalty 1919.101366 = -2413838.439450 nChanged 437 SP:Iteration 12Q (1192.978861 sec): 3 clusters Score: Raw -2416007.092238 + Penalty 1919.101366 = -2414087.990872 nChanged 401 SP:Iteration 13Q (1193.043259 sec): 3 clusters Score: Raw -2416215.690049 + Penalty 1919.101366 = -2414296.588683 nChanged 367 SP:Iteration 14Q (1193.117150 sec): 3 clusters Score: Raw -2416400.968507 + Penalty 1919.101366 = -2414481.867142 nChanged 329 SP:Iteration 15Q (1193.182923 sec): 3 clusters Score: Raw -2416568.090935 + Penalty 1919.101366 = -2414648.989569 nChanged 300 SP:Iteration 16Q (1193.252319 sec): 3 clusters Score: Raw -2416721.274303 + Penalty 1919.101366 = -2414802.172937 nChanged 296 SP:Iteration 17Q (1193.321667 sec): 3 clusters Score: Raw -2416877.112512 + Penalty 1919.101366 = -2414958.011146 nChanged 251 SP:Iteration 18Q (1193.387174 sec): 3 clusters Score: Raw -2416994.525888 + Penalty 1919.101366 = -2415075.424522 nChanged 210 SP:Iteration 19Q (1193.451463 sec): 3 clusters Score: Raw -2417085.656162 + Penalty 1919.101366 = -2415166.554796 nChanged 154 SP:Iteration 20F (1193.516103 sec): 3 clusters Score: Raw -2417141.544218 + Penalty 1919.101366 = -2415222.442852 nChanged 145 SP:Iteration 21Q (1193.592583 sec): 3 clusters Score: Raw -2417196.518610 + Penalty 1919.101366 = -2415277.417245 nChanged 133 SP:Iteration 22Q (1193.660048 sec): 3 clusters Score: Raw -2417239.461469 + Penalty 1919.101366 = -2415320.360103 nChanged 101 SP:Iteration 23Q (1193.725599 sec): 3 clusters Score: Raw -2417270.816244 + Penalty 1919.101366 = -2415351.714878 nChanged 93 SP:Iteration 24Q (1193.799519 sec): 3 clusters Score: Raw -2417301.209861 + Penalty 1919.101366 = -2415382.108495 nChanged 88 SP:Iteration 25Q (1193.871405 sec): 3 clusters Score: Raw -2417328.193099 + Penalty 1919.101366 = -2415409.091733 nChanged 79 SP:Iteration 26Q (1193.936738 sec): 3 clusters Score: Raw -2417352.808860 + Penalty 1919.101366 = -2415433.707494 nChanged 72 SP:Iteration 27Q (1193.992863 sec): 3 clusters Score: Raw -2417374.384058 + Penalty 1919.101366 = -2415455.282692 nChanged 57 SP:Iteration 28Q (1194.062816 sec): 3 clusters Score: Raw -2417392.801946 + Penalty 1919.101366 = -2415473.700580 nChanged 58 SP:Iteration 29Q (1194.141606 sec): 3 clusters Score: Raw -2417410.264250 + Penalty 1919.101366 = -2415491.162884 nChanged 48 SP:Iteration 30Q (1194.208561 sec): 3 clusters Score: Raw -2417427.620931 + Penalty 1919.101366 = -2415508.519565 nChanged 41 SP:Iteration 31Q (1194.286004 sec): 3 clusters Score: Raw -2417441.229419 + Penalty 1919.101366 = -2415522.128053 nChanged 41 SP:Iteration 32Q (1194.348604 sec): 3 clusters Score: Raw -2417452.429069 + Penalty 1919.101366 = -2415533.327703 nChanged 32 SP:Iteration 33Q (1194.428357 sec): 3 clusters Score: Raw -2417461.434281 + Penalty 1919.101366 = -2415542.332915 nChanged 33 SP:Iteration 34Q (1194.489545 sec): 3 clusters Score: Raw -2417469.007375 + Penalty 1919.101366 = -2415549.906009 nChanged 30 SP:Iteration 35Q (1194.561919 sec): 3 clusters Score: Raw -2417475.142977 + Penalty 1919.101366 = -2415556.041611 nChanged 26 SP:Iteration 36Q (1194.620987 sec): 3 clusters Score: Raw -2417481.017385 + Penalty 1919.101366 = -2415561.916019 nChanged 28 SP:Iteration 37Q (1194.694280 sec): 3 clusters Score: Raw -2417487.342002 + Penalty 1919.101366 = -2415568.240636 nChanged 22 SP:Iteration 38Q (1194.767465 sec): 3 clusters Score: Raw -2417492.477616 + Penalty 1919.101366 = -2415573.376250 nChanged 25 SP:Iteration 39Q (1194.834567 sec): 3 clusters Score: Raw -2417497.856866 + Penalty 1919.101366 = -2415578.755500 nChanged 19 SP:Iteration 40F (1194.894594 sec): 3 clusters Score: Raw -2417501.500721 + Penalty 1919.101366 = -2415582.399355 nChanged 9 SP:Iteration 41Q (1194.965412 sec): 3 clusters Score: Raw -2417503.266140 + Penalty 1919.101366 = -2415584.164774 nChanged 7 SP:Iteration 42Q (1195.045700 sec): 3 clusters Score: Raw -2417504.615012 + Penalty 1919.101366 = -2415585.513646 nChanged 9 SP:Iteration 43Q (1195.113611 sec): 3 clusters Score: Raw -2417505.986823 + Penalty 1919.101366 = -2415586.885458 nChanged 7 SP:Iteration 44Q (1195.180333 sec): 3 clusters Score: Raw -2417507.077645 + Penalty 1919.101366 = -2415587.976279 nChanged 4 SP:Iteration 45Q (1195.248041 sec): 3 clusters Score: Raw -2417507.486793 + Penalty 1919.101366 = -2415588.385427 nChanged 3 SP:Iteration 46Q (1195.314766 sec): 3 clusters Score: Raw -2417507.946486 + Penalty 1919.101366 = -2415588.845120 nChanged 3 SP:Iteration 47Q (1195.380435 sec): 3 clusters Score: Raw -2417508.221678 + Penalty 1919.101366 = -2415589.120312 nChanged 1 SP:Iteration 48Q (1195.455363 sec): 3 clusters Score: Raw -2417508.318781 + Penalty 1919.101366 = -2415589.217415 nChanged 0 SP:Iteration 49F (1195.526791 sec): 3 clusters Score: Raw -2417508.318781 + Penalty 1919.101366 = -2415589.217415 nChanged 0 Trying to split cluster 9 (56828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1195.606288 sec): 2 clusters Score: Raw -5220550.272871 + Penalty 1040.039522 = -5219510.233349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1195.720323 sec): 3 clusters Score: Raw -5183718.079643 + Penalty 2080.079044 = -5181638.000599 nChanged 27022 SP:Iteration 1F (1195.837837 sec): 3 clusters Score: Raw -5201077.304196 + Penalty 2080.079044 = -5198997.225152 nChanged 3846 SP:Iteration 2F (1195.943959 sec): 3 clusters Score: Raw -5203335.108315 + Penalty 2080.079044 = -5201255.029271 nChanged 4351 SP:Iteration 3F (1196.066686 sec): 3 clusters Score: Raw -5206168.984777 + Penalty 2080.079044 = -5204088.905733 nChanged 4294 SP:Iteration 4F (1196.173854 sec): 3 clusters Score: Raw -5209056.012400 + Penalty 2080.079044 = -5206975.933357 nChanged 3750 SP:Iteration 5F (1196.284916 sec): 3 clusters Score: Raw -5211713.148283 + Penalty 2080.079044 = -5209633.069239 nChanged 3304 SP:Iteration 6F (1196.399080 sec): 3 clusters Score: Raw -5214263.950760 + Penalty 2080.079044 = -5212183.871716 nChanged 2815 SP:Iteration 7Q (1196.519395 sec): 3 clusters Score: Raw -5216491.113260 + Penalty 2080.079044 = -5214411.034216 nChanged 2202 SP:Iteration 8Q (1196.632605 sec): 3 clusters Score: Raw -5218263.443278 + Penalty 2080.079044 = -5216183.364234 nChanged 1573 SP:Iteration 9Q (1196.752028 sec): 3 clusters Score: Raw -5219502.370234 + Penalty 2080.079044 = -5217422.291191 nChanged 910 SP:Iteration 10Q (1196.858843 sec): 3 clusters Score: Raw -5220171.989372 + Penalty 2080.079044 = -5218091.910328 nChanged 506 SP:Iteration 11Q (1196.973583 sec): 3 clusters Score: Raw -5220499.563511 + Penalty 2080.079044 = -5218419.484467 nChanged 252 SP:Iteration 12Q (1197.076646 sec): 3 clusters Score: Raw -5220659.657531 + Penalty 2080.079044 = -5218579.578487 nChanged 143 SP:Iteration 13Q (1197.178134 sec): 3 clusters Score: Raw -5220749.024298 + Penalty 2080.079044 = -5218668.945254 nChanged 74 SP:Iteration 14Q (1197.280376 sec): 3 clusters Score: Raw -5220792.951179 + Penalty 2080.079044 = -5218712.872135 nChanged 48 SP:Iteration 15Q (1197.384885 sec): 3 clusters Score: Raw -5220825.861159 + Penalty 2080.079044 = -5218745.782115 nChanged 29 SP:Iteration 16Q (1197.499805 sec): 3 clusters Score: Raw -5220845.430328 + Penalty 2080.079044 = -5218765.351284 nChanged 23 SP:Iteration 17Q (1197.604603 sec): 3 clusters Score: Raw -5220858.940512 + Penalty 2080.079044 = -5218778.861468 nChanged 17 SP:Iteration 18Q (1197.705662 sec): 3 clusters Score: Raw -5220869.927542 + Penalty 2080.079044 = -5218789.848498 nChanged 12 SP:Iteration 19Q (1197.810837 sec): 3 clusters Score: Raw -5220878.013848 + Penalty 2080.079044 = -5218797.934804 nChanged 13 SP:Iteration 20F (1197.926528 sec): 3 clusters Score: Raw -5220886.118073 + Penalty 2080.079044 = -5218806.039029 nChanged 4 SP:Iteration 21Q (1198.014098 sec): 3 clusters Score: Raw -5220888.182248 + Penalty 2080.079044 = -5218808.103204 nChanged 4 SP:Iteration 22Q (1198.132740 sec): 3 clusters Score: Raw -5220889.938235 + Penalty 2080.079044 = -5218809.859191 nChanged 3 SP:Iteration 23Q (1198.239134 sec): 3 clusters Score: Raw -5220891.855135 + Penalty 2080.079044 = -5218811.776092 nChanged 3 SP:Iteration 24Q (1198.326276 sec): 3 clusters Score: Raw -5220894.288556 + Penalty 2080.079044 = -5218814.209513 nChanged 5 SP:Iteration 25Q (1198.417003 sec): 3 clusters Score: Raw -5220896.804018 + Penalty 2080.079044 = -5218816.724974 nChanged 2 SP:Iteration 26Q (1198.522449 sec): 3 clusters Score: Raw -5220898.327703 + Penalty 2080.079044 = -5218818.248659 nChanged 5 SP:Iteration 27Q (1198.626045 sec): 3 clusters Score: Raw -5220900.538484 + Penalty 2080.079044 = -5218820.459440 nChanged 2 SP:Iteration 28Q (1198.726884 sec): 3 clusters Score: Raw -5220900.911314 + Penalty 2080.079044 = -5218820.832270 nChanged 1 SP:Iteration 29Q (1198.828265 sec): 3 clusters Score: Raw -5220901.415800 + Penalty 2080.079044 = -5218821.336757 nChanged 0 SP:Iteration 30F (1198.942764 sec): 3 clusters Score: Raw -5220901.415800 + Penalty 2080.079044 = -5218821.336757 nChanged 0 Trying to split cluster 10 (1856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.977086 sec): 2 clusters Score: Raw -142737.057817 + Penalty 714.986997 = -142022.070820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1199.027224 sec): 3 clusters Score: Raw -141870.739727 + Penalty 1429.973994 = -140440.765734 nChanged 704 SP:Iteration 1F (1199.071668 sec): 3 clusters Score: Raw -142447.485126 + Penalty 1429.973994 = -141017.511133 nChanged 169 SP:Iteration 2F (1199.120182 sec): 3 clusters Score: Raw -142627.820227 + Penalty 1429.973994 = -141197.846233 nChanged 138 SP:Iteration 3F (1199.166734 sec): 3 clusters Score: Raw -142767.243216 + Penalty 1429.973994 = -141337.269222 nChanged 119 SP:Iteration 4F (1199.213247 sec): 3 clusters Score: Raw -142881.422433 + Penalty 1429.973994 = -141451.448439 nChanged 107 SP:Iteration 5F (1199.253793 sec): 3 clusters Score: Raw -142973.883635 + Penalty 1429.973994 = -141543.909641 nChanged 82 SP:Iteration 6Q (1199.296449 sec): 3 clusters Score: Raw -143045.418498 + Penalty 1429.973994 = -141615.444504 nChanged 68 SP:Iteration 7Q (1199.342572 sec): 3 clusters Score: Raw -143114.469210 + Penalty 1429.973994 = -141684.495216 nChanged 67 SP:Iteration 8Q (1199.402871 sec): 3 clusters Score: Raw -143161.869098 + Penalty 1429.973994 = -141731.895104 nChanged 38 SP:Iteration 9Q (1199.434655 sec): 3 clusters Score: Raw -143188.419541 + Penalty 1429.973994 = -141758.445547 nChanged 32 SP:Iteration 10Q (1199.477914 sec): 3 clusters Score: Raw -143209.534750 + Penalty 1429.973994 = -141779.560756 nChanged 30 SP:Iteration 11Q (1199.520423 sec): 3 clusters Score: Raw -143230.109908 + Penalty 1429.973994 = -141800.135914 nChanged 16 SP:Iteration 12Q (1199.572582 sec): 3 clusters Score: Raw -143237.232783 + Penalty 1429.973994 = -141807.258789 nChanged 12 SP:Iteration 13Q (1199.617458 sec): 3 clusters Score: Raw -143243.632514 + Penalty 1429.973994 = -141813.658520 nChanged 10 SP:Iteration 14Q (1199.657148 sec): 3 clusters Score: Raw -143248.143037 + Penalty 1429.973994 = -141818.169043 nChanged 4 SP:Iteration 15Q (1199.713305 sec): 3 clusters Score: Raw -143249.112195 + Penalty 1429.973994 = -141819.138202 nChanged 0 SP:Iteration 16F (1199.766696 sec): 3 clusters Score: Raw -143249.112195 + Penalty 1429.973994 = -141819.138202 nChanged 0 Trying to split cluster 11 (9396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1199.791689 sec): 2 clusters Score: Raw -925068.399386 + Penalty 869.063738 = -924199.335648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1199.850735 sec): 3 clusters Score: Raw -919557.500079 + Penalty 1738.127476 = -917819.372603 nChanged 4131 SP:Iteration 1F (1199.907384 sec): 3 clusters Score: Raw -921967.797356 + Penalty 1738.127476 = -920229.669880 nChanged 636 SP:Iteration 2F (1199.963095 sec): 3 clusters Score: Raw -922335.245923 + Penalty 1738.127476 = -920597.118447 nChanged 629 SP:Iteration 3F (1200.029958 sec): 3 clusters Score: Raw -922782.414230 + Penalty 1738.127476 = -921044.286754 nChanged 656 SP:Iteration 4F (1200.090912 sec): 3 clusters Score: Raw -923300.608658 + Penalty 1738.127476 = -921562.481182 nChanged 636 SP:Iteration 5F (1200.143332 sec): 3 clusters Score: Raw -923785.653982 + Penalty 1738.127476 = -922047.526506 nChanged 515 SP:Iteration 6F (1200.195870 sec): 3 clusters Score: Raw -924195.337610 + Penalty 1738.127476 = -922457.210135 nChanged 410 SP:Iteration 7Q (1200.254102 sec): 3 clusters Score: Raw -924534.534620 + Penalty 1738.127476 = -922796.407145 nChanged 325 SP:Iteration 8Q (1200.315853 sec): 3 clusters Score: Raw -924803.128592 + Penalty 1738.127476 = -923065.001117 nChanged 201 SP:Iteration 9Q (1200.374284 sec): 3 clusters Score: Raw -924951.831101 + Penalty 1738.127476 = -923213.703625 nChanged 126 SP:Iteration 10Q (1200.432695 sec): 3 clusters Score: Raw -925045.782144 + Penalty 1738.127476 = -923307.654669 nChanged 72 SP:Iteration 11Q (1200.491877 sec): 3 clusters Score: Raw -925088.199059 + Penalty 1738.127476 = -923350.071583 nChanged 44 SP:Iteration 12Q (1200.545706 sec): 3 clusters Score: Raw -925124.587772 + Penalty 1738.127476 = -923386.460296 nChanged 43 SP:Iteration 13Q (1200.604473 sec): 3 clusters Score: Raw -925155.066752 + Penalty 1738.127476 = -923416.939276 nChanged 38 SP:Iteration 14Q (1200.658661 sec): 3 clusters Score: Raw -925182.615004 + Penalty 1738.127476 = -923444.487528 nChanged 28 SP:Iteration 15Q (1200.716481 sec): 3 clusters Score: Raw -925202.287310 + Penalty 1738.127476 = -923464.159834 nChanged 21 SP:Iteration 16Q (1200.769678 sec): 3 clusters Score: Raw -925214.734961 + Penalty 1738.127476 = -923476.607485 nChanged 22 SP:Iteration 17Q (1200.826207 sec): 3 clusters Score: Raw -925228.121742 + Penalty 1738.127476 = -923489.994266 nChanged 23 SP:Iteration 18Q (1200.894039 sec): 3 clusters Score: Raw -925237.659216 + Penalty 1738.127476 = -923499.531740 nChanged 14 SP:Iteration 19Q (1200.944468 sec): 3 clusters Score: Raw -925243.010003 + Penalty 1738.127476 = -923504.882527 nChanged 10 SP:Iteration 20F (1201.010680 sec): 3 clusters Score: Raw -925247.694082 + Penalty 1738.127476 = -923509.566607 nChanged 7 SP:Iteration 21Q (1201.065247 sec): 3 clusters Score: Raw -925251.115099 + Penalty 1738.127476 = -923512.987623 nChanged 9 SP:Iteration 22Q (1201.124245 sec): 3 clusters Score: Raw -925254.197677 + Penalty 1738.127476 = -923516.070201 nChanged 4 SP:Iteration 23Q (1201.172488 sec): 3 clusters Score: Raw -925255.599130 + Penalty 1738.127476 = -923517.471654 nChanged 2 SP:Iteration 24Q (1201.230969 sec): 3 clusters Score: Raw -925256.578399 + Penalty 1738.127476 = -923518.450924 nChanged 3 SP:Iteration 25Q (1201.298283 sec): 3 clusters Score: Raw -925258.301043 + Penalty 1738.127476 = -923520.173567 nChanged 3 SP:Iteration 26Q (1201.345016 sec): 3 clusters Score: Raw -925259.126992 + Penalty 1738.127476 = -923520.999516 nChanged 0 SP:Iteration 27F (1201.420463 sec): 3 clusters Score: Raw -925259.126992 + Penalty 1738.127476 = -923520.999516 nChanged 0 Trying to split cluster 12 (17087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1201.465603 sec): 2 clusters Score: Raw -1591644.663990 + Penalty 925.876956 = -1590718.787034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1201.531557 sec): 3 clusters Score: Raw -1581100.841872 + Penalty 1851.753912 = -1579249.087961 nChanged 7892 SP:Iteration 1F (1201.601809 sec): 3 clusters Score: Raw -1585679.642541 + Penalty 1851.753912 = -1583827.888629 nChanged 1021 SP:Iteration 2F (1201.659781 sec): 3 clusters Score: Raw -1586128.369332 + Penalty 1851.753912 = -1584276.615421 nChanged 1021 SP:Iteration 3F (1201.741069 sec): 3 clusters Score: Raw -1586666.271488 + Penalty 1851.753912 = -1584814.517576 nChanged 1103 SP:Iteration 4F (1201.798538 sec): 3 clusters Score: Raw -1587341.841926 + Penalty 1851.753912 = -1585490.088014 nChanged 1184 SP:Iteration 5F (1201.868919 sec): 3 clusters Score: Raw -1588178.433873 + Penalty 1851.753912 = -1586326.679962 nChanged 1162 SP:Iteration 6F (1201.940074 sec): 3 clusters Score: Raw -1589066.538484 + Penalty 1851.753912 = -1587214.784573 nChanged 1006 SP:Iteration 7F (1202.012790 sec): 3 clusters Score: Raw -1589890.733249 + Penalty 1851.753912 = -1588038.979338 nChanged 784 SP:Iteration 8Q (1202.071131 sec): 3 clusters Score: Raw -1590484.983967 + Penalty 1851.753912 = -1588633.230055 nChanged 578 SP:Iteration 9Q (1202.132022 sec): 3 clusters Score: Raw -1590947.330734 + Penalty 1851.753912 = -1589095.576823 nChanged 398 SP:Iteration 10Q (1202.197237 sec): 3 clusters Score: Raw -1591254.390708 + Penalty 1851.753912 = -1589402.636796 nChanged 277 SP:Iteration 11Q (1202.259542 sec): 3 clusters Score: Raw -1591453.564870 + Penalty 1851.753912 = -1589601.810958 nChanged 211 SP:Iteration 12Q (1202.333091 sec): 3 clusters Score: Raw -1591573.353335 + Penalty 1851.753912 = -1589721.599423 nChanged 153 SP:Iteration 13Q (1202.392815 sec): 3 clusters Score: Raw -1591664.036910 + Penalty 1851.753912 = -1589812.282999 nChanged 141 SP:Iteration 14Q (1202.451002 sec): 3 clusters Score: Raw -1591757.229884 + Penalty 1851.753912 = -1589905.475972 nChanged 122 SP:Iteration 15Q (1202.524715 sec): 3 clusters Score: Raw -1591829.029338 + Penalty 1851.753912 = -1589977.275426 nChanged 93 SP:Iteration 16Q (1202.587450 sec): 3 clusters Score: Raw -1591877.436669 + Penalty 1851.753912 = -1590025.682758 nChanged 74 SP:Iteration 17Q (1202.648677 sec): 3 clusters Score: Raw -1591909.860340 + Penalty 1851.753912 = -1590058.106429 nChanged 59 SP:Iteration 18Q (1202.713394 sec): 3 clusters Score: Raw -1591931.010829 + Penalty 1851.753912 = -1590079.256917 nChanged 45 SP:Iteration 19Q (1202.755538 sec): 3 clusters Score: Raw -1591944.731504 + Penalty 1851.753912 = -1590092.977592 nChanged 36 SP:Iteration 20F (1202.819760 sec): 3 clusters Score: Raw -1591954.173185 + Penalty 1851.753912 = -1590102.419273 nChanged 33 SP:Iteration 21Q (1202.884550 sec): 3 clusters Score: Raw -1591963.576304 + Penalty 1851.753912 = -1590111.822392 nChanged 28 SP:Iteration 22Q (1202.950009 sec): 3 clusters Score: Raw -1591972.188328 + Penalty 1851.753912 = -1590120.434416 nChanged 21 SP:Iteration 23Q (1203.004715 sec): 3 clusters Score: Raw -1591978.331394 + Penalty 1851.753912 = -1590126.577482 nChanged 17 SP:Iteration 24Q (1203.060577 sec): 3 clusters Score: Raw -1591982.601782 + Penalty 1851.753912 = -1590130.847870 nChanged 24 SP:Iteration 25Q (1203.128570 sec): 3 clusters Score: Raw -1591988.744702 + Penalty 1851.753912 = -1590136.990791 nChanged 20 SP:Iteration 26Q (1203.178946 sec): 3 clusters Score: Raw -1591993.310774 + Penalty 1851.753912 = -1590141.556862 nChanged 22 SP:Iteration 27Q (1203.245730 sec): 3 clusters Score: Raw -1591996.998817 + Penalty 1851.753912 = -1590145.244906 nChanged 13 SP:Iteration 28Q (1203.300314 sec): 3 clusters Score: Raw -1591999.584225 + Penalty 1851.753912 = -1590147.830313 nChanged 14 SP:Iteration 29Q (1203.375971 sec): 3 clusters Score: Raw -1592003.320720 + Penalty 1851.753912 = -1590151.566808 nChanged 14 SP:Iteration 30Q (1203.436937 sec): 3 clusters Score: Raw -1592007.443447 + Penalty 1851.753912 = -1590155.689535 nChanged 16 SP:Iteration 31Q (1203.489550 sec): 3 clusters Score: Raw -1592011.489770 + Penalty 1851.753912 = -1590159.735858 nChanged 12 SP:Iteration 32Q (1203.543202 sec): 3 clusters Score: Raw -1592013.891016 + Penalty 1851.753912 = -1590162.137104 nChanged 7 SP:Iteration 33Q (1203.594998 sec): 3 clusters Score: Raw -1592016.310039 + Penalty 1851.753912 = -1590164.556127 nChanged 8 SP:Iteration 34Q (1203.660411 sec): 3 clusters Score: Raw -1592019.202288 + Penalty 1851.753912 = -1590167.448376 nChanged 14 SP:Iteration 35Q (1203.727297 sec): 3 clusters Score: Raw -1592022.873438 + Penalty 1851.753912 = -1590171.119526 nChanged 9 SP:Iteration 36Q (1203.784409 sec): 3 clusters Score: Raw -1592024.796020 + Penalty 1851.753912 = -1590173.042108 nChanged 5 SP:Iteration 37Q (1203.852438 sec): 3 clusters Score: Raw -1592025.629993 + Penalty 1851.753912 = -1590173.876081 nChanged 4 SP:Iteration 38Q (1203.913686 sec): 3 clusters Score: Raw -1592027.096992 + Penalty 1851.753912 = -1590175.343081 nChanged 9 SP:Iteration 39Q (1203.974336 sec): 3 clusters Score: Raw -1592028.366633 + Penalty 1851.753912 = -1590176.612721 nChanged 4 SP:Iteration 40F (1204.039769 sec): 3 clusters Score: Raw -1592029.312059 + Penalty 1851.753912 = -1590177.558148 nChanged 0 Trying to split cluster 13 (4053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.068240 sec): 2 clusters Score: Raw -379110.742754 + Penalty 789.185200 = -378321.557555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.117671 sec): 3 clusters Score: Raw -376948.326654 + Penalty 1578.370399 = -375369.956255 nChanged 1684 SP:Iteration 1F (1204.160507 sec): 3 clusters Score: Raw -377870.028901 + Penalty 1578.370399 = -376291.658502 nChanged 270 SP:Iteration 2F (1204.203864 sec): 3 clusters Score: Raw -378013.391605 + Penalty 1578.370399 = -376435.021206 nChanged 242 SP:Iteration 3F (1204.253169 sec): 3 clusters Score: Raw -378146.174990 + Penalty 1578.370399 = -376567.804591 nChanged 212 SP:Iteration 4F (1204.305103 sec): 3 clusters Score: Raw -378259.242542 + Penalty 1578.370399 = -376680.872143 nChanged 206 SP:Iteration 5F (1204.354870 sec): 3 clusters Score: Raw -378381.121467 + Penalty 1578.370399 = -376802.751068 nChanged 174 SP:Iteration 6Q (1204.411149 sec): 3 clusters Score: Raw -378479.301645 + Penalty 1578.370399 = -376900.931246 nChanged 147 SP:Iteration 7Q (1204.456471 sec): 3 clusters Score: Raw -378578.243785 + Penalty 1578.370399 = -376999.873386 nChanged 153 SP:Iteration 8Q (1204.496316 sec): 3 clusters Score: Raw -378671.244320 + Penalty 1578.370399 = -377092.873921 nChanged 133 SP:Iteration 9Q (1204.553633 sec): 3 clusters Score: Raw -378743.261493 + Penalty 1578.370399 = -377164.891094 nChanged 113 SP:Iteration 10Q (1204.595437 sec): 3 clusters Score: Raw -378789.512206 + Penalty 1578.370399 = -377211.141807 nChanged 100 SP:Iteration 11Q (1204.633034 sec): 3 clusters Score: Raw -378827.754790 + Penalty 1578.370399 = -377249.384391 nChanged 77 SP:Iteration 12Q (1204.691371 sec): 3 clusters Score: Raw -378856.916888 + Penalty 1578.370399 = -377278.546489 nChanged 68 SP:Iteration 13Q (1204.744532 sec): 3 clusters Score: Raw -378884.882947 + Penalty 1578.370399 = -377306.512548 nChanged 71 SP:Iteration 14Q (1204.782842 sec): 3 clusters Score: Raw -378910.188918 + Penalty 1578.370399 = -377331.818519 nChanged 62 SP:Iteration 15Q (1204.822529 sec): 3 clusters Score: Raw -378930.123374 + Penalty 1578.370399 = -377351.752975 nChanged 43 SP:Iteration 16Q (1204.868885 sec): 3 clusters Score: Raw -378947.717321 + Penalty 1578.370399 = -377369.346922 nChanged 43 SP:Iteration 17Q (1204.910441 sec): 3 clusters Score: Raw -378962.136754 + Penalty 1578.370399 = -377383.766355 nChanged 38 SP:Iteration 18Q (1204.953944 sec): 3 clusters Score: Raw -378974.742249 + Penalty 1578.370399 = -377396.371850 nChanged 40 SP:Iteration 19Q (1205.003096 sec): 3 clusters Score: Raw -378986.834240 + Penalty 1578.370399 = -377408.463841 nChanged 31 SP:Iteration 20F (1205.053789 sec): 3 clusters Score: Raw -378995.830944 + Penalty 1578.370399 = -377417.460545 nChanged 32 SP:Iteration 21Q (1205.098500 sec): 3 clusters Score: Raw -379004.423955 + Penalty 1578.370399 = -377426.053556 nChanged 31 SP:Iteration 22Q (1205.138600 sec): 3 clusters Score: Raw -379013.571744 + Penalty 1578.370399 = -377435.201345 nChanged 34 SP:Iteration 23Q (1205.185865 sec): 3 clusters Score: Raw -379022.468056 + Penalty 1578.370399 = -377444.097657 nChanged 25 SP:Iteration 24Q (1205.242901 sec): 3 clusters Score: Raw -379028.987822 + Penalty 1578.370399 = -377450.617423 nChanged 26 SP:Iteration 25Q (1205.290908 sec): 3 clusters Score: Raw -379037.534220 + Penalty 1578.370399 = -377459.163821 nChanged 38 SP:Iteration 26Q (1205.340326 sec): 3 clusters Score: Raw -379049.196928 + Penalty 1578.370399 = -377470.826529 nChanged 30 SP:Iteration 27Q (1205.372542 sec): 3 clusters Score: Raw -379061.222916 + Penalty 1578.370399 = -377482.852517 nChanged 39 SP:Iteration 28Q (1205.418575 sec): 3 clusters Score: Raw -379075.526490 + Penalty 1578.370399 = -377497.156091 nChanged 43 SP:Iteration 29Q (1205.461390 sec): 3 clusters Score: Raw -379089.251059 + Penalty 1578.370399 = -377510.880660 nChanged 39 SP:Iteration 30Q (1205.500897 sec): 3 clusters Score: Raw -379102.397479 + Penalty 1578.370399 = -377524.027080 nChanged 38 SP:Iteration 31Q (1205.545423 sec): 3 clusters Score: Raw -379115.462557 + Penalty 1578.370399 = -377537.092158 nChanged 39 SP:Iteration 32Q (1205.598855 sec): 3 clusters Score: Raw -379129.030510 + Penalty 1578.370399 = -377550.660111 nChanged 34 SP:Iteration 33Q (1205.649325 sec): 3 clusters Score: Raw -379142.192733 + Penalty 1578.370399 = -377563.822334 nChanged 36 SP:Iteration 34Q (1205.700923 sec): 3 clusters Score: Raw -379157.655614 + Penalty 1578.370399 = -377579.285215 nChanged 40 SP:Iteration 35Q (1205.744646 sec): 3 clusters Score: Raw -379176.302271 + Penalty 1578.370399 = -377597.931872 nChanged 40 SP:Iteration 36Q (1205.801608 sec): 3 clusters Score: Raw -379199.744966 + Penalty 1578.370399 = -377621.374567 nChanged 44 SP:Iteration 37Q (1205.846131 sec): 3 clusters Score: Raw -379222.664402 + Penalty 1578.370399 = -377644.294003 nChanged 43 SP:Iteration 38Q (1205.893718 sec): 3 clusters Score: Raw -379243.457255 + Penalty 1578.370399 = -377665.086856 nChanged 38 SP:Iteration 39Q (1205.938755 sec): 3 clusters Score: Raw -379260.005074 + Penalty 1578.370399 = -377681.634675 nChanged 31 SP:Iteration 40F (1205.976723 sec): 3 clusters Score: Raw -379272.365096 + Penalty 1578.370399 = -377693.994697 nChanged 27 SP:Iteration 41Q (1206.026090 sec): 3 clusters Score: Raw -379282.326627 + Penalty 1578.370399 = -377703.956228 nChanged 33 SP:Iteration 42Q (1206.073820 sec): 3 clusters Score: Raw -379295.560804 + Penalty 1578.370399 = -377717.190405 nChanged 27 SP:Iteration 43Q (1206.121782 sec): 3 clusters Score: Raw -379303.937460 + Penalty 1578.370399 = -377725.567060 nChanged 21 SP:Iteration 44Q (1206.169904 sec): 3 clusters Score: Raw -379310.077051 + Penalty 1578.370399 = -377731.706652 nChanged 17 SP:Iteration 45Q (1206.210852 sec): 3 clusters Score: Raw -379316.210567 + Penalty 1578.370399 = -377737.840168 nChanged 18 SP:Iteration 46Q (1206.250555 sec): 3 clusters Score: Raw -379322.483719 + Penalty 1578.370399 = -377744.113320 nChanged 9 SP:Iteration 47Q (1206.304260 sec): 3 clusters Score: Raw -379324.678456 + Penalty 1578.370399 = -377746.308057 nChanged 10 SP:Iteration 48Q (1206.350913 sec): 3 clusters Score: Raw -379327.426566 + Penalty 1578.370399 = -377749.056167 nChanged 11 SP:Iteration 49Q (1206.389411 sec): 3 clusters Score: Raw -379330.631630 + Penalty 1578.370399 = -377752.261231 nChanged 16 SP:Iteration 50Q (1206.439746 sec): 3 clusters Score: Raw -379336.313158 + Penalty 1578.370399 = -377757.942759 nChanged 11 SP:Iteration 51Q (1206.476374 sec): 3 clusters Score: Raw -379338.809354 + Penalty 1578.370399 = -377760.438955 nChanged 7 SP:Iteration 52Q (1206.534135 sec): 3 clusters Score: Raw -379339.949160 + Penalty 1578.370399 = -377761.578760 nChanged 4 SP:Iteration 53Q (1206.569247 sec): 3 clusters Score: Raw -379341.113294 + Penalty 1578.370399 = -377762.742895 nChanged 6 SP:Iteration 54Q (1206.626590 sec): 3 clusters Score: Raw -379342.698969 + Penalty 1578.370399 = -377764.328570 nChanged 5 SP:Iteration 55Q (1206.662908 sec): 3 clusters Score: Raw -379343.708297 + Penalty 1578.370399 = -377765.337898 nChanged 5 SP:Iteration 56Q (1206.721343 sec): 3 clusters Score: Raw -379344.830907 + Penalty 1578.370399 = -377766.460508 nChanged 4 SP:Iteration 57Q (1206.773180 sec): 3 clusters Score: Raw -379345.504625 + Penalty 1578.370399 = -377767.134226 nChanged 4 SP:Iteration 58Q (1206.816800 sec): 3 clusters Score: Raw -379345.995219 + Penalty 1578.370399 = -377767.624819 nChanged 1 SP:Iteration 59Q (1206.860256 sec): 3 clusters Score: Raw -379346.053530 + Penalty 1578.370399 = -377767.683130 nChanged 0 SP:Iteration 60F (1206.921943 sec): 3 clusters Score: Raw -379346.053530 + Penalty 1578.370399 = -377767.683130 nChanged 0 Trying to split cluster 14 (4399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.948739 sec): 2 clusters Score: Raw -414208.001358 + Penalty 796.967590 = -413411.033768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.987404 sec): 3 clusters Score: Raw -411824.349727 + Penalty 1593.935179 = -410230.414548 nChanged 1836 SP:Iteration 1F (1207.030802 sec): 3 clusters Score: Raw -412819.086533 + Penalty 1593.935179 = -411225.151354 nChanged 316 SP:Iteration 2F (1207.071231 sec): 3 clusters Score: Raw -412991.112534 + Penalty 1593.935179 = -411397.177355 nChanged 262 SP:Iteration 3F (1207.113416 sec): 3 clusters Score: Raw -413129.760728 + Penalty 1593.935179 = -411535.825549 nChanged 198 SP:Iteration 4Q (1207.169512 sec): 3 clusters Score: Raw -413219.670888 + Penalty 1593.935179 = -411625.735709 nChanged 148 SP:Iteration 5Q (1207.227379 sec): 3 clusters Score: Raw -413275.050848 + Penalty 1593.935179 = -411681.115669 nChanged 128 SP:Iteration 6Q (1207.281217 sec): 3 clusters Score: Raw -413318.057761 + Penalty 1593.935179 = -411724.122582 nChanged 106 SP:Iteration 7Q (1207.323460 sec): 3 clusters Score: Raw -413356.324579 + Penalty 1593.935179 = -411762.389400 nChanged 91 SP:Iteration 8Q (1207.357965 sec): 3 clusters Score: Raw -413387.869768 + Penalty 1593.935179 = -411793.934589 nChanged 90 SP:Iteration 9Q (1207.421416 sec): 3 clusters Score: Raw -413416.614845 + Penalty 1593.935179 = -411822.679666 nChanged 73 SP:Iteration 10Q (1207.453927 sec): 3 clusters Score: Raw -413442.348055 + Penalty 1593.935179 = -411848.412876 nChanged 66 SP:Iteration 11Q (1207.504154 sec): 3 clusters Score: Raw -413464.170170 + Penalty 1593.935179 = -411870.234991 nChanged 70 SP:Iteration 12Q (1207.548525 sec): 3 clusters Score: Raw -413493.275287 + Penalty 1593.935179 = -411899.340108 nChanged 74 SP:Iteration 13Q (1207.596518 sec): 3 clusters Score: Raw -413522.421368 + Penalty 1593.935179 = -411928.486189 nChanged 76 SP:Iteration 14Q (1207.647118 sec): 3 clusters Score: Raw -413552.361870 + Penalty 1593.935179 = -411958.426691 nChanged 78 SP:Iteration 15Q (1207.696455 sec): 3 clusters Score: Raw -413583.305670 + Penalty 1593.935179 = -411989.370491 nChanged 73 SP:Iteration 16Q (1207.738731 sec): 3 clusters Score: Raw -413614.373376 + Penalty 1593.935179 = -412020.438197 nChanged 85 SP:Iteration 17Q (1207.785802 sec): 3 clusters Score: Raw -413654.742006 + Penalty 1593.935179 = -412060.806826 nChanged 85 SP:Iteration 18Q (1207.838523 sec): 3 clusters Score: Raw -413696.766795 + Penalty 1593.935179 = -412102.831616 nChanged 82 SP:Iteration 19Q (1207.899657 sec): 3 clusters Score: Raw -413736.885024 + Penalty 1593.935179 = -412142.949845 nChanged 78 SP:Iteration 20F (1207.941376 sec): 3 clusters Score: Raw -413768.410700 + Penalty 1593.935179 = -412174.475521 nChanged 68 SP:Iteration 21Q (1207.982848 sec): 3 clusters Score: Raw -413803.004464 + Penalty 1593.935179 = -412209.069285 nChanged 75 SP:Iteration 22Q (1208.040005 sec): 3 clusters Score: Raw -413844.028765 + Penalty 1593.935179 = -412250.093586 nChanged 71 SP:Iteration 23Q (1208.085880 sec): 3 clusters Score: Raw -413877.016957 + Penalty 1593.935179 = -412283.081778 nChanged 58 SP:Iteration 24Q (1208.138724 sec): 3 clusters Score: Raw -413893.498040 + Penalty 1593.935179 = -412299.562861 nChanged 42 SP:Iteration 25Q (1208.183300 sec): 3 clusters Score: Raw -413903.656725 + Penalty 1593.935179 = -412309.721546 nChanged 38 SP:Iteration 26Q (1208.218262 sec): 3 clusters Score: Raw -413912.423579 + Penalty 1593.935179 = -412318.488400 nChanged 30 SP:Iteration 27Q (1208.257007 sec): 3 clusters Score: Raw -413920.623224 + Penalty 1593.935179 = -412326.688045 nChanged 31 SP:Iteration 28Q (1208.297652 sec): 3 clusters Score: Raw -413930.763460 + Penalty 1593.935179 = -412336.828281 nChanged 30 SP:Iteration 29Q (1208.349071 sec): 3 clusters Score: Raw -413938.752133 + Penalty 1593.935179 = -412344.816954 nChanged 29 SP:Iteration 30Q (1208.396738 sec): 3 clusters Score: Raw -413946.896820 + Penalty 1593.935179 = -412352.961641 nChanged 37 SP:Iteration 31Q (1208.437195 sec): 3 clusters Score: Raw -413959.231432 + Penalty 1593.935179 = -412365.296252 nChanged 32 SP:Iteration 32Q (1208.488812 sec): 3 clusters Score: Raw -413971.061390 + Penalty 1593.935179 = -412377.126211 nChanged 29 SP:Iteration 33Q (1208.533386 sec): 3 clusters Score: Raw -413981.370123 + Penalty 1593.935179 = -412387.434944 nChanged 30 SP:Iteration 34Q (1208.567941 sec): 3 clusters Score: Raw -413991.929123 + Penalty 1593.935179 = -412397.993944 nChanged 36 SP:Iteration 35Q (1208.615494 sec): 3 clusters Score: Raw -414005.349707 + Penalty 1593.935179 = -412411.414528 nChanged 36 SP:Iteration 36Q (1208.666126 sec): 3 clusters Score: Raw -414018.953906 + Penalty 1593.935179 = -412425.018727 nChanged 37 SP:Iteration 37Q (1208.720744 sec): 3 clusters Score: Raw -414035.563816 + Penalty 1593.935179 = -412441.628637 nChanged 49 SP:Iteration 38Q (1208.755954 sec): 3 clusters Score: Raw -414065.781268 + Penalty 1593.935179 = -412471.846089 nChanged 52 SP:Iteration 39Q (1208.802671 sec): 3 clusters Score: Raw -414090.443349 + Penalty 1593.935179 = -412496.508170 nChanged 46 SP:Iteration 40F (1208.851763 sec): 3 clusters Score: Raw -414110.270533 + Penalty 1593.935179 = -412516.335354 nChanged 47 SP:Iteration 41Q (1208.906473 sec): 3 clusters Score: Raw -414127.808570 + Penalty 1593.935179 = -412533.873391 nChanged 36 SP:Iteration 42Q (1208.951393 sec): 3 clusters Score: Raw -414139.920769 + Penalty 1593.935179 = -412545.985590 nChanged 35 SP:Iteration 43Q (1209.005872 sec): 3 clusters Score: Raw -414151.508246 + Penalty 1593.935179 = -412557.573067 nChanged 23 SP:Iteration 44Q (1209.050204 sec): 3 clusters Score: Raw -414158.317717 + Penalty 1593.935179 = -412564.382538 nChanged 14 SP:Iteration 45Q (1209.106981 sec): 3 clusters Score: Raw -414162.481994 + Penalty 1593.935179 = -412568.546815 nChanged 14 SP:Iteration 46Q (1209.152821 sec): 3 clusters Score: Raw -414165.641116 + Penalty 1593.935179 = -412571.705937 nChanged 14 SP:Iteration 47Q (1209.193116 sec): 3 clusters Score: Raw -414169.143464 + Penalty 1593.935179 = -412575.208285 nChanged 20 SP:Iteration 48Q (1209.241562 sec): 3 clusters Score: Raw -414175.652232 + Penalty 1593.935179 = -412581.717053 nChanged 12 SP:Iteration 49Q (1209.286547 sec): 3 clusters Score: Raw -414178.649541 + Penalty 1593.935179 = -412584.714362 nChanged 14 SP:Iteration 50Q (1209.327443 sec): 3 clusters Score: Raw -414182.422632 + Penalty 1593.935179 = -412588.487453 nChanged 15 SP:Iteration 51Q (1209.376937 sec): 3 clusters Score: Raw -414186.450896 + Penalty 1593.935179 = -412592.515717 nChanged 13 SP:Iteration 52Q (1209.422677 sec): 3 clusters Score: Raw -414190.595414 + Penalty 1593.935179 = -412596.660235 nChanged 14 SP:Iteration 53Q (1209.473499 sec): 3 clusters Score: Raw -414195.279012 + Penalty 1593.935179 = -412601.343833 nChanged 14 SP:Iteration 54Q (1209.522342 sec): 3 clusters Score: Raw -414201.952935 + Penalty 1593.935179 = -412608.017756 nChanged 23 SP:Iteration 55Q (1209.562508 sec): 3 clusters Score: Raw -414212.320473 + Penalty 1593.935179 = -412618.385294 nChanged 18 SP:Iteration 56Q (1209.607619 sec): 3 clusters Score: Raw -414221.318785 + Penalty 1593.935179 = -412627.383606 nChanged 16 SP:Iteration 57Q (1209.651953 sec): 3 clusters Score: Raw -414226.987316 + Penalty 1593.935179 = -412633.052137 nChanged 13 SP:Iteration 58Q (1209.694665 sec): 3 clusters Score: Raw -414232.929796 + Penalty 1593.935179 = -412638.994617 nChanged 21 SP:Iteration 59Q (1209.744849 sec): 3 clusters Score: Raw -414243.478159 + Penalty 1593.935179 = -412649.542980 nChanged 16 SP:Iteration 60F (1209.787482 sec): 3 clusters Score: Raw -414250.938775 + Penalty 1593.935179 = -412657.003595 nChanged 14 SP:Iteration 61Q (1209.829533 sec): 3 clusters Score: Raw -414257.861831 + Penalty 1593.935179 = -412663.926652 nChanged 15 SP:Iteration 62Q (1209.883325 sec): 3 clusters Score: Raw -414263.802813 + Penalty 1593.935179 = -412669.867634 nChanged 13 SP:Iteration 63Q (1209.916437 sec): 3 clusters Score: Raw -414269.688411 + Penalty 1593.935179 = -412675.753232 nChanged 13 SP:Iteration 64Q (1209.967825 sec): 3 clusters Score: Raw -414274.290678 + Penalty 1593.935179 = -412680.355498 nChanged 11 SP:Iteration 65Q (1210.009341 sec): 3 clusters Score: Raw -414277.409655 + Penalty 1593.935179 = -412683.474476 nChanged 7 SP:Iteration 66Q (1210.050393 sec): 3 clusters Score: Raw -414280.185181 + Penalty 1593.935179 = -412686.250002 nChanged 9 SP:Iteration 67Q (1210.102624 sec): 3 clusters Score: Raw -414283.794087 + Penalty 1593.935179 = -412689.858908 nChanged 7 SP:Iteration 68Q (1210.145622 sec): 3 clusters Score: Raw -414285.495336 + Penalty 1593.935179 = -412691.560157 nChanged 9 SP:Iteration 69Q (1210.192960 sec): 3 clusters Score: Raw -414289.035548 + Penalty 1593.935179 = -412695.100369 nChanged 8 SP:Iteration 70Q (1210.234930 sec): 3 clusters Score: Raw -414290.715431 + Penalty 1593.935179 = -412696.780252 nChanged 1 SP:Iteration 71Q (1210.279592 sec): 3 clusters Score: Raw -414291.043698 + Penalty 1593.935179 = -412697.108519 nChanged 2 SP:Iteration 72Q (1210.331486 sec): 3 clusters Score: Raw -414291.861747 + Penalty 1593.935179 = -412697.926568 nChanged 4 SP:Iteration 73Q (1210.369843 sec): 3 clusters Score: Raw -414292.880252 + Penalty 1593.935179 = -412698.945073 nChanged 3 SP:Iteration 74Q (1210.423071 sec): 3 clusters Score: Raw -414293.952928 + Penalty 1593.935179 = -412700.017749 nChanged 3 SP:Iteration 75Q (1210.465254 sec): 3 clusters Score: Raw -414294.852537 + Penalty 1593.935179 = -412700.917357 nChanged 2 SP:Iteration 76Q (1210.500985 sec): 3 clusters Score: Raw -414296.076238 + Penalty 1593.935179 = -412702.141059 nChanged 6 SP:Iteration 77Q (1210.546323 sec): 3 clusters Score: Raw -414298.384978 + Penalty 1593.935179 = -412704.449799 nChanged 5 SP:Iteration 78Q (1210.586219 sec): 3 clusters Score: Raw -414299.756851 + Penalty 1593.935179 = -412705.821672 nChanged 2 SP:Iteration 79Q (1210.625328 sec): 3 clusters Score: Raw -414300.178862 + Penalty 1593.935179 = -412706.243683 nChanged 1 SP:Iteration 80F (1210.669545 sec): 3 clusters Score: Raw -414300.330190 + Penalty 1593.935179 = -412706.395011 nChanged 1 SP:Iteration 81Q (1210.711775 sec): 3 clusters Score: Raw -414300.480604 + Penalty 1593.935179 = -412706.545425 nChanged 1 SP:Iteration 82Q (1210.757532 sec): 3 clusters Score: Raw -414300.838975 + Penalty 1593.935179 = -412706.903796 nChanged 2 SP:Iteration 83Q (1210.812092 sec): 3 clusters Score: Raw -414301.137369 + Penalty 1593.935179 = -412707.202190 nChanged 1 SP:Iteration 84Q (1210.851208 sec): 3 clusters Score: Raw -414301.700176 + Penalty 1593.935179 = -412707.764997 nChanged 1 SP:Iteration 85Q (1210.901829 sec): 3 clusters Score: Raw -414301.976649 + Penalty 1593.935179 = -412708.041470 nChanged 0 SP:Iteration 86F (1210.952936 sec): 3 clusters Score: Raw -414301.976649 + Penalty 1593.935179 = -412708.041470 nChanged 0 Trying to split cluster 15 (14095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.980748 sec): 2 clusters Score: Raw -1352938.857526 + Penalty 907.589663 = -1352031.267863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.052523 sec): 3 clusters Score: Raw -1344413.236153 + Penalty 1815.179327 = -1342598.056826 nChanged 6308 SP:Iteration 1F (1211.108686 sec): 3 clusters Score: Raw -1348137.492840 + Penalty 1815.179327 = -1346322.313513 nChanged 898 SP:Iteration 2F (1211.161610 sec): 3 clusters Score: Raw -1348601.007772 + Penalty 1815.179327 = -1346785.828445 nChanged 848 SP:Iteration 3F (1211.224483 sec): 3 clusters Score: Raw -1349095.188427 + Penalty 1815.179327 = -1347280.009100 nChanged 884 SP:Iteration 4F (1211.279632 sec): 3 clusters Score: Raw -1349703.796921 + Penalty 1815.179327 = -1347888.617594 nChanged 892 SP:Iteration 5F (1211.338886 sec): 3 clusters Score: Raw -1350446.633743 + Penalty 1815.179327 = -1348631.454417 nChanged 785 SP:Iteration 6F (1211.400606 sec): 3 clusters Score: Raw -1351143.101257 + Penalty 1815.179327 = -1349327.921930 nChanged 659 SP:Iteration 7Q (1211.456808 sec): 3 clusters Score: Raw -1351702.881630 + Penalty 1815.179327 = -1349887.702304 nChanged 542 SP:Iteration 8Q (1211.511349 sec): 3 clusters Score: Raw -1352125.142847 + Penalty 1815.179327 = -1350309.963520 nChanged 386 SP:Iteration 9Q (1211.573744 sec): 3 clusters Score: Raw -1352387.865731 + Penalty 1815.179327 = -1350572.686405 nChanged 263 SP:Iteration 10Q (1211.641527 sec): 3 clusters Score: Raw -1352560.111340 + Penalty 1815.179327 = -1350744.932013 nChanged 215 SP:Iteration 11Q (1211.688655 sec): 3 clusters Score: Raw -1352688.618439 + Penalty 1815.179327 = -1350873.439113 nChanged 160 SP:Iteration 12Q (1211.753008 sec): 3 clusters Score: Raw -1352774.091226 + Penalty 1815.179327 = -1350958.911900 nChanged 106 SP:Iteration 13Q (1211.794767 sec): 3 clusters Score: Raw -1352831.084461 + Penalty 1815.179327 = -1351015.905135 nChanged 86 SP:Iteration 14Q (1211.856249 sec): 3 clusters Score: Raw -1352878.283613 + Penalty 1815.179327 = -1351063.104286 nChanged 80 SP:Iteration 15Q (1211.905328 sec): 3 clusters Score: Raw -1352914.602016 + Penalty 1815.179327 = -1351099.422689 nChanged 69 SP:Iteration 16Q (1211.965117 sec): 3 clusters Score: Raw -1352944.770243 + Penalty 1815.179327 = -1351129.590916 nChanged 60 SP:Iteration 17Q (1212.025040 sec): 3 clusters Score: Raw -1352972.099511 + Penalty 1815.179327 = -1351156.920184 nChanged 42 SP:Iteration 18Q (1212.091773 sec): 3 clusters Score: Raw -1352988.226591 + Penalty 1815.179327 = -1351173.047265 nChanged 37 SP:Iteration 19Q (1212.140989 sec): 3 clusters Score: Raw -1353001.285542 + Penalty 1815.179327 = -1351186.106215 nChanged 34 SP:Iteration 20F (1212.207297 sec): 3 clusters Score: Raw -1353012.821928 + Penalty 1815.179327 = -1351197.642601 nChanged 29 SP:Iteration 21Q (1212.266203 sec): 3 clusters Score: Raw -1353023.936684 + Penalty 1815.179327 = -1351208.757357 nChanged 23 SP:Iteration 22Q (1212.313169 sec): 3 clusters Score: Raw -1353033.337889 + Penalty 1815.179327 = -1351218.158562 nChanged 22 SP:Iteration 23Q (1212.370031 sec): 3 clusters Score: Raw -1353042.809107 + Penalty 1815.179327 = -1351227.629780 nChanged 19 SP:Iteration 24Q (1212.430348 sec): 3 clusters Score: Raw -1353048.952868 + Penalty 1815.179327 = -1351233.773541 nChanged 15 SP:Iteration 25Q (1212.493441 sec): 3 clusters Score: Raw -1353055.470758 + Penalty 1815.179327 = -1351240.291431 nChanged 19 SP:Iteration 26Q (1212.552864 sec): 3 clusters Score: Raw -1353063.033858 + Penalty 1815.179327 = -1351247.854532 nChanged 16 SP:Iteration 27Q (1212.599542 sec): 3 clusters Score: Raw -1353068.881290 + Penalty 1815.179327 = -1351253.701963 nChanged 17 SP:Iteration 28Q (1212.654939 sec): 3 clusters Score: Raw -1353076.237326 + Penalty 1815.179327 = -1351261.058000 nChanged 25 SP:Iteration 29Q (1212.711161 sec): 3 clusters Score: Raw -1353085.854507 + Penalty 1815.179327 = -1351270.675180 nChanged 23 SP:Iteration 30Q (1212.768649 sec): 3 clusters Score: Raw -1353092.315294 + Penalty 1815.179327 = -1351277.135968 nChanged 8 SP:Iteration 31Q (1212.817043 sec): 3 clusters Score: Raw -1353095.501836 + Penalty 1815.179327 = -1351280.322509 nChanged 11 SP:Iteration 32Q (1212.877338 sec): 3 clusters Score: Raw -1353100.038646 + Penalty 1815.179327 = -1351284.859319 nChanged 11 SP:Iteration 33Q (1212.939357 sec): 3 clusters Score: Raw -1353105.961407 + Penalty 1815.179327 = -1351290.782080 nChanged 14 SP:Iteration 34Q (1212.998021 sec): 3 clusters Score: Raw -1353113.505659 + Penalty 1815.179327 = -1351298.326333 nChanged 13 SP:Iteration 35Q (1213.045989 sec): 3 clusters Score: Raw -1353119.304735 + Penalty 1815.179327 = -1351304.125409 nChanged 10 SP:Iteration 36Q (1213.101929 sec): 3 clusters Score: Raw -1353123.331722 + Penalty 1815.179327 = -1351308.152396 nChanged 11 SP:Iteration 37Q (1213.158441 sec): 3 clusters Score: Raw -1353127.371515 + Penalty 1815.179327 = -1351312.192189 nChanged 8 SP:Iteration 38Q (1213.215636 sec): 3 clusters Score: Raw -1353129.360999 + Penalty 1815.179327 = -1351314.181673 nChanged 5 SP:Iteration 39Q (1213.280323 sec): 3 clusters Score: Raw -1353131.047638 + Penalty 1815.179327 = -1351315.868311 nChanged 5 SP:Iteration 40F (1213.334569 sec): 3 clusters Score: Raw -1353132.082756 + Penalty 1815.179327 = -1351316.903429 nChanged 3 SP:Iteration 41Q (1213.401460 sec): 3 clusters Score: Raw -1353133.013428 + Penalty 1815.179327 = -1351317.834101 nChanged 3 SP:Iteration 42Q (1213.458871 sec): 3 clusters Score: Raw -1353134.108801 + Penalty 1815.179327 = -1351318.929474 nChanged 1 SP:Iteration 43Q (1213.520264 sec): 3 clusters Score: Raw -1353134.413415 + Penalty 1815.179327 = -1351319.234089 nChanged 0 SP:Iteration 44F (1213.581307 sec): 3 clusters Score: Raw -1353134.413415 + Penalty 1815.179327 = -1351319.234089 nChanged 0 Trying to split cluster 16 (3738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.606404 sec): 2 clusters Score: Raw -359036.841328 + Penalty 781.499069 = -358255.342259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.658147 sec): 3 clusters Score: Raw -357024.510401 + Penalty 1562.998138 = -355461.512264 nChanged 1579 SP:Iteration 1F (1213.705457 sec): 3 clusters Score: Raw -357953.876861 + Penalty 1562.998138 = -356390.878724 nChanged 301 SP:Iteration 2F (1213.754804 sec): 3 clusters Score: Raw -358130.947657 + Penalty 1562.998138 = -356567.949519 nChanged 227 SP:Iteration 3F (1213.808631 sec): 3 clusters Score: Raw -358246.177653 + Penalty 1562.998138 = -356683.179515 nChanged 186 SP:Iteration 4Q (1213.860815 sec): 3 clusters Score: Raw -358351.383523 + Penalty 1562.998138 = -356788.385385 nChanged 148 SP:Iteration 5Q (1213.900153 sec): 3 clusters Score: Raw -358441.766658 + Penalty 1562.998138 = -356878.768520 nChanged 143 SP:Iteration 6Q (1213.952601 sec): 3 clusters Score: Raw -358543.676428 + Penalty 1562.998138 = -356980.678290 nChanged 142 SP:Iteration 7Q (1213.996986 sec): 3 clusters Score: Raw -358617.549903 + Penalty 1562.998138 = -357054.551765 nChanged 111 SP:Iteration 8Q (1214.043930 sec): 3 clusters Score: Raw -358663.329193 + Penalty 1562.998138 = -357100.331056 nChanged 96 SP:Iteration 9Q (1214.096509 sec): 3 clusters Score: Raw -358697.217987 + Penalty 1562.998138 = -357134.219849 nChanged 81 SP:Iteration 10Q (1214.158773 sec): 3 clusters Score: Raw -358729.876676 + Penalty 1562.998138 = -357166.878538 nChanged 83 SP:Iteration 11Q (1214.211760 sec): 3 clusters Score: Raw -358768.143253 + Penalty 1562.998138 = -357205.145115 nChanged 65 SP:Iteration 12Q (1214.255577 sec): 3 clusters Score: Raw -358793.979695 + Penalty 1562.998138 = -357230.981557 nChanged 71 SP:Iteration 13Q (1214.304183 sec): 3 clusters Score: Raw -358828.470343 + Penalty 1562.998138 = -357265.472205 nChanged 73 SP:Iteration 14Q (1214.358718 sec): 3 clusters Score: Raw -358862.081508 + Penalty 1562.998138 = -357299.083370 nChanged 67 SP:Iteration 15Q (1214.411509 sec): 3 clusters Score: Raw -358890.869653 + Penalty 1562.998138 = -357327.871516 nChanged 61 SP:Iteration 16Q (1214.453446 sec): 3 clusters Score: Raw -358922.791915 + Penalty 1562.998138 = -357359.793777 nChanged 73 SP:Iteration 17Q (1214.497941 sec): 3 clusters Score: Raw -358957.533502 + Penalty 1562.998138 = -357394.535364 nChanged 64 SP:Iteration 18Q (1214.558706 sec): 3 clusters Score: Raw -358984.807475 + Penalty 1562.998138 = -357421.809337 nChanged 64 SP:Iteration 19Q (1214.604856 sec): 3 clusters Score: Raw -359006.207664 + Penalty 1562.998138 = -357443.209526 nChanged 41 SP:Iteration 20F (1214.655536 sec): 3 clusters Score: Raw -359021.229974 + Penalty 1562.998138 = -357458.231836 nChanged 42 SP:Iteration 21Q (1214.708554 sec): 3 clusters Score: Raw -359036.324883 + Penalty 1562.998138 = -357473.326746 nChanged 34 SP:Iteration 22Q (1214.757266 sec): 3 clusters Score: Raw -359047.590987 + Penalty 1562.998138 = -357484.592850 nChanged 27 SP:Iteration 23Q (1214.797946 sec): 3 clusters Score: Raw -359055.135863 + Penalty 1562.998138 = -357492.137725 nChanged 27 SP:Iteration 24Q (1214.858026 sec): 3 clusters Score: Raw -359062.205074 + Penalty 1562.998138 = -357499.206936 nChanged 21 SP:Iteration 25Q (1214.913774 sec): 3 clusters Score: Raw -359067.135005 + Penalty 1562.998138 = -357504.136867 nChanged 24 SP:Iteration 26Q (1214.964000 sec): 3 clusters Score: Raw -359071.926260 + Penalty 1562.998138 = -357508.928123 nChanged 17 SP:Iteration 27Q (1215.019141 sec): 3 clusters Score: Raw -359075.876680 + Penalty 1562.998138 = -357512.878542 nChanged 12 SP:Iteration 28Q (1215.060265 sec): 3 clusters Score: Raw -359078.492151 + Penalty 1562.998138 = -357515.494013 nChanged 14 SP:Iteration 29Q (1215.114010 sec): 3 clusters Score: Raw -359082.016236 + Penalty 1562.998138 = -357519.018098 nChanged 17 SP:Iteration 30Q (1215.155955 sec): 3 clusters Score: Raw -359086.046583 + Penalty 1562.998138 = -357523.048446 nChanged 11 SP:Iteration 31Q (1215.205753 sec): 3 clusters Score: Raw -359088.243780 + Penalty 1562.998138 = -357525.245642 nChanged 7 SP:Iteration 32Q (1215.264176 sec): 3 clusters Score: Raw -359089.109934 + Penalty 1562.998138 = -357526.111796 nChanged 3 SP:Iteration 33Q (1215.313931 sec): 3 clusters Score: Raw -359089.849882 + Penalty 1562.998138 = -357526.851744 nChanged 1 SP:Iteration 34Q (1215.367753 sec): 3 clusters Score: Raw -359090.216499 + Penalty 1562.998138 = -357527.218361 nChanged 1 SP:Iteration 35Q (1215.403062 sec): 3 clusters Score: Raw -359090.463421 + Penalty 1562.998138 = -357527.465283 nChanged 1 SP:Iteration 36Q (1215.444506 sec): 3 clusters Score: Raw -359090.588119 + Penalty 1562.998138 = -357527.589981 nChanged 0 SP:Iteration 37F (1215.490000 sec): 3 clusters Score: Raw -359090.588119 + Penalty 1562.998138 = -357527.589981 nChanged 0 Trying to split cluster 17 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.514419 sec): 2 clusters Score: Raw -4570.084131 + Penalty 451.591068 = -4118.493063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.563946 sec): 3 clusters Score: Raw -4666.616280 + Penalty 903.182136 = -3763.434143 nChanged 21 SP:Iteration 1F (1215.620884 sec): 3 clusters Score: Raw -4726.433615 + Penalty 903.182136 = -3823.251479 nChanged 6 SP:Iteration 2F (1215.674326 sec): 3 clusters Score: Raw -4774.944304 + Penalty 903.182136 = -3871.762168 nChanged 6 SP:Iteration 3F (1215.722782 sec): 3 clusters Score: Raw -4790.994126 + Penalty 903.182136 = -3887.811990 nChanged 3 SP:Iteration 4Q (1215.758457 sec): 3 clusters Score: Raw -4797.800285 + Penalty 903.182136 = -3894.618149 nChanged 4 SP:Iteration 5Q (1215.817077 sec): 3 clusters Score: Raw -4805.967585 + Penalty 903.182136 = -3902.785449 nChanged 1 SP:Iteration 6Q (1215.865930 sec): 3 clusters Score: Raw -4806.546898 + Penalty 903.182136 = -3903.364762 nChanged 0 SP:Iteration 7F (1215.915302 sec): 3 clusters Score: Raw -4806.546898 + Penalty 903.182136 = -3903.364762 nChanged 0 Trying to split cluster 18 (2928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.945050 sec): 2 clusters Score: Raw -262855.429013 + Penalty 758.297113 = -262097.131900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.997456 sec): 3 clusters Score: Raw -261358.865575 + Penalty 1516.594226 = -259842.271349 nChanged 1163 SP:Iteration 1F (1216.041472 sec): 3 clusters Score: Raw -262029.305948 + Penalty 1516.594226 = -260512.711722 nChanged 259 SP:Iteration 2F (1216.088416 sec): 3 clusters Score: Raw -262192.979263 + Penalty 1516.594226 = -260676.385037 nChanged 175 SP:Iteration 3F (1216.125824 sec): 3 clusters Score: Raw -262307.020071 + Penalty 1516.594226 = -260790.425845 nChanged 157 SP:Iteration 4F (1216.168576 sec): 3 clusters Score: Raw -262409.379331 + Penalty 1516.594226 = -260892.785104 nChanged 152 SP:Iteration 5F (1216.205737 sec): 3 clusters Score: Raw -262508.475872 + Penalty 1516.594226 = -260991.881646 nChanged 123 SP:Iteration 6Q (1216.262974 sec): 3 clusters Score: Raw -262575.619226 + Penalty 1516.594226 = -261059.025000 nChanged 85 SP:Iteration 7Q (1216.308457 sec): 3 clusters Score: Raw -262616.064083 + Penalty 1516.594226 = -261099.469857 nChanged 73 SP:Iteration 8Q (1216.347579 sec): 3 clusters Score: Raw -262654.253617 + Penalty 1516.594226 = -261137.659391 nChanged 65 SP:Iteration 9Q (1216.389956 sec): 3 clusters Score: Raw -262689.377203 + Penalty 1516.594226 = -261172.782977 nChanged 63 SP:Iteration 10Q (1216.436172 sec): 3 clusters Score: Raw -262722.275722 + Penalty 1516.594226 = -261205.681496 nChanged 66 SP:Iteration 11Q (1216.474730 sec): 3 clusters Score: Raw -262755.623423 + Penalty 1516.594226 = -261239.029197 nChanged 60 SP:Iteration 12Q (1216.514337 sec): 3 clusters Score: Raw -262782.397016 + Penalty 1516.594226 = -261265.802789 nChanged 45 SP:Iteration 13Q (1216.560224 sec): 3 clusters Score: Raw -262811.034538 + Penalty 1516.594226 = -261294.440311 nChanged 55 SP:Iteration 14Q (1216.606556 sec): 3 clusters Score: Raw -262833.161459 + Penalty 1516.594226 = -261316.567233 nChanged 32 SP:Iteration 15Q (1216.660434 sec): 3 clusters Score: Raw -262842.611638 + Penalty 1516.594226 = -261326.017411 nChanged 29 SP:Iteration 16Q (1216.705546 sec): 3 clusters Score: Raw -262851.902226 + Penalty 1516.594226 = -261335.307999 nChanged 21 SP:Iteration 17Q (1216.745407 sec): 3 clusters Score: Raw -262856.473901 + Penalty 1516.594226 = -261339.879674 nChanged 18 SP:Iteration 18Q (1216.787248 sec): 3 clusters Score: Raw -262861.246026 + Penalty 1516.594226 = -261344.651800 nChanged 17 SP:Iteration 19Q (1216.825832 sec): 3 clusters Score: Raw -262865.432128 + Penalty 1516.594226 = -261348.837901 nChanged 14 SP:Iteration 20F (1216.871440 sec): 3 clusters Score: Raw -262870.050626 + Penalty 1516.594226 = -261353.456400 nChanged 16 SP:Iteration 21Q (1216.916482 sec): 3 clusters Score: Raw -262875.578364 + Penalty 1516.594226 = -261358.984138 nChanged 18 SP:Iteration 22Q (1216.954938 sec): 3 clusters Score: Raw -262882.426415 + Penalty 1516.594226 = -261365.832189 nChanged 21 SP:Iteration 23Q (1217.012540 sec): 3 clusters Score: Raw -262889.068460 + Penalty 1516.594226 = -261372.474233 nChanged 25 SP:Iteration 24Q (1217.057242 sec): 3 clusters Score: Raw -262897.183963 + Penalty 1516.594226 = -261380.589737 nChanged 26 SP:Iteration 25Q (1217.101486 sec): 3 clusters Score: Raw -262905.406412 + Penalty 1516.594226 = -261388.812186 nChanged 19 SP:Iteration 26Q (1217.141204 sec): 3 clusters Score: Raw -262910.209733 + Penalty 1516.594226 = -261393.615507 nChanged 12 SP:Iteration 27Q (1217.194894 sec): 3 clusters Score: Raw -262912.791041 + Penalty 1516.594226 = -261396.196815 nChanged 5 SP:Iteration 28Q (1217.253655 sec): 3 clusters Score: Raw -262913.963633 + Penalty 1516.594226 = -261397.369407 nChanged 6 SP:Iteration 29Q (1217.304183 sec): 3 clusters Score: Raw -262915.068856 + Penalty 1516.594226 = -261398.474630 nChanged 4 SP:Iteration 30Q (1217.318221 sec): 3 clusters Score: Raw -262916.150591 + Penalty 1516.594226 = -261399.556364 nChanged 6 SP:Iteration 31Q (1217.335857 sec): 3 clusters Score: Raw -262917.152758 + Penalty 1516.594226 = -261400.558532 nChanged 5 SP:Iteration 32Q (1217.368271 sec): 3 clusters Score: Raw -262918.894058 + Penalty 1516.594226 = -261402.299832 nChanged 5 SP:Iteration 33Q (1217.423337 sec): 3 clusters Score: Raw -262919.837198 + Penalty 1516.594226 = -261403.242972 nChanged 3 SP:Iteration 34Q (1217.473670 sec): 3 clusters Score: Raw -262920.576463 + Penalty 1516.594226 = -261403.982237 nChanged 4 SP:Iteration 35Q (1217.534348 sec): 3 clusters Score: Raw -262921.967577 + Penalty 1516.594226 = -261405.373351 nChanged 8 SP:Iteration 36Q (1217.590329 sec): 3 clusters Score: Raw -262924.592632 + Penalty 1516.594226 = -261407.998406 nChanged 7 SP:Iteration 37Q (1217.632398 sec): 3 clusters Score: Raw -262926.905380 + Penalty 1516.594226 = -261410.311154 nChanged 5 SP:Iteration 38Q (1217.693355 sec): 3 clusters Score: Raw -262928.984239 + Penalty 1516.594226 = -261412.390013 nChanged 7 SP:Iteration 39Q (1217.750040 sec): 3 clusters Score: Raw -262930.975382 + Penalty 1516.594226 = -261414.381156 nChanged 7 SP:Iteration 40F (1217.801025 sec): 3 clusters Score: Raw -262933.246939 + Penalty 1516.594226 = -261416.652712 nChanged 7 SP:Iteration 41Q (1217.842857 sec): 3 clusters Score: Raw -262935.651985 + Penalty 1516.594226 = -261419.057758 nChanged 10 SP:Iteration 42Q (1217.891757 sec): 3 clusters Score: Raw -262938.587585 + Penalty 1516.594226 = -261421.993358 nChanged 9 SP:Iteration 43Q (1217.921606 sec): 3 clusters Score: Raw -262941.033700 + Penalty 1516.594226 = -261424.439474 nChanged 4 SP:Iteration 44Q (1217.941306 sec): 3 clusters Score: Raw -262942.403028 + Penalty 1516.594226 = -261425.808802 nChanged 5 SP:Iteration 45Q (1217.961778 sec): 3 clusters Score: Raw -262943.836937 + Penalty 1516.594226 = -261427.242710 nChanged 5 SP:Iteration 46Q (1217.980359 sec): 3 clusters Score: Raw -262944.949147 + Penalty 1516.594226 = -261428.354920 nChanged 5 SP:Iteration 47Q (1217.998128 sec): 3 clusters Score: Raw -262946.197633 + Penalty 1516.594226 = -261429.603407 nChanged 4 SP:Iteration 48Q (1218.027255 sec): 3 clusters Score: Raw -262947.333889 + Penalty 1516.594226 = -261430.739663 nChanged 3 SP:Iteration 49Q (1218.081380 sec): 3 clusters Score: Raw -262948.177727 + Penalty 1516.594226 = -261431.583500 nChanged 5 SP:Iteration 50Q (1218.125512 sec): 3 clusters Score: Raw -262949.847567 + Penalty 1516.594226 = -261433.253341 nChanged 5 SP:Iteration 51Q (1218.168500 sec): 3 clusters Score: Raw -262951.632657 + Penalty 1516.594226 = -261435.038431 nChanged 7 SP:Iteration 52Q (1218.211050 sec): 3 clusters Score: Raw -262953.834255 + Penalty 1516.594226 = -261437.240029 nChanged 7 SP:Iteration 53Q (1218.272413 sec): 3 clusters Score: Raw -262955.333934 + Penalty 1516.594226 = -261438.739708 nChanged 4 SP:Iteration 54Q (1218.310277 sec): 3 clusters Score: Raw -262956.133650 + Penalty 1516.594226 = -261439.539424 nChanged 4 SP:Iteration 55Q (1218.347726 sec): 3 clusters Score: Raw -262956.967646 + Penalty 1516.594226 = -261440.373420 nChanged 4 SP:Iteration 56Q (1218.375944 sec): 3 clusters Score: Raw -262958.112188 + Penalty 1516.594226 = -261441.517962 nChanged 2 SP:Iteration 57Q (1218.396372 sec): 3 clusters Score: Raw -262958.666712 + Penalty 1516.594226 = -261442.072486 nChanged 4 SP:Iteration 58Q (1218.413008 sec): 3 clusters Score: Raw -262959.534155 + Penalty 1516.594226 = -261442.939929 nChanged 1 SP:Iteration 59Q (1218.443229 sec): 3 clusters Score: Raw -262960.008205 + Penalty 1516.594226 = -261443.413979 nChanged 3 SP:Iteration 60F (1218.470953 sec): 3 clusters Score: Raw -262960.995983 + Penalty 1516.594226 = -261444.401757 nChanged 3 SP:Iteration 61Q (1218.516421 sec): 3 clusters Score: Raw -262961.784813 + Penalty 1516.594226 = -261445.190587 nChanged 3 SP:Iteration 62Q (1218.570579 sec): 3 clusters Score: Raw -262962.308802 + Penalty 1516.594226 = -261445.714576 nChanged 3 SP:Iteration 63Q (1218.613407 sec): 3 clusters Score: Raw -262962.906213 + Penalty 1516.594226 = -261446.311987 nChanged 3 SP:Iteration 64Q (1218.662390 sec): 3 clusters Score: Raw -262963.621059 + Penalty 1516.594226 = -261447.026833 nChanged 3 SP:Iteration 65Q (1218.698278 sec): 3 clusters Score: Raw -262964.143517 + Penalty 1516.594226 = -261447.549290 nChanged 3 SP:Iteration 66Q (1218.744045 sec): 3 clusters Score: Raw -262964.543370 + Penalty 1516.594226 = -261447.949143 nChanged 1 SP:Iteration 67Q (1218.786720 sec): 3 clusters Score: Raw -262964.658507 + Penalty 1516.594226 = -261448.064280 nChanged 1 SP:Iteration 68Q (1218.831718 sec): 3 clusters Score: Raw -262964.883250 + Penalty 1516.594226 = -261448.289023 nChanged 2 SP:Iteration 69Q (1218.877615 sec): 3 clusters Score: Raw -262965.415969 + Penalty 1516.594226 = -261448.821743 nChanged 2 SP:Iteration 70Q (1218.925196 sec): 3 clusters Score: Raw -262965.733925 + Penalty 1516.594226 = -261449.139698 nChanged 0 SP:Iteration 71F (1218.968709 sec): 3 clusters Score: Raw -262965.733925 + Penalty 1516.594226 = -261449.139698 nChanged 0 Trying to split cluster 19 (2044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1218.981066 sec): 2 clusters Score: Raw -196113.511205 + Penalty 724.153075 = -195389.358130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1219.038018 sec): 3 clusters Score: Raw -195101.387209 + Penalty 1448.306151 = -193653.081058 nChanged 787 SP:Iteration 1F (1219.072394 sec): 3 clusters Score: Raw -195546.072772 + Penalty 1448.306151 = -194097.766621 nChanged 153 SP:Iteration 2F (1219.112684 sec): 3 clusters Score: Raw -195634.657591 + Penalty 1448.306151 = -194186.351440 nChanged 93 SP:Iteration 3Q (1219.146645 sec): 3 clusters Score: Raw -195691.061830 + Penalty 1448.306151 = -194242.755679 nChanged 74 SP:Iteration 4Q (1219.182723 sec): 3 clusters Score: Raw -195736.447652 + Penalty 1448.306151 = -194288.141502 nChanged 68 SP:Iteration 5Q (1219.217681 sec): 3 clusters Score: Raw -195774.795178 + Penalty 1448.306151 = -194326.489028 nChanged 72 SP:Iteration 6Q (1219.253552 sec): 3 clusters Score: Raw -195815.486164 + Penalty 1448.306151 = -194367.180013 nChanged 56 SP:Iteration 7Q (1219.296296 sec): 3 clusters Score: Raw -195846.528903 + Penalty 1448.306151 = -194398.222753 nChanged 60 SP:Iteration 8Q (1219.336278 sec): 3 clusters Score: Raw -195882.705028 + Penalty 1448.306151 = -194434.398877 nChanged 59 SP:Iteration 9Q (1219.371529 sec): 3 clusters Score: Raw -195926.092665 + Penalty 1448.306151 = -194477.786514 nChanged 66 SP:Iteration 10Q (1219.405932 sec): 3 clusters Score: Raw -195987.323844 + Penalty 1448.306151 = -194539.017693 nChanged 61 SP:Iteration 11Q (1219.460727 sec): 3 clusters Score: Raw -196035.365080 + Penalty 1448.306151 = -194587.058929 nChanged 52 SP:Iteration 12Q (1219.496986 sec): 3 clusters Score: Raw -196075.178104 + Penalty 1448.306151 = -194626.871953 nChanged 38 SP:Iteration 13Q (1219.552100 sec): 3 clusters Score: Raw -196108.447288 + Penalty 1448.306151 = -194660.141138 nChanged 35 SP:Iteration 14Q (1219.585723 sec): 3 clusters Score: Raw -196135.199354 + Penalty 1448.306151 = -194686.893203 nChanged 19 SP:Iteration 15Q (1219.638854 sec): 3 clusters Score: Raw -196151.184134 + Penalty 1448.306151 = -194702.877984 nChanged 13 SP:Iteration 16Q (1219.670981 sec): 3 clusters Score: Raw -196158.789655 + Penalty 1448.306151 = -194710.483504 nChanged 13 SP:Iteration 17Q (1219.707457 sec): 3 clusters Score: Raw -196169.324405 + Penalty 1448.306151 = -194721.018254 nChanged 15 SP:Iteration 18Q (1219.751282 sec): 3 clusters Score: Raw -196189.958005 + Penalty 1448.306151 = -194741.651855 nChanged 14 SP:Iteration 19Q (1219.790687 sec): 3 clusters Score: Raw -196203.765381 + Penalty 1448.306151 = -194755.459230 nChanged 16 SP:Iteration 20F (1219.851967 sec): 3 clusters Score: Raw -196216.896631 + Penalty 1448.306151 = -194768.590480 nChanged 9 SP:Iteration 21Q (1219.895917 sec): 3 clusters Score: Raw -196225.267083 + Penalty 1448.306151 = -194776.960932 nChanged 5 SP:Iteration 22Q (1219.937707 sec): 3 clusters Score: Raw -196228.459110 + Penalty 1448.306151 = -194780.152959 nChanged 2 SP:Iteration 23Q (1219.986217 sec): 3 clusters Score: Raw -196230.222177 + Penalty 1448.306151 = -194781.916026 nChanged 3 SP:Iteration 24Q (1220.036274 sec): 3 clusters Score: Raw -196234.087649 + Penalty 1448.306151 = -194785.781498 nChanged 7 SP:Iteration 25Q (1220.071759 sec): 3 clusters Score: Raw -196243.007762 + Penalty 1448.306151 = -194794.701611 nChanged 7 SP:Iteration 26Q (1220.123293 sec): 3 clusters Score: Raw -196248.606468 + Penalty 1448.306151 = -194800.300317 nChanged 2 SP:Iteration 27Q (1220.168030 sec): 3 clusters Score: Raw -196249.595688 + Penalty 1448.306151 = -194801.289537 nChanged 0 SP:Iteration 28F (1220.206435 sec): 3 clusters Score: Raw -196249.595688 + Penalty 1448.306151 = -194801.289537 nChanged 0 Trying to split cluster 20 (29122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1220.269160 sec): 2 clusters Score: Raw -2833959.179552 + Penalty 976.528672 = -2832982.650880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1220.343557 sec): 3 clusters Score: Raw -2815549.358741 + Penalty 1953.057344 = -2813596.301396 nChanged 13574 SP:Iteration 1F (1220.420368 sec): 3 clusters Score: Raw -2823111.288444 + Penalty 1953.057344 = -2821158.231099 nChanged 1454 SP:Iteration 2Q (1220.505427 sec): 3 clusters Score: Raw -2823699.594437 + Penalty 1953.057344 = -2821746.537092 nChanged 1582 SP:Iteration 3F (1220.589307 sec): 3 clusters Score: Raw -2824505.823479 + Penalty 1953.057344 = -2822552.766134 nChanged 1727 SP:Iteration 4F (1220.662517 sec): 3 clusters Score: Raw -2825617.452786 + Penalty 1953.057344 = -2823664.395441 nChanged 1909 SP:Iteration 5F (1220.746855 sec): 3 clusters Score: Raw -2827207.251537 + Penalty 1953.057344 = -2825254.194193 nChanged 1967 SP:Iteration 6F (1220.809645 sec): 3 clusters Score: Raw -2828984.850306 + Penalty 1953.057344 = -2827031.792962 nChanged 1730 SP:Iteration 7F (1220.896306 sec): 3 clusters Score: Raw -2830216.332184 + Penalty 1953.057344 = -2828263.274840 nChanged 1207 SP:Iteration 8Q (1220.969401 sec): 3 clusters Score: Raw -2830748.563538 + Penalty 1953.057344 = -2828795.506194 nChanged 697 SP:Iteration 9Q (1221.060141 sec): 3 clusters Score: Raw -2830971.472886 + Penalty 1953.057344 = -2829018.415541 nChanged 466 SP:Iteration 10Q (1221.149197 sec): 3 clusters Score: Raw -2831103.079214 + Penalty 1953.057344 = -2829150.021869 nChanged 385 SP:Iteration 11Q (1221.230614 sec): 3 clusters Score: Raw -2831213.563826 + Penalty 1953.057344 = -2829260.506481 nChanged 397 SP:Iteration 12Q (1221.316212 sec): 3 clusters Score: Raw -2831339.069695 + Penalty 1953.057344 = -2829386.012351 nChanged 382 SP:Iteration 13Q (1221.397717 sec): 3 clusters Score: Raw -2831459.382223 + Penalty 1953.057344 = -2829506.324878 nChanged 391 SP:Iteration 14Q (1221.484210 sec): 3 clusters Score: Raw -2831585.852757 + Penalty 1953.057344 = -2829632.795412 nChanged 402 SP:Iteration 15Q (1221.555088 sec): 3 clusters Score: Raw -2831725.949426 + Penalty 1953.057344 = -2829772.892081 nChanged 428 SP:Iteration 16Q (1221.636452 sec): 3 clusters Score: Raw -2831890.608405 + Penalty 1953.057344 = -2829937.551061 nChanged 443 SP:Iteration 17Q (1221.725462 sec): 3 clusters Score: Raw -2832061.731603 + Penalty 1953.057344 = -2830108.674259 nChanged 421 SP:Iteration 18Q (1221.793732 sec): 3 clusters Score: Raw -2832221.720760 + Penalty 1953.057344 = -2830268.663415 nChanged 415 SP:Iteration 19Q (1221.868330 sec): 3 clusters Score: Raw -2832383.415345 + Penalty 1953.057344 = -2830430.358001 nChanged 399 SP:Iteration 20F (1221.948209 sec): 3 clusters Score: Raw -2832529.099634 + Penalty 1953.057344 = -2830576.042290 nChanged 356 SP:Iteration 21Q (1222.027895 sec): 3 clusters Score: Raw -2832668.332355 + Penalty 1953.057344 = -2830715.275010 nChanged 338 SP:Iteration 22Q (1222.099649 sec): 3 clusters Score: Raw -2832811.462068 + Penalty 1953.057344 = -2830858.404724 nChanged 340 SP:Iteration 23Q (1222.183741 sec): 3 clusters Score: Raw -2832952.258597 + Penalty 1953.057344 = -2830999.201253 nChanged 325 SP:Iteration 24Q (1222.265991 sec): 3 clusters Score: Raw -2833084.644608 + Penalty 1953.057344 = -2831131.587263 nChanged 303 SP:Iteration 25Q (1222.344321 sec): 3 clusters Score: Raw -2833217.895317 + Penalty 1953.057344 = -2831264.837973 nChanged 274 SP:Iteration 26Q (1222.419972 sec): 3 clusters Score: Raw -2833344.597141 + Penalty 1953.057344 = -2831391.539796 nChanged 276 SP:Iteration 27Q (1222.489464 sec): 3 clusters Score: Raw -2833479.049555 + Penalty 1953.057344 = -2831525.992211 nChanged 238 SP:Iteration 28Q (1222.554120 sec): 3 clusters Score: Raw -2833590.368048 + Penalty 1953.057344 = -2831637.310704 nChanged 184 SP:Iteration 29Q (1222.628789 sec): 3 clusters Score: Raw -2833669.988123 + Penalty 1953.057344 = -2831716.930779 nChanged 163 SP:Iteration 30Q (1222.705568 sec): 3 clusters Score: Raw -2833736.663041 + Penalty 1953.057344 = -2831783.605697 nChanged 138 SP:Iteration 31Q (1222.786723 sec): 3 clusters Score: Raw -2833803.390539 + Penalty 1953.057344 = -2831850.333195 nChanged 130 SP:Iteration 32Q (1222.855906 sec): 3 clusters Score: Raw -2833864.881682 + Penalty 1953.057344 = -2831911.824337 nChanged 100 SP:Iteration 33Q (1222.927453 sec): 3 clusters Score: Raw -2833907.556613 + Penalty 1953.057344 = -2831954.499268 nChanged 79 SP:Iteration 34Q (1222.985676 sec): 3 clusters Score: Raw -2833941.032805 + Penalty 1953.057344 = -2831987.975460 nChanged 64 SP:Iteration 35Q (1223.067291 sec): 3 clusters Score: Raw -2833967.093371 + Penalty 1953.057344 = -2832014.036027 nChanged 65 SP:Iteration 36Q (1223.133838 sec): 3 clusters Score: Raw -2833997.319338 + Penalty 1953.057344 = -2832044.261994 nChanged 39 SP:Iteration 37Q (1223.218835 sec): 3 clusters Score: Raw -2834015.338471 + Penalty 1953.057344 = -2832062.281127 nChanged 31 SP:Iteration 38Q (1223.299756 sec): 3 clusters Score: Raw -2834027.933681 + Penalty 1953.057344 = -2832074.876336 nChanged 26 SP:Iteration 39Q (1223.371911 sec): 3 clusters Score: Raw -2834039.757905 + Penalty 1953.057344 = -2832086.700561 nChanged 19 SP:Iteration 40F (1223.452911 sec): 3 clusters Score: Raw -2834046.027277 + Penalty 1953.057344 = -2832092.969932 nChanged 22 SP:Iteration 41Q (1223.523100 sec): 3 clusters Score: Raw -2834054.654102 + Penalty 1953.057344 = -2832101.596758 nChanged 19 SP:Iteration 42Q (1223.597538 sec): 3 clusters Score: Raw -2834063.562509 + Penalty 1953.057344 = -2832110.505165 nChanged 11 SP:Iteration 43Q (1223.671881 sec): 3 clusters Score: Raw -2834067.282422 + Penalty 1953.057344 = -2832114.225077 nChanged 13 SP:Iteration 44Q (1223.751308 sec): 3 clusters Score: Raw -2834072.938079 + Penalty 1953.057344 = -2832119.880735 nChanged 10 SP:Iteration 45Q (1223.819826 sec): 3 clusters Score: Raw -2834077.097848 + Penalty 1953.057344 = -2832124.040504 nChanged 7 SP:Iteration 46Q (1223.890452 sec): 3 clusters Score: Raw -2834079.649449 + Penalty 1953.057344 = -2832126.592105 nChanged 8 SP:Iteration 47Q (1223.960949 sec): 3 clusters Score: Raw -2834084.648579 + Penalty 1953.057344 = -2832131.591234 nChanged 16 SP:Iteration 48Q (1224.033540 sec): 3 clusters Score: Raw -2834091.170709 + Penalty 1953.057344 = -2832138.113364 nChanged 13 SP:Iteration 49Q (1224.102010 sec): 3 clusters Score: Raw -2834095.927615 + Penalty 1953.057344 = -2832142.870270 nChanged 12 SP:Iteration 50Q (1224.187951 sec): 3 clusters Score: Raw -2834100.684100 + Penalty 1953.057344 = -2832147.626755 nChanged 10 SP:Iteration 51Q (1224.261363 sec): 3 clusters Score: Raw -2834104.625902 + Penalty 1953.057344 = -2832151.568558 nChanged 11 SP:Iteration 52Q (1224.325329 sec): 3 clusters Score: Raw -2834109.762939 + Penalty 1953.057344 = -2832156.705595 nChanged 11 SP:Iteration 53Q (1224.406834 sec): 3 clusters Score: Raw -2834112.903181 + Penalty 1953.057344 = -2832159.845836 nChanged 8 SP:Iteration 54Q (1224.476925 sec): 3 clusters Score: Raw -2834116.585121 + Penalty 1953.057344 = -2832163.527777 nChanged 15 SP:Iteration 55Q (1224.548980 sec): 3 clusters Score: Raw -2834123.424069 + Penalty 1953.057344 = -2832170.366725 nChanged 12 SP:Iteration 56Q (1224.635248 sec): 3 clusters Score: Raw -2834128.634544 + Penalty 1953.057344 = -2832175.577199 nChanged 8 SP:Iteration 57Q (1224.701309 sec): 3 clusters Score: Raw -2834131.963188 + Penalty 1953.057344 = -2832178.905843 nChanged 2 SP:Iteration 58Q (1224.774073 sec): 3 clusters Score: Raw -2834133.080178 + Penalty 1953.057344 = -2832180.022833 nChanged 2 SP:Iteration 59Q (1224.835803 sec): 3 clusters Score: Raw -2834134.194497 + Penalty 1953.057344 = -2832181.137153 nChanged 2 SP:Iteration 60F (1224.919104 sec): 3 clusters Score: Raw -2834135.008421 + Penalty 1953.057344 = -2832181.951077 nChanged 3 SP:Iteration 61Q (1224.997590 sec): 3 clusters Score: Raw -2834136.307588 + Penalty 1953.057344 = -2832183.250244 nChanged 4 SP:Iteration 62Q (1225.059967 sec): 3 clusters Score: Raw -2834137.840062 + Penalty 1953.057344 = -2832184.782718 nChanged 2 SP:Iteration 63Q (1225.140132 sec): 3 clusters Score: Raw -2834138.758301 + Penalty 1953.057344 = -2832185.700957 nChanged 0 SP:Iteration 64F (1225.219841 sec): 3 clusters Score: Raw -2834138.758301 + Penalty 1953.057344 = -2832185.700957 nChanged 0 Trying to split cluster 21 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.247227 sec): 2 clusters Score: Raw -12753.883227 + Penalty 486.209412 = -12267.673815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.276666 sec): 3 clusters Score: Raw -12804.941739 + Penalty 972.418824 = -11832.522914 nChanged 40 SP:Iteration 1F (1225.307241 sec): 3 clusters Score: Raw -12930.399744 + Penalty 972.418824 = -11957.980920 nChanged 4 SP:Iteration 2Q (1225.362068 sec): 3 clusters Score: Raw -12944.237847 + Penalty 972.418824 = -11971.819023 nChanged 4 SP:Iteration 3Q (1225.402105 sec): 3 clusters Score: Raw -12957.520291 + Penalty 972.418824 = -11985.101467 nChanged 2 SP:Iteration 4Q (1225.445904 sec): 3 clusters Score: Raw -12962.207605 + Penalty 972.418824 = -11989.788780 nChanged 1 SP:Iteration 5Q (1225.499504 sec): 3 clusters Score: Raw -12964.077733 + Penalty 972.418824 = -11991.658908 nChanged 0 SP:Iteration 6F (1225.542626 sec): 3 clusters Score: Raw -12964.077733 + Penalty 972.418824 = -11991.658908 nChanged 0 Trying to split cluster 22 (15525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.594559 sec): 2 clusters Score: Raw -1310591.229193 + Penalty 916.769656 = -1309674.459537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.650699 sec): 3 clusters Score: Raw -1301042.291234 + Penalty 1833.539312 = -1299208.751922 nChanged 7164 SP:Iteration 1F (1225.717976 sec): 3 clusters Score: Raw -1305259.401652 + Penalty 1833.539312 = -1303425.862339 nChanged 932 SP:Iteration 2F (1225.789197 sec): 3 clusters Score: Raw -1305658.262343 + Penalty 1833.539312 = -1303824.723031 nChanged 851 SP:Iteration 3F (1225.837536 sec): 3 clusters Score: Raw -1306035.226332 + Penalty 1833.539312 = -1304201.687020 nChanged 767 SP:Iteration 4Q (1225.910918 sec): 3 clusters Score: Raw -1306382.231569 + Penalty 1833.539312 = -1304548.692257 nChanged 746 SP:Iteration 5Q (1225.977310 sec): 3 clusters Score: Raw -1306744.141108 + Penalty 1833.539312 = -1304910.601796 nChanged 726 SP:Iteration 6Q (1226.035987 sec): 3 clusters Score: Raw -1307153.498132 + Penalty 1833.539312 = -1305319.958820 nChanged 711 SP:Iteration 7Q (1226.104669 sec): 3 clusters Score: Raw -1307551.427077 + Penalty 1833.539312 = -1305717.887764 nChanged 704 SP:Iteration 8Q (1226.174935 sec): 3 clusters Score: Raw -1308012.333322 + Penalty 1833.539312 = -1306178.794010 nChanged 683 SP:Iteration 9Q (1226.238380 sec): 3 clusters Score: Raw -1308485.464085 + Penalty 1833.539312 = -1306651.924772 nChanged 669 SP:Iteration 10Q (1226.297505 sec): 3 clusters Score: Raw -1308971.525484 + Penalty 1833.539312 = -1307137.986171 nChanged 568 SP:Iteration 11Q (1226.356493 sec): 3 clusters Score: Raw -1309402.334493 + Penalty 1833.539312 = -1307568.795181 nChanged 501 SP:Iteration 12Q (1226.417609 sec): 3 clusters Score: Raw -1309786.357141 + Penalty 1833.539312 = -1307952.817829 nChanged 405 SP:Iteration 13Q (1226.483691 sec): 3 clusters Score: Raw -1310088.621622 + Penalty 1833.539312 = -1308255.082309 nChanged 314 SP:Iteration 14Q (1226.553984 sec): 3 clusters Score: Raw -1310311.784255 + Penalty 1833.539312 = -1308478.244942 nChanged 234 SP:Iteration 15Q (1226.608116 sec): 3 clusters Score: Raw -1310486.385116 + Penalty 1833.539312 = -1308652.845803 nChanged 167 SP:Iteration 16Q (1226.678442 sec): 3 clusters Score: Raw -1310636.416385 + Penalty 1833.539312 = -1308802.877073 nChanged 145 SP:Iteration 17Q (1226.740504 sec): 3 clusters Score: Raw -1310754.350330 + Penalty 1833.539312 = -1308920.811018 nChanged 118 SP:Iteration 18Q (1226.805157 sec): 3 clusters Score: Raw -1310855.599462 + Penalty 1833.539312 = -1309022.060149 nChanged 90 SP:Iteration 19Q (1226.857363 sec): 3 clusters Score: Raw -1310929.787760 + Penalty 1833.539312 = -1309096.248447 nChanged 91 SP:Iteration 20F (1226.918585 sec): 3 clusters Score: Raw -1311010.731653 + Penalty 1833.539312 = -1309177.192340 nChanged 66 SP:Iteration 21Q (1226.977313 sec): 3 clusters Score: Raw -1311078.778742 + Penalty 1833.539312 = -1309245.239430 nChanged 65 SP:Iteration 22Q (1227.039933 sec): 3 clusters Score: Raw -1311139.265095 + Penalty 1833.539312 = -1309305.725783 nChanged 58 SP:Iteration 23Q (1227.093477 sec): 3 clusters Score: Raw -1311190.403793 + Penalty 1833.539312 = -1309356.864481 nChanged 46 SP:Iteration 24Q (1227.145466 sec): 3 clusters Score: Raw -1311241.592709 + Penalty 1833.539312 = -1309408.053396 nChanged 43 SP:Iteration 25Q (1227.193262 sec): 3 clusters Score: Raw -1311291.032443 + Penalty 1833.539312 = -1309457.493130 nChanged 37 SP:Iteration 26Q (1227.247912 sec): 3 clusters Score: Raw -1311345.568009 + Penalty 1833.539312 = -1309512.028697 nChanged 37 SP:Iteration 27Q (1227.307228 sec): 3 clusters Score: Raw -1311403.297164 + Penalty 1833.539312 = -1309569.757851 nChanged 37 SP:Iteration 28Q (1227.376713 sec): 3 clusters Score: Raw -1311472.819131 + Penalty 1833.539312 = -1309639.279819 nChanged 28 SP:Iteration 29Q (1227.429449 sec): 3 clusters Score: Raw -1311541.029034 + Penalty 1833.539312 = -1309707.489722 nChanged 27 SP:Iteration 30Q (1227.486762 sec): 3 clusters Score: Raw -1311591.574358 + Penalty 1833.539312 = -1309758.035045 nChanged 13 SP:Iteration 31Q (1227.539398 sec): 3 clusters Score: Raw -1311607.624861 + Penalty 1833.539312 = -1309774.085549 nChanged 8 SP:Iteration 32Q (1227.596610 sec): 3 clusters Score: Raw -1311622.657530 + Penalty 1833.539312 = -1309789.118218 nChanged 8 SP:Iteration 33Q (1227.653754 sec): 3 clusters Score: Raw -1311635.679598 + Penalty 1833.539312 = -1309802.140286 nChanged 3 SP:Iteration 34Q (1227.712906 sec): 3 clusters Score: Raw -1311638.201961 + Penalty 1833.539312 = -1309804.662649 nChanged 1 SP:Iteration 35Q (1227.764912 sec): 3 clusters Score: Raw -1311638.923442 + Penalty 1833.539312 = -1309805.384130 nChanged 0 SP:Iteration 36F (1227.816277 sec): 3 clusters Score: Raw -1311652.950043 + Penalty 1833.539312 = -1309819.410731 nChanged 7 SP:Iteration 37Q (1227.875756 sec): 3 clusters Score: Raw -1311664.695994 + Penalty 1833.539312 = -1309831.156682 nChanged 7 SP:Iteration 38Q (1227.926801 sec): 3 clusters Score: Raw -1311674.511338 + Penalty 1833.539312 = -1309840.972026 nChanged 5 SP:Iteration 39Q (1227.984788 sec): 3 clusters Score: Raw -1311680.172421 + Penalty 1833.539312 = -1309846.633109 nChanged 4 SP:Iteration 40F (1228.052171 sec): 3 clusters Score: Raw -1311683.842426 + Penalty 1833.539312 = -1309850.303114 nChanged 2 SP:Iteration 41Q (1228.099646 sec): 3 clusters Score: Raw -1311687.780339 + Penalty 1833.539312 = -1309854.241026 nChanged 4 SP:Iteration 42Q (1228.163544 sec): 3 clusters Score: Raw -1311690.508765 + Penalty 1833.539312 = -1309856.969453 nChanged 1 SP:Iteration 43Q (1228.219009 sec): 3 clusters Score: Raw -1311691.181829 + Penalty 1833.539312 = -1309857.642517 nChanged 0 SP:Iteration 44F (1228.286344 sec): 3 clusters Score: Raw -1311691.181829 + Penalty 1833.539312 = -1309857.642517 nChanged 0 Score: Raw -58495833.330246 + Penalty 46896.096993 = -58448937.233253 Splitting cluster 22 changes total score from -58449099.000337 to -58448937.233253 So it's not getting split. Trying to split cluster 23 (5590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1238.947534 sec): 2 clusters Score: Raw -555757.322772 + Penalty 819.729784 = -554937.592988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.007296 sec): 3 clusters Score: Raw -552609.384652 + Penalty 1639.459568 = -550969.925085 nChanged 2375 SP:Iteration 1F (1239.053269 sec): 3 clusters Score: Raw -554030.191465 + Penalty 1639.459568 = -552390.731897 nChanged 460 SP:Iteration 2F (1239.112386 sec): 3 clusters Score: Raw -554359.922346 + Penalty 1639.459568 = -552720.462778 nChanged 435 SP:Iteration 3F (1239.155241 sec): 3 clusters Score: Raw -554679.126205 + Penalty 1639.459568 = -553039.666638 nChanged 392 SP:Iteration 4F (1239.202060 sec): 3 clusters Score: Raw -554963.759371 + Penalty 1639.459568 = -553324.299803 nChanged 320 SP:Iteration 5F (1239.248522 sec): 3 clusters Score: Raw -555195.763973 + Penalty 1639.459568 = -553556.304405 nChanged 233 SP:Iteration 6Q (1239.302458 sec): 3 clusters Score: Raw -555349.816838 + Penalty 1639.459568 = -553710.357270 nChanged 188 SP:Iteration 7Q (1239.352273 sec): 3 clusters Score: Raw -555476.643311 + Penalty 1639.459568 = -553837.183743 nChanged 134 SP:Iteration 8Q (1239.414970 sec): 3 clusters Score: Raw -555558.120831 + Penalty 1639.459568 = -553918.661264 nChanged 90 SP:Iteration 9Q (1239.446364 sec): 3 clusters Score: Raw -555599.708448 + Penalty 1639.459568 = -553960.248880 nChanged 70 SP:Iteration 10Q (1239.506728 sec): 3 clusters Score: Raw -555624.471742 + Penalty 1639.459568 = -553985.012175 nChanged 63 SP:Iteration 11Q (1239.557967 sec): 3 clusters Score: Raw -555652.054078 + Penalty 1639.459568 = -554012.594511 nChanged 50 SP:Iteration 12Q (1239.611892 sec): 3 clusters Score: Raw -555674.237345 + Penalty 1639.459568 = -554034.777777 nChanged 54 SP:Iteration 13Q (1239.652600 sec): 3 clusters Score: Raw -555697.397921 + Penalty 1639.459568 = -554057.938353 nChanged 51 SP:Iteration 14Q (1239.699480 sec): 3 clusters Score: Raw -555716.129902 + Penalty 1639.459568 = -554076.670335 nChanged 42 SP:Iteration 15Q (1239.750316 sec): 3 clusters Score: Raw -555731.389993 + Penalty 1639.459568 = -554091.930426 nChanged 35 SP:Iteration 16Q (1239.806735 sec): 3 clusters Score: Raw -555744.757872 + Penalty 1639.459568 = -554105.298305 nChanged 32 SP:Iteration 17Q (1239.863521 sec): 3 clusters Score: Raw -555755.089211 + Penalty 1639.459568 = -554115.629643 nChanged 27 SP:Iteration 18Q (1239.915047 sec): 3 clusters Score: Raw -555762.286613 + Penalty 1639.459568 = -554122.827045 nChanged 19 SP:Iteration 19Q (1239.961263 sec): 3 clusters Score: Raw -555767.184640 + Penalty 1639.459568 = -554127.725072 nChanged 20 SP:Iteration 20F (1240.017520 sec): 3 clusters Score: Raw -555773.797149 + Penalty 1639.459568 = -554134.337582 nChanged 19 SP:Iteration 21Q (1240.056272 sec): 3 clusters Score: Raw -555781.236565 + Penalty 1639.459568 = -554141.776997 nChanged 22 SP:Iteration 22Q (1240.113675 sec): 3 clusters Score: Raw -555787.586718 + Penalty 1639.459568 = -554148.127150 nChanged 18 SP:Iteration 23Q (1240.165938 sec): 3 clusters Score: Raw -555792.109462 + Penalty 1639.459568 = -554152.649895 nChanged 19 SP:Iteration 24Q (1240.215040 sec): 3 clusters Score: Raw -555797.449468 + Penalty 1639.459568 = -554157.989901 nChanged 10 SP:Iteration 25Q (1240.256803 sec): 3 clusters Score: Raw -555799.650361 + Penalty 1639.459568 = -554160.190794 nChanged 7 SP:Iteration 26Q (1240.306303 sec): 3 clusters Score: Raw -555801.784312 + Penalty 1639.459568 = -554162.324745 nChanged 5 SP:Iteration 27Q (1240.353453 sec): 3 clusters Score: Raw -555803.271414 + Penalty 1639.459568 = -554163.811847 nChanged 6 SP:Iteration 28Q (1240.401442 sec): 3 clusters Score: Raw -555804.512193 + Penalty 1639.459568 = -554165.052625 nChanged 6 SP:Iteration 29Q (1240.463199 sec): 3 clusters Score: Raw -555805.623053 + Penalty 1639.459568 = -554166.163485 nChanged 6 SP:Iteration 30Q (1240.514698 sec): 3 clusters Score: Raw -555807.017267 + Penalty 1639.459568 = -554167.557699 nChanged 2 SP:Iteration 31Q (1240.558039 sec): 3 clusters Score: Raw -555807.399287 + Penalty 1639.459568 = -554167.939719 nChanged 2 SP:Iteration 32Q (1240.613240 sec): 3 clusters Score: Raw -555807.695931 + Penalty 1639.459568 = -554168.236363 nChanged 3 SP:Iteration 33Q (1240.654200 sec): 3 clusters Score: Raw -555808.050145 + Penalty 1639.459568 = -554168.590578 nChanged 1 SP:Iteration 34Q (1240.706334 sec): 3 clusters Score: Raw -555808.153238 + Penalty 1639.459568 = -554168.693671 nChanged 2 SP:Iteration 35Q (1240.751939 sec): 3 clusters Score: Raw -555808.582438 + Penalty 1639.459568 = -554169.122871 nChanged 3 SP:Iteration 36Q (1240.801687 sec): 3 clusters Score: Raw -555809.178129 + Penalty 1639.459568 = -554169.718561 nChanged 4 SP:Iteration 37Q (1240.856688 sec): 3 clusters Score: Raw -555810.470847 + Penalty 1639.459568 = -554171.011279 nChanged 5 SP:Iteration 38Q (1240.903148 sec): 3 clusters Score: Raw -555811.470212 + Penalty 1639.459568 = -554172.010644 nChanged 4 SP:Iteration 39Q (1240.949104 sec): 3 clusters Score: Raw -555812.324872 + Penalty 1639.459568 = -554172.865304 nChanged 2 SP:Iteration 40F (1240.998519 sec): 3 clusters Score: Raw -555812.646390 + Penalty 1639.459568 = -554173.186823 nChanged 1 SP:Iteration 41Q (1241.051361 sec): 3 clusters Score: Raw -555813.113431 + Penalty 1639.459568 = -554173.653863 nChanged 4 SP:Iteration 42Q (1241.098049 sec): 3 clusters Score: Raw -555813.713743 + Penalty 1639.459568 = -554174.254175 nChanged 1 SP:Iteration 43Q (1241.152667 sec): 3 clusters Score: Raw -555813.759411 + Penalty 1639.459568 = -554174.299843 nChanged 0 SP:Iteration 44F (1241.217247 sec): 3 clusters Score: Raw -555813.759411 + Penalty 1639.459568 = -554174.299843 nChanged 0 Trying to split cluster 24 (3895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.235568 sec): 2 clusters Score: Raw -335087.741962 + Penalty 785.407651 = -334302.334310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.291914 sec): 3 clusters Score: Raw -332984.791257 + Penalty 1570.815302 = -331413.975955 nChanged 1655 SP:Iteration 1F (1241.334557 sec): 3 clusters Score: Raw -333892.340162 + Penalty 1570.815302 = -332321.524860 nChanged 277 SP:Iteration 2F (1241.393912 sec): 3 clusters Score: Raw -334046.166580 + Penalty 1570.815302 = -332475.351278 nChanged 234 SP:Iteration 3F (1241.443139 sec): 3 clusters Score: Raw -334175.289115 + Penalty 1570.815302 = -332604.473813 nChanged 222 SP:Iteration 4F (1241.480461 sec): 3 clusters Score: Raw -334303.170193 + Penalty 1570.815302 = -332732.354891 nChanged 210 SP:Iteration 5F (1241.537080 sec): 3 clusters Score: Raw -334440.333324 + Penalty 1570.815302 = -332869.518022 nChanged 189 SP:Iteration 6Q (1241.578158 sec): 3 clusters Score: Raw -334582.900886 + Penalty 1570.815302 = -333012.085584 nChanged 186 SP:Iteration 7Q (1241.635462 sec): 3 clusters Score: Raw -334732.972046 + Penalty 1570.815302 = -333162.156743 nChanged 143 SP:Iteration 8Q (1241.689027 sec): 3 clusters Score: Raw -334863.053439 + Penalty 1570.815302 = -333292.238137 nChanged 129 SP:Iteration 9Q (1241.735036 sec): 3 clusters Score: Raw -334975.260815 + Penalty 1570.815302 = -333404.445513 nChanged 78 SP:Iteration 10Q (1241.789052 sec): 3 clusters Score: Raw -335041.897311 + Penalty 1570.815302 = -333471.082009 nChanged 72 SP:Iteration 11Q (1241.842593 sec): 3 clusters Score: Raw -335092.886488 + Penalty 1570.815302 = -333522.071186 nChanged 49 SP:Iteration 12Q (1241.880182 sec): 3 clusters Score: Raw -335127.717345 + Penalty 1570.815302 = -333556.902043 nChanged 42 SP:Iteration 13Q (1241.924435 sec): 3 clusters Score: Raw -335157.629456 + Penalty 1570.815302 = -333586.814154 nChanged 30 SP:Iteration 14Q (1241.963740 sec): 3 clusters Score: Raw -335180.142483 + Penalty 1570.815302 = -333609.327181 nChanged 24 SP:Iteration 15Q (1242.007841 sec): 3 clusters Score: Raw -335198.654297 + Penalty 1570.815302 = -333627.838995 nChanged 21 SP:Iteration 16Q (1242.063087 sec): 3 clusters Score: Raw -335213.516251 + Penalty 1570.815302 = -333642.700949 nChanged 18 SP:Iteration 17Q (1242.083571 sec): 3 clusters Score: Raw -335224.477790 + Penalty 1570.815302 = -333653.662488 nChanged 9 SP:Iteration 18Q (1242.104877 sec): 3 clusters Score: Raw -335232.610106 + Penalty 1570.815302 = -333661.794803 nChanged 5 SP:Iteration 19Q (1242.138539 sec): 3 clusters Score: Raw -335237.952832 + Penalty 1570.815302 = -333667.137530 nChanged 10 SP:Iteration 20F (1242.163149 sec): 3 clusters Score: Raw -335246.389771 + Penalty 1570.815302 = -333675.574469 nChanged 9 SP:Iteration 21Q (1242.185903 sec): 3 clusters Score: Raw -335250.926239 + Penalty 1570.815302 = -333680.110937 nChanged 7 SP:Iteration 22Q (1242.201589 sec): 3 clusters Score: Raw -335253.710674 + Penalty 1570.815302 = -333682.895372 nChanged 4 SP:Iteration 23Q (1242.221869 sec): 3 clusters Score: Raw -335254.853810 + Penalty 1570.815302 = -333684.038508 nChanged 2 SP:Iteration 24Q (1242.241754 sec): 3 clusters Score: Raw -335255.308077 + Penalty 1570.815302 = -333684.492775 nChanged 1 SP:Iteration 25Q (1242.288267 sec): 3 clusters Score: Raw -335256.432326 + Penalty 1570.815302 = -333685.617024 nChanged 3 SP:Iteration 26Q (1242.305234 sec): 3 clusters Score: Raw -335257.714094 + Penalty 1570.815302 = -333686.898792 nChanged 3 SP:Iteration 27Q (1242.326691 sec): 3 clusters Score: Raw -335258.348672 + Penalty 1570.815302 = -333687.533370 nChanged 2 SP:Iteration 28Q (1242.356847 sec): 3 clusters Score: Raw -335258.909286 + Penalty 1570.815302 = -333688.093984 nChanged 3 SP:Iteration 29Q (1242.379253 sec): 3 clusters Score: Raw -335259.450812 + Penalty 1570.815302 = -333688.635510 nChanged 0 SP:Iteration 30F (1242.437253 sec): 3 clusters Score: Raw -335259.450812 + Penalty 1570.815302 = -333688.635510 nChanged 0 Trying to split cluster 25 (9903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1242.475985 sec): 2 clusters Score: Raw -969684.457727 + Penalty 874.056337 = -968810.401391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1242.526677 sec): 3 clusters Score: Raw -963669.714019 + Penalty 1748.112674 = -961921.601345 nChanged 4542 SP:Iteration 1F (1242.593742 sec): 3 clusters Score: Raw -966188.244622 + Penalty 1748.112674 = -964440.131948 nChanged 643 SP:Iteration 2F (1242.653127 sec): 3 clusters Score: Raw -966504.364889 + Penalty 1748.112674 = -964756.252216 nChanged 649 SP:Iteration 3F (1242.719483 sec): 3 clusters Score: Raw -966903.641297 + Penalty 1748.112674 = -965155.528623 nChanged 688 SP:Iteration 4F (1242.780452 sec): 3 clusters Score: Raw -967365.863255 + Penalty 1748.112674 = -965617.750581 nChanged 689 SP:Iteration 5F (1242.839792 sec): 3 clusters Score: Raw -967840.970375 + Penalty 1748.112674 = -966092.857701 nChanged 612 SP:Iteration 6F (1242.911992 sec): 3 clusters Score: Raw -968244.129765 + Penalty 1748.112674 = -966496.017091 nChanged 548 SP:Iteration 7F (1242.958621 sec): 3 clusters Score: Raw -968569.891996 + Penalty 1748.112674 = -966821.779322 nChanged 437 SP:Iteration 8Q (1243.021253 sec): 3 clusters Score: Raw -968803.828579 + Penalty 1748.112674 = -967055.715905 nChanged 328 SP:Iteration 9Q (1243.082856 sec): 3 clusters Score: Raw -968966.195014 + Penalty 1748.112674 = -967218.082340 nChanged 270 SP:Iteration 10Q (1243.157503 sec): 3 clusters Score: Raw -969087.455073 + Penalty 1748.112674 = -967339.342399 nChanged 193 SP:Iteration 11Q (1243.222700 sec): 3 clusters Score: Raw -969156.411303 + Penalty 1748.112674 = -967408.298629 nChanged 151 SP:Iteration 12Q (1243.287443 sec): 3 clusters Score: Raw -969210.256081 + Penalty 1748.112674 = -967462.143407 nChanged 145 SP:Iteration 13Q (1243.339270 sec): 3 clusters Score: Raw -969261.043009 + Penalty 1748.112674 = -967512.930335 nChanged 140 SP:Iteration 14Q (1243.416485 sec): 3 clusters Score: Raw -969300.160893 + Penalty 1748.112674 = -967552.048219 nChanged 111 SP:Iteration 15Q (1243.470225 sec): 3 clusters Score: Raw -969334.121523 + Penalty 1748.112674 = -967586.008849 nChanged 120 SP:Iteration 16Q (1243.544539 sec): 3 clusters Score: Raw -969367.242758 + Penalty 1748.112674 = -967619.130085 nChanged 95 SP:Iteration 17Q (1243.611711 sec): 3 clusters Score: Raw -969387.302804 + Penalty 1748.112674 = -967639.190130 nChanged 81 SP:Iteration 18Q (1243.664916 sec): 3 clusters Score: Raw -969404.014985 + Penalty 1748.112674 = -967655.902311 nChanged 82 SP:Iteration 19Q (1243.731138 sec): 3 clusters Score: Raw -969421.900319 + Penalty 1748.112674 = -967673.787645 nChanged 83 SP:Iteration 20F (1243.798575 sec): 3 clusters Score: Raw -969441.037482 + Penalty 1748.112674 = -967692.924808 nChanged 72 SP:Iteration 21Q (1243.846461 sec): 3 clusters Score: Raw -969458.087084 + Penalty 1748.112674 = -967709.974410 nChanged 83 SP:Iteration 22Q (1243.917778 sec): 3 clusters Score: Raw -969476.856111 + Penalty 1748.112674 = -967728.743437 nChanged 73 SP:Iteration 23Q (1243.978334 sec): 3 clusters Score: Raw -969493.627511 + Penalty 1748.112674 = -967745.514837 nChanged 71 SP:Iteration 24Q (1244.034511 sec): 3 clusters Score: Raw -969509.253992 + Penalty 1748.112674 = -967761.141318 nChanged 84 SP:Iteration 25Q (1244.093815 sec): 3 clusters Score: Raw -969528.924577 + Penalty 1748.112674 = -967780.811903 nChanged 75 SP:Iteration 26Q (1244.159290 sec): 3 clusters Score: Raw -969545.185831 + Penalty 1748.112674 = -967797.073157 nChanged 77 SP:Iteration 27Q (1244.205026 sec): 3 clusters Score: Raw -969560.785159 + Penalty 1748.112674 = -967812.672485 nChanged 70 SP:Iteration 28Q (1244.265148 sec): 3 clusters Score: Raw -969576.719655 + Penalty 1748.112674 = -967828.606981 nChanged 75 SP:Iteration 29Q (1244.325987 sec): 3 clusters Score: Raw -969595.749106 + Penalty 1748.112674 = -967847.636432 nChanged 84 SP:Iteration 30Q (1244.370575 sec): 3 clusters Score: Raw -969614.983187 + Penalty 1748.112674 = -967866.870513 nChanged 77 SP:Iteration 31Q (1244.429621 sec): 3 clusters Score: Raw -969636.243610 + Penalty 1748.112674 = -967888.130936 nChanged 75 SP:Iteration 32Q (1244.490681 sec): 3 clusters Score: Raw -969655.170729 + Penalty 1748.112674 = -967907.058055 nChanged 65 SP:Iteration 33Q (1244.546984 sec): 3 clusters Score: Raw -969670.492630 + Penalty 1748.112674 = -967922.379956 nChanged 59 SP:Iteration 34Q (1244.602914 sec): 3 clusters Score: Raw -969686.463270 + Penalty 1748.112674 = -967938.350596 nChanged 52 SP:Iteration 35Q (1244.649286 sec): 3 clusters Score: Raw -969699.291114 + Penalty 1748.112674 = -967951.178440 nChanged 43 SP:Iteration 36Q (1244.708665 sec): 3 clusters Score: Raw -969710.033252 + Penalty 1748.112674 = -967961.920578 nChanged 37 SP:Iteration 37Q (1244.770138 sec): 3 clusters Score: Raw -969716.449433 + Penalty 1748.112674 = -967968.336759 nChanged 38 SP:Iteration 38Q (1244.828047 sec): 3 clusters Score: Raw -969725.905448 + Penalty 1748.112674 = -967977.792775 nChanged 45 SP:Iteration 39Q (1244.885576 sec): 3 clusters Score: Raw -969736.599594 + Penalty 1748.112674 = -967988.486920 nChanged 43 SP:Iteration 40F (1244.934202 sec): 3 clusters Score: Raw -969744.931820 + Penalty 1748.112674 = -967996.819146 nChanged 29 SP:Iteration 41Q (1244.995033 sec): 3 clusters Score: Raw -969749.712064 + Penalty 1748.112674 = -968001.599390 nChanged 25 SP:Iteration 42Q (1245.052557 sec): 3 clusters Score: Raw -969754.986551 + Penalty 1748.112674 = -968006.873877 nChanged 31 SP:Iteration 43Q (1245.123111 sec): 3 clusters Score: Raw -969763.755054 + Penalty 1748.112674 = -968015.642380 nChanged 35 SP:Iteration 44Q (1245.182725 sec): 3 clusters Score: Raw -969772.291295 + Penalty 1748.112674 = -968024.178621 nChanged 32 SP:Iteration 45Q (1245.244430 sec): 3 clusters Score: Raw -969778.430945 + Penalty 1748.112674 = -968030.318271 nChanged 31 SP:Iteration 46Q (1245.305103 sec): 3 clusters Score: Raw -969784.593452 + Penalty 1748.112674 = -968036.480778 nChanged 24 SP:Iteration 47Q (1245.364051 sec): 3 clusters Score: Raw -969790.261087 + Penalty 1748.112674 = -968042.148413 nChanged 30 SP:Iteration 48Q (1245.419835 sec): 3 clusters Score: Raw -969797.459292 + Penalty 1748.112674 = -968049.346619 nChanged 28 SP:Iteration 49Q (1245.474920 sec): 3 clusters Score: Raw -969802.928095 + Penalty 1748.112674 = -968054.815421 nChanged 24 SP:Iteration 50Q (1245.527345 sec): 3 clusters Score: Raw -969808.581714 + Penalty 1748.112674 = -968060.469040 nChanged 19 SP:Iteration 51Q (1245.595070 sec): 3 clusters Score: Raw -969813.312795 + Penalty 1748.112674 = -968065.200121 nChanged 22 SP:Iteration 52Q (1245.650603 sec): 3 clusters Score: Raw -969818.820713 + Penalty 1748.112674 = -968070.708040 nChanged 19 SP:Iteration 53Q (1245.715236 sec): 3 clusters Score: Raw -969822.763434 + Penalty 1748.112674 = -968074.650760 nChanged 18 SP:Iteration 54Q (1245.762078 sec): 3 clusters Score: Raw -969826.861674 + Penalty 1748.112674 = -968078.749000 nChanged 17 SP:Iteration 55Q (1245.817700 sec): 3 clusters Score: Raw -969830.530331 + Penalty 1748.112674 = -968082.417657 nChanged 16 SP:Iteration 56Q (1245.868562 sec): 3 clusters Score: Raw -969833.193299 + Penalty 1748.112674 = -968085.080625 nChanged 13 SP:Iteration 57Q (1245.932463 sec): 3 clusters Score: Raw -969835.622934 + Penalty 1748.112674 = -968087.510260 nChanged 11 SP:Iteration 58Q (1245.980436 sec): 3 clusters Score: Raw -969837.570095 + Penalty 1748.112674 = -968089.457421 nChanged 10 SP:Iteration 59Q (1246.026907 sec): 3 clusters Score: Raw -969839.870566 + Penalty 1748.112674 = -968091.757892 nChanged 6 SP:Iteration 60F (1246.083782 sec): 3 clusters Score: Raw -969840.682984 + Penalty 1748.112674 = -968092.570310 nChanged 3 SP:Iteration 61Q (1246.136585 sec): 3 clusters Score: Raw -969840.807383 + Penalty 1748.112674 = -968092.694709 nChanged 0 SP:Iteration 62F (1246.195016 sec): 3 clusters Score: Raw -969840.807383 + Penalty 1748.112674 = -968092.694709 nChanged 0 Trying to split cluster 26 (9010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1246.239455 sec): 2 clusters Score: Raw -856514.366918 + Penalty 865.078583 = -855649.288335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1246.297624 sec): 3 clusters Score: Raw -851194.271287 + Penalty 1730.157167 = -849464.114120 nChanged 4021 SP:Iteration 1F (1246.358122 sec): 3 clusters Score: Raw -853469.668976 + Penalty 1730.157167 = -851739.511810 nChanged 611 SP:Iteration 2F (1246.407375 sec): 3 clusters Score: Raw -853774.029395 + Penalty 1730.157167 = -852043.872228 nChanged 557 SP:Iteration 3F (1246.467211 sec): 3 clusters Score: Raw -854057.591305 + Penalty 1730.157167 = -852327.434139 nChanged 497 SP:Iteration 4F (1246.517179 sec): 3 clusters Score: Raw -854341.607634 + Penalty 1730.157167 = -852611.450467 nChanged 484 SP:Iteration 5F (1246.571253 sec): 3 clusters Score: Raw -854665.967284 + Penalty 1730.157167 = -852935.810117 nChanged 504 SP:Iteration 6F (1246.624837 sec): 3 clusters Score: Raw -855071.765267 + Penalty 1730.157167 = -853341.608100 nChanged 485 SP:Iteration 7F (1246.690152 sec): 3 clusters Score: Raw -855462.473757 + Penalty 1730.157167 = -853732.316590 nChanged 435 SP:Iteration 8Q (1246.748868 sec): 3 clusters Score: Raw -855813.959971 + Penalty 1730.157167 = -854083.802804 nChanged 368 SP:Iteration 9Q (1246.803463 sec): 3 clusters Score: Raw -856122.309588 + Penalty 1730.157167 = -854392.152421 nChanged 311 SP:Iteration 10Q (1246.855191 sec): 3 clusters Score: Raw -856385.309153 + Penalty 1730.157167 = -854655.151986 nChanged 230 SP:Iteration 11Q (1246.892373 sec): 3 clusters Score: Raw -856582.177774 + Penalty 1730.157167 = -854852.020608 nChanged 187 SP:Iteration 12Q (1246.955877 sec): 3 clusters Score: Raw -856737.195274 + Penalty 1730.157167 = -855007.038107 nChanged 168 SP:Iteration 13Q (1247.002352 sec): 3 clusters Score: Raw -856879.713486 + Penalty 1730.157167 = -855149.556320 nChanged 142 SP:Iteration 14Q (1247.057212 sec): 3 clusters Score: Raw -857034.428581 + Penalty 1730.157167 = -855304.271414 nChanged 136 SP:Iteration 15Q (1247.117168 sec): 3 clusters Score: Raw -857211.513542 + Penalty 1730.157167 = -855481.356376 nChanged 124 SP:Iteration 16Q (1247.178629 sec): 3 clusters Score: Raw -857494.614830 + Penalty 1730.157167 = -855764.457663 nChanged 114 SP:Iteration 17Q (1247.219579 sec): 3 clusters Score: Raw -857786.157990 + Penalty 1730.157167 = -856056.000823 nChanged 88 SP:Iteration 18Q (1247.282779 sec): 3 clusters Score: Raw -858055.288318 + Penalty 1730.157167 = -856325.131152 nChanged 69 SP:Iteration 19Q (1247.328113 sec): 3 clusters Score: Raw -858206.942867 + Penalty 1730.157167 = -856476.785700 nChanged 55 SP:Iteration 20F (1247.377158 sec): 3 clusters Score: Raw -858327.996373 + Penalty 1730.157167 = -856597.839207 nChanged 32 SP:Iteration 21Q (1247.427995 sec): 3 clusters Score: Raw -858372.584197 + Penalty 1730.157167 = -856642.427030 nChanged 15 SP:Iteration 22Q (1247.492088 sec): 3 clusters Score: Raw -858393.449411 + Penalty 1730.157167 = -856663.292244 nChanged 14 SP:Iteration 23Q (1247.532298 sec): 3 clusters Score: Raw -858408.702456 + Penalty 1730.157167 = -856678.545290 nChanged 14 SP:Iteration 24Q (1247.585881 sec): 3 clusters Score: Raw -858424.327082 + Penalty 1730.157167 = -856694.169915 nChanged 10 SP:Iteration 25Q (1247.637623 sec): 3 clusters Score: Raw -858434.929126 + Penalty 1730.157167 = -856704.771959 nChanged 4 SP:Iteration 26Q (1247.693205 sec): 3 clusters Score: Raw -858437.335850 + Penalty 1730.157167 = -856707.178684 nChanged 0 SP:Iteration 27F (1247.750589 sec): 3 clusters Score: Raw -858437.335850 + Penalty 1730.157167 = -856707.178684 nChanged 0 Score: Raw -58496656.346543 + Penalty 46896.096993 = -58449760.249549 Splitting cluster 26 changes total score from -58449099.000337 to -58449760.249549 So it's getting split into cluster 37. Trying to split cluster 27 (57959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.606832 sec): 2 clusters Score: Raw -5680722.375765 + Penalty 1041.911659 = -5679680.464106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.721795 sec): 3 clusters Score: Raw -5643093.125199 + Penalty 2083.823317 = -5641009.301881 nChanged 27670 SP:Iteration 1F (1258.831061 sec): 3 clusters Score: Raw -5659569.119849 + Penalty 2083.823317 = -5657485.296532 nChanged 2712 SP:Iteration 2Q (1258.954087 sec): 3 clusters Score: Raw -5660574.514839 + Penalty 2083.823317 = -5658490.691522 nChanged 3048 SP:Iteration 3F (1259.080087 sec): 3 clusters Score: Raw -5661849.170507 + Penalty 2083.823317 = -5659765.347190 nChanged 3335 SP:Iteration 4F (1259.195787 sec): 3 clusters Score: Raw -5663558.491538 + Penalty 2083.823317 = -5661474.668221 nChanged 3722 SP:Iteration 5F (1259.319838 sec): 3 clusters Score: Raw -5665769.941256 + Penalty 2083.823317 = -5663686.117938 nChanged 3764 SP:Iteration 6F (1259.441508 sec): 3 clusters Score: Raw -5668366.912831 + Penalty 2083.823317 = -5666283.089513 nChanged 3531 SP:Iteration 7F (1259.552793 sec): 3 clusters Score: Raw -5671174.032284 + Penalty 2083.823317 = -5669090.208967 nChanged 2999 SP:Iteration 8F (1259.675664 sec): 3 clusters Score: Raw -5673648.400689 + Penalty 2083.823317 = -5671564.577372 nChanged 2368 SP:Iteration 9Q (1259.803997 sec): 3 clusters Score: Raw -5675281.600479 + Penalty 2083.823317 = -5673197.777162 nChanged 1707 SP:Iteration 10Q (1259.920730 sec): 3 clusters Score: Raw -5676188.324375 + Penalty 2083.823317 = -5674104.501057 nChanged 1201 SP:Iteration 11Q (1260.044283 sec): 3 clusters Score: Raw -5676719.887722 + Penalty 2083.823317 = -5674636.064405 nChanged 934 SP:Iteration 12Q (1260.143488 sec): 3 clusters Score: Raw -5677118.008580 + Penalty 2083.823317 = -5675034.185263 nChanged 795 SP:Iteration 13Q (1260.245552 sec): 3 clusters Score: Raw -5677460.127173 + Penalty 2083.823317 = -5675376.303856 nChanged 677 SP:Iteration 14Q (1260.361042 sec): 3 clusters Score: Raw -5677781.663441 + Penalty 2083.823317 = -5675697.840123 nChanged 678 SP:Iteration 15Q (1260.470826 sec): 3 clusters Score: Raw -5678101.428567 + Penalty 2083.823317 = -5676017.605250 nChanged 690 SP:Iteration 16Q (1260.552258 sec): 3 clusters Score: Raw -5678449.026449 + Penalty 2083.823317 = -5676365.203132 nChanged 672 SP:Iteration 17Q (1260.666001 sec): 3 clusters Score: Raw -5678774.596808 + Penalty 2083.823317 = -5676690.773491 nChanged 580 SP:Iteration 18Q (1260.780304 sec): 3 clusters Score: Raw -5679014.578477 + Penalty 2083.823317 = -5676930.755160 nChanged 555 SP:Iteration 19Q (1260.887969 sec): 3 clusters Score: Raw -5679250.291633 + Penalty 2083.823317 = -5677166.468316 nChanged 499 SP:Iteration 20F (1260.977722 sec): 3 clusters Score: Raw -5679443.961155 + Penalty 2083.823317 = -5677360.137838 nChanged 497 SP:Iteration 21Q (1261.085796 sec): 3 clusters Score: Raw -5679634.010630 + Penalty 2083.823317 = -5677550.187313 nChanged 463 SP:Iteration 22Q (1261.190882 sec): 3 clusters Score: Raw -5679798.464807 + Penalty 2083.823317 = -5677714.641490 nChanged 429 SP:Iteration 23Q (1261.278444 sec): 3 clusters Score: Raw -5679941.656433 + Penalty 2083.823317 = -5677857.833115 nChanged 394 SP:Iteration 24Q (1261.394293 sec): 3 clusters Score: Raw -5680063.995211 + Penalty 2083.823317 = -5677980.171894 nChanged 361 SP:Iteration 25Q (1261.505977 sec): 3 clusters Score: Raw -5680182.536057 + Penalty 2083.823317 = -5678098.712739 nChanged 367 SP:Iteration 26Q (1261.605056 sec): 3 clusters Score: Raw -5680296.021578 + Penalty 2083.823317 = -5678212.198261 nChanged 358 SP:Iteration 27Q (1261.707207 sec): 3 clusters Score: Raw -5680408.340423 + Penalty 2083.823317 = -5678324.517106 nChanged 362 SP:Iteration 28Q (1261.812471 sec): 3 clusters Score: Raw -5680522.682946 + Penalty 2083.823317 = -5678438.859629 nChanged 324 SP:Iteration 29Q (1261.907847 sec): 3 clusters Score: Raw -5680631.783460 + Penalty 2083.823317 = -5678547.960143 nChanged 321 SP:Iteration 30Q (1262.017845 sec): 3 clusters Score: Raw -5680740.152985 + Penalty 2083.823317 = -5678656.329668 nChanged 288 SP:Iteration 31Q (1262.112287 sec): 3 clusters Score: Raw -5680834.067913 + Penalty 2083.823317 = -5678750.244596 nChanged 284 SP:Iteration 32Q (1262.205967 sec): 3 clusters Score: Raw -5680938.395626 + Penalty 2083.823317 = -5678854.572309 nChanged 291 SP:Iteration 33Q (1262.313370 sec): 3 clusters Score: Raw -5681045.213408 + Penalty 2083.823317 = -5678961.390091 nChanged 247 SP:Iteration 34Q (1262.408988 sec): 3 clusters Score: Raw -5681131.240022 + Penalty 2083.823317 = -5679047.416705 nChanged 217 SP:Iteration 35Q (1262.516283 sec): 3 clusters Score: Raw -5681214.357800 + Penalty 2083.823317 = -5679130.534483 nChanged 179 SP:Iteration 36Q (1262.616748 sec): 3 clusters Score: Raw -5681277.097010 + Penalty 2083.823317 = -5679193.273693 nChanged 128 SP:Iteration 37Q (1262.718483 sec): 3 clusters Score: Raw -5681315.695597 + Penalty 2083.823317 = -5679231.872280 nChanged 117 SP:Iteration 38Q (1262.819707 sec): 3 clusters Score: Raw -5681348.973298 + Penalty 2083.823317 = -5679265.149981 nChanged 101 SP:Iteration 39Q (1262.921680 sec): 3 clusters Score: Raw -5681376.614354 + Penalty 2083.823317 = -5679292.791036 nChanged 81 SP:Iteration 40F (1263.027644 sec): 3 clusters Score: Raw -5681405.988253 + Penalty 2083.823317 = -5679322.164936 nChanged 93 SP:Iteration 41Q (1263.130544 sec): 3 clusters Score: Raw -5681438.274852 + Penalty 2083.823317 = -5679354.451535 nChanged 77 SP:Iteration 42Q (1263.224587 sec): 3 clusters Score: Raw -5681464.674489 + Penalty 2083.823317 = -5679380.851172 nChanged 78 SP:Iteration 43Q (1263.324779 sec): 3 clusters Score: Raw -5681497.080207 + Penalty 2083.823317 = -5679413.256890 nChanged 64 SP:Iteration 44Q (1263.395106 sec): 3 clusters Score: Raw -5681519.225756 + Penalty 2083.823317 = -5679435.402439 nChanged 51 SP:Iteration 45Q (1263.464379 sec): 3 clusters Score: Raw -5681532.661223 + Penalty 2083.823317 = -5679448.837906 nChanged 49 SP:Iteration 46Q (1263.567800 sec): 3 clusters Score: Raw -5681545.772751 + Penalty 2083.823317 = -5679461.949434 nChanged 42 SP:Iteration 47Q (1263.667452 sec): 3 clusters Score: Raw -5681557.235228 + Penalty 2083.823317 = -5679473.411910 nChanged 29 SP:Iteration 48Q (1263.765091 sec): 3 clusters Score: Raw -5681563.928319 + Penalty 2083.823317 = -5679480.105002 nChanged 17 SP:Iteration 49Q (1263.855123 sec): 3 clusters Score: Raw -5681568.266413 + Penalty 2083.823317 = -5679484.443096 nChanged 14 SP:Iteration 50Q (1263.964371 sec): 3 clusters Score: Raw -5681570.987067 + Penalty 2083.823317 = -5679487.163750 nChanged 10 SP:Iteration 51Q (1264.063256 sec): 3 clusters Score: Raw -5681572.974116 + Penalty 2083.823317 = -5679489.150799 nChanged 11 SP:Iteration 52Q (1264.163149 sec): 3 clusters Score: Raw -5681575.519556 + Penalty 2083.823317 = -5679491.696239 nChanged 8 SP:Iteration 53Q (1264.261018 sec): 3 clusters Score: Raw -5681577.143535 + Penalty 2083.823317 = -5679493.320218 nChanged 8 SP:Iteration 54Q (1264.375897 sec): 3 clusters Score: Raw -5681578.717056 + Penalty 2083.823317 = -5679494.893739 nChanged 6 SP:Iteration 55Q (1264.446411 sec): 3 clusters Score: Raw -5681580.556567 + Penalty 2083.823317 = -5679496.733250 nChanged 4 SP:Iteration 56Q (1264.547106 sec): 3 clusters Score: Raw -5681581.428669 + Penalty 2083.823317 = -5679497.605352 nChanged 5 SP:Iteration 57Q (1264.650524 sec): 3 clusters Score: Raw -5681582.508989 + Penalty 2083.823317 = -5679498.685672 nChanged 6 SP:Iteration 58Q (1264.757073 sec): 3 clusters Score: Raw -5681583.614546 + Penalty 2083.823317 = -5679499.791228 nChanged 5 SP:Iteration 59Q (1264.853848 sec): 3 clusters Score: Raw -5681584.958689 + Penalty 2083.823317 = -5679501.135371 nChanged 5 SP:Iteration 60F (1264.962580 sec): 3 clusters Score: Raw -5681585.932483 + Penalty 2083.823317 = -5679502.109166 nChanged 5 SP:Iteration 61Q (1265.058938 sec): 3 clusters Score: Raw -5681587.366287 + Penalty 2083.823317 = -5679503.542970 nChanged 8 SP:Iteration 62Q (1265.154961 sec): 3 clusters Score: Raw -5681589.375550 + Penalty 2083.823317 = -5679505.552232 nChanged 9 SP:Iteration 63Q (1265.256223 sec): 3 clusters Score: Raw -5681593.402521 + Penalty 2083.823317 = -5679509.579203 nChanged 12 SP:Iteration 64Q (1265.355696 sec): 3 clusters Score: Raw -5681596.141428 + Penalty 2083.823317 = -5679512.318111 nChanged 6 SP:Iteration 65Q (1265.459276 sec): 3 clusters Score: Raw -5681597.213208 + Penalty 2083.823317 = -5679513.389891 nChanged 4 SP:Iteration 66Q (1265.566085 sec): 3 clusters Score: Raw -5681597.714702 + Penalty 2083.823317 = -5679513.891385 nChanged 2 SP:Iteration 67Q (1265.665927 sec): 3 clusters Score: Raw -5681597.975994 + Penalty 2083.823317 = -5679514.152676 nChanged 2 SP:Iteration 68Q (1265.771901 sec): 3 clusters Score: Raw -5681598.307685 + Penalty 2083.823317 = -5679514.484368 nChanged 1 SP:Iteration 69Q (1265.882233 sec): 3 clusters Score: Raw -5681598.448789 + Penalty 2083.823317 = -5679514.625472 nChanged 0 SP:Iteration 70F (1265.995313 sec): 3 clusters Score: Raw -5681598.448789 + Penalty 2083.823317 = -5679514.625472 nChanged 0 Trying to split cluster 28 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.009942 sec): 2 clusters Score: Raw -17068.233243 + Penalty 503.813966 = -16564.419277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.011526 sec): 3 clusters Score: Raw -17121.881794 + Penalty 1007.627933 = -16114.253862 nChanged 39 SP:Iteration 1F (1266.012808 sec): 3 clusters Score: Raw -17217.368923 + Penalty 1007.627933 = -16209.740991 nChanged 12 SP:Iteration 2F (1266.014079 sec): 3 clusters Score: Raw -17235.629298 + Penalty 1007.627933 = -16228.001366 nChanged 10 SP:Iteration 3Q (1266.015365 sec): 3 clusters Score: Raw -17259.900883 + Penalty 1007.627933 = -16252.272951 nChanged 5 SP:Iteration 4Q (1266.016687 sec): 3 clusters Score: Raw -17265.899441 + Penalty 1007.627933 = -16258.271509 nChanged 4 SP:Iteration 5Q (1266.017976 sec): 3 clusters Score: Raw -17268.673948 + Penalty 1007.627933 = -16261.046015 nChanged 3 SP:Iteration 6Q (1266.019236 sec): 3 clusters Score: Raw -17271.201669 + Penalty 1007.627933 = -16263.573737 nChanged 3 SP:Iteration 7Q (1266.020498 sec): 3 clusters Score: Raw -17273.638275 + Penalty 1007.627933 = -16266.010342 nChanged 3 SP:Iteration 8Q (1266.021764 sec): 3 clusters Score: Raw -17282.811317 + Penalty 1007.627933 = -16275.183384 nChanged 0 SP:Iteration 9F (1266.023052 sec): 3 clusters Score: Raw -17282.811317 + Penalty 1007.627933 = -16275.183384 nChanged 0 Trying to split cluster 29 (3474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.057935 sec): 2 clusters Score: Raw -310582.962810 + Penalty 774.540885 = -309808.421925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.099769 sec): 3 clusters Score: Raw -308716.038363 + Penalty 1549.081770 = -307166.956593 nChanged 1471 SP:Iteration 1F (1266.149519 sec): 3 clusters Score: Raw -309654.910729 + Penalty 1549.081770 = -308105.828959 nChanged 342 SP:Iteration 2F (1266.186817 sec): 3 clusters Score: Raw -309932.767020 + Penalty 1549.081770 = -308383.685250 nChanged 288 SP:Iteration 3F (1266.224427 sec): 3 clusters Score: Raw -310167.819541 + Penalty 1549.081770 = -308618.737771 nChanged 257 SP:Iteration 4F (1266.260454 sec): 3 clusters Score: Raw -310360.877135 + Penalty 1549.081770 = -308811.795365 nChanged 191 SP:Iteration 5F (1266.302756 sec): 3 clusters Score: Raw -310492.401941 + Penalty 1549.081770 = -308943.320171 nChanged 151 SP:Iteration 6Q (1266.350261 sec): 3 clusters Score: Raw -310595.131956 + Penalty 1549.081770 = -309046.050186 nChanged 105 SP:Iteration 7Q (1266.387532 sec): 3 clusters Score: Raw -310644.547591 + Penalty 1549.081770 = -309095.465821 nChanged 76 SP:Iteration 8Q (1266.428936 sec): 3 clusters Score: Raw -310683.151347 + Penalty 1549.081770 = -309134.069577 nChanged 68 SP:Iteration 9Q (1266.471625 sec): 3 clusters Score: Raw -310713.845632 + Penalty 1549.081770 = -309164.763862 nChanged 61 SP:Iteration 10Q (1266.504785 sec): 3 clusters Score: Raw -310743.387158 + Penalty 1549.081770 = -309194.305388 nChanged 53 SP:Iteration 11Q (1266.532009 sec): 3 clusters Score: Raw -310775.089146 + Penalty 1549.081770 = -309226.007376 nChanged 54 SP:Iteration 12Q (1266.570900 sec): 3 clusters Score: Raw -310809.274172 + Penalty 1549.081770 = -309260.192402 nChanged 51 SP:Iteration 13Q (1266.603903 sec): 3 clusters Score: Raw -310836.087930 + Penalty 1549.081770 = -309287.006160 nChanged 44 SP:Iteration 14Q (1266.641168 sec): 3 clusters Score: Raw -310865.526588 + Penalty 1549.081770 = -309316.444818 nChanged 42 SP:Iteration 15Q (1266.686020 sec): 3 clusters Score: Raw -310891.568532 + Penalty 1549.081770 = -309342.486762 nChanged 30 SP:Iteration 16Q (1266.726177 sec): 3 clusters Score: Raw -310911.676447 + Penalty 1549.081770 = -309362.594677 nChanged 27 SP:Iteration 17Q (1266.757228 sec): 3 clusters Score: Raw -310939.585975 + Penalty 1549.081770 = -309390.504205 nChanged 34 SP:Iteration 18Q (1266.768763 sec): 3 clusters Score: Raw -310981.314136 + Penalty 1549.081770 = -309432.232366 nChanged 46 SP:Iteration 19Q (1266.781100 sec): 3 clusters Score: Raw -311015.560448 + Penalty 1549.081770 = -309466.478678 nChanged 31 SP:Iteration 20F (1266.820185 sec): 3 clusters Score: Raw -311039.903356 + Penalty 1549.081770 = -309490.821586 nChanged 24 SP:Iteration 21Q (1266.860472 sec): 3 clusters Score: Raw -311052.395812 + Penalty 1549.081770 = -309503.314042 nChanged 16 SP:Iteration 22Q (1266.898882 sec): 3 clusters Score: Raw -311061.600627 + Penalty 1549.081770 = -309512.518857 nChanged 9 SP:Iteration 23Q (1266.938976 sec): 3 clusters Score: Raw -311065.026250 + Penalty 1549.081770 = -309515.944480 nChanged 7 SP:Iteration 24Q (1266.996513 sec): 3 clusters Score: Raw -311066.681130 + Penalty 1549.081770 = -309517.599360 nChanged 1 SP:Iteration 25Q (1267.029295 sec): 3 clusters Score: Raw -311066.857679 + Penalty 1549.081770 = -309517.775909 nChanged 1 SP:Iteration 26Q (1267.073619 sec): 3 clusters Score: Raw -311067.178567 + Penalty 1549.081770 = -309518.096797 nChanged 1 SP:Iteration 27Q (1267.114446 sec): 3 clusters Score: Raw -311067.696011 + Penalty 1549.081770 = -309518.614241 nChanged 1 SP:Iteration 28Q (1267.154266 sec): 3 clusters Score: Raw -311067.797318 + Penalty 1549.081770 = -309518.715548 nChanged 0 SP:Iteration 29F (1267.213328 sec): 3 clusters Score: Raw -311067.797318 + Penalty 1549.081770 = -309518.715548 nChanged 0 Trying to split cluster 30 (5128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1267.232055 sec): 2 clusters Score: Raw -496005.003581 + Penalty 811.534745 = -495193.468836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1267.283346 sec): 3 clusters Score: Raw -493136.840453 + Penalty 1623.069490 = -491513.770963 nChanged 2217 SP:Iteration 1F (1267.317253 sec): 3 clusters Score: Raw -494479.471033 + Penalty 1623.069490 = -492856.401544 nChanged 414 SP:Iteration 2F (1267.364590 sec): 3 clusters Score: Raw -494755.565049 + Penalty 1623.069490 = -493132.495559 nChanged 333 SP:Iteration 3F (1267.400008 sec): 3 clusters Score: Raw -495008.204635 + Penalty 1623.069490 = -493385.135145 nChanged 310 SP:Iteration 4F (1267.448210 sec): 3 clusters Score: Raw -495255.982136 + Penalty 1623.069490 = -493632.912646 nChanged 280 SP:Iteration 5F (1267.507146 sec): 3 clusters Score: Raw -495468.565836 + Penalty 1623.069490 = -493845.496346 nChanged 225 SP:Iteration 6Q (1267.542195 sec): 3 clusters Score: Raw -495646.781978 + Penalty 1623.069490 = -494023.712488 nChanged 184 SP:Iteration 7Q (1267.591572 sec): 3 clusters Score: Raw -495751.998239 + Penalty 1623.069490 = -494128.928750 nChanged 122 SP:Iteration 8Q (1267.637320 sec): 3 clusters Score: Raw -495813.957870 + Penalty 1623.069490 = -494190.888380 nChanged 91 SP:Iteration 9Q (1267.678277 sec): 3 clusters Score: Raw -495851.118484 + Penalty 1623.069490 = -494228.048994 nChanged 73 SP:Iteration 10Q (1267.724650 sec): 3 clusters Score: Raw -495879.953501 + Penalty 1623.069490 = -494256.884011 nChanged 55 SP:Iteration 11Q (1267.771572 sec): 3 clusters Score: Raw -495897.067290 + Penalty 1623.069490 = -494273.997800 nChanged 41 SP:Iteration 12Q (1267.813583 sec): 3 clusters Score: Raw -495909.045731 + Penalty 1623.069490 = -494285.976242 nChanged 40 SP:Iteration 13Q (1267.850703 sec): 3 clusters Score: Raw -495918.214049 + Penalty 1623.069490 = -494295.144559 nChanged 30 SP:Iteration 14Q (1267.905780 sec): 3 clusters Score: Raw -495925.085775 + Penalty 1623.069490 = -494302.016285 nChanged 32 SP:Iteration 15Q (1267.942070 sec): 3 clusters Score: Raw -495933.239652 + Penalty 1623.069490 = -494310.170162 nChanged 26 SP:Iteration 16Q (1267.990234 sec): 3 clusters Score: Raw -495940.267014 + Penalty 1623.069490 = -494317.197525 nChanged 33 SP:Iteration 17Q (1268.027341 sec): 3 clusters Score: Raw -495946.992533 + Penalty 1623.069490 = -494323.923044 nChanged 21 SP:Iteration 18Q (1268.070311 sec): 3 clusters Score: Raw -495950.844932 + Penalty 1623.069490 = -494327.775442 nChanged 15 SP:Iteration 19Q (1268.111709 sec): 3 clusters Score: Raw -495954.163534 + Penalty 1623.069490 = -494331.094045 nChanged 12 SP:Iteration 20F (1268.165552 sec): 3 clusters Score: Raw -495956.368000 + Penalty 1623.069490 = -494333.298510 nChanged 8 SP:Iteration 21Q (1268.185504 sec): 3 clusters Score: Raw -495957.239893 + Penalty 1623.069490 = -494334.170403 nChanged 3 SP:Iteration 22Q (1268.203399 sec): 3 clusters Score: Raw -495957.523810 + Penalty 1623.069490 = -494334.454320 nChanged 1 SP:Iteration 23Q (1268.249394 sec): 3 clusters Score: Raw -495957.630501 + Penalty 1623.069490 = -494334.561011 nChanged 0 SP:Iteration 24F (1268.297742 sec): 3 clusters Score: Raw -495957.630501 + Penalty 1623.069490 = -494334.561011 nChanged 0 Trying to split cluster 31 (2755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1268.334907 sec): 2 clusters Score: Raw -263969.426704 + Penalty 752.511409 = -263216.915295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1268.382987 sec): 3 clusters Score: Raw -262540.211735 + Penalty 1505.022817 = -261035.188918 nChanged 1092 SP:Iteration 1F (1268.427849 sec): 3 clusters Score: Raw -263178.697741 + Penalty 1505.022817 = -261673.674924 nChanged 222 SP:Iteration 2F (1268.462279 sec): 3 clusters Score: Raw -263332.203750 + Penalty 1505.022817 = -261827.180933 nChanged 191 SP:Iteration 3F (1268.506119 sec): 3 clusters Score: Raw -263488.601004 + Penalty 1505.022817 = -261983.578187 nChanged 184 SP:Iteration 4F (1268.540943 sec): 3 clusters Score: Raw -263633.704745 + Penalty 1505.022817 = -262128.681928 nChanged 176 SP:Iteration 5F (1268.602088 sec): 3 clusters Score: Raw -263778.466529 + Penalty 1505.022817 = -262273.443711 nChanged 156 SP:Iteration 6F (1268.646673 sec): 3 clusters Score: Raw -263894.956392 + Penalty 1505.022817 = -262389.933575 nChanged 122 SP:Iteration 7Q (1268.680965 sec): 3 clusters Score: Raw -263980.867839 + Penalty 1505.022817 = -262475.845022 nChanged 119 SP:Iteration 8Q (1268.720526 sec): 3 clusters Score: Raw -264053.253116 + Penalty 1505.022817 = -262548.230299 nChanged 97 SP:Iteration 9Q (1268.774635 sec): 3 clusters Score: Raw -264113.227761 + Penalty 1505.022817 = -262608.204944 nChanged 81 SP:Iteration 10Q (1268.809657 sec): 3 clusters Score: Raw -264166.531511 + Penalty 1505.022817 = -262661.508694 nChanged 71 SP:Iteration 11Q (1268.845396 sec): 3 clusters Score: Raw -264210.722572 + Penalty 1505.022817 = -262705.699755 nChanged 51 SP:Iteration 12Q (1268.889487 sec): 3 clusters Score: Raw -264239.480518 + Penalty 1505.022817 = -262734.457701 nChanged 35 SP:Iteration 13Q (1268.944121 sec): 3 clusters Score: Raw -264258.366816 + Penalty 1505.022817 = -262753.343999 nChanged 27 SP:Iteration 14Q (1268.978390 sec): 3 clusters Score: Raw -264275.309672 + Penalty 1505.022817 = -262770.286855 nChanged 25 SP:Iteration 15Q (1269.026961 sec): 3 clusters Score: Raw -264285.493795 + Penalty 1505.022817 = -262780.470978 nChanged 25 SP:Iteration 16Q (1269.071056 sec): 3 clusters Score: Raw -264297.998728 + Penalty 1505.022817 = -262792.975911 nChanged 15 SP:Iteration 17Q (1269.121427 sec): 3 clusters Score: Raw -264303.600509 + Penalty 1505.022817 = -262798.577691 nChanged 14 SP:Iteration 18Q (1269.159958 sec): 3 clusters Score: Raw -264310.765960 + Penalty 1505.022817 = -262805.743143 nChanged 13 SP:Iteration 19Q (1269.210059 sec): 3 clusters Score: Raw -264317.496468 + Penalty 1505.022817 = -262812.473650 nChanged 9 SP:Iteration 20F (1269.264679 sec): 3 clusters Score: Raw -264321.355839 + Penalty 1505.022817 = -262816.333022 nChanged 8 SP:Iteration 21Q (1269.300086 sec): 3 clusters Score: Raw -264324.788400 + Penalty 1505.022817 = -262819.765583 nChanged 5 SP:Iteration 22Q (1269.342572 sec): 3 clusters Score: Raw -264326.434059 + Penalty 1505.022817 = -262821.411242 nChanged 4 SP:Iteration 23Q (1269.382427 sec): 3 clusters Score: Raw -264327.685114 + Penalty 1505.022817 = -262822.662297 nChanged 2 SP:Iteration 24Q (1269.427692 sec): 3 clusters Score: Raw -264327.989535 + Penalty 1505.022817 = -262822.966717 nChanged 2 SP:Iteration 25Q (1269.476270 sec): 3 clusters Score: Raw -264328.373037 + Penalty 1505.022817 = -262823.350220 nChanged 0 SP:Iteration 26F (1269.526872 sec): 3 clusters Score: Raw -264328.373037 + Penalty 1505.022817 = -262823.350220 nChanged 0 Trying to split cluster 32 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1269.540995 sec): 2 clusters Score: Raw -63533.875094 + Penalty 608.966614 = -62924.908481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1269.590793 sec): 3 clusters Score: Raw -63349.458589 + Penalty 1217.933228 = -62131.525362 nChanged 170 SP:Iteration 1F (1269.639710 sec): 3 clusters Score: Raw -63489.833547 + Penalty 1217.933228 = -62271.900320 nChanged 37 SP:Iteration 2F (1269.683870 sec): 3 clusters Score: Raw -63529.332386 + Penalty 1217.933228 = -62311.399158 nChanged 24 SP:Iteration 3Q (1269.723418 sec): 3 clusters Score: Raw -63547.895774 + Penalty 1217.933228 = -62329.962547 nChanged 9 SP:Iteration 4Q (1269.775665 sec): 3 clusters Score: Raw -63555.309346 + Penalty 1217.933228 = -62337.376119 nChanged 7 SP:Iteration 5Q (1269.808980 sec): 3 clusters Score: Raw -63560.336990 + Penalty 1217.933228 = -62342.403763 nChanged 4 SP:Iteration 6Q (1269.855354 sec): 3 clusters Score: Raw -63563.037370 + Penalty 1217.933228 = -62345.104142 nChanged 2 SP:Iteration 7Q (1269.904952 sec): 3 clusters Score: Raw -63564.543014 + Penalty 1217.933228 = -62346.609787 nChanged 2 SP:Iteration 8Q (1269.945223 sec): 3 clusters Score: Raw -63565.836593 + Penalty 1217.933228 = -62347.903366 nChanged 3 SP:Iteration 9Q (1269.992612 sec): 3 clusters Score: Raw -63569.634684 + Penalty 1217.933228 = -62351.701456 nChanged 2 SP:Iteration 10Q (1270.020309 sec): 3 clusters Score: Raw -63571.819450 + Penalty 1217.933228 = -62353.886222 nChanged 5 SP:Iteration 11Q (1270.063267 sec): 3 clusters Score: Raw -63575.685920 + Penalty 1217.933228 = -62357.752692 nChanged 2 SP:Iteration 12Q (1270.110607 sec): 3 clusters Score: Raw -63577.249426 + Penalty 1217.933228 = -62359.316198 nChanged 3 SP:Iteration 13Q (1270.161044 sec): 3 clusters Score: Raw -63578.966574 + Penalty 1217.933228 = -62361.033346 nChanged 0 SP:Iteration 14F (1270.196795 sec): 3 clusters Score: Raw -63578.966574 + Penalty 1217.933228 = -62361.033346 nChanged 0 Trying to split cluster 33 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1270.221286 sec): 2 clusters Score: Raw -10150.402618 + Penalty 494.380635 = -9656.021983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.279165 sec): 3 clusters Score: Raw -10314.324175 + Penalty 988.761271 = -9325.562905 nChanged 41 SP:Iteration 1F (1270.316349 sec): 3 clusters Score: Raw -10406.395014 + Penalty 988.761271 = -9417.633743 nChanged 16 SP:Iteration 2F (1270.364864 sec): 3 clusters Score: Raw -10456.434794 + Penalty 988.761271 = -9467.673524 nChanged 12 SP:Iteration 3F (1270.415469 sec): 3 clusters Score: Raw -10489.430817 + Penalty 988.761271 = -9500.669547 nChanged 7 SP:Iteration 4Q (1270.446086 sec): 3 clusters Score: Raw -10535.332367 + Penalty 988.761271 = -9546.571097 nChanged 0 SP:Iteration 5F (1270.478859 sec): 3 clusters Score: Raw -10535.332367 + Penalty 988.761271 = -9546.571097 nChanged 0 Trying to split cluster 34 (16248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1270.520628 sec): 2 clusters Score: Raw -1611818.753339 + Penalty 921.093885 = -1610897.659454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.585521 sec): 3 clusters Score: Raw -1601745.397159 + Penalty 1842.187770 = -1599903.209389 nChanged 7492 SP:Iteration 1F (1270.655969 sec): 3 clusters Score: Raw -1605954.472196 + Penalty 1842.187770 = -1604112.284427 nChanged 788 SP:Iteration 2Q (1270.708193 sec): 3 clusters Score: Raw -1606246.463239 + Penalty 1842.187770 = -1604404.275469 nChanged 790 SP:Iteration 3Q (1270.773121 sec): 3 clusters Score: Raw -1606591.536796 + Penalty 1842.187770 = -1604749.349027 nChanged 847 SP:Iteration 4F (1270.834624 sec): 3 clusters Score: Raw -1607018.272158 + Penalty 1842.187770 = -1605176.084389 nChanged 930 SP:Iteration 5F (1270.899184 sec): 3 clusters Score: Raw -1607594.141143 + Penalty 1842.187770 = -1605751.953374 nChanged 973 SP:Iteration 6F (1270.961770 sec): 3 clusters Score: Raw -1608203.863332 + Penalty 1842.187770 = -1606361.675562 nChanged 950 SP:Iteration 7F (1271.021257 sec): 3 clusters Score: Raw -1608839.708433 + Penalty 1842.187770 = -1606997.520663 nChanged 913 SP:Iteration 8F (1271.088874 sec): 3 clusters Score: Raw -1609500.452120 + Penalty 1842.187770 = -1607658.264350 nChanged 754 SP:Iteration 9Q (1271.146782 sec): 3 clusters Score: Raw -1610059.382893 + Penalty 1842.187770 = -1608217.195123 nChanged 593 SP:Iteration 10Q (1271.222474 sec): 3 clusters Score: Raw -1610487.427766 + Penalty 1842.187770 = -1608645.239996 nChanged 478 SP:Iteration 11Q (1271.279128 sec): 3 clusters Score: Raw -1610827.512518 + Penalty 1842.187770 = -1608985.324748 nChanged 361 SP:Iteration 12Q (1271.332410 sec): 3 clusters Score: Raw -1611070.993143 + Penalty 1842.187770 = -1609228.805373 nChanged 277 SP:Iteration 13Q (1271.381827 sec): 3 clusters Score: Raw -1611238.136291 + Penalty 1842.187770 = -1609395.948521 nChanged 223 SP:Iteration 14Q (1271.446829 sec): 3 clusters Score: Raw -1611392.472658 + Penalty 1842.187770 = -1609550.284888 nChanged 189 SP:Iteration 15Q (1271.520480 sec): 3 clusters Score: Raw -1611523.628987 + Penalty 1842.187770 = -1609681.441217 nChanged 134 SP:Iteration 16Q (1271.577935 sec): 3 clusters Score: Raw -1611614.618325 + Penalty 1842.187770 = -1609772.430555 nChanged 117 SP:Iteration 17Q (1271.634186 sec): 3 clusters Score: Raw -1611690.265538 + Penalty 1842.187770 = -1609848.077769 nChanged 92 SP:Iteration 18Q (1271.682411 sec): 3 clusters Score: Raw -1611741.360638 + Penalty 1842.187770 = -1609899.172868 nChanged 56 SP:Iteration 19Q (1271.745942 sec): 3 clusters Score: Raw -1611772.882519 + Penalty 1842.187770 = -1609930.694750 nChanged 48 SP:Iteration 20F (1271.802908 sec): 3 clusters Score: Raw -1611803.040238 + Penalty 1842.187770 = -1609960.852469 nChanged 40 SP:Iteration 21Q (1271.852128 sec): 3 clusters Score: Raw -1611826.957874 + Penalty 1842.187770 = -1609984.770104 nChanged 35 SP:Iteration 22Q (1271.914591 sec): 3 clusters Score: Raw -1611845.233060 + Penalty 1842.187770 = -1610003.045291 nChanged 21 SP:Iteration 23Q (1271.982892 sec): 3 clusters Score: Raw -1611854.317543 + Penalty 1842.187770 = -1610012.129774 nChanged 24 SP:Iteration 24Q (1272.037011 sec): 3 clusters Score: Raw -1611866.433927 + Penalty 1842.187770 = -1610024.246157 nChanged 26 SP:Iteration 25Q (1272.099752 sec): 3 clusters Score: Raw -1611882.240982 + Penalty 1842.187770 = -1610040.053213 nChanged 26 SP:Iteration 26Q (1272.155776 sec): 3 clusters Score: Raw -1611896.238368 + Penalty 1842.187770 = -1610054.050598 nChanged 14 SP:Iteration 27Q (1272.194855 sec): 3 clusters Score: Raw -1611902.233117 + Penalty 1842.187770 = -1610060.045347 nChanged 6 SP:Iteration 28Q (1272.262429 sec): 3 clusters Score: Raw -1611904.035187 + Penalty 1842.187770 = -1610061.847417 nChanged 5 SP:Iteration 29Q (1272.301202 sec): 3 clusters Score: Raw -1611907.606851 + Penalty 1842.187770 = -1610065.419082 nChanged 4 SP:Iteration 30Q (1272.363152 sec): 3 clusters Score: Raw -1611908.819264 + Penalty 1842.187770 = -1610066.631494 nChanged 1 SP:Iteration 31Q (1272.430989 sec): 3 clusters Score: Raw -1611910.385583 + Penalty 1842.187770 = -1610068.197814 nChanged 5 SP:Iteration 32Q (1272.483064 sec): 3 clusters Score: Raw -1611914.245427 + Penalty 1842.187770 = -1610072.057657 nChanged 6 SP:Iteration 33Q (1272.536214 sec): 3 clusters Score: Raw -1611921.114991 + Penalty 1842.187770 = -1610078.927221 nChanged 9 SP:Iteration 34Q (1272.594430 sec): 3 clusters Score: Raw -1611927.821426 + Penalty 1842.187770 = -1610085.633656 nChanged 5 SP:Iteration 35Q (1272.653436 sec): 3 clusters Score: Raw -1611931.867347 + Penalty 1842.187770 = -1610089.679577 nChanged 4 SP:Iteration 36Q (1272.711808 sec): 3 clusters Score: Raw -1611935.152144 + Penalty 1842.187770 = -1610092.964374 nChanged 8 SP:Iteration 37Q (1272.774775 sec): 3 clusters Score: Raw -1611939.179008 + Penalty 1842.187770 = -1610096.991238 nChanged 7 SP:Iteration 38Q (1272.842625 sec): 3 clusters Score: Raw -1611942.312828 + Penalty 1842.187770 = -1610100.125059 nChanged 7 SP:Iteration 39Q (1272.888959 sec): 3 clusters Score: Raw -1611944.510484 + Penalty 1842.187770 = -1610102.322715 nChanged 1 SP:Iteration 40F (1272.946365 sec): 3 clusters Score: Raw -1611944.721619 + Penalty 1842.187770 = -1610102.533849 nChanged 0 Trying to split cluster 35 (12809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1272.982545 sec): 2 clusters Score: Raw -1283265.768133 + Penalty 898.500816 = -1282367.267317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.041938 sec): 3 clusters Score: Raw -1275504.947137 + Penalty 1797.001632 = -1273707.945505 nChanged 5805 SP:Iteration 1F (1273.096857 sec): 3 clusters Score: Raw -1278755.838656 + Penalty 1797.001632 = -1276958.837024 nChanged 688 SP:Iteration 2F (1273.156277 sec): 3 clusters Score: Raw -1279040.602688 + Penalty 1797.001632 = -1277243.601056 nChanged 640 SP:Iteration 3Q (1273.211747 sec): 3 clusters Score: Raw -1279331.904681 + Penalty 1797.001632 = -1277534.903049 nChanged 690 SP:Iteration 4F (1273.271423 sec): 3 clusters Score: Raw -1279666.258738 + Penalty 1797.001632 = -1277869.257105 nChanged 715 SP:Iteration 5F (1273.326144 sec): 3 clusters Score: Raw -1280092.408347 + Penalty 1797.001632 = -1278295.406715 nChanged 746 SP:Iteration 6F (1273.385282 sec): 3 clusters Score: Raw -1280653.854291 + Penalty 1797.001632 = -1278856.852659 nChanged 853 SP:Iteration 7F (1273.449748 sec): 3 clusters Score: Raw -1281339.539965 + Penalty 1797.001632 = -1279542.538333 nChanged 838 SP:Iteration 8F (1273.500541 sec): 3 clusters Score: Raw -1281966.839441 + Penalty 1797.001632 = -1280169.837809 nChanged 667 SP:Iteration 9F (1273.562129 sec): 3 clusters Score: Raw -1282421.844290 + Penalty 1797.001632 = -1280624.842658 nChanged 507 SP:Iteration 10Q (1273.611441 sec): 3 clusters Score: Raw -1282718.009698 + Penalty 1797.001632 = -1280921.008066 nChanged 376 SP:Iteration 11Q (1273.667061 sec): 3 clusters Score: Raw -1282892.263189 + Penalty 1797.001632 = -1281095.261557 nChanged 256 SP:Iteration 12Q (1273.731156 sec): 3 clusters Score: Raw -1282992.013982 + Penalty 1797.001632 = -1281195.012350 nChanged 174 SP:Iteration 13Q (1273.787925 sec): 3 clusters Score: Raw -1283045.045187 + Penalty 1797.001632 = -1281248.043555 nChanged 149 SP:Iteration 14Q (1273.850366 sec): 3 clusters Score: Raw -1283086.850722 + Penalty 1797.001632 = -1281289.849089 nChanged 138 SP:Iteration 15Q (1273.910239 sec): 3 clusters Score: Raw -1283123.742768 + Penalty 1797.001632 = -1281326.741136 nChanged 128 SP:Iteration 16Q (1273.971437 sec): 3 clusters Score: Raw -1283158.896393 + Penalty 1797.001632 = -1281361.894761 nChanged 124 SP:Iteration 17Q (1274.020728 sec): 3 clusters Score: Raw -1283192.458018 + Penalty 1797.001632 = -1281395.456385 nChanged 108 SP:Iteration 18Q (1274.082654 sec): 3 clusters Score: Raw -1283219.998534 + Penalty 1797.001632 = -1281422.996902 nChanged 101 SP:Iteration 19Q (1274.129585 sec): 3 clusters Score: Raw -1283242.890039 + Penalty 1797.001632 = -1281445.888407 nChanged 93 SP:Iteration 20F (1274.197921 sec): 3 clusters Score: Raw -1283262.784445 + Penalty 1797.001632 = -1281465.782812 nChanged 78 SP:Iteration 21Q (1274.217270 sec): 3 clusters Score: Raw -1283278.877462 + Penalty 1797.001632 = -1281481.875829 nChanged 74 SP:Iteration 22Q (1274.280666 sec): 3 clusters Score: Raw -1283295.389335 + Penalty 1797.001632 = -1281498.387703 nChanged 69 SP:Iteration 23Q (1274.347920 sec): 3 clusters Score: Raw -1283310.333451 + Penalty 1797.001632 = -1281513.331819 nChanged 66 SP:Iteration 24Q (1274.406573 sec): 3 clusters Score: Raw -1283324.522687 + Penalty 1797.001632 = -1281527.521054 nChanged 58 SP:Iteration 25Q (1274.452752 sec): 3 clusters Score: Raw -1283338.314319 + Penalty 1797.001632 = -1281541.312687 nChanged 73 SP:Iteration 26Q (1274.511307 sec): 3 clusters Score: Raw -1283354.442140 + Penalty 1797.001632 = -1281557.440508 nChanged 69 SP:Iteration 27Q (1274.556269 sec): 3 clusters Score: Raw -1283369.255311 + Penalty 1797.001632 = -1281572.253679 nChanged 72 SP:Iteration 28Q (1274.618176 sec): 3 clusters Score: Raw -1283384.184346 + Penalty 1797.001632 = -1281587.182714 nChanged 65 SP:Iteration 29Q (1274.670285 sec): 3 clusters Score: Raw -1283397.910522 + Penalty 1797.001632 = -1281600.908890 nChanged 55 SP:Iteration 30Q (1274.731775 sec): 3 clusters Score: Raw -1283410.087316 + Penalty 1797.001632 = -1281613.085684 nChanged 58 SP:Iteration 31Q (1274.793622 sec): 3 clusters Score: Raw -1283420.358920 + Penalty 1797.001632 = -1281623.357288 nChanged 48 SP:Iteration 32Q (1274.860080 sec): 3 clusters Score: Raw -1283427.583796 + Penalty 1797.001632 = -1281630.582164 nChanged 35 SP:Iteration 33Q (1274.926507 sec): 3 clusters Score: Raw -1283432.396795 + Penalty 1797.001632 = -1281635.395162 nChanged 36 SP:Iteration 34Q (1274.975692 sec): 3 clusters Score: Raw -1283438.259035 + Penalty 1797.001632 = -1281641.257403 nChanged 45 SP:Iteration 35Q (1275.038449 sec): 3 clusters Score: Raw -1283445.641474 + Penalty 1797.001632 = -1281648.639842 nChanged 46 SP:Iteration 36Q (1275.095568 sec): 3 clusters Score: Raw -1283452.826702 + Penalty 1797.001632 = -1281655.825069 nChanged 48 SP:Iteration 37Q (1275.157534 sec): 3 clusters Score: Raw -1283460.093129 + Penalty 1797.001632 = -1281663.091497 nChanged 48 SP:Iteration 38Q (1275.207205 sec): 3 clusters Score: Raw -1283467.744065 + Penalty 1797.001632 = -1281670.742433 nChanged 38 SP:Iteration 39Q (1275.275904 sec): 3 clusters Score: Raw -1283475.130047 + Penalty 1797.001632 = -1281678.128415 nChanged 50 SP:Iteration 40F (1275.325779 sec): 3 clusters Score: Raw -1283485.579119 + Penalty 1797.001632 = -1281688.577487 nChanged 49 SP:Iteration 41Q (1275.389627 sec): 3 clusters Score: Raw -1283494.981800 + Penalty 1797.001632 = -1281697.980167 nChanged 43 SP:Iteration 42Q (1275.439645 sec): 3 clusters Score: Raw -1283504.608076 + Penalty 1797.001632 = -1281707.606444 nChanged 49 SP:Iteration 43Q (1275.505326 sec): 3 clusters Score: Raw -1283517.870077 + Penalty 1797.001632 = -1281720.868445 nChanged 42 SP:Iteration 44Q (1275.543806 sec): 3 clusters Score: Raw -1283526.490693 + Penalty 1797.001632 = -1281729.489061 nChanged 40 SP:Iteration 45Q (1275.597660 sec): 3 clusters Score: Raw -1283535.508756 + Penalty 1797.001632 = -1281738.507124 nChanged 31 SP:Iteration 46Q (1275.641419 sec): 3 clusters Score: Raw -1283541.786313 + Penalty 1797.001632 = -1281744.784681 nChanged 25 SP:Iteration 47Q (1275.702792 sec): 3 clusters Score: Raw -1283546.574373 + Penalty 1797.001632 = -1281749.572740 nChanged 28 SP:Iteration 48Q (1275.775225 sec): 3 clusters Score: Raw -1283551.519474 + Penalty 1797.001632 = -1281754.517842 nChanged 21 SP:Iteration 49Q (1275.825286 sec): 3 clusters Score: Raw -1283555.815112 + Penalty 1797.001632 = -1281758.813479 nChanged 23 SP:Iteration 50Q (1275.880846 sec): 3 clusters Score: Raw -1283560.218105 + Penalty 1797.001632 = -1281763.216473 nChanged 22 SP:Iteration 51Q (1275.952489 sec): 3 clusters Score: Raw -1283564.537747 + Penalty 1797.001632 = -1281767.536115 nChanged 19 SP:Iteration 52Q (1276.003050 sec): 3 clusters Score: Raw -1283567.889285 + Penalty 1797.001632 = -1281770.887653 nChanged 23 SP:Iteration 53Q (1276.057035 sec): 3 clusters Score: Raw -1283571.984784 + Penalty 1797.001632 = -1281774.983151 nChanged 13 SP:Iteration 54Q (1276.116419 sec): 3 clusters Score: Raw -1283573.737556 + Penalty 1797.001632 = -1281776.735924 nChanged 10 SP:Iteration 55Q (1276.184467 sec): 3 clusters Score: Raw -1283575.348873 + Penalty 1797.001632 = -1281778.347241 nChanged 15 SP:Iteration 56Q (1276.233642 sec): 3 clusters Score: Raw -1283577.489476 + Penalty 1797.001632 = -1281780.487844 nChanged 10 SP:Iteration 57Q (1276.273138 sec): 3 clusters Score: Raw -1283579.039518 + Penalty 1797.001632 = -1281782.037886 nChanged 10 SP:Iteration 58Q (1276.336519 sec): 3 clusters Score: Raw -1283580.269195 + Penalty 1797.001632 = -1281783.267563 nChanged 5 SP:Iteration 59Q (1276.380976 sec): 3 clusters Score: Raw -1283580.851188 + Penalty 1797.001632 = -1281783.849556 nChanged 6 SP:Iteration 60F (1276.452849 sec): 3 clusters Score: Raw -1283581.355055 + Penalty 1797.001632 = -1281784.353422 nChanged 4 SP:Iteration 61Q (1276.491496 sec): 3 clusters Score: Raw -1283581.750389 + Penalty 1797.001632 = -1281784.748757 nChanged 2 SP:Iteration 62Q (1276.545564 sec): 3 clusters Score: Raw -1283582.046018 + Penalty 1797.001632 = -1281785.044386 nChanged 5 SP:Iteration 63Q (1276.604596 sec): 3 clusters Score: Raw -1283582.843121 + Penalty 1797.001632 = -1281785.841489 nChanged 7 SP:Iteration 64Q (1276.661058 sec): 3 clusters Score: Raw -1283583.992056 + Penalty 1797.001632 = -1281786.990424 nChanged 10 SP:Iteration 65Q (1276.720185 sec): 3 clusters Score: Raw -1283585.859186 + Penalty 1797.001632 = -1281788.857553 nChanged 9 SP:Iteration 66Q (1276.777077 sec): 3 clusters Score: Raw -1283586.836873 + Penalty 1797.001632 = -1281789.835241 nChanged 10 SP:Iteration 67Q (1276.820195 sec): 3 clusters Score: Raw -1283588.113878 + Penalty 1797.001632 = -1281791.112245 nChanged 12 SP:Iteration 68Q (1276.883044 sec): 3 clusters Score: Raw -1283589.715333 + Penalty 1797.001632 = -1281792.713700 nChanged 14 SP:Iteration 69Q (1276.943243 sec): 3 clusters Score: Raw -1283591.698609 + Penalty 1797.001632 = -1281794.696977 nChanged 11 SP:Iteration 70Q (1276.998756 sec): 3 clusters Score: Raw -1283592.760512 + Penalty 1797.001632 = -1281795.758880 nChanged 9 SP:Iteration 71Q (1277.058972 sec): 3 clusters Score: Raw -1283594.029479 + Penalty 1797.001632 = -1281797.027847 nChanged 8 SP:Iteration 72Q (1277.111063 sec): 3 clusters Score: Raw -1283594.633667 + Penalty 1797.001632 = -1281797.632035 nChanged 2 SP:Iteration 73Q (1277.162319 sec): 3 clusters Score: Raw -1283594.761522 + Penalty 1797.001632 = -1281797.759890 nChanged 4 SP:Iteration 74Q (1277.233265 sec): 3 clusters Score: Raw -1283595.197909 + Penalty 1797.001632 = -1281798.196276 nChanged 4 SP:Iteration 75Q (1277.283850 sec): 3 clusters Score: Raw -1283595.633365 + Penalty 1797.001632 = -1281798.631732 nChanged 4 SP:Iteration 76Q (1277.338054 sec): 3 clusters Score: Raw -1283596.160273 + Penalty 1797.001632 = -1281799.158641 nChanged 6 SP:Iteration 77Q (1277.393556 sec): 3 clusters Score: Raw -1283597.328774 + Penalty 1797.001632 = -1281800.327142 nChanged 6 SP:Iteration 78Q (1277.453807 sec): 3 clusters Score: Raw -1283597.891260 + Penalty 1797.001632 = -1281800.889628 nChanged 4 SP:Iteration 79Q (1277.508635 sec): 3 clusters Score: Raw -1283598.329222 + Penalty 1797.001632 = -1281801.327590 nChanged 8 SP:Iteration 80F (1277.568237 sec): 3 clusters Score: Raw -1283599.922736 + Penalty 1797.001632 = -1281802.921104 nChanged 5 SP:Iteration 81Q (1277.617067 sec): 3 clusters Score: Raw -1283600.668176 + Penalty 1797.001632 = -1281803.666544 nChanged 5 SP:Iteration 82Q (1277.675700 sec): 3 clusters Score: Raw -1283601.317203 + Penalty 1797.001632 = -1281804.315571 nChanged 3 SP:Iteration 83Q (1277.735719 sec): 3 clusters Score: Raw -1283601.784697 + Penalty 1797.001632 = -1281804.783065 nChanged 3 SP:Iteration 84Q (1277.777469 sec): 3 clusters Score: Raw -1283602.193205 + Penalty 1797.001632 = -1281805.191573 nChanged 2 SP:Iteration 85Q (1277.840666 sec): 3 clusters Score: Raw -1283602.346632 + Penalty 1797.001632 = -1281805.344999 nChanged 1 SP:Iteration 86Q (1277.900345 sec): 3 clusters Score: Raw -1283602.468078 + Penalty 1797.001632 = -1281805.466446 nChanged 1 SP:Iteration 87Q (1277.957609 sec): 3 clusters Score: Raw -1283602.485222 + Penalty 1797.001632 = -1281805.483590 nChanged 1 SP:Iteration 88Q (1278.012978 sec): 3 clusters Score: Raw -1283602.773325 + Penalty 1797.001632 = -1281805.771693 nChanged 3 SP:Iteration 89Q (1278.064374 sec): 3 clusters Score: Raw -1283603.310745 + Penalty 1797.001632 = -1281806.309113 nChanged 6 SP:Iteration 90Q (1278.124635 sec): 3 clusters Score: Raw -1283604.206476 + Penalty 1797.001632 = -1281807.204844 nChanged 4 SP:Iteration 91Q (1278.186099 sec): 3 clusters Score: Raw -1283604.834612 + Penalty 1797.001632 = -1281807.832980 nChanged 4 SP:Iteration 92Q (1278.245065 sec): 3 clusters Score: Raw -1283604.979028 + Penalty 1797.001632 = -1281807.977396 nChanged 0 SP:Iteration 93F (1278.300845 sec): 3 clusters Score: Raw -1283604.979028 + Penalty 1797.001632 = -1281807.977396 nChanged 0 Trying to split cluster 36 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.321361 sec): 2 clusters Score: Raw -15044.705595 + Penalty 506.148236 = -14538.557359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1278.352578 sec): 3 clusters Score: Raw -15099.644814 + Penalty 1012.296472 = -14087.348342 nChanged 51 SP:Iteration 1F (1278.398001 sec): 3 clusters Score: Raw -15248.838787 + Penalty 1012.296472 = -14236.542315 nChanged 14 SP:Iteration 2F (1278.435232 sec): 3 clusters Score: Raw -15292.371703 + Penalty 1012.296472 = -14280.075231 nChanged 5 SP:Iteration 3Q (1278.475194 sec): 3 clusters Score: Raw -15302.477884 + Penalty 1012.296472 = -14290.181412 nChanged 4 SP:Iteration 4Q (1278.515189 sec): 3 clusters Score: Raw -15332.299603 + Penalty 1012.296472 = -14320.003131 nChanged 2 SP:Iteration 5Q (1278.555340 sec): 3 clusters Score: Raw -15334.372247 + Penalty 1012.296472 = -14322.075775 nChanged 1 SP:Iteration 6Q (1278.597904 sec): 3 clusters Score: Raw -15336.291311 + Penalty 1012.296472 = -14323.994839 nChanged 1 SP:Iteration 7Q (1278.643568 sec): 3 clusters Score: Raw -15338.688424 + Penalty 1012.296472 = -14326.391952 nChanged 0 SP:Iteration 8F (1278.672921 sec): 3 clusters Score: Raw -15338.688424 + Penalty 1012.296472 = -14326.391952 nChanged 0 Iteration 139Q (1284.435594 sec): 38 clusters Score: Raw -58496754.329752 + Penalty 46896.096993 = -58449858.232758 nChanged 413 Iteration 140F (1295.282525 sec): 38 clusters Score: Raw -58496804.165775 + Penalty 46896.096993 = -58449908.068782 nChanged 491 Iteration 141Q (1299.764848 sec): 38 clusters Score: Raw -58496831.872585 + Penalty 46896.096993 = -58449935.775591 nChanged 365 Iteration 142Q (1304.987615 sec): 38 clusters Score: Raw -58496847.195699 + Penalty 46896.096993 = -58449951.098706 nChanged 335 Iteration 143Q (1310.481328 sec): 38 clusters Score: Raw -58496860.623399 + Penalty 46896.096993 = -58449964.526405 nChanged 319 Iteration 144Q (1315.915194 sec): 38 clusters Score: Raw -58496872.318490 + Penalty 46896.096993 = -58449976.221497 nChanged 250 Iteration 145Q (1321.314470 sec): 38 clusters Score: Raw -58496880.544764 + Penalty 46896.096993 = -58449984.447770 nChanged 221 Iteration 146Q (1326.581679 sec): 38 clusters Score: Raw -58496887.443595 + Penalty 46896.096993 = -58449991.346601 nChanged 223 Iteration 147Q (1332.232258 sec): 38 clusters Score: Raw -58496893.917115 + Penalty 46896.096993 = -58449997.820122 nChanged 215 Iteration 148Q (1337.351870 sec): 38 clusters Score: Raw -58496899.989742 + Penalty 46896.096993 = -58450003.892749 nChanged 191 Iteration 149Q (1342.613203 sec): 38 clusters Score: Raw -58496905.649304 + Penalty 46896.096993 = -58450009.552311 nChanged 173 Iteration 150Q (1348.241058 sec): 38 clusters Score: Raw -58496910.810057 + Penalty 46896.096993 = -58450014.713063 nChanged 163 Iteration 151Q (1353.965016 sec): 38 clusters Score: Raw -58496915.573592 + Penalty 46896.096993 = -58450019.476599 nChanged 167 Iteration 152Q (1359.569865 sec): 38 clusters Score: Raw -58496919.954617 + Penalty 46896.096993 = -58450023.857624 nChanged 144 Iteration 153Q (1365.351637 sec): 38 clusters Score: Raw -58496923.674554 + Penalty 46896.096993 = -58450027.577561 nChanged 136 Iteration 154Q (1371.135145 sec): 38 clusters Score: Raw -58496927.604397 + Penalty 46896.096993 = -58450031.507403 nChanged 141 Iteration 155Q (1376.954414 sec): 38 clusters Score: Raw -58496931.311282 + Penalty 46896.096993 = -58450035.214289 nChanged 138 Iteration 156Q (1382.719082 sec): 38 clusters Score: Raw -58496935.226177 + Penalty 46896.096993 = -58450039.129184 nChanged 148 Iteration 157Q (1388.546260 sec): 38 clusters Score: Raw -58496939.167312 + Penalty 46896.096993 = -58450043.070318 nChanged 152 Iteration 158Q (1394.363146 sec): 38 clusters Score: Raw -58496943.486214 + Penalty 46896.096993 = -58450047.389220 nChanged 152 Iteration 159Q (1400.139692 sec): 38 clusters Score: Raw -58496947.586013 + Penalty 46896.096993 = -58450051.489020 nChanged 149 Iteration 160F (1411.167315 sec): 38 clusters Score: Raw -58496951.337775 + Penalty 46896.096993 = -58450055.240782 nChanged 136 Iteration 161Q (1416.856316 sec): 38 clusters Score: Raw -58496954.765051 + Penalty 46896.096993 = -58450058.668058 nChanged 127 Iteration 162Q (1422.665136 sec): 38 clusters Score: Raw -58496958.051161 + Penalty 46896.096993 = -58450061.954168 nChanged 122 Iteration 163Q (1427.707709 sec): 38 clusters Score: Raw -58496961.077850 + Penalty 46896.096993 = -58450064.980857 nChanged 106 Iteration 164Q (1433.123497 sec): 38 clusters Score: Raw -58496963.952935 + Penalty 46896.096993 = -58450067.855942 nChanged 105 Iteration 165Q (1438.455868 sec): 38 clusters Score: Raw -58496966.746276 + Penalty 46896.096993 = -58450070.649282 nChanged 104 Iteration 166Q (1443.814103 sec): 38 clusters Score: Raw -58496969.676215 + Penalty 46896.096993 = -58450073.579222 nChanged 98 Iteration 167Q (1449.115569 sec): 38 clusters Score: Raw -58496972.286205 + Penalty 46896.096993 = -58450076.189212 nChanged 96 Iteration 168Q (1454.325688 sec): 38 clusters Score: Raw -58496975.284467 + Penalty 46896.096993 = -58450079.187474 nChanged 101 Iteration 169Q (1459.566722 sec): 38 clusters Score: Raw -58496978.278653 + Penalty 46896.096993 = -58450082.181660 nChanged 96 Iteration 170Q (1464.784842 sec): 38 clusters Score: Raw -58496981.054959 + Penalty 46896.096993 = -58450084.957966 nChanged 108 Iteration 171Q (1470.036853 sec): 38 clusters Score: Raw -58496984.523737 + Penalty 46896.096993 = -58450088.426744 nChanged 114 Iteration 172Q (1475.287424 sec): 38 clusters Score: Raw -58496987.729076 + Penalty 46896.096993 = -58450091.632082 nChanged 110 Iteration 173Q (1480.548550 sec): 38 clusters Score: Raw -58496991.013620 + Penalty 46896.096993 = -58450094.916627 nChanged 101 Iteration 174Q (1485.769654 sec): 38 clusters Score: Raw -58496994.296190 + Penalty 46896.096993 = -58450098.199197 nChanged 104 Iteration 175Q (1490.140522 sec): 38 clusters Score: Raw -58496997.502417 + Penalty 46896.096993 = -58450101.405424 nChanged 106 Iteration 176Q (1495.405030 sec): 38 clusters Score: Raw -58497000.669985 + Penalty 46896.096993 = -58450104.572992 nChanged 106 Iteration 177Q (1500.697609 sec): 38 clusters Score: Raw -58497003.454594 + Penalty 46896.096993 = -58450107.357601 nChanged 103 Iteration 178Q (1505.922380 sec): 38 clusters Score: Raw -58497005.884652 + Penalty 46896.096993 = -58450109.787658 nChanged 105 Writing temp clu file Because OldScore, -58450107.357601, is greater than current (better) Score,-58450109.787658 Compute initial score before splitting: Score: Raw -58497005.884652 + Penalty 46896.096993 = -58450109.787658 Trying to split cluster 1 (18005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.059630 sec): 2 clusters Score: Raw -1766832.213876 + Penalty 930.848454 = -1765901.365422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.094046 sec): 3 clusters Score: Raw -1755654.611923 + Penalty 1861.696907 = -1753792.915015 nChanged 8300 SP:Iteration 1F (1506.126521 sec): 3 clusters Score: Raw -1760431.345070 + Penalty 1861.696907 = -1758569.648162 nChanged 1068 SP:Iteration 2F (1506.159396 sec): 3 clusters Score: Raw -1760973.577118 + Penalty 1861.696907 = -1759111.880211 nChanged 1093 SP:Iteration 3F (1506.192067 sec): 3 clusters Score: Raw -1761658.328033 + Penalty 1861.696907 = -1759796.631126 nChanged 1087 SP:Iteration 4F (1506.229010 sec): 3 clusters Score: Raw -1762414.813061 + Penalty 1861.696907 = -1760553.116153 nChanged 1114 SP:Iteration 5F (1506.287574 sec): 3 clusters Score: Raw -1763285.529408 + Penalty 1861.696907 = -1761423.832501 nChanged 1075 SP:Iteration 6F (1506.320222 sec): 3 clusters Score: Raw -1764177.466539 + Penalty 1861.696907 = -1762315.769632 nChanged 973 SP:Iteration 7F (1506.353290 sec): 3 clusters Score: Raw -1764877.454159 + Penalty 1861.696907 = -1763015.757251 nChanged 738 SP:Iteration 8Q (1506.384767 sec): 3 clusters Score: Raw -1765260.040606 + Penalty 1861.696907 = -1763398.343698 nChanged 473 SP:Iteration 9Q (1506.421911 sec): 3 clusters Score: Raw -1765438.539454 + Penalty 1861.696907 = -1763576.842547 nChanged 303 SP:Iteration 10Q (1506.475360 sec): 3 clusters Score: Raw -1765543.024034 + Penalty 1861.696907 = -1763681.327127 nChanged 256 SP:Iteration 11Q (1506.516759 sec): 3 clusters Score: Raw -1765625.574561 + Penalty 1861.696907 = -1763763.877654 nChanged 214 SP:Iteration 12Q (1506.547310 sec): 3 clusters Score: Raw -1765683.865796 + Penalty 1861.696907 = -1763822.168889 nChanged 187 SP:Iteration 13Q (1506.578253 sec): 3 clusters Score: Raw -1765738.294926 + Penalty 1861.696907 = -1763876.598019 nChanged 165 SP:Iteration 14Q (1506.627134 sec): 3 clusters Score: Raw -1765789.331141 + Penalty 1861.696907 = -1763927.634233 nChanged 183 SP:Iteration 15Q (1506.660713 sec): 3 clusters Score: Raw -1765842.596042 + Penalty 1861.696907 = -1763980.899134 nChanged 189 SP:Iteration 16Q (1506.693918 sec): 3 clusters Score: Raw -1765898.151981 + Penalty 1861.696907 = -1764036.455073 nChanged 166 SP:Iteration 17Q (1506.724411 sec): 3 clusters Score: Raw -1765945.643731 + Penalty 1861.696907 = -1764083.946824 nChanged 173 SP:Iteration 18Q (1506.754681 sec): 3 clusters Score: Raw -1765997.254163 + Penalty 1861.696907 = -1764135.557255 nChanged 163 SP:Iteration 19Q (1506.784976 sec): 3 clusters Score: Raw -1766041.339550 + Penalty 1861.696907 = -1764179.642642 nChanged 145 SP:Iteration 20F (1506.817568 sec): 3 clusters Score: Raw -1766072.300034 + Penalty 1861.696907 = -1764210.603127 nChanged 118 SP:Iteration 21Q (1506.870351 sec): 3 clusters Score: Raw -1766099.077969 + Penalty 1861.696907 = -1764237.381061 nChanged 124 SP:Iteration 22Q (1506.923353 sec): 3 clusters Score: Raw -1766131.075630 + Penalty 1861.696907 = -1764269.378723 nChanged 125 SP:Iteration 23Q (1506.964258 sec): 3 clusters Score: Raw -1766159.068407 + Penalty 1861.696907 = -1764297.371500 nChanged 118 SP:Iteration 24Q (1506.993862 sec): 3 clusters Score: Raw -1766187.601119 + Penalty 1861.696907 = -1764325.904211 nChanged 126 SP:Iteration 25Q (1507.023846 sec): 3 clusters Score: Raw -1766219.064543 + Penalty 1861.696907 = -1764357.367636 nChanged 129 SP:Iteration 26Q (1507.053787 sec): 3 clusters Score: Raw -1766255.193151 + Penalty 1861.696907 = -1764393.496244 nChanged 124 SP:Iteration 27Q (1507.083585 sec): 3 clusters Score: Raw -1766287.591766 + Penalty 1861.696907 = -1764425.894859 nChanged 125 SP:Iteration 28Q (1507.113428 sec): 3 clusters Score: Raw -1766317.899470 + Penalty 1861.696907 = -1764456.202562 nChanged 126 SP:Iteration 29Q (1507.143312 sec): 3 clusters Score: Raw -1766349.661905 + Penalty 1861.696907 = -1764487.964998 nChanged 123 SP:Iteration 30Q (1507.173058 sec): 3 clusters Score: Raw -1766385.107418 + Penalty 1861.696907 = -1764523.410511 nChanged 140 SP:Iteration 31Q (1507.202813 sec): 3 clusters Score: Raw -1766429.550467 + Penalty 1861.696907 = -1764567.853560 nChanged 156 SP:Iteration 32Q (1507.232489 sec): 3 clusters Score: Raw -1766481.369386 + Penalty 1861.696907 = -1764619.672479 nChanged 136 SP:Iteration 33Q (1507.261790 sec): 3 clusters Score: Raw -1766529.378582 + Penalty 1861.696907 = -1764667.681675 nChanged 112 SP:Iteration 34Q (1507.295594 sec): 3 clusters Score: Raw -1766566.014422 + Penalty 1861.696907 = -1764704.317514 nChanged 118 SP:Iteration 35Q (1507.324694 sec): 3 clusters Score: Raw -1766596.411158 + Penalty 1861.696907 = -1764734.714250 nChanged 88 SP:Iteration 36Q (1507.353857 sec): 3 clusters Score: Raw -1766617.710289 + Penalty 1861.696907 = -1764756.013381 nChanged 70 SP:Iteration 37Q (1507.387701 sec): 3 clusters Score: Raw -1766632.652238 + Penalty 1861.696907 = -1764770.955331 nChanged 61 SP:Iteration 38Q (1507.426432 sec): 3 clusters Score: Raw -1766647.175915 + Penalty 1861.696907 = -1764785.479007 nChanged 68 SP:Iteration 39Q (1507.455416 sec): 3 clusters Score: Raw -1766664.836176 + Penalty 1861.696907 = -1764803.139268 nChanged 69 SP:Iteration 40F (1507.494662 sec): 3 clusters Score: Raw -1766686.236322 + Penalty 1861.696907 = -1764824.539415 nChanged 66 SP:Iteration 41Q (1507.531545 sec): 3 clusters Score: Raw -1766708.940974 + Penalty 1861.696907 = -1764847.244066 nChanged 66 SP:Iteration 42Q (1507.559936 sec): 3 clusters Score: Raw -1766730.681087 + Penalty 1861.696907 = -1764868.984179 nChanged 67 SP:Iteration 43Q (1507.598420 sec): 3 clusters Score: Raw -1766753.524028 + Penalty 1861.696907 = -1764891.827120 nChanged 56 SP:Iteration 44Q (1507.634997 sec): 3 clusters Score: Raw -1766768.508354 + Penalty 1861.696907 = -1764906.811447 nChanged 41 SP:Iteration 45Q (1507.679325 sec): 3 clusters Score: Raw -1766780.594435 + Penalty 1861.696907 = -1764918.897528 nChanged 37 SP:Iteration 46Q (1507.727326 sec): 3 clusters Score: Raw -1766791.486318 + Penalty 1861.696907 = -1764929.789410 nChanged 42 SP:Iteration 47Q (1507.755096 sec): 3 clusters Score: Raw -1766803.720982 + Penalty 1861.696907 = -1764942.024075 nChanged 52 SP:Iteration 48Q (1507.790107 sec): 3 clusters Score: Raw -1766822.104705 + Penalty 1861.696907 = -1764960.407798 nChanged 50 SP:Iteration 49Q (1507.818459 sec): 3 clusters Score: Raw -1766841.509499 + Penalty 1861.696907 = -1764979.812591 nChanged 43 SP:Iteration 50Q (1507.847039 sec): 3 clusters Score: Raw -1766856.121603 + Penalty 1861.696907 = -1764994.424695 nChanged 42 SP:Iteration 51Q (1507.880856 sec): 3 clusters Score: Raw -1766870.286253 + Penalty 1861.696907 = -1765008.589346 nChanged 31 SP:Iteration 52Q (1507.927901 sec): 3 clusters Score: Raw -1766880.669133 + Penalty 1861.696907 = -1765018.972226 nChanged 26 SP:Iteration 53Q (1507.971511 sec): 3 clusters Score: Raw -1766887.806341 + Penalty 1861.696907 = -1765026.109433 nChanged 26 SP:Iteration 54Q (1508.005154 sec): 3 clusters Score: Raw -1766893.434460 + Penalty 1861.696907 = -1765031.737553 nChanged 15 SP:Iteration 55Q (1508.049049 sec): 3 clusters Score: Raw -1766896.814499 + Penalty 1861.696907 = -1765035.117591 nChanged 14 SP:Iteration 56Q (1508.077324 sec): 3 clusters Score: Raw -1766899.542740 + Penalty 1861.696907 = -1765037.845832 nChanged 9 SP:Iteration 57Q (1508.105547 sec): 3 clusters Score: Raw -1766901.758245 + Penalty 1861.696907 = -1765040.061338 nChanged 10 SP:Iteration 58Q (1508.168225 sec): 3 clusters Score: Raw -1766903.585171 + Penalty 1861.696907 = -1765041.888264 nChanged 10 SP:Iteration 59Q (1508.197531 sec): 3 clusters Score: Raw -1766906.230439 + Penalty 1861.696907 = -1765044.533532 nChanged 14 SP:Iteration 60F (1508.230019 sec): 3 clusters Score: Raw -1766908.786950 + Penalty 1861.696907 = -1765047.090043 nChanged 9 SP:Iteration 61Q (1508.281452 sec): 3 clusters Score: Raw -1766910.974611 + Penalty 1861.696907 = -1765049.277704 nChanged 5 SP:Iteration 62Q (1508.314903 sec): 3 clusters Score: Raw -1766911.913266 + Penalty 1861.696907 = -1765050.216358 nChanged 3 SP:Iteration 63Q (1508.375265 sec): 3 clusters Score: Raw -1766913.188657 + Penalty 1861.696907 = -1765051.491750 nChanged 5 SP:Iteration 64Q (1508.405507 sec): 3 clusters Score: Raw -1766915.505508 + Penalty 1861.696907 = -1765053.808600 nChanged 9 SP:Iteration 65Q (1508.434362 sec): 3 clusters Score: Raw -1766918.285127 + Penalty 1861.696907 = -1765056.588219 nChanged 8 SP:Iteration 66Q (1508.467051 sec): 3 clusters Score: Raw -1766920.021891 + Penalty 1861.696907 = -1765058.324984 nChanged 8 SP:Iteration 67Q (1508.495913 sec): 3 clusters Score: Raw -1766921.659194 + Penalty 1861.696907 = -1765059.962286 nChanged 6 SP:Iteration 68Q (1508.524318 sec): 3 clusters Score: Raw -1766923.271550 + Penalty 1861.696907 = -1765061.574643 nChanged 7 SP:Iteration 69Q (1508.565490 sec): 3 clusters Score: Raw -1766924.851951 + Penalty 1861.696907 = -1765063.155043 nChanged 5 SP:Iteration 70Q (1508.615936 sec): 3 clusters Score: Raw -1766925.851707 + Penalty 1861.696907 = -1765064.154799 nChanged 2 SP:Iteration 71Q (1508.675935 sec): 3 clusters Score: Raw -1766926.382419 + Penalty 1861.696907 = -1765064.685512 nChanged 3 SP:Iteration 72Q (1508.735343 sec): 3 clusters Score: Raw -1766926.862365 + Penalty 1861.696907 = -1765065.165458 nChanged 0 SP:Iteration 73F (1508.768957 sec): 3 clusters Score: Raw -1766926.862365 + Penalty 1861.696907 = -1765065.165458 nChanged 0 Trying to split cluster 2 (11343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1508.790609 sec): 2 clusters Score: Raw -1028906.853756 + Penalty 886.953829 = -1028019.899927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1508.838258 sec): 3 clusters Score: Raw -1022100.185837 + Penalty 1773.907658 = -1020326.278179 nChanged 5095 SP:Iteration 1F (1508.857689 sec): 3 clusters Score: Raw -1024946.614043 + Penalty 1773.907658 = -1023172.706386 nChanged 585 SP:Iteration 2F (1508.883293 sec): 3 clusters Score: Raw -1025180.150771 + Penalty 1773.907658 = -1023406.243113 nChanged 595 SP:Iteration 3F (1508.908748 sec): 3 clusters Score: Raw -1025450.570494 + Penalty 1773.907658 = -1023676.662836 nChanged 598 SP:Iteration 4F (1508.934283 sec): 3 clusters Score: Raw -1025764.108079 + Penalty 1773.907658 = -1023990.200422 nChanged 585 SP:Iteration 5F (1508.959755 sec): 3 clusters Score: Raw -1026104.095226 + Penalty 1773.907658 = -1024330.187569 nChanged 537 SP:Iteration 6Q (1508.985232 sec): 3 clusters Score: Raw -1026441.741804 + Penalty 1773.907658 = -1024667.834146 nChanged 567 SP:Iteration 7Q (1509.011031 sec): 3 clusters Score: Raw -1026820.286109 + Penalty 1773.907658 = -1025046.378451 nChanged 539 SP:Iteration 8Q (1509.036555 sec): 3 clusters Score: Raw -1027198.937043 + Penalty 1773.907658 = -1025425.029385 nChanged 457 SP:Iteration 9Q (1509.062002 sec): 3 clusters Score: Raw -1027505.544803 + Penalty 1773.907658 = -1025731.637145 nChanged 385 SP:Iteration 10Q (1509.087072 sec): 3 clusters Score: Raw -1027753.768336 + Penalty 1773.907658 = -1025979.860679 nChanged 312 SP:Iteration 11Q (1509.114857 sec): 3 clusters Score: Raw -1027915.962156 + Penalty 1773.907658 = -1026142.054498 nChanged 242 SP:Iteration 12Q (1509.139469 sec): 3 clusters Score: Raw -1028033.991149 + Penalty 1773.907658 = -1026260.083492 nChanged 212 SP:Iteration 13Q (1509.170576 sec): 3 clusters Score: Raw -1028140.014864 + Penalty 1773.907658 = -1026366.107207 nChanged 179 SP:Iteration 14Q (1509.203070 sec): 3 clusters Score: Raw -1028220.979279 + Penalty 1773.907658 = -1026447.071622 nChanged 173 SP:Iteration 15Q (1509.258870 sec): 3 clusters Score: Raw -1028300.878354 + Penalty 1773.907658 = -1026526.970696 nChanged 148 SP:Iteration 16Q (1509.283958 sec): 3 clusters Score: Raw -1028364.381803 + Penalty 1773.907658 = -1026590.474145 nChanged 143 SP:Iteration 17Q (1509.308078 sec): 3 clusters Score: Raw -1028428.711468 + Penalty 1773.907658 = -1026654.803810 nChanged 142 SP:Iteration 18Q (1509.337650 sec): 3 clusters Score: Raw -1028479.094896 + Penalty 1773.907658 = -1026705.187238 nChanged 117 SP:Iteration 19Q (1509.383784 sec): 3 clusters Score: Raw -1028526.421392 + Penalty 1773.907658 = -1026752.513734 nChanged 119 SP:Iteration 20F (1509.410004 sec): 3 clusters Score: Raw -1028583.726933 + Penalty 1773.907658 = -1026809.819276 nChanged 131 SP:Iteration 21Q (1509.433738 sec): 3 clusters Score: Raw -1028645.564164 + Penalty 1773.907658 = -1026871.656506 nChanged 125 SP:Iteration 22Q (1509.457478 sec): 3 clusters Score: Raw -1028707.259018 + Penalty 1773.907658 = -1026933.351361 nChanged 121 SP:Iteration 23Q (1509.481219 sec): 3 clusters Score: Raw -1028763.333115 + Penalty 1773.907658 = -1026989.425458 nChanged 97 SP:Iteration 24Q (1509.540628 sec): 3 clusters Score: Raw -1028812.251112 + Penalty 1773.907658 = -1027038.343454 nChanged 87 SP:Iteration 25Q (1509.592127 sec): 3 clusters Score: Raw -1028863.913338 + Penalty 1773.907658 = -1027090.005681 nChanged 94 SP:Iteration 26Q (1509.647933 sec): 3 clusters Score: Raw -1028912.378522 + Penalty 1773.907658 = -1027138.470864 nChanged 86 SP:Iteration 27Q (1509.678403 sec): 3 clusters Score: Raw -1028957.973710 + Penalty 1773.907658 = -1027184.066052 nChanged 81 SP:Iteration 28Q (1509.722488 sec): 3 clusters Score: Raw -1028998.449290 + Penalty 1773.907658 = -1027224.541632 nChanged 84 SP:Iteration 29Q (1509.755672 sec): 3 clusters Score: Raw -1029044.296911 + Penalty 1773.907658 = -1027270.389253 nChanged 69 SP:Iteration 30Q (1509.796756 sec): 3 clusters Score: Raw -1029075.165372 + Penalty 1773.907658 = -1027301.257714 nChanged 61 SP:Iteration 31Q (1509.819604 sec): 3 clusters Score: Raw -1029102.893919 + Penalty 1773.907658 = -1027328.986261 nChanged 51 SP:Iteration 32Q (1509.842746 sec): 3 clusters Score: Raw -1029119.916871 + Penalty 1773.907658 = -1027346.009214 nChanged 36 SP:Iteration 33Q (1509.865894 sec): 3 clusters Score: Raw -1029128.354686 + Penalty 1773.907658 = -1027354.447029 nChanged 20 SP:Iteration 34Q (1509.888831 sec): 3 clusters Score: Raw -1029132.987226 + Penalty 1773.907658 = -1027359.079568 nChanged 21 SP:Iteration 35Q (1509.922293 sec): 3 clusters Score: Raw -1029138.875622 + Penalty 1773.907658 = -1027364.967964 nChanged 26 SP:Iteration 36Q (1509.945193 sec): 3 clusters Score: Raw -1029144.836118 + Penalty 1773.907658 = -1027370.928460 nChanged 16 SP:Iteration 37Q (1509.968333 sec): 3 clusters Score: Raw -1029147.502697 + Penalty 1773.907658 = -1027373.595039 nChanged 8 SP:Iteration 38Q (1509.991245 sec): 3 clusters Score: Raw -1029149.485196 + Penalty 1773.907658 = -1027375.577539 nChanged 14 SP:Iteration 39Q (1510.014106 sec): 3 clusters Score: Raw -1029151.882700 + Penalty 1773.907658 = -1027377.975043 nChanged 9 SP:Iteration 40F (1510.070009 sec): 3 clusters Score: Raw -1029153.559031 + Penalty 1773.907658 = -1027379.651374 nChanged 8 SP:Iteration 41Q (1510.130097 sec): 3 clusters Score: Raw -1029155.508603 + Penalty 1773.907658 = -1027381.600945 nChanged 11 SP:Iteration 42Q (1510.153092 sec): 3 clusters Score: Raw -1029157.804431 + Penalty 1773.907658 = -1027383.896773 nChanged 8 SP:Iteration 43Q (1510.198679 sec): 3 clusters Score: Raw -1029159.684353 + Penalty 1773.907658 = -1027385.776695 nChanged 5 SP:Iteration 44Q (1510.244687 sec): 3 clusters Score: Raw -1029160.612203 + Penalty 1773.907658 = -1027386.704545 nChanged 4 SP:Iteration 45Q (1510.267681 sec): 3 clusters Score: Raw -1029161.625813 + Penalty 1773.907658 = -1027387.718156 nChanged 4 SP:Iteration 46Q (1510.290750 sec): 3 clusters Score: Raw -1029162.261837 + Penalty 1773.907658 = -1027388.354179 nChanged 2 SP:Iteration 47Q (1510.313663 sec): 3 clusters Score: Raw -1029162.535487 + Penalty 1773.907658 = -1027388.627829 nChanged 3 SP:Iteration 48Q (1510.336478 sec): 3 clusters Score: Raw -1029163.077681 + Penalty 1773.907658 = -1027389.170024 nChanged 2 SP:Iteration 49Q (1510.365937 sec): 3 clusters Score: Raw -1029163.511133 + Penalty 1773.907658 = -1027389.603475 nChanged 2 SP:Iteration 50Q (1510.399994 sec): 3 clusters Score: Raw -1029163.779391 + Penalty 1773.907658 = -1027389.871733 nChanged 1 SP:Iteration 51Q (1510.422941 sec): 3 clusters Score: Raw -1029163.900149 + Penalty 1773.907658 = -1027389.992492 nChanged 1 SP:Iteration 52Q (1510.446019 sec): 3 clusters Score: Raw -1029163.976683 + Penalty 1773.907658 = -1027390.069025 nChanged 0 SP:Iteration 53F (1510.471709 sec): 3 clusters Score: Raw -1029163.976683 + Penalty 1773.907658 = -1027390.069025 nChanged 0 Trying to split cluster 3 (128010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.607543 sec): 2 clusters Score: Raw -12731760.189628 + Penalty 1117.187048 = -12730643.002580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.777470 sec): 3 clusters Score: Raw -12646873.470981 + Penalty 2234.374096 = -12644639.096885 nChanged 62192 SP:Iteration 1F (1510.954813 sec): 3 clusters Score: Raw -12684027.965212 + Penalty 2234.374096 = -12681793.591116 nChanged 4410 SP:Iteration 2Q (1511.143980 sec): 3 clusters Score: Raw -12685337.164172 + Penalty 2234.374096 = -12683102.790075 nChanged 5406 SP:Iteration 3Q (1511.341538 sec): 3 clusters Score: Raw -12687493.673955 + Penalty 2234.374096 = -12685259.299859 nChanged 7061 SP:Iteration 4F (1511.497732 sec): 3 clusters Score: Raw -12691228.815108 + Penalty 2234.374096 = -12688994.441012 nChanged 9103 SP:Iteration 5F (1511.653916 sec): 3 clusters Score: Raw -12697565.271351 + Penalty 2234.374096 = -12695330.897255 nChanged 10705 SP:Iteration 6F (1511.831743 sec): 3 clusters Score: Raw -12706713.726925 + Penalty 2234.374096 = -12704479.352829 nChanged 10085 SP:Iteration 7F (1511.990643 sec): 3 clusters Score: Raw -12716098.231757 + Penalty 2234.374096 = -12713863.857660 nChanged 7416 SP:Iteration 8F (1512.146379 sec): 3 clusters Score: Raw -12722954.812036 + Penalty 2234.374096 = -12720720.437940 nChanged 4811 SP:Iteration 9Q (1512.305528 sec): 3 clusters Score: Raw -12727132.791198 + Penalty 2234.374096 = -12724898.417101 nChanged 2831 SP:Iteration 10Q (1512.454188 sec): 3 clusters Score: Raw -12729428.959681 + Penalty 2234.374096 = -12727194.585585 nChanged 1655 SP:Iteration 11Q (1512.604690 sec): 3 clusters Score: Raw -12730637.513913 + Penalty 2234.374096 = -12728403.139817 nChanged 944 SP:Iteration 12Q (1512.741881 sec): 3 clusters Score: Raw -12731257.004148 + Penalty 2234.374096 = -12729022.630052 nChanged 552 SP:Iteration 13Q (1512.882541 sec): 3 clusters Score: Raw -12731585.125474 + Penalty 2234.374096 = -12729350.751377 nChanged 296 SP:Iteration 14Q (1513.015328 sec): 3 clusters Score: Raw -12731744.489619 + Penalty 2234.374096 = -12729510.115523 nChanged 163 SP:Iteration 15Q (1513.147559 sec): 3 clusters Score: Raw -12731815.310220 + Penalty 2234.374096 = -12729580.936124 nChanged 98 SP:Iteration 16Q (1513.278373 sec): 3 clusters Score: Raw -12731860.132845 + Penalty 2234.374096 = -12729625.758749 nChanged 68 SP:Iteration 17Q (1513.409816 sec): 3 clusters Score: Raw -12731891.035542 + Penalty 2234.374096 = -12729656.661445 nChanged 57 SP:Iteration 18Q (1513.542734 sec): 3 clusters Score: Raw -12731915.970838 + Penalty 2234.374096 = -12729681.596742 nChanged 39 SP:Iteration 19Q (1513.674323 sec): 3 clusters Score: Raw -12731931.712026 + Penalty 2234.374096 = -12729697.337930 nChanged 29 SP:Iteration 20F (1513.827410 sec): 3 clusters Score: Raw -12731942.052316 + Penalty 2234.374096 = -12729707.678220 nChanged 20 SP:Iteration 21Q (1513.957893 sec): 3 clusters Score: Raw -12731953.976249 + Penalty 2234.374096 = -12729719.602153 nChanged 23 SP:Iteration 22Q (1514.109910 sec): 3 clusters Score: Raw -12731966.112876 + Penalty 2234.374096 = -12729731.738780 nChanged 19 SP:Iteration 23Q (1514.241754 sec): 3 clusters Score: Raw -12731974.876376 + Penalty 2234.374096 = -12729740.502279 nChanged 21 SP:Iteration 24Q (1514.373367 sec): 3 clusters Score: Raw -12731984.635761 + Penalty 2234.374096 = -12729750.261664 nChanged 13 SP:Iteration 25Q (1514.504954 sec): 3 clusters Score: Raw -12731991.034517 + Penalty 2234.374096 = -12729756.660421 nChanged 9 SP:Iteration 26Q (1514.636758 sec): 3 clusters Score: Raw -12731992.752212 + Penalty 2234.374096 = -12729758.378116 nChanged 0 SP:Iteration 27F (1514.791242 sec): 3 clusters Score: Raw -12731992.752212 + Penalty 2234.374096 = -12729758.378116 nChanged 0 Trying to split cluster 4 (141048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1514.920371 sec): 2 clusters Score: Raw -13734027.927696 + Penalty 1126.401276 = -13732901.526420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1515.101544 sec): 3 clusters Score: Raw -13639929.392587 + Penalty 2252.802552 = -13637676.590035 nChanged 68551 SP:Iteration 1F (1515.274010 sec): 3 clusters Score: Raw -13682251.439918 + Penalty 2252.802552 = -13679998.637366 nChanged 6907 SP:Iteration 2Q (1515.463965 sec): 3 clusters Score: Raw -13685461.068082 + Penalty 2252.802552 = -13683208.265530 nChanged 8946 SP:Iteration 3F (1515.646667 sec): 3 clusters Score: Raw -13691022.366917 + Penalty 2252.802552 = -13688769.564365 nChanged 10977 SP:Iteration 4F (1515.836921 sec): 3 clusters Score: Raw -13699527.079199 + Penalty 2252.802552 = -13697274.276646 nChanged 11738 SP:Iteration 5F (1516.008863 sec): 3 clusters Score: Raw -13710067.379894 + Penalty 2252.802552 = -13707814.577342 nChanged 10446 SP:Iteration 6F (1516.185858 sec): 3 clusters Score: Raw -13720233.428305 + Penalty 2252.802552 = -13717980.625753 nChanged 7119 SP:Iteration 7F (1516.377511 sec): 3 clusters Score: Raw -13727427.592893 + Penalty 2252.802552 = -13725174.790341 nChanged 3702 SP:Iteration 8Q (1516.562059 sec): 3 clusters Score: Raw -13731153.923525 + Penalty 2252.802552 = -13728901.120973 nChanged 1762 SP:Iteration 9Q (1516.719127 sec): 3 clusters Score: Raw -13732800.160622 + Penalty 2252.802552 = -13730547.358070 nChanged 983 SP:Iteration 10Q (1516.870352 sec): 3 clusters Score: Raw -13733530.890656 + Penalty 2252.802552 = -13731278.088104 nChanged 655 SP:Iteration 11Q (1517.026800 sec): 3 clusters Score: Raw -13733901.048474 + Penalty 2252.802552 = -13731648.245922 nChanged 456 SP:Iteration 12Q (1517.177553 sec): 3 clusters Score: Raw -13734111.274381 + Penalty 2252.802552 = -13731858.471829 nChanged 336 SP:Iteration 13Q (1517.332620 sec): 3 clusters Score: Raw -13734257.069946 + Penalty 2252.802552 = -13732004.267394 nChanged 267 SP:Iteration 14Q (1517.492502 sec): 3 clusters Score: Raw -13734350.418682 + Penalty 2252.802552 = -13732097.616130 nChanged 206 SP:Iteration 15Q (1517.638059 sec): 3 clusters Score: Raw -13734407.165277 + Penalty 2252.802552 = -13732154.362725 nChanged 166 SP:Iteration 16Q (1517.783337 sec): 3 clusters Score: Raw -13734448.374868 + Penalty 2252.802552 = -13732195.572316 nChanged 132 SP:Iteration 17Q (1517.935722 sec): 3 clusters Score: Raw -13734481.261868 + Penalty 2252.802552 = -13732228.459316 nChanged 121 SP:Iteration 18Q (1518.100106 sec): 3 clusters Score: Raw -13734514.672027 + Penalty 2252.802552 = -13732261.869475 nChanged 126 SP:Iteration 19Q (1518.264636 sec): 3 clusters Score: Raw -13734550.165581 + Penalty 2252.802552 = -13732297.363029 nChanged 109 SP:Iteration 20F (1518.432661 sec): 3 clusters Score: Raw -13734573.462833 + Penalty 2252.802552 = -13732320.660281 nChanged 90 SP:Iteration 21Q (1518.586293 sec): 3 clusters Score: Raw -13734592.691963 + Penalty 2252.802552 = -13732339.889411 nChanged 78 SP:Iteration 22Q (1518.740083 sec): 3 clusters Score: Raw -13734606.373719 + Penalty 2252.802552 = -13732353.571167 nChanged 61 SP:Iteration 23Q (1518.885384 sec): 3 clusters Score: Raw -13734617.170611 + Penalty 2252.802552 = -13732364.368059 nChanged 55 SP:Iteration 24Q (1519.036768 sec): 3 clusters Score: Raw -13734625.706013 + Penalty 2252.802552 = -13732372.903461 nChanged 52 SP:Iteration 25Q (1519.186013 sec): 3 clusters Score: Raw -13734632.701237 + Penalty 2252.802552 = -13732379.898685 nChanged 44 SP:Iteration 26Q (1519.334251 sec): 3 clusters Score: Raw -13734639.058158 + Penalty 2252.802552 = -13732386.255606 nChanged 45 SP:Iteration 27Q (1519.481319 sec): 3 clusters Score: Raw -13734646.940734 + Penalty 2252.802552 = -13732394.138182 nChanged 49 SP:Iteration 28Q (1519.626685 sec): 3 clusters Score: Raw -13734654.678211 + Penalty 2252.802552 = -13732401.875659 nChanged 51 SP:Iteration 29Q (1519.769943 sec): 3 clusters Score: Raw -13734661.839312 + Penalty 2252.802552 = -13732409.036760 nChanged 33 SP:Iteration 30Q (1519.918865 sec): 3 clusters Score: Raw -13734666.439103 + Penalty 2252.802552 = -13732413.636551 nChanged 30 SP:Iteration 31Q (1520.065067 sec): 3 clusters Score: Raw -13734670.374319 + Penalty 2252.802552 = -13732417.571767 nChanged 30 SP:Iteration 32Q (1520.233827 sec): 3 clusters Score: Raw -13734674.111327 + Penalty 2252.802552 = -13732421.308775 nChanged 26 SP:Iteration 33Q (1520.379701 sec): 3 clusters Score: Raw -13734676.948145 + Penalty 2252.802552 = -13732424.145593 nChanged 19 SP:Iteration 34Q (1520.523705 sec): 3 clusters Score: Raw -13734678.721117 + Penalty 2252.802552 = -13732425.918565 nChanged 19 SP:Iteration 35Q (1520.697440 sec): 3 clusters Score: Raw -13734680.846927 + Penalty 2252.802552 = -13732428.044375 nChanged 19 SP:Iteration 36Q (1520.842590 sec): 3 clusters Score: Raw -13734682.710681 + Penalty 2252.802552 = -13732429.908129 nChanged 18 SP:Iteration 37Q (1520.988051 sec): 3 clusters Score: Raw -13734684.176728 + Penalty 2252.802552 = -13732431.374176 nChanged 10 SP:Iteration 38Q (1521.141244 sec): 3 clusters Score: Raw -13734685.033755 + Penalty 2252.802552 = -13732432.231203 nChanged 12 SP:Iteration 39Q (1521.285541 sec): 3 clusters Score: Raw -13734685.989794 + Penalty 2252.802552 = -13732433.187242 nChanged 7 SP:Iteration 40F (1521.454104 sec): 3 clusters Score: Raw -13734686.532002 + Penalty 2252.802552 = -13732433.729450 nChanged 8 SP:Iteration 41Q (1521.613959 sec): 3 clusters Score: Raw -13734687.160109 + Penalty 2252.802552 = -13732434.357557 nChanged 11 SP:Iteration 42Q (1521.758717 sec): 3 clusters Score: Raw -13734688.371367 + Penalty 2252.802552 = -13732435.568815 nChanged 10 SP:Iteration 43Q (1521.903518 sec): 3 clusters Score: Raw -13734689.483144 + Penalty 2252.802552 = -13732436.680592 nChanged 11 SP:Iteration 44Q (1522.077631 sec): 3 clusters Score: Raw -13734691.002109 + Penalty 2252.802552 = -13732438.199557 nChanged 9 SP:Iteration 45Q (1522.222978 sec): 3 clusters Score: Raw -13734691.851469 + Penalty 2252.802552 = -13732439.048917 nChanged 8 SP:Iteration 46Q (1522.400248 sec): 3 clusters Score: Raw -13734692.630700 + Penalty 2252.802552 = -13732439.828148 nChanged 4 SP:Iteration 47Q (1522.565292 sec): 3 clusters Score: Raw -13734692.882752 + Penalty 2252.802552 = -13732440.080200 nChanged 3 SP:Iteration 48Q (1522.712138 sec): 3 clusters Score: Raw -13734693.088115 + Penalty 2252.802552 = -13732440.285563 nChanged 6 SP:Iteration 49Q (1522.857049 sec): 3 clusters Score: Raw -13734693.573981 + Penalty 2252.802552 = -13732440.771429 nChanged 1 SP:Iteration 50Q (1523.022973 sec): 3 clusters Score: Raw -13734693.638178 + Penalty 2252.802552 = -13732440.835626 nChanged 1 SP:Iteration 51Q (1523.196954 sec): 3 clusters Score: Raw -13734693.740836 + Penalty 2252.802552 = -13732440.938284 nChanged 1 SP:Iteration 52Q (1523.355656 sec): 3 clusters Score: Raw -13734693.826216 + Penalty 2252.802552 = -13732441.023664 nChanged 3 SP:Iteration 53Q (1523.500414 sec): 3 clusters Score: Raw -13734694.751633 + Penalty 2252.802552 = -13732441.949081 nChanged 5 SP:Iteration 54Q (1523.650970 sec): 3 clusters Score: Raw -13734695.253859 + Penalty 2252.802552 = -13732442.451307 nChanged 4 SP:Iteration 55Q (1523.795556 sec): 3 clusters Score: Raw -13734695.602257 + Penalty 2252.802552 = -13732442.799705 nChanged 5 SP:Iteration 56Q (1523.945661 sec): 3 clusters Score: Raw -13734696.003400 + Penalty 2252.802552 = -13732443.200848 nChanged 3 SP:Iteration 57Q (1524.121825 sec): 3 clusters Score: Raw -13734696.342945 + Penalty 2252.802552 = -13732443.540393 nChanged 5 SP:Iteration 58Q (1524.286211 sec): 3 clusters Score: Raw -13734696.758492 + Penalty 2252.802552 = -13732443.955940 nChanged 4 SP:Iteration 59Q (1524.430540 sec): 3 clusters Score: Raw -13734697.036801 + Penalty 2252.802552 = -13732444.234249 nChanged 1 SP:Iteration 60F (1524.608776 sec): 3 clusters Score: Raw -13734697.124477 + Penalty 2252.802552 = -13732444.321925 nChanged 0 Trying to split cluster 5 (8299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1524.633447 sec): 2 clusters Score: Raw -777691.401126 + Penalty 857.269579 = -776834.131547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1524.665592 sec): 3 clusters Score: Raw -772914.131604 + Penalty 1714.539158 = -771199.592446 nChanged 3747 SP:Iteration 1F (1524.687805 sec): 3 clusters Score: Raw -775140.716204 + Penalty 1714.539158 = -773426.177046 nChanged 643 SP:Iteration 2F (1524.710102 sec): 3 clusters Score: Raw -775568.493934 + Penalty 1714.539158 = -773853.954776 nChanged 558 SP:Iteration 3F (1524.732386 sec): 3 clusters Score: Raw -775905.802701 + Penalty 1714.539158 = -774191.263543 nChanged 474 SP:Iteration 4F (1524.754723 sec): 3 clusters Score: Raw -776202.882002 + Penalty 1714.539158 = -774488.342844 nChanged 438 SP:Iteration 5F (1524.776979 sec): 3 clusters Score: Raw -776479.979003 + Penalty 1714.539158 = -774765.439845 nChanged 368 SP:Iteration 6Q (1524.799222 sec): 3 clusters Score: Raw -776677.673772 + Penalty 1714.539158 = -774963.134614 nChanged 314 SP:Iteration 7Q (1524.832191 sec): 3 clusters Score: Raw -776840.051950 + Penalty 1714.539158 = -775125.512792 nChanged 256 SP:Iteration 8Q (1524.853465 sec): 3 clusters Score: Raw -776954.037335 + Penalty 1714.539158 = -775239.498177 nChanged 215 SP:Iteration 9Q (1524.910324 sec): 3 clusters Score: Raw -777040.906906 + Penalty 1714.539158 = -775326.367748 nChanged 194 SP:Iteration 10Q (1524.931682 sec): 3 clusters Score: Raw -777117.409823 + Penalty 1714.539158 = -775402.870665 nChanged 169 SP:Iteration 11Q (1524.952940 sec): 3 clusters Score: Raw -777181.788636 + Penalty 1714.539158 = -775467.249478 nChanged 155 SP:Iteration 12Q (1524.974940 sec): 3 clusters Score: Raw -777234.766820 + Penalty 1714.539158 = -775520.227662 nChanged 139 SP:Iteration 13Q (1524.996935 sec): 3 clusters Score: Raw -777279.789893 + Penalty 1714.539158 = -775565.250735 nChanged 102 SP:Iteration 14Q (1525.018800 sec): 3 clusters Score: Raw -777317.107495 + Penalty 1714.539158 = -775602.568338 nChanged 116 SP:Iteration 15Q (1525.040931 sec): 3 clusters Score: Raw -777354.195218 + Penalty 1714.539158 = -775639.656061 nChanged 106 SP:Iteration 16Q (1525.062840 sec): 3 clusters Score: Raw -777382.559995 + Penalty 1714.539158 = -775668.020837 nChanged 80 SP:Iteration 17Q (1525.084574 sec): 3 clusters Score: Raw -777403.634706 + Penalty 1714.539158 = -775689.095548 nChanged 69 SP:Iteration 18Q (1525.106548 sec): 3 clusters Score: Raw -777423.533727 + Penalty 1714.539158 = -775708.994569 nChanged 69 SP:Iteration 19Q (1525.128392 sec): 3 clusters Score: Raw -777439.416612 + Penalty 1714.539158 = -775724.877454 nChanged 81 SP:Iteration 20F (1525.150676 sec): 3 clusters Score: Raw -777458.302547 + Penalty 1714.539158 = -775743.763390 nChanged 56 SP:Iteration 21Q (1525.172478 sec): 3 clusters Score: Raw -777470.263084 + Penalty 1714.539158 = -775755.723927 nChanged 61 SP:Iteration 22Q (1525.194085 sec): 3 clusters Score: Raw -777486.779767 + Penalty 1714.539158 = -775772.240609 nChanged 77 SP:Iteration 23Q (1525.247556 sec): 3 clusters Score: Raw -777516.645721 + Penalty 1714.539158 = -775802.106563 nChanged 85 SP:Iteration 24Q (1525.269314 sec): 3 clusters Score: Raw -777559.582158 + Penalty 1714.539158 = -775845.043000 nChanged 101 SP:Iteration 25Q (1525.290985 sec): 3 clusters Score: Raw -777607.628487 + Penalty 1714.539158 = -775893.089329 nChanged 124 SP:Iteration 26Q (1525.312636 sec): 3 clusters Score: Raw -777674.529415 + Penalty 1714.539158 = -775959.990257 nChanged 134 SP:Iteration 27Q (1525.334753 sec): 3 clusters Score: Raw -777740.556401 + Penalty 1714.539158 = -776026.017243 nChanged 120 SP:Iteration 28Q (1525.355831 sec): 3 clusters Score: Raw -777793.938826 + Penalty 1714.539158 = -776079.399669 nChanged 116 SP:Iteration 29Q (1525.376925 sec): 3 clusters Score: Raw -777842.332178 + Penalty 1714.539158 = -776127.793020 nChanged 100 SP:Iteration 30Q (1525.397706 sec): 3 clusters Score: Raw -777882.671081 + Penalty 1714.539158 = -776168.131923 nChanged 102 SP:Iteration 31Q (1525.420851 sec): 3 clusters Score: Raw -777929.035205 + Penalty 1714.539158 = -776214.496047 nChanged 97 SP:Iteration 32Q (1525.442230 sec): 3 clusters Score: Raw -777977.927035 + Penalty 1714.539158 = -776263.387877 nChanged 87 SP:Iteration 33Q (1525.463641 sec): 3 clusters Score: Raw -778014.821085 + Penalty 1714.539158 = -776300.281927 nChanged 77 SP:Iteration 34Q (1525.485001 sec): 3 clusters Score: Raw -778045.735058 + Penalty 1714.539158 = -776331.195900 nChanged 64 SP:Iteration 35Q (1525.511062 sec): 3 clusters Score: Raw -778064.413593 + Penalty 1714.539158 = -776349.874435 nChanged 46 SP:Iteration 36Q (1525.533682 sec): 3 clusters Score: Raw -778079.625690 + Penalty 1714.539158 = -776365.086533 nChanged 51 SP:Iteration 37Q (1525.559045 sec): 3 clusters Score: Raw -778095.969771 + Penalty 1714.539158 = -776381.430613 nChanged 45 SP:Iteration 38Q (1525.582732 sec): 3 clusters Score: Raw -778111.211379 + Penalty 1714.539158 = -776396.672221 nChanged 46 SP:Iteration 39Q (1525.603790 sec): 3 clusters Score: Raw -778125.499207 + Penalty 1714.539158 = -776410.960049 nChanged 47 SP:Iteration 40F (1525.626065 sec): 3 clusters Score: Raw -778136.019631 + Penalty 1714.539158 = -776421.480473 nChanged 31 SP:Iteration 41Q (1525.655879 sec): 3 clusters Score: Raw -778142.507772 + Penalty 1714.539158 = -776427.968614 nChanged 21 SP:Iteration 42Q (1525.686671 sec): 3 clusters Score: Raw -778147.123622 + Penalty 1714.539158 = -776432.584464 nChanged 19 SP:Iteration 43Q (1525.707913 sec): 3 clusters Score: Raw -778150.470409 + Penalty 1714.539158 = -776435.931251 nChanged 21 SP:Iteration 44Q (1525.762900 sec): 3 clusters Score: Raw -778154.562174 + Penalty 1714.539158 = -776440.023016 nChanged 27 SP:Iteration 45Q (1525.791289 sec): 3 clusters Score: Raw -778159.754893 + Penalty 1714.539158 = -776445.215735 nChanged 26 SP:Iteration 46Q (1525.834838 sec): 3 clusters Score: Raw -778166.083432 + Penalty 1714.539158 = -776451.544275 nChanged 29 SP:Iteration 47Q (1525.855815 sec): 3 clusters Score: Raw -778170.698684 + Penalty 1714.539158 = -776456.159526 nChanged 20 SP:Iteration 48Q (1525.877148 sec): 3 clusters Score: Raw -778173.054704 + Penalty 1714.539158 = -776458.515546 nChanged 16 SP:Iteration 49Q (1525.898414 sec): 3 clusters Score: Raw -778174.511676 + Penalty 1714.539158 = -776459.972518 nChanged 8 SP:Iteration 50Q (1525.919579 sec): 3 clusters Score: Raw -778175.201038 + Penalty 1714.539158 = -776460.661880 nChanged 6 SP:Iteration 51Q (1525.940770 sec): 3 clusters Score: Raw -778176.250660 + Penalty 1714.539158 = -776461.711502 nChanged 9 SP:Iteration 52Q (1525.961757 sec): 3 clusters Score: Raw -778177.836326 + Penalty 1714.539158 = -776463.297168 nChanged 9 SP:Iteration 53Q (1525.991843 sec): 3 clusters Score: Raw -778179.705363 + Penalty 1714.539158 = -776465.166205 nChanged 9 SP:Iteration 54Q (1526.022450 sec): 3 clusters Score: Raw -778180.982326 + Penalty 1714.539158 = -776466.443168 nChanged 6 SP:Iteration 55Q (1526.043503 sec): 3 clusters Score: Raw -778181.875687 + Penalty 1714.539158 = -776467.336529 nChanged 6 SP:Iteration 56Q (1526.064428 sec): 3 clusters Score: Raw -778182.794765 + Penalty 1714.539158 = -776468.255607 nChanged 7 SP:Iteration 57Q (1526.085203 sec): 3 clusters Score: Raw -778183.540265 + Penalty 1714.539158 = -776469.001107 nChanged 6 SP:Iteration 58Q (1526.117153 sec): 3 clusters Score: Raw -778184.457057 + Penalty 1714.539158 = -776469.917899 nChanged 5 SP:Iteration 59Q (1526.138224 sec): 3 clusters Score: Raw -778184.735621 + Penalty 1714.539158 = -776470.196463 nChanged 2 SP:Iteration 60F (1526.159179 sec): 3 clusters Score: Raw -778184.912763 + Penalty 1714.539158 = -776470.373606 nChanged 2 SP:Iteration 61Q (1526.209127 sec): 3 clusters Score: Raw -778185.156891 + Penalty 1714.539158 = -776470.617733 nChanged 3 SP:Iteration 62Q (1526.246315 sec): 3 clusters Score: Raw -778185.716053 + Penalty 1714.539158 = -776471.176895 nChanged 5 SP:Iteration 63Q (1526.267445 sec): 3 clusters Score: Raw -778186.266627 + Penalty 1714.539158 = -776471.727469 nChanged 7 SP:Iteration 64Q (1526.288489 sec): 3 clusters Score: Raw -778187.270682 + Penalty 1714.539158 = -776472.731525 nChanged 6 SP:Iteration 65Q (1526.309656 sec): 3 clusters Score: Raw -778188.591235 + Penalty 1714.539158 = -776474.052077 nChanged 4 SP:Iteration 66Q (1526.340495 sec): 3 clusters Score: Raw -778189.238292 + Penalty 1714.539158 = -776474.699134 nChanged 6 SP:Iteration 67Q (1526.361616 sec): 3 clusters Score: Raw -778190.013916 + Penalty 1714.539158 = -776475.474758 nChanged 5 SP:Iteration 68Q (1526.403307 sec): 3 clusters Score: Raw -778190.484832 + Penalty 1714.539158 = -776475.945674 nChanged 7 SP:Iteration 69Q (1526.434789 sec): 3 clusters Score: Raw -778191.294856 + Penalty 1714.539158 = -776476.755698 nChanged 3 SP:Iteration 70Q (1526.455926 sec): 3 clusters Score: Raw -778191.527304 + Penalty 1714.539158 = -776476.988146 nChanged 5 SP:Iteration 71Q (1526.511088 sec): 3 clusters Score: Raw -778192.044505 + Penalty 1714.539158 = -776477.505347 nChanged 6 SP:Iteration 72Q (1526.532178 sec): 3 clusters Score: Raw -778192.625956 + Penalty 1714.539158 = -776478.086798 nChanged 3 SP:Iteration 73Q (1526.553584 sec): 3 clusters Score: Raw -778193.696319 + Penalty 1714.539158 = -776479.157161 nChanged 3 SP:Iteration 74Q (1526.581742 sec): 3 clusters Score: Raw -778194.243265 + Penalty 1714.539158 = -776479.704107 nChanged 6 SP:Iteration 75Q (1526.602969 sec): 3 clusters Score: Raw -778195.130591 + Penalty 1714.539158 = -776480.591433 nChanged 5 SP:Iteration 76Q (1526.624331 sec): 3 clusters Score: Raw -778195.830081 + Penalty 1714.539158 = -776481.290923 nChanged 7 SP:Iteration 77Q (1526.645529 sec): 3 clusters Score: Raw -778197.469552 + Penalty 1714.539158 = -776482.930394 nChanged 7 SP:Iteration 78Q (1526.666548 sec): 3 clusters Score: Raw -778198.036401 + Penalty 1714.539158 = -776483.497243 nChanged 1 SP:Iteration 79Q (1526.687675 sec): 3 clusters Score: Raw -778198.084946 + Penalty 1714.539158 = -776483.545788 nChanged 0 SP:Iteration 80F (1526.714367 sec): 3 clusters Score: Raw -778198.084946 + Penalty 1714.539158 = -776483.545788 nChanged 0 Trying to split cluster 6 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.734951 sec): 2 clusters Score: Raw -61837.838929 + Penalty 621.808218 = -61216.030711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.738297 sec): 3 clusters Score: Raw -61581.185259 + Penalty 1243.616435 = -60337.568824 nChanged 223 SP:Iteration 1F (1526.741288 sec): 3 clusters Score: Raw -61784.890421 + Penalty 1243.616435 = -60541.273985 nChanged 56 SP:Iteration 2F (1526.744305 sec): 3 clusters Score: Raw -61847.447848 + Penalty 1243.616435 = -60603.831413 nChanged 39 SP:Iteration 3F (1526.747294 sec): 3 clusters Score: Raw -61890.508284 + Penalty 1243.616435 = -60646.891848 nChanged 28 SP:Iteration 4Q (1526.750282 sec): 3 clusters Score: Raw -61922.020869 + Penalty 1243.616435 = -60678.404434 nChanged 12 SP:Iteration 5Q (1526.753253 sec): 3 clusters Score: Raw -61946.696313 + Penalty 1243.616435 = -60703.079877 nChanged 27 SP:Iteration 6Q (1526.756218 sec): 3 clusters Score: Raw -61994.168102 + Penalty 1243.616435 = -60750.551666 nChanged 19 SP:Iteration 7Q (1526.759172 sec): 3 clusters Score: Raw -62045.876412 + Penalty 1243.616435 = -60802.259977 nChanged 21 SP:Iteration 8Q (1526.762104 sec): 3 clusters Score: Raw -62075.179439 + Penalty 1243.616435 = -60831.563003 nChanged 16 SP:Iteration 9Q (1526.765040 sec): 3 clusters Score: Raw -62097.918848 + Penalty 1243.616435 = -60854.302413 nChanged 13 SP:Iteration 10Q (1526.780215 sec): 3 clusters Score: Raw -62110.216823 + Penalty 1243.616435 = -60866.600388 nChanged 9 SP:Iteration 11Q (1526.783135 sec): 3 clusters Score: Raw -62116.708917 + Penalty 1243.616435 = -60873.092481 nChanged 4 SP:Iteration 12Q (1526.786035 sec): 3 clusters Score: Raw -62119.574895 + Penalty 1243.616435 = -60875.958459 nChanged 2 SP:Iteration 13Q (1526.789134 sec): 3 clusters Score: Raw -62121.361085 + Penalty 1243.616435 = -60877.744649 nChanged 3 SP:Iteration 14Q (1526.792041 sec): 3 clusters Score: Raw -62122.498460 + Penalty 1243.616435 = -60878.882025 nChanged 1 SP:Iteration 15Q (1526.794971 sec): 3 clusters Score: Raw -62123.112377 + Penalty 1243.616435 = -60879.495942 nChanged 2 SP:Iteration 16Q (1526.797849 sec): 3 clusters Score: Raw -62124.369447 + Penalty 1243.616435 = -60880.753012 nChanged 0 SP:Iteration 17F (1526.800810 sec): 3 clusters Score: Raw -62124.369447 + Penalty 1243.616435 = -60880.753012 nChanged 0 Trying to split cluster 7 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.815831 sec): 2 clusters Score: Raw -134327.141173 + Penalty 697.502514 = -133629.638659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.829288 sec): 3 clusters Score: Raw -133605.981254 + Penalty 1395.005029 = -132210.976225 nChanged 554 SP:Iteration 1F (1526.871185 sec): 3 clusters Score: Raw -133945.864570 + Penalty 1395.005029 = -132550.859541 nChanged 131 SP:Iteration 2F (1526.916154 sec): 3 clusters Score: Raw -134033.995367 + Penalty 1395.005029 = -132638.990338 nChanged 84 SP:Iteration 3F (1526.960980 sec): 3 clusters Score: Raw -134091.964994 + Penalty 1395.005029 = -132696.959965 nChanged 70 SP:Iteration 4Q (1527.004694 sec): 3 clusters Score: Raw -134141.471065 + Penalty 1395.005029 = -132746.466036 nChanged 58 SP:Iteration 5Q (1527.023323 sec): 3 clusters Score: Raw -134176.701540 + Penalty 1395.005029 = -132781.696511 nChanged 44 SP:Iteration 6Q (1527.029194 sec): 3 clusters Score: Raw -134200.482428 + Penalty 1395.005029 = -132805.477399 nChanged 41 SP:Iteration 7Q (1527.035056 sec): 3 clusters Score: Raw -134230.068077 + Penalty 1395.005029 = -132835.063048 nChanged 34 SP:Iteration 8Q (1527.040944 sec): 3 clusters Score: Raw -134252.863208 + Penalty 1395.005029 = -132857.858180 nChanged 32 SP:Iteration 9Q (1527.055822 sec): 3 clusters Score: Raw -134272.319742 + Penalty 1395.005029 = -132877.314713 nChanged 38 SP:Iteration 10Q (1527.061727 sec): 3 clusters Score: Raw -134292.285016 + Penalty 1395.005029 = -132897.279987 nChanged 22 SP:Iteration 11Q (1527.087057 sec): 3 clusters Score: Raw -134307.214237 + Penalty 1395.005029 = -132912.209208 nChanged 19 SP:Iteration 12Q (1527.092910 sec): 3 clusters Score: Raw -134316.363086 + Penalty 1395.005029 = -132921.358058 nChanged 15 SP:Iteration 13Q (1527.113008 sec): 3 clusters Score: Raw -134323.665884 + Penalty 1395.005029 = -132928.660855 nChanged 14 SP:Iteration 14Q (1527.124183 sec): 3 clusters Score: Raw -134331.136140 + Penalty 1395.005029 = -132936.131112 nChanged 16 SP:Iteration 15Q (1527.130185 sec): 3 clusters Score: Raw -134337.624035 + Penalty 1395.005029 = -132942.619006 nChanged 14 SP:Iteration 16Q (1527.136035 sec): 3 clusters Score: Raw -134345.055198 + Penalty 1395.005029 = -132950.050169 nChanged 17 SP:Iteration 17Q (1527.141921 sec): 3 clusters Score: Raw -134352.555776 + Penalty 1395.005029 = -132957.550747 nChanged 15 SP:Iteration 18Q (1527.147725 sec): 3 clusters Score: Raw -134364.757061 + Penalty 1395.005029 = -132969.752032 nChanged 21 SP:Iteration 19Q (1527.153503 sec): 3 clusters Score: Raw -134383.130098 + Penalty 1395.005029 = -132988.125069 nChanged 25 SP:Iteration 20F (1527.159388 sec): 3 clusters Score: Raw -134397.235172 + Penalty 1395.005029 = -133002.230144 nChanged 22 SP:Iteration 21Q (1527.165228 sec): 3 clusters Score: Raw -134408.545943 + Penalty 1395.005029 = -133013.540914 nChanged 13 SP:Iteration 22Q (1527.171024 sec): 3 clusters Score: Raw -134420.087439 + Penalty 1395.005029 = -133025.082411 nChanged 14 SP:Iteration 23Q (1527.176862 sec): 3 clusters Score: Raw -134432.943928 + Penalty 1395.005029 = -133037.938899 nChanged 18 SP:Iteration 24Q (1527.182625 sec): 3 clusters Score: Raw -134452.895322 + Penalty 1395.005029 = -133057.890293 nChanged 17 SP:Iteration 25Q (1527.196767 sec): 3 clusters Score: Raw -134468.121088 + Penalty 1395.005029 = -133073.116059 nChanged 15 SP:Iteration 26Q (1527.245062 sec): 3 clusters Score: Raw -134478.522989 + Penalty 1395.005029 = -133083.517960 nChanged 16 SP:Iteration 27Q (1527.275972 sec): 3 clusters Score: Raw -134489.885575 + Penalty 1395.005029 = -133094.880546 nChanged 13 SP:Iteration 28Q (1527.297081 sec): 3 clusters Score: Raw -134494.997153 + Penalty 1395.005029 = -133099.992124 nChanged 7 SP:Iteration 29Q (1527.326304 sec): 3 clusters Score: Raw -134498.049795 + Penalty 1395.005029 = -133103.044766 nChanged 6 SP:Iteration 30Q (1527.332267 sec): 3 clusters Score: Raw -134501.193417 + Penalty 1395.005029 = -133106.188388 nChanged 5 SP:Iteration 31Q (1527.345503 sec): 3 clusters Score: Raw -134503.450816 + Penalty 1395.005029 = -133108.445787 nChanged 5 SP:Iteration 32Q (1527.351268 sec): 3 clusters Score: Raw -134505.926308 + Penalty 1395.005029 = -133110.921279 nChanged 2 SP:Iteration 33Q (1527.357008 sec): 3 clusters Score: Raw -134506.595908 + Penalty 1395.005029 = -133111.590879 nChanged 1 SP:Iteration 34Q (1527.362774 sec): 3 clusters Score: Raw -134506.761146 + Penalty 1395.005029 = -133111.756117 nChanged 0 SP:Iteration 35F (1527.377920 sec): 3 clusters Score: Raw -134506.761146 + Penalty 1395.005029 = -133111.756117 nChanged 0 Trying to split cluster 8 (24352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1527.414828 sec): 2 clusters Score: Raw -2416704.992734 + Penalty 959.535080 = -2415745.457654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1527.466917 sec): 3 clusters Score: Raw -2401397.868017 + Penalty 1919.070160 = -2399478.797858 nChanged 11382 SP:Iteration 1F (1527.506097 sec): 3 clusters Score: Raw -2407805.812352 + Penalty 1919.070160 = -2405886.742192 nChanged 1083 SP:Iteration 2Q (1527.550591 sec): 3 clusters Score: Raw -2408183.695776 + Penalty 1919.070160 = -2406264.625616 nChanged 1218 SP:Iteration 3F (1527.589838 sec): 3 clusters Score: Raw -2408690.484596 + Penalty 1919.070160 = -2406771.414436 nChanged 1403 SP:Iteration 4F (1527.629406 sec): 3 clusters Score: Raw -2409377.365521 + Penalty 1919.070160 = -2407458.295362 nChanged 1598 SP:Iteration 5F (1527.675831 sec): 3 clusters Score: Raw -2410302.997473 + Penalty 1919.070160 = -2408383.927314 nChanged 1741 SP:Iteration 6F (1527.727854 sec): 3 clusters Score: Raw -2411502.375427 + Penalty 1919.070160 = -2409583.305268 nChanged 1762 SP:Iteration 7F (1527.767156 sec): 3 clusters Score: Raw -2412914.507905 + Penalty 1919.070160 = -2410995.437745 nChanged 1484 SP:Iteration 8F (1527.806472 sec): 3 clusters Score: Raw -2414216.177398 + Penalty 1919.070160 = -2412297.107238 nChanged 1017 SP:Iteration 9Q (1527.848854 sec): 3 clusters Score: Raw -2415219.259850 + Penalty 1919.070160 = -2413300.189690 nChanged 627 SP:Iteration 10Q (1527.888217 sec): 3 clusters Score: Raw -2415909.989480 + Penalty 1919.070160 = -2413990.919320 nChanged 399 SP:Iteration 11Q (1527.924817 sec): 3 clusters Score: Raw -2416306.146188 + Penalty 1919.070160 = -2414387.076028 nChanged 298 SP:Iteration 12Q (1527.968095 sec): 3 clusters Score: Raw -2416494.520281 + Penalty 1919.070160 = -2414575.450122 nChanged 179 SP:Iteration 13Q (1528.003411 sec): 3 clusters Score: Raw -2416568.425973 + Penalty 1919.070160 = -2414649.355813 nChanged 137 SP:Iteration 14Q (1528.038845 sec): 3 clusters Score: Raw -2416614.541303 + Penalty 1919.070160 = -2414695.471144 nChanged 100 SP:Iteration 15Q (1528.073844 sec): 3 clusters Score: Raw -2416639.429393 + Penalty 1919.070160 = -2414720.359234 nChanged 63 SP:Iteration 16Q (1528.109761 sec): 3 clusters Score: Raw -2416653.754662 + Penalty 1919.070160 = -2414734.684502 nChanged 51 SP:Iteration 17Q (1528.145006 sec): 3 clusters Score: Raw -2416665.271628 + Penalty 1919.070160 = -2414746.201468 nChanged 49 SP:Iteration 18Q (1528.179898 sec): 3 clusters Score: Raw -2416678.048699 + Penalty 1919.070160 = -2414758.978539 nChanged 51 SP:Iteration 19Q (1528.214853 sec): 3 clusters Score: Raw -2416691.379232 + Penalty 1919.070160 = -2414772.309072 nChanged 53 SP:Iteration 20F (1528.260105 sec): 3 clusters Score: Raw -2416706.551959 + Penalty 1919.070160 = -2414787.481800 nChanged 58 SP:Iteration 21Q (1528.295275 sec): 3 clusters Score: Raw -2416723.833212 + Penalty 1919.070160 = -2414804.763052 nChanged 56 SP:Iteration 22Q (1528.330062 sec): 3 clusters Score: Raw -2416740.700958 + Penalty 1919.070160 = -2414821.630798 nChanged 56 SP:Iteration 23Q (1528.369468 sec): 3 clusters Score: Raw -2416759.031667 + Penalty 1919.070160 = -2414839.961507 nChanged 49 SP:Iteration 24Q (1528.419639 sec): 3 clusters Score: Raw -2416773.223435 + Penalty 1919.070160 = -2414854.153276 nChanged 45 SP:Iteration 25Q (1528.453818 sec): 3 clusters Score: Raw -2416782.775181 + Penalty 1919.070160 = -2414863.705022 nChanged 38 SP:Iteration 26Q (1528.495495 sec): 3 clusters Score: Raw -2416792.979088 + Penalty 1919.070160 = -2414873.908929 nChanged 42 SP:Iteration 27Q (1528.529806 sec): 3 clusters Score: Raw -2416803.318987 + Penalty 1919.070160 = -2414884.248827 nChanged 38 SP:Iteration 28Q (1528.564281 sec): 3 clusters Score: Raw -2416811.422556 + Penalty 1919.070160 = -2414892.352397 nChanged 32 SP:Iteration 29Q (1528.607047 sec): 3 clusters Score: Raw -2416817.813320 + Penalty 1919.070160 = -2414898.743160 nChanged 26 SP:Iteration 30Q (1528.641537 sec): 3 clusters Score: Raw -2416822.271722 + Penalty 1919.070160 = -2414903.201562 nChanged 21 SP:Iteration 31Q (1528.701221 sec): 3 clusters Score: Raw -2416825.473109 + Penalty 1919.070160 = -2414906.402950 nChanged 20 SP:Iteration 32Q (1528.735591 sec): 3 clusters Score: Raw -2416830.544054 + Penalty 1919.070160 = -2414911.473895 nChanged 23 SP:Iteration 33Q (1528.779252 sec): 3 clusters Score: Raw -2416837.698645 + Penalty 1919.070160 = -2414918.628486 nChanged 29 SP:Iteration 34Q (1528.813763 sec): 3 clusters Score: Raw -2416843.313288 + Penalty 1919.070160 = -2414924.243128 nChanged 22 SP:Iteration 35Q (1528.848417 sec): 3 clusters Score: Raw -2416846.700968 + Penalty 1919.070160 = -2414927.630809 nChanged 11 SP:Iteration 36Q (1528.883205 sec): 3 clusters Score: Raw -2416848.336396 + Penalty 1919.070160 = -2414929.266237 nChanged 8 SP:Iteration 37Q (1528.917657 sec): 3 clusters Score: Raw -2416849.485229 + Penalty 1919.070160 = -2414930.415069 nChanged 5 SP:Iteration 38Q (1528.952413 sec): 3 clusters Score: Raw -2416850.316929 + Penalty 1919.070160 = -2414931.246770 nChanged 7 SP:Iteration 39Q (1528.986855 sec): 3 clusters Score: Raw -2416851.258082 + Penalty 1919.070160 = -2414932.187922 nChanged 6 SP:Iteration 40F (1529.026379 sec): 3 clusters Score: Raw -2416851.907986 + Penalty 1919.070160 = -2414932.837827 nChanged 3 SP:Iteration 41Q (1529.061241 sec): 3 clusters Score: Raw -2416852.442307 + Penalty 1919.070160 = -2414933.372148 nChanged 3 SP:Iteration 42Q (1529.104776 sec): 3 clusters Score: Raw -2416853.102108 + Penalty 1919.070160 = -2414934.031949 nChanged 8 SP:Iteration 43Q (1529.144859 sec): 3 clusters Score: Raw -2416854.347538 + Penalty 1919.070160 = -2414935.277378 nChanged 8 SP:Iteration 44Q (1529.183880 sec): 3 clusters Score: Raw -2416855.354447 + Penalty 1919.070160 = -2414936.284287 nChanged 6 SP:Iteration 45Q (1529.218132 sec): 3 clusters Score: Raw -2416855.966481 + Penalty 1919.070160 = -2414936.896321 nChanged 4 SP:Iteration 46Q (1529.252849 sec): 3 clusters Score: Raw -2416856.509819 + Penalty 1919.070160 = -2414937.439659 nChanged 3 SP:Iteration 47Q (1529.287551 sec): 3 clusters Score: Raw -2416856.817688 + Penalty 1919.070160 = -2414937.747529 nChanged 3 SP:Iteration 48Q (1529.327497 sec): 3 clusters Score: Raw -2416857.084344 + Penalty 1919.070160 = -2414938.014184 nChanged 1 SP:Iteration 49Q (1529.361414 sec): 3 clusters Score: Raw -2416857.148246 + Penalty 1919.070160 = -2414938.078087 nChanged 1 SP:Iteration 50Q (1529.396030 sec): 3 clusters Score: Raw -2416857.279097 + Penalty 1919.070160 = -2414938.208938 nChanged 3 SP:Iteration 51Q (1529.430503 sec): 3 clusters Score: Raw -2416857.654578 + Penalty 1919.070160 = -2414938.584418 nChanged 2 SP:Iteration 52Q (1529.475892 sec): 3 clusters Score: Raw -2416857.947705 + Penalty 1919.070160 = -2414938.877545 nChanged 1 SP:Iteration 53Q (1529.510139 sec): 3 clusters Score: Raw -2416858.012003 + Penalty 1919.070160 = -2414938.941844 nChanged 2 SP:Iteration 54Q (1529.544421 sec): 3 clusters Score: Raw -2416858.225519 + Penalty 1919.070160 = -2414939.155359 nChanged 3 SP:Iteration 55Q (1529.598656 sec): 3 clusters Score: Raw -2416858.580878 + Penalty 1919.070160 = -2414939.510719 nChanged 6 SP:Iteration 56Q (1529.641970 sec): 3 clusters Score: Raw -2416859.764071 + Penalty 1919.070160 = -2414940.693911 nChanged 14 SP:Iteration 57Q (1529.676306 sec): 3 clusters Score: Raw -2416863.282347 + Penalty 1919.070160 = -2414944.212188 nChanged 12 SP:Iteration 58Q (1529.729561 sec): 3 clusters Score: Raw -2416865.906068 + Penalty 1919.070160 = -2414946.835908 nChanged 18 SP:Iteration 59Q (1529.764295 sec): 3 clusters Score: Raw -2416869.675756 + Penalty 1919.070160 = -2414950.605597 nChanged 22 SP:Iteration 60F (1529.803385 sec): 3 clusters Score: Raw -2416874.603021 + Penalty 1919.070160 = -2414955.532862 nChanged 14 SP:Iteration 61Q (1529.855477 sec): 3 clusters Score: Raw -2416876.927528 + Penalty 1919.070160 = -2414957.857368 nChanged 9 SP:Iteration 62Q (1529.899167 sec): 3 clusters Score: Raw -2416878.459874 + Penalty 1919.070160 = -2414959.389714 nChanged 10 SP:Iteration 63Q (1529.961186 sec): 3 clusters Score: Raw -2416879.872885 + Penalty 1919.070160 = -2414960.802726 nChanged 10 SP:Iteration 64Q (1530.016909 sec): 3 clusters Score: Raw -2416881.448210 + Penalty 1919.070160 = -2414962.378051 nChanged 7 SP:Iteration 65Q (1530.093807 sec): 3 clusters Score: Raw -2416882.354406 + Penalty 1919.070160 = -2414963.284246 nChanged 3 SP:Iteration 66Q (1530.126882 sec): 3 clusters Score: Raw -2416882.695575 + Penalty 1919.070160 = -2414963.625416 nChanged 1 SP:Iteration 67Q (1530.182247 sec): 3 clusters Score: Raw -2416882.820807 + Penalty 1919.070160 = -2414963.750647 nChanged 3 SP:Iteration 68Q (1530.216040 sec): 3 clusters Score: Raw -2416883.306350 + Penalty 1919.070160 = -2414964.236190 nChanged 2 SP:Iteration 69Q (1530.250355 sec): 3 clusters Score: Raw -2416883.500013 + Penalty 1919.070160 = -2414964.429853 nChanged 0 SP:Iteration 70F (1530.289539 sec): 3 clusters Score: Raw -2416883.500013 + Penalty 1919.070160 = -2414964.429853 nChanged 0 Trying to split cluster 9 (57524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.355609 sec): 2 clusters Score: Raw -5293831.802080 + Penalty 1041.195965 = -5292790.606115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.447434 sec): 3 clusters Score: Raw -5256267.395599 + Penalty 2082.391931 = -5254185.003668 nChanged 27623 SP:Iteration 1F (1530.524361 sec): 3 clusters Score: Raw -5272821.320829 + Penalty 2082.391931 = -5270738.928898 nChanged 2682 SP:Iteration 2Q (1530.610746 sec): 3 clusters Score: Raw -5273795.804407 + Penalty 2082.391931 = -5271713.412476 nChanged 3002 SP:Iteration 3F (1530.687884 sec): 3 clusters Score: Raw -5275052.978847 + Penalty 2082.391931 = -5272970.586916 nChanged 3415 SP:Iteration 4F (1530.763644 sec): 3 clusters Score: Raw -5276799.915900 + Penalty 2082.391931 = -5274717.523970 nChanged 3749 SP:Iteration 5F (1530.841654 sec): 3 clusters Score: Raw -5279076.558548 + Penalty 2082.391931 = -5276994.166617 nChanged 3923 SP:Iteration 6F (1530.918363 sec): 3 clusters Score: Raw -5281669.198896 + Penalty 2082.391931 = -5279586.806965 nChanged 3487 SP:Iteration 7F (1531.003789 sec): 3 clusters Score: Raw -5284033.579572 + Penalty 2082.391931 = -5281951.187641 nChanged 2912 SP:Iteration 8F (1531.086473 sec): 3 clusters Score: Raw -5286189.214696 + Penalty 2082.391931 = -5284106.822765 nChanged 2314 SP:Iteration 9Q (1531.166108 sec): 3 clusters Score: Raw -5288015.600194 + Penalty 2082.391931 = -5285933.208263 nChanged 1737 SP:Iteration 10Q (1531.246731 sec): 3 clusters Score: Raw -5289361.851796 + Penalty 2082.391931 = -5287279.459865 nChanged 1314 SP:Iteration 11Q (1531.320428 sec): 3 clusters Score: Raw -5290266.028179 + Penalty 2082.391931 = -5288183.636248 nChanged 1047 SP:Iteration 12Q (1531.416135 sec): 3 clusters Score: Raw -5290901.696375 + Penalty 2082.391931 = -5288819.304445 nChanged 889 SP:Iteration 13Q (1531.507460 sec): 3 clusters Score: Raw -5291422.977319 + Penalty 2082.391931 = -5289340.585388 nChanged 754 SP:Iteration 14Q (1531.588370 sec): 3 clusters Score: Raw -5291839.260467 + Penalty 2082.391931 = -5289756.868536 nChanged 645 SP:Iteration 15Q (1531.660588 sec): 3 clusters Score: Raw -5292190.307357 + Penalty 2082.391931 = -5290107.915426 nChanged 523 SP:Iteration 16Q (1531.744029 sec): 3 clusters Score: Raw -5292478.430783 + Penalty 2082.391931 = -5290396.038852 nChanged 453 SP:Iteration 17Q (1531.811266 sec): 3 clusters Score: Raw -5292729.978945 + Penalty 2082.391931 = -5290647.587014 nChanged 414 SP:Iteration 18Q (1531.879310 sec): 3 clusters Score: Raw -5292954.713084 + Penalty 2082.391931 = -5290872.321153 nChanged 350 SP:Iteration 19Q (1531.949686 sec): 3 clusters Score: Raw -5293159.526800 + Penalty 2082.391931 = -5291077.134869 nChanged 305 SP:Iteration 20F (1532.030094 sec): 3 clusters Score: Raw -5293322.558006 + Penalty 2082.391931 = -5291240.166075 nChanged 243 SP:Iteration 21Q (1532.118357 sec): 3 clusters Score: Raw -5293437.061135 + Penalty 2082.391931 = -5291354.669204 nChanged 199 SP:Iteration 22Q (1532.183162 sec): 3 clusters Score: Raw -5293538.501239 + Penalty 2082.391931 = -5291456.109308 nChanged 183 SP:Iteration 23Q (1532.251326 sec): 3 clusters Score: Raw -5293632.038289 + Penalty 2082.391931 = -5291549.646358 nChanged 154 SP:Iteration 24Q (1532.316048 sec): 3 clusters Score: Raw -5293705.394327 + Penalty 2082.391931 = -5291623.002396 nChanged 127 SP:Iteration 25Q (1532.382217 sec): 3 clusters Score: Raw -5293761.411063 + Penalty 2082.391931 = -5291679.019132 nChanged 96 SP:Iteration 26Q (1532.450782 sec): 3 clusters Score: Raw -5293798.942287 + Penalty 2082.391931 = -5291716.550356 nChanged 65 SP:Iteration 27Q (1532.517704 sec): 3 clusters Score: Raw -5293818.889933 + Penalty 2082.391931 = -5291736.498002 nChanged 55 SP:Iteration 28Q (1532.588012 sec): 3 clusters Score: Raw -5293843.239792 + Penalty 2082.391931 = -5291760.847861 nChanged 56 SP:Iteration 29Q (1532.652716 sec): 3 clusters Score: Raw -5293869.257655 + Penalty 2082.391931 = -5291786.865724 nChanged 49 SP:Iteration 30Q (1532.718991 sec): 3 clusters Score: Raw -5293886.241022 + Penalty 2082.391931 = -5291803.849091 nChanged 43 SP:Iteration 31Q (1532.784509 sec): 3 clusters Score: Raw -5293899.010624 + Penalty 2082.391931 = -5291816.618693 nChanged 38 SP:Iteration 32Q (1532.848868 sec): 3 clusters Score: Raw -5293913.863068 + Penalty 2082.391931 = -5291831.471137 nChanged 28 SP:Iteration 33Q (1532.912860 sec): 3 clusters Score: Raw -5293921.231604 + Penalty 2082.391931 = -5291838.839674 nChanged 21 SP:Iteration 34Q (1532.977448 sec): 3 clusters Score: Raw -5293928.494037 + Penalty 2082.391931 = -5291846.102106 nChanged 22 SP:Iteration 35Q (1533.063181 sec): 3 clusters Score: Raw -5293935.141020 + Penalty 2082.391931 = -5291852.749089 nChanged 17 SP:Iteration 36Q (1533.128782 sec): 3 clusters Score: Raw -5293940.333359 + Penalty 2082.391931 = -5291857.941428 nChanged 23 SP:Iteration 37Q (1533.193071 sec): 3 clusters Score: Raw -5293946.829635 + Penalty 2082.391931 = -5291864.437704 nChanged 19 SP:Iteration 38Q (1533.256947 sec): 3 clusters Score: Raw -5293952.829274 + Penalty 2082.391931 = -5291870.437343 nChanged 13 SP:Iteration 39Q (1533.320743 sec): 3 clusters Score: Raw -5293956.927081 + Penalty 2082.391931 = -5291874.535150 nChanged 11 SP:Iteration 40F (1533.396574 sec): 3 clusters Score: Raw -5293960.005577 + Penalty 2082.391931 = -5291877.613646 nChanged 10 SP:Iteration 41Q (1533.460578 sec): 3 clusters Score: Raw -5293963.284789 + Penalty 2082.391931 = -5291880.892858 nChanged 9 SP:Iteration 42Q (1533.524852 sec): 3 clusters Score: Raw -5293966.801835 + Penalty 2082.391931 = -5291884.409904 nChanged 9 SP:Iteration 43Q (1533.588832 sec): 3 clusters Score: Raw -5293969.924502 + Penalty 2082.391931 = -5291887.532571 nChanged 13 SP:Iteration 44Q (1533.650922 sec): 3 clusters Score: Raw -5293974.706091 + Penalty 2082.391931 = -5291892.314161 nChanged 7 SP:Iteration 45Q (1533.722567 sec): 3 clusters Score: Raw -5293977.024937 + Penalty 2082.391931 = -5291894.633006 nChanged 10 SP:Iteration 46Q (1533.787201 sec): 3 clusters Score: Raw -5293980.618287 + Penalty 2082.391931 = -5291898.226356 nChanged 9 SP:Iteration 47Q (1533.851003 sec): 3 clusters Score: Raw -5293983.810685 + Penalty 2082.391931 = -5291901.418754 nChanged 7 SP:Iteration 48Q (1533.919484 sec): 3 clusters Score: Raw -5293985.966320 + Penalty 2082.391931 = -5291903.574389 nChanged 7 SP:Iteration 49Q (1533.983182 sec): 3 clusters Score: Raw -5293988.126295 + Penalty 2082.391931 = -5291905.734364 nChanged 8 SP:Iteration 50Q (1534.057173 sec): 3 clusters Score: Raw -5293989.614053 + Penalty 2082.391931 = -5291907.222123 nChanged 8 SP:Iteration 51Q (1534.142222 sec): 3 clusters Score: Raw -5293991.438956 + Penalty 2082.391931 = -5291909.047025 nChanged 5 SP:Iteration 52Q (1534.206746 sec): 3 clusters Score: Raw -5293993.289792 + Penalty 2082.391931 = -5291910.897861 nChanged 8 SP:Iteration 53Q (1534.271292 sec): 3 clusters Score: Raw -5293996.926083 + Penalty 2082.391931 = -5291914.534152 nChanged 12 SP:Iteration 54Q (1534.335792 sec): 3 clusters Score: Raw -5294000.859677 + Penalty 2082.391931 = -5291918.467746 nChanged 6 SP:Iteration 55Q (1534.398602 sec): 3 clusters Score: Raw -5294002.724135 + Penalty 2082.391931 = -5291920.332204 nChanged 3 SP:Iteration 56Q (1534.464282 sec): 3 clusters Score: Raw -5294003.844057 + Penalty 2082.391931 = -5291921.452126 nChanged 8 SP:Iteration 57Q (1534.528337 sec): 3 clusters Score: Raw -5294007.202185 + Penalty 2082.391931 = -5291924.810255 nChanged 9 SP:Iteration 58Q (1534.592695 sec): 3 clusters Score: Raw -5294011.542187 + Penalty 2082.391931 = -5291929.150256 nChanged 10 SP:Iteration 59Q (1534.656718 sec): 3 clusters Score: Raw -5294015.131870 + Penalty 2082.391931 = -5291932.739939 nChanged 6 SP:Iteration 60F (1534.748120 sec): 3 clusters Score: Raw -5294016.769150 + Penalty 2082.391931 = -5291934.377219 nChanged 5 SP:Iteration 61Q (1534.833873 sec): 3 clusters Score: Raw -5294018.478138 + Penalty 2082.391931 = -5291936.086208 nChanged 4 SP:Iteration 62Q (1534.899662 sec): 3 clusters Score: Raw -5294019.576624 + Penalty 2082.391931 = -5291937.184693 nChanged 4 SP:Iteration 63Q (1534.976280 sec): 3 clusters Score: Raw -5294020.927405 + Penalty 2082.391931 = -5291938.535474 nChanged 4 SP:Iteration 64Q (1535.040714 sec): 3 clusters Score: Raw -5294022.004739 + Penalty 2082.391931 = -5291939.612808 nChanged 4 SP:Iteration 65Q (1535.106440 sec): 3 clusters Score: Raw -5294022.809007 + Penalty 2082.391931 = -5291940.417077 nChanged 1 SP:Iteration 66Q (1535.170922 sec): 3 clusters Score: Raw -5294023.243859 + Penalty 2082.391931 = -5291940.851928 nChanged 1 SP:Iteration 67Q (1535.235002 sec): 3 clusters Score: Raw -5294023.339678 + Penalty 2082.391931 = -5291940.947748 nChanged 0 SP:Iteration 68F (1535.311112 sec): 3 clusters Score: Raw -5294023.339678 + Penalty 2082.391931 = -5291940.947748 nChanged 0 Trying to split cluster 10 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1535.317110 sec): 2 clusters Score: Raw -145140.173899 + Penalty 716.459894 = -144423.714005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1535.324875 sec): 3 clusters Score: Raw -144222.315906 + Penalty 1432.919789 = -142789.396117 nChanged 709 SP:Iteration 1F (1535.331997 sec): 3 clusters Score: Raw -144785.027078 + Penalty 1432.919789 = -143352.107289 nChanged 185 SP:Iteration 2F (1535.339186 sec): 3 clusters Score: Raw -145020.774000 + Penalty 1432.919789 = -143587.854211 nChanged 167 SP:Iteration 3F (1535.346294 sec): 3 clusters Score: Raw -145182.716831 + Penalty 1432.919789 = -143749.797042 nChanged 101 SP:Iteration 4F (1535.353324 sec): 3 clusters Score: Raw -145268.228772 + Penalty 1432.919789 = -143835.308983 nChanged 82 SP:Iteration 5Q (1535.363776 sec): 3 clusters Score: Raw -145330.570575 + Penalty 1432.919789 = -143897.650786 nChanged 58 SP:Iteration 6Q (1535.374751 sec): 3 clusters Score: Raw -145385.026972 + Penalty 1432.919789 = -143952.107183 nChanged 63 SP:Iteration 7Q (1535.381756 sec): 3 clusters Score: Raw -145432.033015 + Penalty 1432.919789 = -143999.113226 nChanged 54 SP:Iteration 8Q (1535.388787 sec): 3 clusters Score: Raw -145465.411631 + Penalty 1432.919789 = -144032.491842 nChanged 35 SP:Iteration 9Q (1535.401175 sec): 3 clusters Score: Raw -145478.525241 + Penalty 1432.919789 = -144045.605452 nChanged 20 SP:Iteration 10Q (1535.408182 sec): 3 clusters Score: Raw -145487.892103 + Penalty 1432.919789 = -144054.972314 nChanged 19 SP:Iteration 11Q (1535.415128 sec): 3 clusters Score: Raw -145496.375544 + Penalty 1432.919789 = -144063.455755 nChanged 12 SP:Iteration 12Q (1535.422077 sec): 3 clusters Score: Raw -145502.318972 + Penalty 1432.919789 = -144069.399183 nChanged 12 SP:Iteration 13Q (1535.439456 sec): 3 clusters Score: Raw -145506.605486 + Penalty 1432.919789 = -144073.685698 nChanged 10 SP:Iteration 14Q (1535.446327 sec): 3 clusters Score: Raw -145511.071050 + Penalty 1432.919789 = -144078.151261 nChanged 14 SP:Iteration 15Q (1535.453266 sec): 3 clusters Score: Raw -145518.137236 + Penalty 1432.919789 = -144085.217447 nChanged 16 SP:Iteration 16Q (1535.460186 sec): 3 clusters Score: Raw -145527.862159 + Penalty 1432.919789 = -144094.942370 nChanged 18 SP:Iteration 17Q (1535.467699 sec): 3 clusters Score: Raw -145540.627992 + Penalty 1432.919789 = -144107.708203 nChanged 17 SP:Iteration 18Q (1535.474566 sec): 3 clusters Score: Raw -145552.121173 + Penalty 1432.919789 = -144119.201384 nChanged 16 SP:Iteration 19Q (1535.483412 sec): 3 clusters Score: Raw -145565.523001 + Penalty 1432.919789 = -144132.603212 nChanged 21 SP:Iteration 20F (1535.490469 sec): 3 clusters Score: Raw -145580.112739 + Penalty 1432.919789 = -144147.192950 nChanged 22 SP:Iteration 21Q (1535.497518 sec): 3 clusters Score: Raw -145600.835863 + Penalty 1432.919789 = -144167.916074 nChanged 26 SP:Iteration 22Q (1535.504451 sec): 3 clusters Score: Raw -145621.374227 + Penalty 1432.919789 = -144188.454438 nChanged 21 SP:Iteration 23Q (1535.511385 sec): 3 clusters Score: Raw -145639.360438 + Penalty 1432.919789 = -144206.440649 nChanged 21 SP:Iteration 24Q (1535.518308 sec): 3 clusters Score: Raw -145656.953813 + Penalty 1432.919789 = -144224.034024 nChanged 20 SP:Iteration 25Q (1535.525214 sec): 3 clusters Score: Raw -145667.146899 + Penalty 1432.919789 = -144234.227110 nChanged 9 SP:Iteration 26Q (1535.532078 sec): 3 clusters Score: Raw -145671.993942 + Penalty 1432.919789 = -144239.074153 nChanged 6 SP:Iteration 27Q (1535.538875 sec): 3 clusters Score: Raw -145674.753549 + Penalty 1432.919789 = -144241.833760 nChanged 5 SP:Iteration 28Q (1535.545729 sec): 3 clusters Score: Raw -145677.334900 + Penalty 1432.919789 = -144244.415111 nChanged 4 SP:Iteration 29Q (1535.552866 sec): 3 clusters Score: Raw -145678.779585 + Penalty 1432.919789 = -144245.859796 nChanged 5 SP:Iteration 30Q (1535.559804 sec): 3 clusters Score: Raw -145680.380065 + Penalty 1432.919789 = -144247.460276 nChanged 3 SP:Iteration 31Q (1535.566651 sec): 3 clusters Score: Raw -145682.009329 + Penalty 1432.919789 = -144249.089540 nChanged 3 SP:Iteration 32Q (1535.573511 sec): 3 clusters Score: Raw -145683.100492 + Penalty 1432.919789 = -144250.180703 nChanged 0 SP:Iteration 33F (1535.580559 sec): 3 clusters Score: Raw -145683.100492 + Penalty 1432.919789 = -144250.180703 nChanged 0 Trying to split cluster 11 (9417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1535.602614 sec): 2 clusters Score: Raw -927250.854116 + Penalty 869.275825 = -926381.578291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1535.626856 sec): 3 clusters Score: Raw -921685.471197 + Penalty 1738.551651 = -919946.919546 nChanged 4237 SP:Iteration 1F (1535.650210 sec): 3 clusters Score: Raw -924372.413230 + Penalty 1738.551651 = -922633.861580 nChanged 843 SP:Iteration 2F (1535.673792 sec): 3 clusters Score: Raw -925014.678552 + Penalty 1738.551651 = -923276.126901 nChanged 784 SP:Iteration 3F (1535.697511 sec): 3 clusters Score: Raw -925593.093717 + Penalty 1738.551651 = -923854.542067 nChanged 661 SP:Iteration 4F (1535.723013 sec): 3 clusters Score: Raw -926037.942176 + Penalty 1738.551651 = -924299.390525 nChanged 477 SP:Iteration 5F (1535.746564 sec): 3 clusters Score: Raw -926330.222055 + Penalty 1738.551651 = -924591.670404 nChanged 351 SP:Iteration 6Q (1535.770015 sec): 3 clusters Score: Raw -926535.099880 + Penalty 1738.551651 = -924796.548229 nChanged 256 SP:Iteration 7Q (1535.793642 sec): 3 clusters Score: Raw -926681.460517 + Penalty 1738.551651 = -924942.908866 nChanged 200 SP:Iteration 8Q (1535.817182 sec): 3 clusters Score: Raw -926790.509126 + Penalty 1738.551651 = -925051.957476 nChanged 167 SP:Iteration 9Q (1535.840632 sec): 3 clusters Score: Raw -926873.130520 + Penalty 1738.551651 = -925134.578869 nChanged 129 SP:Iteration 10Q (1535.863612 sec): 3 clusters Score: Raw -926920.818396 + Penalty 1738.551651 = -925182.266746 nChanged 108 SP:Iteration 11Q (1535.886656 sec): 3 clusters Score: Raw -926960.748575 + Penalty 1738.551651 = -925222.196924 nChanged 88 SP:Iteration 12Q (1535.909647 sec): 3 clusters Score: Raw -926988.861316 + Penalty 1738.551651 = -925250.309665 nChanged 83 SP:Iteration 13Q (1535.932282 sec): 3 clusters Score: Raw -927017.000331 + Penalty 1738.551651 = -925278.448680 nChanged 77 SP:Iteration 14Q (1535.954907 sec): 3 clusters Score: Raw -927039.327697 + Penalty 1738.551651 = -925300.776046 nChanged 59 SP:Iteration 15Q (1535.977451 sec): 3 clusters Score: Raw -927055.324010 + Penalty 1738.551651 = -925316.772360 nChanged 55 SP:Iteration 16Q (1535.999803 sec): 3 clusters Score: Raw -927066.079684 + Penalty 1738.551651 = -925327.528033 nChanged 38 SP:Iteration 17Q (1536.024026 sec): 3 clusters Score: Raw -927076.113943 + Penalty 1738.551651 = -925337.562292 nChanged 42 SP:Iteration 18Q (1536.046510 sec): 3 clusters Score: Raw -927090.141379 + Penalty 1738.551651 = -925351.589728 nChanged 40 SP:Iteration 19Q (1536.068958 sec): 3 clusters Score: Raw -927101.885949 + Penalty 1738.551651 = -925363.334298 nChanged 34 SP:Iteration 20F (1536.092669 sec): 3 clusters Score: Raw -927109.852987 + Penalty 1738.551651 = -925371.301337 nChanged 26 SP:Iteration 21Q (1536.116910 sec): 3 clusters Score: Raw -927115.316054 + Penalty 1738.551651 = -925376.764403 nChanged 32 SP:Iteration 22Q (1536.139281 sec): 3 clusters Score: Raw -927122.596957 + Penalty 1738.551651 = -925384.045306 nChanged 37 SP:Iteration 23Q (1536.161510 sec): 3 clusters Score: Raw -927133.679036 + Penalty 1738.551651 = -925395.127385 nChanged 44 SP:Iteration 24Q (1536.183779 sec): 3 clusters Score: Raw -927144.224561 + Penalty 1738.551651 = -925405.672910 nChanged 41 SP:Iteration 25Q (1536.205998 sec): 3 clusters Score: Raw -927159.370043 + Penalty 1738.551651 = -925420.818392 nChanged 54 SP:Iteration 26Q (1536.228184 sec): 3 clusters Score: Raw -927177.017233 + Penalty 1738.551651 = -925438.465582 nChanged 46 SP:Iteration 27Q (1536.272448 sec): 3 clusters Score: Raw -927189.925036 + Penalty 1738.551651 = -925451.373385 nChanged 46 SP:Iteration 28Q (1536.294551 sec): 3 clusters Score: Raw -927202.880169 + Penalty 1738.551651 = -925464.328519 nChanged 34 SP:Iteration 29Q (1536.316881 sec): 3 clusters Score: Raw -927215.050643 + Penalty 1738.551651 = -925476.498992 nChanged 40 SP:Iteration 30Q (1536.339057 sec): 3 clusters Score: Raw -927226.207571 + Penalty 1738.551651 = -925487.655921 nChanged 32 SP:Iteration 31Q (1536.361114 sec): 3 clusters Score: Raw -927233.731212 + Penalty 1738.551651 = -925495.179561 nChanged 26 SP:Iteration 32Q (1536.383104 sec): 3 clusters Score: Raw -927238.789755 + Penalty 1738.551651 = -925500.238104 nChanged 18 SP:Iteration 33Q (1536.405048 sec): 3 clusters Score: Raw -927244.589925 + Penalty 1738.551651 = -925506.038274 nChanged 22 SP:Iteration 34Q (1536.436998 sec): 3 clusters Score: Raw -927250.708961 + Penalty 1738.551651 = -925512.157310 nChanged 25 SP:Iteration 35Q (1536.458942 sec): 3 clusters Score: Raw -927257.748713 + Penalty 1738.551651 = -925519.197062 nChanged 25 SP:Iteration 36Q (1536.480875 sec): 3 clusters Score: Raw -927263.866499 + Penalty 1738.551651 = -925525.314849 nChanged 23 SP:Iteration 37Q (1536.502858 sec): 3 clusters Score: Raw -927267.968780 + Penalty 1738.551651 = -925529.417129 nChanged 20 SP:Iteration 38Q (1536.524760 sec): 3 clusters Score: Raw -927272.450535 + Penalty 1738.551651 = -925533.898884 nChanged 18 SP:Iteration 39Q (1536.548947 sec): 3 clusters Score: Raw -927276.682619 + Penalty 1738.551651 = -925538.130968 nChanged 22 SP:Iteration 40F (1536.574038 sec): 3 clusters Score: Raw -927282.523982 + Penalty 1738.551651 = -925543.972332 nChanged 22 SP:Iteration 41Q (1536.595921 sec): 3 clusters Score: Raw -927289.224962 + Penalty 1738.551651 = -925550.673312 nChanged 24 SP:Iteration 42Q (1536.622734 sec): 3 clusters Score: Raw -927295.362620 + Penalty 1738.551651 = -925556.810969 nChanged 23 SP:Iteration 43Q (1536.644699 sec): 3 clusters Score: Raw -927303.091581 + Penalty 1738.551651 = -925564.539930 nChanged 18 SP:Iteration 44Q (1536.666636 sec): 3 clusters Score: Raw -927309.459988 + Penalty 1738.551651 = -925570.908338 nChanged 20 SP:Iteration 45Q (1536.688439 sec): 3 clusters Score: Raw -927317.384891 + Penalty 1738.551651 = -925578.833240 nChanged 15 SP:Iteration 46Q (1536.710284 sec): 3 clusters Score: Raw -927322.555795 + Penalty 1738.551651 = -925584.004145 nChanged 14 SP:Iteration 47Q (1536.731815 sec): 3 clusters Score: Raw -927326.617356 + Penalty 1738.551651 = -925588.065705 nChanged 10 SP:Iteration 48Q (1536.753670 sec): 3 clusters Score: Raw -927328.753542 + Penalty 1738.551651 = -925590.201891 nChanged 11 SP:Iteration 49Q (1536.775455 sec): 3 clusters Score: Raw -927330.785276 + Penalty 1738.551651 = -925592.233625 nChanged 5 SP:Iteration 50Q (1536.800784 sec): 3 clusters Score: Raw -927331.663746 + Penalty 1738.551651 = -925593.112095 nChanged 2 SP:Iteration 51Q (1536.822626 sec): 3 clusters Score: Raw -927332.015948 + Penalty 1738.551651 = -925593.464297 nChanged 1 SP:Iteration 52Q (1536.844329 sec): 3 clusters Score: Raw -927332.184691 + Penalty 1738.551651 = -925593.633041 nChanged 0 SP:Iteration 53F (1536.867749 sec): 3 clusters Score: Raw -927332.184691 + Penalty 1738.551651 = -925593.633041 nChanged 0 Trying to split cluster 12 (16863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1536.898202 sec): 2 clusters Score: Raw -1571526.345623 + Penalty 924.623329 = -1570601.722294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1536.931237 sec): 3 clusters Score: Raw -1561062.617299 + Penalty 1849.246659 = -1559213.370640 nChanged 7837 SP:Iteration 1F (1536.962817 sec): 3 clusters Score: Raw -1565593.731933 + Penalty 1849.246659 = -1563744.485274 nChanged 1033 SP:Iteration 2F (1536.994039 sec): 3 clusters Score: Raw -1566116.869351 + Penalty 1849.246659 = -1564267.622692 nChanged 1041 SP:Iteration 3F (1537.025540 sec): 3 clusters Score: Raw -1566699.217438 + Penalty 1849.246659 = -1564849.970779 nChanged 1018 SP:Iteration 4F (1537.056998 sec): 3 clusters Score: Raw -1567265.163174 + Penalty 1849.246659 = -1565415.916515 nChanged 1005 SP:Iteration 5F (1537.088617 sec): 3 clusters Score: Raw -1567858.020819 + Penalty 1849.246659 = -1566008.774160 nChanged 955 SP:Iteration 6F (1537.120011 sec): 3 clusters Score: Raw -1568437.629738 + Penalty 1849.246659 = -1566588.383079 nChanged 884 SP:Iteration 7F (1537.151430 sec): 3 clusters Score: Raw -1568956.067557 + Penalty 1849.246659 = -1567106.820898 nChanged 749 SP:Iteration 8Q (1537.192492 sec): 3 clusters Score: Raw -1569373.809765 + Penalty 1849.246659 = -1567524.563107 nChanged 622 SP:Iteration 9Q (1537.223751 sec): 3 clusters Score: Raw -1569691.691600 + Penalty 1849.246659 = -1567842.444941 nChanged 504 SP:Iteration 10Q (1537.261778 sec): 3 clusters Score: Raw -1569910.702656 + Penalty 1849.246659 = -1568061.455997 nChanged 431 SP:Iteration 11Q (1537.298526 sec): 3 clusters Score: Raw -1570070.443768 + Penalty 1849.246659 = -1568221.197109 nChanged 362 SP:Iteration 12Q (1537.329283 sec): 3 clusters Score: Raw -1570198.671990 + Penalty 1849.246659 = -1568349.425331 nChanged 297 SP:Iteration 13Q (1537.360043 sec): 3 clusters Score: Raw -1570316.765185 + Penalty 1849.246659 = -1568467.518526 nChanged 285 SP:Iteration 14Q (1537.393968 sec): 3 clusters Score: Raw -1570425.109322 + Penalty 1849.246659 = -1568575.862663 nChanged 262 SP:Iteration 15Q (1537.424260 sec): 3 clusters Score: Raw -1570545.503721 + Penalty 1849.246659 = -1568696.257062 nChanged 278 SP:Iteration 16Q (1537.475066 sec): 3 clusters Score: Raw -1570691.091282 + Penalty 1849.246659 = -1568841.844623 nChanged 246 SP:Iteration 17Q (1537.514760 sec): 3 clusters Score: Raw -1570828.022854 + Penalty 1849.246659 = -1568978.776195 nChanged 258 SP:Iteration 18Q (1537.547234 sec): 3 clusters Score: Raw -1570970.460353 + Penalty 1849.246659 = -1569121.213694 nChanged 224 SP:Iteration 19Q (1537.576831 sec): 3 clusters Score: Raw -1571089.868947 + Penalty 1849.246659 = -1569240.622288 nChanged 193 SP:Iteration 20F (1537.618495 sec): 3 clusters Score: Raw -1571185.431249 + Penalty 1849.246659 = -1569336.184591 nChanged 191 SP:Iteration 21Q (1537.658245 sec): 3 clusters Score: Raw -1571266.276110 + Penalty 1849.246659 = -1569417.029451 nChanged 159 SP:Iteration 22Q (1537.693567 sec): 3 clusters Score: Raw -1571320.821702 + Penalty 1849.246659 = -1569471.575043 nChanged 142 SP:Iteration 23Q (1537.755554 sec): 3 clusters Score: Raw -1571361.409308 + Penalty 1849.246659 = -1569512.162649 nChanged 111 SP:Iteration 24Q (1537.786366 sec): 3 clusters Score: Raw -1571390.059734 + Penalty 1849.246659 = -1569540.813075 nChanged 116 SP:Iteration 25Q (1537.819312 sec): 3 clusters Score: Raw -1571420.838961 + Penalty 1849.246659 = -1569571.592303 nChanged 103 SP:Iteration 26Q (1537.856894 sec): 3 clusters Score: Raw -1571444.004238 + Penalty 1849.246659 = -1569594.757579 nChanged 72 SP:Iteration 27Q (1537.889870 sec): 3 clusters Score: Raw -1571457.671957 + Penalty 1849.246659 = -1569608.425298 nChanged 68 SP:Iteration 28Q (1537.918779 sec): 3 clusters Score: Raw -1571472.621113 + Penalty 1849.246659 = -1569623.374454 nChanged 73 SP:Iteration 29Q (1537.948540 sec): 3 clusters Score: Raw -1571493.246979 + Penalty 1849.246659 = -1569644.000320 nChanged 59 SP:Iteration 30Q (1537.977306 sec): 3 clusters Score: Raw -1571511.493866 + Penalty 1849.246659 = -1569662.247207 nChanged 75 SP:Iteration 31Q (1538.006084 sec): 3 clusters Score: Raw -1571537.070069 + Penalty 1849.246659 = -1569687.823410 nChanged 75 SP:Iteration 32Q (1538.035168 sec): 3 clusters Score: Raw -1571565.325108 + Penalty 1849.246659 = -1569716.078449 nChanged 84 SP:Iteration 33Q (1538.073219 sec): 3 clusters Score: Raw -1571601.830208 + Penalty 1849.246659 = -1569752.583549 nChanged 99 SP:Iteration 34Q (1538.111528 sec): 3 clusters Score: Raw -1571648.964796 + Penalty 1849.246659 = -1569799.718138 nChanged 87 SP:Iteration 35Q (1538.139900 sec): 3 clusters Score: Raw -1571699.360858 + Penalty 1849.246659 = -1569850.114199 nChanged 96 SP:Iteration 36Q (1538.168594 sec): 3 clusters Score: Raw -1571760.986933 + Penalty 1849.246659 = -1569911.740275 nChanged 102 SP:Iteration 37Q (1538.196738 sec): 3 clusters Score: Raw -1571832.624273 + Penalty 1849.246659 = -1569983.377614 nChanged 110 SP:Iteration 38Q (1538.224978 sec): 3 clusters Score: Raw -1571910.232749 + Penalty 1849.246659 = -1570060.986090 nChanged 97 SP:Iteration 39Q (1538.252927 sec): 3 clusters Score: Raw -1571970.784415 + Penalty 1849.246659 = -1570121.537756 nChanged 89 SP:Iteration 40F (1538.284108 sec): 3 clusters Score: Raw -1572024.025010 + Penalty 1849.246659 = -1570174.778351 nChanged 72 SP:Iteration 41Q (1538.329583 sec): 3 clusters Score: Raw -1572060.977847 + Penalty 1849.246659 = -1570211.731188 nChanged 64 SP:Iteration 42Q (1538.390899 sec): 3 clusters Score: Raw -1572088.911469 + Penalty 1849.246659 = -1570239.664810 nChanged 50 SP:Iteration 43Q (1538.418663 sec): 3 clusters Score: Raw -1572104.274260 + Penalty 1849.246659 = -1570255.027601 nChanged 40 SP:Iteration 44Q (1538.452108 sec): 3 clusters Score: Raw -1572116.589697 + Penalty 1849.246659 = -1570267.343038 nChanged 31 SP:Iteration 45Q (1538.498421 sec): 3 clusters Score: Raw -1572124.687419 + Penalty 1849.246659 = -1570275.440760 nChanged 26 SP:Iteration 46Q (1538.525910 sec): 3 clusters Score: Raw -1572130.402642 + Penalty 1849.246659 = -1570281.155983 nChanged 12 SP:Iteration 47Q (1538.553580 sec): 3 clusters Score: Raw -1572132.336840 + Penalty 1849.246659 = -1570283.090181 nChanged 3 SP:Iteration 48Q (1538.581207 sec): 3 clusters Score: Raw -1572132.916281 + Penalty 1849.246659 = -1570283.669623 nChanged 5 SP:Iteration 49Q (1538.608630 sec): 3 clusters Score: Raw -1572133.722520 + Penalty 1849.246659 = -1570284.475861 nChanged 8 SP:Iteration 50Q (1538.636038 sec): 3 clusters Score: Raw -1572135.153386 + Penalty 1849.246659 = -1570285.906727 nChanged 5 SP:Iteration 51Q (1538.673300 sec): 3 clusters Score: Raw -1572135.850876 + Penalty 1849.246659 = -1570286.604218 nChanged 5 SP:Iteration 52Q (1538.700973 sec): 3 clusters Score: Raw -1572136.485938 + Penalty 1849.246659 = -1570287.239279 nChanged 3 SP:Iteration 53Q (1538.753673 sec): 3 clusters Score: Raw -1572136.785963 + Penalty 1849.246659 = -1570287.539304 nChanged 4 SP:Iteration 54Q (1538.780880 sec): 3 clusters Score: Raw -1572137.365995 + Penalty 1849.246659 = -1570288.119336 nChanged 4 SP:Iteration 55Q (1538.808731 sec): 3 clusters Score: Raw -1572137.750076 + Penalty 1849.246659 = -1570288.503417 nChanged 0 SP:Iteration 56F (1538.845641 sec): 3 clusters Score: Raw -1572137.750076 + Penalty 1849.246659 = -1570288.503417 nChanged 0 Trying to split cluster 13 (4021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1538.862036 sec): 2 clusters Score: Raw -376016.444601 + Penalty 788.432161 = -375228.012440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1538.877706 sec): 3 clusters Score: Raw -373839.096989 + Penalty 1576.864322 = -372262.232667 nChanged 1695 SP:Iteration 1F (1538.892310 sec): 3 clusters Score: Raw -374759.447493 + Penalty 1576.864322 = -373182.583171 nChanged 299 SP:Iteration 2F (1538.906767 sec): 3 clusters Score: Raw -374928.522331 + Penalty 1576.864322 = -373351.658008 nChanged 279 SP:Iteration 3F (1538.921062 sec): 3 clusters Score: Raw -375109.833146 + Penalty 1576.864322 = -373532.968823 nChanged 246 SP:Iteration 4F (1538.935351 sec): 3 clusters Score: Raw -375273.876131 + Penalty 1576.864322 = -373697.011808 nChanged 242 SP:Iteration 5F (1538.960026 sec): 3 clusters Score: Raw -375460.654774 + Penalty 1576.864322 = -373883.790452 nChanged 222 SP:Iteration 6F (1538.974527 sec): 3 clusters Score: Raw -375625.925170 + Penalty 1576.864322 = -374049.060848 nChanged 200 SP:Iteration 7Q (1538.988807 sec): 3 clusters Score: Raw -375774.345856 + Penalty 1576.864322 = -374197.481534 nChanged 164 SP:Iteration 8Q (1539.003451 sec): 3 clusters Score: Raw -375909.610288 + Penalty 1576.864322 = -374332.745966 nChanged 128 SP:Iteration 9Q (1539.017598 sec): 3 clusters Score: Raw -376006.370115 + Penalty 1576.864322 = -374429.505793 nChanged 93 SP:Iteration 10Q (1539.038000 sec): 3 clusters Score: Raw -376075.729898 + Penalty 1576.864322 = -374498.865576 nChanged 62 SP:Iteration 11Q (1539.051783 sec): 3 clusters Score: Raw -376113.894557 + Penalty 1576.864322 = -374537.030235 nChanged 35 SP:Iteration 12Q (1539.066647 sec): 3 clusters Score: Raw -376131.848797 + Penalty 1576.864322 = -374554.984474 nChanged 30 SP:Iteration 13Q (1539.080824 sec): 3 clusters Score: Raw -376146.355295 + Penalty 1576.864322 = -374569.490973 nChanged 21 SP:Iteration 14Q (1539.104433 sec): 3 clusters Score: Raw -376155.696746 + Penalty 1576.864322 = -374578.832424 nChanged 15 SP:Iteration 15Q (1539.118804 sec): 3 clusters Score: Raw -376164.366507 + Penalty 1576.864322 = -374587.502185 nChanged 15 SP:Iteration 16Q (1539.132897 sec): 3 clusters Score: Raw -376173.987485 + Penalty 1576.864322 = -374597.123162 nChanged 15 SP:Iteration 17Q (1539.150676 sec): 3 clusters Score: Raw -376183.605147 + Penalty 1576.864322 = -374606.740825 nChanged 11 SP:Iteration 18Q (1539.169753 sec): 3 clusters Score: Raw -376188.527158 + Penalty 1576.864322 = -374611.662836 nChanged 12 SP:Iteration 19Q (1539.183826 sec): 3 clusters Score: Raw -376194.877582 + Penalty 1576.864322 = -374618.013260 nChanged 10 SP:Iteration 20F (1539.204108 sec): 3 clusters Score: Raw -376200.029625 + Penalty 1576.864322 = -374623.165303 nChanged 3 SP:Iteration 21Q (1539.226253 sec): 3 clusters Score: Raw -376201.675081 + Penalty 1576.864322 = -374624.810759 nChanged 3 SP:Iteration 22Q (1539.240506 sec): 3 clusters Score: Raw -376202.810922 + Penalty 1576.864322 = -374625.946600 nChanged 5 SP:Iteration 23Q (1539.290591 sec): 3 clusters Score: Raw -376204.374772 + Penalty 1576.864322 = -374627.510450 nChanged 4 SP:Iteration 24Q (1539.316747 sec): 3 clusters Score: Raw -376205.821506 + Penalty 1576.864322 = -374628.957183 nChanged 3 SP:Iteration 25Q (1539.330667 sec): 3 clusters Score: Raw -376208.060165 + Penalty 1576.864322 = -374631.195843 nChanged 2 SP:Iteration 26Q (1539.344540 sec): 3 clusters Score: Raw -376208.388425 + Penalty 1576.864322 = -374631.524103 nChanged 0 SP:Iteration 27F (1539.358891 sec): 3 clusters Score: Raw -376208.388425 + Penalty 1576.864322 = -374631.524103 nChanged 0 Trying to split cluster 14 (4359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1539.375839 sec): 2 clusters Score: Raw -410221.900413 + Penalty 796.099805 = -409425.800608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1539.392851 sec): 3 clusters Score: Raw -407856.770851 + Penalty 1592.199611 = -406264.571240 nChanged 1845 SP:Iteration 1F (1539.408567 sec): 3 clusters Score: Raw -408858.518022 + Penalty 1592.199611 = -407266.318411 nChanged 258 SP:Iteration 2F (1539.424218 sec): 3 clusters Score: Raw -408964.325776 + Penalty 1592.199611 = -407372.126165 nChanged 170 SP:Iteration 3Q (1539.439932 sec): 3 clusters Score: Raw -409029.660982 + Penalty 1592.199611 = -407437.461372 nChanged 156 SP:Iteration 4Q (1539.455656 sec): 3 clusters Score: Raw -409092.998256 + Penalty 1592.199611 = -407500.798645 nChanged 144 SP:Iteration 5Q (1539.471519 sec): 3 clusters Score: Raw -409151.089227 + Penalty 1592.199611 = -407558.889616 nChanged 124 SP:Iteration 6Q (1539.487181 sec): 3 clusters Score: Raw -409215.648411 + Penalty 1592.199611 = -407623.448800 nChanged 145 SP:Iteration 7Q (1539.502721 sec): 3 clusters Score: Raw -409293.868029 + Penalty 1592.199611 = -407701.668418 nChanged 153 SP:Iteration 8Q (1539.518372 sec): 3 clusters Score: Raw -409377.666197 + Penalty 1592.199611 = -407785.466586 nChanged 156 SP:Iteration 9Q (1539.534056 sec): 3 clusters Score: Raw -409467.569137 + Penalty 1592.199611 = -407875.369526 nChanged 156 SP:Iteration 10Q (1539.549709 sec): 3 clusters Score: Raw -409557.458709 + Penalty 1592.199611 = -407965.259098 nChanged 149 SP:Iteration 11Q (1539.565369 sec): 3 clusters Score: Raw -409630.550401 + Penalty 1592.199611 = -408038.350790 nChanged 117 SP:Iteration 12Q (1539.580853 sec): 3 clusters Score: Raw -409691.302414 + Penalty 1592.199611 = -408099.102803 nChanged 112 SP:Iteration 13Q (1539.595933 sec): 3 clusters Score: Raw -409735.848896 + Penalty 1592.199611 = -408143.649285 nChanged 94 SP:Iteration 14Q (1539.611355 sec): 3 clusters Score: Raw -409762.212072 + Penalty 1592.199611 = -408170.012461 nChanged 55 SP:Iteration 15Q (1539.637702 sec): 3 clusters Score: Raw -409778.253843 + Penalty 1592.199611 = -408186.054232 nChanged 45 SP:Iteration 16Q (1539.653181 sec): 3 clusters Score: Raw -409791.438256 + Penalty 1592.199611 = -408199.238645 nChanged 30 SP:Iteration 17Q (1539.668709 sec): 3 clusters Score: Raw -409801.305714 + Penalty 1592.199611 = -408209.106103 nChanged 29 SP:Iteration 18Q (1539.684254 sec): 3 clusters Score: Raw -409808.162108 + Penalty 1592.199611 = -408215.962498 nChanged 31 SP:Iteration 19Q (1539.702545 sec): 3 clusters Score: Raw -409817.727986 + Penalty 1592.199611 = -408225.528376 nChanged 36 SP:Iteration 20F (1539.718389 sec): 3 clusters Score: Raw -409827.014528 + Penalty 1592.199611 = -408234.814917 nChanged 31 SP:Iteration 21Q (1539.738235 sec): 3 clusters Score: Raw -409833.493401 + Penalty 1592.199611 = -408241.293790 nChanged 22 SP:Iteration 22Q (1539.753946 sec): 3 clusters Score: Raw -409837.625823 + Penalty 1592.199611 = -408245.426212 nChanged 14 SP:Iteration 23Q (1539.769515 sec): 3 clusters Score: Raw -409839.856858 + Penalty 1592.199611 = -408247.657247 nChanged 15 SP:Iteration 24Q (1539.793815 sec): 3 clusters Score: Raw -409842.932039 + Penalty 1592.199611 = -408250.732428 nChanged 20 SP:Iteration 25Q (1539.813954 sec): 3 clusters Score: Raw -409846.875743 + Penalty 1592.199611 = -408254.676132 nChanged 19 SP:Iteration 26Q (1539.829685 sec): 3 clusters Score: Raw -409849.552314 + Penalty 1592.199611 = -408257.352703 nChanged 10 SP:Iteration 27Q (1539.844631 sec): 3 clusters Score: Raw -409850.921448 + Penalty 1592.199611 = -408258.721837 nChanged 6 SP:Iteration 28Q (1539.868174 sec): 3 clusters Score: Raw -409851.628618 + Penalty 1592.199611 = -408259.429007 nChanged 8 SP:Iteration 29Q (1539.883672 sec): 3 clusters Score: Raw -409853.698525 + Penalty 1592.199611 = -408261.498914 nChanged 10 SP:Iteration 30Q (1539.901757 sec): 3 clusters Score: Raw -409855.679392 + Penalty 1592.199611 = -408263.479781 nChanged 11 SP:Iteration 31Q (1539.917214 sec): 3 clusters Score: Raw -409857.564636 + Penalty 1592.199611 = -408265.365025 nChanged 15 SP:Iteration 32Q (1539.933981 sec): 3 clusters Score: Raw -409860.229724 + Penalty 1592.199611 = -408268.030113 nChanged 15 SP:Iteration 33Q (1539.959112 sec): 3 clusters Score: Raw -409862.753426 + Penalty 1592.199611 = -408270.553815 nChanged 7 SP:Iteration 34Q (1539.974657 sec): 3 clusters Score: Raw -409863.713354 + Penalty 1592.199611 = -408271.513743 nChanged 5 SP:Iteration 35Q (1539.999674 sec): 3 clusters Score: Raw -409864.906668 + Penalty 1592.199611 = -408272.707057 nChanged 11 SP:Iteration 36Q (1540.015175 sec): 3 clusters Score: Raw -409867.483999 + Penalty 1592.199611 = -408275.284388 nChanged 11 SP:Iteration 37Q (1540.044984 sec): 3 clusters Score: Raw -409870.436926 + Penalty 1592.199611 = -408278.237315 nChanged 15 SP:Iteration 38Q (1540.060642 sec): 3 clusters Score: Raw -409873.003736 + Penalty 1592.199611 = -408280.804125 nChanged 9 SP:Iteration 39Q (1540.076179 sec): 3 clusters Score: Raw -409874.265062 + Penalty 1592.199611 = -408282.065451 nChanged 6 SP:Iteration 40F (1540.091904 sec): 3 clusters Score: Raw -409875.222081 + Penalty 1592.199611 = -408283.022470 nChanged 5 SP:Iteration 41Q (1540.107359 sec): 3 clusters Score: Raw -409876.189367 + Penalty 1592.199611 = -408283.989756 nChanged 5 SP:Iteration 42Q (1540.122873 sec): 3 clusters Score: Raw -409876.787427 + Penalty 1592.199611 = -408284.587816 nChanged 5 SP:Iteration 43Q (1540.138335 sec): 3 clusters Score: Raw -409877.488027 + Penalty 1592.199611 = -408285.288416 nChanged 3 SP:Iteration 44Q (1540.153816 sec): 3 clusters Score: Raw -409877.663041 + Penalty 1592.199611 = -408285.463430 nChanged 2 SP:Iteration 45Q (1540.169184 sec): 3 clusters Score: Raw -409877.780971 + Penalty 1592.199611 = -408285.581360 nChanged 3 SP:Iteration 46Q (1540.185542 sec): 3 clusters Score: Raw -409878.127189 + Penalty 1592.199611 = -408285.927578 nChanged 3 SP:Iteration 47Q (1540.211698 sec): 3 clusters Score: Raw -409878.603503 + Penalty 1592.199611 = -408286.403892 nChanged 7 SP:Iteration 48Q (1540.237559 sec): 3 clusters Score: Raw -409879.898054 + Penalty 1592.199611 = -408287.698443 nChanged 8 SP:Iteration 49Q (1540.253292 sec): 3 clusters Score: Raw -409880.654704 + Penalty 1592.199611 = -408288.455093 nChanged 7 SP:Iteration 50Q (1540.270007 sec): 3 clusters Score: Raw -409881.339917 + Penalty 1592.199611 = -408289.140306 nChanged 4 SP:Iteration 51Q (1540.318694 sec): 3 clusters Score: Raw -409881.842091 + Penalty 1592.199611 = -408289.642480 nChanged 7 SP:Iteration 52Q (1540.364279 sec): 3 clusters Score: Raw -409883.069380 + Penalty 1592.199611 = -408290.869769 nChanged 9 SP:Iteration 53Q (1540.395462 sec): 3 clusters Score: Raw -409883.802163 + Penalty 1592.199611 = -408291.602553 nChanged 8 SP:Iteration 54Q (1540.419607 sec): 3 clusters Score: Raw -409884.736998 + Penalty 1592.199611 = -408292.537387 nChanged 6 SP:Iteration 55Q (1540.434505 sec): 3 clusters Score: Raw -409885.559454 + Penalty 1592.199611 = -408293.359843 nChanged 7 SP:Iteration 56Q (1540.450063 sec): 3 clusters Score: Raw -409886.337040 + Penalty 1592.199611 = -408294.137429 nChanged 12 SP:Iteration 57Q (1540.473341 sec): 3 clusters Score: Raw -409887.749397 + Penalty 1592.199611 = -408295.549786 nChanged 7 SP:Iteration 58Q (1540.488685 sec): 3 clusters Score: Raw -409889.286304 + Penalty 1592.199611 = -408297.086694 nChanged 13 SP:Iteration 59Q (1540.504167 sec): 3 clusters Score: Raw -409891.634059 + Penalty 1592.199611 = -408299.434448 nChanged 15 SP:Iteration 60F (1540.529774 sec): 3 clusters Score: Raw -409894.191488 + Penalty 1592.199611 = -408301.991877 nChanged 12 SP:Iteration 61Q (1540.545203 sec): 3 clusters Score: Raw -409896.453433 + Penalty 1592.199611 = -408304.253822 nChanged 12 SP:Iteration 62Q (1540.560666 sec): 3 clusters Score: Raw -409898.492926 + Penalty 1592.199611 = -408306.293315 nChanged 11 SP:Iteration 63Q (1540.575909 sec): 3 clusters Score: Raw -409900.863021 + Penalty 1592.199611 = -408308.663410 nChanged 14 SP:Iteration 64Q (1540.598041 sec): 3 clusters Score: Raw -409904.042732 + Penalty 1592.199611 = -408311.843121 nChanged 17 SP:Iteration 65Q (1540.613454 sec): 3 clusters Score: Raw -409909.434220 + Penalty 1592.199611 = -408317.234609 nChanged 23 SP:Iteration 66Q (1540.636262 sec): 3 clusters Score: Raw -409914.916762 + Penalty 1592.199611 = -408322.717151 nChanged 16 SP:Iteration 67Q (1540.651714 sec): 3 clusters Score: Raw -409918.199622 + Penalty 1592.199611 = -408326.000011 nChanged 13 SP:Iteration 68Q (1540.666972 sec): 3 clusters Score: Raw -409920.811791 + Penalty 1592.199611 = -408328.612180 nChanged 12 SP:Iteration 69Q (1540.682386 sec): 3 clusters Score: Raw -409923.846614 + Penalty 1592.199611 = -408331.647003 nChanged 19 SP:Iteration 70Q (1540.698123 sec): 3 clusters Score: Raw -409927.279124 + Penalty 1592.199611 = -408335.079513 nChanged 15 SP:Iteration 71Q (1540.713551 sec): 3 clusters Score: Raw -409930.736347 + Penalty 1592.199611 = -408338.536737 nChanged 18 SP:Iteration 72Q (1540.728964 sec): 3 clusters Score: Raw -409935.666933 + Penalty 1592.199611 = -408343.467322 nChanged 16 SP:Iteration 73Q (1540.744186 sec): 3 clusters Score: Raw -409939.575466 + Penalty 1592.199611 = -408347.375855 nChanged 17 SP:Iteration 74Q (1540.759522 sec): 3 clusters Score: Raw -409942.339114 + Penalty 1592.199611 = -408350.139503 nChanged 16 SP:Iteration 75Q (1540.774884 sec): 3 clusters Score: Raw -409944.976374 + Penalty 1592.199611 = -408352.776764 nChanged 15 SP:Iteration 76Q (1540.790152 sec): 3 clusters Score: Raw -409947.319019 + Penalty 1592.199611 = -408355.119408 nChanged 11 SP:Iteration 77Q (1540.805553 sec): 3 clusters Score: Raw -409949.068448 + Penalty 1592.199611 = -408356.868837 nChanged 10 SP:Iteration 78Q (1540.820718 sec): 3 clusters Score: Raw -409950.553923 + Penalty 1592.199611 = -408358.354312 nChanged 13 SP:Iteration 79Q (1540.836110 sec): 3 clusters Score: Raw -409952.873129 + Penalty 1592.199611 = -408360.673518 nChanged 15 SP:Iteration 80F (1540.855349 sec): 3 clusters Score: Raw -409956.183153 + Penalty 1592.199611 = -408363.983542 nChanged 17 SP:Iteration 81Q (1540.870705 sec): 3 clusters Score: Raw -409960.319881 + Penalty 1592.199611 = -408368.120270 nChanged 15 SP:Iteration 82Q (1540.886095 sec): 3 clusters Score: Raw -409962.686204 + Penalty 1592.199611 = -408370.486594 nChanged 12 SP:Iteration 83Q (1540.901543 sec): 3 clusters Score: Raw -409964.637143 + Penalty 1592.199611 = -408372.437532 nChanged 8 SP:Iteration 84Q (1540.916994 sec): 3 clusters Score: Raw -409965.681756 + Penalty 1592.199611 = -408373.482145 nChanged 7 SP:Iteration 85Q (1540.935744 sec): 3 clusters Score: Raw -409966.941785 + Penalty 1592.199611 = -408374.742174 nChanged 3 SP:Iteration 86Q (1540.951047 sec): 3 clusters Score: Raw -409967.189452 + Penalty 1592.199611 = -408374.989841 nChanged 2 SP:Iteration 87Q (1540.966527 sec): 3 clusters Score: Raw -409967.308137 + Penalty 1592.199611 = -408375.108526 nChanged 0 SP:Iteration 88F (1540.982248 sec): 3 clusters Score: Raw -409967.308137 + Penalty 1592.199611 = -408375.108526 nChanged 0 Trying to split cluster 15 (14116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1541.007758 sec): 2 clusters Score: Raw -1355123.376053 + Penalty 907.731098 = -1354215.644955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1541.037532 sec): 3 clusters Score: Raw -1346421.626972 + Penalty 1815.462195 = -1344606.164777 nChanged 6509 SP:Iteration 1F (1541.066172 sec): 3 clusters Score: Raw -1350168.215239 + Penalty 1815.462195 = -1348352.753044 nChanged 822 SP:Iteration 2F (1541.094548 sec): 3 clusters Score: Raw -1350527.870358 + Penalty 1815.462195 = -1348712.408163 nChanged 870 SP:Iteration 3F (1541.123011 sec): 3 clusters Score: Raw -1351039.565909 + Penalty 1815.462195 = -1349224.103714 nChanged 956 SP:Iteration 4F (1541.151437 sec): 3 clusters Score: Raw -1351735.833268 + Penalty 1815.462195 = -1349920.371072 nChanged 1067 SP:Iteration 5F (1541.179888 sec): 3 clusters Score: Raw -1352631.598427 + Penalty 1815.462195 = -1350816.136232 nChanged 1021 SP:Iteration 6F (1541.208421 sec): 3 clusters Score: Raw -1353536.354977 + Penalty 1815.462195 = -1351720.892782 nChanged 864 SP:Iteration 7F (1541.236799 sec): 3 clusters Score: Raw -1354242.720553 + Penalty 1815.462195 = -1352427.258358 nChanged 633 SP:Iteration 8Q (1541.265260 sec): 3 clusters Score: Raw -1354710.268608 + Penalty 1815.462195 = -1352894.806413 nChanged 452 SP:Iteration 9Q (1541.293239 sec): 3 clusters Score: Raw -1355028.142899 + Penalty 1815.462195 = -1353212.680704 nChanged 298 SP:Iteration 10Q (1541.320924 sec): 3 clusters Score: Raw -1355258.421906 + Penalty 1815.462195 = -1353442.959711 nChanged 237 SP:Iteration 11Q (1541.348391 sec): 3 clusters Score: Raw -1355423.967347 + Penalty 1815.462195 = -1353608.505152 nChanged 183 SP:Iteration 12Q (1541.375488 sec): 3 clusters Score: Raw -1355524.722303 + Penalty 1815.462195 = -1353709.260108 nChanged 154 SP:Iteration 13Q (1541.402489 sec): 3 clusters Score: Raw -1355586.125410 + Penalty 1815.462195 = -1353770.663215 nChanged 135 SP:Iteration 14Q (1541.429000 sec): 3 clusters Score: Raw -1355634.880079 + Penalty 1815.462195 = -1353819.417884 nChanged 110 SP:Iteration 15Q (1541.459295 sec): 3 clusters Score: Raw -1355668.954580 + Penalty 1815.462195 = -1353853.492384 nChanged 79 SP:Iteration 16Q (1541.485857 sec): 3 clusters Score: Raw -1355689.660749 + Penalty 1815.462195 = -1353874.198554 nChanged 61 SP:Iteration 17Q (1541.512206 sec): 3 clusters Score: Raw -1355698.821733 + Penalty 1815.462195 = -1353883.359538 nChanged 39 SP:Iteration 18Q (1541.547791 sec): 3 clusters Score: Raw -1355703.986676 + Penalty 1815.462195 = -1353888.524481 nChanged 30 SP:Iteration 19Q (1541.574339 sec): 3 clusters Score: Raw -1355707.902672 + Penalty 1815.462195 = -1353892.440477 nChanged 27 SP:Iteration 20F (1541.635104 sec): 3 clusters Score: Raw -1355712.637833 + Penalty 1815.462195 = -1353897.175638 nChanged 22 SP:Iteration 21Q (1541.664485 sec): 3 clusters Score: Raw -1355716.621609 + Penalty 1815.462195 = -1353901.159414 nChanged 17 SP:Iteration 22Q (1541.704339 sec): 3 clusters Score: Raw -1355719.605859 + Penalty 1815.462195 = -1353904.143664 nChanged 21 SP:Iteration 23Q (1541.730779 sec): 3 clusters Score: Raw -1355723.166293 + Penalty 1815.462195 = -1353907.704098 nChanged 17 SP:Iteration 24Q (1541.757172 sec): 3 clusters Score: Raw -1355725.049302 + Penalty 1815.462195 = -1353909.587107 nChanged 16 SP:Iteration 25Q (1541.783803 sec): 3 clusters Score: Raw -1355727.243514 + Penalty 1815.462195 = -1353911.781319 nChanged 13 SP:Iteration 26Q (1541.810272 sec): 3 clusters Score: Raw -1355729.262662 + Penalty 1815.462195 = -1353913.800467 nChanged 19 SP:Iteration 27Q (1541.836547 sec): 3 clusters Score: Raw -1355731.975352 + Penalty 1815.462195 = -1353916.513157 nChanged 19 SP:Iteration 28Q (1541.862961 sec): 3 clusters Score: Raw -1355735.406162 + Penalty 1815.462195 = -1353919.943966 nChanged 21 SP:Iteration 29Q (1541.889387 sec): 3 clusters Score: Raw -1355738.945452 + Penalty 1815.462195 = -1353923.483257 nChanged 23 SP:Iteration 30Q (1541.915852 sec): 3 clusters Score: Raw -1355742.547738 + Penalty 1815.462195 = -1353927.085543 nChanged 21 SP:Iteration 31Q (1541.942304 sec): 3 clusters Score: Raw -1355745.326697 + Penalty 1815.462195 = -1353929.864502 nChanged 22 SP:Iteration 32Q (1541.968685 sec): 3 clusters Score: Raw -1355748.154581 + Penalty 1815.462195 = -1353932.692386 nChanged 16 SP:Iteration 33Q (1541.994901 sec): 3 clusters Score: Raw -1355750.147633 + Penalty 1815.462195 = -1353934.685438 nChanged 18 SP:Iteration 34Q (1542.021550 sec): 3 clusters Score: Raw -1355751.946901 + Penalty 1815.462195 = -1353936.484706 nChanged 12 SP:Iteration 35Q (1542.047948 sec): 3 clusters Score: Raw -1355753.049816 + Penalty 1815.462195 = -1353937.587621 nChanged 10 SP:Iteration 36Q (1542.074356 sec): 3 clusters Score: Raw -1355753.706134 + Penalty 1815.462195 = -1353938.243939 nChanged 8 SP:Iteration 37Q (1542.100813 sec): 3 clusters Score: Raw -1355754.375756 + Penalty 1815.462195 = -1353938.913561 nChanged 9 SP:Iteration 38Q (1542.127167 sec): 3 clusters Score: Raw -1355755.171074 + Penalty 1815.462195 = -1353939.708879 nChanged 8 SP:Iteration 39Q (1542.153494 sec): 3 clusters Score: Raw -1355755.697660 + Penalty 1815.462195 = -1353940.235465 nChanged 5 SP:Iteration 40F (1542.181858 sec): 3 clusters Score: Raw -1355756.087818 + Penalty 1815.462195 = -1353940.625623 nChanged 8 SP:Iteration 41Q (1542.208109 sec): 3 clusters Score: Raw -1355756.725774 + Penalty 1815.462195 = -1353941.263579 nChanged 13 SP:Iteration 42Q (1542.234641 sec): 3 clusters Score: Raw -1355757.544194 + Penalty 1815.462195 = -1353942.081999 nChanged 7 SP:Iteration 43Q (1542.261063 sec): 3 clusters Score: Raw -1355757.842322 + Penalty 1815.462195 = -1353942.380126 nChanged 2 SP:Iteration 44Q (1542.321373 sec): 3 clusters Score: Raw -1355758.017186 + Penalty 1815.462195 = -1353942.554990 nChanged 3 SP:Iteration 45Q (1542.347348 sec): 3 clusters Score: Raw -1355758.247445 + Penalty 1815.462195 = -1353942.785250 nChanged 6 SP:Iteration 46Q (1542.373818 sec): 3 clusters Score: Raw -1355758.583485 + Penalty 1815.462195 = -1353943.121290 nChanged 4 SP:Iteration 47Q (1542.400140 sec): 3 clusters Score: Raw -1355758.800071 + Penalty 1815.462195 = -1353943.337876 nChanged 2 SP:Iteration 48Q (1542.427966 sec): 3 clusters Score: Raw -1355758.882207 + Penalty 1815.462195 = -1353943.420012 nChanged 4 SP:Iteration 49Q (1542.453962 sec): 3 clusters Score: Raw -1355759.074852 + Penalty 1815.462195 = -1353943.612657 nChanged 3 SP:Iteration 50Q (1542.480719 sec): 3 clusters Score: Raw -1355759.280905 + Penalty 1815.462195 = -1353943.818709 nChanged 5 SP:Iteration 51Q (1542.506969 sec): 3 clusters Score: Raw -1355759.733137 + Penalty 1815.462195 = -1353944.270942 nChanged 3 SP:Iteration 52Q (1542.533329 sec): 3 clusters Score: Raw -1355759.916228 + Penalty 1815.462195 = -1353944.454033 nChanged 1 SP:Iteration 53Q (1542.559801 sec): 3 clusters Score: Raw -1355760.017324 + Penalty 1815.462195 = -1353944.555129 nChanged 1 SP:Iteration 54Q (1542.586142 sec): 3 clusters Score: Raw -1355760.103474 + Penalty 1815.462195 = -1353944.641279 nChanged 1 SP:Iteration 55Q (1542.612558 sec): 3 clusters Score: Raw -1355760.204411 + Penalty 1815.462195 = -1353944.742216 nChanged 3 SP:Iteration 56Q (1542.639020 sec): 3 clusters Score: Raw -1355760.362416 + Penalty 1815.462195 = -1353944.900221 nChanged 2 SP:Iteration 57Q (1542.673202 sec): 3 clusters Score: Raw -1355760.552269 + Penalty 1815.462195 = -1353945.090074 nChanged 2 SP:Iteration 58Q (1542.708637 sec): 3 clusters Score: Raw -1355760.858358 + Penalty 1815.462195 = -1353945.396163 nChanged 2 SP:Iteration 59Q (1542.734981 sec): 3 clusters Score: Raw -1355761.019144 + Penalty 1815.462195 = -1353945.556949 nChanged 4 SP:Iteration 60F (1542.763290 sec): 3 clusters Score: Raw -1355761.167863 + Penalty 1815.462195 = -1353945.705668 nChanged 1 SP:Iteration 61Q (1542.802856 sec): 3 clusters Score: Raw -1355761.237008 + Penalty 1815.462195 = -1353945.774813 nChanged 3 SP:Iteration 62Q (1542.829530 sec): 3 clusters Score: Raw -1355761.430426 + Penalty 1815.462195 = -1353945.968231 nChanged 3 SP:Iteration 63Q (1542.892877 sec): 3 clusters Score: Raw -1355761.541466 + Penalty 1815.462195 = -1353946.079271 nChanged 2 SP:Iteration 64Q (1542.942213 sec): 3 clusters Score: Raw -1355761.622046 + Penalty 1815.462195 = -1353946.159851 nChanged 1 SP:Iteration 65Q (1543.001943 sec): 3 clusters Score: Raw -1355761.659150 + Penalty 1815.462195 = -1353946.196955 nChanged 1 SP:Iteration 66Q (1543.061169 sec): 3 clusters Score: Raw -1355761.704933 + Penalty 1815.462195 = -1353946.242738 nChanged 1 SP:Iteration 67Q (1543.113276 sec): 3 clusters Score: Raw -1355761.735062 + Penalty 1815.462195 = -1353946.272867 nChanged 1 SP:Iteration 68Q (1543.139286 sec): 3 clusters Score: Raw -1355761.775165 + Penalty 1815.462195 = -1353946.312970 nChanged 0 SP:Iteration 69F (1543.168298 sec): 3 clusters Score: Raw -1355761.775165 + Penalty 1815.462195 = -1353946.312970 nChanged 0 Trying to split cluster 16 (3755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1543.184047 sec): 2 clusters Score: Raw -360643.528253 + Penalty 781.930139 = -359861.598114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1543.198855 sec): 3 clusters Score: Raw -358561.197848 + Penalty 1563.860277 = -356997.337571 nChanged 1634 SP:Iteration 1F (1543.212483 sec): 3 clusters Score: Raw -359479.702632 + Penalty 1563.860277 = -357915.842354 nChanged 280 SP:Iteration 2F (1543.225902 sec): 3 clusters Score: Raw -359645.066771 + Penalty 1563.860277 = -358081.206494 nChanged 229 SP:Iteration 3F (1543.239440 sec): 3 clusters Score: Raw -359779.338737 + Penalty 1563.860277 = -358215.478460 nChanged 190 SP:Iteration 4F (1543.252959 sec): 3 clusters Score: Raw -359892.777466 + Penalty 1563.860277 = -358328.917189 nChanged 170 SP:Iteration 5Q (1543.266506 sec): 3 clusters Score: Raw -359991.743778 + Penalty 1563.860277 = -358427.883501 nChanged 149 SP:Iteration 6Q (1543.279365 sec): 3 clusters Score: Raw -360093.861794 + Penalty 1563.860277 = -358530.001517 nChanged 155 SP:Iteration 7Q (1543.292963 sec): 3 clusters Score: Raw -360186.757855 + Penalty 1563.860277 = -358622.897578 nChanged 132 SP:Iteration 8Q (1543.306437 sec): 3 clusters Score: Raw -360243.744241 + Penalty 1563.860277 = -358679.883964 nChanged 97 SP:Iteration 9Q (1543.319939 sec): 3 clusters Score: Raw -360289.449343 + Penalty 1563.860277 = -358725.589066 nChanged 94 SP:Iteration 10Q (1543.333487 sec): 3 clusters Score: Raw -360337.334076 + Penalty 1563.860277 = -358773.473799 nChanged 94 SP:Iteration 11Q (1543.346797 sec): 3 clusters Score: Raw -360375.284203 + Penalty 1563.860277 = -358811.423926 nChanged 81 SP:Iteration 12Q (1543.360233 sec): 3 clusters Score: Raw -360409.593498 + Penalty 1563.860277 = -358845.733221 nChanged 77 SP:Iteration 13Q (1543.373744 sec): 3 clusters Score: Raw -360444.774356 + Penalty 1563.860277 = -358880.914079 nChanged 69 SP:Iteration 14Q (1543.387158 sec): 3 clusters Score: Raw -360478.831757 + Penalty 1563.860277 = -358914.971479 nChanged 77 SP:Iteration 15Q (1543.400465 sec): 3 clusters Score: Raw -360512.594071 + Penalty 1563.860277 = -358948.733794 nChanged 73 SP:Iteration 16Q (1543.414173 sec): 3 clusters Score: Raw -360554.552213 + Penalty 1563.860277 = -358990.691936 nChanged 67 SP:Iteration 17Q (1543.427624 sec): 3 clusters Score: Raw -360587.806045 + Penalty 1563.860277 = -359023.945768 nChanged 63 SP:Iteration 18Q (1543.441009 sec): 3 clusters Score: Raw -360620.002498 + Penalty 1563.860277 = -359056.142221 nChanged 53 SP:Iteration 19Q (1543.454205 sec): 3 clusters Score: Raw -360640.703235 + Penalty 1563.860277 = -359076.842958 nChanged 38 SP:Iteration 20F (1543.467685 sec): 3 clusters Score: Raw -360652.087612 + Penalty 1563.860277 = -359088.227335 nChanged 33 SP:Iteration 21Q (1543.481006 sec): 3 clusters Score: Raw -360666.731563 + Penalty 1563.860277 = -359102.871286 nChanged 34 SP:Iteration 22Q (1543.494360 sec): 3 clusters Score: Raw -360682.575165 + Penalty 1563.860277 = -359118.714887 nChanged 38 SP:Iteration 23Q (1543.507682 sec): 3 clusters Score: Raw -360698.804172 + Penalty 1563.860277 = -359134.943894 nChanged 30 SP:Iteration 24Q (1543.520972 sec): 3 clusters Score: Raw -360707.344900 + Penalty 1563.860277 = -359143.484623 nChanged 20 SP:Iteration 25Q (1543.534303 sec): 3 clusters Score: Raw -360710.938391 + Penalty 1563.860277 = -359147.078114 nChanged 11 SP:Iteration 26Q (1543.547600 sec): 3 clusters Score: Raw -360712.689515 + Penalty 1563.860277 = -359148.829238 nChanged 11 SP:Iteration 27Q (1543.560801 sec): 3 clusters Score: Raw -360715.208562 + Penalty 1563.860277 = -359151.348285 nChanged 16 SP:Iteration 28Q (1543.573927 sec): 3 clusters Score: Raw -360718.508556 + Penalty 1563.860277 = -359154.648278 nChanged 9 SP:Iteration 29Q (1543.587195 sec): 3 clusters Score: Raw -360719.713794 + Penalty 1563.860277 = -359155.853517 nChanged 8 SP:Iteration 30Q (1543.629526 sec): 3 clusters Score: Raw -360720.505118 + Penalty 1563.860277 = -359156.644840 nChanged 5 SP:Iteration 31Q (1543.669410 sec): 3 clusters Score: Raw -360721.499810 + Penalty 1563.860277 = -359157.639532 nChanged 4 SP:Iteration 32Q (1543.721038 sec): 3 clusters Score: Raw -360721.927715 + Penalty 1563.860277 = -359158.067437 nChanged 1 SP:Iteration 33Q (1543.759512 sec): 3 clusters Score: Raw -360721.984838 + Penalty 1563.860277 = -359158.124561 nChanged 1 SP:Iteration 34Q (1543.807450 sec): 3 clusters Score: Raw -360722.128743 + Penalty 1563.860277 = -359158.268465 nChanged 1 SP:Iteration 35Q (1543.858405 sec): 3 clusters Score: Raw -360722.568871 + Penalty 1563.860277 = -359158.708594 nChanged 2 SP:Iteration 36Q (1543.909495 sec): 3 clusters Score: Raw -360723.140057 + Penalty 1563.860277 = -359159.279779 nChanged 3 SP:Iteration 37Q (1543.960119 sec): 3 clusters Score: Raw -360723.595881 + Penalty 1563.860277 = -359159.735604 nChanged 2 SP:Iteration 38Q (1543.972825 sec): 3 clusters Score: Raw -360724.160382 + Penalty 1563.860277 = -359160.300104 nChanged 4 SP:Iteration 39Q (1543.986307 sec): 3 clusters Score: Raw -360724.730573 + Penalty 1563.860277 = -359160.870295 nChanged 4 SP:Iteration 40F (1543.999881 sec): 3 clusters Score: Raw -360725.536484 + Penalty 1563.860277 = -359161.676207 nChanged 6 SP:Iteration 41Q (1544.013157 sec): 3 clusters Score: Raw -360726.806729 + Penalty 1563.860277 = -359162.946452 nChanged 2 SP:Iteration 42Q (1544.026556 sec): 3 clusters Score: Raw -360726.925556 + Penalty 1563.860277 = -359163.065279 nChanged 2 SP:Iteration 43Q (1544.039930 sec): 3 clusters Score: Raw -360727.146685 + Penalty 1563.860277 = -359163.286408 nChanged 4 SP:Iteration 44Q (1544.053265 sec): 3 clusters Score: Raw -360728.045288 + Penalty 1563.860277 = -359164.185011 nChanged 3 SP:Iteration 45Q (1544.066475 sec): 3 clusters Score: Raw -360728.456732 + Penalty 1563.860277 = -359164.596454 nChanged 2 SP:Iteration 46Q (1544.079759 sec): 3 clusters Score: Raw -360728.894763 + Penalty 1563.860277 = -359165.034486 nChanged 1 SP:Iteration 47Q (1544.093109 sec): 3 clusters Score: Raw -360729.077246 + Penalty 1563.860277 = -359165.216969 nChanged 2 SP:Iteration 48Q (1544.106380 sec): 3 clusters Score: Raw -360729.376158 + Penalty 1563.860277 = -359165.515881 nChanged 2 SP:Iteration 49Q (1544.119998 sec): 3 clusters Score: Raw -360730.098452 + Penalty 1563.860277 = -359166.238175 nChanged 3 SP:Iteration 50Q (1544.133195 sec): 3 clusters Score: Raw -360730.708966 + Penalty 1563.860277 = -359166.848689 nChanged 2 SP:Iteration 51Q (1544.146482 sec): 3 clusters Score: Raw -360730.825601 + Penalty 1563.860277 = -359166.965324 nChanged 2 SP:Iteration 52Q (1544.159634 sec): 3 clusters Score: Raw -360730.968424 + Penalty 1563.860277 = -359167.108147 nChanged 2 SP:Iteration 53Q (1544.172881 sec): 3 clusters Score: Raw -360731.070785 + Penalty 1563.860277 = -359167.210508 nChanged 1 SP:Iteration 54Q (1544.186020 sec): 3 clusters Score: Raw -360731.224381 + Penalty 1563.860277 = -359167.364104 nChanged 0 SP:Iteration 55F (1544.199503 sec): 3 clusters Score: Raw -360731.224381 + Penalty 1563.860277 = -359167.364104 nChanged 0 Trying to split cluster 17 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1544.208875 sec): 2 clusters Score: Raw -4570.084131 + Penalty 451.591068 = -4118.493063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1544.209972 sec): 3 clusters Score: Raw -4694.986478 + Penalty 903.182136 = -3791.804342 nChanged 21 SP:Iteration 1F (1544.210926 sec): 3 clusters Score: Raw -4758.899225 + Penalty 903.182136 = -3855.717089 nChanged 5 SP:Iteration 2Q (1544.211846 sec): 3 clusters Score: Raw -4766.825282 + Penalty 903.182136 = -3863.643146 nChanged 1 SP:Iteration 3Q (1544.212764 sec): 3 clusters Score: Raw -4770.214455 + Penalty 903.182136 = -3867.032318 nChanged 0 SP:Iteration 4F (1544.213695 sec): 3 clusters Score: Raw -4770.214455 + Penalty 903.182136 = -3867.032318 nChanged 0 Trying to split cluster 18 (3021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1544.229549 sec): 2 clusters Score: Raw -271423.263789 + Penalty 761.267602 = -270661.996187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1544.241553 sec): 3 clusters Score: Raw -269825.901413 + Penalty 1522.535204 = -268303.366208 nChanged 1241 SP:Iteration 1F (1544.252658 sec): 3 clusters Score: Raw -270569.680631 + Penalty 1522.535204 = -269047.145427 nChanged 242 SP:Iteration 2F (1544.263730 sec): 3 clusters Score: Raw -270720.558382 + Penalty 1522.535204 = -269198.023177 nChanged 174 SP:Iteration 3F (1544.279548 sec): 3 clusters Score: Raw -270828.420115 + Penalty 1522.535204 = -269305.884910 nChanged 147 SP:Iteration 4Q (1544.292694 sec): 3 clusters Score: Raw -270917.674256 + Penalty 1522.535204 = -269395.139052 nChanged 122 SP:Iteration 5Q (1544.307337 sec): 3 clusters Score: Raw -270980.627948 + Penalty 1522.535204 = -269458.092744 nChanged 100 SP:Iteration 6Q (1544.318596 sec): 3 clusters Score: Raw -271037.122690 + Penalty 1522.535204 = -269514.587485 nChanged 98 SP:Iteration 7Q (1544.334161 sec): 3 clusters Score: Raw -271080.199615 + Penalty 1522.535204 = -269557.664411 nChanged 79 SP:Iteration 8Q (1544.345245 sec): 3 clusters Score: Raw -271113.081125 + Penalty 1522.535204 = -269590.545920 nChanged 64 SP:Iteration 9Q (1544.356562 sec): 3 clusters Score: Raw -271143.684252 + Penalty 1522.535204 = -269621.149047 nChanged 73 SP:Iteration 10Q (1544.368082 sec): 3 clusters Score: Raw -271171.410906 + Penalty 1522.535204 = -269648.875702 nChanged 63 SP:Iteration 11Q (1544.379157 sec): 3 clusters Score: Raw -271194.873550 + Penalty 1522.535204 = -269672.338345 nChanged 57 SP:Iteration 12Q (1544.390188 sec): 3 clusters Score: Raw -271217.854288 + Penalty 1522.535204 = -269695.319084 nChanged 53 SP:Iteration 13Q (1544.401210 sec): 3 clusters Score: Raw -271238.064663 + Penalty 1522.535204 = -269715.529459 nChanged 42 SP:Iteration 14Q (1544.412229 sec): 3 clusters Score: Raw -271250.389544 + Penalty 1522.535204 = -269727.854339 nChanged 24 SP:Iteration 15Q (1544.423454 sec): 3 clusters Score: Raw -271260.140558 + Penalty 1522.535204 = -269737.605353 nChanged 24 SP:Iteration 16Q (1544.434534 sec): 3 clusters Score: Raw -271267.457522 + Penalty 1522.535204 = -269744.922318 nChanged 28 SP:Iteration 17Q (1544.445575 sec): 3 clusters Score: Raw -271275.855372 + Penalty 1522.535204 = -269753.320167 nChanged 26 SP:Iteration 18Q (1544.456706 sec): 3 clusters Score: Raw -271285.604732 + Penalty 1522.535204 = -269763.069528 nChanged 21 SP:Iteration 19Q (1544.467721 sec): 3 clusters Score: Raw -271290.855432 + Penalty 1522.535204 = -269768.320227 nChanged 13 SP:Iteration 20F (1544.478769 sec): 3 clusters Score: Raw -271293.304182 + Penalty 1522.535204 = -269770.768978 nChanged 8 SP:Iteration 21Q (1544.489764 sec): 3 clusters Score: Raw -271295.470981 + Penalty 1522.535204 = -269772.935776 nChanged 11 SP:Iteration 22Q (1544.500777 sec): 3 clusters Score: Raw -271297.753240 + Penalty 1522.535204 = -269775.218035 nChanged 10 SP:Iteration 23Q (1544.511770 sec): 3 clusters Score: Raw -271300.566320 + Penalty 1522.535204 = -269778.031115 nChanged 7 SP:Iteration 24Q (1544.522632 sec): 3 clusters Score: Raw -271302.372374 + Penalty 1522.535204 = -269779.837170 nChanged 7 SP:Iteration 25Q (1544.533623 sec): 3 clusters Score: Raw -271304.771025 + Penalty 1522.535204 = -269782.235821 nChanged 8 SP:Iteration 26Q (1544.544577 sec): 3 clusters Score: Raw -271306.705080 + Penalty 1522.535204 = -269784.169876 nChanged 6 SP:Iteration 27Q (1544.557673 sec): 3 clusters Score: Raw -271308.803976 + Penalty 1522.535204 = -269786.268771 nChanged 7 SP:Iteration 28Q (1544.568695 sec): 3 clusters Score: Raw -271310.336693 + Penalty 1522.535204 = -269787.801489 nChanged 7 SP:Iteration 29Q (1544.579743 sec): 3 clusters Score: Raw -271311.439672 + Penalty 1522.535204 = -269788.904468 nChanged 3 SP:Iteration 30Q (1544.590610 sec): 3 clusters Score: Raw -271312.606246 + Penalty 1522.535204 = -269790.071042 nChanged 3 SP:Iteration 31Q (1544.601492 sec): 3 clusters Score: Raw -271312.979103 + Penalty 1522.535204 = -269790.443899 nChanged 1 SP:Iteration 32Q (1544.612367 sec): 3 clusters Score: Raw -271313.029064 + Penalty 1522.535204 = -269790.493860 nChanged 0 SP:Iteration 33F (1544.623285 sec): 3 clusters Score: Raw -271313.029064 + Penalty 1522.535204 = -269790.493860 nChanged 0 Trying to split cluster 19 (2041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1544.638407 sec): 2 clusters Score: Raw -195828.246254 + Penalty 724.013540 = -195104.232714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1544.646662 sec): 3 clusters Score: Raw -194846.104851 + Penalty 1448.027081 = -193398.077770 nChanged 802 SP:Iteration 1F (1544.654309 sec): 3 clusters Score: Raw -195293.373718 + Penalty 1448.027081 = -193845.346637 nChanged 155 SP:Iteration 2F (1544.662061 sec): 3 clusters Score: Raw -195367.790035 + Penalty 1448.027081 = -193919.762954 nChanged 91 SP:Iteration 3Q (1544.669736 sec): 3 clusters Score: Raw -195416.942529 + Penalty 1448.027081 = -193968.915448 nChanged 74 SP:Iteration 4Q (1544.677391 sec): 3 clusters Score: Raw -195456.881718 + Penalty 1448.027081 = -194008.854637 nChanged 60 SP:Iteration 5Q (1544.684970 sec): 3 clusters Score: Raw -195487.542874 + Penalty 1448.027081 = -194039.515793 nChanged 53 SP:Iteration 6Q (1544.692637 sec): 3 clusters Score: Raw -195514.693055 + Penalty 1448.027081 = -194066.665974 nChanged 50 SP:Iteration 7Q (1544.700198 sec): 3 clusters Score: Raw -195542.057353 + Penalty 1448.027081 = -194094.030272 nChanged 48 SP:Iteration 8Q (1544.707851 sec): 3 clusters Score: Raw -195567.713497 + Penalty 1448.027081 = -194119.686416 nChanged 38 SP:Iteration 9Q (1544.715553 sec): 3 clusters Score: Raw -195584.578295 + Penalty 1448.027081 = -194136.551214 nChanged 31 SP:Iteration 10Q (1544.723216 sec): 3 clusters Score: Raw -195599.811936 + Penalty 1448.027081 = -194151.784855 nChanged 37 SP:Iteration 11Q (1544.736146 sec): 3 clusters Score: Raw -195621.668269 + Penalty 1448.027081 = -194173.641188 nChanged 47 SP:Iteration 12Q (1544.744002 sec): 3 clusters Score: Raw -195647.103254 + Penalty 1448.027081 = -194199.076173 nChanged 47 SP:Iteration 13Q (1544.751648 sec): 3 clusters Score: Raw -195678.527464 + Penalty 1448.027081 = -194230.500383 nChanged 46 SP:Iteration 14Q (1544.758901 sec): 3 clusters Score: Raw -195703.599761 + Penalty 1448.027081 = -194255.572680 nChanged 44 SP:Iteration 15Q (1544.766435 sec): 3 clusters Score: Raw -195727.907209 + Penalty 1448.027081 = -194279.880128 nChanged 46 SP:Iteration 16Q (1544.774195 sec): 3 clusters Score: Raw -195757.857881 + Penalty 1448.027081 = -194309.830800 nChanged 43 SP:Iteration 17Q (1544.781787 sec): 3 clusters Score: Raw -195776.524996 + Penalty 1448.027081 = -194328.497915 nChanged 25 SP:Iteration 18Q (1544.792844 sec): 3 clusters Score: Raw -195791.268755 + Penalty 1448.027081 = -194343.241674 nChanged 23 SP:Iteration 19Q (1544.800421 sec): 3 clusters Score: Raw -195802.002768 + Penalty 1448.027081 = -194353.975687 nChanged 18 SP:Iteration 20F (1544.808280 sec): 3 clusters Score: Raw -195810.549040 + Penalty 1448.027081 = -194362.521959 nChanged 16 SP:Iteration 21Q (1544.820851 sec): 3 clusters Score: Raw -195816.621790 + Penalty 1448.027081 = -194368.594709 nChanged 10 SP:Iteration 22Q (1544.828419 sec): 3 clusters Score: Raw -195819.320305 + Penalty 1448.027081 = -194371.293224 nChanged 11 SP:Iteration 23Q (1544.836001 sec): 3 clusters Score: Raw -195825.610524 + Penalty 1448.027081 = -194377.583443 nChanged 12 SP:Iteration 24Q (1544.843533 sec): 3 clusters Score: Raw -195831.279149 + Penalty 1448.027081 = -194383.252068 nChanged 10 SP:Iteration 25Q (1544.851088 sec): 3 clusters Score: Raw -195834.165744 + Penalty 1448.027081 = -194386.138663 nChanged 7 SP:Iteration 26Q (1544.858594 sec): 3 clusters Score: Raw -195836.501620 + Penalty 1448.027081 = -194388.474539 nChanged 4 SP:Iteration 27Q (1544.866093 sec): 3 clusters Score: Raw -195837.563938 + Penalty 1448.027081 = -194389.536857 nChanged 4 SP:Iteration 28Q (1544.873584 sec): 3 clusters Score: Raw -195838.155664 + Penalty 1448.027081 = -194390.128583 nChanged 4 SP:Iteration 29Q (1544.881099 sec): 3 clusters Score: Raw -195840.080979 + Penalty 1448.027081 = -194392.053898 nChanged 5 SP:Iteration 30Q (1544.888628 sec): 3 clusters Score: Raw -195842.092508 + Penalty 1448.027081 = -194394.065427 nChanged 4 SP:Iteration 31Q (1544.896064 sec): 3 clusters Score: Raw -195843.472864 + Penalty 1448.027081 = -194395.445783 nChanged 7 SP:Iteration 32Q (1544.903562 sec): 3 clusters Score: Raw -195845.326703 + Penalty 1448.027081 = -194397.299622 nChanged 8 SP:Iteration 33Q (1544.910989 sec): 3 clusters Score: Raw -195847.362113 + Penalty 1448.027081 = -194399.335033 nChanged 6 SP:Iteration 34Q (1544.918408 sec): 3 clusters Score: Raw -195849.808122 + Penalty 1448.027081 = -194401.781041 nChanged 7 SP:Iteration 35Q (1544.925892 sec): 3 clusters Score: Raw -195852.501073 + Penalty 1448.027081 = -194404.473992 nChanged 6 SP:Iteration 36Q (1544.933390 sec): 3 clusters Score: Raw -195854.392966 + Penalty 1448.027081 = -194406.365885 nChanged 7 SP:Iteration 37Q (1544.940899 sec): 3 clusters Score: Raw -195856.332842 + Penalty 1448.027081 = -194408.305761 nChanged 7 SP:Iteration 38Q (1544.948301 sec): 3 clusters Score: Raw -195857.880674 + Penalty 1448.027081 = -194409.853593 nChanged 5 SP:Iteration 39Q (1544.955931 sec): 3 clusters Score: Raw -195860.083319 + Penalty 1448.027081 = -194412.056238 nChanged 8 SP:Iteration 40F (1544.963517 sec): 3 clusters Score: Raw -195864.174891 + Penalty 1448.027081 = -194416.147810 nChanged 5 SP:Iteration 41Q (1544.970917 sec): 3 clusters Score: Raw -195865.801450 + Penalty 1448.027081 = -194417.774369 nChanged 5 SP:Iteration 42Q (1544.978348 sec): 3 clusters Score: Raw -195867.471991 + Penalty 1448.027081 = -194419.444910 nChanged 7 SP:Iteration 43Q (1544.985837 sec): 3 clusters Score: Raw -195869.786407 + Penalty 1448.027081 = -194421.759326 nChanged 6 SP:Iteration 44Q (1544.993232 sec): 3 clusters Score: Raw -195871.864486 + Penalty 1448.027081 = -194423.837405 nChanged 6 SP:Iteration 45Q (1545.000630 sec): 3 clusters Score: Raw -195874.164809 + Penalty 1448.027081 = -194426.137728 nChanged 3 SP:Iteration 46Q (1545.008046 sec): 3 clusters Score: Raw -195875.052981 + Penalty 1448.027081 = -194427.025900 nChanged 3 SP:Iteration 47Q (1545.019172 sec): 3 clusters Score: Raw -195876.457107 + Penalty 1448.027081 = -194428.430026 nChanged 6 SP:Iteration 48Q (1545.031411 sec): 3 clusters Score: Raw -195878.960091 + Penalty 1448.027081 = -194430.933010 nChanged 3 SP:Iteration 49Q (1545.038910 sec): 3 clusters Score: Raw -195880.288152 + Penalty 1448.027081 = -194432.261071 nChanged 6 SP:Iteration 50Q (1545.046300 sec): 3 clusters Score: Raw -195882.472392 + Penalty 1448.027081 = -194434.445311 nChanged 5 SP:Iteration 51Q (1545.052926 sec): 3 clusters Score: Raw -195883.682506 + Penalty 1448.027081 = -194435.655425 nChanged 1 SP:Iteration 52Q (1545.060316 sec): 3 clusters Score: Raw -195883.922279 + Penalty 1448.027081 = -194435.895198 nChanged 0 SP:Iteration 53F (1545.067935 sec): 3 clusters Score: Raw -195883.922279 + Penalty 1448.027081 = -194435.895198 nChanged 0 Trying to split cluster 20 (27716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1545.107158 sec): 2 clusters Score: Raw -2700200.666623 + Penalty 971.827689 = -2699228.838934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1545.160705 sec): 3 clusters Score: Raw -2682511.819470 + Penalty 1943.655377 = -2680568.164093 nChanged 13088 SP:Iteration 1F (1545.203344 sec): 3 clusters Score: Raw -2689988.431911 + Penalty 1943.655377 = -2688044.776534 nChanged 1391 SP:Iteration 2F (1545.246671 sec): 3 clusters Score: Raw -2690577.880699 + Penalty 1943.655377 = -2688634.225322 nChanged 1523 SP:Iteration 3F (1545.290118 sec): 3 clusters Score: Raw -2691320.596701 + Penalty 1943.655377 = -2689376.941324 nChanged 1632 SP:Iteration 4F (1545.333598 sec): 3 clusters Score: Raw -2692298.185297 + Penalty 1943.655377 = -2690354.529920 nChanged 1797 SP:Iteration 5F (1545.376661 sec): 3 clusters Score: Raw -2693645.662860 + Penalty 1943.655377 = -2691702.007483 nChanged 2041 SP:Iteration 6F (1545.420309 sec): 3 clusters Score: Raw -2695528.188390 + Penalty 1943.655377 = -2693584.533013 nChanged 2053 SP:Iteration 7F (1545.463561 sec): 3 clusters Score: Raw -2697436.654486 + Penalty 1943.655377 = -2695492.999109 nChanged 1592 SP:Iteration 8F (1545.506429 sec): 3 clusters Score: Raw -2698474.573121 + Penalty 1943.655377 = -2696530.917744 nChanged 940 SP:Iteration 9Q (1545.550517 sec): 3 clusters Score: Raw -2698884.979628 + Penalty 1943.655377 = -2696941.324251 nChanged 590 SP:Iteration 10Q (1545.592990 sec): 3 clusters Score: Raw -2699126.372565 + Penalty 1943.655377 = -2697182.717188 nChanged 422 SP:Iteration 11Q (1545.635364 sec): 3 clusters Score: Raw -2699308.138998 + Penalty 1943.655377 = -2697364.483620 nChanged 370 SP:Iteration 12Q (1545.677006 sec): 3 clusters Score: Raw -2699467.108968 + Penalty 1943.655377 = -2697523.453591 nChanged 362 SP:Iteration 13Q (1545.724871 sec): 3 clusters Score: Raw -2699598.620820 + Penalty 1943.655377 = -2697654.965443 nChanged 294 SP:Iteration 14Q (1545.778971 sec): 3 clusters Score: Raw -2699687.565099 + Penalty 1943.655377 = -2697743.909722 nChanged 243 SP:Iteration 15Q (1545.823505 sec): 3 clusters Score: Raw -2699762.248564 + Penalty 1943.655377 = -2697818.593187 nChanged 225 SP:Iteration 16Q (1545.865101 sec): 3 clusters Score: Raw -2699811.087245 + Penalty 1943.655377 = -2697867.431868 nChanged 178 SP:Iteration 17Q (1545.905950 sec): 3 clusters Score: Raw -2699844.450392 + Penalty 1943.655377 = -2697900.795015 nChanged 143 SP:Iteration 18Q (1545.981911 sec): 3 clusters Score: Raw -2699862.747331 + Penalty 1943.655377 = -2697919.091953 nChanged 104 SP:Iteration 19Q (1546.023797 sec): 3 clusters Score: Raw -2699873.598692 + Penalty 1943.655377 = -2697929.943315 nChanged 80 SP:Iteration 20F (1546.066544 sec): 3 clusters Score: Raw -2699882.884002 + Penalty 1943.655377 = -2697939.228625 nChanged 82 SP:Iteration 21Q (1546.129987 sec): 3 clusters Score: Raw -2699891.599179 + Penalty 1943.655377 = -2697947.943802 nChanged 74 SP:Iteration 22Q (1546.207016 sec): 3 clusters Score: Raw -2699898.993116 + Penalty 1943.655377 = -2697955.337739 nChanged 57 SP:Iteration 23Q (1546.278556 sec): 3 clusters Score: Raw -2699903.044916 + Penalty 1943.655377 = -2697959.389538 nChanged 43 SP:Iteration 24Q (1546.318659 sec): 3 clusters Score: Raw -2699905.377640 + Penalty 1943.655377 = -2697961.722263 nChanged 47 SP:Iteration 25Q (1546.366026 sec): 3 clusters Score: Raw -2699908.302234 + Penalty 1943.655377 = -2697964.646857 nChanged 52 SP:Iteration 26Q (1546.414925 sec): 3 clusters Score: Raw -2699912.237391 + Penalty 1943.655377 = -2697968.582014 nChanged 49 SP:Iteration 27Q (1546.456828 sec): 3 clusters Score: Raw -2699915.682985 + Penalty 1943.655377 = -2697972.027608 nChanged 40 SP:Iteration 28Q (1546.499001 sec): 3 clusters Score: Raw -2699917.982095 + Penalty 1943.655377 = -2697974.326718 nChanged 38 SP:Iteration 29Q (1546.540861 sec): 3 clusters Score: Raw -2699920.326140 + Penalty 1943.655377 = -2697976.670763 nChanged 32 SP:Iteration 30Q (1546.581994 sec): 3 clusters Score: Raw -2699922.072499 + Penalty 1943.655377 = -2697978.417122 nChanged 31 SP:Iteration 31Q (1546.623955 sec): 3 clusters Score: Raw -2699923.563319 + Penalty 1943.655377 = -2697979.907942 nChanged 35 SP:Iteration 32Q (1546.665328 sec): 3 clusters Score: Raw -2699926.069372 + Penalty 1943.655377 = -2697982.413995 nChanged 35 SP:Iteration 33Q (1546.708130 sec): 3 clusters Score: Raw -2699927.994274 + Penalty 1943.655377 = -2697984.338897 nChanged 28 SP:Iteration 34Q (1546.749221 sec): 3 clusters Score: Raw -2699929.274356 + Penalty 1943.655377 = -2697985.618979 nChanged 22 SP:Iteration 35Q (1546.792426 sec): 3 clusters Score: Raw -2699930.337199 + Penalty 1943.655377 = -2697986.681822 nChanged 19 SP:Iteration 36Q (1546.833928 sec): 3 clusters Score: Raw -2699931.210382 + Penalty 1943.655377 = -2697987.555005 nChanged 15 SP:Iteration 37Q (1546.885933 sec): 3 clusters Score: Raw -2699931.716059 + Penalty 1943.655377 = -2697988.060682 nChanged 9 SP:Iteration 38Q (1546.947041 sec): 3 clusters Score: Raw -2699931.931263 + Penalty 1943.655377 = -2697988.275886 nChanged 9 SP:Iteration 39Q (1546.988461 sec): 3 clusters Score: Raw -2699932.118944 + Penalty 1943.655377 = -2697988.463567 nChanged 10 SP:Iteration 40F (1547.031344 sec): 3 clusters Score: Raw -2699932.425602 + Penalty 1943.655377 = -2697988.770225 nChanged 10 SP:Iteration 41Q (1547.072946 sec): 3 clusters Score: Raw -2699932.664502 + Penalty 1943.655377 = -2697989.009124 nChanged 7 SP:Iteration 42Q (1547.114343 sec): 3 clusters Score: Raw -2699932.805625 + Penalty 1943.655377 = -2697989.150248 nChanged 2 SP:Iteration 43Q (1547.160330 sec): 3 clusters Score: Raw -2699932.843121 + Penalty 1943.655377 = -2697989.187744 nChanged 3 SP:Iteration 44Q (1547.201740 sec): 3 clusters Score: Raw -2699932.885991 + Penalty 1943.655377 = -2697989.230614 nChanged 1 SP:Iteration 45Q (1547.243748 sec): 3 clusters Score: Raw -2699932.908240 + Penalty 1943.655377 = -2697989.252863 nChanged 1 SP:Iteration 46Q (1547.284928 sec): 3 clusters Score: Raw -2699932.948537 + Penalty 1943.655377 = -2697989.293160 nChanged 0 SP:Iteration 47F (1547.328595 sec): 3 clusters Score: Raw -2699932.948537 + Penalty 1943.655377 = -2697989.293160 nChanged 0 Trying to split cluster 21 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1547.339234 sec): 2 clusters Score: Raw -12753.883227 + Penalty 486.209412 = -12267.673815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1547.340551 sec): 3 clusters Score: Raw -12787.835005 + Penalty 972.418824 = -11815.416181 nChanged 36 SP:Iteration 1F (1547.341711 sec): 3 clusters Score: Raw -12879.306851 + Penalty 972.418824 = -11906.888026 nChanged 7 SP:Iteration 2Q (1547.342851 sec): 3 clusters Score: Raw -12982.044050 + Penalty 972.418824 = -12009.625226 nChanged 3 SP:Iteration 3Q (1547.343977 sec): 3 clusters Score: Raw -13000.168124 + Penalty 972.418824 = -12027.749299 nChanged 2 SP:Iteration 4Q (1547.345080 sec): 3 clusters Score: Raw -13005.993088 + Penalty 972.418824 = -12033.574263 nChanged 2 SP:Iteration 5Q (1547.346185 sec): 3 clusters Score: Raw -13009.351310 + Penalty 972.418824 = -12036.932485 nChanged 2 SP:Iteration 6Q (1547.347285 sec): 3 clusters Score: Raw -13013.906711 + Penalty 972.418824 = -12041.487887 nChanged 1 SP:Iteration 7Q (1547.348401 sec): 3 clusters Score: Raw -13016.002582 + Penalty 972.418824 = -12043.583757 nChanged 1 SP:Iteration 8Q (1547.349505 sec): 3 clusters Score: Raw -13018.980703 + Penalty 972.418824 = -12046.561878 nChanged 1 SP:Iteration 9Q (1547.350694 sec): 3 clusters Score: Raw -13021.843000 + Penalty 972.418824 = -12049.424176 nChanged 3 SP:Iteration 10Q (1547.351809 sec): 3 clusters Score: Raw -13032.464695 + Penalty 972.418824 = -12060.045871 nChanged 0 SP:Iteration 11F (1547.352922 sec): 3 clusters Score: Raw -13032.464695 + Penalty 972.418824 = -12060.045871 nChanged 0 Trying to split cluster 22 (15903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1547.379936 sec): 2 clusters Score: Raw -1342668.361332 + Penalty 919.054990 = -1341749.306342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1547.411433 sec): 3 clusters Score: Raw -1332952.064461 + Penalty 1838.109979 = -1331113.954482 nChanged 7266 SP:Iteration 1F (1547.441782 sec): 3 clusters Score: Raw -1337463.732910 + Penalty 1838.109979 = -1335625.622930 nChanged 1170 SP:Iteration 2F (1547.471977 sec): 3 clusters Score: Raw -1338277.197470 + Penalty 1838.109979 = -1336439.087491 nChanged 1182 SP:Iteration 3F (1547.502436 sec): 3 clusters Score: Raw -1339191.762695 + Penalty 1838.109979 = -1337353.652716 nChanged 1141 SP:Iteration 4F (1547.532621 sec): 3 clusters Score: Raw -1340042.396234 + Penalty 1838.109979 = -1338204.286255 nChanged 994 SP:Iteration 5F (1547.562864 sec): 3 clusters Score: Raw -1340692.401006 + Penalty 1838.109979 = -1338854.291026 nChanged 811 SP:Iteration 6F (1547.593231 sec): 3 clusters Score: Raw -1341129.095528 + Penalty 1838.109979 = -1339290.985548 nChanged 580 SP:Iteration 7Q (1547.623233 sec): 3 clusters Score: Raw -1341407.636807 + Penalty 1838.109979 = -1339569.526828 nChanged 456 SP:Iteration 8Q (1547.653007 sec): 3 clusters Score: Raw -1341588.351573 + Penalty 1838.109979 = -1339750.241594 nChanged 385 SP:Iteration 9Q (1547.682811 sec): 3 clusters Score: Raw -1341716.430274 + Penalty 1838.109979 = -1339878.320295 nChanged 281 SP:Iteration 10Q (1547.712437 sec): 3 clusters Score: Raw -1341798.278361 + Penalty 1838.109979 = -1339960.168382 nChanged 238 SP:Iteration 11Q (1547.742148 sec): 3 clusters Score: Raw -1341857.758459 + Penalty 1838.109979 = -1340019.648480 nChanged 188 SP:Iteration 12Q (1547.771581 sec): 3 clusters Score: Raw -1341890.364062 + Penalty 1838.109979 = -1340052.254082 nChanged 138 SP:Iteration 13Q (1547.801220 sec): 3 clusters Score: Raw -1341913.036852 + Penalty 1838.109979 = -1340074.926873 nChanged 123 SP:Iteration 14Q (1547.830723 sec): 3 clusters Score: Raw -1341931.966427 + Penalty 1838.109979 = -1340093.856448 nChanged 107 SP:Iteration 15Q (1547.860275 sec): 3 clusters Score: Raw -1341945.425499 + Penalty 1838.109979 = -1340107.315519 nChanged 91 SP:Iteration 16Q (1547.889793 sec): 3 clusters Score: Raw -1341956.190337 + Penalty 1838.109979 = -1340118.080357 nChanged 83 SP:Iteration 17Q (1547.919202 sec): 3 clusters Score: Raw -1341970.416659 + Penalty 1838.109979 = -1340132.306679 nChanged 90 SP:Iteration 18Q (1547.948706 sec): 3 clusters Score: Raw -1341981.137473 + Penalty 1838.109979 = -1340143.027494 nChanged 58 SP:Iteration 19Q (1547.978911 sec): 3 clusters Score: Raw -1341987.599038 + Penalty 1838.109979 = -1340149.489059 nChanged 59 SP:Iteration 20F (1548.009002 sec): 3 clusters Score: Raw -1341994.827664 + Penalty 1838.109979 = -1340156.717685 nChanged 62 SP:Iteration 21Q (1548.038362 sec): 3 clusters Score: Raw -1342000.918589 + Penalty 1838.109979 = -1340162.808610 nChanged 57 SP:Iteration 22Q (1548.067806 sec): 3 clusters Score: Raw -1342007.816924 + Penalty 1838.109979 = -1340169.706945 nChanged 61 SP:Iteration 23Q (1548.101078 sec): 3 clusters Score: Raw -1342014.895772 + Penalty 1838.109979 = -1340176.785793 nChanged 70 SP:Iteration 24Q (1548.130542 sec): 3 clusters Score: Raw -1342023.277213 + Penalty 1838.109979 = -1340185.167234 nChanged 67 SP:Iteration 25Q (1548.159949 sec): 3 clusters Score: Raw -1342032.691656 + Penalty 1838.109979 = -1340194.581677 nChanged 74 SP:Iteration 26Q (1548.189374 sec): 3 clusters Score: Raw -1342041.190531 + Penalty 1838.109979 = -1340203.080551 nChanged 54 SP:Iteration 27Q (1548.218668 sec): 3 clusters Score: Raw -1342047.186621 + Penalty 1838.109979 = -1340209.076642 nChanged 48 SP:Iteration 28Q (1548.248069 sec): 3 clusters Score: Raw -1342052.397256 + Penalty 1838.109979 = -1340214.287276 nChanged 60 SP:Iteration 29Q (1548.281634 sec): 3 clusters Score: Raw -1342058.394259 + Penalty 1838.109979 = -1340220.284279 nChanged 51 SP:Iteration 30Q (1548.311020 sec): 3 clusters Score: Raw -1342062.529145 + Penalty 1838.109979 = -1340224.419165 nChanged 47 SP:Iteration 31Q (1548.340607 sec): 3 clusters Score: Raw -1342066.190694 + Penalty 1838.109979 = -1340228.080715 nChanged 44 SP:Iteration 32Q (1548.370001 sec): 3 clusters Score: Raw -1342071.330446 + Penalty 1838.109979 = -1340233.220467 nChanged 57 SP:Iteration 33Q (1548.399207 sec): 3 clusters Score: Raw -1342077.650203 + Penalty 1838.109979 = -1340239.540223 nChanged 57 SP:Iteration 34Q (1548.428678 sec): 3 clusters Score: Raw -1342084.422568 + Penalty 1838.109979 = -1340246.312589 nChanged 69 SP:Iteration 35Q (1548.458128 sec): 3 clusters Score: Raw -1342094.669005 + Penalty 1838.109979 = -1340256.559025 nChanged 74 SP:Iteration 36Q (1548.508088 sec): 3 clusters Score: Raw -1342103.914257 + Penalty 1838.109979 = -1340265.804277 nChanged 82 SP:Iteration 37Q (1548.542064 sec): 3 clusters Score: Raw -1342114.484510 + Penalty 1838.109979 = -1340276.374531 nChanged 85 SP:Iteration 38Q (1548.571454 sec): 3 clusters Score: Raw -1342126.793254 + Penalty 1838.109979 = -1340288.683275 nChanged 86 SP:Iteration 39Q (1548.600832 sec): 3 clusters Score: Raw -1342139.183614 + Penalty 1838.109979 = -1340301.073634 nChanged 79 SP:Iteration 40F (1548.630925 sec): 3 clusters Score: Raw -1342151.013901 + Penalty 1838.109979 = -1340312.903922 nChanged 96 SP:Iteration 41Q (1548.659938 sec): 3 clusters Score: Raw -1342165.331698 + Penalty 1838.109979 = -1340327.221719 nChanged 95 SP:Iteration 42Q (1548.689231 sec): 3 clusters Score: Raw -1342179.505414 + Penalty 1838.109979 = -1340341.395435 nChanged 79 SP:Iteration 43Q (1548.718237 sec): 3 clusters Score: Raw -1342189.660326 + Penalty 1838.109979 = -1340351.550346 nChanged 69 SP:Iteration 44Q (1548.747311 sec): 3 clusters Score: Raw -1342198.635288 + Penalty 1838.109979 = -1340360.525309 nChanged 72 SP:Iteration 45Q (1548.780521 sec): 3 clusters Score: Raw -1342208.359240 + Penalty 1838.109979 = -1340370.249261 nChanged 71 SP:Iteration 46Q (1548.809291 sec): 3 clusters Score: Raw -1342218.806309 + Penalty 1838.109979 = -1340380.696329 nChanged 88 SP:Iteration 47Q (1548.838339 sec): 3 clusters Score: Raw -1342231.909595 + Penalty 1838.109979 = -1340393.799616 nChanged 90 SP:Iteration 48Q (1548.867757 sec): 3 clusters Score: Raw -1342244.645938 + Penalty 1838.109979 = -1340406.535958 nChanged 88 SP:Iteration 49Q (1548.896855 sec): 3 clusters Score: Raw -1342257.357186 + Penalty 1838.109979 = -1340419.247207 nChanged 98 SP:Iteration 50Q (1548.935311 sec): 3 clusters Score: Raw -1342271.233884 + Penalty 1838.109979 = -1340433.123904 nChanged 98 SP:Iteration 51Q (1548.964127 sec): 3 clusters Score: Raw -1342286.851276 + Penalty 1838.109979 = -1340448.741297 nChanged 103 SP:Iteration 52Q (1549.005981 sec): 3 clusters Score: Raw -1342304.199807 + Penalty 1838.109979 = -1340466.089828 nChanged 111 SP:Iteration 53Q (1549.034831 sec): 3 clusters Score: Raw -1342320.681783 + Penalty 1838.109979 = -1340482.571803 nChanged 105 SP:Iteration 54Q (1549.069369 sec): 3 clusters Score: Raw -1342335.972430 + Penalty 1838.109979 = -1340497.862450 nChanged 110 SP:Iteration 55Q (1549.098112 sec): 3 clusters Score: Raw -1342351.965316 + Penalty 1838.109979 = -1340513.855337 nChanged 114 SP:Iteration 56Q (1549.126782 sec): 3 clusters Score: Raw -1342371.073697 + Penalty 1838.109979 = -1340532.963718 nChanged 121 SP:Iteration 57Q (1549.165844 sec): 3 clusters Score: Raw -1342393.725741 + Penalty 1838.109979 = -1340555.615761 nChanged 120 SP:Iteration 58Q (1549.204283 sec): 3 clusters Score: Raw -1342412.625624 + Penalty 1838.109979 = -1340574.515645 nChanged 103 SP:Iteration 59Q (1549.232843 sec): 3 clusters Score: Raw -1342427.949428 + Penalty 1838.109979 = -1340589.839449 nChanged 104 SP:Iteration 60F (1549.262920 sec): 3 clusters Score: Raw -1342444.926810 + Penalty 1838.109979 = -1340606.816831 nChanged 118 SP:Iteration 61Q (1549.296762 sec): 3 clusters Score: Raw -1342467.210154 + Penalty 1838.109979 = -1340629.100174 nChanged 135 SP:Iteration 62Q (1549.325202 sec): 3 clusters Score: Raw -1342494.046204 + Penalty 1838.109979 = -1340655.936225 nChanged 138 SP:Iteration 63Q (1549.353570 sec): 3 clusters Score: Raw -1342524.713059 + Penalty 1838.109979 = -1340686.603080 nChanged 144 SP:Iteration 64Q (1549.381878 sec): 3 clusters Score: Raw -1342555.126828 + Penalty 1838.109979 = -1340717.016848 nChanged 138 SP:Iteration 65Q (1549.410240 sec): 3 clusters Score: Raw -1342584.997114 + Penalty 1838.109979 = -1340746.887135 nChanged 146 SP:Iteration 66Q (1549.438586 sec): 3 clusters Score: Raw -1342620.689244 + Penalty 1838.109979 = -1340782.579265 nChanged 159 SP:Iteration 67Q (1549.470563 sec): 3 clusters Score: Raw -1342666.097820 + Penalty 1838.109979 = -1340827.987841 nChanged 188 SP:Iteration 68Q (1549.498463 sec): 3 clusters Score: Raw -1342726.996924 + Penalty 1838.109979 = -1340888.886945 nChanged 186 SP:Iteration 69Q (1549.526864 sec): 3 clusters Score: Raw -1342787.599775 + Penalty 1838.109979 = -1340949.489796 nChanged 194 SP:Iteration 70Q (1549.554812 sec): 3 clusters Score: Raw -1342859.923097 + Penalty 1838.109979 = -1341021.813117 nChanged 204 SP:Iteration 71Q (1549.582680 sec): 3 clusters Score: Raw -1342945.984133 + Penalty 1838.109979 = -1341107.874154 nChanged 219 SP:Iteration 72Q (1549.610374 sec): 3 clusters Score: Raw -1343049.364574 + Penalty 1838.109979 = -1341211.254595 nChanged 208 SP:Iteration 73Q (1549.638015 sec): 3 clusters Score: Raw -1343145.775027 + Penalty 1838.109979 = -1341307.665047 nChanged 194 SP:Iteration 74Q (1549.665457 sec): 3 clusters Score: Raw -1343227.986026 + Penalty 1838.109979 = -1341389.876047 nChanged 147 SP:Iteration 75Q (1549.692749 sec): 3 clusters Score: Raw -1343281.844510 + Penalty 1838.109979 = -1341443.734530 nChanged 121 SP:Iteration 76Q (1549.719936 sec): 3 clusters Score: Raw -1343322.308552 + Penalty 1838.109979 = -1341484.198573 nChanged 92 SP:Iteration 77Q (1549.747059 sec): 3 clusters Score: Raw -1343351.957131 + Penalty 1838.109979 = -1341513.847152 nChanged 62 SP:Iteration 78Q (1549.774090 sec): 3 clusters Score: Raw -1343373.807377 + Penalty 1838.109979 = -1341535.697398 nChanged 61 SP:Iteration 79Q (1549.801188 sec): 3 clusters Score: Raw -1343398.641342 + Penalty 1838.109979 = -1341560.531362 nChanged 55 SP:Iteration 80F (1549.831168 sec): 3 clusters Score: Raw -1343421.873920 + Penalty 1838.109979 = -1341583.763940 nChanged 44 SP:Iteration 81Q (1549.858040 sec): 3 clusters Score: Raw -1343443.048385 + Penalty 1838.109979 = -1341604.938406 nChanged 43 SP:Iteration 82Q (1549.884746 sec): 3 clusters Score: Raw -1343462.615202 + Penalty 1838.109979 = -1341624.505222 nChanged 37 SP:Iteration 83Q (1549.927689 sec): 3 clusters Score: Raw -1343476.194755 + Penalty 1838.109979 = -1341638.084776 nChanged 31 SP:Iteration 84Q (1549.963465 sec): 3 clusters Score: Raw -1343486.792986 + Penalty 1838.109979 = -1341648.683007 nChanged 36 SP:Iteration 85Q (1549.991563 sec): 3 clusters Score: Raw -1343499.813191 + Penalty 1838.109979 = -1341661.703212 nChanged 38 SP:Iteration 86Q (1550.018192 sec): 3 clusters Score: Raw -1343516.974821 + Penalty 1838.109979 = -1341678.864842 nChanged 38 SP:Iteration 87Q (1550.045066 sec): 3 clusters Score: Raw -1343531.068211 + Penalty 1838.109979 = -1341692.958232 nChanged 39 SP:Iteration 88Q (1550.071712 sec): 3 clusters Score: Raw -1343545.806722 + Penalty 1838.109979 = -1341707.696743 nChanged 31 SP:Iteration 89Q (1550.098245 sec): 3 clusters Score: Raw -1343554.946684 + Penalty 1838.109979 = -1341716.836705 nChanged 22 SP:Iteration 90Q (1550.124752 sec): 3 clusters Score: Raw -1343563.338305 + Penalty 1838.109979 = -1341725.228325 nChanged 27 SP:Iteration 91Q (1550.160720 sec): 3 clusters Score: Raw -1343574.092344 + Penalty 1838.109979 = -1341735.982365 nChanged 35 SP:Iteration 92Q (1550.187112 sec): 3 clusters Score: Raw -1343591.544338 + Penalty 1838.109979 = -1341753.434359 nChanged 22 SP:Iteration 93Q (1550.213425 sec): 3 clusters Score: Raw -1343601.128778 + Penalty 1838.109979 = -1341763.018798 nChanged 24 SP:Iteration 94Q (1550.271848 sec): 3 clusters Score: Raw -1343609.101267 + Penalty 1838.109979 = -1341770.991287 nChanged 18 SP:Iteration 95Q (1550.306369 sec): 3 clusters Score: Raw -1343614.897431 + Penalty 1838.109979 = -1341776.787452 nChanged 10 SP:Iteration 96Q (1550.332948 sec): 3 clusters Score: Raw -1343617.889984 + Penalty 1838.109979 = -1341779.780004 nChanged 7 SP:Iteration 97Q (1550.360044 sec): 3 clusters Score: Raw -1343619.553303 + Penalty 1838.109979 = -1341781.443323 nChanged 9 SP:Iteration 98Q (1550.412809 sec): 3 clusters Score: Raw -1343623.435167 + Penalty 1838.109979 = -1341785.325188 nChanged 14 SP:Iteration 99Q (1550.438903 sec): 3 clusters Score: Raw -1343626.710645 + Penalty 1838.109979 = -1341788.600665 nChanged 10 SP:Iteration 100F (1550.468789 sec): 3 clusters Score: Raw -1343629.138560 + Penalty 1838.109979 = -1341791.028580 nChanged 9 SP:Iteration 101Q (1550.495364 sec): 3 clusters Score: Raw -1343632.607023 + Penalty 1838.109979 = -1341794.497043 nChanged 14 SP:Iteration 102Q (1550.531399 sec): 3 clusters Score: Raw -1343638.247836 + Penalty 1838.109979 = -1341800.137856 nChanged 18 SP:Iteration 103Q (1550.558412 sec): 3 clusters Score: Raw -1343644.967034 + Penalty 1838.109979 = -1341806.857054 nChanged 19 SP:Iteration 104Q (1550.589370 sec): 3 clusters Score: Raw -1343654.214149 + Penalty 1838.109979 = -1341816.104170 nChanged 16 SP:Iteration 105Q (1550.615646 sec): 3 clusters Score: Raw -1343661.912640 + Penalty 1838.109979 = -1341823.802660 nChanged 25 SP:Iteration 106Q (1550.662523 sec): 3 clusters Score: Raw -1343671.807636 + Penalty 1838.109979 = -1341833.697657 nChanged 16 SP:Iteration 107Q (1550.689413 sec): 3 clusters Score: Raw -1343678.248648 + Penalty 1838.109979 = -1341840.138669 nChanged 10 SP:Iteration 108Q (1550.715538 sec): 3 clusters Score: Raw -1343681.454469 + Penalty 1838.109979 = -1341843.344489 nChanged 11 SP:Iteration 109Q (1550.741750 sec): 3 clusters Score: Raw -1343686.122349 + Penalty 1838.109979 = -1341848.012369 nChanged 10 SP:Iteration 110Q (1550.767809 sec): 3 clusters Score: Raw -1343688.821637 + Penalty 1838.109979 = -1341850.711658 nChanged 10 SP:Iteration 111Q (1550.793992 sec): 3 clusters Score: Raw -1343692.225200 + Penalty 1838.109979 = -1341854.115221 nChanged 7 SP:Iteration 112Q (1550.820122 sec): 3 clusters Score: Raw -1343694.753239 + Penalty 1838.109979 = -1341856.643259 nChanged 7 SP:Iteration 113Q (1550.846287 sec): 3 clusters Score: Raw -1343696.579605 + Penalty 1838.109979 = -1341858.469626 nChanged 8 SP:Iteration 114Q (1550.877547 sec): 3 clusters Score: Raw -1343699.828365 + Penalty 1838.109979 = -1341861.718385 nChanged 8 SP:Iteration 115Q (1550.903873 sec): 3 clusters Score: Raw -1343702.988226 + Penalty 1838.109979 = -1341864.878246 nChanged 9 SP:Iteration 116Q (1550.929962 sec): 3 clusters Score: Raw -1343706.298821 + Penalty 1838.109979 = -1341868.188842 nChanged 9 SP:Iteration 117Q (1550.956065 sec): 3 clusters Score: Raw -1343709.455400 + Penalty 1838.109979 = -1341871.345420 nChanged 11 SP:Iteration 118Q (1550.982456 sec): 3 clusters Score: Raw -1343713.147480 + Penalty 1838.109979 = -1341875.037500 nChanged 8 SP:Iteration 119Q (1551.009425 sec): 3 clusters Score: Raw -1343716.307722 + Penalty 1838.109979 = -1341878.197742 nChanged 6 SP:Iteration 120F (1551.039531 sec): 3 clusters Score: Raw -1343719.301203 + Penalty 1838.109979 = -1341881.191223 nChanged 9 SP:Iteration 121Q (1551.077006 sec): 3 clusters Score: Raw -1343723.731326 + Penalty 1838.109979 = -1341885.621347 nChanged 10 SP:Iteration 122Q (1551.111381 sec): 3 clusters Score: Raw -1343728.371919 + Penalty 1838.109979 = -1341890.261939 nChanged 11 SP:Iteration 123Q (1551.137436 sec): 3 clusters Score: Raw -1343732.987147 + Penalty 1838.109979 = -1341894.877168 nChanged 6 SP:Iteration 124Q (1551.163654 sec): 3 clusters Score: Raw -1343734.556179 + Penalty 1838.109979 = -1341896.446200 nChanged 2 SP:Iteration 125Q (1551.189892 sec): 3 clusters Score: Raw -1343734.874865 + Penalty 1838.109979 = -1341896.764885 nChanged 0 SP:Iteration 126F (1551.219923 sec): 3 clusters Score: Raw -1343734.874865 + Penalty 1838.109979 = -1341896.764885 nChanged 0 Score: Raw -58498074.545722 + Penalty 48163.559074 = -58449910.986647 Splitting cluster 22 changes total score from -58450109.787658 to -58449910.986647 So it's not getting split. Trying to split cluster 23 (5600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.684204 sec): 2 clusters Score: Raw -556717.538175 + Penalty 819.899578 = -555897.638597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.704310 sec): 3 clusters Score: Raw -553531.729627 + Penalty 1639.799157 = -551891.930471 nChanged 2414 SP:Iteration 1F (1561.724100 sec): 3 clusters Score: Raw -554848.752333 + Penalty 1639.799157 = -553208.953176 nChanged 381 SP:Iteration 2F (1561.743757 sec): 3 clusters Score: Raw -555042.635405 + Penalty 1639.799157 = -553402.836249 nChanged 335 SP:Iteration 3F (1561.763495 sec): 3 clusters Score: Raw -555208.985817 + Penalty 1639.799157 = -553569.186660 nChanged 296 SP:Iteration 4F (1561.783139 sec): 3 clusters Score: Raw -555338.604573 + Penalty 1639.799157 = -553698.805417 nChanged 245 SP:Iteration 5Q (1561.811512 sec): 3 clusters Score: Raw -555447.078402 + Penalty 1639.799157 = -553807.279246 nChanged 245 SP:Iteration 6Q (1561.831278 sec): 3 clusters Score: Raw -555583.970293 + Penalty 1639.799157 = -553944.171136 nChanged 225 SP:Iteration 7Q (1561.885696 sec): 3 clusters Score: Raw -555704.139794 + Penalty 1639.799157 = -554064.340637 nChanged 197 SP:Iteration 8Q (1561.938755 sec): 3 clusters Score: Raw -555813.665317 + Penalty 1639.799157 = -554173.866160 nChanged 212 SP:Iteration 9Q (1561.991556 sec): 3 clusters Score: Raw -555938.280024 + Penalty 1639.799157 = -554298.480867 nChanged 199 SP:Iteration 10Q (1562.030354 sec): 3 clusters Score: Raw -556075.909093 + Penalty 1639.799157 = -554436.109937 nChanged 189 SP:Iteration 11Q (1562.049722 sec): 3 clusters Score: Raw -556207.920046 + Penalty 1639.799157 = -554568.120890 nChanged 176 SP:Iteration 12Q (1562.068377 sec): 3 clusters Score: Raw -556304.978191 + Penalty 1639.799157 = -554665.179035 nChanged 153 SP:Iteration 13Q (1562.087991 sec): 3 clusters Score: Raw -556379.384642 + Penalty 1639.799157 = -554739.585485 nChanged 110 SP:Iteration 14Q (1562.107467 sec): 3 clusters Score: Raw -556435.201146 + Penalty 1639.799157 = -554795.401990 nChanged 84 SP:Iteration 15Q (1562.126900 sec): 3 clusters Score: Raw -556476.512917 + Penalty 1639.799157 = -554836.713760 nChanged 87 SP:Iteration 16Q (1562.146287 sec): 3 clusters Score: Raw -556518.161974 + Penalty 1639.799157 = -554878.362817 nChanged 78 SP:Iteration 17Q (1562.169234 sec): 3 clusters Score: Raw -556553.680441 + Penalty 1639.799157 = -554913.881285 nChanged 66 SP:Iteration 18Q (1562.187916 sec): 3 clusters Score: Raw -556575.408587 + Penalty 1639.799157 = -554935.609431 nChanged 54 SP:Iteration 19Q (1562.206870 sec): 3 clusters Score: Raw -556587.112618 + Penalty 1639.799157 = -554947.313461 nChanged 38 SP:Iteration 20F (1562.226330 sec): 3 clusters Score: Raw -556594.682170 + Penalty 1639.799157 = -554954.883013 nChanged 22 SP:Iteration 21Q (1562.245020 sec): 3 clusters Score: Raw -556599.457214 + Penalty 1639.799157 = -554959.658058 nChanged 17 SP:Iteration 22Q (1562.265595 sec): 3 clusters Score: Raw -556602.113901 + Penalty 1639.799157 = -554962.314745 nChanged 10 SP:Iteration 23Q (1562.284515 sec): 3 clusters Score: Raw -556603.376223 + Penalty 1639.799157 = -554963.577067 nChanged 4 SP:Iteration 24Q (1562.308323 sec): 3 clusters Score: Raw -556603.894269 + Penalty 1639.799157 = -554964.095113 nChanged 8 SP:Iteration 25Q (1562.331676 sec): 3 clusters Score: Raw -556604.564947 + Penalty 1639.799157 = -554964.765790 nChanged 4 SP:Iteration 26Q (1562.350552 sec): 3 clusters Score: Raw -556604.913201 + Penalty 1639.799157 = -554965.114044 nChanged 3 SP:Iteration 27Q (1562.369464 sec): 3 clusters Score: Raw -556605.250583 + Penalty 1639.799157 = -554965.451426 nChanged 6 SP:Iteration 28Q (1562.388300 sec): 3 clusters Score: Raw -556606.366440 + Penalty 1639.799157 = -554966.567284 nChanged 7 SP:Iteration 29Q (1562.407293 sec): 3 clusters Score: Raw -556607.419470 + Penalty 1639.799157 = -554967.620313 nChanged 5 SP:Iteration 30Q (1562.426332 sec): 3 clusters Score: Raw -556608.040092 + Penalty 1639.799157 = -554968.240935 nChanged 4 SP:Iteration 31Q (1562.445151 sec): 3 clusters Score: Raw -556608.768250 + Penalty 1639.799157 = -554968.969093 nChanged 6 SP:Iteration 32Q (1562.464062 sec): 3 clusters Score: Raw -556609.737476 + Penalty 1639.799157 = -554969.938320 nChanged 8 SP:Iteration 33Q (1562.482504 sec): 3 clusters Score: Raw -556610.824671 + Penalty 1639.799157 = -554971.025514 nChanged 8 SP:Iteration 34Q (1562.501465 sec): 3 clusters Score: Raw -556612.309571 + Penalty 1639.799157 = -554972.510414 nChanged 11 SP:Iteration 35Q (1562.521975 sec): 3 clusters Score: Raw -556613.909787 + Penalty 1639.799157 = -554974.110630 nChanged 14 SP:Iteration 36Q (1562.540547 sec): 3 clusters Score: Raw -556615.529030 + Penalty 1639.799157 = -554975.729873 nChanged 8 SP:Iteration 37Q (1562.563739 sec): 3 clusters Score: Raw -556616.015525 + Penalty 1639.799157 = -554976.216368 nChanged 5 SP:Iteration 38Q (1562.597909 sec): 3 clusters Score: Raw -556616.581950 + Penalty 1639.799157 = -554976.782793 nChanged 6 SP:Iteration 39Q (1562.627803 sec): 3 clusters Score: Raw -556617.334779 + Penalty 1639.799157 = -554977.535622 nChanged 4 SP:Iteration 40F (1562.647157 sec): 3 clusters Score: Raw -556618.117545 + Penalty 1639.799157 = -554978.318388 nChanged 12 SP:Iteration 41Q (1562.665988 sec): 3 clusters Score: Raw -556620.475776 + Penalty 1639.799157 = -554980.676619 nChanged 8 SP:Iteration 42Q (1562.684946 sec): 3 clusters Score: Raw -556621.810955 + Penalty 1639.799157 = -554982.011798 nChanged 9 SP:Iteration 43Q (1562.703987 sec): 3 clusters Score: Raw -556622.811018 + Penalty 1639.799157 = -554983.011862 nChanged 4 SP:Iteration 44Q (1562.721596 sec): 3 clusters Score: Raw -556623.258010 + Penalty 1639.799157 = -554983.458853 nChanged 5 SP:Iteration 45Q (1562.749873 sec): 3 clusters Score: Raw -556624.275516 + Penalty 1639.799157 = -554984.476360 nChanged 8 SP:Iteration 46Q (1562.768348 sec): 3 clusters Score: Raw -556625.187905 + Penalty 1639.799157 = -554985.388748 nChanged 4 SP:Iteration 47Q (1562.787191 sec): 3 clusters Score: Raw -556625.596678 + Penalty 1639.799157 = -554985.797521 nChanged 5 SP:Iteration 48Q (1562.810414 sec): 3 clusters Score: Raw -556626.190120 + Penalty 1639.799157 = -554986.390963 nChanged 6 SP:Iteration 49Q (1562.829198 sec): 3 clusters Score: Raw -556627.099501 + Penalty 1639.799157 = -554987.300345 nChanged 8 SP:Iteration 50Q (1562.848016 sec): 3 clusters Score: Raw -556628.459920 + Penalty 1639.799157 = -554988.660764 nChanged 8 SP:Iteration 51Q (1562.866700 sec): 3 clusters Score: Raw -556629.800535 + Penalty 1639.799157 = -554990.001378 nChanged 6 SP:Iteration 52Q (1562.885266 sec): 3 clusters Score: Raw -556630.600755 + Penalty 1639.799157 = -554990.801598 nChanged 8 SP:Iteration 53Q (1562.904599 sec): 3 clusters Score: Raw -556632.610985 + Penalty 1639.799157 = -554992.811829 nChanged 11 SP:Iteration 54Q (1562.923317 sec): 3 clusters Score: Raw -556635.086606 + Penalty 1639.799157 = -554995.287450 nChanged 8 SP:Iteration 55Q (1562.942067 sec): 3 clusters Score: Raw -556636.190246 + Penalty 1639.799157 = -554996.391090 nChanged 3 SP:Iteration 56Q (1562.961049 sec): 3 clusters Score: Raw -556636.575442 + Penalty 1639.799157 = -554996.776285 nChanged 2 SP:Iteration 57Q (1562.979725 sec): 3 clusters Score: Raw -556636.796730 + Penalty 1639.799157 = -554996.997573 nChanged 1 SP:Iteration 58Q (1562.998542 sec): 3 clusters Score: Raw -556636.893468 + Penalty 1639.799157 = -554997.094312 nChanged 0 SP:Iteration 59F (1563.017280 sec): 3 clusters Score: Raw -556636.893468 + Penalty 1639.799157 = -554997.094312 nChanged 0 Trying to split cluster 24 (4052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1563.033942 sec): 2 clusters Score: Raw -349310.618262 + Penalty 789.161757 = -348521.456505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1563.048393 sec): 3 clusters Score: Raw -347113.859834 + Penalty 1578.323514 = -345535.536319 nChanged 1673 SP:Iteration 1F (1563.063149 sec): 3 clusters Score: Raw -348039.997483 + Penalty 1578.323514 = -346461.673968 nChanged 288 SP:Iteration 2F (1563.086553 sec): 3 clusters Score: Raw -348200.603453 + Penalty 1578.323514 = -346622.279938 nChanged 245 SP:Iteration 3F (1563.101175 sec): 3 clusters Score: Raw -348349.782190 + Penalty 1578.323514 = -346771.458676 nChanged 237 SP:Iteration 4F (1563.120608 sec): 3 clusters Score: Raw -348513.992758 + Penalty 1578.323514 = -346935.669244 nChanged 225 SP:Iteration 5F (1563.135187 sec): 3 clusters Score: Raw -348673.885966 + Penalty 1578.323514 = -347095.562451 nChanged 212 SP:Iteration 6F (1563.149869 sec): 3 clusters Score: Raw -348811.796207 + Penalty 1578.323514 = -347233.472693 nChanged 171 SP:Iteration 7Q (1563.164418 sec): 3 clusters Score: Raw -348914.064615 + Penalty 1578.323514 = -347335.741101 nChanged 139 SP:Iteration 8Q (1563.178938 sec): 3 clusters Score: Raw -348986.766807 + Penalty 1578.323514 = -347408.443293 nChanged 116 SP:Iteration 9Q (1563.193290 sec): 3 clusters Score: Raw -349037.195043 + Penalty 1578.323514 = -347458.871529 nChanged 90 SP:Iteration 10Q (1563.207628 sec): 3 clusters Score: Raw -349080.024406 + Penalty 1578.323514 = -347501.700891 nChanged 68 SP:Iteration 11Q (1563.222106 sec): 3 clusters Score: Raw -349109.904875 + Penalty 1578.323514 = -347531.581360 nChanged 52 SP:Iteration 12Q (1563.246473 sec): 3 clusters Score: Raw -349129.531848 + Penalty 1578.323514 = -347551.208333 nChanged 44 SP:Iteration 13Q (1563.260923 sec): 3 clusters Score: Raw -349143.813587 + Penalty 1578.323514 = -347565.490073 nChanged 27 SP:Iteration 14Q (1563.275299 sec): 3 clusters Score: Raw -349150.827326 + Penalty 1578.323514 = -347572.503811 nChanged 22 SP:Iteration 15Q (1563.289654 sec): 3 clusters Score: Raw -349154.982143 + Penalty 1578.323514 = -347576.658629 nChanged 16 SP:Iteration 16Q (1563.303913 sec): 3 clusters Score: Raw -349159.011275 + Penalty 1578.323514 = -347580.687760 nChanged 21 SP:Iteration 17Q (1563.318461 sec): 3 clusters Score: Raw -349165.507171 + Penalty 1578.323514 = -347587.183656 nChanged 14 SP:Iteration 18Q (1563.343614 sec): 3 clusters Score: Raw -349167.930987 + Penalty 1578.323514 = -347589.607472 nChanged 5 SP:Iteration 19Q (1563.357989 sec): 3 clusters Score: Raw -349168.538696 + Penalty 1578.323514 = -347590.215182 nChanged 4 SP:Iteration 20F (1563.382753 sec): 3 clusters Score: Raw -349168.935757 + Penalty 1578.323514 = -347590.612243 nChanged 2 SP:Iteration 21Q (1563.397283 sec): 3 clusters Score: Raw -349169.068353 + Penalty 1578.323514 = -347590.744839 nChanged 2 SP:Iteration 22Q (1563.421206 sec): 3 clusters Score: Raw -349169.202584 + Penalty 1578.323514 = -347590.879070 nChanged 2 SP:Iteration 23Q (1563.435765 sec): 3 clusters Score: Raw -349169.320440 + Penalty 1578.323514 = -347590.996926 nChanged 0 SP:Iteration 24F (1563.450276 sec): 3 clusters Score: Raw -349169.320440 + Penalty 1578.323514 = -347590.996926 nChanged 0 Trying to split cluster 25 (9959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1563.472033 sec): 2 clusters Score: Raw -974708.043364 + Penalty 874.592035 = -973833.451329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1563.496940 sec): 3 clusters Score: Raw -968796.178319 + Penalty 1749.184069 = -967046.994249 nChanged 4456 SP:Iteration 1F (1563.520949 sec): 3 clusters Score: Raw -971126.552577 + Penalty 1749.184069 = -969377.368508 nChanged 545 SP:Iteration 2F (1563.545141 sec): 3 clusters Score: Raw -971330.513281 + Penalty 1749.184069 = -969581.329212 nChanged 485 SP:Iteration 3Q (1563.569329 sec): 3 clusters Score: Raw -971527.164047 + Penalty 1749.184069 = -969777.979977 nChanged 428 SP:Iteration 4Q (1563.602916 sec): 3 clusters Score: Raw -971704.592894 + Penalty 1749.184069 = -969955.408825 nChanged 464 SP:Iteration 5Q (1563.627023 sec): 3 clusters Score: Raw -971936.183287 + Penalty 1749.184069 = -970186.999218 nChanged 511 SP:Iteration 6F (1563.651182 sec): 3 clusters Score: Raw -972267.154223 + Penalty 1749.184069 = -970517.970153 nChanged 635 SP:Iteration 7F (1563.675213 sec): 3 clusters Score: Raw -972768.090183 + Penalty 1749.184069 = -971018.906113 nChanged 624 SP:Iteration 8F (1563.699753 sec): 3 clusters Score: Raw -973266.605963 + Penalty 1749.184069 = -971517.421893 nChanged 562 SP:Iteration 9F (1563.723978 sec): 3 clusters Score: Raw -973669.153134 + Penalty 1749.184069 = -971919.969064 nChanged 442 SP:Iteration 10Q (1563.747612 sec): 3 clusters Score: Raw -973940.061318 + Penalty 1749.184069 = -972190.877248 nChanged 308 SP:Iteration 11Q (1563.771121 sec): 3 clusters Score: Raw -974088.716624 + Penalty 1749.184069 = -972339.532555 nChanged 242 SP:Iteration 12Q (1563.819256 sec): 3 clusters Score: Raw -974198.703191 + Penalty 1749.184069 = -972449.519122 nChanged 194 SP:Iteration 13Q (1563.842845 sec): 3 clusters Score: Raw -974282.055879 + Penalty 1749.184069 = -972532.871810 nChanged 183 SP:Iteration 14Q (1563.866345 sec): 3 clusters Score: Raw -974351.496542 + Penalty 1749.184069 = -972602.312473 nChanged 151 SP:Iteration 15Q (1563.889821 sec): 3 clusters Score: Raw -974400.938952 + Penalty 1749.184069 = -972651.754882 nChanged 130 SP:Iteration 16Q (1563.913302 sec): 3 clusters Score: Raw -974449.549146 + Penalty 1749.184069 = -972700.365077 nChanged 145 SP:Iteration 17Q (1563.946201 sec): 3 clusters Score: Raw -974508.015398 + Penalty 1749.184069 = -972758.831328 nChanged 141 SP:Iteration 18Q (1563.969498 sec): 3 clusters Score: Raw -974560.612806 + Penalty 1749.184069 = -972811.428736 nChanged 134 SP:Iteration 19Q (1564.015732 sec): 3 clusters Score: Raw -974607.097577 + Penalty 1749.184069 = -972857.913508 nChanged 116 SP:Iteration 20F (1564.043052 sec): 3 clusters Score: Raw -974643.976745 + Penalty 1749.184069 = -972894.792676 nChanged 97 SP:Iteration 21Q (1564.089245 sec): 3 clusters Score: Raw -974671.056176 + Penalty 1749.184069 = -972921.872107 nChanged 84 SP:Iteration 22Q (1564.112301 sec): 3 clusters Score: Raw -974696.531588 + Penalty 1749.184069 = -972947.347519 nChanged 72 SP:Iteration 23Q (1564.135333 sec): 3 clusters Score: Raw -974715.864726 + Penalty 1749.184069 = -972966.680657 nChanged 63 SP:Iteration 24Q (1564.167992 sec): 3 clusters Score: Raw -974730.716809 + Penalty 1749.184069 = -972981.532739 nChanged 66 SP:Iteration 25Q (1564.190959 sec): 3 clusters Score: Raw -974746.517111 + Penalty 1749.184069 = -972997.333042 nChanged 62 SP:Iteration 26Q (1564.213858 sec): 3 clusters Score: Raw -974760.299025 + Penalty 1749.184069 = -973011.114956 nChanged 56 SP:Iteration 27Q (1564.236613 sec): 3 clusters Score: Raw -974771.842841 + Penalty 1749.184069 = -973022.658772 nChanged 49 SP:Iteration 28Q (1564.265148 sec): 3 clusters Score: Raw -974782.910154 + Penalty 1749.184069 = -973033.726085 nChanged 38 SP:Iteration 29Q (1564.296545 sec): 3 clusters Score: Raw -974789.963102 + Penalty 1749.184069 = -973040.779033 nChanged 39 SP:Iteration 30Q (1564.328174 sec): 3 clusters Score: Raw -974797.781275 + Penalty 1749.184069 = -973048.597205 nChanged 36 SP:Iteration 31Q (1564.387644 sec): 3 clusters Score: Raw -974807.097654 + Penalty 1749.184069 = -973057.913584 nChanged 34 SP:Iteration 32Q (1564.415340 sec): 3 clusters Score: Raw -974814.221359 + Penalty 1749.184069 = -973065.037290 nChanged 33 SP:Iteration 33Q (1564.438280 sec): 3 clusters Score: Raw -974820.310503 + Penalty 1749.184069 = -973071.126433 nChanged 30 SP:Iteration 34Q (1564.460580 sec): 3 clusters Score: Raw -974826.895213 + Penalty 1749.184069 = -973077.711144 nChanged 28 SP:Iteration 35Q (1564.482989 sec): 3 clusters Score: Raw -974832.503616 + Penalty 1749.184069 = -973083.319547 nChanged 25 SP:Iteration 36Q (1564.505665 sec): 3 clusters Score: Raw -974838.313567 + Penalty 1749.184069 = -973089.129498 nChanged 28 SP:Iteration 37Q (1564.559997 sec): 3 clusters Score: Raw -974844.586760 + Penalty 1749.184069 = -973095.402691 nChanged 23 SP:Iteration 38Q (1564.582660 sec): 3 clusters Score: Raw -974849.319642 + Penalty 1749.184069 = -973100.135573 nChanged 19 SP:Iteration 39Q (1564.610457 sec): 3 clusters Score: Raw -974853.074561 + Penalty 1749.184069 = -973103.890492 nChanged 20 SP:Iteration 40F (1564.634533 sec): 3 clusters Score: Raw -974856.104787 + Penalty 1749.184069 = -973106.920717 nChanged 16 SP:Iteration 41Q (1564.657151 sec): 3 clusters Score: Raw -974858.210946 + Penalty 1749.184069 = -973109.026877 nChanged 15 SP:Iteration 42Q (1564.679845 sec): 3 clusters Score: Raw -974860.492115 + Penalty 1749.184069 = -973111.308045 nChanged 17 SP:Iteration 43Q (1564.702704 sec): 3 clusters Score: Raw -974863.177033 + Penalty 1749.184069 = -973113.992964 nChanged 20 SP:Iteration 44Q (1564.725371 sec): 3 clusters Score: Raw -974866.087994 + Penalty 1749.184069 = -973116.903925 nChanged 14 SP:Iteration 45Q (1564.748081 sec): 3 clusters Score: Raw -974868.187561 + Penalty 1749.184069 = -973119.003492 nChanged 12 SP:Iteration 46Q (1564.770771 sec): 3 clusters Score: Raw -974870.543424 + Penalty 1749.184069 = -973121.359354 nChanged 10 SP:Iteration 47Q (1564.793088 sec): 3 clusters Score: Raw -974871.787567 + Penalty 1749.184069 = -973122.603497 nChanged 11 SP:Iteration 48Q (1564.815727 sec): 3 clusters Score: Raw -974873.743385 + Penalty 1749.184069 = -973124.559316 nChanged 8 SP:Iteration 49Q (1564.842943 sec): 3 clusters Score: Raw -974875.558139 + Penalty 1749.184069 = -973126.374069 nChanged 12 SP:Iteration 50Q (1564.866247 sec): 3 clusters Score: Raw -974877.577116 + Penalty 1749.184069 = -973128.393047 nChanged 10 SP:Iteration 51Q (1564.888879 sec): 3 clusters Score: Raw -974878.990646 + Penalty 1749.184069 = -973129.806577 nChanged 8 SP:Iteration 52Q (1564.914047 sec): 3 clusters Score: Raw -974880.269672 + Penalty 1749.184069 = -973131.085603 nChanged 5 SP:Iteration 53Q (1564.939257 sec): 3 clusters Score: Raw -974880.893749 + Penalty 1749.184069 = -973131.709679 nChanged 7 SP:Iteration 54Q (1564.962434 sec): 3 clusters Score: Raw -974881.717727 + Penalty 1749.184069 = -973132.533658 nChanged 6 SP:Iteration 55Q (1565.019901 sec): 3 clusters Score: Raw -974882.403738 + Penalty 1749.184069 = -973133.219669 nChanged 5 SP:Iteration 56Q (1565.073830 sec): 3 clusters Score: Raw -974882.940080 + Penalty 1749.184069 = -973133.756010 nChanged 3 SP:Iteration 57Q (1565.096541 sec): 3 clusters Score: Raw -974883.387567 + Penalty 1749.184069 = -973134.203497 nChanged 3 SP:Iteration 58Q (1565.119315 sec): 3 clusters Score: Raw -974883.676623 + Penalty 1749.184069 = -973134.492553 nChanged 1 SP:Iteration 59Q (1565.154477 sec): 3 clusters Score: Raw -974884.093924 + Penalty 1749.184069 = -973134.909855 nChanged 2 SP:Iteration 60F (1565.205362 sec): 3 clusters Score: Raw -974884.801248 + Penalty 1749.184069 = -973135.617178 nChanged 4 SP:Iteration 61Q (1565.262940 sec): 3 clusters Score: Raw -974885.337080 + Penalty 1749.184069 = -973136.153011 nChanged 2 SP:Iteration 62Q (1565.314520 sec): 3 clusters Score: Raw -974885.564947 + Penalty 1749.184069 = -973136.380878 nChanged 1 SP:Iteration 63Q (1565.345150 sec): 3 clusters Score: Raw -974885.608550 + Penalty 1749.184069 = -973136.424481 nChanged 0 SP:Iteration 64F (1565.380971 sec): 3 clusters Score: Raw -974885.608550 + Penalty 1749.184069 = -973136.424481 nChanged 0 Trying to split cluster 26 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1565.404416 sec): 2 clusters Score: Raw -48836.649261 + Penalty 584.913004 = -48251.736257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1565.412046 sec): 3 clusters Score: Raw -48722.925341 + Penalty 1169.826007 = -47553.099333 nChanged 120 SP:Iteration 1F (1565.414250 sec): 3 clusters Score: Raw -48841.589972 + Penalty 1169.826007 = -47671.763965 nChanged 33 SP:Iteration 2F (1565.416436 sec): 3 clusters Score: Raw -48873.172504 + Penalty 1169.826007 = -47703.346497 nChanged 14 SP:Iteration 3Q (1565.418668 sec): 3 clusters Score: Raw -48887.953769 + Penalty 1169.826007 = -47718.127762 nChanged 9 SP:Iteration 4Q (1565.420849 sec): 3 clusters Score: Raw -48896.469373 + Penalty 1169.826007 = -47726.643366 nChanged 10 SP:Iteration 5Q (1565.423048 sec): 3 clusters Score: Raw -48907.583781 + Penalty 1169.826007 = -47737.757774 nChanged 5 SP:Iteration 6Q (1565.425236 sec): 3 clusters Score: Raw -48913.847731 + Penalty 1169.826007 = -47744.021723 nChanged 3 SP:Iteration 7Q (1565.427438 sec): 3 clusters Score: Raw -48918.256863 + Penalty 1169.826007 = -47748.430856 nChanged 0 SP:Iteration 8F (1565.429650 sec): 3 clusters Score: Raw -48918.256863 + Penalty 1169.826007 = -47748.430856 nChanged 0 Trying to split cluster 27 (57520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1565.500825 sec): 2 clusters Score: Raw -5638088.381511 + Penalty 1041.189359 = -5637047.192152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1565.581499 sec): 3 clusters Score: Raw -5600859.666984 + Penalty 2082.378719 = -5598777.288266 nChanged 27429 SP:Iteration 1F (1565.662266 sec): 3 clusters Score: Raw -5617015.547861 + Penalty 2082.378719 = -5614933.169143 nChanged 2259 SP:Iteration 2Q (1565.753192 sec): 3 clusters Score: Raw -5617683.427349 + Penalty 2082.378719 = -5615601.048631 nChanged 2474 SP:Iteration 3Q (1565.865122 sec): 3 clusters Score: Raw -5618595.489183 + Penalty 2082.378719 = -5616513.110465 nChanged 2941 SP:Iteration 4F (1565.964611 sec): 3 clusters Score: Raw -5619954.035871 + Penalty 2082.378719 = -5617871.657153 nChanged 3512 SP:Iteration 5F (1566.040941 sec): 3 clusters Score: Raw -5621953.047434 + Penalty 2082.378719 = -5619870.668716 nChanged 4028 SP:Iteration 6F (1566.134321 sec): 3 clusters Score: Raw -5624692.601205 + Penalty 2082.378719 = -5622610.222486 nChanged 4174 SP:Iteration 7F (1566.211053 sec): 3 clusters Score: Raw -5628010.707111 + Penalty 2082.378719 = -5625928.328392 nChanged 3646 SP:Iteration 8F (1566.294047 sec): 3 clusters Score: Raw -5631112.276865 + Penalty 2082.378719 = -5629029.898146 nChanged 2729 SP:Iteration 9Q (1566.383904 sec): 3 clusters Score: Raw -5633425.925212 + Penalty 2082.378719 = -5631343.546494 nChanged 1847 SP:Iteration 10Q (1566.462984 sec): 3 clusters Score: Raw -5634854.115865 + Penalty 2082.378719 = -5632771.737146 nChanged 1290 SP:Iteration 11Q (1566.537068 sec): 3 clusters Score: Raw -5635729.172496 + Penalty 2082.378719 = -5633646.793777 nChanged 942 SP:Iteration 12Q (1566.633321 sec): 3 clusters Score: Raw -5636269.981187 + Penalty 2082.378719 = -5634187.602468 nChanged 737 SP:Iteration 13Q (1566.707828 sec): 3 clusters Score: Raw -5636665.812336 + Penalty 2082.378719 = -5634583.433618 nChanged 637 SP:Iteration 14Q (1566.777074 sec): 3 clusters Score: Raw -5636991.377067 + Penalty 2082.378719 = -5634908.998348 nChanged 553 SP:Iteration 15Q (1566.845097 sec): 3 clusters Score: Raw -5637252.925183 + Penalty 2082.378719 = -5635170.546464 nChanged 462 SP:Iteration 16Q (1566.912791 sec): 3 clusters Score: Raw -5637474.044634 + Penalty 2082.378719 = -5635391.665915 nChanged 401 SP:Iteration 17Q (1566.978536 sec): 3 clusters Score: Raw -5637661.021267 + Penalty 2082.378719 = -5635578.642548 nChanged 339 SP:Iteration 18Q (1567.066444 sec): 3 clusters Score: Raw -5637817.167422 + Penalty 2082.378719 = -5635734.788703 nChanged 270 SP:Iteration 19Q (1567.131952 sec): 3 clusters Score: Raw -5637934.451270 + Penalty 2082.378719 = -5635852.072551 nChanged 238 SP:Iteration 20F (1567.208674 sec): 3 clusters Score: Raw -5638036.558606 + Penalty 2082.378719 = -5635954.179888 nChanged 203 SP:Iteration 21Q (1567.274669 sec): 3 clusters Score: Raw -5638124.047698 + Penalty 2082.378719 = -5636041.668979 nChanged 163 SP:Iteration 22Q (1567.338700 sec): 3 clusters Score: Raw -5638189.697442 + Penalty 2082.378719 = -5636107.318723 nChanged 126 SP:Iteration 23Q (1567.403385 sec): 3 clusters Score: Raw -5638238.515750 + Penalty 2082.378719 = -5636156.137031 nChanged 114 SP:Iteration 24Q (1567.467450 sec): 3 clusters Score: Raw -5638281.549037 + Penalty 2082.378719 = -5636199.170319 nChanged 89 SP:Iteration 25Q (1567.533601 sec): 3 clusters Score: Raw -5638315.467124 + Penalty 2082.378719 = -5636233.088405 nChanged 75 SP:Iteration 26Q (1567.609119 sec): 3 clusters Score: Raw -5638343.293226 + Penalty 2082.378719 = -5636260.914507 nChanged 61 SP:Iteration 27Q (1567.672979 sec): 3 clusters Score: Raw -5638363.068759 + Penalty 2082.378719 = -5636280.690041 nChanged 40 SP:Iteration 28Q (1567.736962 sec): 3 clusters Score: Raw -5638372.763118 + Penalty 2082.378719 = -5636290.384399 nChanged 34 SP:Iteration 29Q (1567.802492 sec): 3 clusters Score: Raw -5638380.697864 + Penalty 2082.378719 = -5636298.319145 nChanged 18 SP:Iteration 30Q (1567.888978 sec): 3 clusters Score: Raw -5638384.806131 + Penalty 2082.378719 = -5636302.427413 nChanged 20 SP:Iteration 31Q (1567.955705 sec): 3 clusters Score: Raw -5638389.944920 + Penalty 2082.378719 = -5636307.566202 nChanged 17 SP:Iteration 32Q (1568.018822 sec): 3 clusters Score: Raw -5638393.929023 + Penalty 2082.378719 = -5636311.550304 nChanged 13 SP:Iteration 33Q (1568.082788 sec): 3 clusters Score: Raw -5638396.900969 + Penalty 2082.378719 = -5636314.522250 nChanged 8 SP:Iteration 34Q (1568.147341 sec): 3 clusters Score: Raw -5638398.318643 + Penalty 2082.378719 = -5636315.939925 nChanged 4 SP:Iteration 35Q (1568.211110 sec): 3 clusters Score: Raw -5638399.089976 + Penalty 2082.378719 = -5636316.711257 nChanged 2 SP:Iteration 36Q (1568.272839 sec): 3 clusters Score: Raw -5638399.554437 + Penalty 2082.378719 = -5636317.175718 nChanged 3 SP:Iteration 37Q (1568.337444 sec): 3 clusters Score: Raw -5638400.043853 + Penalty 2082.378719 = -5636317.665134 nChanged 4 SP:Iteration 38Q (1568.401038 sec): 3 clusters Score: Raw -5638400.672565 + Penalty 2082.378719 = -5636318.293846 nChanged 5 SP:Iteration 39Q (1568.463600 sec): 3 clusters Score: Raw -5638401.622038 + Penalty 2082.378719 = -5636319.243319 nChanged 3 SP:Iteration 40F (1568.545867 sec): 3 clusters Score: Raw -5638402.327651 + Penalty 2082.378719 = -5636319.948933 nChanged 3 SP:Iteration 41Q (1568.609438 sec): 3 clusters Score: Raw -5638402.612406 + Penalty 2082.378719 = -5636320.233687 nChanged 0 SP:Iteration 42F (1568.685075 sec): 3 clusters Score: Raw -5638402.612406 + Penalty 2082.378719 = -5636320.233687 nChanged 0 Trying to split cluster 28 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1568.701866 sec): 2 clusters Score: Raw -17068.233243 + Penalty 503.813966 = -16564.419277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.703378 sec): 3 clusters Score: Raw -17152.659933 + Penalty 1007.627933 = -16145.032001 nChanged 45 SP:Iteration 1F (1568.704633 sec): 3 clusters Score: Raw -17283.898926 + Penalty 1007.627933 = -16276.270994 nChanged 16 SP:Iteration 2F (1568.705887 sec): 3 clusters Score: Raw -17371.184101 + Penalty 1007.627933 = -16363.556168 nChanged 12 SP:Iteration 3F (1568.707132 sec): 3 clusters Score: Raw -17412.763505 + Penalty 1007.627933 = -16405.135572 nChanged 4 SP:Iteration 4Q (1568.708355 sec): 3 clusters Score: Raw -17424.235249 + Penalty 1007.627933 = -16416.607317 nChanged 1 SP:Iteration 5Q (1568.709591 sec): 3 clusters Score: Raw -17428.231952 + Penalty 1007.627933 = -16420.604019 nChanged 0 SP:Iteration 6F (1568.710831 sec): 3 clusters Score: Raw -17428.231952 + Penalty 1007.627933 = -16420.604019 nChanged 0 Trying to split cluster 29 (3483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1568.727534 sec): 2 clusters Score: Raw -311409.313115 + Penalty 774.786681 = -310634.526434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.741123 sec): 3 clusters Score: Raw -309588.647083 + Penalty 1549.573361 = -308039.073721 nChanged 1456 SP:Iteration 1F (1568.753676 sec): 3 clusters Score: Raw -310606.793458 + Penalty 1549.573361 = -309057.220097 nChanged 327 SP:Iteration 2F (1568.766213 sec): 3 clusters Score: Raw -310861.866251 + Penalty 1549.573361 = -309312.292890 nChanged 255 SP:Iteration 3F (1568.779061 sec): 3 clusters Score: Raw -311057.811736 + Penalty 1549.573361 = -309508.238374 nChanged 196 SP:Iteration 4F (1568.791663 sec): 3 clusters Score: Raw -311203.684127 + Penalty 1549.573361 = -309654.110766 nChanged 148 SP:Iteration 5Q (1568.811839 sec): 3 clusters Score: Raw -311284.346542 + Penalty 1549.573361 = -309734.773181 nChanged 117 SP:Iteration 6Q (1568.824454 sec): 3 clusters Score: Raw -311340.536992 + Penalty 1549.573361 = -309790.963631 nChanged 96 SP:Iteration 7Q (1568.836941 sec): 3 clusters Score: Raw -311395.777807 + Penalty 1549.573361 = -309846.204445 nChanged 86 SP:Iteration 8Q (1568.849698 sec): 3 clusters Score: Raw -311432.588677 + Penalty 1549.573361 = -309883.015316 nChanged 64 SP:Iteration 9Q (1568.880360 sec): 3 clusters Score: Raw -311457.639997 + Penalty 1549.573361 = -309908.066636 nChanged 44 SP:Iteration 10Q (1568.892187 sec): 3 clusters Score: Raw -311473.193845 + Penalty 1549.573361 = -309923.620484 nChanged 42 SP:Iteration 11Q (1568.904812 sec): 3 clusters Score: Raw -311487.839047 + Penalty 1549.573361 = -309938.265686 nChanged 38 SP:Iteration 12Q (1568.917156 sec): 3 clusters Score: Raw -311502.902352 + Penalty 1549.573361 = -309953.328990 nChanged 39 SP:Iteration 13Q (1568.929644 sec): 3 clusters Score: Raw -311514.768468 + Penalty 1549.573361 = -309965.195107 nChanged 29 SP:Iteration 14Q (1568.942171 sec): 3 clusters Score: Raw -311524.040061 + Penalty 1549.573361 = -309974.466700 nChanged 28 SP:Iteration 15Q (1568.954472 sec): 3 clusters Score: Raw -311532.074044 + Penalty 1549.573361 = -309982.500682 nChanged 22 SP:Iteration 16Q (1568.966927 sec): 3 clusters Score: Raw -311539.265653 + Penalty 1549.573361 = -309989.692292 nChanged 27 SP:Iteration 17Q (1568.979365 sec): 3 clusters Score: Raw -311548.230081 + Penalty 1549.573361 = -309998.656720 nChanged 37 SP:Iteration 18Q (1568.991888 sec): 3 clusters Score: Raw -311559.857921 + Penalty 1549.573361 = -310010.284559 nChanged 33 SP:Iteration 19Q (1569.004297 sec): 3 clusters Score: Raw -311570.490378 + Penalty 1549.573361 = -310020.917017 nChanged 32 SP:Iteration 20F (1569.033199 sec): 3 clusters Score: Raw -311582.572181 + Penalty 1549.573361 = -310032.998820 nChanged 33 SP:Iteration 21Q (1569.052242 sec): 3 clusters Score: Raw -311593.230144 + Penalty 1549.573361 = -310043.656782 nChanged 24 SP:Iteration 22Q (1569.064873 sec): 3 clusters Score: Raw -311599.753650 + Penalty 1549.573361 = -310050.180288 nChanged 17 SP:Iteration 23Q (1569.077540 sec): 3 clusters Score: Raw -311603.626674 + Penalty 1549.573361 = -310054.053312 nChanged 13 SP:Iteration 24Q (1569.089297 sec): 3 clusters Score: Raw -311607.370705 + Penalty 1549.573361 = -310057.797343 nChanged 17 SP:Iteration 25Q (1569.112802 sec): 3 clusters Score: Raw -311611.870079 + Penalty 1549.573361 = -310062.296718 nChanged 17 SP:Iteration 26Q (1569.125087 sec): 3 clusters Score: Raw -311615.253842 + Penalty 1549.573361 = -310065.680481 nChanged 11 SP:Iteration 27Q (1569.137041 sec): 3 clusters Score: Raw -311617.538573 + Penalty 1549.573361 = -310067.965212 nChanged 13 SP:Iteration 28Q (1569.149421 sec): 3 clusters Score: Raw -311620.971471 + Penalty 1549.573361 = -310071.398110 nChanged 16 SP:Iteration 29Q (1569.161919 sec): 3 clusters Score: Raw -311625.963830 + Penalty 1549.573361 = -310076.390468 nChanged 18 SP:Iteration 30Q (1569.174315 sec): 3 clusters Score: Raw -311631.312701 + Penalty 1549.573361 = -310081.739340 nChanged 15 SP:Iteration 31Q (1569.186691 sec): 3 clusters Score: Raw -311635.025355 + Penalty 1549.573361 = -310085.451994 nChanged 15 SP:Iteration 32Q (1569.199078 sec): 3 clusters Score: Raw -311639.334231 + Penalty 1549.573361 = -310089.760870 nChanged 18 SP:Iteration 33Q (1569.211446 sec): 3 clusters Score: Raw -311644.701481 + Penalty 1549.573361 = -310095.128120 nChanged 19 SP:Iteration 34Q (1569.223759 sec): 3 clusters Score: Raw -311650.048898 + Penalty 1549.573361 = -310100.475536 nChanged 22 SP:Iteration 35Q (1569.236250 sec): 3 clusters Score: Raw -311657.900357 + Penalty 1549.573361 = -310108.326996 nChanged 21 SP:Iteration 36Q (1569.248433 sec): 3 clusters Score: Raw -311666.519368 + Penalty 1549.573361 = -310116.946006 nChanged 19 SP:Iteration 37Q (1569.260748 sec): 3 clusters Score: Raw -311672.345754 + Penalty 1549.573361 = -310122.772393 nChanged 21 SP:Iteration 38Q (1569.272907 sec): 3 clusters Score: Raw -311679.065652 + Penalty 1549.573361 = -310129.492290 nChanged 20 SP:Iteration 39Q (1569.285162 sec): 3 clusters Score: Raw -311685.259377 + Penalty 1549.573361 = -310135.686016 nChanged 12 SP:Iteration 40F (1569.297852 sec): 3 clusters Score: Raw -311688.639089 + Penalty 1549.573361 = -310139.065728 nChanged 10 SP:Iteration 41Q (1569.310102 sec): 3 clusters Score: Raw -311690.655762 + Penalty 1549.573361 = -310141.082400 nChanged 5 SP:Iteration 42Q (1569.322443 sec): 3 clusters Score: Raw -311692.320634 + Penalty 1549.573361 = -310142.747273 nChanged 7 SP:Iteration 43Q (1569.334577 sec): 3 clusters Score: Raw -311694.895210 + Penalty 1549.573361 = -310145.321849 nChanged 11 SP:Iteration 44Q (1569.346824 sec): 3 clusters Score: Raw -311698.240931 + Penalty 1549.573361 = -310148.667570 nChanged 9 SP:Iteration 45Q (1569.359200 sec): 3 clusters Score: Raw -311700.494503 + Penalty 1549.573361 = -310150.921142 nChanged 5 SP:Iteration 46Q (1569.405193 sec): 3 clusters Score: Raw -311701.063320 + Penalty 1549.573361 = -310151.489958 nChanged 2 SP:Iteration 47Q (1569.450180 sec): 3 clusters Score: Raw -311701.325304 + Penalty 1549.573361 = -310151.751943 nChanged 1 SP:Iteration 48Q (1569.498685 sec): 3 clusters Score: Raw -311701.407025 + Penalty 1549.573361 = -310151.833663 nChanged 0 SP:Iteration 49F (1569.544899 sec): 3 clusters Score: Raw -311701.407025 + Penalty 1549.573361 = -310151.833663 nChanged 0 Trying to split cluster 30 (5042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1569.570408 sec): 2 clusters Score: Raw -487940.385023 + Penalty 809.928020 = -487130.457003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1569.600888 sec): 3 clusters Score: Raw -485053.156177 + Penalty 1619.856040 = -483433.300136 nChanged 2198 SP:Iteration 1F (1569.619111 sec): 3 clusters Score: Raw -486294.127852 + Penalty 1619.856040 = -484674.271811 nChanged 334 SP:Iteration 2F (1569.638869 sec): 3 clusters Score: Raw -486467.134668 + Penalty 1619.856040 = -484847.278627 nChanged 295 SP:Iteration 3F (1569.659417 sec): 3 clusters Score: Raw -486623.244216 + Penalty 1619.856040 = -485003.388175 nChanged 266 SP:Iteration 4F (1569.677437 sec): 3 clusters Score: Raw -486773.084989 + Penalty 1619.856040 = -485153.228948 nChanged 242 SP:Iteration 5Q (1569.693993 sec): 3 clusters Score: Raw -486913.406042 + Penalty 1619.856040 = -485293.550002 nChanged 209 SP:Iteration 6Q (1569.714274 sec): 3 clusters Score: Raw -487027.549423 + Penalty 1619.856040 = -485407.693382 nChanged 187 SP:Iteration 7Q (1569.732277 sec): 3 clusters Score: Raw -487142.832297 + Penalty 1619.856040 = -485522.976256 nChanged 205 SP:Iteration 8Q (1569.748764 sec): 3 clusters Score: Raw -487272.072796 + Penalty 1619.856040 = -485652.216755 nChanged 203 SP:Iteration 9Q (1569.767168 sec): 3 clusters Score: Raw -487399.063128 + Penalty 1619.856040 = -485779.207087 nChanged 186 SP:Iteration 10Q (1569.786219 sec): 3 clusters Score: Raw -487515.328501 + Penalty 1619.856040 = -485895.472461 nChanged 160 SP:Iteration 11Q (1569.839732 sec): 3 clusters Score: Raw -487605.165004 + Penalty 1619.856040 = -485985.308964 nChanged 140 SP:Iteration 12Q (1569.857449 sec): 3 clusters Score: Raw -487677.090693 + Penalty 1619.856040 = -486057.234652 nChanged 120 SP:Iteration 13Q (1569.875150 sec): 3 clusters Score: Raw -487726.842679 + Penalty 1619.856040 = -486106.986638 nChanged 85 SP:Iteration 14Q (1569.892855 sec): 3 clusters Score: Raw -487756.104711 + Penalty 1619.856040 = -486136.248671 nChanged 71 SP:Iteration 15Q (1569.910511 sec): 3 clusters Score: Raw -487782.350700 + Penalty 1619.856040 = -486162.494660 nChanged 54 SP:Iteration 16Q (1569.958327 sec): 3 clusters Score: Raw -487799.306459 + Penalty 1619.856040 = -486179.450418 nChanged 55 SP:Iteration 17Q (1569.973771 sec): 3 clusters Score: Raw -487813.270265 + Penalty 1619.856040 = -486193.414224 nChanged 37 SP:Iteration 18Q (1569.991408 sec): 3 clusters Score: Raw -487822.935040 + Penalty 1619.856040 = -486203.079000 nChanged 32 SP:Iteration 19Q (1570.039878 sec): 3 clusters Score: Raw -487831.821860 + Penalty 1619.856040 = -486211.965820 nChanged 36 SP:Iteration 20F (1570.090662 sec): 3 clusters Score: Raw -487840.742760 + Penalty 1619.856040 = -486220.886720 nChanged 32 SP:Iteration 21Q (1570.143215 sec): 3 clusters Score: Raw -487848.708092 + Penalty 1619.856040 = -486228.852051 nChanged 25 SP:Iteration 22Q (1570.186985 sec): 3 clusters Score: Raw -487855.147886 + Penalty 1619.856040 = -486235.291845 nChanged 28 SP:Iteration 23Q (1570.222389 sec): 3 clusters Score: Raw -487862.720233 + Penalty 1619.856040 = -486242.864193 nChanged 29 SP:Iteration 24Q (1570.239862 sec): 3 clusters Score: Raw -487870.169358 + Penalty 1619.856040 = -486250.313317 nChanged 21 SP:Iteration 25Q (1570.257831 sec): 3 clusters Score: Raw -487874.164595 + Penalty 1619.856040 = -486254.308555 nChanged 15 SP:Iteration 26Q (1570.275817 sec): 3 clusters Score: Raw -487876.772832 + Penalty 1619.856040 = -486256.916792 nChanged 11 SP:Iteration 27Q (1570.292019 sec): 3 clusters Score: Raw -487878.463224 + Penalty 1619.856040 = -486258.607183 nChanged 12 SP:Iteration 28Q (1570.314351 sec): 3 clusters Score: Raw -487880.280863 + Penalty 1619.856040 = -486260.424823 nChanged 10 SP:Iteration 29Q (1570.336999 sec): 3 clusters Score: Raw -487882.118125 + Penalty 1619.856040 = -486262.262084 nChanged 9 SP:Iteration 30Q (1570.363040 sec): 3 clusters Score: Raw -487884.109886 + Penalty 1619.856040 = -486264.253846 nChanged 8 SP:Iteration 31Q (1570.374539 sec): 3 clusters Score: Raw -487885.381923 + Penalty 1619.856040 = -486265.525883 nChanged 6 SP:Iteration 32Q (1570.426184 sec): 3 clusters Score: Raw -487886.058855 + Penalty 1619.856040 = -486266.202815 nChanged 4 SP:Iteration 33Q (1570.452905 sec): 3 clusters Score: Raw -487886.410213 + Penalty 1619.856040 = -486266.554172 nChanged 4 SP:Iteration 34Q (1570.470513 sec): 3 clusters Score: Raw -487886.788182 + Penalty 1619.856040 = -486266.932141 nChanged 6 SP:Iteration 35Q (1570.497544 sec): 3 clusters Score: Raw -487887.608408 + Penalty 1619.856040 = -486267.752367 nChanged 4 SP:Iteration 36Q (1570.514956 sec): 3 clusters Score: Raw -487888.128467 + Penalty 1619.856040 = -486268.272426 nChanged 3 SP:Iteration 37Q (1570.532533 sec): 3 clusters Score: Raw -487888.612771 + Penalty 1619.856040 = -486268.756731 nChanged 5 SP:Iteration 38Q (1570.549888 sec): 3 clusters Score: Raw -487889.848758 + Penalty 1619.856040 = -486269.992718 nChanged 3 SP:Iteration 39Q (1570.568783 sec): 3 clusters Score: Raw -487890.144143 + Penalty 1619.856040 = -486270.288102 nChanged 4 SP:Iteration 40F (1570.591570 sec): 3 clusters Score: Raw -487890.468006 + Penalty 1619.856040 = -486270.611965 nChanged 5 SP:Iteration 41Q (1570.613765 sec): 3 clusters Score: Raw -487891.265763 + Penalty 1619.856040 = -486271.409723 nChanged 3 SP:Iteration 42Q (1570.634835 sec): 3 clusters Score: Raw -487891.617081 + Penalty 1619.856040 = -486271.761041 nChanged 3 SP:Iteration 43Q (1570.652286 sec): 3 clusters Score: Raw -487891.845503 + Penalty 1619.856040 = -486271.989463 nChanged 1 SP:Iteration 44Q (1570.686954 sec): 3 clusters Score: Raw -487891.976060 + Penalty 1619.856040 = -486272.120020 nChanged 1 SP:Iteration 45Q (1570.708752 sec): 3 clusters Score: Raw -487892.022829 + Penalty 1619.856040 = -486272.166789 nChanged 0 SP:Iteration 46F (1570.735391 sec): 3 clusters Score: Raw -487892.022829 + Penalty 1619.856040 = -486272.166789 nChanged 0 Trying to split cluster 31 (2749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1570.761083 sec): 2 clusters Score: Raw -263415.079648 + Penalty 752.304286 = -262662.775361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1570.771228 sec): 3 clusters Score: Raw -261987.876488 + Penalty 1504.608573 = -260483.267915 nChanged 1091 SP:Iteration 1F (1570.781444 sec): 3 clusters Score: Raw -262618.119465 + Penalty 1504.608573 = -261113.510892 nChanged 232 SP:Iteration 2F (1570.791587 sec): 3 clusters Score: Raw -262759.166083 + Penalty 1504.608573 = -261254.557511 nChanged 167 SP:Iteration 3F (1570.806066 sec): 3 clusters Score: Raw -262857.273614 + Penalty 1504.608573 = -261352.665041 nChanged 133 SP:Iteration 4Q (1570.822191 sec): 3 clusters Score: Raw -262939.877661 + Penalty 1504.608573 = -261435.269089 nChanged 113 SP:Iteration 5Q (1570.832375 sec): 3 clusters Score: Raw -263025.209702 + Penalty 1504.608573 = -261520.601129 nChanged 118 SP:Iteration 6Q (1570.848444 sec): 3 clusters Score: Raw -263095.325998 + Penalty 1504.608573 = -261590.717425 nChanged 108 SP:Iteration 7Q (1570.898416 sec): 3 clusters Score: Raw -263153.679490 + Penalty 1504.608573 = -261649.070918 nChanged 98 SP:Iteration 8Q (1570.939731 sec): 3 clusters Score: Raw -263204.756882 + Penalty 1504.608573 = -261700.148309 nChanged 101 SP:Iteration 9Q (1570.988385 sec): 3 clusters Score: Raw -263267.407152 + Penalty 1504.608573 = -261762.798579 nChanged 92 SP:Iteration 10Q (1571.035915 sec): 3 clusters Score: Raw -263334.331314 + Penalty 1504.608573 = -261829.722742 nChanged 91 SP:Iteration 11Q (1571.045494 sec): 3 clusters Score: Raw -263399.823930 + Penalty 1504.608573 = -261895.215357 nChanged 85 SP:Iteration 12Q (1571.061222 sec): 3 clusters Score: Raw -263454.194477 + Penalty 1504.608573 = -261949.585905 nChanged 71 SP:Iteration 13Q (1571.071393 sec): 3 clusters Score: Raw -263491.453003 + Penalty 1504.608573 = -261986.844430 nChanged 63 SP:Iteration 14Q (1571.091619 sec): 3 clusters Score: Raw -263530.671745 + Penalty 1504.608573 = -262026.063172 nChanged 64 SP:Iteration 15Q (1571.111645 sec): 3 clusters Score: Raw -263573.907895 + Penalty 1504.608573 = -262069.299323 nChanged 62 SP:Iteration 16Q (1571.121672 sec): 3 clusters Score: Raw -263622.087914 + Penalty 1504.608573 = -262117.479341 nChanged 48 SP:Iteration 17Q (1571.136064 sec): 3 clusters Score: Raw -263658.244105 + Penalty 1504.608573 = -262153.635532 nChanged 50 SP:Iteration 18Q (1571.164810 sec): 3 clusters Score: Raw -263703.397610 + Penalty 1504.608573 = -262198.789037 nChanged 56 SP:Iteration 19Q (1571.177381 sec): 3 clusters Score: Raw -263736.964086 + Penalty 1504.608573 = -262232.355513 nChanged 41 SP:Iteration 20F (1571.197605 sec): 3 clusters Score: Raw -263753.297349 + Penalty 1504.608573 = -262248.688777 nChanged 26 SP:Iteration 21Q (1571.207552 sec): 3 clusters Score: Raw -263768.642243 + Penalty 1504.608573 = -262264.033670 nChanged 23 SP:Iteration 22Q (1571.227442 sec): 3 clusters Score: Raw -263782.464336 + Penalty 1504.608573 = -262277.855763 nChanged 20 SP:Iteration 23Q (1571.243897 sec): 3 clusters Score: Raw -263792.121027 + Penalty 1504.608573 = -262287.512454 nChanged 30 SP:Iteration 24Q (1571.261029 sec): 3 clusters Score: Raw -263804.562489 + Penalty 1504.608573 = -262299.953916 nChanged 23 SP:Iteration 25Q (1571.270962 sec): 3 clusters Score: Raw -263812.870432 + Penalty 1504.608573 = -262308.261859 nChanged 17 SP:Iteration 26Q (1571.283799 sec): 3 clusters Score: Raw -263819.325884 + Penalty 1504.608573 = -262314.717311 nChanged 11 SP:Iteration 27Q (1571.303779 sec): 3 clusters Score: Raw -263824.301387 + Penalty 1504.608573 = -262319.692814 nChanged 12 SP:Iteration 28Q (1571.313662 sec): 3 clusters Score: Raw -263827.996283 + Penalty 1504.608573 = -262323.387711 nChanged 11 SP:Iteration 29Q (1571.323548 sec): 3 clusters Score: Raw -263830.595443 + Penalty 1504.608573 = -262325.986870 nChanged 8 SP:Iteration 30Q (1571.333399 sec): 3 clusters Score: Raw -263835.064035 + Penalty 1504.608573 = -262330.455462 nChanged 11 SP:Iteration 31Q (1571.343266 sec): 3 clusters Score: Raw -263839.448268 + Penalty 1504.608573 = -262334.839696 nChanged 6 SP:Iteration 32Q (1571.353099 sec): 3 clusters Score: Raw -263841.695747 + Penalty 1504.608573 = -262337.087174 nChanged 8 SP:Iteration 33Q (1571.362962 sec): 3 clusters Score: Raw -263844.103121 + Penalty 1504.608573 = -262339.494548 nChanged 4 SP:Iteration 34Q (1571.372819 sec): 3 clusters Score: Raw -263845.276921 + Penalty 1504.608573 = -262340.668348 nChanged 4 SP:Iteration 35Q (1571.382611 sec): 3 clusters Score: Raw -263846.077453 + Penalty 1504.608573 = -262341.468880 nChanged 1 SP:Iteration 36Q (1571.392381 sec): 3 clusters Score: Raw -263846.143366 + Penalty 1504.608573 = -262341.534793 nChanged 0 SP:Iteration 37F (1571.402506 sec): 3 clusters Score: Raw -263846.143366 + Penalty 1504.608573 = -262341.534793 nChanged 0 Trying to split cluster 32 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.419071 sec): 2 clusters Score: Raw -63533.875094 + Penalty 608.966614 = -62924.908481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.422091 sec): 3 clusters Score: Raw -63332.478330 + Penalty 1217.933228 = -62114.545102 nChanged 171 SP:Iteration 1F (1571.424790 sec): 3 clusters Score: Raw -63485.813388 + Penalty 1217.933228 = -62267.880161 nChanged 41 SP:Iteration 2F (1571.427472 sec): 3 clusters Score: Raw -63521.323935 + Penalty 1217.933228 = -62303.390708 nChanged 21 SP:Iteration 3Q (1571.430136 sec): 3 clusters Score: Raw -63543.989896 + Penalty 1217.933228 = -62326.056669 nChanged 15 SP:Iteration 4Q (1571.432851 sec): 3 clusters Score: Raw -63560.416028 + Penalty 1217.933228 = -62342.482800 nChanged 8 SP:Iteration 5Q (1571.435524 sec): 3 clusters Score: Raw -63568.416021 + Penalty 1217.933228 = -62350.482794 nChanged 6 SP:Iteration 6Q (1571.438192 sec): 3 clusters Score: Raw -63571.821695 + Penalty 1217.933228 = -62353.888468 nChanged 1 SP:Iteration 7Q (1571.440865 sec): 3 clusters Score: Raw -63571.989945 + Penalty 1217.933228 = -62354.056717 nChanged 1 SP:Iteration 8Q (1571.443526 sec): 3 clusters Score: Raw -63572.527394 + Penalty 1217.933228 = -62354.594166 nChanged 4 SP:Iteration 9Q (1571.446191 sec): 3 clusters Score: Raw -63577.581866 + Penalty 1217.933228 = -62359.648639 nChanged 3 SP:Iteration 10Q (1571.448835 sec): 3 clusters Score: Raw -63582.271724 + Penalty 1217.933228 = -62364.338496 nChanged 4 SP:Iteration 11Q (1571.451499 sec): 3 clusters Score: Raw -63585.151360 + Penalty 1217.933228 = -62367.218133 nChanged 1 SP:Iteration 12Q (1571.454158 sec): 3 clusters Score: Raw -63587.122294 + Penalty 1217.933228 = -62369.189067 nChanged 5 SP:Iteration 13Q (1571.456809 sec): 3 clusters Score: Raw -63590.751782 + Penalty 1217.933228 = -62372.818554 nChanged 2 SP:Iteration 14Q (1571.459440 sec): 3 clusters Score: Raw -63592.230265 + Penalty 1217.933228 = -62374.297038 nChanged 2 SP:Iteration 15Q (1571.462087 sec): 3 clusters Score: Raw -63593.035100 + Penalty 1217.933228 = -62375.101872 nChanged 1 SP:Iteration 16Q (1571.464762 sec): 3 clusters Score: Raw -63593.452033 + Penalty 1217.933228 = -62375.518805 nChanged 1 SP:Iteration 17Q (1571.467426 sec): 3 clusters Score: Raw -63593.874518 + Penalty 1217.933228 = -62375.941290 nChanged 0 SP:Iteration 18F (1571.470075 sec): 3 clusters Score: Raw -63593.874518 + Penalty 1217.933228 = -62375.941290 nChanged 0 Trying to split cluster 33 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.478137 sec): 2 clusters Score: Raw -10150.402618 + Penalty 494.380635 = -9656.021983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.479471 sec): 3 clusters Score: Raw -10308.415577 + Penalty 988.761271 = -9319.654307 nChanged 43 SP:Iteration 1F (1571.480655 sec): 3 clusters Score: Raw -10417.465480 + Penalty 988.761271 = -9428.704209 nChanged 12 SP:Iteration 2F (1571.481851 sec): 3 clusters Score: Raw -10443.980109 + Penalty 988.761271 = -9455.218839 nChanged 5 SP:Iteration 3Q (1571.483027 sec): 3 clusters Score: Raw -10460.289845 + Penalty 988.761271 = -9471.528575 nChanged 2 SP:Iteration 4Q (1571.484194 sec): 3 clusters Score: Raw -10462.384400 + Penalty 988.761271 = -9473.623130 nChanged 1 SP:Iteration 5Q (1571.485359 sec): 3 clusters Score: Raw -10463.131236 + Penalty 988.761271 = -9474.369966 nChanged 0 SP:Iteration 6F (1571.486563 sec): 3 clusters Score: Raw -10463.131236 + Penalty 988.761271 = -9474.369966 nChanged 0 Trying to split cluster 34 (16236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.514705 sec): 2 clusters Score: Raw -1610545.939173 + Penalty 921.023696 = -1609624.915477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.546828 sec): 3 clusters Score: Raw -1600551.548088 + Penalty 1842.047393 = -1598709.500695 nChanged 7445 SP:Iteration 1F (1571.577138 sec): 3 clusters Score: Raw -1604979.538697 + Penalty 1842.047393 = -1603137.491304 nChanged 994 SP:Iteration 2F (1571.608112 sec): 3 clusters Score: Raw -1605407.542274 + Penalty 1842.047393 = -1603565.494881 nChanged 922 SP:Iteration 3F (1571.640803 sec): 3 clusters Score: Raw -1605842.005218 + Penalty 1842.047393 = -1603999.957825 nChanged 908 SP:Iteration 4F (1571.677089 sec): 3 clusters Score: Raw -1606321.982914 + Penalty 1842.047393 = -1604479.935521 nChanged 869 SP:Iteration 5F (1571.707476 sec): 3 clusters Score: Raw -1606838.900153 + Penalty 1842.047393 = -1604996.852760 nChanged 875 SP:Iteration 6F (1571.746021 sec): 3 clusters Score: Raw -1607467.907116 + Penalty 1842.047393 = -1605625.859723 nChanged 849 SP:Iteration 7F (1571.780841 sec): 3 clusters Score: Raw -1608129.298460 + Penalty 1842.047393 = -1606287.251067 nChanged 719 SP:Iteration 8Q (1571.811147 sec): 3 clusters Score: Raw -1608760.744332 + Penalty 1842.047393 = -1606918.696939 nChanged 573 SP:Iteration 9Q (1571.841116 sec): 3 clusters Score: Raw -1609211.366685 + Penalty 1842.047393 = -1607369.319292 nChanged 404 SP:Iteration 10Q (1571.870226 sec): 3 clusters Score: Raw -1609504.970560 + Penalty 1842.047393 = -1607662.923167 nChanged 312 SP:Iteration 11Q (1571.898910 sec): 3 clusters Score: Raw -1609728.798433 + Penalty 1842.047393 = -1607886.751040 nChanged 247 SP:Iteration 12Q (1571.935415 sec): 3 clusters Score: Raw -1609898.562186 + Penalty 1842.047393 = -1608056.514793 nChanged 222 SP:Iteration 13Q (1571.963380 sec): 3 clusters Score: Raw -1610048.693633 + Penalty 1842.047393 = -1608206.646240 nChanged 194 SP:Iteration 14Q (1571.993785 sec): 3 clusters Score: Raw -1610169.245694 + Penalty 1842.047393 = -1608327.198301 nChanged 163 SP:Iteration 15Q (1572.031287 sec): 3 clusters Score: Raw -1610274.648616 + Penalty 1842.047393 = -1608432.601223 nChanged 151 SP:Iteration 16Q (1572.058478 sec): 3 clusters Score: Raw -1610367.721231 + Penalty 1842.047393 = -1608525.673838 nChanged 136 SP:Iteration 17Q (1572.085697 sec): 3 clusters Score: Raw -1610437.397396 + Penalty 1842.047393 = -1608595.350003 nChanged 111 SP:Iteration 18Q (1572.112535 sec): 3 clusters Score: Raw -1610496.178138 + Penalty 1842.047393 = -1608654.130745 nChanged 92 SP:Iteration 19Q (1572.139323 sec): 3 clusters Score: Raw -1610547.252144 + Penalty 1842.047393 = -1608705.204751 nChanged 92 SP:Iteration 20F (1572.169998 sec): 3 clusters Score: Raw -1610585.469839 + Penalty 1842.047393 = -1608743.422446 nChanged 58 SP:Iteration 21Q (1572.196700 sec): 3 clusters Score: Raw -1610607.671205 + Penalty 1842.047393 = -1608765.623812 nChanged 45 SP:Iteration 22Q (1572.223250 sec): 3 clusters Score: Raw -1610629.100290 + Penalty 1842.047393 = -1608787.052897 nChanged 44 SP:Iteration 23Q (1572.250092 sec): 3 clusters Score: Raw -1610648.619783 + Penalty 1842.047393 = -1608806.572390 nChanged 39 SP:Iteration 24Q (1572.276683 sec): 3 clusters Score: Raw -1610662.278072 + Penalty 1842.047393 = -1608820.230680 nChanged 24 SP:Iteration 25Q (1572.307316 sec): 3 clusters Score: Raw -1610668.501322 + Penalty 1842.047393 = -1608826.453929 nChanged 22 SP:Iteration 26Q (1572.333695 sec): 3 clusters Score: Raw -1610674.453020 + Penalty 1842.047393 = -1608832.405627 nChanged 19 SP:Iteration 27Q (1572.383510 sec): 3 clusters Score: Raw -1610678.444506 + Penalty 1842.047393 = -1608836.397113 nChanged 12 SP:Iteration 28Q (1572.418518 sec): 3 clusters Score: Raw -1610681.327070 + Penalty 1842.047393 = -1608839.279677 nChanged 20 SP:Iteration 29Q (1572.445251 sec): 3 clusters Score: Raw -1610687.903260 + Penalty 1842.047393 = -1608845.855867 nChanged 21 SP:Iteration 30Q (1572.496561 sec): 3 clusters Score: Raw -1610692.416971 + Penalty 1842.047393 = -1608850.369578 nChanged 12 SP:Iteration 31Q (1572.535983 sec): 3 clusters Score: Raw -1610695.679143 + Penalty 1842.047393 = -1608853.631750 nChanged 10 SP:Iteration 32Q (1572.571679 sec): 3 clusters Score: Raw -1610698.226351 + Penalty 1842.047393 = -1608856.178958 nChanged 8 SP:Iteration 33Q (1572.598303 sec): 3 clusters Score: Raw -1610700.482435 + Penalty 1842.047393 = -1608858.435042 nChanged 6 SP:Iteration 34Q (1572.624733 sec): 3 clusters Score: Raw -1610701.791521 + Penalty 1842.047393 = -1608859.744129 nChanged 8 SP:Iteration 35Q (1572.656408 sec): 3 clusters Score: Raw -1610704.009689 + Penalty 1842.047393 = -1608861.962296 nChanged 4 SP:Iteration 36Q (1572.682833 sec): 3 clusters Score: Raw -1610705.330730 + Penalty 1842.047393 = -1608863.283337 nChanged 6 SP:Iteration 37Q (1572.734108 sec): 3 clusters Score: Raw -1610706.891228 + Penalty 1842.047393 = -1608864.843835 nChanged 5 SP:Iteration 38Q (1572.763166 sec): 3 clusters Score: Raw -1610707.938756 + Penalty 1842.047393 = -1608865.891363 nChanged 6 SP:Iteration 39Q (1572.797361 sec): 3 clusters Score: Raw -1610708.871143 + Penalty 1842.047393 = -1608866.823750 nChanged 3 SP:Iteration 40F (1572.827597 sec): 3 clusters Score: Raw -1610709.553876 + Penalty 1842.047393 = -1608867.506484 nChanged 4 SP:Iteration 41Q (1572.854116 sec): 3 clusters Score: Raw -1610710.952207 + Penalty 1842.047393 = -1608868.904814 nChanged 5 SP:Iteration 42Q (1572.880582 sec): 3 clusters Score: Raw -1610713.030633 + Penalty 1842.047393 = -1608870.983240 nChanged 6 SP:Iteration 43Q (1572.907146 sec): 3 clusters Score: Raw -1610714.550278 + Penalty 1842.047393 = -1608872.502885 nChanged 10 SP:Iteration 44Q (1572.933692 sec): 3 clusters Score: Raw -1610717.228819 + Penalty 1842.047393 = -1608875.181426 nChanged 5 SP:Iteration 45Q (1572.960227 sec): 3 clusters Score: Raw -1610718.642526 + Penalty 1842.047393 = -1608876.595133 nChanged 8 SP:Iteration 46Q (1572.986741 sec): 3 clusters Score: Raw -1610720.167278 + Penalty 1842.047393 = -1608878.119885 nChanged 6 SP:Iteration 47Q (1573.013185 sec): 3 clusters Score: Raw -1610720.996927 + Penalty 1842.047393 = -1608878.949534 nChanged 5 SP:Iteration 48Q (1573.063388 sec): 3 clusters Score: Raw -1610721.594042 + Penalty 1842.047393 = -1608879.546649 nChanged 4 SP:Iteration 49Q (1573.089725 sec): 3 clusters Score: Raw -1610722.759563 + Penalty 1842.047393 = -1608880.712170 nChanged 2 SP:Iteration 50Q (1573.116046 sec): 3 clusters Score: Raw -1610723.252412 + Penalty 1842.047393 = -1608881.205019 nChanged 5 SP:Iteration 51Q (1573.142660 sec): 3 clusters Score: Raw -1610724.223137 + Penalty 1842.047393 = -1608882.175744 nChanged 7 SP:Iteration 52Q (1573.169141 sec): 3 clusters Score: Raw -1610725.881422 + Penalty 1842.047393 = -1608883.834030 nChanged 4 SP:Iteration 53Q (1573.195620 sec): 3 clusters Score: Raw -1610726.661935 + Penalty 1842.047393 = -1608884.614542 nChanged 2 SP:Iteration 54Q (1573.222176 sec): 3 clusters Score: Raw -1610726.901949 + Penalty 1842.047393 = -1608884.854556 nChanged 4 SP:Iteration 55Q (1573.258394 sec): 3 clusters Score: Raw -1610727.865173 + Penalty 1842.047393 = -1608885.817781 nChanged 7 SP:Iteration 56Q (1573.285156 sec): 3 clusters Score: Raw -1610729.636471 + Penalty 1842.047393 = -1608887.589078 nChanged 4 SP:Iteration 57Q (1573.311611 sec): 3 clusters Score: Raw -1610730.618538 + Penalty 1842.047393 = -1608888.571145 nChanged 6 SP:Iteration 58Q (1573.338144 sec): 3 clusters Score: Raw -1610731.582419 + Penalty 1842.047393 = -1608889.535026 nChanged 2 SP:Iteration 59Q (1573.399493 sec): 3 clusters Score: Raw -1610732.035960 + Penalty 1842.047393 = -1608889.988567 nChanged 0 SP:Iteration 60F (1573.435370 sec): 3 clusters Score: Raw -1610732.035960 + Penalty 1842.047393 = -1608889.988567 nChanged 0 Trying to split cluster 35 (13210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.462493 sec): 2 clusters Score: Raw -1322802.810677 + Penalty 901.429293 = -1321901.381384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.491353 sec): 3 clusters Score: Raw -1314833.001141 + Penalty 1802.858586 = -1313030.142556 nChanged 6012 SP:Iteration 1F (1573.518902 sec): 3 clusters Score: Raw -1318180.758094 + Penalty 1802.858586 = -1316377.899508 nChanged 794 SP:Iteration 2F (1573.557489 sec): 3 clusters Score: Raw -1318525.269435 + Penalty 1802.858586 = -1316722.410849 nChanged 735 SP:Iteration 3F (1573.619625 sec): 3 clusters Score: Raw -1318865.025858 + Penalty 1802.858586 = -1317062.167273 nChanged 676 SP:Iteration 4F (1573.657149 sec): 3 clusters Score: Raw -1319181.182836 + Penalty 1802.858586 = -1317378.324250 nChanged 608 SP:Iteration 5Q (1573.684549 sec): 3 clusters Score: Raw -1319453.260074 + Penalty 1802.858586 = -1317650.401489 nChanged 579 SP:Iteration 6Q (1573.713474 sec): 3 clusters Score: Raw -1319729.868081 + Penalty 1802.858586 = -1317927.009495 nChanged 654 SP:Iteration 7Q (1573.741966 sec): 3 clusters Score: Raw -1320140.521616 + Penalty 1802.858586 = -1318337.663031 nChanged 717 SP:Iteration 8F (1573.769482 sec): 3 clusters Score: Raw -1320644.646423 + Penalty 1802.858586 = -1318841.787837 nChanged 697 SP:Iteration 9F (1573.833120 sec): 3 clusters Score: Raw -1321184.563423 + Penalty 1802.858586 = -1319381.704837 nChanged 636 SP:Iteration 10Q (1573.889423 sec): 3 clusters Score: Raw -1321680.910606 + Penalty 1802.858586 = -1319878.052021 nChanged 475 SP:Iteration 11Q (1573.928146 sec): 3 clusters Score: Raw -1322044.357328 + Penalty 1802.858586 = -1320241.498743 nChanged 342 SP:Iteration 12Q (1573.955437 sec): 3 clusters Score: Raw -1322292.767341 + Penalty 1802.858586 = -1320489.908756 nChanged 255 SP:Iteration 13Q (1573.999970 sec): 3 clusters Score: Raw -1322493.691878 + Penalty 1802.858586 = -1320690.833292 nChanged 182 SP:Iteration 14Q (1574.025357 sec): 3 clusters Score: Raw -1322624.904845 + Penalty 1802.858586 = -1320822.046260 nChanged 146 SP:Iteration 15Q (1574.059719 sec): 3 clusters Score: Raw -1322720.492657 + Penalty 1802.858586 = -1320917.634071 nChanged 89 SP:Iteration 16Q (1574.084104 sec): 3 clusters Score: Raw -1322780.864016 + Penalty 1802.858586 = -1320978.005430 nChanged 67 SP:Iteration 17Q (1574.119160 sec): 3 clusters Score: Raw -1322821.936824 + Penalty 1802.858586 = -1321019.078238 nChanged 50 SP:Iteration 18Q (1574.143598 sec): 3 clusters Score: Raw -1322846.867517 + Penalty 1802.858586 = -1321044.008931 nChanged 39 SP:Iteration 19Q (1574.191292 sec): 3 clusters Score: Raw -1322867.411513 + Penalty 1802.858586 = -1321064.552927 nChanged 44 SP:Iteration 20F (1574.230943 sec): 3 clusters Score: Raw -1322891.926263 + Penalty 1802.858586 = -1321089.067677 nChanged 23 SP:Iteration 21Q (1574.254852 sec): 3 clusters Score: Raw -1322905.449449 + Penalty 1802.858586 = -1321102.590863 nChanged 20 SP:Iteration 22Q (1574.299977 sec): 3 clusters Score: Raw -1322915.598415 + Penalty 1802.858586 = -1321112.739829 nChanged 21 SP:Iteration 23Q (1574.324327 sec): 3 clusters Score: Raw -1322923.721745 + Penalty 1802.858586 = -1321120.863159 nChanged 16 SP:Iteration 24Q (1574.358179 sec): 3 clusters Score: Raw -1322929.876725 + Penalty 1802.858586 = -1321127.018139 nChanged 8 SP:Iteration 25Q (1574.382154 sec): 3 clusters Score: Raw -1322932.037387 + Penalty 1802.858586 = -1321129.178802 nChanged 5 SP:Iteration 26Q (1574.406233 sec): 3 clusters Score: Raw -1322933.107007 + Penalty 1802.858586 = -1321130.248421 nChanged 6 SP:Iteration 27Q (1574.430250 sec): 3 clusters Score: Raw -1322935.657522 + Penalty 1802.858586 = -1321132.798936 nChanged 9 SP:Iteration 28Q (1574.454191 sec): 3 clusters Score: Raw -1322938.552646 + Penalty 1802.858586 = -1321135.694060 nChanged 11 SP:Iteration 29Q (1574.478302 sec): 3 clusters Score: Raw -1322943.389147 + Penalty 1802.858586 = -1321140.530561 nChanged 12 SP:Iteration 30Q (1574.502198 sec): 3 clusters Score: Raw -1322947.625462 + Penalty 1802.858586 = -1321144.766877 nChanged 3 SP:Iteration 31Q (1574.526112 sec): 3 clusters Score: Raw -1322948.697600 + Penalty 1802.858586 = -1321145.839015 nChanged 2 SP:Iteration 32Q (1574.550331 sec): 3 clusters Score: Raw -1322949.844335 + Penalty 1802.858586 = -1321146.985749 nChanged 2 SP:Iteration 33Q (1574.574229 sec): 3 clusters Score: Raw -1322950.550206 + Penalty 1802.858586 = -1321147.691621 nChanged 2 SP:Iteration 34Q (1574.598168 sec): 3 clusters Score: Raw -1322951.315673 + Penalty 1802.858586 = -1321148.457087 nChanged 1 SP:Iteration 35Q (1574.622081 sec): 3 clusters Score: Raw -1322951.448687 + Penalty 1802.858586 = -1321148.590101 nChanged 0 SP:Iteration 36F (1574.650614 sec): 3 clusters Score: Raw -1322951.448687 + Penalty 1802.858586 = -1321148.590101 nChanged 0 Trying to split cluster 36 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1574.665023 sec): 2 clusters Score: Raw -15044.705595 + Penalty 506.148236 = -14538.557359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1574.672035 sec): 3 clusters Score: Raw -15173.463061 + Penalty 1012.296472 = -14161.166589 nChanged 50 SP:Iteration 1F (1574.673323 sec): 3 clusters Score: Raw -15292.965595 + Penalty 1012.296472 = -14280.669123 nChanged 13 SP:Iteration 2F (1574.674620 sec): 3 clusters Score: Raw -15335.616929 + Penalty 1012.296472 = -14323.320457 nChanged 2 SP:Iteration 3Q (1574.675868 sec): 3 clusters Score: Raw -15339.740040 + Penalty 1012.296472 = -14327.443568 nChanged 2 SP:Iteration 4Q (1574.677167 sec): 3 clusters Score: Raw -15341.316693 + Penalty 1012.296472 = -14329.020221 nChanged 0 SP:Iteration 5F (1574.682822 sec): 3 clusters Score: Raw -15341.316693 + Penalty 1012.296472 = -14329.020221 nChanged 0 Trying to split cluster 37 (8829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1574.708527 sec): 2 clusters Score: Raw -838526.101294 + Penalty 863.150719 = -837662.950576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1574.732077 sec): 3 clusters Score: Raw -833351.052943 + Penalty 1726.301437 = -831624.751506 nChanged 3882 SP:Iteration 1F (1574.754677 sec): 3 clusters Score: Raw -835598.853111 + Penalty 1726.301437 = -833872.551674 nChanged 632 SP:Iteration 2F (1574.779132 sec): 3 clusters Score: Raw -835953.029656 + Penalty 1726.301437 = -834226.728219 nChanged 603 SP:Iteration 3F (1574.801261 sec): 3 clusters Score: Raw -836330.536585 + Penalty 1726.301437 = -834604.235148 nChanged 607 SP:Iteration 4F (1574.860844 sec): 3 clusters Score: Raw -836790.603000 + Penalty 1726.301437 = -835064.301563 nChanged 560 SP:Iteration 5F (1574.916469 sec): 3 clusters Score: Raw -837216.828405 + Penalty 1726.301437 = -835490.526968 nChanged 510 SP:Iteration 6F (1574.960762 sec): 3 clusters Score: Raw -837598.544801 + Penalty 1726.301437 = -835872.243364 nChanged 463 SP:Iteration 7F (1575.018153 sec): 3 clusters Score: Raw -837920.687832 + Penalty 1726.301437 = -836194.386395 nChanged 368 SP:Iteration 8Q (1575.044963 sec): 3 clusters Score: Raw -838147.156849 + Penalty 1726.301437 = -836420.855412 nChanged 305 SP:Iteration 9Q (1575.067337 sec): 3 clusters Score: Raw -838308.554550 + Penalty 1726.301437 = -836582.253113 nChanged 230 SP:Iteration 10Q (1575.089767 sec): 3 clusters Score: Raw -838419.904963 + Penalty 1726.301437 = -836693.603526 nChanged 165 SP:Iteration 11Q (1575.114202 sec): 3 clusters Score: Raw -838488.953418 + Penalty 1726.301437 = -836762.651981 nChanged 151 SP:Iteration 12Q (1575.169766 sec): 3 clusters Score: Raw -838551.739536 + Penalty 1726.301437 = -836825.438099 nChanged 136 SP:Iteration 13Q (1575.197354 sec): 3 clusters Score: Raw -838607.935099 + Penalty 1726.301437 = -836881.633662 nChanged 125 SP:Iteration 14Q (1575.229818 sec): 3 clusters Score: Raw -838663.097157 + Penalty 1726.301437 = -836936.795720 nChanged 114 SP:Iteration 15Q (1575.266148 sec): 3 clusters Score: Raw -838710.638437 + Penalty 1726.301437 = -836984.337000 nChanged 110 SP:Iteration 16Q (1575.290322 sec): 3 clusters Score: Raw -838763.144622 + Penalty 1726.301437 = -837036.843185 nChanged 92 SP:Iteration 17Q (1575.342690 sec): 3 clusters Score: Raw -838811.854888 + Penalty 1726.301437 = -837085.553451 nChanged 125 SP:Iteration 18Q (1575.365157 sec): 3 clusters Score: Raw -838865.783125 + Penalty 1726.301437 = -837139.481688 nChanged 94 SP:Iteration 19Q (1575.415150 sec): 3 clusters Score: Raw -838900.515875 + Penalty 1726.301437 = -837174.214438 nChanged 78 SP:Iteration 20F (1575.476505 sec): 3 clusters Score: Raw -838924.595141 + Penalty 1726.301437 = -837198.293704 nChanged 80 SP:Iteration 21Q (1575.522868 sec): 3 clusters Score: Raw -838946.485761 + Penalty 1726.301437 = -837220.184324 nChanged 62 SP:Iteration 22Q (1575.544001 sec): 3 clusters Score: Raw -838963.449216 + Penalty 1726.301437 = -837237.147779 nChanged 63 SP:Iteration 23Q (1575.565301 sec): 3 clusters Score: Raw -838980.213760 + Penalty 1726.301437 = -837253.912323 nChanged 58 SP:Iteration 24Q (1575.586390 sec): 3 clusters Score: Raw -838996.002900 + Penalty 1726.301437 = -837269.701463 nChanged 51 SP:Iteration 25Q (1575.607674 sec): 3 clusters Score: Raw -839010.098392 + Penalty 1726.301437 = -837283.796955 nChanged 49 SP:Iteration 26Q (1575.628756 sec): 3 clusters Score: Raw -839023.791137 + Penalty 1726.301437 = -837297.489700 nChanged 37 SP:Iteration 27Q (1575.650536 sec): 3 clusters Score: Raw -839030.908397 + Penalty 1726.301437 = -837304.606960 nChanged 27 SP:Iteration 28Q (1575.672135 sec): 3 clusters Score: Raw -839034.896326 + Penalty 1726.301437 = -837308.594889 nChanged 27 SP:Iteration 29Q (1575.714922 sec): 3 clusters Score: Raw -839038.262910 + Penalty 1726.301437 = -837311.961473 nChanged 15 SP:Iteration 30Q (1575.736526 sec): 3 clusters Score: Raw -839039.867118 + Penalty 1726.301437 = -837313.565681 nChanged 8 SP:Iteration 31Q (1575.758171 sec): 3 clusters Score: Raw -839040.997669 + Penalty 1726.301437 = -837314.696232 nChanged 7 SP:Iteration 32Q (1575.792067 sec): 3 clusters Score: Raw -839041.811575 + Penalty 1726.301437 = -837315.510138 nChanged 7 SP:Iteration 33Q (1575.820359 sec): 3 clusters Score: Raw -839042.878529 + Penalty 1726.301437 = -837316.577092 nChanged 10 SP:Iteration 34Q (1575.842038 sec): 3 clusters Score: Raw -839043.775350 + Penalty 1726.301437 = -837317.473913 nChanged 10 SP:Iteration 35Q (1575.863742 sec): 3 clusters Score: Raw -839044.854073 + Penalty 1726.301437 = -837318.552636 nChanged 14 SP:Iteration 36Q (1575.885530 sec): 3 clusters Score: Raw -839047.656118 + Penalty 1726.301437 = -837321.354681 nChanged 21 SP:Iteration 37Q (1575.907340 sec): 3 clusters Score: Raw -839050.107218 + Penalty 1726.301437 = -837323.805781 nChanged 15 SP:Iteration 38Q (1575.928860 sec): 3 clusters Score: Raw -839052.377007 + Penalty 1726.301437 = -837326.075570 nChanged 13 SP:Iteration 39Q (1575.950452 sec): 3 clusters Score: Raw -839053.998687 + Penalty 1726.301437 = -837327.697250 nChanged 12 SP:Iteration 40F (1575.982886 sec): 3 clusters Score: Raw -839055.636016 + Penalty 1726.301437 = -837329.334579 nChanged 11 SP:Iteration 41Q (1576.004274 sec): 3 clusters Score: Raw -839056.719429 + Penalty 1726.301437 = -837330.417992 nChanged 10 SP:Iteration 42Q (1576.025360 sec): 3 clusters Score: Raw -839057.565989 + Penalty 1726.301437 = -837331.264552 nChanged 6 SP:Iteration 43Q (1576.055274 sec): 3 clusters Score: Raw -839058.109442 + Penalty 1726.301437 = -837331.808005 nChanged 5 SP:Iteration 44Q (1576.078874 sec): 3 clusters Score: Raw -839058.410806 + Penalty 1726.301437 = -837332.109369 nChanged 2 SP:Iteration 45Q (1576.103212 sec): 3 clusters Score: Raw -839058.635570 + Penalty 1726.301437 = -837332.334133 nChanged 2 SP:Iteration 46Q (1576.124800 sec): 3 clusters Score: Raw -839058.720466 + Penalty 1726.301437 = -837332.419029 nChanged 2 SP:Iteration 47Q (1576.146112 sec): 3 clusters Score: Raw -839058.920792 + Penalty 1726.301437 = -837332.619355 nChanged 3 SP:Iteration 48Q (1576.167228 sec): 3 clusters Score: Raw -839059.223485 + Penalty 1726.301437 = -837332.922048 nChanged 3 SP:Iteration 49Q (1576.188817 sec): 3 clusters Score: Raw -839059.453158 + Penalty 1726.301437 = -837333.151721 nChanged 3 SP:Iteration 50Q (1576.210660 sec): 3 clusters Score: Raw -839059.633420 + Penalty 1726.301437 = -837333.331983 nChanged 3 SP:Iteration 51Q (1576.232273 sec): 3 clusters Score: Raw -839060.023269 + Penalty 1726.301437 = -837333.721832 nChanged 3 SP:Iteration 52Q (1576.253934 sec): 3 clusters Score: Raw -839060.350608 + Penalty 1726.301437 = -837334.049171 nChanged 2 SP:Iteration 53Q (1576.279532 sec): 3 clusters Score: Raw -839060.441632 + Penalty 1726.301437 = -837334.140195 nChanged 1 SP:Iteration 54Q (1576.305679 sec): 3 clusters Score: Raw -839060.516924 + Penalty 1726.301437 = -837334.215487 nChanged 1 SP:Iteration 55Q (1576.327134 sec): 3 clusters Score: Raw -839060.591242 + Penalty 1726.301437 = -837334.289805 nChanged 2 SP:Iteration 56Q (1576.356118 sec): 3 clusters Score: Raw -839060.809685 + Penalty 1726.301437 = -837334.508247 nChanged 1 SP:Iteration 57Q (1576.400702 sec): 3 clusters Score: Raw -839060.844240 + Penalty 1726.301437 = -837334.542803 nChanged 0 SP:Iteration 58F (1576.430848 sec): 3 clusters Score: Raw -839060.844240 + Penalty 1726.301437 = -837334.542803 nChanged 0 Iteration 179Q (1581.149863 sec): 38 clusters Score: Raw -58497008.546208 + Penalty 46896.096993 = -58450112.449215 nChanged 82 Iteration 180F (1591.574806 sec): 38 clusters Score: Raw -58497010.641201 + Penalty 46896.096993 = -58450114.544208 nChanged 66 Iteration 181Q (1596.840775 sec): 38 clusters Score: Raw -58497012.343905 + Penalty 46896.096993 = -58450116.246912 nChanged 70 Iteration 182Q (1602.093473 sec): 38 clusters Score: Raw -58497014.093245 + Penalty 46896.096993 = -58450117.996251 nChanged 78 Iteration 183Q (1607.330314 sec): 38 clusters Score: Raw -58497015.697181 + Penalty 46896.096993 = -58450119.600187 nChanged 71 Iteration 184Q (1612.583673 sec): 38 clusters Score: Raw -58497017.804368 + Penalty 46896.096993 = -58450121.707374 nChanged 78 Iteration 185Q (1617.876382 sec): 38 clusters Score: Raw -58497020.099313 + Penalty 46896.096993 = -58450124.002319 nChanged 64 Iteration 186Q (1623.147661 sec): 38 clusters Score: Raw -58497022.354981 + Penalty 46896.096993 = -58450126.257988 nChanged 67 Iteration 187Q (1628.448921 sec): 38 clusters Score: Raw -58497024.293062 + Penalty 46896.096993 = -58450128.196069 nChanged 69 Iteration 188Q (1633.756974 sec): 38 clusters Score: Raw -58497025.818169 + Penalty 46896.096993 = -58450129.721175 nChanged 55 Iteration 189Q (1639.074088 sec): 38 clusters Score: Raw -58497026.874478 + Penalty 46896.096993 = -58450130.777484 nChanged 40 Iteration 190Q (1644.312243 sec): 38 clusters Score: Raw -58497027.628100 + Penalty 46896.096993 = -58450131.531107 nChanged 38 Iteration 191Q (1649.562569 sec): 38 clusters Score: Raw -58497028.424403 + Penalty 46896.096993 = -58450132.327410 nChanged 30 Iteration 192Q (1654.840197 sec): 38 clusters Score: Raw -58497028.945703 + Penalty 46896.096993 = -58450132.848710 nChanged 29 Iteration 193Q (1660.124189 sec): 38 clusters Score: Raw -58497029.495359 + Penalty 46896.096993 = -58450133.398365 nChanged 29 Iteration 194Q (1665.376296 sec): 38 clusters Score: Raw -58497030.021880 + Penalty 46896.096993 = -58450133.924886 nChanged 33 Iteration 195Q (1670.608512 sec): 38 clusters Score: Raw -58497030.478398 + Penalty 46896.096993 = -58450134.381404 nChanged 29 Iteration 196Q (1675.900507 sec): 38 clusters Score: Raw -58497031.050303 + Penalty 46896.096993 = -58450134.953310 nChanged 34 Iteration 197Q (1681.125254 sec): 38 clusters Score: Raw -58497031.638114 + Penalty 46896.096993 = -58450135.541121 nChanged 42 Iteration 198Q (1686.394015 sec): 38 clusters Score: Raw -58497032.290315 + Penalty 46896.096993 = -58450136.193321 nChanged 42 Iteration 199Q (1691.645920 sec): 38 clusters Score: Raw -58497032.905024 + Penalty 46896.096993 = -58450136.808031 nChanged 46 Iteration 200F (1702.040171 sec): 38 clusters Score: Raw -58497033.778574 + Penalty 46896.096993 = -58450137.681580 nChanged 49 Iteration 201Q (1707.316262 sec): 38 clusters Score: Raw -58497034.783275 + Penalty 46896.096993 = -58450138.686282 nChanged 46 Iteration 202Q (1712.602911 sec): 38 clusters Score: Raw -58497035.544866 + Penalty 46896.096993 = -58450139.447873 nChanged 40 Iteration 203Q (1717.869189 sec): 38 clusters Score: Raw -58497036.030003 + Penalty 46896.096993 = -58450139.933009 nChanged 38 Iteration 204Q (1723.144117 sec): 38 clusters Score: Raw -58497036.608128 + Penalty 46896.096993 = -58450140.511135 nChanged 39 Iteration 205Q (1728.427969 sec): 38 clusters Score: Raw -58497037.347309 + Penalty 46896.096993 = -58450141.250315 nChanged 44 Iteration 206Q (1733.668529 sec): 38 clusters Score: Raw -58497038.169704 + Penalty 46896.096993 = -58450142.072711 nChanged 41 Iteration 207Q (1738.893645 sec): 38 clusters Score: Raw -58497038.958979 + Penalty 46896.096993 = -58450142.861986 nChanged 37 Iteration 208Q (1744.143255 sec): 38 clusters Score: Raw -58497039.534386 + Penalty 46896.096993 = -58450143.437392 nChanged 35 Iteration 209Q (1749.370153 sec): 38 clusters Score: Raw -58497040.075179 + Penalty 46896.096993 = -58450143.978186 nChanged 30 Iteration 210Q (1754.656814 sec): 38 clusters Score: Raw -58497040.616333 + Penalty 46896.096993 = -58450144.519340 nChanged 38 Iteration 211Q (1759.927820 sec): 38 clusters Score: Raw -58497041.235193 + Penalty 46896.096993 = -58450145.138200 nChanged 29 Iteration 212Q (1765.167458 sec): 38 clusters Score: Raw -58497041.886951 + Penalty 46896.096993 = -58450145.789957 nChanged 46 Iteration 213Q (1770.413592 sec): 38 clusters Score: Raw -58497042.912967 + Penalty 46896.096993 = -58450146.815973 nChanged 33 Iteration 214Q (1775.679653 sec): 38 clusters Score: Raw -58497043.538845 + Penalty 46896.096993 = -58450147.441852 nChanged 25 Iteration 215Q (1780.940903 sec): 38 clusters Score: Raw -58497044.359688 + Penalty 46896.096993 = -58450148.262694 nChanged 29 Iteration 216Q (1786.214561 sec): 38 clusters Score: Raw -58497045.163192 + Penalty 46896.096993 = -58450149.066199 nChanged 21 Iteration 217Q (1791.422795 sec): 38 clusters Score: Raw -58497045.788794 + Penalty 46896.096993 = -58450149.691800 nChanged 21 Iteration 218Q (1796.675954 sec): 38 clusters Score: Raw -58497046.498938 + Penalty 46896.096993 = -58450150.401945 nChanged 21 Writing temp clu file Because OldScore, -58450149.691800, is greater than current (better) Score,-58450150.401945 Compute initial score before splitting: Score: Raw -58497046.498938 + Penalty 46896.096993 = -58450150.401945 Trying to split cluster 1 (17991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1796.811819 sec): 2 clusters Score: Raw -1765490.249552 + Penalty 930.774557 = -1764559.474995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1796.846373 sec): 3 clusters Score: Raw -1754392.150737 + Penalty 1861.549113 = -1752530.601623 nChanged 8312 SP:Iteration 1F (1796.878824 sec): 3 clusters Score: Raw -1759055.116231 + Penalty 1861.549113 = -1757193.567118 nChanged 894 SP:Iteration 2Q (1796.912035 sec): 3 clusters Score: Raw -1759381.512498 + Penalty 1861.549113 = -1757519.963385 nChanged 873 SP:Iteration 3Q (1796.945000 sec): 3 clusters Score: Raw -1759766.260230 + Penalty 1861.549113 = -1757904.711117 nChanged 966 SP:Iteration 4F (1796.977637 sec): 3 clusters Score: Raw -1760291.484429 + Penalty 1861.549113 = -1758429.935315 nChanged 1072 SP:Iteration 5F (1797.010097 sec): 3 clusters Score: Raw -1760986.724978 + Penalty 1861.549113 = -1759125.175865 nChanged 1149 SP:Iteration 6F (1797.042825 sec): 3 clusters Score: Raw -1761842.431453 + Penalty 1861.549113 = -1759980.882340 nChanged 1152 SP:Iteration 7F (1797.078372 sec): 3 clusters Score: Raw -1762829.291286 + Penalty 1861.549113 = -1760967.742173 nChanged 1064 SP:Iteration 8F (1797.115722 sec): 3 clusters Score: Raw -1763798.504006 + Penalty 1861.549113 = -1761936.954893 nChanged 830 SP:Iteration 9Q (1797.147274 sec): 3 clusters Score: Raw -1764552.486121 + Penalty 1861.549113 = -1762690.937008 nChanged 525 SP:Iteration 10Q (1797.177589 sec): 3 clusters Score: Raw -1765020.615680 + Penalty 1861.549113 = -1763159.066566 nChanged 325 SP:Iteration 11Q (1797.206635 sec): 3 clusters Score: Raw -1765314.478235 + Penalty 1861.549113 = -1763452.929122 nChanged 152 SP:Iteration 12Q (1797.234739 sec): 3 clusters Score: Raw -1765457.010704 + Penalty 1861.549113 = -1763595.461590 nChanged 77 SP:Iteration 13Q (1797.262730 sec): 3 clusters Score: Raw -1765525.820859 + Penalty 1861.549113 = -1763664.271746 nChanged 31 SP:Iteration 14Q (1797.291457 sec): 3 clusters Score: Raw -1765551.729773 + Penalty 1861.549113 = -1763690.180659 nChanged 17 SP:Iteration 15Q (1797.319265 sec): 3 clusters Score: Raw -1765568.615828 + Penalty 1861.549113 = -1763707.066715 nChanged 12 SP:Iteration 16Q (1797.347306 sec): 3 clusters Score: Raw -1765578.236636 + Penalty 1861.549113 = -1763716.687523 nChanged 11 SP:Iteration 17Q (1797.393111 sec): 3 clusters Score: Raw -1765586.850692 + Penalty 1861.549113 = -1763725.301579 nChanged 7 SP:Iteration 18Q (1797.420298 sec): 3 clusters Score: Raw -1765592.021780 + Penalty 1861.549113 = -1763730.472666 nChanged 4 SP:Iteration 19Q (1797.448098 sec): 3 clusters Score: Raw -1765594.700422 + Penalty 1861.549113 = -1763733.151308 nChanged 2 SP:Iteration 20F (1797.480346 sec): 3 clusters Score: Raw -1765595.394802 + Penalty 1861.549113 = -1763733.845689 nChanged 2 SP:Iteration 21Q (1797.530795 sec): 3 clusters Score: Raw -1765596.655188 + Penalty 1861.549113 = -1763735.106075 nChanged 3 SP:Iteration 22Q (1797.561919 sec): 3 clusters Score: Raw -1765598.286793 + Penalty 1861.549113 = -1763736.737680 nChanged 1 SP:Iteration 23Q (1797.622444 sec): 3 clusters Score: Raw -1765598.648057 + Penalty 1861.549113 = -1763737.098944 nChanged 0 SP:Iteration 24F (1797.654146 sec): 3 clusters Score: Raw -1765598.648057 + Penalty 1861.549113 = -1763737.098944 nChanged 0 Trying to split cluster 2 (11581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1797.676337 sec): 2 clusters Score: Raw -1050853.461102 + Penalty 888.926505 = -1049964.534598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1797.703221 sec): 3 clusters Score: Raw -1043841.749617 + Penalty 1777.853010 = -1042063.896608 nChanged 5271 SP:Iteration 1F (1797.729056 sec): 3 clusters Score: Raw -1046757.660262 + Penalty 1777.853010 = -1044979.807252 nChanged 690 SP:Iteration 2F (1797.754831 sec): 3 clusters Score: Raw -1047054.819357 + Penalty 1777.853010 = -1045276.966347 nChanged 640 SP:Iteration 3F (1797.780505 sec): 3 clusters Score: Raw -1047366.116655 + Penalty 1777.853010 = -1045588.263646 nChanged 643 SP:Iteration 4F (1797.810319 sec): 3 clusters Score: Raw -1047732.155042 + Penalty 1777.853010 = -1045954.302033 nChanged 675 SP:Iteration 5F (1797.836214 sec): 3 clusters Score: Raw -1048192.979848 + Penalty 1777.853010 = -1046415.126838 nChanged 664 SP:Iteration 6F (1797.862657 sec): 3 clusters Score: Raw -1048717.066615 + Penalty 1777.853010 = -1046939.213606 nChanged 632 SP:Iteration 7F (1797.888494 sec): 3 clusters Score: Raw -1049261.753537 + Penalty 1777.853010 = -1047483.900527 nChanged 541 SP:Iteration 8Q (1797.915417 sec): 3 clusters Score: Raw -1049709.437134 + Penalty 1777.853010 = -1047931.584124 nChanged 402 SP:Iteration 9Q (1797.940337 sec): 3 clusters Score: Raw -1049999.477699 + Penalty 1777.853010 = -1048221.624689 nChanged 270 SP:Iteration 10Q (1797.964895 sec): 3 clusters Score: Raw -1050183.195293 + Penalty 1777.853010 = -1048405.342283 nChanged 237 SP:Iteration 11Q (1797.989229 sec): 3 clusters Score: Raw -1050330.329898 + Penalty 1777.853010 = -1048552.476889 nChanged 177 SP:Iteration 12Q (1798.013465 sec): 3 clusters Score: Raw -1050424.222464 + Penalty 1777.853010 = -1048646.369454 nChanged 142 SP:Iteration 13Q (1798.037503 sec): 3 clusters Score: Raw -1050497.245705 + Penalty 1777.853010 = -1048719.392695 nChanged 111 SP:Iteration 14Q (1798.061417 sec): 3 clusters Score: Raw -1050548.471441 + Penalty 1777.853010 = -1048770.618432 nChanged 108 SP:Iteration 15Q (1798.097513 sec): 3 clusters Score: Raw -1050595.043816 + Penalty 1777.853010 = -1048817.190807 nChanged 106 SP:Iteration 16Q (1798.121276 sec): 3 clusters Score: Raw -1050646.270770 + Penalty 1777.853010 = -1048868.417761 nChanged 97 SP:Iteration 17Q (1798.144874 sec): 3 clusters Score: Raw -1050693.979750 + Penalty 1777.853010 = -1048916.126741 nChanged 77 SP:Iteration 18Q (1798.171413 sec): 3 clusters Score: Raw -1050735.571877 + Penalty 1777.853010 = -1048957.718868 nChanged 73 SP:Iteration 19Q (1798.195010 sec): 3 clusters Score: Raw -1050769.294224 + Penalty 1777.853010 = -1048991.441215 nChanged 62 SP:Iteration 20F (1798.229120 sec): 3 clusters Score: Raw -1050795.995434 + Penalty 1777.853010 = -1049018.142424 nChanged 50 SP:Iteration 21Q (1798.255360 sec): 3 clusters Score: Raw -1050816.631396 + Penalty 1777.853010 = -1049038.778386 nChanged 54 SP:Iteration 22Q (1798.279004 sec): 3 clusters Score: Raw -1050843.847181 + Penalty 1777.853010 = -1049065.994171 nChanged 52 SP:Iteration 23Q (1798.302359 sec): 3 clusters Score: Raw -1050871.292785 + Penalty 1777.853010 = -1049093.439776 nChanged 37 SP:Iteration 24Q (1798.325693 sec): 3 clusters Score: Raw -1050891.203055 + Penalty 1777.853010 = -1049113.350045 nChanged 28 SP:Iteration 25Q (1798.348910 sec): 3 clusters Score: Raw -1050904.532835 + Penalty 1777.853010 = -1049126.679826 nChanged 20 SP:Iteration 26Q (1798.372038 sec): 3 clusters Score: Raw -1050914.301438 + Penalty 1777.853010 = -1049136.448429 nChanged 27 SP:Iteration 27Q (1798.395275 sec): 3 clusters Score: Raw -1050930.040319 + Penalty 1777.853010 = -1049152.187310 nChanged 17 SP:Iteration 28Q (1798.421605 sec): 3 clusters Score: Raw -1050942.368787 + Penalty 1777.853010 = -1049164.515778 nChanged 18 SP:Iteration 29Q (1798.444738 sec): 3 clusters Score: Raw -1050956.819665 + Penalty 1777.853010 = -1049178.966655 nChanged 20 SP:Iteration 30Q (1798.476884 sec): 3 clusters Score: Raw -1050971.615165 + Penalty 1777.853010 = -1049193.762155 nChanged 16 SP:Iteration 31Q (1798.500049 sec): 3 clusters Score: Raw -1050979.786437 + Penalty 1777.853010 = -1049201.933428 nChanged 14 SP:Iteration 32Q (1798.525310 sec): 3 clusters Score: Raw -1050991.179148 + Penalty 1777.853010 = -1049213.326138 nChanged 10 SP:Iteration 33Q (1798.548331 sec): 3 clusters Score: Raw -1050998.203671 + Penalty 1777.853010 = -1049220.350661 nChanged 8 SP:Iteration 34Q (1798.571384 sec): 3 clusters Score: Raw -1051003.076493 + Penalty 1777.853010 = -1049225.223484 nChanged 4 SP:Iteration 35Q (1798.594526 sec): 3 clusters Score: Raw -1051005.241327 + Penalty 1777.853010 = -1049227.388317 nChanged 5 SP:Iteration 36Q (1798.625716 sec): 3 clusters Score: Raw -1051009.374134 + Penalty 1777.853010 = -1049231.521125 nChanged 8 SP:Iteration 37Q (1798.648751 sec): 3 clusters Score: Raw -1051013.819131 + Penalty 1777.853010 = -1049235.966122 nChanged 6 SP:Iteration 38Q (1798.671963 sec): 3 clusters Score: Raw -1051018.172820 + Penalty 1777.853010 = -1049240.319810 nChanged 6 SP:Iteration 39Q (1798.699355 sec): 3 clusters Score: Raw -1051020.360145 + Penalty 1777.853010 = -1049242.507136 nChanged 1 SP:Iteration 40F (1798.724977 sec): 3 clusters Score: Raw -1051020.878610 + Penalty 1777.853010 = -1049243.025600 nChanged 1 SP:Iteration 41Q (1798.748123 sec): 3 clusters Score: Raw -1051021.587780 + Penalty 1777.853010 = -1049243.734770 nChanged 2 SP:Iteration 42Q (1798.771142 sec): 3 clusters Score: Raw -1051022.832849 + Penalty 1777.853010 = -1049244.979840 nChanged 2 SP:Iteration 43Q (1798.794150 sec): 3 clusters Score: Raw -1051024.278452 + Penalty 1777.853010 = -1049246.425442 nChanged 5 SP:Iteration 44Q (1798.823091 sec): 3 clusters Score: Raw -1051027.066490 + Penalty 1777.853010 = -1049249.213481 nChanged 3 SP:Iteration 45Q (1798.846014 sec): 3 clusters Score: Raw -1051029.666069 + Penalty 1777.853010 = -1049251.813059 nChanged 4 SP:Iteration 46Q (1798.868970 sec): 3 clusters Score: Raw -1051031.454800 + Penalty 1777.853010 = -1049253.601790 nChanged 2 SP:Iteration 47Q (1798.892065 sec): 3 clusters Score: Raw -1051032.196172 + Penalty 1777.853010 = -1049254.343162 nChanged 1 SP:Iteration 48Q (1798.915135 sec): 3 clusters Score: Raw -1051032.860501 + Penalty 1777.853010 = -1049255.007492 nChanged 0 SP:Iteration 49F (1798.940741 sec): 3 clusters Score: Raw -1051032.860501 + Penalty 1777.853010 = -1049255.007492 nChanged 0 Trying to split cluster 3 (128001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1799.067989 sec): 2 clusters Score: Raw -12730901.297001 + Penalty 1117.180369 = -12729784.116633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1799.227660 sec): 3 clusters Score: Raw -12645996.422489 + Penalty 2234.360738 = -12643762.061751 nChanged 62041 SP:Iteration 1F (1799.384367 sec): 3 clusters Score: Raw -12683126.371705 + Penalty 2234.360738 = -12680892.010967 nChanged 5496 SP:Iteration 2Q (1799.554407 sec): 3 clusters Score: Raw -12685057.264160 + Penalty 2234.360738 = -12682822.903422 nChanged 6879 SP:Iteration 3F (1799.711072 sec): 3 clusters Score: Raw -12688345.578445 + Penalty 2234.360738 = -12686111.217707 nChanged 8700 SP:Iteration 4F (1799.867519 sec): 3 clusters Score: Raw -12693685.996606 + Penalty 2234.360738 = -12691451.635868 nChanged 10115 SP:Iteration 5F (1800.032254 sec): 3 clusters Score: Raw -12701363.458992 + Penalty 2234.360738 = -12699129.098254 nChanged 10442 SP:Iteration 6F (1800.188732 sec): 3 clusters Score: Raw -12710385.013540 + Penalty 2234.360738 = -12708150.652802 nChanged 8879 SP:Iteration 7F (1800.342698 sec): 3 clusters Score: Raw -12718450.911685 + Penalty 2234.360738 = -12716216.550948 nChanged 6344 SP:Iteration 8Q (1800.510991 sec): 3 clusters Score: Raw -12724134.754540 + Penalty 2234.360738 = -12721900.393803 nChanged 3910 SP:Iteration 9Q (1800.672651 sec): 3 clusters Score: Raw -12727426.865595 + Penalty 2234.360738 = -12725192.504857 nChanged 2207 SP:Iteration 10Q (1800.822619 sec): 3 clusters Score: Raw -12729172.200057 + Penalty 2234.360738 = -12726937.839320 nChanged 1249 SP:Iteration 11Q (1800.966618 sec): 3 clusters Score: Raw -12730043.501340 + Penalty 2234.360738 = -12727809.140602 nChanged 702 SP:Iteration 12Q (1801.106376 sec): 3 clusters Score: Raw -12730475.802349 + Penalty 2234.360738 = -12728241.441611 nChanged 416 SP:Iteration 13Q (1801.242453 sec): 3 clusters Score: Raw -12730717.724538 + Penalty 2234.360738 = -12728483.363800 nChanged 278 SP:Iteration 14Q (1801.376486 sec): 3 clusters Score: Raw -12730864.794265 + Penalty 2234.360738 = -12728630.433527 nChanged 157 SP:Iteration 15Q (1801.509985 sec): 3 clusters Score: Raw -12730932.383627 + Penalty 2234.360738 = -12728698.022890 nChanged 95 SP:Iteration 16Q (1801.648142 sec): 3 clusters Score: Raw -12730972.768050 + Penalty 2234.360738 = -12728738.407312 nChanged 63 SP:Iteration 17Q (1801.780250 sec): 3 clusters Score: Raw -12731003.063548 + Penalty 2234.360738 = -12728768.702811 nChanged 51 SP:Iteration 18Q (1801.933488 sec): 3 clusters Score: Raw -12731023.275516 + Penalty 2234.360738 = -12728788.914778 nChanged 36 SP:Iteration 19Q (1802.065807 sec): 3 clusters Score: Raw -12731038.849254 + Penalty 2234.360738 = -12728804.488516 nChanged 25 SP:Iteration 20F (1802.220057 sec): 3 clusters Score: Raw -12731051.507367 + Penalty 2234.360738 = -12728817.146629 nChanged 24 SP:Iteration 21Q (1802.351841 sec): 3 clusters Score: Raw -12731068.044196 + Penalty 2234.360738 = -12728833.683459 nChanged 34 SP:Iteration 22Q (1802.482204 sec): 3 clusters Score: Raw -12731087.167334 + Penalty 2234.360738 = -12728852.806596 nChanged 26 SP:Iteration 23Q (1802.613504 sec): 3 clusters Score: Raw -12731099.306186 + Penalty 2234.360738 = -12728864.945449 nChanged 21 SP:Iteration 24Q (1802.743902 sec): 3 clusters Score: Raw -12731109.086189 + Penalty 2234.360738 = -12728874.725452 nChanged 17 SP:Iteration 25Q (1802.875480 sec): 3 clusters Score: Raw -12731118.219742 + Penalty 2234.360738 = -12728883.859004 nChanged 18 SP:Iteration 26Q (1803.011031 sec): 3 clusters Score: Raw -12731128.090963 + Penalty 2234.360738 = -12728893.730225 nChanged 10 SP:Iteration 27Q (1803.142698 sec): 3 clusters Score: Raw -12731133.064717 + Penalty 2234.360738 = -12728898.703979 nChanged 8 SP:Iteration 28Q (1803.273468 sec): 3 clusters Score: Raw -12731136.686493 + Penalty 2234.360738 = -12728902.325756 nChanged 9 SP:Iteration 29Q (1803.426453 sec): 3 clusters Score: Raw -12731140.083710 + Penalty 2234.360738 = -12728905.722972 nChanged 6 SP:Iteration 30Q (1803.557731 sec): 3 clusters Score: Raw -12731141.993039 + Penalty 2234.360738 = -12728907.632302 nChanged 5 SP:Iteration 31Q (1803.715675 sec): 3 clusters Score: Raw -12731143.001423 + Penalty 2234.360738 = -12728908.640686 nChanged 0 SP:Iteration 32F (1803.901191 sec): 3 clusters Score: Raw -12731143.001423 + Penalty 2234.360738 = -12728908.640686 nChanged 0 Trying to split cluster 4 (140960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1804.028283 sec): 2 clusters Score: Raw -13725874.880760 + Penalty 1126.341987 = -13724748.538774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1804.202252 sec): 3 clusters Score: Raw -13631976.119194 + Penalty 2252.683974 = -13629723.435220 nChanged 68678 SP:Iteration 1F (1804.372208 sec): 3 clusters Score: Raw -13674033.168133 + Penalty 2252.683974 = -13671780.484159 nChanged 6022 SP:Iteration 2Q (1804.563833 sec): 3 clusters Score: Raw -13675990.419249 + Penalty 2252.683974 = -13673737.735275 nChanged 7093 SP:Iteration 3F (1804.731256 sec): 3 clusters Score: Raw -13679024.547437 + Penalty 2252.683974 = -13676771.863463 nChanged 8726 SP:Iteration 4F (1804.903897 sec): 3 clusters Score: Raw -13683901.659164 + Penalty 2252.683974 = -13681648.975191 nChanged 10365 SP:Iteration 5F (1805.080500 sec): 3 clusters Score: Raw -13691306.617356 + Penalty 2252.683974 = -13689053.933382 nChanged 11422 SP:Iteration 6F (1805.250543 sec): 3 clusters Score: Raw -13701135.025031 + Penalty 2252.683974 = -13698882.341058 nChanged 10828 SP:Iteration 7F (1805.421133 sec): 3 clusters Score: Raw -13711496.574070 + Penalty 2252.683974 = -13709243.890096 nChanged 8067 SP:Iteration 8F (1805.593750 sec): 3 clusters Score: Raw -13719607.289775 + Penalty 2252.683974 = -13717354.605802 nChanged 4401 SP:Iteration 9Q (1805.789002 sec): 3 clusters Score: Raw -13723887.683061 + Penalty 2252.683974 = -13721634.999087 nChanged 1669 SP:Iteration 10Q (1805.958641 sec): 3 clusters Score: Raw -13725369.470672 + Penalty 2252.683974 = -13723116.786698 nChanged 479 SP:Iteration 11Q (1806.114294 sec): 3 clusters Score: Raw -13725750.173134 + Penalty 2252.683974 = -13723497.489160 nChanged 165 SP:Iteration 12Q (1806.261083 sec): 3 clusters Score: Raw -13725899.165462 + Penalty 2252.683974 = -13723646.481488 nChanged 87 SP:Iteration 13Q (1806.408405 sec): 3 clusters Score: Raw -13725967.669017 + Penalty 2252.683974 = -13723714.985043 nChanged 46 SP:Iteration 14Q (1806.563830 sec): 3 clusters Score: Raw -13726011.702375 + Penalty 2252.683974 = -13723759.018401 nChanged 38 SP:Iteration 15Q (1806.705203 sec): 3 clusters Score: Raw -13726062.758262 + Penalty 2252.683974 = -13723810.074288 nChanged 33 SP:Iteration 16Q (1806.848764 sec): 3 clusters Score: Raw -13726088.674574 + Penalty 2252.683974 = -13723835.990601 nChanged 26 SP:Iteration 17Q (1807.000492 sec): 3 clusters Score: Raw -13726104.890103 + Penalty 2252.683974 = -13723852.206129 nChanged 13 SP:Iteration 18Q (1807.149316 sec): 3 clusters Score: Raw -13726109.952913 + Penalty 2252.683974 = -13723857.268939 nChanged 10 SP:Iteration 19Q (1807.292070 sec): 3 clusters Score: Raw -13726115.887791 + Penalty 2252.683974 = -13723863.203818 nChanged 21 SP:Iteration 20F (1807.460077 sec): 3 clusters Score: Raw -13726129.546526 + Penalty 2252.683974 = -13723876.862553 nChanged 23 SP:Iteration 21Q (1807.603028 sec): 3 clusters Score: Raw -13726148.164530 + Penalty 2252.683974 = -13723895.480556 nChanged 19 SP:Iteration 22Q (1807.745846 sec): 3 clusters Score: Raw -13726165.190347 + Penalty 2252.683974 = -13723912.506373 nChanged 20 SP:Iteration 23Q (1807.887876 sec): 3 clusters Score: Raw -13726179.060649 + Penalty 2252.683974 = -13723926.376675 nChanged 28 SP:Iteration 24Q (1808.057783 sec): 3 clusters Score: Raw -13726197.815671 + Penalty 2252.683974 = -13723945.131697 nChanged 23 SP:Iteration 25Q (1808.200827 sec): 3 clusters Score: Raw -13726216.373005 + Penalty 2252.683974 = -13723963.689031 nChanged 29 SP:Iteration 26Q (1808.343724 sec): 3 clusters Score: Raw -13726239.071489 + Penalty 2252.683974 = -13723986.387516 nChanged 34 SP:Iteration 27Q (1808.486718 sec): 3 clusters Score: Raw -13726259.700247 + Penalty 2252.683974 = -13724007.016273 nChanged 24 SP:Iteration 28Q (1808.628320 sec): 3 clusters Score: Raw -13726275.931555 + Penalty 2252.683974 = -13724023.247581 nChanged 33 SP:Iteration 29Q (1808.776999 sec): 3 clusters Score: Raw -13726300.126937 + Penalty 2252.683974 = -13724047.442963 nChanged 40 SP:Iteration 30Q (1808.920063 sec): 3 clusters Score: Raw -13726321.410228 + Penalty 2252.683974 = -13724068.726254 nChanged 41 SP:Iteration 31Q (1809.063144 sec): 3 clusters Score: Raw -13726351.088238 + Penalty 2252.683974 = -13724098.404265 nChanged 43 SP:Iteration 32Q (1809.211492 sec): 3 clusters Score: Raw -13726378.422116 + Penalty 2252.683974 = -13724125.738142 nChanged 33 SP:Iteration 33Q (1809.355121 sec): 3 clusters Score: Raw -13726394.944198 + Penalty 2252.683974 = -13724142.260224 nChanged 24 SP:Iteration 34Q (1809.496141 sec): 3 clusters Score: Raw -13726406.719167 + Penalty 2252.683974 = -13724154.035193 nChanged 23 SP:Iteration 35Q (1809.637915 sec): 3 clusters Score: Raw -13726417.835072 + Penalty 2252.683974 = -13724165.151098 nChanged 25 SP:Iteration 36Q (1809.786851 sec): 3 clusters Score: Raw -13726427.928257 + Penalty 2252.683974 = -13724175.244283 nChanged 15 SP:Iteration 37Q (1809.932825 sec): 3 clusters Score: Raw -13726434.252129 + Penalty 2252.683974 = -13724181.568155 nChanged 12 SP:Iteration 38Q (1810.075718 sec): 3 clusters Score: Raw -13726439.392088 + Penalty 2252.683974 = -13724186.708114 nChanged 12 SP:Iteration 39Q (1810.226383 sec): 3 clusters Score: Raw -13726444.398288 + Penalty 2252.683974 = -13724191.714314 nChanged 5 SP:Iteration 40F (1810.394944 sec): 3 clusters Score: Raw -13726457.053125 + Penalty 2252.683974 = -13724204.369151 nChanged 24 SP:Iteration 41Q (1810.538735 sec): 3 clusters Score: Raw -13726469.469891 + Penalty 2252.683974 = -13724216.785917 nChanged 20 SP:Iteration 42Q (1810.683160 sec): 3 clusters Score: Raw -13726480.039548 + Penalty 2252.683974 = -13724227.355574 nChanged 24 SP:Iteration 43Q (1810.825648 sec): 3 clusters Score: Raw -13726490.419206 + Penalty 2252.683974 = -13724237.735232 nChanged 23 SP:Iteration 44Q (1810.968768 sec): 3 clusters Score: Raw -13726500.163978 + Penalty 2252.683974 = -13724247.480004 nChanged 20 SP:Iteration 45Q (1811.121207 sec): 3 clusters Score: Raw -13726509.221040 + Penalty 2252.683974 = -13724256.537066 nChanged 22 SP:Iteration 46Q (1811.261121 sec): 3 clusters Score: Raw -13726519.490733 + Penalty 2252.683974 = -13724266.806760 nChanged 25 SP:Iteration 47Q (1811.404022 sec): 3 clusters Score: Raw -13726527.301081 + Penalty 2252.683974 = -13724274.617107 nChanged 23 SP:Iteration 48Q (1811.545946 sec): 3 clusters Score: Raw -13726534.730615 + Penalty 2252.683974 = -13724282.046641 nChanged 21 SP:Iteration 49Q (1811.689091 sec): 3 clusters Score: Raw -13726541.371060 + Penalty 2252.683974 = -13724288.687087 nChanged 23 SP:Iteration 50Q (1811.850459 sec): 3 clusters Score: Raw -13726551.217181 + Penalty 2252.683974 = -13724298.533208 nChanged 30 SP:Iteration 51Q (1811.997155 sec): 3 clusters Score: Raw -13726564.374067 + Penalty 2252.683974 = -13724311.690093 nChanged 39 SP:Iteration 52Q (1812.139539 sec): 3 clusters Score: Raw -13726583.836874 + Penalty 2252.683974 = -13724331.152900 nChanged 44 SP:Iteration 53Q (1812.300321 sec): 3 clusters Score: Raw -13726601.744551 + Penalty 2252.683974 = -13724349.060577 nChanged 43 SP:Iteration 54Q (1812.443073 sec): 3 clusters Score: Raw -13726619.046368 + Penalty 2252.683974 = -13724366.362394 nChanged 52 SP:Iteration 55Q (1812.586243 sec): 3 clusters Score: Raw -13726643.846217 + Penalty 2252.683974 = -13724391.162243 nChanged 48 SP:Iteration 56Q (1812.727341 sec): 3 clusters Score: Raw -13726663.466097 + Penalty 2252.683974 = -13724410.782123 nChanged 59 SP:Iteration 57Q (1812.870181 sec): 3 clusters Score: Raw -13726689.206418 + Penalty 2252.683974 = -13724436.522444 nChanged 47 SP:Iteration 58Q (1813.012823 sec): 3 clusters Score: Raw -13726704.959094 + Penalty 2252.683974 = -13724452.275120 nChanged 34 SP:Iteration 59Q (1813.155887 sec): 3 clusters Score: Raw -13726714.870459 + Penalty 2252.683974 = -13724462.186485 nChanged 21 SP:Iteration 60F (1813.332949 sec): 3 clusters Score: Raw -13726729.992629 + Penalty 2252.683974 = -13724477.308655 nChanged 39 SP:Iteration 61Q (1813.475424 sec): 3 clusters Score: Raw -13726744.105525 + Penalty 2252.683974 = -13724491.421551 nChanged 37 SP:Iteration 62Q (1813.618866 sec): 3 clusters Score: Raw -13726755.609345 + Penalty 2252.683974 = -13724502.925372 nChanged 32 SP:Iteration 63Q (1813.762299 sec): 3 clusters Score: Raw -13726762.291759 + Penalty 2252.683974 = -13724509.607785 nChanged 26 SP:Iteration 64Q (1813.910619 sec): 3 clusters Score: Raw -13726768.944918 + Penalty 2252.683974 = -13724516.260945 nChanged 29 SP:Iteration 65Q (1814.053826 sec): 3 clusters Score: Raw -13726776.387615 + Penalty 2252.683974 = -13724523.703641 nChanged 34 SP:Iteration 66Q (1814.197294 sec): 3 clusters Score: Raw -13726785.719149 + Penalty 2252.683974 = -13724533.035175 nChanged 38 SP:Iteration 67Q (1814.340207 sec): 3 clusters Score: Raw -13726796.201119 + Penalty 2252.683974 = -13724543.517145 nChanged 27 SP:Iteration 68Q (1814.485565 sec): 3 clusters Score: Raw -13726801.824835 + Penalty 2252.683974 = -13724549.140861 nChanged 25 SP:Iteration 69Q (1814.629175 sec): 3 clusters Score: Raw -13726806.320703 + Penalty 2252.683974 = -13724553.636729 nChanged 16 SP:Iteration 70Q (1814.775271 sec): 3 clusters Score: Raw -13726808.702026 + Penalty 2252.683974 = -13724556.018052 nChanged 11 SP:Iteration 71Q (1814.917902 sec): 3 clusters Score: Raw -13726809.956851 + Penalty 2252.683974 = -13724557.272877 nChanged 9 SP:Iteration 72Q (1815.061422 sec): 3 clusters Score: Raw -13726811.042115 + Penalty 2252.683974 = -13724558.358141 nChanged 6 SP:Iteration 73Q (1815.204632 sec): 3 clusters Score: Raw -13726811.756441 + Penalty 2252.683974 = -13724559.072467 nChanged 4 SP:Iteration 74Q (1815.347375 sec): 3 clusters Score: Raw -13726812.128271 + Penalty 2252.683974 = -13724559.444297 nChanged 7 SP:Iteration 75Q (1815.490745 sec): 3 clusters Score: Raw -13726813.083247 + Penalty 2252.683974 = -13724560.399273 nChanged 11 SP:Iteration 76Q (1815.633753 sec): 3 clusters Score: Raw -13726815.263814 + Penalty 2252.683974 = -13724562.579840 nChanged 14 SP:Iteration 77Q (1815.777236 sec): 3 clusters Score: Raw -13726818.198099 + Penalty 2252.683974 = -13724565.514125 nChanged 12 SP:Iteration 78Q (1815.920354 sec): 3 clusters Score: Raw -13726820.553310 + Penalty 2252.683974 = -13724567.869336 nChanged 13 SP:Iteration 79Q (1816.062893 sec): 3 clusters Score: Raw -13726822.901706 + Penalty 2252.683974 = -13724570.217733 nChanged 14 SP:Iteration 80F (1816.230871 sec): 3 clusters Score: Raw -13726826.044024 + Penalty 2252.683974 = -13724573.360050 nChanged 16 SP:Iteration 81Q (1816.374582 sec): 3 clusters Score: Raw -13726829.050096 + Penalty 2252.683974 = -13724576.366122 nChanged 19 SP:Iteration 82Q (1816.517943 sec): 3 clusters Score: Raw -13726832.480350 + Penalty 2252.683974 = -13724579.796376 nChanged 22 SP:Iteration 83Q (1816.661673 sec): 3 clusters Score: Raw -13726838.524046 + Penalty 2252.683974 = -13724585.840072 nChanged 25 SP:Iteration 84Q (1816.805444 sec): 3 clusters Score: Raw -13726844.498597 + Penalty 2252.683974 = -13724591.814623 nChanged 28 SP:Iteration 85Q (1816.949168 sec): 3 clusters Score: Raw -13726848.482381 + Penalty 2252.683974 = -13724595.798408 nChanged 19 SP:Iteration 86Q (1817.093096 sec): 3 clusters Score: Raw -13726851.887281 + Penalty 2252.683974 = -13724599.203308 nChanged 24 SP:Iteration 87Q (1817.236998 sec): 3 clusters Score: Raw -13726855.484063 + Penalty 2252.683974 = -13724602.800090 nChanged 17 SP:Iteration 88Q (1817.382712 sec): 3 clusters Score: Raw -13726858.590711 + Penalty 2252.683974 = -13724605.906737 nChanged 25 SP:Iteration 89Q (1817.539984 sec): 3 clusters Score: Raw -13726863.001402 + Penalty 2252.683974 = -13724610.317428 nChanged 26 SP:Iteration 90Q (1817.684663 sec): 3 clusters Score: Raw -13726866.868703 + Penalty 2252.683974 = -13724614.184729 nChanged 24 SP:Iteration 91Q (1817.828232 sec): 3 clusters Score: Raw -13726869.855258 + Penalty 2252.683974 = -13724617.171284 nChanged 17 SP:Iteration 92Q (1817.971674 sec): 3 clusters Score: Raw -13726872.286473 + Penalty 2252.683974 = -13724619.602499 nChanged 23 SP:Iteration 93Q (1818.115310 sec): 3 clusters Score: Raw -13726875.643864 + Penalty 2252.683974 = -13724622.959890 nChanged 26 SP:Iteration 94Q (1818.259301 sec): 3 clusters Score: Raw -13726879.390423 + Penalty 2252.683974 = -13724626.706449 nChanged 28 SP:Iteration 95Q (1818.402668 sec): 3 clusters Score: Raw -13726884.432010 + Penalty 2252.683974 = -13724631.748036 nChanged 23 SP:Iteration 96Q (1818.546315 sec): 3 clusters Score: Raw -13726888.183833 + Penalty 2252.683974 = -13724635.499859 nChanged 19 SP:Iteration 97Q (1818.690652 sec): 3 clusters Score: Raw -13726890.325466 + Penalty 2252.683974 = -13724637.641492 nChanged 16 SP:Iteration 98Q (1818.834598 sec): 3 clusters Score: Raw -13726892.541178 + Penalty 2252.683974 = -13724639.857204 nChanged 15 SP:Iteration 99Q (1818.978590 sec): 3 clusters Score: Raw -13726894.051245 + Penalty 2252.683974 = -13724641.367272 nChanged 17 SP:Iteration 100F (1819.146648 sec): 3 clusters Score: Raw -13726896.034874 + Penalty 2252.683974 = -13724643.350900 nChanged 22 SP:Iteration 101Q (1819.290760 sec): 3 clusters Score: Raw -13726898.470595 + Penalty 2252.683974 = -13724645.786622 nChanged 17 SP:Iteration 102Q (1819.434922 sec): 3 clusters Score: Raw -13726900.779683 + Penalty 2252.683974 = -13724648.095709 nChanged 21 SP:Iteration 103Q (1819.579610 sec): 3 clusters Score: Raw -13726902.980388 + Penalty 2252.683974 = -13724650.296415 nChanged 13 SP:Iteration 104Q (1819.724284 sec): 3 clusters Score: Raw -13726904.557987 + Penalty 2252.683974 = -13724651.874013 nChanged 20 SP:Iteration 105Q (1819.868771 sec): 3 clusters Score: Raw -13726906.601086 + Penalty 2252.683974 = -13724653.917112 nChanged 14 SP:Iteration 106Q (1820.012903 sec): 3 clusters Score: Raw -13726907.828566 + Penalty 2252.683974 = -13724655.144592 nChanged 17 SP:Iteration 107Q (1820.157359 sec): 3 clusters Score: Raw -13726909.861221 + Penalty 2252.683974 = -13724657.177247 nChanged 16 SP:Iteration 108Q (1820.301883 sec): 3 clusters Score: Raw -13726911.744057 + Penalty 2252.683974 = -13724659.060083 nChanged 13 SP:Iteration 109Q (1820.445732 sec): 3 clusters Score: Raw -13726913.292634 + Penalty 2252.683974 = -13724660.608661 nChanged 11 SP:Iteration 110Q (1820.590880 sec): 3 clusters Score: Raw -13726914.479755 + Penalty 2252.683974 = -13724661.795781 nChanged 9 SP:Iteration 111Q (1820.735605 sec): 3 clusters Score: Raw -13726915.224306 + Penalty 2252.683974 = -13724662.540332 nChanged 11 SP:Iteration 112Q (1820.884218 sec): 3 clusters Score: Raw -13726916.472447 + Penalty 2252.683974 = -13724663.788473 nChanged 12 SP:Iteration 113Q (1821.028861 sec): 3 clusters Score: Raw -13726918.121214 + Penalty 2252.683974 = -13724665.437241 nChanged 11 SP:Iteration 114Q (1821.172770 sec): 3 clusters Score: Raw -13726920.020390 + Penalty 2252.683974 = -13724667.336416 nChanged 11 SP:Iteration 115Q (1821.321079 sec): 3 clusters Score: Raw -13726921.615535 + Penalty 2252.683974 = -13724668.931561 nChanged 10 SP:Iteration 116Q (1821.464691 sec): 3 clusters Score: Raw -13726923.178817 + Penalty 2252.683974 = -13724670.494843 nChanged 14 SP:Iteration 117Q (1821.611721 sec): 3 clusters Score: Raw -13726924.349363 + Penalty 2252.683974 = -13724671.665389 nChanged 7 SP:Iteration 118Q (1821.765252 sec): 3 clusters Score: Raw -13726925.036056 + Penalty 2252.683974 = -13724672.352082 nChanged 5 SP:Iteration 119Q (1821.910515 sec): 3 clusters Score: Raw -13726925.476199 + Penalty 2252.683974 = -13724672.792226 nChanged 4 SP:Iteration 120F (1822.079318 sec): 3 clusters Score: Raw -13726925.763038 + Penalty 2252.683974 = -13724673.079064 nChanged 3 SP:Iteration 121Q (1822.221269 sec): 3 clusters Score: Raw -13726925.915986 + Penalty 2252.683974 = -13724673.232012 nChanged 3 SP:Iteration 122Q (1822.366186 sec): 3 clusters Score: Raw -13726926.017663 + Penalty 2252.683974 = -13724673.333689 nChanged 2 SP:Iteration 123Q (1822.508688 sec): 3 clusters Score: Raw -13726926.128024 + Penalty 2252.683974 = -13724673.444051 nChanged 2 SP:Iteration 124Q (1822.653608 sec): 3 clusters Score: Raw -13726926.336601 + Penalty 2252.683974 = -13724673.652627 nChanged 3 SP:Iteration 125Q (1822.797143 sec): 3 clusters Score: Raw -13726926.602290 + Penalty 2252.683974 = -13724673.918316 nChanged 6 SP:Iteration 126Q (1822.943604 sec): 3 clusters Score: Raw -13726927.233529 + Penalty 2252.683974 = -13724674.549555 nChanged 8 SP:Iteration 127Q (1823.089714 sec): 3 clusters Score: Raw -13726928.005888 + Penalty 2252.683974 = -13724675.321914 nChanged 10 SP:Iteration 128Q (1823.234421 sec): 3 clusters Score: Raw -13726929.727176 + Penalty 2252.683974 = -13724677.043202 nChanged 17 SP:Iteration 129Q (1823.379015 sec): 3 clusters Score: Raw -13726932.387729 + Penalty 2252.683974 = -13724679.703755 nChanged 24 SP:Iteration 130Q (1823.523101 sec): 3 clusters Score: Raw -13726935.761357 + Penalty 2252.683974 = -13724683.077383 nChanged 24 SP:Iteration 131Q (1823.669988 sec): 3 clusters Score: Raw -13726939.065540 + Penalty 2252.683974 = -13724686.381566 nChanged 21 SP:Iteration 132Q (1823.816808 sec): 3 clusters Score: Raw -13726941.832290 + Penalty 2252.683974 = -13724689.148316 nChanged 20 SP:Iteration 133Q (1823.990198 sec): 3 clusters Score: Raw -13726944.029219 + Penalty 2252.683974 = -13724691.345245 nChanged 17 SP:Iteration 134Q (1824.134731 sec): 3 clusters Score: Raw -13726946.078811 + Penalty 2252.683974 = -13724693.394837 nChanged 19 SP:Iteration 135Q (1824.279304 sec): 3 clusters Score: Raw -13726947.854998 + Penalty 2252.683974 = -13724695.171024 nChanged 14 SP:Iteration 136Q (1824.424306 sec): 3 clusters Score: Raw -13726949.180313 + Penalty 2252.683974 = -13724696.496339 nChanged 13 SP:Iteration 137Q (1824.569542 sec): 3 clusters Score: Raw -13726950.173898 + Penalty 2252.683974 = -13724697.489924 nChanged 12 SP:Iteration 138Q (1824.714018 sec): 3 clusters Score: Raw -13726951.231461 + Penalty 2252.683974 = -13724698.547487 nChanged 11 SP:Iteration 139Q (1824.858906 sec): 3 clusters Score: Raw -13726952.191601 + Penalty 2252.683974 = -13724699.507627 nChanged 9 SP:Iteration 140F (1825.023802 sec): 3 clusters Score: Raw -13726952.780498 + Penalty 2252.683974 = -13724700.096524 nChanged 8 SP:Iteration 141Q (1825.168890 sec): 3 clusters Score: Raw -13726953.363630 + Penalty 2252.683974 = -13724700.679656 nChanged 11 SP:Iteration 142Q (1825.313914 sec): 3 clusters Score: Raw -13726954.173877 + Penalty 2252.683974 = -13724701.489904 nChanged 10 SP:Iteration 143Q (1825.458699 sec): 3 clusters Score: Raw -13726955.008218 + Penalty 2252.683974 = -13724702.324244 nChanged 10 SP:Iteration 144Q (1825.603894 sec): 3 clusters Score: Raw -13726955.921975 + Penalty 2252.683974 = -13724703.238001 nChanged 7 SP:Iteration 145Q (1825.748001 sec): 3 clusters Score: Raw -13726956.637699 + Penalty 2252.683974 = -13724703.953725 nChanged 5 SP:Iteration 146Q (1825.892832 sec): 3 clusters Score: Raw -13726957.105371 + Penalty 2252.683974 = -13724704.421397 nChanged 9 SP:Iteration 147Q (1826.038183 sec): 3 clusters Score: Raw -13726958.199337 + Penalty 2252.683974 = -13724705.515363 nChanged 13 SP:Iteration 148Q (1826.183090 sec): 3 clusters Score: Raw -13726959.526188 + Penalty 2252.683974 = -13724706.842214 nChanged 11 SP:Iteration 149Q (1826.333766 sec): 3 clusters Score: Raw -13726960.419414 + Penalty 2252.683974 = -13724707.735440 nChanged 14 SP:Iteration 150Q (1826.485666 sec): 3 clusters Score: Raw -13726961.248024 + Penalty 2252.683974 = -13724708.564050 nChanged 13 SP:Iteration 151Q (1826.634240 sec): 3 clusters Score: Raw -13726962.514537 + Penalty 2252.683974 = -13724709.830563 nChanged 11 SP:Iteration 152Q (1826.781170 sec): 3 clusters Score: Raw -13726963.212977 + Penalty 2252.683974 = -13724710.529003 nChanged 8 SP:Iteration 153Q (1826.947116 sec): 3 clusters Score: Raw -13726963.732585 + Penalty 2252.683974 = -13724711.048611 nChanged 5 SP:Iteration 154Q (1827.092350 sec): 3 clusters Score: Raw -13726964.058233 + Penalty 2252.683974 = -13724711.374259 nChanged 10 SP:Iteration 155Q (1827.243561 sec): 3 clusters Score: Raw -13726964.655137 + Penalty 2252.683974 = -13724711.971163 nChanged 6 SP:Iteration 156Q (1827.388376 sec): 3 clusters Score: Raw -13726964.926399 + Penalty 2252.683974 = -13724712.242426 nChanged 4 SP:Iteration 157Q (1827.533100 sec): 3 clusters Score: Raw -13726965.088078 + Penalty 2252.683974 = -13724712.404105 nChanged 3 SP:Iteration 158Q (1827.678201 sec): 3 clusters Score: Raw -13726965.228699 + Penalty 2252.683974 = -13724712.544725 nChanged 3 SP:Iteration 159Q (1827.823400 sec): 3 clusters Score: Raw -13726965.389265 + Penalty 2252.683974 = -13724712.705291 nChanged 3 SP:Iteration 160F (1827.993416 sec): 3 clusters Score: Raw -13726965.539152 + Penalty 2252.683974 = -13724712.855178 nChanged 2 SP:Iteration 161Q (1828.138807 sec): 3 clusters Score: Raw -13726965.609597 + Penalty 2252.683974 = -13724712.925624 nChanged 2 SP:Iteration 162Q (1828.289265 sec): 3 clusters Score: Raw -13726965.762643 + Penalty 2252.683974 = -13724713.078669 nChanged 2 SP:Iteration 163Q (1828.434396 sec): 3 clusters Score: Raw -13726965.843754 + Penalty 2252.683974 = -13724713.159780 nChanged 1 SP:Iteration 164Q (1828.579713 sec): 3 clusters Score: Raw -13726965.915624 + Penalty 2252.683974 = -13724713.231651 nChanged 1 SP:Iteration 165Q (1828.725099 sec): 3 clusters Score: Raw -13726966.025847 + Penalty 2252.683974 = -13724713.341873 nChanged 6 SP:Iteration 166Q (1828.870218 sec): 3 clusters Score: Raw -13726966.518837 + Penalty 2252.683974 = -13724713.834863 nChanged 4 SP:Iteration 167Q (1829.016078 sec): 3 clusters Score: Raw -13726966.849008 + Penalty 2252.683974 = -13724714.165035 nChanged 5 SP:Iteration 168Q (1829.161713 sec): 3 clusters Score: Raw -13726967.082690 + Penalty 2252.683974 = -13724714.398716 nChanged 2 SP:Iteration 169Q (1829.306993 sec): 3 clusters Score: Raw -13726967.296180 + Penalty 2252.683974 = -13724714.612207 nChanged 4 SP:Iteration 170Q (1829.452446 sec): 3 clusters Score: Raw -13726967.456872 + Penalty 2252.683974 = -13724714.772898 nChanged 0 SP:Iteration 171F (1829.621178 sec): 3 clusters Score: Raw -13726967.456872 + Penalty 2252.683974 = -13724714.772898 nChanged 0 Trying to split cluster 5 (8301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.638346 sec): 2 clusters Score: Raw -777866.634524 + Penalty 857.292471 = -777009.342054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.661369 sec): 3 clusters Score: Raw -773030.910360 + Penalty 1714.584941 = -771316.325419 nChanged 3725 SP:Iteration 1F (1829.687332 sec): 3 clusters Score: Raw -775391.133297 + Penalty 1714.584941 = -773676.548356 nChanged 702 SP:Iteration 2F (1829.709694 sec): 3 clusters Score: Raw -775952.977536 + Penalty 1714.584941 = -774238.392595 nChanged 695 SP:Iteration 3F (1829.731978 sec): 3 clusters Score: Raw -776617.407527 + Penalty 1714.584941 = -774902.822586 nChanged 661 SP:Iteration 4F (1829.754328 sec): 3 clusters Score: Raw -777290.995918 + Penalty 1714.584941 = -775576.410977 nChanged 594 SP:Iteration 5F (1829.781317 sec): 3 clusters Score: Raw -777831.776100 + Penalty 1714.584941 = -776117.191159 nChanged 406 SP:Iteration 6Q (1829.803242 sec): 3 clusters Score: Raw -778134.273914 + Penalty 1714.584941 = -776419.688973 nChanged 245 SP:Iteration 7Q (1829.859662 sec): 3 clusters Score: Raw -778269.912537 + Penalty 1714.584941 = -776555.327596 nChanged 165 SP:Iteration 8Q (1829.881523 sec): 3 clusters Score: Raw -778328.991293 + Penalty 1714.584941 = -776614.406352 nChanged 117 SP:Iteration 9Q (1829.903288 sec): 3 clusters Score: Raw -778365.868027 + Penalty 1714.584941 = -776651.283086 nChanged 86 SP:Iteration 10Q (1829.924898 sec): 3 clusters Score: Raw -778395.828429 + Penalty 1714.584941 = -776681.243488 nChanged 76 SP:Iteration 11Q (1829.946429 sec): 3 clusters Score: Raw -778416.482876 + Penalty 1714.584941 = -776701.897935 nChanged 58 SP:Iteration 12Q (1829.968116 sec): 3 clusters Score: Raw -778428.199576 + Penalty 1714.584941 = -776713.614635 nChanged 33 SP:Iteration 13Q (1829.992634 sec): 3 clusters Score: Raw -778433.016299 + Penalty 1714.584941 = -776718.431358 nChanged 20 SP:Iteration 14Q (1830.014207 sec): 3 clusters Score: Raw -778435.944840 + Penalty 1714.584941 = -776721.359899 nChanged 19 SP:Iteration 15Q (1830.035842 sec): 3 clusters Score: Raw -778439.684563 + Penalty 1714.584941 = -776725.099622 nChanged 29 SP:Iteration 16Q (1830.057181 sec): 3 clusters Score: Raw -778443.751655 + Penalty 1714.584941 = -776729.166714 nChanged 18 SP:Iteration 17Q (1830.078721 sec): 3 clusters Score: Raw -778445.641857 + Penalty 1714.584941 = -776731.056916 nChanged 12 SP:Iteration 18Q (1830.100332 sec): 3 clusters Score: Raw -778447.348483 + Penalty 1714.584941 = -776732.763542 nChanged 10 SP:Iteration 19Q (1830.121844 sec): 3 clusters Score: Raw -778448.316198 + Penalty 1714.584941 = -776733.731257 nChanged 11 SP:Iteration 20F (1830.146561 sec): 3 clusters Score: Raw -778449.713475 + Penalty 1714.584941 = -776735.128534 nChanged 11 SP:Iteration 21Q (1830.167968 sec): 3 clusters Score: Raw -778450.448381 + Penalty 1714.584941 = -776735.863440 nChanged 4 SP:Iteration 22Q (1830.189662 sec): 3 clusters Score: Raw -778450.691083 + Penalty 1714.584941 = -776736.106142 nChanged 4 SP:Iteration 23Q (1830.210995 sec): 3 clusters Score: Raw -778451.178040 + Penalty 1714.584941 = -776736.593099 nChanged 4 SP:Iteration 24Q (1830.232668 sec): 3 clusters Score: Raw -778451.770146 + Penalty 1714.584941 = -776737.185205 nChanged 6 SP:Iteration 25Q (1830.275467 sec): 3 clusters Score: Raw -778452.407284 + Penalty 1714.584941 = -776737.822343 nChanged 4 SP:Iteration 26Q (1830.332368 sec): 3 clusters Score: Raw -778452.823729 + Penalty 1714.584941 = -776738.238788 nChanged 6 SP:Iteration 27Q (1830.374229 sec): 3 clusters Score: Raw -778453.562208 + Penalty 1714.584941 = -776738.977267 nChanged 6 SP:Iteration 28Q (1830.395798 sec): 3 clusters Score: Raw -778454.183155 + Penalty 1714.584941 = -776739.598214 nChanged 4 SP:Iteration 29Q (1830.420082 sec): 3 clusters Score: Raw -778454.829244 + Penalty 1714.584941 = -776740.244303 nChanged 7 SP:Iteration 30Q (1830.441654 sec): 3 clusters Score: Raw -778455.732942 + Penalty 1714.584941 = -776741.148001 nChanged 5 SP:Iteration 31Q (1830.463122 sec): 3 clusters Score: Raw -778456.283452 + Penalty 1714.584941 = -776741.698511 nChanged 8 SP:Iteration 32Q (1830.484484 sec): 3 clusters Score: Raw -778456.833706 + Penalty 1714.584941 = -776742.248765 nChanged 3 SP:Iteration 33Q (1830.506085 sec): 3 clusters Score: Raw -778457.128019 + Penalty 1714.584941 = -776742.543078 nChanged 3 SP:Iteration 34Q (1830.527421 sec): 3 clusters Score: Raw -778457.427439 + Penalty 1714.584941 = -776742.842498 nChanged 3 SP:Iteration 35Q (1830.567698 sec): 3 clusters Score: Raw -778457.808414 + Penalty 1714.584941 = -776743.223473 nChanged 6 SP:Iteration 36Q (1830.589203 sec): 3 clusters Score: Raw -778458.532224 + Penalty 1714.584941 = -776743.947283 nChanged 7 SP:Iteration 37Q (1830.610637 sec): 3 clusters Score: Raw -778459.547174 + Penalty 1714.584941 = -776744.962233 nChanged 6 SP:Iteration 38Q (1830.632043 sec): 3 clusters Score: Raw -778460.211457 + Penalty 1714.584941 = -776745.626516 nChanged 6 SP:Iteration 39Q (1830.653525 sec): 3 clusters Score: Raw -778460.742528 + Penalty 1714.584941 = -776746.157587 nChanged 5 SP:Iteration 40F (1830.676128 sec): 3 clusters Score: Raw -778461.245117 + Penalty 1714.584941 = -776746.660176 nChanged 3 SP:Iteration 41Q (1830.697676 sec): 3 clusters Score: Raw -778461.534586 + Penalty 1714.584941 = -776746.949645 nChanged 0 SP:Iteration 42F (1830.720023 sec): 3 clusters Score: Raw -778461.534586 + Penalty 1714.584941 = -776746.949645 nChanged 0 Trying to split cluster 6 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1830.733490 sec): 2 clusters Score: Raw -61837.838929 + Penalty 621.808218 = -61216.030711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1830.736796 sec): 3 clusters Score: Raw -61627.826558 + Penalty 1243.616435 = -60384.210123 nChanged 223 SP:Iteration 1F (1830.739791 sec): 3 clusters Score: Raw -61846.454267 + Penalty 1243.616435 = -60602.837831 nChanged 69 SP:Iteration 2F (1830.742831 sec): 3 clusters Score: Raw -61947.328765 + Penalty 1243.616435 = -60703.712329 nChanged 40 SP:Iteration 3F (1830.749263 sec): 3 clusters Score: Raw -61999.247946 + Penalty 1243.616435 = -60755.631510 nChanged 23 SP:Iteration 4Q (1830.752196 sec): 3 clusters Score: Raw -62027.926235 + Penalty 1243.616435 = -60784.309799 nChanged 13 SP:Iteration 5Q (1830.755123 sec): 3 clusters Score: Raw -62044.566698 + Penalty 1243.616435 = -60800.950263 nChanged 14 SP:Iteration 6Q (1830.758052 sec): 3 clusters Score: Raw -62069.773660 + Penalty 1243.616435 = -60826.157225 nChanged 14 SP:Iteration 7Q (1830.760928 sec): 3 clusters Score: Raw -62087.775389 + Penalty 1243.616435 = -60844.158954 nChanged 9 SP:Iteration 8Q (1830.763852 sec): 3 clusters Score: Raw -62095.586212 + Penalty 1243.616435 = -60851.969776 nChanged 5 SP:Iteration 9Q (1830.766758 sec): 3 clusters Score: Raw -62099.093644 + Penalty 1243.616435 = -60855.477209 nChanged 2 SP:Iteration 10Q (1830.769658 sec): 3 clusters Score: Raw -62100.550637 + Penalty 1243.616435 = -60856.934201 nChanged 0 SP:Iteration 11F (1830.772628 sec): 3 clusters Score: Raw -62100.550637 + Penalty 1243.616435 = -60856.934201 nChanged 0 Trying to split cluster 7 (1558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1830.787499 sec): 2 clusters Score: Raw -135608.286058 + Penalty 698.360032 = -134909.926027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1830.793995 sec): 3 clusters Score: Raw -134865.362408 + Penalty 1396.720063 = -133468.642345 nChanged 618 SP:Iteration 1F (1830.799929 sec): 3 clusters Score: Raw -135254.624077 + Penalty 1396.720063 = -133857.904014 nChanged 136 SP:Iteration 2F (1830.805919 sec): 3 clusters Score: Raw -135358.212344 + Penalty 1396.720063 = -133961.492281 nChanged 78 SP:Iteration 3F (1830.815276 sec): 3 clusters Score: Raw -135412.861654 + Penalty 1396.720063 = -134016.141591 nChanged 63 SP:Iteration 4Q (1830.821249 sec): 3 clusters Score: Raw -135462.345983 + Penalty 1396.720063 = -134065.625920 nChanged 57 SP:Iteration 5Q (1830.827200 sec): 3 clusters Score: Raw -135496.570084 + Penalty 1396.720063 = -134099.850021 nChanged 41 SP:Iteration 6Q (1830.833773 sec): 3 clusters Score: Raw -135518.282866 + Penalty 1396.720063 = -134121.562802 nChanged 22 SP:Iteration 7Q (1830.839715 sec): 3 clusters Score: Raw -135531.068505 + Penalty 1396.720063 = -134134.348442 nChanged 27 SP:Iteration 8Q (1830.845616 sec): 3 clusters Score: Raw -135545.187689 + Penalty 1396.720063 = -134148.467626 nChanged 19 SP:Iteration 9Q (1830.851543 sec): 3 clusters Score: Raw -135555.248586 + Penalty 1396.720063 = -134158.528523 nChanged 19 SP:Iteration 10Q (1830.862105 sec): 3 clusters Score: Raw -135564.609085 + Penalty 1396.720063 = -134167.889022 nChanged 18 SP:Iteration 11Q (1830.868043 sec): 3 clusters Score: Raw -135570.866559 + Penalty 1396.720063 = -134174.146496 nChanged 14 SP:Iteration 12Q (1830.874014 sec): 3 clusters Score: Raw -135578.013121 + Penalty 1396.720063 = -134181.293058 nChanged 12 SP:Iteration 13Q (1830.879928 sec): 3 clusters Score: Raw -135581.511292 + Penalty 1396.720063 = -134184.791229 nChanged 10 SP:Iteration 14Q (1830.885881 sec): 3 clusters Score: Raw -135584.857512 + Penalty 1396.720063 = -134188.137449 nChanged 2 SP:Iteration 15Q (1830.891780 sec): 3 clusters Score: Raw -135585.321865 + Penalty 1396.720063 = -134188.601802 nChanged 2 SP:Iteration 16Q (1830.897639 sec): 3 clusters Score: Raw -135585.888207 + Penalty 1396.720063 = -134189.168144 nChanged 0 SP:Iteration 17F (1830.903587 sec): 3 clusters Score: Raw -135585.888207 + Penalty 1396.720063 = -134189.168144 nChanged 0 Trying to split cluster 8 (24347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1830.939841 sec): 2 clusters Score: Raw -2416229.482411 + Penalty 959.515572 = -2415269.966839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1830.982022 sec): 3 clusters Score: Raw -2400995.680123 + Penalty 1919.031144 = -2399076.648979 nChanged 11283 SP:Iteration 1F (1831.026894 sec): 3 clusters Score: Raw -2407931.517741 + Penalty 1919.031144 = -2406012.486597 nChanged 1503 SP:Iteration 2F (1831.067195 sec): 3 clusters Score: Raw -2408750.517071 + Penalty 1919.031144 = -2406831.485927 nChanged 1550 SP:Iteration 3F (1831.106646 sec): 3 clusters Score: Raw -2409725.976427 + Penalty 1919.031144 = -2407806.945283 nChanged 1604 SP:Iteration 4F (1831.145992 sec): 3 clusters Score: Raw -2410823.328258 + Penalty 1919.031144 = -2408904.297114 nChanged 1550 SP:Iteration 5F (1831.186118 sec): 3 clusters Score: Raw -2411980.360189 + Penalty 1919.031144 = -2410061.329044 nChanged 1364 SP:Iteration 6F (1831.225722 sec): 3 clusters Score: Raw -2412798.278738 + Penalty 1919.031144 = -2410879.247594 nChanged 1004 SP:Iteration 7Q (1831.267107 sec): 3 clusters Score: Raw -2413248.430301 + Penalty 1919.031144 = -2411329.399156 nChanged 684 SP:Iteration 8Q (1831.305610 sec): 3 clusters Score: Raw -2413494.776921 + Penalty 1919.031144 = -2411575.745777 nChanged 529 SP:Iteration 9Q (1831.344365 sec): 3 clusters Score: Raw -2413671.657116 + Penalty 1919.031144 = -2411752.625971 nChanged 468 SP:Iteration 10Q (1831.382986 sec): 3 clusters Score: Raw -2413827.468179 + Penalty 1919.031144 = -2411908.437034 nChanged 456 SP:Iteration 11Q (1831.421298 sec): 3 clusters Score: Raw -2414007.182007 + Penalty 1919.031144 = -2412088.150863 nChanged 449 SP:Iteration 12Q (1831.458725 sec): 3 clusters Score: Raw -2414195.014354 + Penalty 1919.031144 = -2412275.983210 nChanged 450 SP:Iteration 13Q (1831.497035 sec): 3 clusters Score: Raw -2414407.862941 + Penalty 1919.031144 = -2412488.831797 nChanged 477 SP:Iteration 14Q (1831.534635 sec): 3 clusters Score: Raw -2414677.994707 + Penalty 1919.031144 = -2412758.963563 nChanged 482 SP:Iteration 15Q (1831.572161 sec): 3 clusters Score: Raw -2414961.085949 + Penalty 1919.031144 = -2413042.054805 nChanged 453 SP:Iteration 16Q (1831.612617 sec): 3 clusters Score: Raw -2415223.734488 + Penalty 1919.031144 = -2413304.703343 nChanged 399 SP:Iteration 17Q (1831.648812 sec): 3 clusters Score: Raw -2415445.177773 + Penalty 1919.031144 = -2413526.146629 nChanged 364 SP:Iteration 18Q (1831.684986 sec): 3 clusters Score: Raw -2415634.955917 + Penalty 1919.031144 = -2413715.924773 nChanged 355 SP:Iteration 19Q (1831.720922 sec): 3 clusters Score: Raw -2415824.155759 + Penalty 1919.031144 = -2413905.124614 nChanged 315 SP:Iteration 20F (1831.760468 sec): 3 clusters Score: Raw -2415968.586467 + Penalty 1919.031144 = -2414049.555322 nChanged 260 SP:Iteration 21Q (1831.796501 sec): 3 clusters Score: Raw -2416092.651390 + Penalty 1919.031144 = -2414173.620246 nChanged 220 SP:Iteration 22Q (1831.832267 sec): 3 clusters Score: Raw -2416177.168920 + Penalty 1919.031144 = -2414258.137776 nChanged 167 SP:Iteration 23Q (1831.867704 sec): 3 clusters Score: Raw -2416233.885328 + Penalty 1919.031144 = -2414314.854183 nChanged 135 SP:Iteration 24Q (1831.902624 sec): 3 clusters Score: Raw -2416280.319743 + Penalty 1919.031144 = -2414361.288598 nChanged 143 SP:Iteration 25Q (1831.937729 sec): 3 clusters Score: Raw -2416326.358742 + Penalty 1919.031144 = -2414407.327598 nChanged 107 SP:Iteration 26Q (1831.972126 sec): 3 clusters Score: Raw -2416359.550112 + Penalty 1919.031144 = -2414440.518968 nChanged 100 SP:Iteration 27Q (1832.006914 sec): 3 clusters Score: Raw -2416393.006905 + Penalty 1919.031144 = -2414473.975760 nChanged 83 SP:Iteration 28Q (1832.041807 sec): 3 clusters Score: Raw -2416418.817381 + Penalty 1919.031144 = -2414499.786237 nChanged 73 SP:Iteration 29Q (1832.076614 sec): 3 clusters Score: Raw -2416440.758626 + Penalty 1919.031144 = -2414521.727481 nChanged 63 SP:Iteration 30Q (1832.111340 sec): 3 clusters Score: Raw -2416459.524820 + Penalty 1919.031144 = -2414540.493676 nChanged 65 SP:Iteration 31Q (1832.145913 sec): 3 clusters Score: Raw -2416478.975903 + Penalty 1919.031144 = -2414559.944758 nChanged 56 SP:Iteration 32Q (1832.179942 sec): 3 clusters Score: Raw -2416497.730262 + Penalty 1919.031144 = -2414578.699118 nChanged 54 SP:Iteration 33Q (1832.214473 sec): 3 clusters Score: Raw -2416514.503043 + Penalty 1919.031144 = -2414595.471899 nChanged 46 SP:Iteration 34Q (1832.249040 sec): 3 clusters Score: Raw -2416529.512526 + Penalty 1919.031144 = -2414610.481382 nChanged 44 SP:Iteration 35Q (1832.283336 sec): 3 clusters Score: Raw -2416543.988262 + Penalty 1919.031144 = -2414624.957118 nChanged 52 SP:Iteration 36Q (1832.317652 sec): 3 clusters Score: Raw -2416561.819370 + Penalty 1919.031144 = -2414642.788225 nChanged 53 SP:Iteration 37Q (1832.352299 sec): 3 clusters Score: Raw -2416577.981248 + Penalty 1919.031144 = -2414658.950104 nChanged 54 SP:Iteration 38Q (1832.388532 sec): 3 clusters Score: Raw -2416592.232540 + Penalty 1919.031144 = -2414673.201395 nChanged 40 SP:Iteration 39Q (1832.444861 sec): 3 clusters Score: Raw -2416604.676551 + Penalty 1919.031144 = -2414685.645407 nChanged 36 SP:Iteration 40F (1832.480113 sec): 3 clusters Score: Raw -2416614.635782 + Penalty 1919.031144 = -2414695.604638 nChanged 27 SP:Iteration 41Q (1832.548279 sec): 3 clusters Score: Raw -2416621.158717 + Penalty 1919.031144 = -2414702.127572 nChanged 26 SP:Iteration 42Q (1832.582713 sec): 3 clusters Score: Raw -2416626.646384 + Penalty 1919.031144 = -2414707.615240 nChanged 22 SP:Iteration 43Q (1832.616384 sec): 3 clusters Score: Raw -2416629.981161 + Penalty 1919.031144 = -2414710.950017 nChanged 14 SP:Iteration 44Q (1832.650457 sec): 3 clusters Score: Raw -2416632.464990 + Penalty 1919.031144 = -2414713.433846 nChanged 14 SP:Iteration 45Q (1832.684526 sec): 3 clusters Score: Raw -2416635.110149 + Penalty 1919.031144 = -2414716.079004 nChanged 15 SP:Iteration 46Q (1832.718198 sec): 3 clusters Score: Raw -2416637.498117 + Penalty 1919.031144 = -2414718.466973 nChanged 10 SP:Iteration 47Q (1832.752036 sec): 3 clusters Score: Raw -2416638.961964 + Penalty 1919.031144 = -2414719.930820 nChanged 9 SP:Iteration 48Q (1832.786686 sec): 3 clusters Score: Raw -2416640.453895 + Penalty 1919.031144 = -2414721.422750 nChanged 6 SP:Iteration 49Q (1832.820752 sec): 3 clusters Score: Raw -2416641.201792 + Penalty 1919.031144 = -2414722.170647 nChanged 4 SP:Iteration 50Q (1832.860252 sec): 3 clusters Score: Raw -2416641.639329 + Penalty 1919.031144 = -2414722.608184 nChanged 5 SP:Iteration 51Q (1832.888713 sec): 3 clusters Score: Raw -2416642.979941 + Penalty 1919.031144 = -2414723.948797 nChanged 3 SP:Iteration 52Q (1832.922924 sec): 3 clusters Score: Raw -2416643.226646 + Penalty 1919.031144 = -2414724.195502 nChanged 2 SP:Iteration 53Q (1832.962076 sec): 3 clusters Score: Raw -2416643.513719 + Penalty 1919.031144 = -2414724.482575 nChanged 2 SP:Iteration 54Q (1833.000542 sec): 3 clusters Score: Raw -2416643.796919 + Penalty 1919.031144 = -2414724.765774 nChanged 3 SP:Iteration 55Q (1833.039325 sec): 3 clusters Score: Raw -2416644.251951 + Penalty 1919.031144 = -2414725.220806 nChanged 2 SP:Iteration 56Q (1833.073407 sec): 3 clusters Score: Raw -2416644.347474 + Penalty 1919.031144 = -2414725.316329 nChanged 0 SP:Iteration 57F (1833.112862 sec): 3 clusters Score: Raw -2416644.347474 + Penalty 1919.031144 = -2414725.316329 nChanged 0 Trying to split cluster 9 (57568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.178007 sec): 2 clusters Score: Raw -5301518.920580 + Penalty 1041.268603 = -5300477.651977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.259690 sec): 3 clusters Score: Raw -5263936.693945 + Penalty 2082.537206 = -5261854.156739 nChanged 27519 SP:Iteration 1F (1833.338352 sec): 3 clusters Score: Raw -5280401.293216 + Penalty 2082.537206 = -5278318.756010 nChanged 3086 SP:Iteration 2F (1833.445447 sec): 3 clusters Score: Raw -5281739.732311 + Penalty 2082.537206 = -5279657.195105 nChanged 3557 SP:Iteration 3F (1833.521587 sec): 3 clusters Score: Raw -5283690.009922 + Penalty 2082.537206 = -5281607.472716 nChanged 4025 SP:Iteration 4F (1833.600263 sec): 3 clusters Score: Raw -5286415.393449 + Penalty 2082.537206 = -5284332.856243 nChanged 4165 SP:Iteration 5F (1833.677558 sec): 3 clusters Score: Raw -5289613.837741 + Penalty 2082.537206 = -5287531.300535 nChanged 3737 SP:Iteration 6F (1833.777205 sec): 3 clusters Score: Raw -5292615.452851 + Penalty 2082.537206 = -5290532.915645 nChanged 2751 SP:Iteration 7Q (1833.873621 sec): 3 clusters Score: Raw -5294830.755492 + Penalty 2082.537206 = -5292748.218286 nChanged 1940 SP:Iteration 8Q (1833.966556 sec): 3 clusters Score: Raw -5296288.196672 + Penalty 2082.537206 = -5294205.659466 nChanged 1357 SP:Iteration 9Q (1834.049707 sec): 3 clusters Score: Raw -5297326.773929 + Penalty 2082.537206 = -5295244.236723 nChanged 1040 SP:Iteration 10Q (1834.130345 sec): 3 clusters Score: Raw -5298122.216623 + Penalty 2082.537206 = -5296039.679417 nChanged 858 SP:Iteration 11Q (1834.211589 sec): 3 clusters Score: Raw -5298748.837144 + Penalty 2082.537206 = -5296666.299938 nChanged 699 SP:Iteration 12Q (1834.309203 sec): 3 clusters Score: Raw -5299232.307112 + Penalty 2082.537206 = -5297149.769906 nChanged 617 SP:Iteration 13Q (1834.404782 sec): 3 clusters Score: Raw -5299619.545488 + Penalty 2082.537206 = -5297537.008282 nChanged 552 SP:Iteration 14Q (1834.482056 sec): 3 clusters Score: Raw -5299926.985247 + Penalty 2082.537206 = -5297844.448041 nChanged 485 SP:Iteration 15Q (1834.555331 sec): 3 clusters Score: Raw -5300174.351663 + Penalty 2082.537206 = -5298091.814457 nChanged 432 SP:Iteration 16Q (1834.623964 sec): 3 clusters Score: Raw -5300389.913711 + Penalty 2082.537206 = -5298307.376505 nChanged 366 SP:Iteration 17Q (1834.694018 sec): 3 clusters Score: Raw -5300554.337318 + Penalty 2082.537206 = -5298471.800112 nChanged 306 SP:Iteration 18Q (1834.761988 sec): 3 clusters Score: Raw -5300677.896068 + Penalty 2082.537206 = -5298595.358862 nChanged 269 SP:Iteration 19Q (1834.830266 sec): 3 clusters Score: Raw -5300767.218360 + Penalty 2082.537206 = -5298684.681154 nChanged 217 SP:Iteration 20F (1834.906750 sec): 3 clusters Score: Raw -5300834.263487 + Penalty 2082.537206 = -5298751.726281 nChanged 198 SP:Iteration 21Q (1834.973867 sec): 3 clusters Score: Raw -5300891.795158 + Penalty 2082.537206 = -5298809.257952 nChanged 175 SP:Iteration 22Q (1835.049646 sec): 3 clusters Score: Raw -5300939.454765 + Penalty 2082.537206 = -5298856.917559 nChanged 174 SP:Iteration 23Q (1835.125377 sec): 3 clusters Score: Raw -5300987.120313 + Penalty 2082.537206 = -5298904.583107 nChanged 156 SP:Iteration 24Q (1835.194387 sec): 3 clusters Score: Raw -5301024.419937 + Penalty 2082.537206 = -5298941.882731 nChanged 137 SP:Iteration 25Q (1835.261043 sec): 3 clusters Score: Raw -5301054.597211 + Penalty 2082.537206 = -5298972.060005 nChanged 112 SP:Iteration 26Q (1835.327913 sec): 3 clusters Score: Raw -5301077.900749 + Penalty 2082.537206 = -5298995.363543 nChanged 115 SP:Iteration 27Q (1835.410408 sec): 3 clusters Score: Raw -5301104.238864 + Penalty 2082.537206 = -5299021.701658 nChanged 119 SP:Iteration 28Q (1835.476701 sec): 3 clusters Score: Raw -5301134.354392 + Penalty 2082.537206 = -5299051.817186 nChanged 122 SP:Iteration 29Q (1835.545175 sec): 3 clusters Score: Raw -5301169.193287 + Penalty 2082.537206 = -5299086.656081 nChanged 140 SP:Iteration 30Q (1835.639211 sec): 3 clusters Score: Raw -5301208.397212 + Penalty 2082.537206 = -5299125.860006 nChanged 134 SP:Iteration 31Q (1835.705881 sec): 3 clusters Score: Raw -5301242.279179 + Penalty 2082.537206 = -5299159.741973 nChanged 100 SP:Iteration 32Q (1835.784588 sec): 3 clusters Score: Raw -5301266.230013 + Penalty 2082.537206 = -5299183.692807 nChanged 98 SP:Iteration 33Q (1835.883152 sec): 3 clusters Score: Raw -5301290.088479 + Penalty 2082.537206 = -5299207.551273 nChanged 94 SP:Iteration 34Q (1835.959845 sec): 3 clusters Score: Raw -5301316.829356 + Penalty 2082.537206 = -5299234.292150 nChanged 94 SP:Iteration 35Q (1836.030663 sec): 3 clusters Score: Raw -5301339.789048 + Penalty 2082.537206 = -5299257.251842 nChanged 91 SP:Iteration 36Q (1836.112543 sec): 3 clusters Score: Raw -5301360.875698 + Penalty 2082.537206 = -5299278.338492 nChanged 85 SP:Iteration 37Q (1836.190714 sec): 3 clusters Score: Raw -5301382.362858 + Penalty 2082.537206 = -5299299.825652 nChanged 84 SP:Iteration 38Q (1836.290540 sec): 3 clusters Score: Raw -5301404.215104 + Penalty 2082.537206 = -5299321.677898 nChanged 84 SP:Iteration 39Q (1836.356033 sec): 3 clusters Score: Raw -5301424.533091 + Penalty 2082.537206 = -5299341.995885 nChanged 76 SP:Iteration 40F (1836.431510 sec): 3 clusters Score: Raw -5301444.625297 + Penalty 2082.537206 = -5299362.088091 nChanged 71 SP:Iteration 41Q (1836.496121 sec): 3 clusters Score: Raw -5301459.822521 + Penalty 2082.537206 = -5299377.285315 nChanged 57 SP:Iteration 42Q (1836.561321 sec): 3 clusters Score: Raw -5301472.136172 + Penalty 2082.537206 = -5299389.598966 nChanged 57 SP:Iteration 43Q (1836.626678 sec): 3 clusters Score: Raw -5301486.487727 + Penalty 2082.537206 = -5299403.950521 nChanged 55 SP:Iteration 44Q (1836.691504 sec): 3 clusters Score: Raw -5301499.853658 + Penalty 2082.537206 = -5299417.316452 nChanged 44 SP:Iteration 45Q (1836.756286 sec): 3 clusters Score: Raw -5301510.446484 + Penalty 2082.537206 = -5299427.909278 nChanged 49 SP:Iteration 46Q (1836.828990 sec): 3 clusters Score: Raw -5301523.939208 + Penalty 2082.537206 = -5299441.402002 nChanged 50 SP:Iteration 47Q (1836.894712 sec): 3 clusters Score: Raw -5301540.353331 + Penalty 2082.537206 = -5299457.816125 nChanged 48 SP:Iteration 48Q (1836.960155 sec): 3 clusters Score: Raw -5301553.729980 + Penalty 2082.537206 = -5299471.192774 nChanged 44 SP:Iteration 49Q (1837.025535 sec): 3 clusters Score: Raw -5301566.940391 + Penalty 2082.537206 = -5299484.403185 nChanged 47 SP:Iteration 50Q (1837.090782 sec): 3 clusters Score: Raw -5301579.039217 + Penalty 2082.537206 = -5299496.502011 nChanged 34 SP:Iteration 51Q (1837.155133 sec): 3 clusters Score: Raw -5301587.746452 + Penalty 2082.537206 = -5299505.209246 nChanged 29 SP:Iteration 52Q (1837.219964 sec): 3 clusters Score: Raw -5301593.624111 + Penalty 2082.537206 = -5299511.086905 nChanged 26 SP:Iteration 53Q (1837.285524 sec): 3 clusters Score: Raw -5301600.735879 + Penalty 2082.537206 = -5299518.198673 nChanged 28 SP:Iteration 54Q (1837.350685 sec): 3 clusters Score: Raw -5301610.202321 + Penalty 2082.537206 = -5299527.665115 nChanged 36 SP:Iteration 55Q (1837.415217 sec): 3 clusters Score: Raw -5301623.557804 + Penalty 2082.537206 = -5299541.020598 nChanged 38 SP:Iteration 56Q (1837.479769 sec): 3 clusters Score: Raw -5301635.142146 + Penalty 2082.537206 = -5299552.604940 nChanged 31 SP:Iteration 57Q (1837.545071 sec): 3 clusters Score: Raw -5301643.444408 + Penalty 2082.537206 = -5299560.907202 nChanged 23 SP:Iteration 58Q (1837.609086 sec): 3 clusters Score: Raw -5301650.187628 + Penalty 2082.537206 = -5299567.650422 nChanged 21 SP:Iteration 59Q (1837.673595 sec): 3 clusters Score: Raw -5301655.433967 + Penalty 2082.537206 = -5299572.896761 nChanged 23 SP:Iteration 60F (1837.752238 sec): 3 clusters Score: Raw -5301660.655015 + Penalty 2082.537206 = -5299578.117809 nChanged 18 SP:Iteration 61Q (1837.839197 sec): 3 clusters Score: Raw -5301664.755717 + Penalty 2082.537206 = -5299582.218511 nChanged 18 SP:Iteration 62Q (1837.903850 sec): 3 clusters Score: Raw -5301669.765956 + Penalty 2082.537206 = -5299587.228750 nChanged 14 SP:Iteration 63Q (1837.968197 sec): 3 clusters Score: Raw -5301673.905980 + Penalty 2082.537206 = -5299591.368774 nChanged 16 SP:Iteration 64Q (1838.033100 sec): 3 clusters Score: Raw -5301677.612864 + Penalty 2082.537206 = -5299595.075658 nChanged 17 SP:Iteration 65Q (1838.098235 sec): 3 clusters Score: Raw -5301681.498593 + Penalty 2082.537206 = -5299598.961387 nChanged 11 SP:Iteration 66Q (1838.166612 sec): 3 clusters Score: Raw -5301684.015986 + Penalty 2082.537206 = -5299601.478780 nChanged 9 SP:Iteration 67Q (1838.230880 sec): 3 clusters Score: Raw -5301686.154907 + Penalty 2082.537206 = -5299603.617701 nChanged 9 SP:Iteration 68Q (1838.295406 sec): 3 clusters Score: Raw -5301689.090072 + Penalty 2082.537206 = -5299606.552866 nChanged 10 SP:Iteration 69Q (1838.359792 sec): 3 clusters Score: Raw -5301691.393284 + Penalty 2082.537206 = -5299608.856078 nChanged 10 SP:Iteration 70Q (1838.426470 sec): 3 clusters Score: Raw -5301694.031600 + Penalty 2082.537206 = -5299611.494394 nChanged 9 SP:Iteration 71Q (1838.491320 sec): 3 clusters Score: Raw -5301697.776580 + Penalty 2082.537206 = -5299615.239374 nChanged 9 SP:Iteration 72Q (1838.570370 sec): 3 clusters Score: Raw -5301700.947741 + Penalty 2082.537206 = -5299618.410535 nChanged 8 SP:Iteration 73Q (1838.661805 sec): 3 clusters Score: Raw -5301703.160532 + Penalty 2082.537206 = -5299620.623326 nChanged 5 SP:Iteration 74Q (1838.727323 sec): 3 clusters Score: Raw -5301704.600169 + Penalty 2082.537206 = -5299622.062963 nChanged 6 SP:Iteration 75Q (1838.791604 sec): 3 clusters Score: Raw -5301705.492986 + Penalty 2082.537206 = -5299622.955780 nChanged 3 SP:Iteration 76Q (1838.855882 sec): 3 clusters Score: Raw -5301706.311265 + Penalty 2082.537206 = -5299623.774059 nChanged 6 SP:Iteration 77Q (1838.919768 sec): 3 clusters Score: Raw -5301707.710225 + Penalty 2082.537206 = -5299625.173019 nChanged 6 SP:Iteration 78Q (1838.983878 sec): 3 clusters Score: Raw -5301709.287511 + Penalty 2082.537206 = -5299626.750305 nChanged 3 SP:Iteration 79Q (1839.048353 sec): 3 clusters Score: Raw -5301709.789588 + Penalty 2082.537206 = -5299627.252382 nChanged 4 SP:Iteration 80F (1839.125019 sec): 3 clusters Score: Raw -5301711.203853 + Penalty 2082.537206 = -5299628.666647 nChanged 2 SP:Iteration 81Q (1839.189797 sec): 3 clusters Score: Raw -5301711.492385 + Penalty 2082.537206 = -5299628.955179 nChanged 0 SP:Iteration 82F (1839.266191 sec): 3 clusters Score: Raw -5301711.492385 + Penalty 2082.537206 = -5299628.955179 nChanged 0 Trying to split cluster 10 (1898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.272788 sec): 2 clusters Score: Raw -146192.220358 + Penalty 717.112818 = -145475.107540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.280608 sec): 3 clusters Score: Raw -145290.067960 + Penalty 1434.225636 = -143855.842324 nChanged 717 SP:Iteration 1F (1839.287858 sec): 3 clusters Score: Raw -145769.769486 + Penalty 1434.225636 = -144335.543850 nChanged 189 SP:Iteration 2F (1839.299779 sec): 3 clusters Score: Raw -145994.536746 + Penalty 1434.225636 = -144560.311110 nChanged 144 SP:Iteration 3F (1839.306869 sec): 3 clusters Score: Raw -146153.313706 + Penalty 1434.225636 = -144719.088070 nChanged 129 SP:Iteration 4F (1839.313993 sec): 3 clusters Score: Raw -146269.641680 + Penalty 1434.225636 = -144835.416044 nChanged 99 SP:Iteration 5F (1839.321073 sec): 3 clusters Score: Raw -146353.784978 + Penalty 1434.225636 = -144919.559342 nChanged 67 SP:Iteration 6Q (1839.328092 sec): 3 clusters Score: Raw -146403.226823 + Penalty 1434.225636 = -144969.001187 nChanged 62 SP:Iteration 7Q (1839.335219 sec): 3 clusters Score: Raw -146457.274444 + Penalty 1434.225636 = -145023.048808 nChanged 60 SP:Iteration 8Q (1839.342263 sec): 3 clusters Score: Raw -146520.146627 + Penalty 1434.225636 = -145085.920991 nChanged 57 SP:Iteration 9Q (1839.349318 sec): 3 clusters Score: Raw -146566.762591 + Penalty 1434.225636 = -145132.536955 nChanged 45 SP:Iteration 10Q (1839.356348 sec): 3 clusters Score: Raw -146598.794798 + Penalty 1434.225636 = -145164.569162 nChanged 36 SP:Iteration 11Q (1839.363350 sec): 3 clusters Score: Raw -146618.598276 + Penalty 1434.225636 = -145184.372640 nChanged 27 SP:Iteration 12Q (1839.370338 sec): 3 clusters Score: Raw -146635.568355 + Penalty 1434.225636 = -145201.342719 nChanged 28 SP:Iteration 13Q (1839.377339 sec): 3 clusters Score: Raw -146657.998976 + Penalty 1434.225636 = -145223.773340 nChanged 26 SP:Iteration 14Q (1839.384428 sec): 3 clusters Score: Raw -146677.521646 + Penalty 1434.225636 = -145243.296010 nChanged 27 SP:Iteration 15Q (1839.391404 sec): 3 clusters Score: Raw -146701.883825 + Penalty 1434.225636 = -145267.658189 nChanged 27 SP:Iteration 16Q (1839.398394 sec): 3 clusters Score: Raw -146726.721802 + Penalty 1434.225636 = -145292.496166 nChanged 23 SP:Iteration 17Q (1839.405370 sec): 3 clusters Score: Raw -146737.794054 + Penalty 1434.225636 = -145303.568418 nChanged 13 SP:Iteration 18Q (1839.412316 sec): 3 clusters Score: Raw -146743.067415 + Penalty 1434.225636 = -145308.841779 nChanged 3 SP:Iteration 19Q (1839.423904 sec): 3 clusters Score: Raw -146743.844935 + Penalty 1434.225636 = -145309.619299 nChanged 1 SP:Iteration 20F (1839.430931 sec): 3 clusters Score: Raw -146744.346234 + Penalty 1434.225636 = -145310.120598 nChanged 1 SP:Iteration 21Q (1839.437947 sec): 3 clusters Score: Raw -146744.543306 + Penalty 1434.225636 = -145310.317670 nChanged 0 SP:Iteration 22F (1839.444978 sec): 3 clusters Score: Raw -146744.543306 + Penalty 1434.225636 = -145310.317670 nChanged 0 Trying to split cluster 11 (9422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.478085 sec): 2 clusters Score: Raw -927726.538992 + Penalty 869.326253 = -926857.212740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.502727 sec): 3 clusters Score: Raw -922111.995599 + Penalty 1738.652505 = -920373.343094 nChanged 4265 SP:Iteration 1F (1839.526295 sec): 3 clusters Score: Raw -924473.276120 + Penalty 1738.652505 = -922734.623615 nChanged 585 SP:Iteration 2F (1839.549777 sec): 3 clusters Score: Raw -924738.441972 + Penalty 1738.652505 = -922999.789467 nChanged 542 SP:Iteration 3F (1839.573272 sec): 3 clusters Score: Raw -925013.072808 + Penalty 1738.652505 = -923274.420303 nChanged 544 SP:Iteration 4F (1839.596718 sec): 3 clusters Score: Raw -925315.370440 + Penalty 1738.652505 = -923576.717934 nChanged 518 SP:Iteration 5F (1839.620341 sec): 3 clusters Score: Raw -925646.221095 + Penalty 1738.652505 = -923907.568590 nChanged 480 SP:Iteration 6F (1839.643700 sec): 3 clusters Score: Raw -925964.777683 + Penalty 1738.652505 = -924226.125178 nChanged 481 SP:Iteration 7F (1839.667203 sec): 3 clusters Score: Raw -926302.160086 + Penalty 1738.652505 = -924563.507580 nChanged 444 SP:Iteration 8Q (1839.713101 sec): 3 clusters Score: Raw -926564.962438 + Penalty 1738.652505 = -924826.309933 nChanged 370 SP:Iteration 9Q (1839.748190 sec): 3 clusters Score: Raw -926728.277098 + Penalty 1738.652505 = -924989.624593 nChanged 267 SP:Iteration 10Q (1839.771375 sec): 3 clusters Score: Raw -926842.044487 + Penalty 1738.652505 = -925103.391982 nChanged 223 SP:Iteration 11Q (1839.794526 sec): 3 clusters Score: Raw -926929.410092 + Penalty 1738.652505 = -925190.757586 nChanged 191 SP:Iteration 12Q (1839.817588 sec): 3 clusters Score: Raw -926988.919375 + Penalty 1738.652505 = -925250.266870 nChanged 140 SP:Iteration 13Q (1839.842469 sec): 3 clusters Score: Raw -927034.552723 + Penalty 1738.652505 = -925295.900217 nChanged 126 SP:Iteration 14Q (1839.866075 sec): 3 clusters Score: Raw -927081.598522 + Penalty 1738.652505 = -925342.946017 nChanged 130 SP:Iteration 15Q (1839.893807 sec): 3 clusters Score: Raw -927127.616718 + Penalty 1738.652505 = -925388.964212 nChanged 131 SP:Iteration 16Q (1839.916844 sec): 3 clusters Score: Raw -927170.101485 + Penalty 1738.652505 = -925431.448980 nChanged 110 SP:Iteration 17Q (1839.939864 sec): 3 clusters Score: Raw -927205.775554 + Penalty 1738.652505 = -925467.123049 nChanged 118 SP:Iteration 18Q (1839.962857 sec): 3 clusters Score: Raw -927238.987338 + Penalty 1738.652505 = -925500.334833 nChanged 105 SP:Iteration 19Q (1840.017649 sec): 3 clusters Score: Raw -927272.483145 + Penalty 1738.652505 = -925533.830640 nChanged 95 SP:Iteration 20F (1840.062922 sec): 3 clusters Score: Raw -927297.959555 + Penalty 1738.652505 = -925559.307050 nChanged 84 SP:Iteration 21Q (1840.110964 sec): 3 clusters Score: Raw -927319.351336 + Penalty 1738.652505 = -925580.698831 nChanged 80 SP:Iteration 22Q (1840.134586 sec): 3 clusters Score: Raw -927340.295588 + Penalty 1738.652505 = -925601.643083 nChanged 85 SP:Iteration 23Q (1840.157879 sec): 3 clusters Score: Raw -927360.785646 + Penalty 1738.652505 = -925622.133141 nChanged 75 SP:Iteration 24Q (1840.181071 sec): 3 clusters Score: Raw -927377.666651 + Penalty 1738.652505 = -925639.014146 nChanged 65 SP:Iteration 25Q (1840.203991 sec): 3 clusters Score: Raw -927391.607352 + Penalty 1738.652505 = -925652.954846 nChanged 64 SP:Iteration 26Q (1840.227010 sec): 3 clusters Score: Raw -927402.768156 + Penalty 1738.652505 = -925664.115651 nChanged 47 SP:Iteration 27Q (1840.249932 sec): 3 clusters Score: Raw -927410.296524 + Penalty 1738.652505 = -925671.644018 nChanged 52 SP:Iteration 28Q (1840.272791 sec): 3 clusters Score: Raw -927419.006152 + Penalty 1738.652505 = -925680.353646 nChanged 50 SP:Iteration 29Q (1840.295776 sec): 3 clusters Score: Raw -927428.735201 + Penalty 1738.652505 = -925690.082696 nChanged 51 SP:Iteration 30Q (1840.318808 sec): 3 clusters Score: Raw -927439.875485 + Penalty 1738.652505 = -925701.222979 nChanged 64 SP:Iteration 31Q (1840.341539 sec): 3 clusters Score: Raw -927457.499364 + Penalty 1738.652505 = -925718.846859 nChanged 73 SP:Iteration 32Q (1840.367136 sec): 3 clusters Score: Raw -927479.946723 + Penalty 1738.652505 = -925741.294218 nChanged 82 SP:Iteration 33Q (1840.390072 sec): 3 clusters Score: Raw -927503.363894 + Penalty 1738.652505 = -925764.711388 nChanged 87 SP:Iteration 34Q (1840.416532 sec): 3 clusters Score: Raw -927527.544494 + Penalty 1738.652505 = -925788.891988 nChanged 78 SP:Iteration 35Q (1840.439399 sec): 3 clusters Score: Raw -927545.684434 + Penalty 1738.652505 = -925807.031929 nChanged 62 SP:Iteration 36Q (1840.462139 sec): 3 clusters Score: Raw -927559.219359 + Penalty 1738.652505 = -925820.566854 nChanged 60 SP:Iteration 37Q (1840.484527 sec): 3 clusters Score: Raw -927570.611394 + Penalty 1738.652505 = -925831.958889 nChanged 46 SP:Iteration 38Q (1840.507282 sec): 3 clusters Score: Raw -927580.214953 + Penalty 1738.652505 = -925841.562448 nChanged 57 SP:Iteration 39Q (1840.529712 sec): 3 clusters Score: Raw -927590.515057 + Penalty 1738.652505 = -925851.862552 nChanged 41 SP:Iteration 40F (1840.553176 sec): 3 clusters Score: Raw -927596.888960 + Penalty 1738.652505 = -925858.236455 nChanged 38 SP:Iteration 41Q (1840.575631 sec): 3 clusters Score: Raw -927603.460905 + Penalty 1738.652505 = -925864.808400 nChanged 52 SP:Iteration 42Q (1840.598190 sec): 3 clusters Score: Raw -927613.692173 + Penalty 1738.652505 = -925875.039668 nChanged 48 SP:Iteration 43Q (1840.624842 sec): 3 clusters Score: Raw -927621.827088 + Penalty 1738.652505 = -925883.174582 nChanged 35 SP:Iteration 44Q (1840.647541 sec): 3 clusters Score: Raw -927627.072276 + Penalty 1738.652505 = -925888.419770 nChanged 29 SP:Iteration 45Q (1840.670136 sec): 3 clusters Score: Raw -927631.535277 + Penalty 1738.652505 = -925892.882772 nChanged 28 SP:Iteration 46Q (1840.692691 sec): 3 clusters Score: Raw -927636.729281 + Penalty 1738.652505 = -925898.076775 nChanged 28 SP:Iteration 47Q (1840.715130 sec): 3 clusters Score: Raw -927641.524220 + Penalty 1738.652505 = -925902.871715 nChanged 29 SP:Iteration 48Q (1840.737667 sec): 3 clusters Score: Raw -927647.639365 + Penalty 1738.652505 = -925908.986859 nChanged 35 SP:Iteration 49Q (1840.764664 sec): 3 clusters Score: Raw -927654.322576 + Penalty 1738.652505 = -925915.670071 nChanged 31 SP:Iteration 50Q (1840.787106 sec): 3 clusters Score: Raw -927662.509780 + Penalty 1738.652505 = -925923.857274 nChanged 23 SP:Iteration 51Q (1840.809425 sec): 3 clusters Score: Raw -927667.352028 + Penalty 1738.652505 = -925928.699522 nChanged 33 SP:Iteration 52Q (1840.831861 sec): 3 clusters Score: Raw -927673.132166 + Penalty 1738.652505 = -925934.479660 nChanged 37 SP:Iteration 53Q (1840.854138 sec): 3 clusters Score: Raw -927680.257800 + Penalty 1738.652505 = -925941.605295 nChanged 30 SP:Iteration 54Q (1840.876481 sec): 3 clusters Score: Raw -927686.534148 + Penalty 1738.652505 = -925947.881643 nChanged 31 SP:Iteration 55Q (1840.899217 sec): 3 clusters Score: Raw -927693.164829 + Penalty 1738.652505 = -925954.512324 nChanged 32 SP:Iteration 56Q (1840.921629 sec): 3 clusters Score: Raw -927699.539641 + Penalty 1738.652505 = -925960.887135 nChanged 36 SP:Iteration 57Q (1840.944315 sec): 3 clusters Score: Raw -927706.613426 + Penalty 1738.652505 = -925967.960921 nChanged 39 SP:Iteration 58Q (1840.966547 sec): 3 clusters Score: Raw -927714.027644 + Penalty 1738.652505 = -925975.375139 nChanged 35 SP:Iteration 59Q (1840.996346 sec): 3 clusters Score: Raw -927720.149557 + Penalty 1738.652505 = -925981.497051 nChanged 31 SP:Iteration 60F (1841.019809 sec): 3 clusters Score: Raw -927727.313347 + Penalty 1738.652505 = -925988.660842 nChanged 35 SP:Iteration 61Q (1841.042452 sec): 3 clusters Score: Raw -927736.303458 + Penalty 1738.652505 = -925997.650953 nChanged 35 SP:Iteration 62Q (1841.064638 sec): 3 clusters Score: Raw -927744.771580 + Penalty 1738.652505 = -926006.119075 nChanged 37 SP:Iteration 63Q (1841.096963 sec): 3 clusters Score: Raw -927753.570198 + Penalty 1738.652505 = -926014.917692 nChanged 43 SP:Iteration 64Q (1841.119031 sec): 3 clusters Score: Raw -927763.691592 + Penalty 1738.652505 = -926025.039087 nChanged 39 SP:Iteration 65Q (1841.141209 sec): 3 clusters Score: Raw -927774.407061 + Penalty 1738.652505 = -926035.754555 nChanged 34 SP:Iteration 66Q (1841.163194 sec): 3 clusters Score: Raw -927781.607433 + Penalty 1738.652505 = -926042.954928 nChanged 37 SP:Iteration 67Q (1841.190531 sec): 3 clusters Score: Raw -927788.791640 + Penalty 1738.652505 = -926050.139135 nChanged 33 SP:Iteration 68Q (1841.212644 sec): 3 clusters Score: Raw -927796.661213 + Penalty 1738.652505 = -926058.008708 nChanged 26 SP:Iteration 69Q (1841.234571 sec): 3 clusters Score: Raw -927803.048502 + Penalty 1738.652505 = -926064.395997 nChanged 26 SP:Iteration 70Q (1841.256752 sec): 3 clusters Score: Raw -927807.974243 + Penalty 1738.652505 = -926069.321737 nChanged 23 SP:Iteration 71Q (1841.278629 sec): 3 clusters Score: Raw -927812.811631 + Penalty 1738.652505 = -926074.159125 nChanged 24 SP:Iteration 72Q (1841.320567 sec): 3 clusters Score: Raw -927820.656727 + Penalty 1738.652505 = -926082.004222 nChanged 27 SP:Iteration 73Q (1841.344852 sec): 3 clusters Score: Raw -927829.520919 + Penalty 1738.652505 = -926090.868414 nChanged 36 SP:Iteration 74Q (1841.366697 sec): 3 clusters Score: Raw -927839.704343 + Penalty 1738.652505 = -926101.051838 nChanged 37 SP:Iteration 75Q (1841.388683 sec): 3 clusters Score: Raw -927851.274625 + Penalty 1738.652505 = -926112.622120 nChanged 38 SP:Iteration 76Q (1841.410612 sec): 3 clusters Score: Raw -927865.198683 + Penalty 1738.652505 = -926126.546178 nChanged 40 SP:Iteration 77Q (1841.432605 sec): 3 clusters Score: Raw -927875.592952 + Penalty 1738.652505 = -926136.940446 nChanged 29 SP:Iteration 78Q (1841.454850 sec): 3 clusters Score: Raw -927883.427968 + Penalty 1738.652505 = -926144.775463 nChanged 30 SP:Iteration 79Q (1841.477226 sec): 3 clusters Score: Raw -927891.708699 + Penalty 1738.652505 = -926153.056193 nChanged 25 SP:Iteration 80F (1841.500816 sec): 3 clusters Score: Raw -927899.335153 + Penalty 1738.652505 = -926160.682648 nChanged 20 SP:Iteration 81Q (1841.532067 sec): 3 clusters Score: Raw -927904.699005 + Penalty 1738.652505 = -926166.046499 nChanged 13 SP:Iteration 82Q (1841.553906 sec): 3 clusters Score: Raw -927909.400515 + Penalty 1738.652505 = -926170.748010 nChanged 20 SP:Iteration 83Q (1841.576758 sec): 3 clusters Score: Raw -927914.069312 + Penalty 1738.652505 = -926175.416807 nChanged 18 SP:Iteration 84Q (1841.598663 sec): 3 clusters Score: Raw -927917.834542 + Penalty 1738.652505 = -926179.182037 nChanged 15 SP:Iteration 85Q (1841.620399 sec): 3 clusters Score: Raw -927921.383915 + Penalty 1738.652505 = -926182.731410 nChanged 11 SP:Iteration 86Q (1841.642348 sec): 3 clusters Score: Raw -927923.503912 + Penalty 1738.652505 = -926184.851406 nChanged 8 SP:Iteration 87Q (1841.664112 sec): 3 clusters Score: Raw -927926.022642 + Penalty 1738.652505 = -926187.370137 nChanged 12 SP:Iteration 88Q (1841.685957 sec): 3 clusters Score: Raw -927929.277870 + Penalty 1738.652505 = -926190.625365 nChanged 15 SP:Iteration 89Q (1841.707812 sec): 3 clusters Score: Raw -927933.807903 + Penalty 1738.652505 = -926195.155398 nChanged 11 SP:Iteration 90Q (1841.729532 sec): 3 clusters Score: Raw -927936.963776 + Penalty 1738.652505 = -926198.311271 nChanged 14 SP:Iteration 91Q (1841.751346 sec): 3 clusters Score: Raw -927941.456539 + Penalty 1738.652505 = -926202.804034 nChanged 12 SP:Iteration 92Q (1841.773030 sec): 3 clusters Score: Raw -927945.736756 + Penalty 1738.652505 = -926207.084251 nChanged 13 SP:Iteration 93Q (1841.794676 sec): 3 clusters Score: Raw -927948.439752 + Penalty 1738.652505 = -926209.787246 nChanged 10 SP:Iteration 94Q (1841.816245 sec): 3 clusters Score: Raw -927950.956402 + Penalty 1738.652505 = -926212.303896 nChanged 6 SP:Iteration 95Q (1841.837994 sec): 3 clusters Score: Raw -927952.115501 + Penalty 1738.652505 = -926213.462995 nChanged 5 SP:Iteration 96Q (1841.859623 sec): 3 clusters Score: Raw -927952.923494 + Penalty 1738.652505 = -926214.270989 nChanged 1 SP:Iteration 97Q (1841.883302 sec): 3 clusters Score: Raw -927953.177620 + Penalty 1738.652505 = -926214.525115 nChanged 2 SP:Iteration 98Q (1841.906257 sec): 3 clusters Score: Raw -927953.567601 + Penalty 1738.652505 = -926214.915096 nChanged 2 SP:Iteration 99Q (1841.927921 sec): 3 clusters Score: Raw -927954.112941 + Penalty 1738.652505 = -926215.460436 nChanged 3 SP:Iteration 100F (1841.951631 sec): 3 clusters Score: Raw -927954.606645 + Penalty 1738.652505 = -926215.954140 nChanged 3 SP:Iteration 101Q (1841.973441 sec): 3 clusters Score: Raw -927955.232204 + Penalty 1738.652505 = -926216.579699 nChanged 4 SP:Iteration 102Q (1841.995253 sec): 3 clusters Score: Raw -927956.076373 + Penalty 1738.652505 = -926217.423868 nChanged 4 SP:Iteration 103Q (1842.016962 sec): 3 clusters Score: Raw -927956.663124 + Penalty 1738.652505 = -926218.010618 nChanged 3 SP:Iteration 104Q (1842.038656 sec): 3 clusters Score: Raw -927957.139966 + Penalty 1738.652505 = -926218.487461 nChanged 1 SP:Iteration 105Q (1842.060295 sec): 3 clusters Score: Raw -927957.333749 + Penalty 1738.652505 = -926218.681244 nChanged 0 SP:Iteration 106F (1842.083753 sec): 3 clusters Score: Raw -927957.333749 + Penalty 1738.652505 = -926218.681244 nChanged 0 Trying to split cluster 12 (16810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1842.112901 sec): 2 clusters Score: Raw -1566772.990247 + Penalty 924.324277 = -1565848.665970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1842.151131 sec): 3 clusters Score: Raw -1556349.831661 + Penalty 1848.648553 = -1554501.183108 nChanged 7690 SP:Iteration 1F (1842.182183 sec): 3 clusters Score: Raw -1560757.741936 + Penalty 1848.648553 = -1558909.093383 nChanged 1051 SP:Iteration 2F (1842.213593 sec): 3 clusters Score: Raw -1561249.126925 + Penalty 1848.648553 = -1559400.478372 nChanged 1072 SP:Iteration 3F (1842.253384 sec): 3 clusters Score: Raw -1561861.471387 + Penalty 1848.648553 = -1560012.822834 nChanged 1114 SP:Iteration 4F (1842.308203 sec): 3 clusters Score: Raw -1562554.996111 + Penalty 1848.648553 = -1560706.347558 nChanged 1115 SP:Iteration 5F (1842.344212 sec): 3 clusters Score: Raw -1563335.566519 + Penalty 1848.648553 = -1561486.917966 nChanged 1017 SP:Iteration 6F (1842.375334 sec): 3 clusters Score: Raw -1564142.480912 + Penalty 1848.648553 = -1562293.832359 nChanged 882 SP:Iteration 7F (1842.416822 sec): 3 clusters Score: Raw -1564899.715300 + Penalty 1848.648553 = -1563051.066747 nChanged 681 SP:Iteration 8Q (1842.448162 sec): 3 clusters Score: Raw -1565535.697021 + Penalty 1848.648553 = -1563687.048468 nChanged 514 SP:Iteration 9Q (1842.478751 sec): 3 clusters Score: Raw -1565947.398631 + Penalty 1848.648553 = -1564098.750078 nChanged 387 SP:Iteration 10Q (1842.508848 sec): 3 clusters Score: Raw -1566174.525961 + Penalty 1848.648553 = -1564325.877408 nChanged 298 SP:Iteration 11Q (1842.538674 sec): 3 clusters Score: Raw -1566337.720299 + Penalty 1848.648553 = -1564489.071746 nChanged 225 SP:Iteration 12Q (1842.577008 sec): 3 clusters Score: Raw -1566440.396363 + Penalty 1848.648553 = -1564591.747810 nChanged 175 SP:Iteration 13Q (1842.605845 sec): 3 clusters Score: Raw -1566517.736110 + Penalty 1848.648553 = -1564669.087557 nChanged 140 SP:Iteration 14Q (1842.634620 sec): 3 clusters Score: Raw -1566591.977190 + Penalty 1848.648553 = -1564743.328637 nChanged 132 SP:Iteration 15Q (1842.663538 sec): 3 clusters Score: Raw -1566656.799631 + Penalty 1848.648553 = -1564808.151078 nChanged 126 SP:Iteration 16Q (1842.692557 sec): 3 clusters Score: Raw -1566712.000332 + Penalty 1848.648553 = -1564863.351779 nChanged 111 SP:Iteration 17Q (1842.723244 sec): 3 clusters Score: Raw -1566762.283894 + Penalty 1848.648553 = -1564913.635341 nChanged 97 SP:Iteration 18Q (1842.751804 sec): 3 clusters Score: Raw -1566800.207494 + Penalty 1848.648553 = -1564951.558941 nChanged 96 SP:Iteration 19Q (1842.780106 sec): 3 clusters Score: Raw -1566845.180441 + Penalty 1848.648553 = -1564996.531888 nChanged 88 SP:Iteration 20F (1842.811713 sec): 3 clusters Score: Raw -1566896.876516 + Penalty 1848.648553 = -1565048.227963 nChanged 87 SP:Iteration 21Q (1842.840156 sec): 3 clusters Score: Raw -1566935.815735 + Penalty 1848.648553 = -1565087.167182 nChanged 93 SP:Iteration 22Q (1842.868367 sec): 3 clusters Score: Raw -1566970.679354 + Penalty 1848.648553 = -1565122.030801 nChanged 68 SP:Iteration 23Q (1842.896513 sec): 3 clusters Score: Raw -1566995.636865 + Penalty 1848.648553 = -1565146.988312 nChanged 68 SP:Iteration 24Q (1842.926907 sec): 3 clusters Score: Raw -1567018.153881 + Penalty 1848.648553 = -1565169.505328 nChanged 61 SP:Iteration 25Q (1842.954848 sec): 3 clusters Score: Raw -1567035.339101 + Penalty 1848.648553 = -1565186.690548 nChanged 58 SP:Iteration 26Q (1842.982774 sec): 3 clusters Score: Raw -1567051.434698 + Penalty 1848.648553 = -1565202.786145 nChanged 55 SP:Iteration 27Q (1843.010632 sec): 3 clusters Score: Raw -1567065.416573 + Penalty 1848.648553 = -1565216.768020 nChanged 37 SP:Iteration 28Q (1843.038904 sec): 3 clusters Score: Raw -1567072.389619 + Penalty 1848.648553 = -1565223.741066 nChanged 36 SP:Iteration 29Q (1843.066877 sec): 3 clusters Score: Raw -1567079.656601 + Penalty 1848.648553 = -1565231.008048 nChanged 39 SP:Iteration 30Q (1843.094442 sec): 3 clusters Score: Raw -1567088.462427 + Penalty 1848.648553 = -1565239.813874 nChanged 44 SP:Iteration 31Q (1843.122230 sec): 3 clusters Score: Raw -1567098.228553 + Penalty 1848.648553 = -1565249.580000 nChanged 32 SP:Iteration 32Q (1843.172959 sec): 3 clusters Score: Raw -1567104.019528 + Penalty 1848.648553 = -1565255.370975 nChanged 32 SP:Iteration 33Q (1843.200656 sec): 3 clusters Score: Raw -1567111.492386 + Penalty 1848.648553 = -1565262.843833 nChanged 29 SP:Iteration 34Q (1843.228533 sec): 3 clusters Score: Raw -1567116.637923 + Penalty 1848.648553 = -1565267.989370 nChanged 27 SP:Iteration 35Q (1843.256133 sec): 3 clusters Score: Raw -1567121.530943 + Penalty 1848.648553 = -1565272.882390 nChanged 20 SP:Iteration 36Q (1843.283834 sec): 3 clusters Score: Raw -1567125.835758 + Penalty 1848.648553 = -1565277.187205 nChanged 27 SP:Iteration 37Q (1843.326538 sec): 3 clusters Score: Raw -1567133.429371 + Penalty 1848.648553 = -1565284.780818 nChanged 25 SP:Iteration 38Q (1843.357198 sec): 3 clusters Score: Raw -1567138.026913 + Penalty 1848.648553 = -1565289.378360 nChanged 21 SP:Iteration 39Q (1843.384858 sec): 3 clusters Score: Raw -1567142.434328 + Penalty 1848.648553 = -1565293.785775 nChanged 23 SP:Iteration 40F (1843.416329 sec): 3 clusters Score: Raw -1567147.347323 + Penalty 1848.648553 = -1565298.698770 nChanged 22 SP:Iteration 41Q (1843.444018 sec): 3 clusters Score: Raw -1567153.052794 + Penalty 1848.648553 = -1565304.404241 nChanged 20 SP:Iteration 42Q (1843.471712 sec): 3 clusters Score: Raw -1567157.658183 + Penalty 1848.648553 = -1565309.009630 nChanged 18 SP:Iteration 43Q (1843.499294 sec): 3 clusters Score: Raw -1567163.939276 + Penalty 1848.648553 = -1565315.290723 nChanged 27 SP:Iteration 44Q (1843.526857 sec): 3 clusters Score: Raw -1567175.524892 + Penalty 1848.648553 = -1565326.876339 nChanged 38 SP:Iteration 45Q (1843.589348 sec): 3 clusters Score: Raw -1567197.564580 + Penalty 1848.648553 = -1565348.916027 nChanged 42 SP:Iteration 46Q (1843.616580 sec): 3 clusters Score: Raw -1567220.793494 + Penalty 1848.648553 = -1565372.144941 nChanged 43 SP:Iteration 47Q (1843.644239 sec): 3 clusters Score: Raw -1567241.470306 + Penalty 1848.648553 = -1565392.821753 nChanged 52 SP:Iteration 48Q (1843.671821 sec): 3 clusters Score: Raw -1567268.893563 + Penalty 1848.648553 = -1565420.245010 nChanged 46 SP:Iteration 49Q (1843.699296 sec): 3 clusters Score: Raw -1567299.078171 + Penalty 1848.648553 = -1565450.429618 nChanged 50 SP:Iteration 50Q (1843.726727 sec): 3 clusters Score: Raw -1567325.847145 + Penalty 1848.648553 = -1565477.198592 nChanged 45 SP:Iteration 51Q (1843.754712 sec): 3 clusters Score: Raw -1567344.668045 + Penalty 1848.648553 = -1565496.019492 nChanged 36 SP:Iteration 52Q (1843.782224 sec): 3 clusters Score: Raw -1567355.172975 + Penalty 1848.648553 = -1565506.524422 nChanged 26 SP:Iteration 53Q (1843.810135 sec): 3 clusters Score: Raw -1567361.316525 + Penalty 1848.648553 = -1565512.667972 nChanged 16 SP:Iteration 54Q (1843.837793 sec): 3 clusters Score: Raw -1567365.139826 + Penalty 1848.648553 = -1565516.491273 nChanged 13 SP:Iteration 55Q (1843.865130 sec): 3 clusters Score: Raw -1567367.570170 + Penalty 1848.648553 = -1565518.921617 nChanged 9 SP:Iteration 56Q (1843.895185 sec): 3 clusters Score: Raw -1567369.772030 + Penalty 1848.648553 = -1565521.123477 nChanged 11 SP:Iteration 57Q (1843.922627 sec): 3 clusters Score: Raw -1567371.843805 + Penalty 1848.648553 = -1565523.195252 nChanged 10 SP:Iteration 58Q (1843.950516 sec): 3 clusters Score: Raw -1567373.422284 + Penalty 1848.648553 = -1565524.773731 nChanged 11 SP:Iteration 59Q (1843.978044 sec): 3 clusters Score: Raw -1567375.012768 + Penalty 1848.648553 = -1565526.364215 nChanged 8 SP:Iteration 60F (1844.009480 sec): 3 clusters Score: Raw -1567376.078681 + Penalty 1848.648553 = -1565527.430128 nChanged 5 SP:Iteration 61Q (1844.037393 sec): 3 clusters Score: Raw -1567376.724503 + Penalty 1848.648553 = -1565528.075950 nChanged 3 SP:Iteration 62Q (1844.070823 sec): 3 clusters Score: Raw -1567377.071786 + Penalty 1848.648553 = -1565528.423233 nChanged 1 SP:Iteration 63Q (1844.098561 sec): 3 clusters Score: Raw -1567377.144106 + Penalty 1848.648553 = -1565528.495553 nChanged 0 SP:Iteration 64F (1844.129842 sec): 3 clusters Score: Raw -1567377.144106 + Penalty 1848.648553 = -1565528.495553 nChanged 0 Trying to split cluster 13 (4023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1844.145942 sec): 2 clusters Score: Raw -376203.228740 + Penalty 788.479401 = -375414.749338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.161634 sec): 3 clusters Score: Raw -373998.610353 + Penalty 1576.958803 = -372421.651551 nChanged 1752 SP:Iteration 1F (1844.176287 sec): 3 clusters Score: Raw -375066.481347 + Penalty 1576.958803 = -373489.522544 nChanged 314 SP:Iteration 2F (1844.190774 sec): 3 clusters Score: Raw -375249.450709 + Penalty 1576.958803 = -373672.491906 nChanged 241 SP:Iteration 3F (1844.205235 sec): 3 clusters Score: Raw -375390.306311 + Penalty 1576.958803 = -373813.347508 nChanged 205 SP:Iteration 4F (1844.219714 sec): 3 clusters Score: Raw -375523.245180 + Penalty 1576.958803 = -373946.286378 nChanged 183 SP:Iteration 5Q (1844.233311 sec): 3 clusters Score: Raw -375663.574834 + Penalty 1576.958803 = -374086.616032 nChanged 181 SP:Iteration 6Q (1844.247808 sec): 3 clusters Score: Raw -375808.469039 + Penalty 1576.958803 = -374231.510237 nChanged 160 SP:Iteration 7Q (1844.262327 sec): 3 clusters Score: Raw -375907.768625 + Penalty 1576.958803 = -374330.809822 nChanged 130 SP:Iteration 8Q (1844.276775 sec): 3 clusters Score: Raw -375984.741113 + Penalty 1576.958803 = -374407.782310 nChanged 123 SP:Iteration 9Q (1844.292347 sec): 3 clusters Score: Raw -376052.047004 + Penalty 1576.958803 = -374475.088202 nChanged 96 SP:Iteration 10Q (1844.306627 sec): 3 clusters Score: Raw -376105.154042 + Penalty 1576.958803 = -374528.195240 nChanged 88 SP:Iteration 11Q (1844.320953 sec): 3 clusters Score: Raw -376158.013741 + Penalty 1576.958803 = -374581.054938 nChanged 72 SP:Iteration 12Q (1844.335137 sec): 3 clusters Score: Raw -376197.816910 + Penalty 1576.958803 = -374620.858108 nChanged 53 SP:Iteration 13Q (1844.353975 sec): 3 clusters Score: Raw -376223.109368 + Penalty 1576.958803 = -374646.150565 nChanged 43 SP:Iteration 14Q (1844.368106 sec): 3 clusters Score: Raw -376247.377835 + Penalty 1576.958803 = -374670.419032 nChanged 40 SP:Iteration 15Q (1844.382187 sec): 3 clusters Score: Raw -376266.276588 + Penalty 1576.958803 = -374689.317786 nChanged 26 SP:Iteration 16Q (1844.396300 sec): 3 clusters Score: Raw -376277.041299 + Penalty 1576.958803 = -374700.082496 nChanged 31 SP:Iteration 17Q (1844.410353 sec): 3 clusters Score: Raw -376286.755620 + Penalty 1576.958803 = -374709.796817 nChanged 26 SP:Iteration 18Q (1844.424415 sec): 3 clusters Score: Raw -376297.037149 + Penalty 1576.958803 = -374720.078346 nChanged 25 SP:Iteration 19Q (1844.438536 sec): 3 clusters Score: Raw -376305.472746 + Penalty 1576.958803 = -374728.513943 nChanged 18 SP:Iteration 20F (1844.452952 sec): 3 clusters Score: Raw -376312.244199 + Penalty 1576.958803 = -374735.285396 nChanged 17 SP:Iteration 21Q (1844.466873 sec): 3 clusters Score: Raw -376318.577870 + Penalty 1576.958803 = -374741.619067 nChanged 13 SP:Iteration 22Q (1844.480911 sec): 3 clusters Score: Raw -376322.840178 + Penalty 1576.958803 = -374745.881375 nChanged 8 SP:Iteration 23Q (1844.495035 sec): 3 clusters Score: Raw -376326.033240 + Penalty 1576.958803 = -374749.074437 nChanged 5 SP:Iteration 24Q (1844.508366 sec): 3 clusters Score: Raw -376328.401114 + Penalty 1576.958803 = -374751.442312 nChanged 10 SP:Iteration 25Q (1844.522432 sec): 3 clusters Score: Raw -376330.721041 + Penalty 1576.958803 = -374753.762239 nChanged 8 SP:Iteration 26Q (1844.539140 sec): 3 clusters Score: Raw -376332.834810 + Penalty 1576.958803 = -374755.876008 nChanged 8 SP:Iteration 27Q (1844.553195 sec): 3 clusters Score: Raw -376335.111025 + Penalty 1576.958803 = -374758.152222 nChanged 9 SP:Iteration 28Q (1844.567119 sec): 3 clusters Score: Raw -376339.064495 + Penalty 1576.958803 = -374762.105693 nChanged 11 SP:Iteration 29Q (1844.581108 sec): 3 clusters Score: Raw -376342.427438 + Penalty 1576.958803 = -374765.468635 nChanged 4 SP:Iteration 30Q (1844.595153 sec): 3 clusters Score: Raw -376343.081131 + Penalty 1576.958803 = -374766.122329 nChanged 3 SP:Iteration 31Q (1844.608496 sec): 3 clusters Score: Raw -376344.630009 + Penalty 1576.958803 = -374767.671207 nChanged 5 SP:Iteration 32Q (1844.623119 sec): 3 clusters Score: Raw -376345.768384 + Penalty 1576.958803 = -374768.809581 nChanged 4 SP:Iteration 33Q (1844.637090 sec): 3 clusters Score: Raw -376346.563962 + Penalty 1576.958803 = -374769.605159 nChanged 2 SP:Iteration 34Q (1844.655329 sec): 3 clusters Score: Raw -376347.028100 + Penalty 1576.958803 = -374770.069298 nChanged 3 SP:Iteration 35Q (1844.669391 sec): 3 clusters Score: Raw -376347.430925 + Penalty 1576.958803 = -374770.472122 nChanged 3 SP:Iteration 36Q (1844.683375 sec): 3 clusters Score: Raw -376348.333565 + Penalty 1576.958803 = -374771.374763 nChanged 5 SP:Iteration 37Q (1844.697483 sec): 3 clusters Score: Raw -376349.949235 + Penalty 1576.958803 = -374772.990433 nChanged 9 SP:Iteration 38Q (1844.711373 sec): 3 clusters Score: Raw -376352.150070 + Penalty 1576.958803 = -374775.191268 nChanged 4 SP:Iteration 39Q (1844.761484 sec): 3 clusters Score: Raw -376353.218666 + Penalty 1576.958803 = -374776.259863 nChanged 6 SP:Iteration 40F (1844.786904 sec): 3 clusters Score: Raw -376353.759340 + Penalty 1576.958803 = -374776.800538 nChanged 2 SP:Iteration 41Q (1844.800846 sec): 3 clusters Score: Raw -376354.232351 + Penalty 1576.958803 = -374777.273548 nChanged 7 SP:Iteration 42Q (1844.814810 sec): 3 clusters Score: Raw -376356.921669 + Penalty 1576.958803 = -374779.962866 nChanged 10 SP:Iteration 43Q (1844.828678 sec): 3 clusters Score: Raw -376359.340070 + Penalty 1576.958803 = -374782.381268 nChanged 7 SP:Iteration 44Q (1844.845201 sec): 3 clusters Score: Raw -376362.497419 + Penalty 1576.958803 = -374785.538617 nChanged 6 SP:Iteration 45Q (1844.859054 sec): 3 clusters Score: Raw -376364.050910 + Penalty 1576.958803 = -374787.092107 nChanged 5 SP:Iteration 46Q (1844.872975 sec): 3 clusters Score: Raw -376365.299652 + Penalty 1576.958803 = -374788.340849 nChanged 6 SP:Iteration 47Q (1844.886995 sec): 3 clusters Score: Raw -376367.230888 + Penalty 1576.958803 = -374790.272085 nChanged 7 SP:Iteration 48Q (1844.901148 sec): 3 clusters Score: Raw -376369.479105 + Penalty 1576.958803 = -374792.520302 nChanged 7 SP:Iteration 49Q (1844.914217 sec): 3 clusters Score: Raw -376372.275443 + Penalty 1576.958803 = -374795.316640 nChanged 15 SP:Iteration 50Q (1844.928188 sec): 3 clusters Score: Raw -376377.835833 + Penalty 1576.958803 = -374800.877031 nChanged 13 SP:Iteration 51Q (1844.942180 sec): 3 clusters Score: Raw -376381.321906 + Penalty 1576.958803 = -374804.363103 nChanged 8 SP:Iteration 52Q (1844.956147 sec): 3 clusters Score: Raw -376383.540175 + Penalty 1576.958803 = -374806.581372 nChanged 8 SP:Iteration 53Q (1844.975071 sec): 3 clusters Score: Raw -376385.424034 + Penalty 1576.958803 = -374808.465231 nChanged 8 SP:Iteration 54Q (1844.989042 sec): 3 clusters Score: Raw -376386.984235 + Penalty 1576.958803 = -374810.025432 nChanged 5 SP:Iteration 55Q (1845.002984 sec): 3 clusters Score: Raw -376388.079208 + Penalty 1576.958803 = -374811.120405 nChanged 5 SP:Iteration 56Q (1845.021553 sec): 3 clusters Score: Raw -376390.076752 + Penalty 1576.958803 = -374813.117950 nChanged 5 SP:Iteration 57Q (1845.035925 sec): 3 clusters Score: Raw -376392.880492 + Penalty 1576.958803 = -374815.921690 nChanged 5 SP:Iteration 58Q (1845.049672 sec): 3 clusters Score: Raw -376394.231279 + Penalty 1576.958803 = -374817.272476 nChanged 3 SP:Iteration 59Q (1845.063611 sec): 3 clusters Score: Raw -376395.607221 + Penalty 1576.958803 = -374818.648419 nChanged 6 SP:Iteration 60F (1845.078060 sec): 3 clusters Score: Raw -376397.721678 + Penalty 1576.958803 = -374820.762875 nChanged 8 SP:Iteration 61Q (1845.091838 sec): 3 clusters Score: Raw -376400.608866 + Penalty 1576.958803 = -374823.650064 nChanged 9 SP:Iteration 62Q (1845.105891 sec): 3 clusters Score: Raw -376403.158908 + Penalty 1576.958803 = -374826.200106 nChanged 11 SP:Iteration 63Q (1845.119671 sec): 3 clusters Score: Raw -376407.025134 + Penalty 1576.958803 = -374830.066331 nChanged 12 SP:Iteration 64Q (1845.133585 sec): 3 clusters Score: Raw -376410.586855 + Penalty 1576.958803 = -374833.628053 nChanged 11 SP:Iteration 65Q (1845.152238 sec): 3 clusters Score: Raw -376412.630876 + Penalty 1576.958803 = -374835.672073 nChanged 5 SP:Iteration 66Q (1845.166112 sec): 3 clusters Score: Raw -376414.099960 + Penalty 1576.958803 = -374837.141157 nChanged 6 SP:Iteration 67Q (1845.179948 sec): 3 clusters Score: Raw -376415.869467 + Penalty 1576.958803 = -374838.910665 nChanged 5 SP:Iteration 68Q (1845.193845 sec): 3 clusters Score: Raw -376417.905941 + Penalty 1576.958803 = -374840.947139 nChanged 7 SP:Iteration 69Q (1845.207757 sec): 3 clusters Score: Raw -376422.025172 + Penalty 1576.958803 = -374845.066369 nChanged 7 SP:Iteration 70Q (1845.220821 sec): 3 clusters Score: Raw -376424.519014 + Penalty 1576.958803 = -374847.560211 nChanged 5 SP:Iteration 71Q (1845.234508 sec): 3 clusters Score: Raw -376425.489645 + Penalty 1576.958803 = -374848.530843 nChanged 2 SP:Iteration 72Q (1845.248282 sec): 3 clusters Score: Raw -376426.528496 + Penalty 1576.958803 = -374849.569693 nChanged 4 SP:Iteration 73Q (1845.262032 sec): 3 clusters Score: Raw -376427.263611 + Penalty 1576.958803 = -374850.304809 nChanged 1 SP:Iteration 74Q (1845.275796 sec): 3 clusters Score: Raw -376427.432295 + Penalty 1576.958803 = -374850.473492 nChanged 2 SP:Iteration 75Q (1845.289170 sec): 3 clusters Score: Raw -376427.667895 + Penalty 1576.958803 = -374850.709092 nChanged 0 SP:Iteration 76F (1845.303439 sec): 3 clusters Score: Raw -376427.667895 + Penalty 1576.958803 = -374850.709092 nChanged 0 Trying to split cluster 14 (4378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1845.320528 sec): 2 clusters Score: Raw -411915.887183 + Penalty 796.512991 = -411119.374192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1845.337804 sec): 3 clusters Score: Raw -409508.314450 + Penalty 1593.025983 = -407915.288468 nChanged 1837 SP:Iteration 1F (1845.352817 sec): 3 clusters Score: Raw -410562.166682 + Penalty 1593.025983 = -408969.140699 nChanged 313 SP:Iteration 2F (1845.368649 sec): 3 clusters Score: Raw -410698.061111 + Penalty 1593.025983 = -409105.035128 nChanged 222 SP:Iteration 3F (1845.384404 sec): 3 clusters Score: Raw -410789.913958 + Penalty 1593.025983 = -409196.887975 nChanged 178 SP:Iteration 4Q (1845.404546 sec): 3 clusters Score: Raw -410858.395222 + Penalty 1593.025983 = -409265.369239 nChanged 143 SP:Iteration 5Q (1845.420195 sec): 3 clusters Score: Raw -410910.696538 + Penalty 1593.025983 = -409317.670555 nChanged 129 SP:Iteration 6Q (1845.435983 sec): 3 clusters Score: Raw -410958.006995 + Penalty 1593.025983 = -409364.981012 nChanged 128 SP:Iteration 7Q (1845.451590 sec): 3 clusters Score: Raw -411012.971934 + Penalty 1593.025983 = -409419.945951 nChanged 115 SP:Iteration 8Q (1845.467396 sec): 3 clusters Score: Raw -411052.922051 + Penalty 1593.025983 = -409459.896068 nChanged 83 SP:Iteration 9Q (1845.483138 sec): 3 clusters Score: Raw -411085.190898 + Penalty 1593.025983 = -409492.164915 nChanged 88 SP:Iteration 10Q (1845.498853 sec): 3 clusters Score: Raw -411118.434503 + Penalty 1593.025983 = -409525.408520 nChanged 91 SP:Iteration 11Q (1845.514406 sec): 3 clusters Score: Raw -411148.941452 + Penalty 1593.025983 = -409555.915469 nChanged 78 SP:Iteration 12Q (1845.530150 sec): 3 clusters Score: Raw -411175.437790 + Penalty 1593.025983 = -409582.411807 nChanged 76 SP:Iteration 13Q (1845.545701 sec): 3 clusters Score: Raw -411195.704622 + Penalty 1593.025983 = -409602.678640 nChanged 69 SP:Iteration 14Q (1845.563253 sec): 3 clusters Score: Raw -411217.387588 + Penalty 1593.025983 = -409624.361605 nChanged 68 SP:Iteration 15Q (1845.579031 sec): 3 clusters Score: Raw -411238.388977 + Penalty 1593.025983 = -409645.362994 nChanged 53 SP:Iteration 16Q (1845.594855 sec): 3 clusters Score: Raw -411255.910557 + Penalty 1593.025983 = -409662.884575 nChanged 71 SP:Iteration 17Q (1845.610594 sec): 3 clusters Score: Raw -411279.580328 + Penalty 1593.025983 = -409686.554345 nChanged 60 SP:Iteration 18Q (1845.627980 sec): 3 clusters Score: Raw -411296.949135 + Penalty 1593.025983 = -409703.923152 nChanged 54 SP:Iteration 19Q (1845.643612 sec): 3 clusters Score: Raw -411316.315058 + Penalty 1593.025983 = -409723.289075 nChanged 59 SP:Iteration 20F (1845.659407 sec): 3 clusters Score: Raw -411338.188705 + Penalty 1593.025983 = -409745.162722 nChanged 53 SP:Iteration 21Q (1845.675130 sec): 3 clusters Score: Raw -411354.238799 + Penalty 1593.025983 = -409761.212816 nChanged 41 SP:Iteration 22Q (1845.690860 sec): 3 clusters Score: Raw -411365.613116 + Penalty 1593.025983 = -409772.587133 nChanged 42 SP:Iteration 23Q (1845.706378 sec): 3 clusters Score: Raw -411376.228220 + Penalty 1593.025983 = -409783.202237 nChanged 45 SP:Iteration 24Q (1845.722151 sec): 3 clusters Score: Raw -411389.384832 + Penalty 1593.025983 = -409796.358849 nChanged 47 SP:Iteration 25Q (1845.737080 sec): 3 clusters Score: Raw -411401.749901 + Penalty 1593.025983 = -409808.723918 nChanged 42 SP:Iteration 26Q (1845.752858 sec): 3 clusters Score: Raw -411411.017828 + Penalty 1593.025983 = -409817.991845 nChanged 31 SP:Iteration 27Q (1845.768592 sec): 3 clusters Score: Raw -411417.961064 + Penalty 1593.025983 = -409824.935081 nChanged 33 SP:Iteration 28Q (1845.784313 sec): 3 clusters Score: Raw -411425.342444 + Penalty 1593.025983 = -409832.316461 nChanged 30 SP:Iteration 29Q (1845.799167 sec): 3 clusters Score: Raw -411431.269125 + Penalty 1593.025983 = -409838.243142 nChanged 25 SP:Iteration 30Q (1845.814687 sec): 3 clusters Score: Raw -411436.068686 + Penalty 1593.025983 = -409843.042703 nChanged 21 SP:Iteration 31Q (1845.830320 sec): 3 clusters Score: Raw -411439.971004 + Penalty 1593.025983 = -409846.945022 nChanged 26 SP:Iteration 32Q (1845.848318 sec): 3 clusters Score: Raw -411444.491748 + Penalty 1593.025983 = -409851.465765 nChanged 21 SP:Iteration 33Q (1845.863807 sec): 3 clusters Score: Raw -411448.210067 + Penalty 1593.025983 = -409855.184084 nChanged 24 SP:Iteration 34Q (1845.879333 sec): 3 clusters Score: Raw -411452.117542 + Penalty 1593.025983 = -409859.091559 nChanged 20 SP:Iteration 35Q (1845.895014 sec): 3 clusters Score: Raw -411454.843039 + Penalty 1593.025983 = -409861.817056 nChanged 20 SP:Iteration 36Q (1845.910745 sec): 3 clusters Score: Raw -411458.852948 + Penalty 1593.025983 = -409865.826965 nChanged 19 SP:Iteration 37Q (1845.925479 sec): 3 clusters Score: Raw -411462.536437 + Penalty 1593.025983 = -409869.510454 nChanged 16 SP:Iteration 38Q (1845.941006 sec): 3 clusters Score: Raw -411464.943803 + Penalty 1593.025983 = -409871.917820 nChanged 22 SP:Iteration 39Q (1845.956546 sec): 3 clusters Score: Raw -411470.200933 + Penalty 1593.025983 = -409877.174950 nChanged 23 SP:Iteration 40F (1845.972350 sec): 3 clusters Score: Raw -411475.161685 + Penalty 1593.025983 = -409882.135702 nChanged 24 SP:Iteration 41Q (1845.987403 sec): 3 clusters Score: Raw -411481.393101 + Penalty 1593.025983 = -409888.367119 nChanged 30 SP:Iteration 42Q (1846.003121 sec): 3 clusters Score: Raw -411490.069015 + Penalty 1593.025983 = -409897.043032 nChanged 37 SP:Iteration 43Q (1846.018733 sec): 3 clusters Score: Raw -411502.865761 + Penalty 1593.025983 = -409909.839779 nChanged 52 SP:Iteration 44Q (1846.034645 sec): 3 clusters Score: Raw -411518.141769 + Penalty 1593.025983 = -409925.115787 nChanged 52 SP:Iteration 45Q (1846.049345 sec): 3 clusters Score: Raw -411533.655332 + Penalty 1593.025983 = -409940.629349 nChanged 53 SP:Iteration 46Q (1846.064877 sec): 3 clusters Score: Raw -411548.761499 + Penalty 1593.025983 = -409955.735516 nChanged 56 SP:Iteration 47Q (1846.080437 sec): 3 clusters Score: Raw -411567.875036 + Penalty 1593.025983 = -409974.849053 nChanged 52 SP:Iteration 48Q (1846.127289 sec): 3 clusters Score: Raw -411585.388707 + Penalty 1593.025983 = -409992.362724 nChanged 60 SP:Iteration 49Q (1846.178726 sec): 3 clusters Score: Raw -411602.920516 + Penalty 1593.025983 = -410009.894533 nChanged 55 SP:Iteration 50Q (1846.219323 sec): 3 clusters Score: Raw -411618.941220 + Penalty 1593.025983 = -410025.915237 nChanged 49 SP:Iteration 51Q (1846.266425 sec): 3 clusters Score: Raw -411634.560271 + Penalty 1593.025983 = -410041.534288 nChanged 51 SP:Iteration 52Q (1846.318310 sec): 3 clusters Score: Raw -411651.636359 + Penalty 1593.025983 = -410058.610377 nChanged 44 SP:Iteration 53Q (1846.365717 sec): 3 clusters Score: Raw -411668.695647 + Penalty 1593.025983 = -410075.669664 nChanged 49 SP:Iteration 54Q (1846.418033 sec): 3 clusters Score: Raw -411687.826329 + Penalty 1593.025983 = -410094.800346 nChanged 51 SP:Iteration 55Q (1846.460335 sec): 3 clusters Score: Raw -411709.258107 + Penalty 1593.025983 = -410116.232125 nChanged 58 SP:Iteration 56Q (1846.471791 sec): 3 clusters Score: Raw -411733.540688 + Penalty 1593.025983 = -410140.514705 nChanged 48 SP:Iteration 57Q (1846.487010 sec): 3 clusters Score: Raw -411751.461796 + Penalty 1593.025983 = -410158.435813 nChanged 47 SP:Iteration 58Q (1846.504234 sec): 3 clusters Score: Raw -411771.140089 + Penalty 1593.025983 = -410178.114106 nChanged 56 SP:Iteration 59Q (1846.519534 sec): 3 clusters Score: Raw -411794.486327 + Penalty 1593.025983 = -410201.460344 nChanged 44 SP:Iteration 60F (1846.535185 sec): 3 clusters Score: Raw -411811.253265 + Penalty 1593.025983 = -410218.227282 nChanged 40 SP:Iteration 61Q (1846.550335 sec): 3 clusters Score: Raw -411827.494729 + Penalty 1593.025983 = -410234.468746 nChanged 36 SP:Iteration 62Q (1846.568329 sec): 3 clusters Score: Raw -411840.789440 + Penalty 1593.025983 = -410247.763457 nChanged 35 SP:Iteration 63Q (1846.583554 sec): 3 clusters Score: Raw -411858.446957 + Penalty 1593.025983 = -410265.420974 nChanged 40 SP:Iteration 64Q (1846.598647 sec): 3 clusters Score: Raw -411880.340349 + Penalty 1593.025983 = -410287.314366 nChanged 38 SP:Iteration 65Q (1846.613445 sec): 3 clusters Score: Raw -411895.116472 + Penalty 1593.025983 = -410302.090490 nChanged 27 SP:Iteration 66Q (1846.628467 sec): 3 clusters Score: Raw -411907.328359 + Penalty 1593.025983 = -410314.302376 nChanged 31 SP:Iteration 67Q (1846.642556 sec): 3 clusters Score: Raw -411917.305892 + Penalty 1593.025983 = -410324.279909 nChanged 22 SP:Iteration 68Q (1846.657441 sec): 3 clusters Score: Raw -411925.941056 + Penalty 1593.025983 = -410332.915073 nChanged 24 SP:Iteration 69Q (1846.672319 sec): 3 clusters Score: Raw -411938.119649 + Penalty 1593.025983 = -410345.093666 nChanged 25 SP:Iteration 70Q (1846.687195 sec): 3 clusters Score: Raw -411949.975410 + Penalty 1593.025983 = -410356.949427 nChanged 21 SP:Iteration 71Q (1846.704497 sec): 3 clusters Score: Raw -411960.127699 + Penalty 1593.025983 = -410367.101716 nChanged 18 SP:Iteration 72Q (1846.719254 sec): 3 clusters Score: Raw -411965.388172 + Penalty 1593.025983 = -410372.362189 nChanged 15 SP:Iteration 73Q (1846.733924 sec): 3 clusters Score: Raw -411971.140861 + Penalty 1593.025983 = -410378.114878 nChanged 10 SP:Iteration 74Q (1846.748731 sec): 3 clusters Score: Raw -411975.471140 + Penalty 1593.025983 = -410382.445157 nChanged 12 SP:Iteration 75Q (1846.767413 sec): 3 clusters Score: Raw -411979.227197 + Penalty 1593.025983 = -410386.201214 nChanged 8 SP:Iteration 76Q (1846.783205 sec): 3 clusters Score: Raw -411980.868706 + Penalty 1593.025983 = -410387.842724 nChanged 2 SP:Iteration 77Q (1846.798021 sec): 3 clusters Score: Raw -411981.743577 + Penalty 1593.025983 = -410388.717594 nChanged 5 SP:Iteration 78Q (1846.815239 sec): 3 clusters Score: Raw -411983.887706 + Penalty 1593.025983 = -410390.861723 nChanged 5 SP:Iteration 79Q (1846.830180 sec): 3 clusters Score: Raw -411985.493408 + Penalty 1593.025983 = -410392.467425 nChanged 4 SP:Iteration 80F (1846.845569 sec): 3 clusters Score: Raw -411987.170910 + Penalty 1593.025983 = -410394.144928 nChanged 4 SP:Iteration 81Q (1846.860323 sec): 3 clusters Score: Raw -411988.856381 + Penalty 1593.025983 = -410395.830398 nChanged 3 SP:Iteration 82Q (1846.878368 sec): 3 clusters Score: Raw -411990.336977 + Penalty 1593.025983 = -410397.310994 nChanged 2 SP:Iteration 83Q (1846.893110 sec): 3 clusters Score: Raw -411991.572867 + Penalty 1593.025983 = -410398.546884 nChanged 6 SP:Iteration 84Q (1846.907848 sec): 3 clusters Score: Raw -411994.743701 + Penalty 1593.025983 = -410401.717718 nChanged 7 SP:Iteration 85Q (1846.924501 sec): 3 clusters Score: Raw -411996.912604 + Penalty 1593.025983 = -410403.886621 nChanged 3 SP:Iteration 86Q (1846.939225 sec): 3 clusters Score: Raw -411998.115115 + Penalty 1593.025983 = -410405.089132 nChanged 1 SP:Iteration 87Q (1846.953938 sec): 3 clusters Score: Raw -411998.287787 + Penalty 1593.025983 = -410405.261804 nChanged 1 SP:Iteration 88Q (1846.968494 sec): 3 clusters Score: Raw -411998.678013 + Penalty 1593.025983 = -410405.652030 nChanged 2 SP:Iteration 89Q (1846.987226 sec): 3 clusters Score: Raw -411998.917500 + Penalty 1593.025983 = -410405.891518 nChanged 1 SP:Iteration 90Q (1847.001973 sec): 3 clusters Score: Raw -411999.051501 + Penalty 1593.025983 = -410406.025518 nChanged 0 SP:Iteration 91F (1847.017394 sec): 3 clusters Score: Raw -411999.051501 + Penalty 1593.025983 = -410406.025518 nChanged 0 Trying to split cluster 15 (14124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.042906 sec): 2 clusters Score: Raw -1355871.082546 + Penalty 907.784922 = -1354963.297624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.076223 sec): 3 clusters Score: Raw -1347355.272950 + Penalty 1815.569844 = -1345539.703106 nChanged 6450 SP:Iteration 1F (1847.104537 sec): 3 clusters Score: Raw -1351152.183210 + Penalty 1815.569844 = -1349336.613366 nChanged 1070 SP:Iteration 2F (1847.163564 sec): 3 clusters Score: Raw -1351972.248660 + Penalty 1815.569844 = -1350156.678816 nChanged 1249 SP:Iteration 3F (1847.191988 sec): 3 clusters Score: Raw -1353060.212181 + Penalty 1815.569844 = -1351244.642337 nChanged 1178 SP:Iteration 4F (1847.220502 sec): 3 clusters Score: Raw -1354035.950144 + Penalty 1815.569844 = -1352220.380300 nChanged 948 SP:Iteration 5F (1847.255530 sec): 3 clusters Score: Raw -1354809.008533 + Penalty 1815.569844 = -1352993.438689 nChanged 717 SP:Iteration 6F (1847.283921 sec): 3 clusters Score: Raw -1355545.611323 + Penalty 1815.569844 = -1353730.041479 nChanged 520 SP:Iteration 7Q (1847.311916 sec): 3 clusters Score: Raw -1356094.957350 + Penalty 1815.569844 = -1354279.387506 nChanged 323 SP:Iteration 8Q (1847.341972 sec): 3 clusters Score: Raw -1356297.403704 + Penalty 1815.569844 = -1354481.833860 nChanged 170 SP:Iteration 9Q (1847.369127 sec): 3 clusters Score: Raw -1356371.628023 + Penalty 1815.569844 = -1354556.058179 nChanged 120 SP:Iteration 10Q (1847.395979 sec): 3 clusters Score: Raw -1356402.323875 + Penalty 1815.569844 = -1354586.754031 nChanged 91 SP:Iteration 11Q (1847.423001 sec): 3 clusters Score: Raw -1356420.204766 + Penalty 1815.569844 = -1354604.634923 nChanged 56 SP:Iteration 12Q (1847.449642 sec): 3 clusters Score: Raw -1356430.821900 + Penalty 1815.569844 = -1354615.252056 nChanged 47 SP:Iteration 13Q (1847.479212 sec): 3 clusters Score: Raw -1356437.992271 + Penalty 1815.569844 = -1354622.422427 nChanged 44 SP:Iteration 14Q (1847.505801 sec): 3 clusters Score: Raw -1356445.035229 + Penalty 1815.569844 = -1354629.465385 nChanged 38 SP:Iteration 15Q (1847.532527 sec): 3 clusters Score: Raw -1356449.582148 + Penalty 1815.569844 = -1354634.012304 nChanged 27 SP:Iteration 16Q (1847.559038 sec): 3 clusters Score: Raw -1356452.797260 + Penalty 1815.569844 = -1354637.227416 nChanged 22 SP:Iteration 17Q (1847.585732 sec): 3 clusters Score: Raw -1356455.349855 + Penalty 1815.569844 = -1354639.780011 nChanged 17 SP:Iteration 18Q (1847.612214 sec): 3 clusters Score: Raw -1356457.981135 + Penalty 1815.569844 = -1354642.411292 nChanged 16 SP:Iteration 19Q (1847.638898 sec): 3 clusters Score: Raw -1356461.013943 + Penalty 1815.569844 = -1354645.444099 nChanged 20 SP:Iteration 20F (1847.670453 sec): 3 clusters Score: Raw -1356464.126161 + Penalty 1815.569844 = -1354648.556318 nChanged 18 SP:Iteration 21Q (1847.697313 sec): 3 clusters Score: Raw -1356466.281977 + Penalty 1815.569844 = -1354650.712133 nChanged 16 SP:Iteration 22Q (1847.723919 sec): 3 clusters Score: Raw -1356467.955271 + Penalty 1815.569844 = -1354652.385427 nChanged 19 SP:Iteration 23Q (1847.750446 sec): 3 clusters Score: Raw -1356469.639684 + Penalty 1815.569844 = -1354654.069840 nChanged 16 SP:Iteration 24Q (1847.805595 sec): 3 clusters Score: Raw -1356471.413528 + Penalty 1815.569844 = -1354655.843684 nChanged 15 SP:Iteration 25Q (1847.862891 sec): 3 clusters Score: Raw -1356473.062854 + Penalty 1815.569844 = -1354657.493011 nChanged 13 SP:Iteration 26Q (1847.888706 sec): 3 clusters Score: Raw -1356474.156622 + Penalty 1815.569844 = -1354658.586778 nChanged 10 SP:Iteration 27Q (1847.915378 sec): 3 clusters Score: Raw -1356474.951408 + Penalty 1815.569844 = -1354659.381565 nChanged 7 SP:Iteration 28Q (1847.941968 sec): 3 clusters Score: Raw -1356475.426633 + Penalty 1815.569844 = -1354659.856789 nChanged 6 SP:Iteration 29Q (1847.968342 sec): 3 clusters Score: Raw -1356475.955747 + Penalty 1815.569844 = -1354660.385903 nChanged 6 SP:Iteration 30Q (1847.994764 sec): 3 clusters Score: Raw -1356476.250203 + Penalty 1815.569844 = -1354660.680359 nChanged 1 SP:Iteration 31Q (1848.020880 sec): 3 clusters Score: Raw -1356476.352267 + Penalty 1815.569844 = -1354660.782423 nChanged 3 SP:Iteration 32Q (1848.047147 sec): 3 clusters Score: Raw -1356476.537115 + Penalty 1815.569844 = -1354660.967271 nChanged 3 SP:Iteration 33Q (1848.073437 sec): 3 clusters Score: Raw -1356476.774248 + Penalty 1815.569844 = -1354661.204404 nChanged 2 SP:Iteration 34Q (1848.099962 sec): 3 clusters Score: Raw -1356476.874633 + Penalty 1815.569844 = -1354661.304790 nChanged 1 SP:Iteration 35Q (1848.126309 sec): 3 clusters Score: Raw -1356476.995925 + Penalty 1815.569844 = -1354661.426081 nChanged 3 SP:Iteration 36Q (1848.179213 sec): 3 clusters Score: Raw -1356477.358600 + Penalty 1815.569844 = -1354661.788756 nChanged 5 SP:Iteration 37Q (1848.236506 sec): 3 clusters Score: Raw -1356477.959808 + Penalty 1815.569844 = -1354662.389964 nChanged 3 SP:Iteration 38Q (1848.269041 sec): 3 clusters Score: Raw -1356478.338103 + Penalty 1815.569844 = -1354662.768259 nChanged 7 SP:Iteration 39Q (1848.305425 sec): 3 clusters Score: Raw -1356479.538358 + Penalty 1815.569844 = -1354663.968514 nChanged 10 SP:Iteration 40F (1848.333848 sec): 3 clusters Score: Raw -1356480.692089 + Penalty 1815.569844 = -1354665.122245 nChanged 10 SP:Iteration 41Q (1848.360268 sec): 3 clusters Score: Raw -1356481.493715 + Penalty 1815.569844 = -1354665.923871 nChanged 7 SP:Iteration 42Q (1848.386958 sec): 3 clusters Score: Raw -1356482.169556 + Penalty 1815.569844 = -1354666.599712 nChanged 5 SP:Iteration 43Q (1848.413294 sec): 3 clusters Score: Raw -1356482.747823 + Penalty 1815.569844 = -1354667.177979 nChanged 4 SP:Iteration 44Q (1848.439764 sec): 3 clusters Score: Raw -1356483.137817 + Penalty 1815.569844 = -1354667.567973 nChanged 6 SP:Iteration 45Q (1848.466027 sec): 3 clusters Score: Raw -1356483.805022 + Penalty 1815.569844 = -1354668.235178 nChanged 11 SP:Iteration 46Q (1848.492383 sec): 3 clusters Score: Raw -1356485.408647 + Penalty 1815.569844 = -1354669.838803 nChanged 15 SP:Iteration 47Q (1848.518890 sec): 3 clusters Score: Raw -1356487.424078 + Penalty 1815.569844 = -1354671.854234 nChanged 15 SP:Iteration 48Q (1848.544954 sec): 3 clusters Score: Raw -1356489.138931 + Penalty 1815.569844 = -1354673.569087 nChanged 19 SP:Iteration 49Q (1848.571339 sec): 3 clusters Score: Raw -1356491.141568 + Penalty 1815.569844 = -1354675.571724 nChanged 14 SP:Iteration 50Q (1848.598789 sec): 3 clusters Score: Raw -1356492.390917 + Penalty 1815.569844 = -1354676.821074 nChanged 13 SP:Iteration 51Q (1848.625043 sec): 3 clusters Score: Raw -1356493.776311 + Penalty 1815.569844 = -1354678.206467 nChanged 8 SP:Iteration 52Q (1848.655577 sec): 3 clusters Score: Raw -1356494.463258 + Penalty 1815.569844 = -1354678.893414 nChanged 9 SP:Iteration 53Q (1848.681793 sec): 3 clusters Score: Raw -1356495.305212 + Penalty 1815.569844 = -1354679.735368 nChanged 8 SP:Iteration 54Q (1848.715208 sec): 3 clusters Score: Raw -1356496.089105 + Penalty 1815.569844 = -1354680.519261 nChanged 8 SP:Iteration 55Q (1848.757666 sec): 3 clusters Score: Raw -1356496.816720 + Penalty 1815.569844 = -1354681.246876 nChanged 12 SP:Iteration 56Q (1848.805450 sec): 3 clusters Score: Raw -1356497.568158 + Penalty 1815.569844 = -1354681.998314 nChanged 7 SP:Iteration 57Q (1848.831804 sec): 3 clusters Score: Raw -1356498.019684 + Penalty 1815.569844 = -1354682.449840 nChanged 5 SP:Iteration 58Q (1848.857952 sec): 3 clusters Score: Raw -1356498.342092 + Penalty 1815.569844 = -1354682.772248 nChanged 6 SP:Iteration 59Q (1848.886125 sec): 3 clusters Score: Raw -1356498.705500 + Penalty 1815.569844 = -1354683.135656 nChanged 7 SP:Iteration 60F (1848.914668 sec): 3 clusters Score: Raw -1356499.709609 + Penalty 1815.569844 = -1354684.139765 nChanged 5 SP:Iteration 61Q (1848.941096 sec): 3 clusters Score: Raw -1356500.137164 + Penalty 1815.569844 = -1354684.567320 nChanged 7 SP:Iteration 62Q (1848.967258 sec): 3 clusters Score: Raw -1356500.937524 + Penalty 1815.569844 = -1354685.367680 nChanged 6 SP:Iteration 63Q (1848.993499 sec): 3 clusters Score: Raw -1356501.494870 + Penalty 1815.569844 = -1354685.925026 nChanged 10 SP:Iteration 64Q (1849.019740 sec): 3 clusters Score: Raw -1356502.133341 + Penalty 1815.569844 = -1354686.563497 nChanged 7 SP:Iteration 65Q (1849.050851 sec): 3 clusters Score: Raw -1356502.675730 + Penalty 1815.569844 = -1354687.105886 nChanged 5 SP:Iteration 66Q (1849.079487 sec): 3 clusters Score: Raw -1356503.009363 + Penalty 1815.569844 = -1354687.439519 nChanged 8 SP:Iteration 67Q (1849.105672 sec): 3 clusters Score: Raw -1356503.549464 + Penalty 1815.569844 = -1354687.979620 nChanged 5 SP:Iteration 68Q (1849.131920 sec): 3 clusters Score: Raw -1356503.925788 + Penalty 1815.569844 = -1354688.355944 nChanged 8 SP:Iteration 69Q (1849.160656 sec): 3 clusters Score: Raw -1356504.519155 + Penalty 1815.569844 = -1354688.949311 nChanged 5 SP:Iteration 70Q (1849.186781 sec): 3 clusters Score: Raw -1356504.858090 + Penalty 1815.569844 = -1354689.288246 nChanged 9 SP:Iteration 71Q (1849.212994 sec): 3 clusters Score: Raw -1356505.655697 + Penalty 1815.569844 = -1354690.085853 nChanged 4 SP:Iteration 72Q (1849.239161 sec): 3 clusters Score: Raw -1356505.954441 + Penalty 1815.569844 = -1354690.384597 nChanged 5 SP:Iteration 73Q (1849.265458 sec): 3 clusters Score: Raw -1356506.301832 + Penalty 1815.569844 = -1354690.731988 nChanged 5 SP:Iteration 74Q (1849.291675 sec): 3 clusters Score: Raw -1356506.591084 + Penalty 1815.569844 = -1354691.021241 nChanged 3 SP:Iteration 75Q (1849.322679 sec): 3 clusters Score: Raw -1356506.782507 + Penalty 1815.569844 = -1354691.212663 nChanged 6 SP:Iteration 76Q (1849.348898 sec): 3 clusters Score: Raw -1356507.251998 + Penalty 1815.569844 = -1354691.682154 nChanged 6 SP:Iteration 77Q (1849.375077 sec): 3 clusters Score: Raw -1356507.732630 + Penalty 1815.569844 = -1354692.162786 nChanged 0 SP:Iteration 78F (1849.403632 sec): 3 clusters Score: Raw -1356507.732630 + Penalty 1815.569844 = -1354692.162786 nChanged 0 Trying to split cluster 16 (3755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1849.419298 sec): 2 clusters Score: Raw -360643.528253 + Penalty 781.930139 = -359861.598114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1849.433847 sec): 3 clusters Score: Raw -358672.877204 + Penalty 1563.860277 = -357109.016927 nChanged 1557 SP:Iteration 1F (1849.447161 sec): 3 clusters Score: Raw -359541.376225 + Penalty 1563.860277 = -357977.515948 nChanged 321 SP:Iteration 2F (1849.459833 sec): 3 clusters Score: Raw -359734.477160 + Penalty 1563.860277 = -358170.616883 nChanged 265 SP:Iteration 3F (1849.473466 sec): 3 clusters Score: Raw -359918.635040 + Penalty 1563.860277 = -358354.774763 nChanged 249 SP:Iteration 4F (1849.486849 sec): 3 clusters Score: Raw -360114.369265 + Penalty 1563.860277 = -358550.508988 nChanged 218 SP:Iteration 5F (1849.500339 sec): 3 clusters Score: Raw -360272.326121 + Penalty 1563.860277 = -358708.465843 nChanged 172 SP:Iteration 6Q (1849.513795 sec): 3 clusters Score: Raw -360377.479193 + Penalty 1563.860277 = -358813.618916 nChanged 141 SP:Iteration 7Q (1849.526578 sec): 3 clusters Score: Raw -360462.776843 + Penalty 1563.860277 = -358898.916566 nChanged 128 SP:Iteration 8Q (1849.540003 sec): 3 clusters Score: Raw -360538.336885 + Penalty 1563.860277 = -358974.476608 nChanged 99 SP:Iteration 9Q (1849.553398 sec): 3 clusters Score: Raw -360588.574157 + Penalty 1563.860277 = -359024.713880 nChanged 89 SP:Iteration 10Q (1849.566835 sec): 3 clusters Score: Raw -360644.214509 + Penalty 1563.860277 = -359080.354232 nChanged 89 SP:Iteration 11Q (1849.580236 sec): 3 clusters Score: Raw -360709.743637 + Penalty 1563.860277 = -359145.883360 nChanged 73 SP:Iteration 12Q (1849.592913 sec): 3 clusters Score: Raw -360750.392411 + Penalty 1563.860277 = -359186.532134 nChanged 56 SP:Iteration 13Q (1849.606298 sec): 3 clusters Score: Raw -360775.046896 + Penalty 1563.860277 = -359211.186619 nChanged 41 SP:Iteration 14Q (1849.619590 sec): 3 clusters Score: Raw -360789.114208 + Penalty 1563.860277 = -359225.253931 nChanged 30 SP:Iteration 15Q (1849.632855 sec): 3 clusters Score: Raw -360801.129371 + Penalty 1563.860277 = -359237.269094 nChanged 30 SP:Iteration 16Q (1849.645475 sec): 3 clusters Score: Raw -360812.527719 + Penalty 1563.860277 = -359248.667442 nChanged 26 SP:Iteration 17Q (1849.658692 sec): 3 clusters Score: Raw -360821.585359 + Penalty 1563.860277 = -359257.725082 nChanged 16 SP:Iteration 18Q (1849.671909 sec): 3 clusters Score: Raw -360828.366352 + Penalty 1563.860277 = -359264.506075 nChanged 12 SP:Iteration 19Q (1849.685043 sec): 3 clusters Score: Raw -360834.219182 + Penalty 1563.860277 = -359270.358905 nChanged 11 SP:Iteration 20F (1849.698445 sec): 3 clusters Score: Raw -360838.210708 + Penalty 1563.860277 = -359274.350431 nChanged 5 SP:Iteration 21Q (1849.710730 sec): 3 clusters Score: Raw -360841.269916 + Penalty 1563.860277 = -359277.409639 nChanged 10 SP:Iteration 22Q (1849.723900 sec): 3 clusters Score: Raw -360847.054591 + Penalty 1563.860277 = -359283.194314 nChanged 10 SP:Iteration 23Q (1849.737018 sec): 3 clusters Score: Raw -360850.239677 + Penalty 1563.860277 = -359286.379400 nChanged 9 SP:Iteration 24Q (1849.750085 sec): 3 clusters Score: Raw -360852.989808 + Penalty 1563.860277 = -359289.129531 nChanged 5 SP:Iteration 25Q (1849.762454 sec): 3 clusters Score: Raw -360854.570724 + Penalty 1563.860277 = -359290.710447 nChanged 2 SP:Iteration 26Q (1849.775536 sec): 3 clusters Score: Raw -360855.182856 + Penalty 1563.860277 = -359291.322579 nChanged 5 SP:Iteration 27Q (1849.788651 sec): 3 clusters Score: Raw -360856.423575 + Penalty 1563.860277 = -359292.563298 nChanged 2 SP:Iteration 28Q (1849.801610 sec): 3 clusters Score: Raw -360857.279336 + Penalty 1563.860277 = -359293.419059 nChanged 3 SP:Iteration 29Q (1849.814716 sec): 3 clusters Score: Raw -360858.739105 + Penalty 1563.860277 = -359294.878828 nChanged 5 SP:Iteration 30Q (1849.827795 sec): 3 clusters Score: Raw -360861.229313 + Penalty 1563.860277 = -359297.369036 nChanged 6 SP:Iteration 31Q (1849.840856 sec): 3 clusters Score: Raw -360863.605322 + Penalty 1563.860277 = -359299.745044 nChanged 9 SP:Iteration 32Q (1849.853945 sec): 3 clusters Score: Raw -360867.077034 + Penalty 1563.860277 = -359303.216757 nChanged 9 SP:Iteration 33Q (1849.866995 sec): 3 clusters Score: Raw -360872.078736 + Penalty 1563.860277 = -359308.218458 nChanged 9 SP:Iteration 34Q (1849.880084 sec): 3 clusters Score: Raw -360881.493811 + Penalty 1563.860277 = -359317.633534 nChanged 15 SP:Iteration 35Q (1849.892346 sec): 3 clusters Score: Raw -360888.948683 + Penalty 1563.860277 = -359325.088406 nChanged 10 SP:Iteration 36Q (1849.905333 sec): 3 clusters Score: Raw -360894.414518 + Penalty 1563.860277 = -359330.554240 nChanged 11 SP:Iteration 37Q (1849.918370 sec): 3 clusters Score: Raw -360901.171080 + Penalty 1563.860277 = -359337.310803 nChanged 9 SP:Iteration 38Q (1849.931346 sec): 3 clusters Score: Raw -360904.078406 + Penalty 1563.860277 = -359340.218129 nChanged 2 SP:Iteration 39Q (1849.944326 sec): 3 clusters Score: Raw -360904.777657 + Penalty 1563.860277 = -359340.917380 nChanged 2 SP:Iteration 40F (1849.956891 sec): 3 clusters Score: Raw -360905.938944 + Penalty 1563.860277 = -359342.078667 nChanged 2 SP:Iteration 41Q (1849.969794 sec): 3 clusters Score: Raw -360906.574639 + Penalty 1563.860277 = -359342.714362 nChanged 2 SP:Iteration 42Q (1849.982591 sec): 3 clusters Score: Raw -360907.434225 + Penalty 1563.860277 = -359343.573948 nChanged 1 SP:Iteration 43Q (1849.995525 sec): 3 clusters Score: Raw -360907.988547 + Penalty 1563.860277 = -359344.128270 nChanged 1 SP:Iteration 44Q (1850.009258 sec): 3 clusters Score: Raw -360908.172381 + Penalty 1563.860277 = -359344.312104 nChanged 0 SP:Iteration 45F (1850.022558 sec): 3 clusters Score: Raw -360908.172381 + Penalty 1563.860277 = -359344.312104 nChanged 0 Trying to split cluster 17 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1850.031940 sec): 2 clusters Score: Raw -4570.084131 + Penalty 451.591068 = -4118.493063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1850.033163 sec): 3 clusters Score: Raw -4662.671030 + Penalty 903.182136 = -3759.488893 nChanged 23 SP:Iteration 1F (1850.034115 sec): 3 clusters Score: Raw -4762.512378 + Penalty 903.182136 = -3859.330241 nChanged 7 SP:Iteration 2F (1850.035054 sec): 3 clusters Score: Raw -4796.560518 + Penalty 903.182136 = -3893.378382 nChanged 1 SP:Iteration 3Q (1850.035971 sec): 3 clusters Score: Raw -4799.496206 + Penalty 903.182136 = -3896.314069 nChanged 0 SP:Iteration 4F (1850.036906 sec): 3 clusters Score: Raw -4799.496206 + Penalty 903.182136 = -3896.314069 nChanged 0 Trying to split cluster 18 (3053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1850.053215 sec): 2 clusters Score: Raw -274346.901063 + Penalty 762.268599 = -273584.632463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1850.065254 sec): 3 clusters Score: Raw -272801.083847 + Penalty 1524.537199 = -271276.546648 nChanged 1228 SP:Iteration 1F (1850.076361 sec): 3 clusters Score: Raw -273542.271395 + Penalty 1524.537199 = -272017.734196 nChanged 302 SP:Iteration 2F (1850.087471 sec): 3 clusters Score: Raw -273786.664042 + Penalty 1524.537199 = -272262.126844 nChanged 235 SP:Iteration 3F (1850.101277 sec): 3 clusters Score: Raw -273959.810111 + Penalty 1524.537199 = -272435.272913 nChanged 196 SP:Iteration 4F (1850.116847 sec): 3 clusters Score: Raw -274104.534354 + Penalty 1524.537199 = -272579.997155 nChanged 138 SP:Iteration 5Q (1850.127830 sec): 3 clusters Score: Raw -274197.454269 + Penalty 1524.537199 = -272672.917070 nChanged 112 SP:Iteration 6Q (1850.138885 sec): 3 clusters Score: Raw -274264.573795 + Penalty 1524.537199 = -272740.036596 nChanged 73 SP:Iteration 7Q (1850.153997 sec): 3 clusters Score: Raw -274304.803330 + Penalty 1524.537199 = -272780.266131 nChanged 59 SP:Iteration 8Q (1850.165178 sec): 3 clusters Score: Raw -274332.592110 + Penalty 1524.537199 = -272808.054912 nChanged 42 SP:Iteration 9Q (1850.176200 sec): 3 clusters Score: Raw -274357.004157 + Penalty 1524.537199 = -272832.466959 nChanged 41 SP:Iteration 10Q (1850.187223 sec): 3 clusters Score: Raw -274377.236304 + Penalty 1524.537199 = -272852.699105 nChanged 36 SP:Iteration 11Q (1850.198229 sec): 3 clusters Score: Raw -274398.498512 + Penalty 1524.537199 = -272873.961313 nChanged 37 SP:Iteration 12Q (1850.209238 sec): 3 clusters Score: Raw -274422.907936 + Penalty 1524.537199 = -272898.370738 nChanged 42 SP:Iteration 13Q (1850.223862 sec): 3 clusters Score: Raw -274448.117935 + Penalty 1524.537199 = -272923.580736 nChanged 30 SP:Iteration 14Q (1850.234852 sec): 3 clusters Score: Raw -274468.701501 + Penalty 1524.537199 = -272944.164302 nChanged 26 SP:Iteration 15Q (1850.245820 sec): 3 clusters Score: Raw -274481.910935 + Penalty 1524.537199 = -272957.373736 nChanged 12 SP:Iteration 16Q (1850.256805 sec): 3 clusters Score: Raw -274487.617547 + Penalty 1524.537199 = -272963.080349 nChanged 6 SP:Iteration 17Q (1850.267757 sec): 3 clusters Score: Raw -274491.850114 + Penalty 1524.537199 = -272967.312915 nChanged 10 SP:Iteration 18Q (1850.278699 sec): 3 clusters Score: Raw -274499.192112 + Penalty 1524.537199 = -272974.654913 nChanged 11 SP:Iteration 19Q (1850.288831 sec): 3 clusters Score: Raw -274508.992841 + Penalty 1524.537199 = -272984.455643 nChanged 16 SP:Iteration 20F (1850.299846 sec): 3 clusters Score: Raw -274520.965962 + Penalty 1524.537199 = -272996.428763 nChanged 8 SP:Iteration 21Q (1850.310689 sec): 3 clusters Score: Raw -274526.802827 + Penalty 1524.537199 = -273002.265628 nChanged 8 SP:Iteration 22Q (1850.321512 sec): 3 clusters Score: Raw -274531.555994 + Penalty 1524.537199 = -273007.018795 nChanged 1 SP:Iteration 23Q (1850.332299 sec): 3 clusters Score: Raw -274532.497342 + Penalty 1524.537199 = -273007.960143 nChanged 3 SP:Iteration 24Q (1850.342990 sec): 3 clusters Score: Raw -274534.681045 + Penalty 1524.537199 = -273010.143846 nChanged 1 SP:Iteration 25Q (1850.353802 sec): 3 clusters Score: Raw -274535.601784 + Penalty 1524.537199 = -273011.064586 nChanged 0 SP:Iteration 26F (1850.368725 sec): 3 clusters Score: Raw -274535.601784 + Penalty 1524.537199 = -273011.064586 nChanged 0 Trying to split cluster 19 (2029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1850.384170 sec): 2 clusters Score: Raw -194728.754737 + Penalty 723.453342 = -194005.301395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1850.392546 sec): 3 clusters Score: Raw -193722.442628 + Penalty 1446.906685 = -192275.535944 nChanged 792 SP:Iteration 1F (1850.400174 sec): 3 clusters Score: Raw -194163.852974 + Penalty 1446.906685 = -192716.946289 nChanged 143 SP:Iteration 2F (1850.407734 sec): 3 clusters Score: Raw -194245.416829 + Penalty 1446.906685 = -192798.510144 nChanged 79 SP:Iteration 3Q (1850.415267 sec): 3 clusters Score: Raw -194287.125573 + Penalty 1446.906685 = -192840.218889 nChanged 65 SP:Iteration 4Q (1850.422771 sec): 3 clusters Score: Raw -194321.009494 + Penalty 1446.906685 = -192874.102810 nChanged 55 SP:Iteration 5Q (1850.430294 sec): 3 clusters Score: Raw -194346.579071 + Penalty 1446.906685 = -192899.672386 nChanged 47 SP:Iteration 6Q (1850.439348 sec): 3 clusters Score: Raw -194369.051739 + Penalty 1446.906685 = -192922.145055 nChanged 41 SP:Iteration 7Q (1850.446948 sec): 3 clusters Score: Raw -194392.262131 + Penalty 1446.906685 = -192945.355446 nChanged 43 SP:Iteration 8Q (1850.454485 sec): 3 clusters Score: Raw -194410.208189 + Penalty 1446.906685 = -192963.301504 nChanged 37 SP:Iteration 9Q (1850.462082 sec): 3 clusters Score: Raw -194421.317391 + Penalty 1446.906685 = -192974.410707 nChanged 26 SP:Iteration 10Q (1850.469657 sec): 3 clusters Score: Raw -194430.758609 + Penalty 1446.906685 = -192983.851924 nChanged 25 SP:Iteration 11Q (1850.477190 sec): 3 clusters Score: Raw -194439.708512 + Penalty 1446.906685 = -192992.801827 nChanged 19 SP:Iteration 12Q (1850.484778 sec): 3 clusters Score: Raw -194446.221693 + Penalty 1446.906685 = -192999.315009 nChanged 22 SP:Iteration 13Q (1850.492282 sec): 3 clusters Score: Raw -194454.517308 + Penalty 1446.906685 = -193007.610623 nChanged 20 SP:Iteration 14Q (1850.499848 sec): 3 clusters Score: Raw -194463.099420 + Penalty 1446.906685 = -193016.192735 nChanged 19 SP:Iteration 15Q (1850.507144 sec): 3 clusters Score: Raw -194470.809143 + Penalty 1446.906685 = -193023.902458 nChanged 22 SP:Iteration 16Q (1850.514687 sec): 3 clusters Score: Raw -194481.037193 + Penalty 1446.906685 = -193034.130508 nChanged 23 SP:Iteration 17Q (1850.522221 sec): 3 clusters Score: Raw -194489.668665 + Penalty 1446.906685 = -193042.761981 nChanged 19 SP:Iteration 18Q (1850.529770 sec): 3 clusters Score: Raw -194498.559847 + Penalty 1446.906685 = -193051.653162 nChanged 27 SP:Iteration 19Q (1850.537346 sec): 3 clusters Score: Raw -194511.250764 + Penalty 1446.906685 = -193064.344080 nChanged 25 SP:Iteration 20F (1850.544811 sec): 3 clusters Score: Raw -194527.769954 + Penalty 1446.906685 = -193080.863269 nChanged 30 SP:Iteration 21Q (1850.554390 sec): 3 clusters Score: Raw -194547.773286 + Penalty 1446.906685 = -193100.866602 nChanged 43 SP:Iteration 22Q (1850.561949 sec): 3 clusters Score: Raw -194577.198407 + Penalty 1446.906685 = -193130.291722 nChanged 46 SP:Iteration 23Q (1850.569398 sec): 3 clusters Score: Raw -194612.266909 + Penalty 1446.906685 = -193165.360224 nChanged 42 SP:Iteration 24Q (1850.576918 sec): 3 clusters Score: Raw -194641.649566 + Penalty 1446.906685 = -193194.742881 nChanged 31 SP:Iteration 25Q (1850.584349 sec): 3 clusters Score: Raw -194661.650606 + Penalty 1446.906685 = -193214.743922 nChanged 27 SP:Iteration 26Q (1850.591771 sec): 3 clusters Score: Raw -194678.173478 + Penalty 1446.906685 = -193231.266793 nChanged 26 SP:Iteration 27Q (1850.599161 sec): 3 clusters Score: Raw -194693.462460 + Penalty 1446.906685 = -193246.555776 nChanged 24 SP:Iteration 28Q (1850.606627 sec): 3 clusters Score: Raw -194708.600403 + Penalty 1446.906685 = -193261.693719 nChanged 21 SP:Iteration 29Q (1850.614030 sec): 3 clusters Score: Raw -194721.218017 + Penalty 1446.906685 = -193274.311332 nChanged 18 SP:Iteration 30Q (1850.624367 sec): 3 clusters Score: Raw -194733.005720 + Penalty 1446.906685 = -193286.099036 nChanged 21 SP:Iteration 31Q (1850.631730 sec): 3 clusters Score: Raw -194752.349621 + Penalty 1446.906685 = -193305.442937 nChanged 18 SP:Iteration 32Q (1850.639078 sec): 3 clusters Score: Raw -194772.408522 + Penalty 1446.906685 = -193325.501837 nChanged 17 SP:Iteration 33Q (1850.646376 sec): 3 clusters Score: Raw -194788.082025 + Penalty 1446.906685 = -193341.175341 nChanged 11 SP:Iteration 34Q (1850.653690 sec): 3 clusters Score: Raw -194800.977110 + Penalty 1446.906685 = -193354.070425 nChanged 7 SP:Iteration 35Q (1850.660935 sec): 3 clusters Score: Raw -194806.887452 + Penalty 1446.906685 = -193359.980767 nChanged 5 SP:Iteration 36Q (1850.668111 sec): 3 clusters Score: Raw -194810.182892 + Penalty 1446.906685 = -193363.276208 nChanged 3 SP:Iteration 37Q (1850.675346 sec): 3 clusters Score: Raw -194813.567098 + Penalty 1446.906685 = -193366.660414 nChanged 3 SP:Iteration 38Q (1850.682557 sec): 3 clusters Score: Raw -194817.240546 + Penalty 1446.906685 = -193370.333861 nChanged 3 SP:Iteration 39Q (1850.694075 sec): 3 clusters Score: Raw -194824.769867 + Penalty 1446.906685 = -193377.863182 nChanged 6 SP:Iteration 40F (1850.701563 sec): 3 clusters Score: Raw -194832.249786 + Penalty 1446.906685 = -193385.343102 nChanged 5 SP:Iteration 41Q (1850.708749 sec): 3 clusters Score: Raw -194835.797712 + Penalty 1446.906685 = -193388.891027 nChanged 4 SP:Iteration 42Q (1850.715936 sec): 3 clusters Score: Raw -194840.879449 + Penalty 1446.906685 = -193393.972764 nChanged 5 SP:Iteration 43Q (1850.723161 sec): 3 clusters Score: Raw -194844.121924 + Penalty 1446.906685 = -193397.215240 nChanged 1 SP:Iteration 44Q (1850.730341 sec): 3 clusters Score: Raw -194845.843082 + Penalty 1446.906685 = -193398.936397 nChanged 1 SP:Iteration 45Q (1850.737449 sec): 3 clusters Score: Raw -194849.204428 + Penalty 1446.906685 = -193402.297743 nChanged 2 SP:Iteration 46Q (1850.744646 sec): 3 clusters Score: Raw -194851.638385 + Penalty 1446.906685 = -193404.731701 nChanged 1 SP:Iteration 47Q (1850.751834 sec): 3 clusters Score: Raw -194852.473206 + Penalty 1446.906685 = -193405.566521 nChanged 1 SP:Iteration 48Q (1850.759016 sec): 3 clusters Score: Raw -194853.838227 + Penalty 1446.906685 = -193406.931542 nChanged 1 SP:Iteration 49Q (1850.766134 sec): 3 clusters Score: Raw -194854.526045 + Penalty 1446.906685 = -193407.619361 nChanged 0 SP:Iteration 50F (1850.773607 sec): 3 clusters Score: Raw -194854.526045 + Penalty 1446.906685 = -193407.619361 nChanged 0 Trying to split cluster 20 (27311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1850.823936 sec): 2 clusters Score: Raw -2661385.335391 + Penalty 970.429259 = -2660414.906132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1850.876005 sec): 3 clusters Score: Raw -2644106.971600 + Penalty 1940.858518 = -2642166.113082 nChanged 12876 SP:Iteration 1F (1850.922419 sec): 3 clusters Score: Raw -2651831.002451 + Penalty 1940.858518 = -2649890.143934 nChanged 1415 SP:Iteration 2F (1850.965345 sec): 3 clusters Score: Raw -2652455.330887 + Penalty 1940.858518 = -2650514.472369 nChanged 1460 SP:Iteration 3F (1851.008056 sec): 3 clusters Score: Raw -2653215.425672 + Penalty 1940.858518 = -2651274.567154 nChanged 1572 SP:Iteration 4F (1851.050570 sec): 3 clusters Score: Raw -2654216.632301 + Penalty 1940.858518 = -2652275.773783 nChanged 1695 SP:Iteration 5F (1851.093224 sec): 3 clusters Score: Raw -2655488.787683 + Penalty 1940.858518 = -2653547.929165 nChanged 1591 SP:Iteration 6F (1851.136203 sec): 3 clusters Score: Raw -2656799.379040 + Penalty 1940.858518 = -2654858.520523 nChanged 1355 SP:Iteration 7Q (1851.178995 sec): 3 clusters Score: Raw -2657826.650531 + Penalty 1940.858518 = -2655885.792013 nChanged 1098 SP:Iteration 8Q (1851.220115 sec): 3 clusters Score: Raw -2658496.155171 + Penalty 1940.858518 = -2656555.296653 nChanged 789 SP:Iteration 9Q (1851.266486 sec): 3 clusters Score: Raw -2658906.264297 + Penalty 1940.858518 = -2656965.405779 nChanged 614 SP:Iteration 10Q (1851.305935 sec): 3 clusters Score: Raw -2659215.298110 + Penalty 1940.858518 = -2657274.439592 nChanged 474 SP:Iteration 11Q (1851.345170 sec): 3 clusters Score: Raw -2659438.138342 + Penalty 1940.858518 = -2657497.279824 nChanged 387 SP:Iteration 12Q (1851.384150 sec): 3 clusters Score: Raw -2659614.828569 + Penalty 1940.858518 = -2657673.970051 nChanged 408 SP:Iteration 13Q (1851.422679 sec): 3 clusters Score: Raw -2659810.010745 + Penalty 1940.858518 = -2657869.152227 nChanged 408 SP:Iteration 14Q (1851.461411 sec): 3 clusters Score: Raw -2660033.701693 + Penalty 1940.858518 = -2658092.843175 nChanged 403 SP:Iteration 15Q (1851.499117 sec): 3 clusters Score: Raw -2660272.109944 + Penalty 1940.858518 = -2658331.251426 nChanged 356 SP:Iteration 16Q (1851.537879 sec): 3 clusters Score: Raw -2660473.780805 + Penalty 1940.858518 = -2658532.922287 nChanged 303 SP:Iteration 17Q (1851.575332 sec): 3 clusters Score: Raw -2660640.881666 + Penalty 1940.858518 = -2658700.023148 nChanged 250 SP:Iteration 18Q (1851.612176 sec): 3 clusters Score: Raw -2660773.330600 + Penalty 1940.858518 = -2658832.472082 nChanged 237 SP:Iteration 19Q (1851.648376 sec): 3 clusters Score: Raw -2660912.142483 + Penalty 1940.858518 = -2658971.283965 nChanged 226 SP:Iteration 20F (1851.691088 sec): 3 clusters Score: Raw -2661053.075508 + Penalty 1940.858518 = -2659112.216990 nChanged 169 SP:Iteration 21Q (1851.727598 sec): 3 clusters Score: Raw -2661156.230263 + Penalty 1940.858518 = -2659215.371746 nChanged 147 SP:Iteration 22Q (1851.763534 sec): 3 clusters Score: Raw -2661234.383513 + Penalty 1940.858518 = -2659293.524995 nChanged 103 SP:Iteration 23Q (1851.804601 sec): 3 clusters Score: Raw -2661285.733756 + Penalty 1940.858518 = -2659344.875238 nChanged 95 SP:Iteration 24Q (1851.842960 sec): 3 clusters Score: Raw -2661330.471945 + Penalty 1940.858518 = -2659389.613428 nChanged 86 SP:Iteration 25Q (1851.891231 sec): 3 clusters Score: Raw -2661367.750021 + Penalty 1940.858518 = -2659426.891503 nChanged 56 SP:Iteration 26Q (1851.926594 sec): 3 clusters Score: Raw -2661392.529709 + Penalty 1940.858518 = -2659451.671191 nChanged 49 SP:Iteration 27Q (1851.968710 sec): 3 clusters Score: Raw -2661412.556774 + Penalty 1940.858518 = -2659471.698256 nChanged 39 SP:Iteration 28Q (1852.008298 sec): 3 clusters Score: Raw -2661429.702921 + Penalty 1940.858518 = -2659488.844403 nChanged 38 SP:Iteration 29Q (1852.043978 sec): 3 clusters Score: Raw -2661446.124094 + Penalty 1940.858518 = -2659505.265577 nChanged 30 SP:Iteration 30Q (1852.079782 sec): 3 clusters Score: Raw -2661458.018262 + Penalty 1940.858518 = -2659517.159744 nChanged 16 SP:Iteration 31Q (1852.115479 sec): 3 clusters Score: Raw -2661462.891810 + Penalty 1940.858518 = -2659522.033292 nChanged 15 SP:Iteration 32Q (1852.151074 sec): 3 clusters Score: Raw -2661469.425691 + Penalty 1940.858518 = -2659528.567173 nChanged 13 SP:Iteration 33Q (1852.187015 sec): 3 clusters Score: Raw -2661473.941345 + Penalty 1940.858518 = -2659533.082827 nChanged 10 SP:Iteration 34Q (1852.222484 sec): 3 clusters Score: Raw -2661477.237679 + Penalty 1940.858518 = -2659536.379161 nChanged 10 SP:Iteration 35Q (1852.257729 sec): 3 clusters Score: Raw -2661480.735872 + Penalty 1940.858518 = -2659539.877354 nChanged 8 SP:Iteration 36Q (1852.297810 sec): 3 clusters Score: Raw -2661483.152738 + Penalty 1940.858518 = -2659542.294220 nChanged 1 SP:Iteration 37Q (1852.333186 sec): 3 clusters Score: Raw -2661483.672028 + Penalty 1940.858518 = -2659542.813510 nChanged 3 SP:Iteration 38Q (1852.369207 sec): 3 clusters Score: Raw -2661484.992131 + Penalty 1940.858518 = -2659544.133614 nChanged 4 SP:Iteration 39Q (1852.404923 sec): 3 clusters Score: Raw -2661486.152498 + Penalty 1940.858518 = -2659545.293980 nChanged 4 SP:Iteration 40F (1852.447548 sec): 3 clusters Score: Raw -2661486.914154 + Penalty 1940.858518 = -2659546.055636 nChanged 3 SP:Iteration 41Q (1852.483271 sec): 3 clusters Score: Raw -2661488.386562 + Penalty 1940.858518 = -2659547.528044 nChanged 1 SP:Iteration 42Q (1852.518988 sec): 3 clusters Score: Raw -2661488.679173 + Penalty 1940.858518 = -2659547.820655 nChanged 0 SP:Iteration 43F (1852.563662 sec): 3 clusters Score: Raw -2661488.679173 + Penalty 1940.858518 = -2659547.820655 nChanged 0 Trying to split cluster 21 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1852.574830 sec): 2 clusters Score: Raw -12753.883227 + Penalty 486.209412 = -12267.673815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1852.576172 sec): 3 clusters Score: Raw -12833.612727 + Penalty 972.418824 = -11861.193902 nChanged 34 SP:Iteration 1F (1852.577313 sec): 3 clusters Score: Raw -12927.628010 + Penalty 972.418824 = -11955.209185 nChanged 9 SP:Iteration 2F (1852.578440 sec): 3 clusters Score: Raw -12954.476171 + Penalty 972.418824 = -11982.057347 nChanged 6 SP:Iteration 3Q (1852.579552 sec): 3 clusters Score: Raw -13015.321380 + Penalty 972.418824 = -12042.902556 nChanged 6 SP:Iteration 4Q (1852.580710 sec): 3 clusters Score: Raw -13044.675458 + Penalty 972.418824 = -12072.256633 nChanged 5 SP:Iteration 5Q (1852.581819 sec): 3 clusters Score: Raw -13065.425156 + Penalty 972.418824 = -12093.006331 nChanged 1 SP:Iteration 6Q (1852.582916 sec): 3 clusters Score: Raw -13072.759488 + Penalty 972.418824 = -12100.340664 nChanged 0 SP:Iteration 7F (1852.584063 sec): 3 clusters Score: Raw -13072.759488 + Penalty 972.418824 = -12100.340664 nChanged 0 Trying to split cluster 22 (16087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1852.611594 sec): 2 clusters Score: Raw -1358460.877333 + Penalty 920.147843 = -1357540.729490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1852.653685 sec): 3 clusters Score: Raw -1348598.424078 + Penalty 1840.295687 = -1346758.128392 nChanged 7398 SP:Iteration 1F (1852.686006 sec): 3 clusters Score: Raw -1353301.648898 + Penalty 1840.295687 = -1351461.353212 nChanged 1086 SP:Iteration 2F (1852.716335 sec): 3 clusters Score: Raw -1353983.411595 + Penalty 1840.295687 = -1352143.115908 nChanged 1057 SP:Iteration 3F (1852.746857 sec): 3 clusters Score: Raw -1354684.275679 + Penalty 1840.295687 = -1352843.979992 nChanged 998 SP:Iteration 4F (1852.779017 sec): 3 clusters Score: Raw -1355334.817625 + Penalty 1840.295687 = -1353494.521939 nChanged 939 SP:Iteration 5F (1852.811676 sec): 3 clusters Score: Raw -1355932.254148 + Penalty 1840.295687 = -1354091.958461 nChanged 819 SP:Iteration 6F (1852.842058 sec): 3 clusters Score: Raw -1356396.855418 + Penalty 1840.295687 = -1354556.559731 nChanged 673 SP:Iteration 7Q (1852.877676 sec): 3 clusters Score: Raw -1356702.132822 + Penalty 1840.295687 = -1354861.837135 nChanged 516 SP:Iteration 8Q (1852.913580 sec): 3 clusters Score: Raw -1356900.645664 + Penalty 1840.295687 = -1355060.349977 nChanged 384 SP:Iteration 9Q (1852.943614 sec): 3 clusters Score: Raw -1357013.231497 + Penalty 1840.295687 = -1355172.935810 nChanged 250 SP:Iteration 10Q (1852.973888 sec): 3 clusters Score: Raw -1357072.347889 + Penalty 1840.295687 = -1355232.052203 nChanged 189 SP:Iteration 11Q (1853.007573 sec): 3 clusters Score: Raw -1357115.465232 + Penalty 1840.295687 = -1355275.169546 nChanged 188 SP:Iteration 12Q (1853.059421 sec): 3 clusters Score: Raw -1357153.882649 + Penalty 1840.295687 = -1355313.586962 nChanged 175 SP:Iteration 13Q (1853.089103 sec): 3 clusters Score: Raw -1357187.142218 + Penalty 1840.295687 = -1355346.846532 nChanged 157 SP:Iteration 14Q (1853.119108 sec): 3 clusters Score: Raw -1357218.312790 + Penalty 1840.295687 = -1355378.017103 nChanged 146 SP:Iteration 15Q (1853.149666 sec): 3 clusters Score: Raw -1357249.879988 + Penalty 1840.295687 = -1355409.584302 nChanged 150 SP:Iteration 16Q (1853.179491 sec): 3 clusters Score: Raw -1357288.884836 + Penalty 1840.295687 = -1355448.589150 nChanged 166 SP:Iteration 17Q (1853.210058 sec): 3 clusters Score: Raw -1357331.080468 + Penalty 1840.295687 = -1355490.784782 nChanged 148 SP:Iteration 18Q (1853.239935 sec): 3 clusters Score: Raw -1357366.172443 + Penalty 1840.295687 = -1355525.876756 nChanged 144 SP:Iteration 19Q (1853.269837 sec): 3 clusters Score: Raw -1357395.630432 + Penalty 1840.295687 = -1355555.334745 nChanged 140 SP:Iteration 20F (1853.300313 sec): 3 clusters Score: Raw -1357426.598917 + Penalty 1840.295687 = -1355586.303230 nChanged 123 SP:Iteration 21Q (1853.330212 sec): 3 clusters Score: Raw -1357451.300986 + Penalty 1840.295687 = -1355611.005299 nChanged 118 SP:Iteration 22Q (1853.360175 sec): 3 clusters Score: Raw -1357476.640119 + Penalty 1840.295687 = -1355636.344433 nChanged 140 SP:Iteration 23Q (1853.389926 sec): 3 clusters Score: Raw -1357515.502501 + Penalty 1840.295687 = -1355675.206814 nChanged 162 SP:Iteration 24Q (1853.419751 sec): 3 clusters Score: Raw -1357571.337104 + Penalty 1840.295687 = -1355731.041417 nChanged 178 SP:Iteration 25Q (1853.449667 sec): 3 clusters Score: Raw -1357638.591535 + Penalty 1840.295687 = -1355798.295849 nChanged 184 SP:Iteration 26Q (1853.484193 sec): 3 clusters Score: Raw -1357708.403432 + Penalty 1840.295687 = -1355868.107746 nChanged 195 SP:Iteration 27Q (1853.513924 sec): 3 clusters Score: Raw -1357769.843644 + Penalty 1840.295687 = -1355929.547958 nChanged 193 SP:Iteration 28Q (1853.543593 sec): 3 clusters Score: Raw -1357830.500777 + Penalty 1840.295687 = -1355990.205091 nChanged 169 SP:Iteration 29Q (1853.573215 sec): 3 clusters Score: Raw -1357879.151672 + Penalty 1840.295687 = -1356038.855986 nChanged 159 SP:Iteration 30Q (1853.602912 sec): 3 clusters Score: Raw -1357921.362666 + Penalty 1840.295687 = -1356081.066979 nChanged 147 SP:Iteration 31Q (1853.632729 sec): 3 clusters Score: Raw -1357954.969575 + Penalty 1840.295687 = -1356114.673889 nChanged 128 SP:Iteration 32Q (1853.662172 sec): 3 clusters Score: Raw -1357977.223603 + Penalty 1840.295687 = -1356136.927917 nChanged 98 SP:Iteration 33Q (1853.691575 sec): 3 clusters Score: Raw -1357996.083921 + Penalty 1840.295687 = -1356155.788235 nChanged 87 SP:Iteration 34Q (1853.721351 sec): 3 clusters Score: Raw -1358011.643280 + Penalty 1840.295687 = -1356171.347594 nChanged 82 SP:Iteration 35Q (1853.754324 sec): 3 clusters Score: Raw -1358024.430794 + Penalty 1840.295687 = -1356184.135107 nChanged 79 SP:Iteration 36Q (1853.783677 sec): 3 clusters Score: Raw -1358034.477964 + Penalty 1840.295687 = -1356194.182278 nChanged 52 SP:Iteration 37Q (1853.813076 sec): 3 clusters Score: Raw -1358039.982723 + Penalty 1840.295687 = -1356199.687036 nChanged 47 SP:Iteration 38Q (1853.842271 sec): 3 clusters Score: Raw -1358045.148157 + Penalty 1840.295687 = -1356204.852470 nChanged 52 SP:Iteration 39Q (1853.875255 sec): 3 clusters Score: Raw -1358050.088192 + Penalty 1840.295687 = -1356209.792505 nChanged 43 SP:Iteration 40F (1853.905768 sec): 3 clusters Score: Raw -1358054.708914 + Penalty 1840.295687 = -1356214.413227 nChanged 48 SP:Iteration 41Q (1853.935194 sec): 3 clusters Score: Raw -1358058.667765 + Penalty 1840.295687 = -1356218.372078 nChanged 35 SP:Iteration 42Q (1853.964501 sec): 3 clusters Score: Raw -1358061.037771 + Penalty 1840.295687 = -1356220.742085 nChanged 27 SP:Iteration 43Q (1853.993720 sec): 3 clusters Score: Raw -1358062.688666 + Penalty 1840.295687 = -1356222.392980 nChanged 20 SP:Iteration 44Q (1854.023076 sec): 3 clusters Score: Raw -1358064.118427 + Penalty 1840.295687 = -1356223.822741 nChanged 22 SP:Iteration 45Q (1854.052293 sec): 3 clusters Score: Raw -1358065.860807 + Penalty 1840.295687 = -1356225.565121 nChanged 29 SP:Iteration 46Q (1854.081470 sec): 3 clusters Score: Raw -1358068.121364 + Penalty 1840.295687 = -1356227.825678 nChanged 26 SP:Iteration 47Q (1854.110714 sec): 3 clusters Score: Raw -1358070.557097 + Penalty 1840.295687 = -1356230.261410 nChanged 26 SP:Iteration 48Q (1854.139848 sec): 3 clusters Score: Raw -1358073.419451 + Penalty 1840.295687 = -1356233.123764 nChanged 22 SP:Iteration 49Q (1854.169068 sec): 3 clusters Score: Raw -1358075.578595 + Penalty 1840.295687 = -1356235.282909 nChanged 28 SP:Iteration 50Q (1854.203694 sec): 3 clusters Score: Raw -1358078.079673 + Penalty 1840.295687 = -1356237.783986 nChanged 30 SP:Iteration 51Q (1854.238068 sec): 3 clusters Score: Raw -1358081.234937 + Penalty 1840.295687 = -1356240.939251 nChanged 32 SP:Iteration 52Q (1854.266970 sec): 3 clusters Score: Raw -1358084.338640 + Penalty 1840.295687 = -1356244.042954 nChanged 33 SP:Iteration 53Q (1854.296625 sec): 3 clusters Score: Raw -1358087.677194 + Penalty 1840.295687 = -1356247.381508 nChanged 34 SP:Iteration 54Q (1854.330009 sec): 3 clusters Score: Raw -1358090.933154 + Penalty 1840.295687 = -1356250.637467 nChanged 25 SP:Iteration 55Q (1854.359164 sec): 3 clusters Score: Raw -1358094.098514 + Penalty 1840.295687 = -1356253.802827 nChanged 28 SP:Iteration 56Q (1854.388401 sec): 3 clusters Score: Raw -1358097.345443 + Penalty 1840.295687 = -1356257.049756 nChanged 29 SP:Iteration 57Q (1854.421926 sec): 3 clusters Score: Raw -1358101.031238 + Penalty 1840.295687 = -1356260.735552 nChanged 35 SP:Iteration 58Q (1854.450985 sec): 3 clusters Score: Raw -1358104.876886 + Penalty 1840.295687 = -1356264.581200 nChanged 27 SP:Iteration 59Q (1854.482510 sec): 3 clusters Score: Raw -1358107.483015 + Penalty 1840.295687 = -1356267.187328 nChanged 30 SP:Iteration 60F (1854.512906 sec): 3 clusters Score: Raw -1358110.019103 + Penalty 1840.295687 = -1356269.723416 nChanged 22 SP:Iteration 61Q (1854.570314 sec): 3 clusters Score: Raw -1358111.294846 + Penalty 1840.295687 = -1356270.999159 nChanged 22 SP:Iteration 62Q (1854.599492 sec): 3 clusters Score: Raw -1358113.051255 + Penalty 1840.295687 = -1356272.755568 nChanged 14 SP:Iteration 63Q (1854.631944 sec): 3 clusters Score: Raw -1358114.366744 + Penalty 1840.295687 = -1356274.071057 nChanged 24 SP:Iteration 64Q (1854.660996 sec): 3 clusters Score: Raw -1358116.402509 + Penalty 1840.295687 = -1356276.106823 nChanged 16 SP:Iteration 65Q (1854.690245 sec): 3 clusters Score: Raw -1358117.431945 + Penalty 1840.295687 = -1356277.136259 nChanged 20 SP:Iteration 66Q (1854.719696 sec): 3 clusters Score: Raw -1358119.359432 + Penalty 1840.295687 = -1356279.063745 nChanged 21 SP:Iteration 67Q (1854.748659 sec): 3 clusters Score: Raw -1358121.046908 + Penalty 1840.295687 = -1356280.751222 nChanged 22 SP:Iteration 68Q (1854.777837 sec): 3 clusters Score: Raw -1358123.179454 + Penalty 1840.295687 = -1356282.883767 nChanged 23 SP:Iteration 69Q (1854.806957 sec): 3 clusters Score: Raw -1358124.984730 + Penalty 1840.295687 = -1356284.689043 nChanged 23 SP:Iteration 70Q (1854.844415 sec): 3 clusters Score: Raw -1358127.212288 + Penalty 1840.295687 = -1356286.916602 nChanged 22 SP:Iteration 71Q (1854.878825 sec): 3 clusters Score: Raw -1358128.816075 + Penalty 1840.295687 = -1356288.520389 nChanged 17 SP:Iteration 72Q (1854.907795 sec): 3 clusters Score: Raw -1358130.407940 + Penalty 1840.295687 = -1356290.112253 nChanged 21 SP:Iteration 73Q (1854.936778 sec): 3 clusters Score: Raw -1358132.041945 + Penalty 1840.295687 = -1356291.746259 nChanged 20 SP:Iteration 74Q (1854.967388 sec): 3 clusters Score: Raw -1358134.054835 + Penalty 1840.295687 = -1356293.759149 nChanged 32 SP:Iteration 75Q (1854.996282 sec): 3 clusters Score: Raw -1358136.617598 + Penalty 1840.295687 = -1356296.321911 nChanged 27 SP:Iteration 76Q (1855.025382 sec): 3 clusters Score: Raw -1358138.965996 + Penalty 1840.295687 = -1356298.670310 nChanged 21 SP:Iteration 77Q (1855.054256 sec): 3 clusters Score: Raw -1358140.588334 + Penalty 1840.295687 = -1356300.292647 nChanged 23 SP:Iteration 78Q (1855.083232 sec): 3 clusters Score: Raw -1358142.399240 + Penalty 1840.295687 = -1356302.103554 nChanged 18 SP:Iteration 79Q (1855.120467 sec): 3 clusters Score: Raw -1358143.741213 + Penalty 1840.295687 = -1356303.445527 nChanged 16 SP:Iteration 80F (1855.160512 sec): 3 clusters Score: Raw -1358145.323669 + Penalty 1840.295687 = -1356305.027982 nChanged 22 SP:Iteration 81Q (1855.191690 sec): 3 clusters Score: Raw -1358147.104161 + Penalty 1840.295687 = -1356306.808474 nChanged 17 SP:Iteration 82Q (1855.220600 sec): 3 clusters Score: Raw -1358148.200446 + Penalty 1840.295687 = -1356307.904759 nChanged 17 SP:Iteration 83Q (1855.249578 sec): 3 clusters Score: Raw -1358149.348578 + Penalty 1840.295687 = -1356309.052892 nChanged 11 SP:Iteration 84Q (1855.278417 sec): 3 clusters Score: Raw -1358150.150498 + Penalty 1840.295687 = -1356309.854812 nChanged 10 SP:Iteration 85Q (1855.307350 sec): 3 clusters Score: Raw -1358150.856762 + Penalty 1840.295687 = -1356310.561076 nChanged 11 SP:Iteration 86Q (1855.336210 sec): 3 clusters Score: Raw -1358151.517114 + Penalty 1840.295687 = -1356311.221427 nChanged 12 SP:Iteration 87Q (1855.365017 sec): 3 clusters Score: Raw -1358152.148804 + Penalty 1840.295687 = -1356311.853118 nChanged 6 SP:Iteration 88Q (1855.393911 sec): 3 clusters Score: Raw -1358152.358726 + Penalty 1840.295687 = -1356312.063040 nChanged 4 SP:Iteration 89Q (1855.451576 sec): 3 clusters Score: Raw -1358152.634446 + Penalty 1840.295687 = -1356312.338759 nChanged 4 SP:Iteration 90Q (1855.513875 sec): 3 clusters Score: Raw -1358153.137000 + Penalty 1840.295687 = -1356312.841313 nChanged 10 SP:Iteration 91Q (1855.543720 sec): 3 clusters Score: Raw -1358154.134401 + Penalty 1840.295687 = -1356313.838715 nChanged 12 SP:Iteration 92Q (1855.572830 sec): 3 clusters Score: Raw -1358155.143665 + Penalty 1840.295687 = -1356314.847978 nChanged 13 SP:Iteration 93Q (1855.603906 sec): 3 clusters Score: Raw -1358156.787947 + Penalty 1840.295687 = -1356316.492260 nChanged 15 SP:Iteration 94Q (1855.632665 sec): 3 clusters Score: Raw -1358158.159015 + Penalty 1840.295687 = -1356317.863329 nChanged 16 SP:Iteration 95Q (1855.661511 sec): 3 clusters Score: Raw -1358159.867371 + Penalty 1840.295687 = -1356319.571684 nChanged 15 SP:Iteration 96Q (1855.690199 sec): 3 clusters Score: Raw -1358160.899241 + Penalty 1840.295687 = -1356320.603555 nChanged 17 SP:Iteration 97Q (1855.718894 sec): 3 clusters Score: Raw -1358162.610180 + Penalty 1840.295687 = -1356322.314494 nChanged 19 SP:Iteration 98Q (1855.747712 sec): 3 clusters Score: Raw -1358165.377058 + Penalty 1840.295687 = -1356325.081371 nChanged 24 SP:Iteration 99Q (1855.776524 sec): 3 clusters Score: Raw -1358169.180386 + Penalty 1840.295687 = -1356328.884700 nChanged 22 SP:Iteration 100F (1855.806964 sec): 3 clusters Score: Raw -1358171.256145 + Penalty 1840.295687 = -1356330.960459 nChanged 23 SP:Iteration 101Q (1855.835709 sec): 3 clusters Score: Raw -1358173.357967 + Penalty 1840.295687 = -1356333.062281 nChanged 23 SP:Iteration 102Q (1855.864487 sec): 3 clusters Score: Raw -1358175.345310 + Penalty 1840.295687 = -1356335.049624 nChanged 15 SP:Iteration 103Q (1855.895581 sec): 3 clusters Score: Raw -1358176.500879 + Penalty 1840.295687 = -1356336.205192 nChanged 15 SP:Iteration 104Q (1855.924239 sec): 3 clusters Score: Raw -1358177.920716 + Penalty 1840.295687 = -1356337.625030 nChanged 19 SP:Iteration 105Q (1855.953090 sec): 3 clusters Score: Raw -1358179.441457 + Penalty 1840.295687 = -1356339.145770 nChanged 9 SP:Iteration 106Q (1855.984642 sec): 3 clusters Score: Raw -1358179.898312 + Penalty 1840.295687 = -1356339.602626 nChanged 6 SP:Iteration 107Q (1856.013439 sec): 3 clusters Score: Raw -1358180.275268 + Penalty 1840.295687 = -1356339.979582 nChanged 5 SP:Iteration 108Q (1856.042342 sec): 3 clusters Score: Raw -1358180.685730 + Penalty 1840.295687 = -1356340.390044 nChanged 5 SP:Iteration 109Q (1856.075352 sec): 3 clusters Score: Raw -1358181.009057 + Penalty 1840.295687 = -1356340.713371 nChanged 2 SP:Iteration 110Q (1856.104140 sec): 3 clusters Score: Raw -1358181.242683 + Penalty 1840.295687 = -1356340.946996 nChanged 4 SP:Iteration 111Q (1856.132925 sec): 3 clusters Score: Raw -1358181.490955 + Penalty 1840.295687 = -1356341.195268 nChanged 2 SP:Iteration 112Q (1856.161548 sec): 3 clusters Score: Raw -1358181.541861 + Penalty 1840.295687 = -1356341.246175 nChanged 0 SP:Iteration 113F (1856.191914 sec): 3 clusters Score: Raw -1358181.541861 + Penalty 1840.295687 = -1356341.246175 nChanged 0 Trying to split cluster 23 (5603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1856.209267 sec): 2 clusters Score: Raw -557010.372368 + Penalty 819.950458 = -556190.421911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.229477 sec): 3 clusters Score: Raw -553823.714262 + Penalty 1639.900915 = -552183.813347 nChanged 2417 SP:Iteration 1F (1856.253992 sec): 3 clusters Score: Raw -555187.484870 + Penalty 1639.900915 = -553547.583955 nChanged 421 SP:Iteration 2F (1856.273371 sec): 3 clusters Score: Raw -555432.866823 + Penalty 1639.900915 = -553792.965908 nChanged 354 SP:Iteration 3F (1856.292915 sec): 3 clusters Score: Raw -555648.745926 + Penalty 1639.900915 = -554008.845011 nChanged 339 SP:Iteration 4F (1856.334513 sec): 3 clusters Score: Raw -555837.307393 + Penalty 1639.900915 = -554197.406478 nChanged 291 SP:Iteration 5F (1856.353836 sec): 3 clusters Score: Raw -555996.406915 + Penalty 1639.900915 = -554356.506000 nChanged 273 SP:Iteration 6Q (1856.372498 sec): 3 clusters Score: Raw -556137.061504 + Penalty 1639.900915 = -554497.160589 nChanged 223 SP:Iteration 7Q (1856.391938 sec): 3 clusters Score: Raw -556257.473791 + Penalty 1639.900915 = -554617.572876 nChanged 207 SP:Iteration 8Q (1856.411169 sec): 3 clusters Score: Raw -556377.056119 + Penalty 1639.900915 = -554737.155204 nChanged 180 SP:Iteration 9Q (1856.434274 sec): 3 clusters Score: Raw -556488.383662 + Penalty 1639.900915 = -554848.482747 nChanged 176 SP:Iteration 10Q (1856.453684 sec): 3 clusters Score: Raw -556587.772552 + Penalty 1639.900915 = -554947.871637 nChanged 152 SP:Iteration 11Q (1856.473115 sec): 3 clusters Score: Raw -556679.520102 + Penalty 1639.900915 = -555039.619187 nChanged 141 SP:Iteration 12Q (1856.492280 sec): 3 clusters Score: Raw -556765.125117 + Penalty 1639.900915 = -555125.224202 nChanged 132 SP:Iteration 13Q (1856.511597 sec): 3 clusters Score: Raw -556839.559054 + Penalty 1639.900915 = -555199.658139 nChanged 96 SP:Iteration 14Q (1856.533169 sec): 3 clusters Score: Raw -556887.195339 + Penalty 1639.900915 = -555247.294424 nChanged 77 SP:Iteration 15Q (1856.551956 sec): 3 clusters Score: Raw -556930.145743 + Penalty 1639.900915 = -555290.244828 nChanged 64 SP:Iteration 16Q (1856.570610 sec): 3 clusters Score: Raw -556966.133066 + Penalty 1639.900915 = -555326.232150 nChanged 57 SP:Iteration 17Q (1856.589156 sec): 3 clusters Score: Raw -556996.407581 + Penalty 1639.900915 = -555356.506666 nChanged 46 SP:Iteration 18Q (1856.607480 sec): 3 clusters Score: Raw -557018.943686 + Penalty 1639.900915 = -555379.042771 nChanged 38 SP:Iteration 19Q (1856.626006 sec): 3 clusters Score: Raw -557034.889017 + Penalty 1639.900915 = -555394.988102 nChanged 28 SP:Iteration 20F (1856.645436 sec): 3 clusters Score: Raw -557045.404797 + Penalty 1639.900915 = -555405.503882 nChanged 27 SP:Iteration 21Q (1856.664147 sec): 3 clusters Score: Raw -557055.001311 + Penalty 1639.900915 = -555415.100396 nChanged 23 SP:Iteration 22Q (1856.682530 sec): 3 clusters Score: Raw -557060.937919 + Penalty 1639.900915 = -555421.037004 nChanged 19 SP:Iteration 23Q (1856.700968 sec): 3 clusters Score: Raw -557065.033286 + Penalty 1639.900915 = -555425.132371 nChanged 13 SP:Iteration 24Q (1856.719257 sec): 3 clusters Score: Raw -557067.766156 + Penalty 1639.900915 = -555427.865241 nChanged 11 SP:Iteration 25Q (1856.737995 sec): 3 clusters Score: Raw -557070.627889 + Penalty 1639.900915 = -555430.726974 nChanged 10 SP:Iteration 26Q (1856.756826 sec): 3 clusters Score: Raw -557072.939028 + Penalty 1639.900915 = -555433.038113 nChanged 8 SP:Iteration 27Q (1856.775507 sec): 3 clusters Score: Raw -557075.557375 + Penalty 1639.900915 = -555435.656460 nChanged 3 SP:Iteration 28Q (1856.793172 sec): 3 clusters Score: Raw -557076.315879 + Penalty 1639.900915 = -555436.414964 nChanged 3 SP:Iteration 29Q (1856.811717 sec): 3 clusters Score: Raw -557077.215831 + Penalty 1639.900915 = -555437.314916 nChanged 2 SP:Iteration 30Q (1856.830321 sec): 3 clusters Score: Raw -557077.546707 + Penalty 1639.900915 = -555437.645792 nChanged 3 SP:Iteration 31Q (1856.848499 sec): 3 clusters Score: Raw -557077.898872 + Penalty 1639.900915 = -555437.997957 nChanged 0 SP:Iteration 32F (1856.867750 sec): 3 clusters Score: Raw -557077.898872 + Penalty 1639.900915 = -555437.997957 nChanged 0 Trying to split cluster 24 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1856.884176 sec): 2 clusters Score: Raw -351738.379015 + Penalty 789.769385 = -350948.609629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.905901 sec): 3 clusters Score: Raw -349531.065596 + Penalty 1579.538771 = -347951.526825 nChanged 1724 SP:Iteration 1F (1856.920552 sec): 3 clusters Score: Raw -350476.487434 + Penalty 1579.538771 = -348896.948663 nChanged 285 SP:Iteration 2F (1856.935034 sec): 3 clusters Score: Raw -350625.078099 + Penalty 1579.538771 = -349045.539328 nChanged 217 SP:Iteration 3F (1856.949514 sec): 3 clusters Score: Raw -350740.531819 + Penalty 1579.538771 = -349160.993048 nChanged 214 SP:Iteration 4F (1856.969289 sec): 3 clusters Score: Raw -350874.129040 + Penalty 1579.538771 = -349294.590269 nChanged 213 SP:Iteration 5F (1856.983938 sec): 3 clusters Score: Raw -351016.581061 + Penalty 1579.538771 = -349437.042290 nChanged 176 SP:Iteration 6Q (1856.998566 sec): 3 clusters Score: Raw -351129.888262 + Penalty 1579.538771 = -349550.349491 nChanged 163 SP:Iteration 7Q (1857.013230 sec): 3 clusters Score: Raw -351237.148148 + Penalty 1579.538771 = -349657.609378 nChanged 138 SP:Iteration 8Q (1857.027640 sec): 3 clusters Score: Raw -351313.963343 + Penalty 1579.538771 = -349734.424572 nChanged 108 SP:Iteration 9Q (1857.041401 sec): 3 clusters Score: Raw -351368.192614 + Penalty 1579.538771 = -349788.653844 nChanged 86 SP:Iteration 10Q (1857.055844 sec): 3 clusters Score: Raw -351410.369753 + Penalty 1579.538771 = -349830.830982 nChanged 89 SP:Iteration 11Q (1857.070324 sec): 3 clusters Score: Raw -351445.597816 + Penalty 1579.538771 = -349866.059046 nChanged 76 SP:Iteration 12Q (1857.084726 sec): 3 clusters Score: Raw -351474.196988 + Penalty 1579.538771 = -349894.658217 nChanged 67 SP:Iteration 13Q (1857.103236 sec): 3 clusters Score: Raw -351508.371081 + Penalty 1579.538771 = -349928.832310 nChanged 69 SP:Iteration 14Q (1857.117544 sec): 3 clusters Score: Raw -351539.194109 + Penalty 1579.538771 = -349959.655338 nChanged 51 SP:Iteration 15Q (1857.131855 sec): 3 clusters Score: Raw -351557.462662 + Penalty 1579.538771 = -349977.923892 nChanged 39 SP:Iteration 16Q (1857.146013 sec): 3 clusters Score: Raw -351569.486246 + Penalty 1579.538771 = -349989.947475 nChanged 28 SP:Iteration 17Q (1857.160174 sec): 3 clusters Score: Raw -351577.581728 + Penalty 1579.538771 = -349998.042958 nChanged 28 SP:Iteration 18Q (1857.174456 sec): 3 clusters Score: Raw -351586.427889 + Penalty 1579.538771 = -350006.889118 nChanged 26 SP:Iteration 19Q (1857.188584 sec): 3 clusters Score: Raw -351596.011862 + Penalty 1579.538771 = -350016.473091 nChanged 32 SP:Iteration 20F (1857.203206 sec): 3 clusters Score: Raw -351606.316136 + Penalty 1579.538771 = -350026.777366 nChanged 33 SP:Iteration 21Q (1857.217426 sec): 3 clusters Score: Raw -351620.834907 + Penalty 1579.538771 = -350041.296136 nChanged 42 SP:Iteration 22Q (1857.231650 sec): 3 clusters Score: Raw -351642.322422 + Penalty 1579.538771 = -350062.783652 nChanged 50 SP:Iteration 23Q (1857.247165 sec): 3 clusters Score: Raw -351667.849246 + Penalty 1579.538771 = -350088.310476 nChanged 50 SP:Iteration 24Q (1857.261440 sec): 3 clusters Score: Raw -351703.300562 + Penalty 1579.538771 = -350123.761791 nChanged 55 SP:Iteration 25Q (1857.275599 sec): 3 clusters Score: Raw -351741.309507 + Penalty 1579.538771 = -350161.770736 nChanged 46 SP:Iteration 26Q (1857.314551 sec): 3 clusters Score: Raw -351766.058260 + Penalty 1579.538771 = -350186.519490 nChanged 46 SP:Iteration 27Q (1857.327902 sec): 3 clusters Score: Raw -351795.783163 + Penalty 1579.538771 = -350216.244392 nChanged 42 SP:Iteration 28Q (1857.342042 sec): 3 clusters Score: Raw -351819.422684 + Penalty 1579.538771 = -350239.883914 nChanged 47 SP:Iteration 29Q (1857.356161 sec): 3 clusters Score: Raw -351840.910143 + Penalty 1579.538771 = -350261.371372 nChanged 45 SP:Iteration 30Q (1857.370222 sec): 3 clusters Score: Raw -351857.854710 + Penalty 1579.538771 = -350278.315939 nChanged 33 SP:Iteration 31Q (1857.384128 sec): 3 clusters Score: Raw -351872.054075 + Penalty 1579.538771 = -350292.515304 nChanged 28 SP:Iteration 32Q (1857.397368 sec): 3 clusters Score: Raw -351883.151021 + Penalty 1579.538771 = -350303.612251 nChanged 22 SP:Iteration 33Q (1857.447489 sec): 3 clusters Score: Raw -351893.388753 + Penalty 1579.538771 = -350313.849983 nChanged 18 SP:Iteration 34Q (1857.495210 sec): 3 clusters Score: Raw -351901.543762 + Penalty 1579.538771 = -350322.004991 nChanged 18 SP:Iteration 35Q (1857.509334 sec): 3 clusters Score: Raw -351906.550446 + Penalty 1579.538771 = -350327.011675 nChanged 13 SP:Iteration 36Q (1857.524045 sec): 3 clusters Score: Raw -351911.847760 + Penalty 1579.538771 = -350332.308989 nChanged 13 SP:Iteration 37Q (1857.538223 sec): 3 clusters Score: Raw -351915.956510 + Penalty 1579.538771 = -350336.417739 nChanged 8 SP:Iteration 38Q (1857.552208 sec): 3 clusters Score: Raw -351918.630889 + Penalty 1579.538771 = -350339.092118 nChanged 5 SP:Iteration 39Q (1857.566223 sec): 3 clusters Score: Raw -351919.725032 + Penalty 1579.538771 = -350340.186261 nChanged 5 SP:Iteration 40F (1857.584722 sec): 3 clusters Score: Raw -351921.563356 + Penalty 1579.538771 = -350342.024585 nChanged 7 SP:Iteration 41Q (1857.598853 sec): 3 clusters Score: Raw -351923.585731 + Penalty 1579.538771 = -350344.046961 nChanged 6 SP:Iteration 42Q (1857.612853 sec): 3 clusters Score: Raw -351925.290769 + Penalty 1579.538771 = -350345.751999 nChanged 6 SP:Iteration 43Q (1857.626921 sec): 3 clusters Score: Raw -351927.507432 + Penalty 1579.538771 = -350347.968662 nChanged 4 SP:Iteration 44Q (1857.641113 sec): 3 clusters Score: Raw -351928.701544 + Penalty 1579.538771 = -350349.162774 nChanged 2 SP:Iteration 45Q (1857.655047 sec): 3 clusters Score: Raw -351928.935606 + Penalty 1579.538771 = -350349.396836 nChanged 0 SP:Iteration 46F (1857.670290 sec): 3 clusters Score: Raw -351928.935606 + Penalty 1579.538771 = -350349.396836 nChanged 0 Trying to split cluster 25 (9964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1857.692036 sec): 2 clusters Score: Raw -975093.100065 + Penalty 874.639718 = -974218.460347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1857.750352 sec): 3 clusters Score: Raw -969218.598944 + Penalty 1749.279437 = -967469.319508 nChanged 4411 SP:Iteration 1F (1857.807512 sec): 3 clusters Score: Raw -971550.461293 + Penalty 1749.279437 = -969801.181856 nChanged 585 SP:Iteration 2F (1857.861278 sec): 3 clusters Score: Raw -971825.057531 + Penalty 1749.279437 = -970075.778095 nChanged 564 SP:Iteration 3F (1857.885335 sec): 3 clusters Score: Raw -972139.447907 + Penalty 1749.279437 = -970390.168471 nChanged 578 SP:Iteration 4F (1857.909329 sec): 3 clusters Score: Raw -972507.308521 + Penalty 1749.279437 = -970758.029084 nChanged 570 SP:Iteration 5F (1857.933539 sec): 3 clusters Score: Raw -972838.876595 + Penalty 1749.279437 = -971089.597158 nChanged 535 SP:Iteration 6F (1857.957584 sec): 3 clusters Score: Raw -973150.043036 + Penalty 1749.279437 = -971400.763599 nChanged 494 SP:Iteration 7Q (1857.982807 sec): 3 clusters Score: Raw -973432.198386 + Penalty 1749.279437 = -971682.918949 nChanged 451 SP:Iteration 8Q (1858.006626 sec): 3 clusters Score: Raw -973705.196798 + Penalty 1749.279437 = -971955.917362 nChanged 405 SP:Iteration 9Q (1858.030361 sec): 3 clusters Score: Raw -973959.283896 + Penalty 1749.279437 = -972210.004460 nChanged 351 SP:Iteration 10Q (1858.053815 sec): 3 clusters Score: Raw -974115.835846 + Penalty 1749.279437 = -972366.556409 nChanged 267 SP:Iteration 11Q (1858.091446 sec): 3 clusters Score: Raw -974221.998603 + Penalty 1749.279437 = -972472.719166 nChanged 218 SP:Iteration 12Q (1858.115179 sec): 3 clusters Score: Raw -974289.864206 + Penalty 1749.279437 = -972540.584770 nChanged 171 SP:Iteration 13Q (1858.138982 sec): 3 clusters Score: Raw -974345.915858 + Penalty 1749.279437 = -972596.636422 nChanged 169 SP:Iteration 14Q (1858.204041 sec): 3 clusters Score: Raw -974410.016769 + Penalty 1749.279437 = -972660.737333 nChanged 159 SP:Iteration 15Q (1858.249920 sec): 3 clusters Score: Raw -974465.967405 + Penalty 1749.279437 = -972716.687969 nChanged 145 SP:Iteration 16Q (1858.280264 sec): 3 clusters Score: Raw -974519.574977 + Penalty 1749.279437 = -972770.295541 nChanged 139 SP:Iteration 17Q (1858.303648 sec): 3 clusters Score: Raw -974567.422782 + Penalty 1749.279437 = -972818.143345 nChanged 144 SP:Iteration 18Q (1858.327339 sec): 3 clusters Score: Raw -974610.061987 + Penalty 1749.279437 = -972860.782550 nChanged 113 SP:Iteration 19Q (1858.359035 sec): 3 clusters Score: Raw -974641.476643 + Penalty 1749.279437 = -972892.197206 nChanged 98 SP:Iteration 20F (1858.393327 sec): 3 clusters Score: Raw -974667.931811 + Penalty 1749.279437 = -972918.652375 nChanged 101 SP:Iteration 21Q (1858.425975 sec): 3 clusters Score: Raw -974698.046358 + Penalty 1749.279437 = -972948.766921 nChanged 108 SP:Iteration 22Q (1858.449369 sec): 3 clusters Score: Raw -974733.429191 + Penalty 1749.279437 = -972984.149755 nChanged 101 SP:Iteration 23Q (1858.472798 sec): 3 clusters Score: Raw -974757.523689 + Penalty 1749.279437 = -973008.244252 nChanged 90 SP:Iteration 24Q (1858.521464 sec): 3 clusters Score: Raw -974781.652459 + Penalty 1749.279437 = -973032.373023 nChanged 90 SP:Iteration 25Q (1858.554224 sec): 3 clusters Score: Raw -974812.376531 + Penalty 1749.279437 = -973063.097094 nChanged 95 SP:Iteration 26Q (1858.577196 sec): 3 clusters Score: Raw -974845.047031 + Penalty 1749.279437 = -973095.767595 nChanged 85 SP:Iteration 27Q (1858.600238 sec): 3 clusters Score: Raw -974870.446273 + Penalty 1749.279437 = -973121.166836 nChanged 80 SP:Iteration 28Q (1858.623487 sec): 3 clusters Score: Raw -974893.969201 + Penalty 1749.279437 = -973144.689765 nChanged 70 SP:Iteration 29Q (1858.646725 sec): 3 clusters Score: Raw -974915.559986 + Penalty 1749.279437 = -973166.280550 nChanged 77 SP:Iteration 30Q (1858.678822 sec): 3 clusters Score: Raw -974937.354250 + Penalty 1749.279437 = -973188.074813 nChanged 74 SP:Iteration 31Q (1858.708973 sec): 3 clusters Score: Raw -974955.768127 + Penalty 1749.279437 = -973206.488690 nChanged 60 SP:Iteration 32Q (1858.732092 sec): 3 clusters Score: Raw -974965.991118 + Penalty 1749.279437 = -973216.711681 nChanged 41 SP:Iteration 33Q (1858.755339 sec): 3 clusters Score: Raw -974974.260235 + Penalty 1749.279437 = -973224.980799 nChanged 33 SP:Iteration 34Q (1858.779047 sec): 3 clusters Score: Raw -974980.832435 + Penalty 1749.279437 = -973231.552998 nChanged 29 SP:Iteration 35Q (1858.802200 sec): 3 clusters Score: Raw -974984.751745 + Penalty 1749.279437 = -973235.472309 nChanged 19 SP:Iteration 36Q (1858.829630 sec): 3 clusters Score: Raw -974986.895473 + Penalty 1749.279437 = -973237.616036 nChanged 9 SP:Iteration 37Q (1858.852644 sec): 3 clusters Score: Raw -974987.610059 + Penalty 1749.279437 = -973238.330622 nChanged 6 SP:Iteration 38Q (1858.893777 sec): 3 clusters Score: Raw -974988.002588 + Penalty 1749.279437 = -973238.723152 nChanged 9 SP:Iteration 39Q (1858.916868 sec): 3 clusters Score: Raw -974988.916048 + Penalty 1749.279437 = -973239.636611 nChanged 13 SP:Iteration 40F (1858.953015 sec): 3 clusters Score: Raw -974990.251141 + Penalty 1749.279437 = -973240.971705 nChanged 16 SP:Iteration 41Q (1858.976032 sec): 3 clusters Score: Raw -974991.359568 + Penalty 1749.279437 = -973242.080131 nChanged 6 SP:Iteration 42Q (1858.999509 sec): 3 clusters Score: Raw -974991.663904 + Penalty 1749.279437 = -973242.384467 nChanged 5 SP:Iteration 43Q (1859.022771 sec): 3 clusters Score: Raw -974991.985978 + Penalty 1749.279437 = -973242.706541 nChanged 7 SP:Iteration 44Q (1859.046093 sec): 3 clusters Score: Raw -974992.332242 + Penalty 1749.279437 = -973243.052805 nChanged 4 SP:Iteration 45Q (1859.092828 sec): 3 clusters Score: Raw -974992.657839 + Penalty 1749.279437 = -973243.378403 nChanged 2 SP:Iteration 46Q (1859.116069 sec): 3 clusters Score: Raw -974992.739932 + Penalty 1749.279437 = -973243.460495 nChanged 0 SP:Iteration 47F (1859.140039 sec): 3 clusters Score: Raw -974992.739932 + Penalty 1749.279437 = -973243.460495 nChanged 0 Trying to split cluster 26 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1859.153316 sec): 2 clusters Score: Raw -48836.649261 + Penalty 584.913004 = -48251.736257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.155819 sec): 3 clusters Score: Raw -48706.687400 + Penalty 1169.826007 = -47536.861393 nChanged 129 SP:Iteration 1F (1859.158074 sec): 3 clusters Score: Raw -48858.401444 + Penalty 1169.826007 = -47688.575436 nChanged 33 SP:Iteration 2F (1859.160272 sec): 3 clusters Score: Raw -48897.179538 + Penalty 1169.826007 = -47727.353531 nChanged 12 SP:Iteration 3Q (1859.162455 sec): 3 clusters Score: Raw -48908.351390 + Penalty 1169.826007 = -47738.525383 nChanged 5 SP:Iteration 4Q (1859.164637 sec): 3 clusters Score: Raw -48914.026092 + Penalty 1169.826007 = -47744.200085 nChanged 2 SP:Iteration 5Q (1859.166801 sec): 3 clusters Score: Raw -48915.393205 + Penalty 1169.826007 = -47745.567198 nChanged 1 SP:Iteration 6Q (1859.169031 sec): 3 clusters Score: Raw -48917.352313 + Penalty 1169.826007 = -47747.526306 nChanged 0 SP:Iteration 7F (1859.171213 sec): 3 clusters Score: Raw -48917.352313 + Penalty 1169.826007 = -47747.526306 nChanged 0 Trying to split cluster 27 (57503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1859.241567 sec): 2 clusters Score: Raw -5636422.664351 + Penalty 1041.161278 = -5635381.503073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.328071 sec): 3 clusters Score: Raw -5598889.660083 + Penalty 2082.322556 = -5596807.337527 nChanged 27619 SP:Iteration 1F (1859.411695 sec): 3 clusters Score: Raw -5616519.292780 + Penalty 2082.322556 = -5614436.970224 nChanged 3142 SP:Iteration 2F (1859.488815 sec): 3 clusters Score: Raw -5617891.133052 + Penalty 2082.322556 = -5615808.810496 nChanged 3290 SP:Iteration 3F (1859.569893 sec): 3 clusters Score: Raw -5619451.140713 + Penalty 2082.322556 = -5617368.818157 nChanged 3259 SP:Iteration 4F (1859.647887 sec): 3 clusters Score: Raw -5621168.536491 + Penalty 2082.322556 = -5619086.213935 nChanged 3258 SP:Iteration 5F (1859.724778 sec): 3 clusters Score: Raw -5623067.378886 + Penalty 2082.322556 = -5620985.056330 nChanged 3102 SP:Iteration 6F (1859.801421 sec): 3 clusters Score: Raw -5624990.204759 + Penalty 2082.322556 = -5622907.882203 nChanged 2836 SP:Iteration 7Q (1859.882417 sec): 3 clusters Score: Raw -5626808.445413 + Penalty 2082.322556 = -5624726.122857 nChanged 2414 SP:Iteration 8Q (1859.962673 sec): 3 clusters Score: Raw -5628124.462606 + Penalty 2082.322556 = -5626042.140050 nChanged 1813 SP:Iteration 9Q (1860.041890 sec): 3 clusters Score: Raw -5628888.650993 + Penalty 2082.322556 = -5626806.328437 nChanged 1298 SP:Iteration 10Q (1860.119848 sec): 3 clusters Score: Raw -5629382.184578 + Penalty 2082.322556 = -5627299.862022 nChanged 1066 SP:Iteration 11Q (1860.197289 sec): 3 clusters Score: Raw -5629804.899052 + Penalty 2082.322556 = -5627722.576496 nChanged 1054 SP:Iteration 12Q (1860.285587 sec): 3 clusters Score: Raw -5630229.582871 + Penalty 2082.322556 = -5628147.260315 nChanged 1052 SP:Iteration 13Q (1860.361979 sec): 3 clusters Score: Raw -5630624.254608 + Penalty 2082.322556 = -5628541.932052 nChanged 1038 SP:Iteration 14Q (1860.438204 sec): 3 clusters Score: Raw -5631018.549034 + Penalty 2082.322556 = -5628936.226478 nChanged 1007 SP:Iteration 15Q (1860.513639 sec): 3 clusters Score: Raw -5631403.773759 + Penalty 2082.322556 = -5629321.451203 nChanged 1003 SP:Iteration 16Q (1860.611188 sec): 3 clusters Score: Raw -5631802.238703 + Penalty 2082.322556 = -5629719.916147 nChanged 943 SP:Iteration 17Q (1860.704066 sec): 3 clusters Score: Raw -5632157.376431 + Penalty 2082.322556 = -5630075.053875 nChanged 907 SP:Iteration 18Q (1860.778627 sec): 3 clusters Score: Raw -5632476.867873 + Penalty 2082.322556 = -5630394.545317 nChanged 836 SP:Iteration 19Q (1860.852368 sec): 3 clusters Score: Raw -5632791.386164 + Penalty 2082.322556 = -5630709.063608 nChanged 846 SP:Iteration 20F (1860.932940 sec): 3 clusters Score: Raw -5633106.334303 + Penalty 2082.322556 = -5631024.011747 nChanged 802 SP:Iteration 21Q (1861.005431 sec): 3 clusters Score: Raw -5633403.954063 + Penalty 2082.322556 = -5631321.631507 nChanged 765 SP:Iteration 22Q (1861.079180 sec): 3 clusters Score: Raw -5633688.887603 + Penalty 2082.322556 = -5631606.565047 nChanged 761 SP:Iteration 23Q (1861.169377 sec): 3 clusters Score: Raw -5633988.223934 + Penalty 2082.322556 = -5631905.901378 nChanged 735 SP:Iteration 24Q (1861.240331 sec): 3 clusters Score: Raw -5634277.583224 + Penalty 2082.322556 = -5632195.260668 nChanged 651 SP:Iteration 25Q (1861.310521 sec): 3 clusters Score: Raw -5634532.897594 + Penalty 2082.322556 = -5632450.575038 nChanged 605 SP:Iteration 26Q (1861.380113 sec): 3 clusters Score: Raw -5634785.974094 + Penalty 2082.322556 = -5632703.651538 nChanged 583 SP:Iteration 27Q (1861.452901 sec): 3 clusters Score: Raw -5635044.728381 + Penalty 2082.322556 = -5632962.405826 nChanged 563 SP:Iteration 28Q (1861.521471 sec): 3 clusters Score: Raw -5635290.301317 + Penalty 2082.322556 = -5633207.978761 nChanged 507 SP:Iteration 29Q (1861.615636 sec): 3 clusters Score: Raw -5635497.376271 + Penalty 2082.322556 = -5633415.053715 nChanged 450 SP:Iteration 30Q (1861.682737 sec): 3 clusters Score: Raw -5635686.374845 + Penalty 2082.322556 = -5633604.052289 nChanged 417 SP:Iteration 31Q (1861.771598 sec): 3 clusters Score: Raw -5635867.447422 + Penalty 2082.322556 = -5633785.124867 nChanged 358 SP:Iteration 32Q (1861.854889 sec): 3 clusters Score: Raw -5636007.768234 + Penalty 2082.322556 = -5633925.445679 nChanged 322 SP:Iteration 33Q (1861.930300 sec): 3 clusters Score: Raw -5636126.659508 + Penalty 2082.322556 = -5634044.336952 nChanged 239 SP:Iteration 34Q (1861.996397 sec): 3 clusters Score: Raw -5636209.724258 + Penalty 2082.322556 = -5634127.401702 nChanged 207 SP:Iteration 35Q (1862.061581 sec): 3 clusters Score: Raw -5636280.185553 + Penalty 2082.322556 = -5634197.862998 nChanged 190 SP:Iteration 36Q (1862.126594 sec): 3 clusters Score: Raw -5636342.449234 + Penalty 2082.322556 = -5634260.126678 nChanged 180 SP:Iteration 37Q (1862.191717 sec): 3 clusters Score: Raw -5636399.513842 + Penalty 2082.322556 = -5634317.191286 nChanged 150 SP:Iteration 38Q (1862.259637 sec): 3 clusters Score: Raw -5636449.277824 + Penalty 2082.322556 = -5634366.955268 nChanged 143 SP:Iteration 39Q (1862.323264 sec): 3 clusters Score: Raw -5636495.389408 + Penalty 2082.322556 = -5634413.066852 nChanged 125 SP:Iteration 40F (1862.402980 sec): 3 clusters Score: Raw -5636536.439114 + Penalty 2082.322556 = -5634454.116558 nChanged 127 SP:Iteration 41Q (1862.469040 sec): 3 clusters Score: Raw -5636587.053901 + Penalty 2082.322556 = -5634504.731345 nChanged 101 SP:Iteration 42Q (1862.532600 sec): 3 clusters Score: Raw -5636621.142805 + Penalty 2082.322556 = -5634538.820249 nChanged 90 SP:Iteration 43Q (1862.595699 sec): 3 clusters Score: Raw -5636652.246074 + Penalty 2082.322556 = -5634569.923518 nChanged 76 SP:Iteration 44Q (1862.658501 sec): 3 clusters Score: Raw -5636679.370010 + Penalty 2082.322556 = -5634597.047455 nChanged 76 SP:Iteration 45Q (1862.734488 sec): 3 clusters Score: Raw -5636703.274285 + Penalty 2082.322556 = -5634620.951729 nChanged 55 SP:Iteration 46Q (1862.830699 sec): 3 clusters Score: Raw -5636721.511207 + Penalty 2082.322556 = -5634639.188651 nChanged 52 SP:Iteration 47Q (1862.918443 sec): 3 clusters Score: Raw -5636740.374443 + Penalty 2082.322556 = -5634658.051888 nChanged 44 SP:Iteration 48Q (1862.991662 sec): 3 clusters Score: Raw -5636753.107562 + Penalty 2082.322556 = -5634670.785006 nChanged 42 SP:Iteration 49Q (1863.054621 sec): 3 clusters Score: Raw -5636765.453998 + Penalty 2082.322556 = -5634683.131442 nChanged 38 SP:Iteration 50Q (1863.118299 sec): 3 clusters Score: Raw -5636775.625252 + Penalty 2082.322556 = -5634693.302696 nChanged 33 SP:Iteration 51Q (1863.181314 sec): 3 clusters Score: Raw -5636783.147917 + Penalty 2082.322556 = -5634700.825361 nChanged 25 SP:Iteration 52Q (1863.264031 sec): 3 clusters Score: Raw -5636790.623922 + Penalty 2082.322556 = -5634708.301366 nChanged 24 SP:Iteration 53Q (1863.330461 sec): 3 clusters Score: Raw -5636794.681323 + Penalty 2082.322556 = -5634712.358767 nChanged 18 SP:Iteration 54Q (1863.393708 sec): 3 clusters Score: Raw -5636799.213159 + Penalty 2082.322556 = -5634716.890603 nChanged 23 SP:Iteration 55Q (1863.458448 sec): 3 clusters Score: Raw -5636803.888907 + Penalty 2082.322556 = -5634721.566351 nChanged 21 SP:Iteration 56Q (1863.521528 sec): 3 clusters Score: Raw -5636809.202167 + Penalty 2082.322556 = -5634726.879611 nChanged 16 SP:Iteration 57Q (1863.585572 sec): 3 clusters Score: Raw -5636813.756581 + Penalty 2082.322556 = -5634731.434025 nChanged 18 SP:Iteration 58Q (1863.648664 sec): 3 clusters Score: Raw -5636818.716443 + Penalty 2082.322556 = -5634736.393887 nChanged 14 SP:Iteration 59Q (1863.712433 sec): 3 clusters Score: Raw -5636822.771100 + Penalty 2082.322556 = -5634740.448545 nChanged 11 SP:Iteration 60F (1863.788444 sec): 3 clusters Score: Raw -5636826.631409 + Penalty 2082.322556 = -5634744.308853 nChanged 16 SP:Iteration 61Q (1863.851596 sec): 3 clusters Score: Raw -5636830.315802 + Penalty 2082.322556 = -5634747.993247 nChanged 12 SP:Iteration 62Q (1863.913461 sec): 3 clusters Score: Raw -5636833.058196 + Penalty 2082.322556 = -5634750.735640 nChanged 9 SP:Iteration 63Q (1863.977325 sec): 3 clusters Score: Raw -5636835.602194 + Penalty 2082.322556 = -5634753.279638 nChanged 2 SP:Iteration 64Q (1864.041056 sec): 3 clusters Score: Raw -5636835.881857 + Penalty 2082.322556 = -5634753.559301 nChanged 2 SP:Iteration 65Q (1864.104254 sec): 3 clusters Score: Raw -5636836.250446 + Penalty 2082.322556 = -5634753.927890 nChanged 0 SP:Iteration 66F (1864.180635 sec): 3 clusters Score: Raw -5636836.250446 + Penalty 2082.322556 = -5634753.927890 nChanged 0 Trying to split cluster 28 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1864.185248 sec): 2 clusters Score: Raw -17068.233243 + Penalty 503.813966 = -16564.419277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1864.186700 sec): 3 clusters Score: Raw -17121.122230 + Penalty 1007.627933 = -16113.494298 nChanged 39 SP:Iteration 1F (1864.187980 sec): 3 clusters Score: Raw -17175.835763 + Penalty 1007.627933 = -16168.207830 nChanged 9 SP:Iteration 2Q (1864.189248 sec): 3 clusters Score: Raw -17209.667145 + Penalty 1007.627933 = -16202.039212 nChanged 8 SP:Iteration 3Q (1864.190500 sec): 3 clusters Score: Raw -17238.119885 + Penalty 1007.627933 = -16230.491952 nChanged 10 SP:Iteration 4Q (1864.191788 sec): 3 clusters Score: Raw -17260.669626 + Penalty 1007.627933 = -16253.041693 nChanged 6 SP:Iteration 5Q (1864.193014 sec): 3 clusters Score: Raw -17276.726553 + Penalty 1007.627933 = -16269.098621 nChanged 5 SP:Iteration 6Q (1864.194241 sec): 3 clusters Score: Raw -17329.737175 + Penalty 1007.627933 = -16322.109243 nChanged 6 SP:Iteration 7Q (1864.195493 sec): 3 clusters Score: Raw -17344.033856 + Penalty 1007.627933 = -16336.405923 nChanged 4 SP:Iteration 8Q (1864.196721 sec): 3 clusters Score: Raw -17365.542985 + Penalty 1007.627933 = -16357.915052 nChanged 3 SP:Iteration 9Q (1864.197953 sec): 3 clusters Score: Raw -17399.565985 + Penalty 1007.627933 = -16391.938053 nChanged 4 SP:Iteration 10Q (1864.199188 sec): 3 clusters Score: Raw -17418.637071 + Penalty 1007.627933 = -16411.009138 nChanged 2 SP:Iteration 11Q (1864.200563 sec): 3 clusters Score: Raw -17424.304936 + Penalty 1007.627933 = -16416.677004 nChanged 0 SP:Iteration 12F (1864.201824 sec): 3 clusters Score: Raw -17424.304936 + Penalty 1007.627933 = -16416.677004 nChanged 0 Trying to split cluster 29 (3488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1864.218701 sec): 2 clusters Score: Raw -311872.594199 + Penalty 774.922960 = -311097.671239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1864.232363 sec): 3 clusters Score: Raw -310024.523501 + Penalty 1549.845919 = -308474.677582 nChanged 1407 SP:Iteration 1F (1864.244922 sec): 3 clusters Score: Raw -310843.904943 + Penalty 1549.845919 = -309294.059024 nChanged 318 SP:Iteration 2F (1864.257485 sec): 3 clusters Score: Raw -311116.770104 + Penalty 1549.845919 = -309566.924185 nChanged 274 SP:Iteration 3F (1864.270079 sec): 3 clusters Score: Raw -311351.937466 + Penalty 1549.845919 = -309802.091547 nChanged 232 SP:Iteration 4F (1864.282489 sec): 3 clusters Score: Raw -311520.439600 + Penalty 1549.845919 = -309970.593681 nChanged 195 SP:Iteration 5F (1864.295100 sec): 3 clusters Score: Raw -311660.061730 + Penalty 1549.845919 = -310110.215811 nChanged 161 SP:Iteration 6Q (1864.314395 sec): 3 clusters Score: Raw -311760.633282 + Penalty 1549.845919 = -310210.787362 nChanged 139 SP:Iteration 7Q (1864.334104 sec): 3 clusters Score: Raw -311839.807709 + Penalty 1549.845919 = -310289.961790 nChanged 122 SP:Iteration 8Q (1864.353872 sec): 3 clusters Score: Raw -311915.104632 + Penalty 1549.845919 = -310365.258712 nChanged 99 SP:Iteration 9Q (1864.373286 sec): 3 clusters Score: Raw -311971.448664 + Penalty 1549.845919 = -310421.602745 nChanged 95 SP:Iteration 10Q (1864.393903 sec): 3 clusters Score: Raw -312025.960631 + Penalty 1549.845919 = -310476.114712 nChanged 70 SP:Iteration 11Q (1864.406411 sec): 3 clusters Score: Raw -312060.764771 + Penalty 1549.845919 = -310510.918852 nChanged 53 SP:Iteration 12Q (1864.418785 sec): 3 clusters Score: Raw -312086.844483 + Penalty 1549.845919 = -310536.998564 nChanged 58 SP:Iteration 13Q (1864.431156 sec): 3 clusters Score: Raw -312116.950850 + Penalty 1549.845919 = -310567.104931 nChanged 45 SP:Iteration 14Q (1864.443598 sec): 3 clusters Score: Raw -312138.476281 + Penalty 1549.845919 = -310588.630362 nChanged 36 SP:Iteration 15Q (1864.455258 sec): 3 clusters Score: Raw -312154.377020 + Penalty 1549.845919 = -310604.531101 nChanged 25 SP:Iteration 16Q (1864.467623 sec): 3 clusters Score: Raw -312163.668983 + Penalty 1549.845919 = -310613.823064 nChanged 23 SP:Iteration 17Q (1864.480078 sec): 3 clusters Score: Raw -312170.394654 + Penalty 1549.845919 = -310620.548735 nChanged 20 SP:Iteration 18Q (1864.492408 sec): 3 clusters Score: Raw -312176.880964 + Penalty 1549.845919 = -310627.035045 nChanged 15 SP:Iteration 19Q (1864.504841 sec): 3 clusters Score: Raw -312180.666618 + Penalty 1549.845919 = -310630.820699 nChanged 11 SP:Iteration 20F (1864.517393 sec): 3 clusters Score: Raw -312183.476564 + Penalty 1549.845919 = -310633.630645 nChanged 12 SP:Iteration 21Q (1864.529853 sec): 3 clusters Score: Raw -312187.284661 + Penalty 1549.845919 = -310637.438741 nChanged 6 SP:Iteration 22Q (1864.542303 sec): 3 clusters Score: Raw -312188.607954 + Penalty 1549.845919 = -310638.762035 nChanged 5 SP:Iteration 23Q (1864.554723 sec): 3 clusters Score: Raw -312189.464346 + Penalty 1549.845919 = -310639.618427 nChanged 4 SP:Iteration 24Q (1864.567165 sec): 3 clusters Score: Raw -312190.467111 + Penalty 1549.845919 = -310640.621192 nChanged 6 SP:Iteration 25Q (1864.581937 sec): 3 clusters Score: Raw -312192.198948 + Penalty 1549.845919 = -310642.353029 nChanged 9 SP:Iteration 26Q (1864.594343 sec): 3 clusters Score: Raw -312194.158917 + Penalty 1549.845919 = -310644.312997 nChanged 7 SP:Iteration 27Q (1864.606795 sec): 3 clusters Score: Raw -312195.724928 + Penalty 1549.845919 = -310645.879009 nChanged 5 SP:Iteration 28Q (1864.619186 sec): 3 clusters Score: Raw -312197.476891 + Penalty 1549.845919 = -310647.630972 nChanged 8 SP:Iteration 29Q (1864.630825 sec): 3 clusters Score: Raw -312199.442331 + Penalty 1549.845919 = -310649.596412 nChanged 4 SP:Iteration 30Q (1864.643101 sec): 3 clusters Score: Raw -312200.135271 + Penalty 1549.845919 = -310650.289352 nChanged 7 SP:Iteration 31Q (1864.655495 sec): 3 clusters Score: Raw -312202.421402 + Penalty 1549.845919 = -310652.575483 nChanged 7 SP:Iteration 32Q (1864.667793 sec): 3 clusters Score: Raw -312205.786124 + Penalty 1549.845919 = -310655.940204 nChanged 13 SP:Iteration 33Q (1864.680170 sec): 3 clusters Score: Raw -312212.091382 + Penalty 1549.845919 = -310662.245463 nChanged 13 SP:Iteration 34Q (1864.692092 sec): 3 clusters Score: Raw -312216.845421 + Penalty 1549.845919 = -310666.999502 nChanged 11 SP:Iteration 35Q (1864.704374 sec): 3 clusters Score: Raw -312221.459414 + Penalty 1549.845919 = -310671.613495 nChanged 11 SP:Iteration 36Q (1864.716758 sec): 3 clusters Score: Raw -312227.207304 + Penalty 1549.845919 = -310677.361385 nChanged 18 SP:Iteration 37Q (1864.729130 sec): 3 clusters Score: Raw -312234.034612 + Penalty 1549.845919 = -310684.188693 nChanged 9 SP:Iteration 38Q (1864.741356 sec): 3 clusters Score: Raw -312238.484557 + Penalty 1549.845919 = -310688.638638 nChanged 15 SP:Iteration 39Q (1864.755103 sec): 3 clusters Score: Raw -312243.581451 + Penalty 1549.845919 = -310693.735532 nChanged 19 SP:Iteration 40F (1864.767486 sec): 3 clusters Score: Raw -312251.599311 + Penalty 1549.845919 = -310701.753392 nChanged 14 SP:Iteration 41Q (1864.779852 sec): 3 clusters Score: Raw -312257.529280 + Penalty 1549.845919 = -310707.683361 nChanged 17 SP:Iteration 42Q (1864.792183 sec): 3 clusters Score: Raw -312268.156404 + Penalty 1549.845919 = -310718.310485 nChanged 14 SP:Iteration 43Q (1864.803589 sec): 3 clusters Score: Raw -312276.987765 + Penalty 1549.845919 = -310727.141845 nChanged 17 SP:Iteration 44Q (1864.815759 sec): 3 clusters Score: Raw -312284.096908 + Penalty 1549.845919 = -310734.250989 nChanged 14 SP:Iteration 45Q (1864.828159 sec): 3 clusters Score: Raw -312289.862702 + Penalty 1549.845919 = -310740.016783 nChanged 7 SP:Iteration 46Q (1864.840446 sec): 3 clusters Score: Raw -312294.360626 + Penalty 1549.845919 = -310744.514707 nChanged 16 SP:Iteration 47Q (1864.852686 sec): 3 clusters Score: Raw -312301.580878 + Penalty 1549.845919 = -310751.734958 nChanged 13 SP:Iteration 48Q (1864.864876 sec): 3 clusters Score: Raw -312306.568557 + Penalty 1549.845919 = -310756.722638 nChanged 11 SP:Iteration 49Q (1864.877137 sec): 3 clusters Score: Raw -312308.943387 + Penalty 1549.845919 = -310759.097468 nChanged 9 SP:Iteration 50Q (1864.889354 sec): 3 clusters Score: Raw -312311.012890 + Penalty 1549.845919 = -310761.166971 nChanged 6 SP:Iteration 51Q (1864.901473 sec): 3 clusters Score: Raw -312312.906900 + Penalty 1549.845919 = -310763.060981 nChanged 4 SP:Iteration 52Q (1864.913588 sec): 3 clusters Score: Raw -312314.201932 + Penalty 1549.845919 = -310764.356013 nChanged 5 SP:Iteration 53Q (1864.925861 sec): 3 clusters Score: Raw -312315.564402 + Penalty 1549.845919 = -310765.718483 nChanged 5 SP:Iteration 54Q (1864.938112 sec): 3 clusters Score: Raw -312317.948798 + Penalty 1549.845919 = -310768.102879 nChanged 6 SP:Iteration 55Q (1864.950267 sec): 3 clusters Score: Raw -312322.038899 + Penalty 1549.845919 = -310772.192980 nChanged 8 SP:Iteration 56Q (1864.962459 sec): 3 clusters Score: Raw -312329.507368 + Penalty 1549.845919 = -310779.661449 nChanged 11 SP:Iteration 57Q (1864.974680 sec): 3 clusters Score: Raw -312342.498361 + Penalty 1549.845919 = -310792.652442 nChanged 11 SP:Iteration 58Q (1864.986916 sec): 3 clusters Score: Raw -312345.526817 + Penalty 1549.845919 = -310795.680898 nChanged 7 SP:Iteration 59Q (1864.998835 sec): 3 clusters Score: Raw -312348.983538 + Penalty 1549.845919 = -310799.137619 nChanged 7 SP:Iteration 60F (1865.011205 sec): 3 clusters Score: Raw -312351.651572 + Penalty 1549.845919 = -310801.805653 nChanged 5 SP:Iteration 61Q (1865.023506 sec): 3 clusters Score: Raw -312354.402217 + Penalty 1549.845919 = -310804.556298 nChanged 9 SP:Iteration 62Q (1865.039827 sec): 3 clusters Score: Raw -312357.267097 + Penalty 1549.845919 = -310807.421178 nChanged 5 SP:Iteration 63Q (1865.051998 sec): 3 clusters Score: Raw -312359.282673 + Penalty 1549.845919 = -310809.436754 nChanged 4 SP:Iteration 64Q (1865.064190 sec): 3 clusters Score: Raw -312360.097082 + Penalty 1549.845919 = -310810.251163 nChanged 4 SP:Iteration 65Q (1865.076353 sec): 3 clusters Score: Raw -312361.850814 + Penalty 1549.845919 = -310812.004895 nChanged 4 SP:Iteration 66Q (1865.088515 sec): 3 clusters Score: Raw -312363.300845 + Penalty 1549.845919 = -310813.454926 nChanged 3 SP:Iteration 67Q (1865.102847 sec): 3 clusters Score: Raw -312364.829237 + Penalty 1549.845919 = -310814.983318 nChanged 4 SP:Iteration 68Q (1865.114915 sec): 3 clusters Score: Raw -312366.736830 + Penalty 1549.845919 = -310816.890911 nChanged 6 SP:Iteration 69Q (1865.127117 sec): 3 clusters Score: Raw -312370.263737 + Penalty 1549.845919 = -310820.417817 nChanged 5 SP:Iteration 70Q (1865.139263 sec): 3 clusters Score: Raw -312372.030454 + Penalty 1549.845919 = -310822.184535 nChanged 3 SP:Iteration 71Q (1865.151404 sec): 3 clusters Score: Raw -312372.978798 + Penalty 1549.845919 = -310823.132879 nChanged 2 SP:Iteration 72Q (1865.167674 sec): 3 clusters Score: Raw -312373.644492 + Penalty 1549.845919 = -310823.798573 nChanged 1 SP:Iteration 73Q (1865.179908 sec): 3 clusters Score: Raw -312373.803049 + Penalty 1549.845919 = -310823.957130 nChanged 0 SP:Iteration 74F (1865.192425 sec): 3 clusters Score: Raw -312373.803049 + Penalty 1549.845919 = -310823.957130 nChanged 0 Trying to split cluster 30 (5021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1865.210497 sec): 2 clusters Score: Raw -485940.342875 + Penalty 809.531518 = -485130.811357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1865.229824 sec): 3 clusters Score: Raw -483164.560798 + Penalty 1619.063035 = -481545.497763 nChanged 2108 SP:Iteration 1F (1865.247722 sec): 3 clusters Score: Raw -484292.861756 + Penalty 1619.063035 = -482673.798721 nChanged 314 SP:Iteration 2F (1865.269662 sec): 3 clusters Score: Raw -484451.741063 + Penalty 1619.063035 = -482832.678028 nChanged 271 SP:Iteration 3F (1865.287540 sec): 3 clusters Score: Raw -484580.136287 + Penalty 1619.063035 = -482961.073252 nChanged 226 SP:Iteration 4Q (1865.305221 sec): 3 clusters Score: Raw -484695.896261 + Penalty 1619.063035 = -483076.833226 nChanged 236 SP:Iteration 5Q (1865.323080 sec): 3 clusters Score: Raw -484815.390144 + Penalty 1619.063035 = -483196.327109 nChanged 225 SP:Iteration 6Q (1865.340047 sec): 3 clusters Score: Raw -484944.749688 + Penalty 1619.063035 = -483325.686653 nChanged 238 SP:Iteration 7Q (1865.357853 sec): 3 clusters Score: Raw -485089.065295 + Penalty 1619.063035 = -483470.002260 nChanged 242 SP:Iteration 8Q (1865.375566 sec): 3 clusters Score: Raw -485256.530533 + Penalty 1619.063035 = -483637.467497 nChanged 218 SP:Iteration 9Q (1865.392424 sec): 3 clusters Score: Raw -485399.473775 + Penalty 1619.063035 = -483780.410740 nChanged 183 SP:Iteration 10Q (1865.410120 sec): 3 clusters Score: Raw -485522.398842 + Penalty 1619.063035 = -483903.335807 nChanged 161 SP:Iteration 11Q (1865.427569 sec): 3 clusters Score: Raw -485632.537729 + Penalty 1619.063035 = -484013.474693 nChanged 133 SP:Iteration 12Q (1865.444818 sec): 3 clusters Score: Raw -485716.011197 + Penalty 1619.063035 = -484096.948162 nChanged 111 SP:Iteration 13Q (1865.462452 sec): 3 clusters Score: Raw -485781.415929 + Penalty 1619.063035 = -484162.352893 nChanged 83 SP:Iteration 14Q (1865.479696 sec): 3 clusters Score: Raw -485829.067840 + Penalty 1619.063035 = -484210.004805 nChanged 71 SP:Iteration 15Q (1865.496820 sec): 3 clusters Score: Raw -485863.792560 + Penalty 1619.063035 = -484244.729525 nChanged 46 SP:Iteration 16Q (1865.513939 sec): 3 clusters Score: Raw -485882.688493 + Penalty 1619.063035 = -484263.625458 nChanged 35 SP:Iteration 17Q (1865.530944 sec): 3 clusters Score: Raw -485901.001663 + Penalty 1619.063035 = -484281.938628 nChanged 40 SP:Iteration 18Q (1865.547821 sec): 3 clusters Score: Raw -485920.611318 + Penalty 1619.063035 = -484301.548282 nChanged 37 SP:Iteration 19Q (1865.564794 sec): 3 clusters Score: Raw -485939.865478 + Penalty 1619.063035 = -484320.802442 nChanged 34 SP:Iteration 20F (1865.582516 sec): 3 clusters Score: Raw -485954.407487 + Penalty 1619.063035 = -484335.344452 nChanged 27 SP:Iteration 21Q (1865.598555 sec): 3 clusters Score: Raw -485963.375549 + Penalty 1619.063035 = -484344.312514 nChanged 15 SP:Iteration 22Q (1865.615300 sec): 3 clusters Score: Raw -485967.611686 + Penalty 1619.063035 = -484348.548651 nChanged 14 SP:Iteration 23Q (1865.632169 sec): 3 clusters Score: Raw -485971.641630 + Penalty 1619.063035 = -484352.578595 nChanged 13 SP:Iteration 24Q (1865.653306 sec): 3 clusters Score: Raw -485976.612462 + Penalty 1619.063035 = -484357.549427 nChanged 10 SP:Iteration 25Q (1865.670222 sec): 3 clusters Score: Raw -485980.633703 + Penalty 1619.063035 = -484361.570668 nChanged 13 SP:Iteration 26Q (1865.687081 sec): 3 clusters Score: Raw -485985.649998 + Penalty 1619.063035 = -484366.586963 nChanged 11 SP:Iteration 27Q (1865.703736 sec): 3 clusters Score: Raw -485990.462731 + Penalty 1619.063035 = -484371.399695 nChanged 9 SP:Iteration 28Q (1865.720390 sec): 3 clusters Score: Raw -485994.994679 + Penalty 1619.063035 = -484375.931643 nChanged 12 SP:Iteration 29Q (1865.737222 sec): 3 clusters Score: Raw -485999.201170 + Penalty 1619.063035 = -484380.138135 nChanged 11 SP:Iteration 30Q (1865.754019 sec): 3 clusters Score: Raw -486004.226152 + Penalty 1619.063035 = -484385.163117 nChanged 9 SP:Iteration 31Q (1865.770038 sec): 3 clusters Score: Raw -486008.192699 + Penalty 1619.063035 = -484389.129664 nChanged 11 SP:Iteration 32Q (1865.786829 sec): 3 clusters Score: Raw -486013.046854 + Penalty 1619.063035 = -484393.983819 nChanged 7 SP:Iteration 33Q (1865.803578 sec): 3 clusters Score: Raw -486016.057889 + Penalty 1619.063035 = -484396.994853 nChanged 5 SP:Iteration 34Q (1865.820326 sec): 3 clusters Score: Raw -486017.503963 + Penalty 1619.063035 = -484398.440928 nChanged 6 SP:Iteration 35Q (1865.836259 sec): 3 clusters Score: Raw -486019.019048 + Penalty 1619.063035 = -484399.956013 nChanged 6 SP:Iteration 36Q (1865.852868 sec): 3 clusters Score: Raw -486021.338063 + Penalty 1619.063035 = -484402.275028 nChanged 8 SP:Iteration 37Q (1865.869407 sec): 3 clusters Score: Raw -486024.639670 + Penalty 1619.063035 = -484405.576635 nChanged 4 SP:Iteration 38Q (1865.891666 sec): 3 clusters Score: Raw -486025.600654 + Penalty 1619.063035 = -484406.537619 nChanged 2 SP:Iteration 39Q (1865.908382 sec): 3 clusters Score: Raw -486026.482946 + Penalty 1619.063035 = -484407.419910 nChanged 4 SP:Iteration 40F (1865.926176 sec): 3 clusters Score: Raw -486027.522781 + Penalty 1619.063035 = -484408.459746 nChanged 3 SP:Iteration 41Q (1865.942693 sec): 3 clusters Score: Raw -486028.363438 + Penalty 1619.063035 = -484409.300403 nChanged 2 SP:Iteration 42Q (1865.958802 sec): 3 clusters Score: Raw -486029.095406 + Penalty 1619.063035 = -484410.032371 nChanged 2 SP:Iteration 43Q (1865.975485 sec): 3 clusters Score: Raw -486029.752243 + Penalty 1619.063035 = -484410.689208 nChanged 4 SP:Iteration 44Q (1865.992179 sec): 3 clusters Score: Raw -486031.744127 + Penalty 1619.063035 = -484412.681092 nChanged 4 SP:Iteration 45Q (1866.008859 sec): 3 clusters Score: Raw -486033.721425 + Penalty 1619.063035 = -484414.658390 nChanged 7 SP:Iteration 46Q (1866.025536 sec): 3 clusters Score: Raw -486036.843594 + Penalty 1619.063035 = -484417.780559 nChanged 6 SP:Iteration 47Q (1866.042120 sec): 3 clusters Score: Raw -486039.333629 + Penalty 1619.063035 = -484420.270594 nChanged 5 SP:Iteration 48Q (1866.058824 sec): 3 clusters Score: Raw -486042.492841 + Penalty 1619.063035 = -484423.429805 nChanged 8 SP:Iteration 49Q (1866.075511 sec): 3 clusters Score: Raw -486047.389970 + Penalty 1619.063035 = -484428.326935 nChanged 9 SP:Iteration 50Q (1866.092107 sec): 3 clusters Score: Raw -486054.086411 + Penalty 1619.063035 = -484435.023376 nChanged 8 SP:Iteration 51Q (1866.108812 sec): 3 clusters Score: Raw -486057.441219 + Penalty 1619.063035 = -484438.378184 nChanged 7 SP:Iteration 52Q (1866.125443 sec): 3 clusters Score: Raw -486059.151462 + Penalty 1619.063035 = -484440.088427 nChanged 3 SP:Iteration 53Q (1866.142092 sec): 3 clusters Score: Raw -486060.034184 + Penalty 1619.063035 = -484440.971149 nChanged 0 SP:Iteration 54F (1866.158893 sec): 3 clusters Score: Raw -486060.034184 + Penalty 1619.063035 = -484440.971149 nChanged 0 Trying to split cluster 31 (2749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.174511 sec): 2 clusters Score: Raw -263415.079648 + Penalty 752.304286 = -262662.775361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.185527 sec): 3 clusters Score: Raw -262013.538562 + Penalty 1504.608573 = -260508.929989 nChanged 1094 SP:Iteration 1F (1866.195627 sec): 3 clusters Score: Raw -262632.743333 + Penalty 1504.608573 = -261128.134761 nChanged 192 SP:Iteration 2F (1866.211291 sec): 3 clusters Score: Raw -262753.253148 + Penalty 1504.608573 = -261248.644575 nChanged 178 SP:Iteration 3F (1866.221326 sec): 3 clusters Score: Raw -262895.467086 + Penalty 1504.608573 = -261390.858514 nChanged 176 SP:Iteration 4F (1866.231336 sec): 3 clusters Score: Raw -263040.346447 + Penalty 1504.608573 = -261535.737874 nChanged 158 SP:Iteration 5F (1866.241460 sec): 3 clusters Score: Raw -263153.783183 + Penalty 1504.608573 = -261649.174610 nChanged 129 SP:Iteration 6Q (1866.256645 sec): 3 clusters Score: Raw -263230.520190 + Penalty 1504.608573 = -261725.911617 nChanged 93 SP:Iteration 7Q (1866.266759 sec): 3 clusters Score: Raw -263277.882708 + Penalty 1504.608573 = -261773.274135 nChanged 67 SP:Iteration 8Q (1866.276830 sec): 3 clusters Score: Raw -263309.619373 + Penalty 1504.608573 = -261805.010800 nChanged 48 SP:Iteration 9Q (1866.286799 sec): 3 clusters Score: Raw -263328.379410 + Penalty 1504.608573 = -261823.770837 nChanged 43 SP:Iteration 10Q (1866.296882 sec): 3 clusters Score: Raw -263347.279120 + Penalty 1504.608573 = -261842.670547 nChanged 40 SP:Iteration 11Q (1866.306801 sec): 3 clusters Score: Raw -263366.949050 + Penalty 1504.608573 = -261862.340477 nChanged 33 SP:Iteration 12Q (1866.316836 sec): 3 clusters Score: Raw -263383.403936 + Penalty 1504.608573 = -261878.795364 nChanged 40 SP:Iteration 13Q (1866.326874 sec): 3 clusters Score: Raw -263404.424836 + Penalty 1504.608573 = -261899.816263 nChanged 33 SP:Iteration 14Q (1866.336922 sec): 3 clusters Score: Raw -263415.102891 + Penalty 1504.608573 = -261910.494318 nChanged 23 SP:Iteration 15Q (1866.346978 sec): 3 clusters Score: Raw -263422.188116 + Penalty 1504.608573 = -261917.579543 nChanged 21 SP:Iteration 16Q (1866.356943 sec): 3 clusters Score: Raw -263431.437540 + Penalty 1504.608573 = -261926.828967 nChanged 28 SP:Iteration 17Q (1866.366833 sec): 3 clusters Score: Raw -263443.958461 + Penalty 1504.608573 = -261939.349889 nChanged 22 SP:Iteration 18Q (1866.376837 sec): 3 clusters Score: Raw -263452.253048 + Penalty 1504.608573 = -261947.644475 nChanged 17 SP:Iteration 19Q (1866.386846 sec): 3 clusters Score: Raw -263456.878010 + Penalty 1504.608573 = -261952.269437 nChanged 12 SP:Iteration 20F (1866.396951 sec): 3 clusters Score: Raw -263459.512029 + Penalty 1504.608573 = -261954.903456 nChanged 8 SP:Iteration 21Q (1866.411198 sec): 3 clusters Score: Raw -263461.901438 + Penalty 1504.608573 = -261957.292866 nChanged 8 SP:Iteration 22Q (1866.421172 sec): 3 clusters Score: Raw -263463.869692 + Penalty 1504.608573 = -261959.261119 nChanged 5 SP:Iteration 23Q (1866.431152 sec): 3 clusters Score: Raw -263465.258580 + Penalty 1504.608573 = -261960.650007 nChanged 4 SP:Iteration 24Q (1866.441164 sec): 3 clusters Score: Raw -263466.169654 + Penalty 1504.608573 = -261961.561081 nChanged 2 SP:Iteration 25Q (1866.451176 sec): 3 clusters Score: Raw -263466.347290 + Penalty 1504.608573 = -261961.738718 nChanged 1 SP:Iteration 26Q (1866.461061 sec): 3 clusters Score: Raw -263466.727959 + Penalty 1504.608573 = -261962.119386 nChanged 1 SP:Iteration 27Q (1866.476357 sec): 3 clusters Score: Raw -263466.902307 + Penalty 1504.608573 = -261962.293735 nChanged 1 SP:Iteration 28Q (1866.486391 sec): 3 clusters Score: Raw -263467.062251 + Penalty 1504.608573 = -261962.453679 nChanged 1 SP:Iteration 29Q (1866.496372 sec): 3 clusters Score: Raw -263467.314548 + Penalty 1504.608573 = -261962.705975 nChanged 0 SP:Iteration 30F (1866.506372 sec): 3 clusters Score: Raw -263467.314548 + Penalty 1504.608573 = -261962.705975 nChanged 0 Trying to split cluster 32 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.517317 sec): 2 clusters Score: Raw -63533.875094 + Penalty 608.966614 = -62924.908481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.520281 sec): 3 clusters Score: Raw -63341.174661 + Penalty 1217.933228 = -62123.241433 nChanged 180 SP:Iteration 1F (1866.522977 sec): 3 clusters Score: Raw -63508.199672 + Penalty 1217.933228 = -62290.266445 nChanged 44 SP:Iteration 2F (1866.525636 sec): 3 clusters Score: Raw -63552.656330 + Penalty 1217.933228 = -62334.723102 nChanged 24 SP:Iteration 3Q (1866.528310 sec): 3 clusters Score: Raw -63579.974668 + Penalty 1217.933228 = -62362.041441 nChanged 12 SP:Iteration 4Q (1866.530951 sec): 3 clusters Score: Raw -63592.044731 + Penalty 1217.933228 = -62374.111503 nChanged 7 SP:Iteration 5Q (1866.533602 sec): 3 clusters Score: Raw -63598.732396 + Penalty 1217.933228 = -62380.799168 nChanged 4 SP:Iteration 6Q (1866.536229 sec): 3 clusters Score: Raw -63603.847488 + Penalty 1217.933228 = -62385.914260 nChanged 3 SP:Iteration 7Q (1866.538867 sec): 3 clusters Score: Raw -63606.783909 + Penalty 1217.933228 = -62388.850681 nChanged 3 SP:Iteration 8Q (1866.541517 sec): 3 clusters Score: Raw -63610.496235 + Penalty 1217.933228 = -62392.563007 nChanged 4 SP:Iteration 9Q (1866.544187 sec): 3 clusters Score: Raw -63613.607042 + Penalty 1217.933228 = -62395.673814 nChanged 1 SP:Iteration 10Q (1866.546810 sec): 3 clusters Score: Raw -63613.997195 + Penalty 1217.933228 = -62396.063968 nChanged 1 SP:Iteration 11Q (1866.549451 sec): 3 clusters Score: Raw -63614.519386 + Penalty 1217.933228 = -62396.586159 nChanged 0 SP:Iteration 12F (1866.552106 sec): 3 clusters Score: Raw -63614.519386 + Penalty 1217.933228 = -62396.586159 nChanged 0 Trying to split cluster 33 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.560135 sec): 2 clusters Score: Raw -10150.402618 + Penalty 494.380635 = -9656.021983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.561474 sec): 3 clusters Score: Raw -10329.788107 + Penalty 988.761271 = -9341.026837 nChanged 47 SP:Iteration 1F (1866.562676 sec): 3 clusters Score: Raw -10525.829820 + Penalty 988.761271 = -9537.068550 nChanged 9 SP:Iteration 2Q (1866.563822 sec): 3 clusters Score: Raw -10570.603763 + Penalty 988.761271 = -9581.842493 nChanged 3 SP:Iteration 3Q (1866.564959 sec): 3 clusters Score: Raw -10605.254758 + Penalty 988.761271 = -9616.493487 nChanged 1 SP:Iteration 4Q (1866.566091 sec): 3 clusters Score: Raw -10608.681926 + Penalty 988.761271 = -9619.920656 nChanged 0 SP:Iteration 5F (1866.567269 sec): 3 clusters Score: Raw -10608.681926 + Penalty 988.761271 = -9619.920656 nChanged 0 Trying to split cluster 34 (16237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.594862 sec): 2 clusters Score: Raw -1610641.827633 + Penalty 921.029547 = -1609720.798085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.626770 sec): 3 clusters Score: Raw -1600655.825716 + Penalty 1842.059095 = -1598813.766622 nChanged 7455 SP:Iteration 1F (1866.683183 sec): 3 clusters Score: Raw -1604876.337580 + Penalty 1842.059095 = -1603034.278485 nChanged 977 SP:Iteration 2F (1866.712922 sec): 3 clusters Score: Raw -1605309.772595 + Penalty 1842.059095 = -1603467.713500 nChanged 940 SP:Iteration 3F (1866.750688 sec): 3 clusters Score: Raw -1605737.868447 + Penalty 1842.059095 = -1603895.809352 nChanged 931 SP:Iteration 4F (1866.781113 sec): 3 clusters Score: Raw -1606199.709957 + Penalty 1842.059095 = -1604357.650863 nChanged 882 SP:Iteration 5F (1866.811506 sec): 3 clusters Score: Raw -1606706.860243 + Penalty 1842.059095 = -1604864.801148 nChanged 908 SP:Iteration 6F (1866.842164 sec): 3 clusters Score: Raw -1607303.415122 + Penalty 1842.059095 = -1605461.356027 nChanged 873 SP:Iteration 7F (1866.872902 sec): 3 clusters Score: Raw -1607889.721655 + Penalty 1842.059095 = -1606047.662560 nChanged 800 SP:Iteration 8Q (1866.903287 sec): 3 clusters Score: Raw -1608330.675857 + Penalty 1842.059095 = -1606488.616763 nChanged 599 SP:Iteration 9Q (1866.933775 sec): 3 clusters Score: Raw -1608579.123156 + Penalty 1842.059095 = -1606737.064062 nChanged 398 SP:Iteration 10Q (1866.964001 sec): 3 clusters Score: Raw -1608693.314191 + Penalty 1842.059095 = -1606851.255096 nChanged 285 SP:Iteration 11Q (1866.993883 sec): 3 clusters Score: Raw -1608766.660759 + Penalty 1842.059095 = -1606924.601664 nChanged 225 SP:Iteration 12Q (1867.027030 sec): 3 clusters Score: Raw -1608824.941681 + Penalty 1842.059095 = -1606982.882587 nChanged 192 SP:Iteration 13Q (1867.056976 sec): 3 clusters Score: Raw -1608870.968607 + Penalty 1842.059095 = -1607028.909512 nChanged 182 SP:Iteration 14Q (1867.087049 sec): 3 clusters Score: Raw -1608909.958700 + Penalty 1842.059095 = -1607067.899605 nChanged 160 SP:Iteration 15Q (1867.116546 sec): 3 clusters Score: Raw -1608944.570254 + Penalty 1842.059095 = -1607102.511159 nChanged 144 SP:Iteration 16Q (1867.152433 sec): 3 clusters Score: Raw -1608978.741427 + Penalty 1842.059095 = -1607136.682333 nChanged 172 SP:Iteration 17Q (1867.183883 sec): 3 clusters Score: Raw -1609021.722141 + Penalty 1842.059095 = -1607179.663046 nChanged 168 SP:Iteration 18Q (1867.213714 sec): 3 clusters Score: Raw -1609064.375806 + Penalty 1842.059095 = -1607222.316711 nChanged 185 SP:Iteration 19Q (1867.243260 sec): 3 clusters Score: Raw -1609113.526387 + Penalty 1842.059095 = -1607271.467292 nChanged 195 SP:Iteration 20F (1867.273578 sec): 3 clusters Score: Raw -1609169.916359 + Penalty 1842.059095 = -1607327.857264 nChanged 195 SP:Iteration 21Q (1867.308560 sec): 3 clusters Score: Raw -1609228.290746 + Penalty 1842.059095 = -1607386.231651 nChanged 198 SP:Iteration 22Q (1867.337953 sec): 3 clusters Score: Raw -1609291.470420 + Penalty 1842.059095 = -1607449.411325 nChanged 196 SP:Iteration 23Q (1867.367497 sec): 3 clusters Score: Raw -1609348.299338 + Penalty 1842.059095 = -1607506.240243 nChanged 196 SP:Iteration 24Q (1867.398141 sec): 3 clusters Score: Raw -1609403.054384 + Penalty 1842.059095 = -1607560.995289 nChanged 186 SP:Iteration 25Q (1867.429192 sec): 3 clusters Score: Raw -1609453.339414 + Penalty 1842.059095 = -1607611.280320 nChanged 188 SP:Iteration 26Q (1867.458454 sec): 3 clusters Score: Raw -1609511.398393 + Penalty 1842.059095 = -1607669.339298 nChanged 181 SP:Iteration 27Q (1867.487372 sec): 3 clusters Score: Raw -1609570.012381 + Penalty 1842.059095 = -1607727.953286 nChanged 202 SP:Iteration 28Q (1867.516252 sec): 3 clusters Score: Raw -1609637.299910 + Penalty 1842.059095 = -1607795.240815 nChanged 196 SP:Iteration 29Q (1867.550763 sec): 3 clusters Score: Raw -1609700.976059 + Penalty 1842.059095 = -1607858.916964 nChanged 186 SP:Iteration 30Q (1867.578242 sec): 3 clusters Score: Raw -1609768.354411 + Penalty 1842.059095 = -1607926.295316 nChanged 185 SP:Iteration 31Q (1867.606795 sec): 3 clusters Score: Raw -1609848.224815 + Penalty 1842.059095 = -1608006.165720 nChanged 198 SP:Iteration 32Q (1867.635281 sec): 3 clusters Score: Raw -1609934.051608 + Penalty 1842.059095 = -1608091.992513 nChanged 205 SP:Iteration 33Q (1867.663502 sec): 3 clusters Score: Raw -1610033.387042 + Penalty 1842.059095 = -1608191.327947 nChanged 188 SP:Iteration 34Q (1867.691641 sec): 3 clusters Score: Raw -1610125.205629 + Penalty 1842.059095 = -1608283.146534 nChanged 168 SP:Iteration 35Q (1867.719672 sec): 3 clusters Score: Raw -1610202.069701 + Penalty 1842.059095 = -1608360.010606 nChanged 154 SP:Iteration 36Q (1867.747149 sec): 3 clusters Score: Raw -1610266.892996 + Penalty 1842.059095 = -1608424.833901 nChanged 123 SP:Iteration 37Q (1867.774994 sec): 3 clusters Score: Raw -1610311.593460 + Penalty 1842.059095 = -1608469.534365 nChanged 128 SP:Iteration 38Q (1867.802561 sec): 3 clusters Score: Raw -1610362.917582 + Penalty 1842.059095 = -1608520.858488 nChanged 120 SP:Iteration 39Q (1867.863442 sec): 3 clusters Score: Raw -1610404.170720 + Penalty 1842.059095 = -1608562.111625 nChanged 107 SP:Iteration 40F (1867.898190 sec): 3 clusters Score: Raw -1610444.855973 + Penalty 1842.059095 = -1608602.796878 nChanged 82 SP:Iteration 41Q (1867.925561 sec): 3 clusters Score: Raw -1610473.681759 + Penalty 1842.059095 = -1608631.622664 nChanged 98 SP:Iteration 42Q (1867.952949 sec): 3 clusters Score: Raw -1610515.338161 + Penalty 1842.059095 = -1608673.279066 nChanged 84 SP:Iteration 43Q (1867.980088 sec): 3 clusters Score: Raw -1610558.678245 + Penalty 1842.059095 = -1608716.619150 nChanged 83 SP:Iteration 44Q (1868.007280 sec): 3 clusters Score: Raw -1610594.400138 + Penalty 1842.059095 = -1608752.341043 nChanged 70 SP:Iteration 45Q (1868.037465 sec): 3 clusters Score: Raw -1610617.942587 + Penalty 1842.059095 = -1608775.883492 nChanged 63 SP:Iteration 46Q (1868.064436 sec): 3 clusters Score: Raw -1610643.599757 + Penalty 1842.059095 = -1608801.540662 nChanged 68 SP:Iteration 47Q (1868.106851 sec): 3 clusters Score: Raw -1610668.382414 + Penalty 1842.059095 = -1608826.323319 nChanged 57 SP:Iteration 48Q (1868.133678 sec): 3 clusters Score: Raw -1610686.095273 + Penalty 1842.059095 = -1608844.036178 nChanged 45 SP:Iteration 49Q (1868.160514 sec): 3 clusters Score: Raw -1610702.063530 + Penalty 1842.059095 = -1608860.004435 nChanged 41 SP:Iteration 50Q (1868.187197 sec): 3 clusters Score: Raw -1610715.482222 + Penalty 1842.059095 = -1608873.423127 nChanged 37 SP:Iteration 51Q (1868.219887 sec): 3 clusters Score: Raw -1610728.459965 + Penalty 1842.059095 = -1608886.400870 nChanged 41 SP:Iteration 52Q (1868.246690 sec): 3 clusters Score: Raw -1610746.716884 + Penalty 1842.059095 = -1608904.657789 nChanged 37 SP:Iteration 53Q (1868.302893 sec): 3 clusters Score: Raw -1610758.146909 + Penalty 1842.059095 = -1608916.087814 nChanged 32 SP:Iteration 54Q (1868.329479 sec): 3 clusters Score: Raw -1610766.922562 + Penalty 1842.059095 = -1608924.863467 nChanged 31 SP:Iteration 55Q (1868.356027 sec): 3 clusters Score: Raw -1610777.338109 + Penalty 1842.059095 = -1608935.279014 nChanged 24 SP:Iteration 56Q (1868.382795 sec): 3 clusters Score: Raw -1610783.959360 + Penalty 1842.059095 = -1608941.900265 nChanged 24 SP:Iteration 57Q (1868.409384 sec): 3 clusters Score: Raw -1610792.420614 + Penalty 1842.059095 = -1608950.361519 nChanged 20 SP:Iteration 58Q (1868.435907 sec): 3 clusters Score: Raw -1610800.088188 + Penalty 1842.059095 = -1608958.029093 nChanged 26 SP:Iteration 59Q (1868.462609 sec): 3 clusters Score: Raw -1610811.420497 + Penalty 1842.059095 = -1608969.361403 nChanged 17 SP:Iteration 60F (1868.492942 sec): 3 clusters Score: Raw -1610815.990729 + Penalty 1842.059095 = -1608973.931634 nChanged 14 SP:Iteration 61Q (1868.519556 sec): 3 clusters Score: Raw -1610819.305747 + Penalty 1842.059095 = -1608977.246652 nChanged 11 SP:Iteration 62Q (1868.546133 sec): 3 clusters Score: Raw -1610822.549958 + Penalty 1842.059095 = -1608980.490863 nChanged 16 SP:Iteration 63Q (1868.583371 sec): 3 clusters Score: Raw -1610826.727944 + Penalty 1842.059095 = -1608984.668849 nChanged 12 SP:Iteration 64Q (1868.609791 sec): 3 clusters Score: Raw -1610830.244154 + Penalty 1842.059095 = -1608988.185059 nChanged 12 SP:Iteration 65Q (1868.644591 sec): 3 clusters Score: Raw -1610833.469355 + Penalty 1842.059095 = -1608991.410260 nChanged 6 SP:Iteration 66Q (1868.677625 sec): 3 clusters Score: Raw -1610834.570813 + Penalty 1842.059095 = -1608992.511719 nChanged 6 SP:Iteration 67Q (1868.704186 sec): 3 clusters Score: Raw -1610835.886170 + Penalty 1842.059095 = -1608993.827075 nChanged 4 SP:Iteration 68Q (1868.730691 sec): 3 clusters Score: Raw -1610837.028848 + Penalty 1842.059095 = -1608994.969753 nChanged 8 SP:Iteration 69Q (1868.757450 sec): 3 clusters Score: Raw -1610838.809792 + Penalty 1842.059095 = -1608996.750698 nChanged 7 SP:Iteration 70Q (1868.787768 sec): 3 clusters Score: Raw -1610840.136324 + Penalty 1842.059095 = -1608998.077229 nChanged 2 SP:Iteration 71Q (1868.814354 sec): 3 clusters Score: Raw -1610840.594880 + Penalty 1842.059095 = -1608998.535786 nChanged 2 SP:Iteration 72Q (1868.840791 sec): 3 clusters Score: Raw -1610840.804594 + Penalty 1842.059095 = -1608998.745500 nChanged 1 SP:Iteration 73Q (1868.867411 sec): 3 clusters Score: Raw -1610840.892113 + Penalty 1842.059095 = -1608998.833019 nChanged 2 SP:Iteration 74Q (1868.893844 sec): 3 clusters Score: Raw -1610841.337896 + Penalty 1842.059095 = -1608999.278801 nChanged 5 SP:Iteration 75Q (1868.925491 sec): 3 clusters Score: Raw -1610842.277637 + Penalty 1842.059095 = -1609000.218542 nChanged 5 SP:Iteration 76Q (1868.951867 sec): 3 clusters Score: Raw -1610843.575232 + Penalty 1842.059095 = -1609001.516137 nChanged 5 SP:Iteration 77Q (1868.978589 sec): 3 clusters Score: Raw -1610844.703653 + Penalty 1842.059095 = -1609002.644558 nChanged 5 SP:Iteration 78Q (1869.005244 sec): 3 clusters Score: Raw -1610846.306414 + Penalty 1842.059095 = -1609004.247319 nChanged 4 SP:Iteration 79Q (1869.031711 sec): 3 clusters Score: Raw -1610847.230560 + Penalty 1842.059095 = -1609005.171465 nChanged 4 SP:Iteration 80F (1869.062094 sec): 3 clusters Score: Raw -1610848.567722 + Penalty 1842.059095 = -1609006.508627 nChanged 1 SP:Iteration 81Q (1869.088595 sec): 3 clusters Score: Raw -1610849.074899 + Penalty 1842.059095 = -1609007.015804 nChanged 0 SP:Iteration 82F (1869.125454 sec): 3 clusters Score: Raw -1610849.074899 + Penalty 1842.059095 = -1609007.015804 nChanged 0 Trying to split cluster 35 (13226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1869.149012 sec): 2 clusters Score: Raw -1324368.928001 + Penalty 901.544287 = -1323467.383714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1869.177809 sec): 3 clusters Score: Raw -1316354.285197 + Penalty 1803.088575 = -1314551.196622 nChanged 5976 SP:Iteration 1F (1869.205257 sec): 3 clusters Score: Raw -1319563.926939 + Penalty 1803.088575 = -1317760.838364 nChanged 699 SP:Iteration 2F (1869.232795 sec): 3 clusters Score: Raw -1319841.124692 + Penalty 1803.088575 = -1318038.036117 nChanged 669 SP:Iteration 3F (1869.260554 sec): 3 clusters Score: Raw -1320142.201967 + Penalty 1803.088575 = -1318339.113392 nChanged 701 SP:Iteration 4F (1869.288158 sec): 3 clusters Score: Raw -1320505.008294 + Penalty 1803.088575 = -1318701.919719 nChanged 696 SP:Iteration 5F (1869.315612 sec): 3 clusters Score: Raw -1320896.802610 + Penalty 1803.088575 = -1319093.714035 nChanged 754 SP:Iteration 6F (1869.353013 sec): 3 clusters Score: Raw -1321322.090088 + Penalty 1803.088575 = -1319519.001513 nChanged 736 SP:Iteration 7F (1869.380533 sec): 3 clusters Score: Raw -1321779.781346 + Penalty 1803.088575 = -1319976.692771 nChanged 715 SP:Iteration 8F (1869.408023 sec): 3 clusters Score: Raw -1322214.383169 + Penalty 1803.088575 = -1320411.294594 nChanged 630 SP:Iteration 9Q (1869.435421 sec): 3 clusters Score: Raw -1322553.338594 + Penalty 1803.088575 = -1320750.250019 nChanged 472 SP:Iteration 10Q (1869.462829 sec): 3 clusters Score: Raw -1322768.728752 + Penalty 1803.088575 = -1320965.640177 nChanged 395 SP:Iteration 11Q (1869.490687 sec): 3 clusters Score: Raw -1322919.440321 + Penalty 1803.088575 = -1321116.351746 nChanged 282 SP:Iteration 12Q (1869.517846 sec): 3 clusters Score: Raw -1323005.605224 + Penalty 1803.088575 = -1321202.516649 nChanged 212 SP:Iteration 13Q (1869.545344 sec): 3 clusters Score: Raw -1323061.257964 + Penalty 1803.088575 = -1321258.169390 nChanged 184 SP:Iteration 14Q (1869.575059 sec): 3 clusters Score: Raw -1323118.700367 + Penalty 1803.088575 = -1321315.611792 nChanged 185 SP:Iteration 15Q (1869.602252 sec): 3 clusters Score: Raw -1323166.206762 + Penalty 1803.088575 = -1321363.118187 nChanged 178 SP:Iteration 16Q (1869.629238 sec): 3 clusters Score: Raw -1323212.354924 + Penalty 1803.088575 = -1321409.266349 nChanged 169 SP:Iteration 17Q (1869.666375 sec): 3 clusters Score: Raw -1323247.971751 + Penalty 1803.088575 = -1321444.883176 nChanged 134 SP:Iteration 18Q (1869.693316 sec): 3 clusters Score: Raw -1323279.527245 + Penalty 1803.088575 = -1321476.438670 nChanged 140 SP:Iteration 19Q (1869.720357 sec): 3 clusters Score: Raw -1323314.166253 + Penalty 1803.088575 = -1321511.077679 nChanged 132 SP:Iteration 20F (1869.749058 sec): 3 clusters Score: Raw -1323340.867950 + Penalty 1803.088575 = -1321537.779375 nChanged 132 SP:Iteration 21Q (1869.776182 sec): 3 clusters Score: Raw -1323367.575965 + Penalty 1803.088575 = -1321564.487390 nChanged 117 SP:Iteration 22Q (1869.803279 sec): 3 clusters Score: Raw -1323397.479182 + Penalty 1803.088575 = -1321594.390607 nChanged 141 SP:Iteration 23Q (1869.834367 sec): 3 clusters Score: Raw -1323433.663019 + Penalty 1803.088575 = -1321630.574444 nChanged 151 SP:Iteration 24Q (1869.863330 sec): 3 clusters Score: Raw -1323473.276263 + Penalty 1803.088575 = -1321670.187688 nChanged 165 SP:Iteration 25Q (1869.890290 sec): 3 clusters Score: Raw -1323515.383859 + Penalty 1803.088575 = -1321712.295284 nChanged 141 SP:Iteration 26Q (1869.919223 sec): 3 clusters Score: Raw -1323547.063396 + Penalty 1803.088575 = -1321743.974821 nChanged 135 SP:Iteration 27Q (1869.946238 sec): 3 clusters Score: Raw -1323577.783733 + Penalty 1803.088575 = -1321774.695158 nChanged 128 SP:Iteration 28Q (1869.976947 sec): 3 clusters Score: Raw -1323604.971288 + Penalty 1803.088575 = -1321801.882713 nChanged 96 SP:Iteration 29Q (1870.009968 sec): 3 clusters Score: Raw -1323620.738102 + Penalty 1803.088575 = -1321817.649527 nChanged 90 SP:Iteration 30Q (1870.035605 sec): 3 clusters Score: Raw -1323635.351138 + Penalty 1803.088575 = -1321832.262563 nChanged 88 SP:Iteration 31Q (1870.062590 sec): 3 clusters Score: Raw -1323649.741287 + Penalty 1803.088575 = -1321846.652713 nChanged 79 SP:Iteration 32Q (1870.089717 sec): 3 clusters Score: Raw -1323660.472693 + Penalty 1803.088575 = -1321857.384118 nChanged 71 SP:Iteration 33Q (1870.126588 sec): 3 clusters Score: Raw -1323670.288930 + Penalty 1803.088575 = -1321867.200355 nChanged 77 SP:Iteration 34Q (1870.157818 sec): 3 clusters Score: Raw -1323682.723703 + Penalty 1803.088575 = -1321879.635128 nChanged 86 SP:Iteration 35Q (1870.184904 sec): 3 clusters Score: Raw -1323698.473851 + Penalty 1803.088575 = -1321895.385276 nChanged 85 SP:Iteration 36Q (1870.211810 sec): 3 clusters Score: Raw -1323713.025313 + Penalty 1803.088575 = -1321909.936738 nChanged 91 SP:Iteration 37Q (1870.240922 sec): 3 clusters Score: Raw -1323732.403081 + Penalty 1803.088575 = -1321929.314506 nChanged 107 SP:Iteration 38Q (1870.267956 sec): 3 clusters Score: Raw -1323756.510099 + Penalty 1803.088575 = -1321953.421524 nChanged 105 SP:Iteration 39Q (1870.296524 sec): 3 clusters Score: Raw -1323779.822252 + Penalty 1803.088575 = -1321976.733677 nChanged 95 SP:Iteration 40F (1870.324046 sec): 3 clusters Score: Raw -1323800.700798 + Penalty 1803.088575 = -1321997.612223 nChanged 99 SP:Iteration 41Q (1870.351303 sec): 3 clusters Score: Raw -1323821.064948 + Penalty 1803.088575 = -1322017.976373 nChanged 101 SP:Iteration 42Q (1870.378333 sec): 3 clusters Score: Raw -1323841.946423 + Penalty 1803.088575 = -1322038.857848 nChanged 106 SP:Iteration 43Q (1870.405473 sec): 3 clusters Score: Raw -1323862.782345 + Penalty 1803.088575 = -1322059.693770 nChanged 104 SP:Iteration 44Q (1870.432507 sec): 3 clusters Score: Raw -1323886.404621 + Penalty 1803.088575 = -1322083.316046 nChanged 123 SP:Iteration 45Q (1870.459603 sec): 3 clusters Score: Raw -1323915.671105 + Penalty 1803.088575 = -1322112.582530 nChanged 121 SP:Iteration 46Q (1870.499273 sec): 3 clusters Score: Raw -1323943.211491 + Penalty 1803.088575 = -1322140.122916 nChanged 102 SP:Iteration 47Q (1870.541915 sec): 3 clusters Score: Raw -1323962.729071 + Penalty 1803.088575 = -1322159.640496 nChanged 94 SP:Iteration 48Q (1870.605578 sec): 3 clusters Score: Raw -1323978.618736 + Penalty 1803.088575 = -1322175.530161 nChanged 75 SP:Iteration 49Q (1870.632317 sec): 3 clusters Score: Raw -1323992.432027 + Penalty 1803.088575 = -1322189.343452 nChanged 77 SP:Iteration 50Q (1870.661897 sec): 3 clusters Score: Raw -1324008.441912 + Penalty 1803.088575 = -1322205.353337 nChanged 74 SP:Iteration 51Q (1870.689141 sec): 3 clusters Score: Raw -1324026.764581 + Penalty 1803.088575 = -1322223.676006 nChanged 88 SP:Iteration 52Q (1870.716176 sec): 3 clusters Score: Raw -1324051.325688 + Penalty 1803.088575 = -1322248.237113 nChanged 91 SP:Iteration 53Q (1870.742841 sec): 3 clusters Score: Raw -1324071.433986 + Penalty 1803.088575 = -1322268.345411 nChanged 86 SP:Iteration 54Q (1870.770074 sec): 3 clusters Score: Raw -1324089.233144 + Penalty 1803.088575 = -1322286.144569 nChanged 84 SP:Iteration 55Q (1870.796981 sec): 3 clusters Score: Raw -1324105.902682 + Penalty 1803.088575 = -1322302.814107 nChanged 101 SP:Iteration 56Q (1870.823734 sec): 3 clusters Score: Raw -1324126.488611 + Penalty 1803.088575 = -1322323.400036 nChanged 91 SP:Iteration 57Q (1870.850508 sec): 3 clusters Score: Raw -1324148.301079 + Penalty 1803.088575 = -1322345.212504 nChanged 111 SP:Iteration 58Q (1870.877297 sec): 3 clusters Score: Raw -1324176.308825 + Penalty 1803.088575 = -1322373.220250 nChanged 117 SP:Iteration 59Q (1870.925801 sec): 3 clusters Score: Raw -1324205.971323 + Penalty 1803.088575 = -1322402.882748 nChanged 95 SP:Iteration 60F (1870.988130 sec): 3 clusters Score: Raw -1324224.801209 + Penalty 1803.088575 = -1322421.712634 nChanged 88 SP:Iteration 61Q (1871.014837 sec): 3 clusters Score: Raw -1324242.146302 + Penalty 1803.088575 = -1322439.057727 nChanged 77 SP:Iteration 62Q (1871.041649 sec): 3 clusters Score: Raw -1324256.743220 + Penalty 1803.088575 = -1322453.654645 nChanged 75 SP:Iteration 63Q (1871.068362 sec): 3 clusters Score: Raw -1324270.368908 + Penalty 1803.088575 = -1322467.280334 nChanged 67 SP:Iteration 64Q (1871.095130 sec): 3 clusters Score: Raw -1324281.796599 + Penalty 1803.088575 = -1322478.708024 nChanged 58 SP:Iteration 65Q (1871.121708 sec): 3 clusters Score: Raw -1324290.443725 + Penalty 1803.088575 = -1322487.355150 nChanged 64 SP:Iteration 66Q (1871.153495 sec): 3 clusters Score: Raw -1324300.754764 + Penalty 1803.088575 = -1322497.666189 nChanged 56 SP:Iteration 67Q (1871.180133 sec): 3 clusters Score: Raw -1324307.743615 + Penalty 1803.088575 = -1322504.655040 nChanged 50 SP:Iteration 68Q (1871.206615 sec): 3 clusters Score: Raw -1324314.532763 + Penalty 1803.088575 = -1322511.444188 nChanged 45 SP:Iteration 69Q (1871.233673 sec): 3 clusters Score: Raw -1324321.103960 + Penalty 1803.088575 = -1322518.015385 nChanged 40 SP:Iteration 70Q (1871.260260 sec): 3 clusters Score: Raw -1324327.266142 + Penalty 1803.088575 = -1322524.177568 nChanged 47 SP:Iteration 71Q (1871.286362 sec): 3 clusters Score: Raw -1324334.628928 + Penalty 1803.088575 = -1322531.540353 nChanged 41 SP:Iteration 72Q (1871.313248 sec): 3 clusters Score: Raw -1324341.291043 + Penalty 1803.088575 = -1322538.202468 nChanged 45 SP:Iteration 73Q (1871.339576 sec): 3 clusters Score: Raw -1324349.010142 + Penalty 1803.088575 = -1322545.921567 nChanged 58 SP:Iteration 74Q (1871.366123 sec): 3 clusters Score: Raw -1324360.059227 + Penalty 1803.088575 = -1322556.970652 nChanged 55 SP:Iteration 75Q (1871.392521 sec): 3 clusters Score: Raw -1324370.548451 + Penalty 1803.088575 = -1322567.459876 nChanged 54 SP:Iteration 76Q (1871.419133 sec): 3 clusters Score: Raw -1324378.853071 + Penalty 1803.088575 = -1322575.764496 nChanged 47 SP:Iteration 77Q (1871.445363 sec): 3 clusters Score: Raw -1324386.320203 + Penalty 1803.088575 = -1322583.231628 nChanged 52 SP:Iteration 78Q (1871.471509 sec): 3 clusters Score: Raw -1324396.944194 + Penalty 1803.088575 = -1322593.855619 nChanged 70 SP:Iteration 79Q (1871.497640 sec): 3 clusters Score: Raw -1324413.252436 + Penalty 1803.088575 = -1322610.163861 nChanged 70 SP:Iteration 80F (1871.526768 sec): 3 clusters Score: Raw -1324428.324550 + Penalty 1803.088575 = -1322625.235975 nChanged 61 SP:Iteration 81Q (1871.556737 sec): 3 clusters Score: Raw -1324440.614550 + Penalty 1803.088575 = -1322637.525975 nChanged 59 SP:Iteration 82Q (1871.622320 sec): 3 clusters Score: Raw -1324451.308570 + Penalty 1803.088575 = -1322648.219995 nChanged 54 SP:Iteration 83Q (1871.696524 sec): 3 clusters Score: Raw -1324461.721270 + Penalty 1803.088575 = -1322658.632695 nChanged 64 SP:Iteration 84Q (1871.756300 sec): 3 clusters Score: Raw -1324474.505185 + Penalty 1803.088575 = -1322671.416610 nChanged 56 SP:Iteration 85Q (1871.811791 sec): 3 clusters Score: Raw -1324484.421591 + Penalty 1803.088575 = -1322681.333016 nChanged 48 SP:Iteration 86Q (1871.870305 sec): 3 clusters Score: Raw -1324492.407283 + Penalty 1803.088575 = -1322689.318708 nChanged 44 SP:Iteration 87Q (1871.934321 sec): 3 clusters Score: Raw -1324501.579211 + Penalty 1803.088575 = -1322698.490636 nChanged 52 SP:Iteration 88Q (1871.985147 sec): 3 clusters Score: Raw -1324513.110670 + Penalty 1803.088575 = -1322710.022095 nChanged 59 SP:Iteration 89Q (1872.051003 sec): 3 clusters Score: Raw -1324527.549530 + Penalty 1803.088575 = -1322724.460955 nChanged 56 SP:Iteration 90Q (1872.102427 sec): 3 clusters Score: Raw -1324539.608237 + Penalty 1803.088575 = -1322736.519662 nChanged 55 SP:Iteration 91Q (1872.162258 sec): 3 clusters Score: Raw -1324550.561159 + Penalty 1803.088575 = -1322747.472584 nChanged 52 SP:Iteration 92Q (1872.224235 sec): 3 clusters Score: Raw -1324561.817939 + Penalty 1803.088575 = -1322758.729364 nChanged 53 SP:Iteration 93Q (1872.288992 sec): 3 clusters Score: Raw -1324575.691033 + Penalty 1803.088575 = -1322772.602458 nChanged 48 SP:Iteration 94Q (1872.344388 sec): 3 clusters Score: Raw -1324584.423345 + Penalty 1803.088575 = -1322781.334770 nChanged 43 SP:Iteration 95Q (1872.382723 sec): 3 clusters Score: Raw -1324591.210270 + Penalty 1803.088575 = -1322788.121695 nChanged 40 SP:Iteration 96Q (1872.441440 sec): 3 clusters Score: Raw -1324596.358852 + Penalty 1803.088575 = -1322793.270277 nChanged 35 SP:Iteration 97Q (1872.500664 sec): 3 clusters Score: Raw -1324600.734035 + Penalty 1803.088575 = -1322797.645460 nChanged 33 SP:Iteration 98Q (1872.556481 sec): 3 clusters Score: Raw -1324605.132757 + Penalty 1803.088575 = -1322802.044182 nChanged 30 SP:Iteration 99Q (1872.618851 sec): 3 clusters Score: Raw -1324609.630300 + Penalty 1803.088575 = -1322806.541725 nChanged 29 SP:Iteration 100F (1872.673224 sec): 3 clusters Score: Raw -1324613.502985 + Penalty 1803.088575 = -1322810.414410 nChanged 21 SP:Iteration 101Q (1872.723697 sec): 3 clusters Score: Raw -1324616.095692 + Penalty 1803.088575 = -1322813.007117 nChanged 22 SP:Iteration 102Q (1872.785812 sec): 3 clusters Score: Raw -1324619.438294 + Penalty 1803.088575 = -1322816.349719 nChanged 29 SP:Iteration 103Q (1872.849455 sec): 3 clusters Score: Raw -1324624.588834 + Penalty 1803.088575 = -1322821.500259 nChanged 27 SP:Iteration 104Q (1872.903866 sec): 3 clusters Score: Raw -1324630.905203 + Penalty 1803.088575 = -1322827.816628 nChanged 28 SP:Iteration 105Q (1872.947755 sec): 3 clusters Score: Raw -1324637.392385 + Penalty 1803.088575 = -1322834.303810 nChanged 43 SP:Iteration 106Q (1873.010121 sec): 3 clusters Score: Raw -1324647.242857 + Penalty 1803.088575 = -1322844.154282 nChanged 40 SP:Iteration 107Q (1873.075074 sec): 3 clusters Score: Raw -1324656.350901 + Penalty 1803.088575 = -1322853.262326 nChanged 43 SP:Iteration 108Q (1873.123500 sec): 3 clusters Score: Raw -1324666.250008 + Penalty 1803.088575 = -1322863.161433 nChanged 45 SP:Iteration 109Q (1873.179810 sec): 3 clusters Score: Raw -1324677.208325 + Penalty 1803.088575 = -1322874.119750 nChanged 39 SP:Iteration 110Q (1873.236084 sec): 3 clusters Score: Raw -1324688.443404 + Penalty 1803.088575 = -1322885.354829 nChanged 42 SP:Iteration 111Q (1873.298555 sec): 3 clusters Score: Raw -1324701.803110 + Penalty 1803.088575 = -1322898.714535 nChanged 41 SP:Iteration 112Q (1873.358165 sec): 3 clusters Score: Raw -1324712.028236 + Penalty 1803.088575 = -1322908.939661 nChanged 35 SP:Iteration 113Q (1873.409015 sec): 3 clusters Score: Raw -1324719.273030 + Penalty 1803.088575 = -1322916.184455 nChanged 39 SP:Iteration 114Q (1873.467781 sec): 3 clusters Score: Raw -1324730.577926 + Penalty 1803.088575 = -1322927.489351 nChanged 44 SP:Iteration 115Q (1873.528116 sec): 3 clusters Score: Raw -1324742.178108 + Penalty 1803.088575 = -1322939.089533 nChanged 27 SP:Iteration 116Q (1873.582624 sec): 3 clusters Score: Raw -1324748.499405 + Penalty 1803.088575 = -1322945.410830 nChanged 27 SP:Iteration 117Q (1873.652440 sec): 3 clusters Score: Raw -1324754.066643 + Penalty 1803.088575 = -1322950.978068 nChanged 23 SP:Iteration 118Q (1873.699400 sec): 3 clusters Score: Raw -1324760.604119 + Penalty 1803.088575 = -1322957.515544 nChanged 18 SP:Iteration 119Q (1873.748942 sec): 3 clusters Score: Raw -1324766.771574 + Penalty 1803.088575 = -1322963.682999 nChanged 15 SP:Iteration 120F (1873.809482 sec): 3 clusters Score: Raw -1324770.825849 + Penalty 1803.088575 = -1322967.737274 nChanged 10 SP:Iteration 121Q (1873.867230 sec): 3 clusters Score: Raw -1324772.305222 + Penalty 1803.088575 = -1322969.216647 nChanged 9 SP:Iteration 122Q (1873.926529 sec): 3 clusters Score: Raw -1324774.571806 + Penalty 1803.088575 = -1322971.483231 nChanged 12 SP:Iteration 123Q (1873.970595 sec): 3 clusters Score: Raw -1324777.744987 + Penalty 1803.088575 = -1322974.656412 nChanged 12 SP:Iteration 124Q (1874.024884 sec): 3 clusters Score: Raw -1324780.557901 + Penalty 1803.088575 = -1322977.469326 nChanged 12 SP:Iteration 125Q (1874.092613 sec): 3 clusters Score: Raw -1324783.972130 + Penalty 1803.088575 = -1322980.883555 nChanged 9 SP:Iteration 126Q (1874.151586 sec): 3 clusters Score: Raw -1324785.523926 + Penalty 1803.088575 = -1322982.435351 nChanged 5 SP:Iteration 127Q (1874.210118 sec): 3 clusters Score: Raw -1324786.352377 + Penalty 1803.088575 = -1322983.263802 nChanged 4 SP:Iteration 128Q (1874.252773 sec): 3 clusters Score: Raw -1324786.976128 + Penalty 1803.088575 = -1322983.887553 nChanged 8 SP:Iteration 129Q (1874.310039 sec): 3 clusters Score: Raw -1324788.657505 + Penalty 1803.088575 = -1322985.568930 nChanged 6 SP:Iteration 130Q (1874.377465 sec): 3 clusters Score: Raw -1324790.400678 + Penalty 1803.088575 = -1322987.312103 nChanged 10 SP:Iteration 131Q (1874.420624 sec): 3 clusters Score: Raw -1324793.513982 + Penalty 1803.088575 = -1322990.425407 nChanged 12 SP:Iteration 132Q (1874.479050 sec): 3 clusters Score: Raw -1324796.410080 + Penalty 1803.088575 = -1322993.321505 nChanged 8 SP:Iteration 133Q (1874.536101 sec): 3 clusters Score: Raw -1324798.887900 + Penalty 1803.088575 = -1322995.799325 nChanged 9 SP:Iteration 134Q (1874.595550 sec): 3 clusters Score: Raw -1324801.384918 + Penalty 1803.088575 = -1322998.296343 nChanged 9 SP:Iteration 135Q (1874.654568 sec): 3 clusters Score: Raw -1324803.395697 + Penalty 1803.088575 = -1323000.307122 nChanged 8 SP:Iteration 136Q (1874.718532 sec): 3 clusters Score: Raw -1324804.874121 + Penalty 1803.088575 = -1323001.785546 nChanged 5 SP:Iteration 137Q (1874.772236 sec): 3 clusters Score: Raw -1324806.209587 + Penalty 1803.088575 = -1323003.121012 nChanged 7 SP:Iteration 138Q (1874.823115 sec): 3 clusters Score: Raw -1324807.606085 + Penalty 1803.088575 = -1323004.517510 nChanged 6 SP:Iteration 139Q (1874.884675 sec): 3 clusters Score: Raw -1324809.349533 + Penalty 1803.088575 = -1323006.260958 nChanged 5 SP:Iteration 140F (1874.938846 sec): 3 clusters Score: Raw -1324810.034811 + Penalty 1803.088575 = -1323006.946236 nChanged 3 SP:Iteration 141Q (1874.998074 sec): 3 clusters Score: Raw -1324810.926142 + Penalty 1803.088575 = -1323007.837567 nChanged 3 SP:Iteration 142Q (1875.042560 sec): 3 clusters Score: Raw -1324812.070022 + Penalty 1803.088575 = -1323008.981447 nChanged 3 SP:Iteration 143Q (1875.098235 sec): 3 clusters Score: Raw -1324812.778696 + Penalty 1803.088575 = -1323009.690121 nChanged 2 SP:Iteration 144Q (1875.160412 sec): 3 clusters Score: Raw -1324812.955660 + Penalty 1803.088575 = -1323009.867085 nChanged 0 SP:Iteration 145F (1875.209755 sec): 3 clusters Score: Raw -1324812.955660 + Penalty 1803.088575 = -1323009.867085 nChanged 0 Trying to split cluster 36 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1875.233871 sec): 2 clusters Score: Raw -15044.705595 + Penalty 506.148236 = -14538.557359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1875.269726 sec): 3 clusters Score: Raw -15100.671545 + Penalty 1012.296472 = -14088.375073 nChanged 51 SP:Iteration 1F (1875.311365 sec): 3 clusters Score: Raw -15201.018311 + Penalty 1012.296472 = -14188.721839 nChanged 14 SP:Iteration 2F (1875.343085 sec): 3 clusters Score: Raw -15257.171146 + Penalty 1012.296472 = -14244.874674 nChanged 3 SP:Iteration 3Q (1875.384455 sec): 3 clusters Score: Raw -15261.065386 + Penalty 1012.296472 = -14248.768914 nChanged 2 SP:Iteration 4Q (1875.423269 sec): 3 clusters Score: Raw -15263.685176 + Penalty 1012.296472 = -14251.388704 nChanged 3 SP:Iteration 5Q (1875.452634 sec): 3 clusters Score: Raw -15268.720209 + Penalty 1012.296472 = -14256.423736 nChanged 3 SP:Iteration 6Q (1875.497046 sec): 3 clusters Score: Raw -15275.254602 + Penalty 1012.296472 = -14262.958130 nChanged 1 SP:Iteration 7Q (1875.534942 sec): 3 clusters Score: Raw -15277.611326 + Penalty 1012.296472 = -14265.314854 nChanged 0 SP:Iteration 8F (1875.587346 sec): 3 clusters Score: Raw -15277.611326 + Penalty 1012.296472 = -14265.314854 nChanged 0 Trying to split cluster 37 (8836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1875.618816 sec): 2 clusters Score: Raw -839169.165637 + Penalty 863.226009 = -838305.939628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1875.674481 sec): 3 clusters Score: Raw -833956.268023 + Penalty 1726.452017 = -832229.816006 nChanged 3911 SP:Iteration 1F (1875.726897 sec): 3 clusters Score: Raw -836186.208705 + Penalty 1726.452017 = -834459.756688 nChanged 656 SP:Iteration 2F (1875.775184 sec): 3 clusters Score: Raw -836554.565296 + Penalty 1726.452017 = -834828.113278 nChanged 649 SP:Iteration 3F (1875.827678 sec): 3 clusters Score: Raw -836956.576849 + Penalty 1726.452017 = -835230.124831 nChanged 585 SP:Iteration 4F (1875.885244 sec): 3 clusters Score: Raw -837357.265866 + Penalty 1726.452017 = -835630.813849 nChanged 568 SP:Iteration 5F (1875.930045 sec): 3 clusters Score: Raw -837768.652578 + Penalty 1726.452017 = -836042.200561 nChanged 502 SP:Iteration 6F (1875.976119 sec): 3 clusters Score: Raw -838122.991261 + Penalty 1726.452017 = -836396.539244 nChanged 405 SP:Iteration 7Q (1876.021046 sec): 3 clusters Score: Raw -838418.704091 + Penalty 1726.452017 = -836692.252073 nChanged 302 SP:Iteration 8Q (1876.073479 sec): 3 clusters Score: Raw -838647.530733 + Penalty 1726.452017 = -836921.078716 nChanged 236 SP:Iteration 9Q (1876.126565 sec): 3 clusters Score: Raw -838823.601891 + Penalty 1726.452017 = -837097.149873 nChanged 173 SP:Iteration 10Q (1876.171183 sec): 3 clusters Score: Raw -838956.795467 + Penalty 1726.452017 = -837230.343450 nChanged 145 SP:Iteration 11Q (1876.221815 sec): 3 clusters Score: Raw -839065.662396 + Penalty 1726.452017 = -837339.210378 nChanged 119 SP:Iteration 12Q (1876.271045 sec): 3 clusters Score: Raw -839152.847954 + Penalty 1726.452017 = -837426.395936 nChanged 89 SP:Iteration 13Q (1876.326872 sec): 3 clusters Score: Raw -839218.123300 + Penalty 1726.452017 = -837491.671283 nChanged 78 SP:Iteration 14Q (1876.385125 sec): 3 clusters Score: Raw -839264.239725 + Penalty 1726.452017 = -837537.787708 nChanged 61 SP:Iteration 15Q (1876.432614 sec): 3 clusters Score: Raw -839299.970086 + Penalty 1726.452017 = -837573.518069 nChanged 53 SP:Iteration 16Q (1876.479134 sec): 3 clusters Score: Raw -839327.334414 + Penalty 1726.452017 = -837600.882397 nChanged 44 SP:Iteration 17Q (1876.546480 sec): 3 clusters Score: Raw -839346.142281 + Penalty 1726.452017 = -837619.690264 nChanged 29 SP:Iteration 18Q (1876.588054 sec): 3 clusters Score: Raw -839357.797462 + Penalty 1726.452017 = -837631.345445 nChanged 18 SP:Iteration 19Q (1876.643095 sec): 3 clusters Score: Raw -839369.732789 + Penalty 1726.452017 = -837643.280772 nChanged 25 SP:Iteration 20F (1876.703802 sec): 3 clusters Score: Raw -839384.671776 + Penalty 1726.452017 = -837658.219759 nChanged 23 SP:Iteration 21Q (1876.748500 sec): 3 clusters Score: Raw -839395.240535 + Penalty 1726.452017 = -837668.788518 nChanged 16 SP:Iteration 22Q (1876.805170 sec): 3 clusters Score: Raw -839402.290389 + Penalty 1726.452017 = -837675.838372 nChanged 13 SP:Iteration 23Q (1876.854056 sec): 3 clusters Score: Raw -839407.543126 + Penalty 1726.452017 = -837681.091108 nChanged 14 SP:Iteration 24Q (1876.891066 sec): 3 clusters Score: Raw -839414.620730 + Penalty 1726.452017 = -837688.168713 nChanged 18 SP:Iteration 25Q (1876.952547 sec): 3 clusters Score: Raw -839424.418350 + Penalty 1726.452017 = -837697.966333 nChanged 12 SP:Iteration 26Q (1877.004608 sec): 3 clusters Score: Raw -839432.905074 + Penalty 1726.452017 = -837706.453057 nChanged 15 SP:Iteration 27Q (1877.068301 sec): 3 clusters Score: Raw -839438.806534 + Penalty 1726.452017 = -837712.354517 nChanged 15 SP:Iteration 28Q (1877.111450 sec): 3 clusters Score: Raw -839447.032633 + Penalty 1726.452017 = -837720.580616 nChanged 12 SP:Iteration 29Q (1877.165442 sec): 3 clusters Score: Raw -839455.408716 + Penalty 1726.452017 = -837728.956699 nChanged 16 SP:Iteration 30Q (1877.218807 sec): 3 clusters Score: Raw -839464.741775 + Penalty 1726.452017 = -837738.289757 nChanged 10 SP:Iteration 31Q (1877.263936 sec): 3 clusters Score: Raw -839469.376292 + Penalty 1726.452017 = -837742.924275 nChanged 17 SP:Iteration 32Q (1877.311394 sec): 3 clusters Score: Raw -839474.652259 + Penalty 1726.452017 = -837748.200242 nChanged 11 SP:Iteration 33Q (1877.358271 sec): 3 clusters Score: Raw -839477.306032 + Penalty 1726.452017 = -837750.854015 nChanged 8 SP:Iteration 34Q (1877.414902 sec): 3 clusters Score: Raw -839479.503115 + Penalty 1726.452017 = -837753.051098 nChanged 7 SP:Iteration 35Q (1877.467099 sec): 3 clusters Score: Raw -839481.185212 + Penalty 1726.452017 = -837754.733195 nChanged 3 SP:Iteration 36Q (1877.512452 sec): 3 clusters Score: Raw -839481.608843 + Penalty 1726.452017 = -837755.156825 nChanged 2 SP:Iteration 37Q (1877.574829 sec): 3 clusters Score: Raw -839482.729738 + Penalty 1726.452017 = -837756.277721 nChanged 3 SP:Iteration 38Q (1877.622023 sec): 3 clusters Score: Raw -839483.313563 + Penalty 1726.452017 = -837756.861546 nChanged 1 SP:Iteration 39Q (1877.665595 sec): 3 clusters Score: Raw -839483.468195 + Penalty 1726.452017 = -837757.016178 nChanged 2 SP:Iteration 40F (1877.718949 sec): 3 clusters Score: Raw -839483.964794 + Penalty 1726.452017 = -837757.512777 nChanged 0 Iteration 219Q (1882.944228 sec): 38 clusters Score: Raw -58497047.293580 + Penalty 46896.096993 = -58450151.196587 nChanged 23 Iteration 220F (1893.669009 sec): 38 clusters Score: Raw -58497048.002165 + Penalty 46896.096993 = -58450151.905172 nChanged 34 Iteration 221Q (1898.956186 sec): 38 clusters Score: Raw -58497048.776703 + Penalty 46896.096993 = -58450152.679709 nChanged 33 Iteration 222Q (1904.201989 sec): 38 clusters Score: Raw -58497049.923149 + Penalty 46896.096993 = -58450153.826156 nChanged 24 Iteration 223Q (1909.395780 sec): 38 clusters Score: Raw -58497051.316299 + Penalty 46896.096993 = -58450155.219305 nChanged 23 Iteration 224Q (1914.961962 sec): 38 clusters Score: Raw -58497052.327912 + Penalty 46896.096993 = -58450156.230918 nChanged 27 Iteration 225Q (1920.519252 sec): 38 clusters Score: Raw -58497053.347543 + Penalty 46896.096993 = -58450157.250549 nChanged 25 Iteration 226Q (1926.107936 sec): 38 clusters Score: Raw -58497054.355055 + Penalty 46896.096993 = -58450158.258062 nChanged 25 Iteration 227Q (1931.433184 sec): 38 clusters Score: Raw -58497055.358402 + Penalty 46896.096993 = -58450159.261408 nChanged 22 Iteration 228Q (1936.955200 sec): 38 clusters Score: Raw -58497056.123991 + Penalty 46896.096993 = -58450160.026998 nChanged 33 Iteration 229Q (1942.465957 sec): 38 clusters Score: Raw -58497057.100281 + Penalty 46896.096993 = -58450161.003288 nChanged 39 Iteration 230Q (1947.413075 sec): 38 clusters Score: Raw -58497058.381322 + Penalty 46896.096993 = -58450162.284329 nChanged 43 Iteration 231Q (1952.274321 sec): 38 clusters Score: Raw -58497059.360631 + Penalty 46896.096993 = -58450163.263637 nChanged 38 Iteration 232Q (1957.577160 sec): 38 clusters Score: Raw -58497060.420967 + Penalty 46896.096993 = -58450164.323974 nChanged 43 Iteration 233Q (1962.577301 sec): 38 clusters Score: Raw -58497061.780189 + Penalty 46896.096993 = -58450165.683195 nChanged 45 Iteration 234Q (1967.775966 sec): 38 clusters Score: Raw -58497063.449597 + Penalty 46896.096993 = -58450167.352603 nChanged 60 Iteration 235Q (1973.169919 sec): 38 clusters Score: Raw -58497065.502284 + Penalty 46896.096993 = -58450169.405291 nChanged 59 Iteration 236Q (1978.533093 sec): 38 clusters Score: Raw -58497067.462346 + Penalty 46896.096993 = -58450171.365353 nChanged 60 Iteration 237Q (1983.864495 sec): 38 clusters Score: Raw -58497069.689662 + Penalty 46896.096993 = -58450173.592669 nChanged 50 Iteration 238Q (1988.616077 sec): 38 clusters Score: Raw -58497071.271494 + Penalty 46896.096993 = -58450175.174501 nChanged 36 Iteration 239Q (1993.909738 sec): 38 clusters Score: Raw -58497072.003287 + Penalty 46896.096993 = -58450175.906294 nChanged 38 Iteration 240F (2004.817250 sec): 38 clusters Score: Raw -58497073.000718 + Penalty 46896.096993 = -58450176.903725 nChanged 28 Iteration 241Q (2010.405485 sec): 38 clusters Score: Raw -58497073.587494 + Penalty 46896.096993 = -58450177.490500 nChanged 31 Iteration 242Q (2015.486984 sec): 38 clusters Score: Raw -58497074.069597 + Penalty 46896.096993 = -58450177.972603 nChanged 36 Iteration 243Q (2020.662606 sec): 38 clusters Score: Raw -58497074.752249 + Penalty 46896.096993 = -58450178.655255 nChanged 37 Iteration 244Q (2025.900161 sec): 38 clusters Score: Raw -58497075.676474 + Penalty 46896.096993 = -58450179.579481 nChanged 35 Iteration 245Q (2031.281245 sec): 38 clusters Score: Raw -58497076.372803 + Penalty 46896.096993 = -58450180.275810 nChanged 26 Iteration 246Q (2036.732458 sec): 38 clusters Score: Raw -58497076.921804 + Penalty 46896.096993 = -58450180.824810 nChanged 28 Iteration 247Q (2042.168132 sec): 38 clusters Score: Raw -58497078.046010 + Penalty 46896.096993 = -58450181.949016 nChanged 23 Iteration 248Q (2047.593806 sec): 38 clusters Score: Raw -58497078.528882 + Penalty 46896.096993 = -58450182.431888 nChanged 16 Iteration 249Q (2052.806808 sec): 38 clusters Score: Raw -58497078.914302 + Penalty 46896.096993 = -58450182.817308 nChanged 13 Iteration 250Q (2058.143802 sec): 38 clusters Score: Raw -58497079.356886 + Penalty 46896.096993 = -58450183.259893 nChanged 13 Iteration 251Q (2063.604253 sec): 38 clusters Score: Raw -58497079.747452 + Penalty 46896.096993 = -58450183.650458 nChanged 17 Iteration 252Q (2068.069788 sec): 38 clusters Score: Raw -58497080.274823 + Penalty 46896.096993 = -58450184.177830 nChanged 15 Iteration 253Q (2073.321044 sec): 38 clusters Score: Raw -58497080.644387 + Penalty 46896.096993 = -58450184.547393 nChanged 20 Iteration 254Q (2078.449815 sec): 38 clusters Score: Raw -58497081.174152 + Penalty 46896.096993 = -58450185.077159 nChanged 22 Iteration 255Q (2083.804508 sec): 38 clusters Score: Raw -58497081.638836 + Penalty 46896.096993 = -58450185.541842 nChanged 24 Iteration 256Q (2089.208915 sec): 38 clusters Score: Raw -58497082.198305 + Penalty 46896.096993 = -58450186.101312 nChanged 25 Iteration 257Q (2094.482554 sec): 38 clusters Score: Raw -58497082.808321 + Penalty 46896.096993 = -58450186.711328 nChanged 27 Iteration 258Q (2099.692860 sec): 38 clusters Score: Raw -58497083.457049 + Penalty 46896.096993 = -58450187.360055 nChanged 24 Writing temp clu file Because OldScore, -58450186.711328, is greater than current (better) Score,-58450187.360055 Compute initial score before splitting: Score: Raw -58497083.457049 + Penalty 46896.096993 = -58450187.360055 Trying to split cluster 1 (17992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2099.922264 sec): 2 clusters Score: Raw -1765594.181620 + Penalty 930.779837 = -1764663.401783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2099.992450 sec): 3 clusters Score: Raw -1754483.908585 + Penalty 1861.559674 = -1752622.348912 nChanged 8256 SP:Iteration 1F (2100.061911 sec): 3 clusters Score: Raw -1759018.721939 + Penalty 1861.559674 = -1757157.162266 nChanged 795 SP:Iteration 2Q (2100.127659 sec): 3 clusters Score: Raw -1759320.039507 + Penalty 1861.559674 = -1757458.479833 nChanged 875 SP:Iteration 3Q (2100.182240 sec): 3 clusters Score: Raw -1759721.167223 + Penalty 1861.559674 = -1757859.607549 nChanged 914 SP:Iteration 4F (2100.248257 sec): 3 clusters Score: Raw -1760277.438115 + Penalty 1861.559674 = -1758415.878441 nChanged 1041 SP:Iteration 5F (2100.320696 sec): 3 clusters Score: Raw -1761094.920341 + Penalty 1861.559674 = -1759233.360667 nChanged 1072 SP:Iteration 6F (2100.384255 sec): 3 clusters Score: Raw -1762025.015515 + Penalty 1861.559674 = -1760163.455841 nChanged 1040 SP:Iteration 7F (2100.450091 sec): 3 clusters Score: Raw -1762880.281392 + Penalty 1861.559674 = -1761018.721719 nChanged 914 SP:Iteration 8F (2100.519574 sec): 3 clusters Score: Raw -1763545.117970 + Penalty 1861.559674 = -1761683.558296 nChanged 742 SP:Iteration 9Q (2100.590980 sec): 3 clusters Score: Raw -1764004.947685 + Penalty 1861.559674 = -1762143.388012 nChanged 558 SP:Iteration 10Q (2100.659057 sec): 3 clusters Score: Raw -1764309.393922 + Penalty 1861.559674 = -1762447.834249 nChanged 422 SP:Iteration 11Q (2100.711370 sec): 3 clusters Score: Raw -1764500.135742 + Penalty 1861.559674 = -1762638.576068 nChanged 333 SP:Iteration 12Q (2100.779714 sec): 3 clusters Score: Raw -1764629.678992 + Penalty 1861.559674 = -1762768.119319 nChanged 262 SP:Iteration 13Q (2100.836684 sec): 3 clusters Score: Raw -1764730.830807 + Penalty 1861.559674 = -1762869.271133 nChanged 257 SP:Iteration 14Q (2100.903572 sec): 3 clusters Score: Raw -1764827.869993 + Penalty 1861.559674 = -1762966.310320 nChanged 253 SP:Iteration 15Q (2100.963628 sec): 3 clusters Score: Raw -1764922.059230 + Penalty 1861.559674 = -1763060.499556 nChanged 233 SP:Iteration 16Q (2101.033168 sec): 3 clusters Score: Raw -1765007.747034 + Penalty 1861.559674 = -1763146.187360 nChanged 221 SP:Iteration 17Q (2101.101424 sec): 3 clusters Score: Raw -1765091.975313 + Penalty 1861.559674 = -1763230.415639 nChanged 186 SP:Iteration 18Q (2101.161463 sec): 3 clusters Score: Raw -1765169.621107 + Penalty 1861.559674 = -1763308.061434 nChanged 179 SP:Iteration 19Q (2101.228644 sec): 3 clusters Score: Raw -1765237.246837 + Penalty 1861.559674 = -1763375.687163 nChanged 165 SP:Iteration 20F (2101.304235 sec): 3 clusters Score: Raw -1765304.718728 + Penalty 1861.559674 = -1763443.159054 nChanged 160 SP:Iteration 21Q (2101.370104 sec): 3 clusters Score: Raw -1765372.692005 + Penalty 1861.559674 = -1763511.132331 nChanged 144 SP:Iteration 22Q (2101.438611 sec): 3 clusters Score: Raw -1765435.222753 + Penalty 1861.559674 = -1763573.663079 nChanged 116 SP:Iteration 23Q (2101.503855 sec): 3 clusters Score: Raw -1765479.701907 + Penalty 1861.559674 = -1763618.142233 nChanged 88 SP:Iteration 24Q (2101.559670 sec): 3 clusters Score: Raw -1765514.279673 + Penalty 1861.559674 = -1763652.719999 nChanged 84 SP:Iteration 25Q (2101.626665 sec): 3 clusters Score: Raw -1765547.494665 + Penalty 1861.559674 = -1763685.934992 nChanged 82 SP:Iteration 26Q (2101.682852 sec): 3 clusters Score: Raw -1765576.212142 + Penalty 1861.559674 = -1763714.652468 nChanged 72 SP:Iteration 27Q (2101.751873 sec): 3 clusters Score: Raw -1765604.422639 + Penalty 1861.559674 = -1763742.862965 nChanged 54 SP:Iteration 28Q (2101.805459 sec): 3 clusters Score: Raw -1765623.293463 + Penalty 1861.559674 = -1763761.733790 nChanged 40 SP:Iteration 29Q (2101.876674 sec): 3 clusters Score: Raw -1765636.080509 + Penalty 1861.559674 = -1763774.520835 nChanged 24 SP:Iteration 30Q (2101.945110 sec): 3 clusters Score: Raw -1765643.189906 + Penalty 1861.559674 = -1763781.630232 nChanged 21 SP:Iteration 31Q (2102.008521 sec): 3 clusters Score: Raw -1765649.954222 + Penalty 1861.559674 = -1763788.394549 nChanged 23 SP:Iteration 32Q (2102.065307 sec): 3 clusters Score: Raw -1765660.849990 + Penalty 1861.559674 = -1763799.290316 nChanged 19 SP:Iteration 33Q (2102.141536 sec): 3 clusters Score: Raw -1765671.107954 + Penalty 1861.559674 = -1763809.548280 nChanged 30 SP:Iteration 34Q (2102.203900 sec): 3 clusters Score: Raw -1765680.628192 + Penalty 1861.559674 = -1763819.068518 nChanged 14 SP:Iteration 35Q (2102.270293 sec): 3 clusters Score: Raw -1765683.814060 + Penalty 1861.559674 = -1763822.254386 nChanged 10 SP:Iteration 36Q (2102.335433 sec): 3 clusters Score: Raw -1765686.284675 + Penalty 1861.559674 = -1763824.725001 nChanged 10 SP:Iteration 37Q (2102.399729 sec): 3 clusters Score: Raw -1765689.269567 + Penalty 1861.559674 = -1763827.709893 nChanged 9 SP:Iteration 38Q (2102.454277 sec): 3 clusters Score: Raw -1765691.029268 + Penalty 1861.559674 = -1763829.469594 nChanged 10 SP:Iteration 39Q (2102.520801 sec): 3 clusters Score: Raw -1765694.217540 + Penalty 1861.559674 = -1763832.657866 nChanged 14 SP:Iteration 40F (2102.591417 sec): 3 clusters Score: Raw -1765698.327579 + Penalty 1861.559674 = -1763836.767905 nChanged 7 SP:Iteration 41Q (2102.658151 sec): 3 clusters Score: Raw -1765699.927514 + Penalty 1861.559674 = -1763838.367840 nChanged 6 SP:Iteration 42Q (2102.716676 sec): 3 clusters Score: Raw -1765701.513330 + Penalty 1861.559674 = -1763839.953656 nChanged 10 SP:Iteration 43Q (2102.769374 sec): 3 clusters Score: Raw -1765704.726529 + Penalty 1861.559674 = -1763843.166855 nChanged 10 SP:Iteration 44Q (2102.830849 sec): 3 clusters Score: Raw -1765709.537667 + Penalty 1861.559674 = -1763847.977993 nChanged 14 SP:Iteration 45Q (2102.900842 sec): 3 clusters Score: Raw -1765715.165232 + Penalty 1861.559674 = -1763853.605558 nChanged 11 SP:Iteration 46Q (2102.952496 sec): 3 clusters Score: Raw -1765719.475923 + Penalty 1861.559674 = -1763857.916249 nChanged 11 SP:Iteration 47Q (2103.013960 sec): 3 clusters Score: Raw -1765724.274417 + Penalty 1861.559674 = -1763862.714743 nChanged 14 SP:Iteration 48Q (2103.086466 sec): 3 clusters Score: Raw -1765728.047603 + Penalty 1861.559674 = -1763866.487929 nChanged 9 SP:Iteration 49Q (2103.153147 sec): 3 clusters Score: Raw -1765729.712285 + Penalty 1861.559674 = -1763868.152611 nChanged 3 SP:Iteration 50Q (2103.219919 sec): 3 clusters Score: Raw -1765730.526387 + Penalty 1861.559674 = -1763868.966713 nChanged 1 SP:Iteration 51Q (2103.285412 sec): 3 clusters Score: Raw -1765730.578897 + Penalty 1861.559674 = -1763869.019223 nChanged 0 SP:Iteration 52F (2103.352059 sec): 3 clusters Score: Raw -1765730.578897 + Penalty 1861.559674 = -1763869.019223 nChanged 0 Trying to split cluster 2 (11743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2103.386521 sec): 2 clusters Score: Raw -1065946.755182 + Penalty 890.246197 = -1065056.508985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2103.443322 sec): 3 clusters Score: Raw -1058806.042043 + Penalty 1780.492393 = -1057025.549649 nChanged 5301 SP:Iteration 1F (2103.502541 sec): 3 clusters Score: Raw -1061871.524989 + Penalty 1780.492393 = -1060091.032595 nChanged 606 SP:Iteration 2F (2103.566060 sec): 3 clusters Score: Raw -1062120.011877 + Penalty 1780.492393 = -1060339.519483 nChanged 572 SP:Iteration 3Q (2103.620673 sec): 3 clusters Score: Raw -1062379.665812 + Penalty 1780.492393 = -1060599.173419 nChanged 617 SP:Iteration 4F (2103.666658 sec): 3 clusters Score: Raw -1062685.635008 + Penalty 1780.492393 = -1060905.142615 nChanged 629 SP:Iteration 5F (2103.735390 sec): 3 clusters Score: Raw -1063062.282311 + Penalty 1780.492393 = -1061281.789917 nChanged 637 SP:Iteration 6F (2103.785092 sec): 3 clusters Score: Raw -1063530.855839 + Penalty 1780.492393 = -1061750.363445 nChanged 669 SP:Iteration 7F (2103.847999 sec): 3 clusters Score: Raw -1064005.096381 + Penalty 1780.492393 = -1062224.603988 nChanged 573 SP:Iteration 8Q (2103.909814 sec): 3 clusters Score: Raw -1064362.276961 + Penalty 1780.492393 = -1062581.784567 nChanged 447 SP:Iteration 9Q (2103.960076 sec): 3 clusters Score: Raw -1064563.611376 + Penalty 1780.492393 = -1062783.118982 nChanged 302 SP:Iteration 10Q (2104.012345 sec): 3 clusters Score: Raw -1064669.654206 + Penalty 1780.492393 = -1062889.161812 nChanged 202 SP:Iteration 11Q (2104.078773 sec): 3 clusters Score: Raw -1064733.170823 + Penalty 1780.492393 = -1062952.678429 nChanged 158 SP:Iteration 12Q (2104.140934 sec): 3 clusters Score: Raw -1064772.282079 + Penalty 1780.492393 = -1062991.789685 nChanged 95 SP:Iteration 13Q (2104.192858 sec): 3 clusters Score: Raw -1064793.663056 + Penalty 1780.492393 = -1063013.170663 nChanged 93 SP:Iteration 14Q (2104.247379 sec): 3 clusters Score: Raw -1064812.943608 + Penalty 1780.492393 = -1063032.451215 nChanged 92 SP:Iteration 15Q (2104.304301 sec): 3 clusters Score: Raw -1064834.013308 + Penalty 1780.492393 = -1063053.520914 nChanged 92 SP:Iteration 16Q (2104.362686 sec): 3 clusters Score: Raw -1064852.237400 + Penalty 1780.492393 = -1063071.745007 nChanged 75 SP:Iteration 17Q (2104.423426 sec): 3 clusters Score: Raw -1064865.300116 + Penalty 1780.492393 = -1063084.807723 nChanged 67 SP:Iteration 18Q (2104.484860 sec): 3 clusters Score: Raw -1064877.860481 + Penalty 1780.492393 = -1063097.368088 nChanged 73 SP:Iteration 19Q (2104.537204 sec): 3 clusters Score: Raw -1064891.975003 + Penalty 1780.492393 = -1063111.482609 nChanged 68 SP:Iteration 20F (2104.596356 sec): 3 clusters Score: Raw -1064901.665495 + Penalty 1780.492393 = -1063121.173101 nChanged 52 SP:Iteration 21Q (2104.650894 sec): 3 clusters Score: Raw -1064911.836299 + Penalty 1780.492393 = -1063131.343905 nChanged 69 SP:Iteration 22Q (2104.704102 sec): 3 clusters Score: Raw -1064925.761465 + Penalty 1780.492393 = -1063145.269071 nChanged 62 SP:Iteration 23Q (2104.774620 sec): 3 clusters Score: Raw -1064937.029674 + Penalty 1780.492393 = -1063156.537280 nChanged 65 SP:Iteration 24Q (2104.819826 sec): 3 clusters Score: Raw -1064948.672703 + Penalty 1780.492393 = -1063168.180309 nChanged 61 SP:Iteration 25Q (2104.876259 sec): 3 clusters Score: Raw -1064959.088495 + Penalty 1780.492393 = -1063178.596102 nChanged 58 SP:Iteration 26Q (2104.935470 sec): 3 clusters Score: Raw -1064968.139875 + Penalty 1780.492393 = -1063187.647481 nChanged 58 SP:Iteration 27Q (2104.996699 sec): 3 clusters Score: Raw -1064976.763824 + Penalty 1780.492393 = -1063196.271430 nChanged 62 SP:Iteration 28Q (2105.056969 sec): 3 clusters Score: Raw -1064985.346984 + Penalty 1780.492393 = -1063204.854591 nChanged 58 SP:Iteration 29Q (2105.117656 sec): 3 clusters Score: Raw -1064994.942511 + Penalty 1780.492393 = -1063214.450117 nChanged 54 SP:Iteration 30Q (2105.168546 sec): 3 clusters Score: Raw -1065002.713385 + Penalty 1780.492393 = -1063222.220992 nChanged 61 SP:Iteration 31Q (2105.231176 sec): 3 clusters Score: Raw -1065012.380769 + Penalty 1780.492393 = -1063231.888375 nChanged 51 SP:Iteration 32Q (2105.292813 sec): 3 clusters Score: Raw -1065021.097537 + Penalty 1780.492393 = -1063240.605143 nChanged 50 SP:Iteration 33Q (2105.357161 sec): 3 clusters Score: Raw -1065027.706546 + Penalty 1780.492393 = -1063247.214152 nChanged 39 SP:Iteration 34Q (2105.421560 sec): 3 clusters Score: Raw -1065031.529869 + Penalty 1780.492393 = -1063251.037476 nChanged 31 SP:Iteration 35Q (2105.471632 sec): 3 clusters Score: Raw -1065035.154915 + Penalty 1780.492393 = -1063254.662522 nChanged 36 SP:Iteration 36Q (2105.538773 sec): 3 clusters Score: Raw -1065040.951028 + Penalty 1780.492393 = -1063260.458634 nChanged 38 SP:Iteration 37Q (2105.599036 sec): 3 clusters Score: Raw -1065046.711967 + Penalty 1780.492393 = -1063266.219574 nChanged 40 SP:Iteration 38Q (2105.657779 sec): 3 clusters Score: Raw -1065052.538229 + Penalty 1780.492393 = -1063272.045835 nChanged 40 SP:Iteration 39Q (2105.716702 sec): 3 clusters Score: Raw -1065058.158365 + Penalty 1780.492393 = -1063277.665972 nChanged 43 SP:Iteration 40F (2105.771254 sec): 3 clusters Score: Raw -1065065.310391 + Penalty 1780.492393 = -1063284.817997 nChanged 50 SP:Iteration 41Q (2105.827698 sec): 3 clusters Score: Raw -1065073.103640 + Penalty 1780.492393 = -1063292.611247 nChanged 46 SP:Iteration 42Q (2105.885791 sec): 3 clusters Score: Raw -1065079.462568 + Penalty 1780.492393 = -1063298.970174 nChanged 45 SP:Iteration 43Q (2105.945160 sec): 3 clusters Score: Raw -1065085.613437 + Penalty 1780.492393 = -1063305.121044 nChanged 54 SP:Iteration 44Q (2106.005854 sec): 3 clusters Score: Raw -1065092.567881 + Penalty 1780.492393 = -1063312.075488 nChanged 48 SP:Iteration 45Q (2106.067987 sec): 3 clusters Score: Raw -1065099.779131 + Penalty 1780.492393 = -1063319.286738 nChanged 48 SP:Iteration 46Q (2106.128073 sec): 3 clusters Score: Raw -1065107.297009 + Penalty 1780.492393 = -1063326.804615 nChanged 51 SP:Iteration 47Q (2106.188670 sec): 3 clusters Score: Raw -1065116.188220 + Penalty 1780.492393 = -1063335.695827 nChanged 55 SP:Iteration 48Q (2106.248072 sec): 3 clusters Score: Raw -1065126.007287 + Penalty 1780.492393 = -1063345.514894 nChanged 54 SP:Iteration 49Q (2106.310006 sec): 3 clusters Score: Raw -1065135.092919 + Penalty 1780.492393 = -1063354.600526 nChanged 63 SP:Iteration 50Q (2106.360372 sec): 3 clusters Score: Raw -1065147.337805 + Penalty 1780.492393 = -1063366.845411 nChanged 62 SP:Iteration 51Q (2106.429212 sec): 3 clusters Score: Raw -1065158.606215 + Penalty 1780.492393 = -1063378.113821 nChanged 65 SP:Iteration 52Q (2106.483649 sec): 3 clusters Score: Raw -1065170.759506 + Penalty 1780.492393 = -1063390.267113 nChanged 66 SP:Iteration 53Q (2106.547611 sec): 3 clusters Score: Raw -1065187.580550 + Penalty 1780.492393 = -1063407.088156 nChanged 70 SP:Iteration 54Q (2106.601829 sec): 3 clusters Score: Raw -1065205.135157 + Penalty 1780.492393 = -1063424.642763 nChanged 83 SP:Iteration 55Q (2106.660182 sec): 3 clusters Score: Raw -1065227.388115 + Penalty 1780.492393 = -1063446.895722 nChanged 94 SP:Iteration 56Q (2106.724555 sec): 3 clusters Score: Raw -1065254.956381 + Penalty 1780.492393 = -1063474.463987 nChanged 93 SP:Iteration 57Q (2106.779019 sec): 3 clusters Score: Raw -1065284.650098 + Penalty 1780.492393 = -1063504.157704 nChanged 116 SP:Iteration 58Q (2106.837160 sec): 3 clusters Score: Raw -1065331.054535 + Penalty 1780.492393 = -1063550.562141 nChanged 142 SP:Iteration 59Q (2106.902747 sec): 3 clusters Score: Raw -1065384.417017 + Penalty 1780.492393 = -1063603.924624 nChanged 127 SP:Iteration 60F (2106.951410 sec): 3 clusters Score: Raw -1065433.268999 + Penalty 1780.492393 = -1063652.776605 nChanged 142 SP:Iteration 61Q (2107.008063 sec): 3 clusters Score: Raw -1065490.992334 + Penalty 1780.492393 = -1063710.499941 nChanged 125 SP:Iteration 62Q (2107.058999 sec): 3 clusters Score: Raw -1065539.061678 + Penalty 1780.492393 = -1063758.569285 nChanged 115 SP:Iteration 63Q (2107.104543 sec): 3 clusters Score: Raw -1065585.723152 + Penalty 1780.492393 = -1063805.230758 nChanged 116 SP:Iteration 64Q (2107.160423 sec): 3 clusters Score: Raw -1065636.492012 + Penalty 1780.492393 = -1063855.999619 nChanged 108 SP:Iteration 65Q (2107.208771 sec): 3 clusters Score: Raw -1065687.803198 + Penalty 1780.492393 = -1063907.310805 nChanged 105 SP:Iteration 66Q (2107.274641 sec): 3 clusters Score: Raw -1065743.631326 + Penalty 1780.492393 = -1063963.138932 nChanged 100 SP:Iteration 67Q (2107.320929 sec): 3 clusters Score: Raw -1065794.933244 + Penalty 1780.492393 = -1064014.440850 nChanged 80 SP:Iteration 68Q (2107.386964 sec): 3 clusters Score: Raw -1065839.202223 + Penalty 1780.492393 = -1064058.709829 nChanged 74 SP:Iteration 69Q (2107.444729 sec): 3 clusters Score: Raw -1065878.302076 + Penalty 1780.492393 = -1064097.809682 nChanged 62 SP:Iteration 70Q (2107.503753 sec): 3 clusters Score: Raw -1065909.218118 + Penalty 1780.492393 = -1064128.725724 nChanged 59 SP:Iteration 71Q (2107.553362 sec): 3 clusters Score: Raw -1065938.385535 + Penalty 1780.492393 = -1064157.893141 nChanged 49 SP:Iteration 72Q (2107.606364 sec): 3 clusters Score: Raw -1065961.993391 + Penalty 1780.492393 = -1064181.500997 nChanged 46 SP:Iteration 73Q (2107.670883 sec): 3 clusters Score: Raw -1065985.241685 + Penalty 1780.492393 = -1064204.749291 nChanged 37 SP:Iteration 74Q (2107.722465 sec): 3 clusters Score: Raw -1066004.092006 + Penalty 1780.492393 = -1064223.599613 nChanged 32 SP:Iteration 75Q (2107.773814 sec): 3 clusters Score: Raw -1066021.076582 + Penalty 1780.492393 = -1064240.584189 nChanged 31 SP:Iteration 76Q (2107.825571 sec): 3 clusters Score: Raw -1066037.668157 + Penalty 1780.492393 = -1064257.175764 nChanged 16 SP:Iteration 77Q (2107.881716 sec): 3 clusters Score: Raw -1066044.188094 + Penalty 1780.492393 = -1064263.695701 nChanged 11 SP:Iteration 78Q (2107.940479 sec): 3 clusters Score: Raw -1066048.324615 + Penalty 1780.492393 = -1064267.832222 nChanged 10 SP:Iteration 79Q (2107.992360 sec): 3 clusters Score: Raw -1066053.389742 + Penalty 1780.492393 = -1064272.897349 nChanged 10 SP:Iteration 80F (2108.053318 sec): 3 clusters Score: Raw -1066057.946287 + Penalty 1780.492393 = -1064277.453894 nChanged 7 SP:Iteration 81Q (2108.105657 sec): 3 clusters Score: Raw -1066062.023817 + Penalty 1780.492393 = -1064281.531423 nChanged 7 SP:Iteration 82Q (2108.158053 sec): 3 clusters Score: Raw -1066066.440227 + Penalty 1780.492393 = -1064285.947834 nChanged 8 SP:Iteration 83Q (2108.218756 sec): 3 clusters Score: Raw -1066072.066826 + Penalty 1780.492393 = -1064291.574432 nChanged 12 SP:Iteration 84Q (2108.259549 sec): 3 clusters Score: Raw -1066079.870096 + Penalty 1780.492393 = -1064299.377703 nChanged 12 SP:Iteration 85Q (2108.310875 sec): 3 clusters Score: Raw -1066087.860230 + Penalty 1780.492393 = -1064307.367837 nChanged 9 SP:Iteration 86Q (2108.375715 sec): 3 clusters Score: Raw -1066094.525584 + Penalty 1780.492393 = -1064314.033191 nChanged 8 SP:Iteration 87Q (2108.427037 sec): 3 clusters Score: Raw -1066099.741349 + Penalty 1780.492393 = -1064319.248955 nChanged 5 SP:Iteration 88Q (2108.479224 sec): 3 clusters Score: Raw -1066104.371281 + Penalty 1780.492393 = -1064323.878888 nChanged 9 SP:Iteration 89Q (2108.534542 sec): 3 clusters Score: Raw -1066109.509017 + Penalty 1780.492393 = -1064329.016623 nChanged 3 SP:Iteration 90Q (2108.594896 sec): 3 clusters Score: Raw -1066112.677986 + Penalty 1780.492393 = -1064332.185593 nChanged 3 SP:Iteration 91Q (2108.646175 sec): 3 clusters Score: Raw -1066115.050029 + Penalty 1780.492393 = -1064334.557635 nChanged 3 SP:Iteration 92Q (2108.706485 sec): 3 clusters Score: Raw -1066117.604563 + Penalty 1780.492393 = -1064337.112170 nChanged 1 SP:Iteration 93Q (2108.766031 sec): 3 clusters Score: Raw -1066118.572634 + Penalty 1780.492393 = -1064338.080241 nChanged 0 SP:Iteration 94F (2108.824390 sec): 3 clusters Score: Raw -1066118.572634 + Penalty 1780.492393 = -1064338.080241 nChanged 0 Trying to split cluster 3 (128000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2108.972145 sec): 2 clusters Score: Raw -12730807.102319 + Penalty 1117.179627 = -12729689.922692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2109.181814 sec): 3 clusters Score: Raw -12645933.512613 + Penalty 2234.359253 = -12643699.153360 nChanged 61944 SP:Iteration 1F (2109.374463 sec): 3 clusters Score: Raw -12682696.314041 + Penalty 2234.359253 = -12680461.954787 nChanged 3951 SP:Iteration 2Q (2109.589639 sec): 3 clusters Score: Raw -12683669.649669 + Penalty 2234.359253 = -12681435.290416 nChanged 4316 SP:Iteration 3Q (2109.797549 sec): 3 clusters Score: Raw -12684967.981423 + Penalty 2234.359253 = -12682733.622170 nChanged 5067 SP:Iteration 4Q (2110.006453 sec): 3 clusters Score: Raw -12686877.991126 + Penalty 2234.359253 = -12684643.631873 nChanged 5753 SP:Iteration 5Q (2110.208890 sec): 3 clusters Score: Raw -12689453.830948 + Penalty 2234.359253 = -12687219.471695 nChanged 6542 SP:Iteration 6F (2110.415853 sec): 3 clusters Score: Raw -12692543.034769 + Penalty 2234.359253 = -12690308.675516 nChanged 6776 SP:Iteration 7F (2110.612180 sec): 3 clusters Score: Raw -12695590.760200 + Penalty 2234.359253 = -12693356.400947 nChanged 6471 SP:Iteration 8F (2110.814998 sec): 3 clusters Score: Raw -12698225.334818 + Penalty 2234.359253 = -12695990.975565 nChanged 5767 SP:Iteration 9Q (2111.030084 sec): 3 clusters Score: Raw -12700265.613641 + Penalty 2234.359253 = -12698031.254388 nChanged 4952 SP:Iteration 10Q (2111.237006 sec): 3 clusters Score: Raw -12701787.524764 + Penalty 2234.359253 = -12699553.165511 nChanged 4071 SP:Iteration 11Q (2111.458503 sec): 3 clusters Score: Raw -12702901.063356 + Penalty 2234.359253 = -12700666.704103 nChanged 3498 SP:Iteration 12Q (2111.677403 sec): 3 clusters Score: Raw -12703851.006492 + Penalty 2234.359253 = -12701616.647238 nChanged 3220 SP:Iteration 13Q (2111.883603 sec): 3 clusters Score: Raw -12704851.949247 + Penalty 2234.359253 = -12702617.589994 nChanged 3365 SP:Iteration 14Q (2112.091158 sec): 3 clusters Score: Raw -12706065.137877 + Penalty 2234.359253 = -12703830.778624 nChanged 3528 SP:Iteration 15Q (2112.291251 sec): 3 clusters Score: Raw -12707432.571506 + Penalty 2234.359253 = -12705198.212253 nChanged 3508 SP:Iteration 16Q (2112.499819 sec): 3 clusters Score: Raw -12708842.299671 + Penalty 2234.359253 = -12706607.940417 nChanged 3443 SP:Iteration 17Q (2112.713497 sec): 3 clusters Score: Raw -12710180.334632 + Penalty 2234.359253 = -12707945.975379 nChanged 3047 SP:Iteration 18Q (2112.915662 sec): 3 clusters Score: Raw -12711135.174580 + Penalty 2234.359253 = -12708900.815327 nChanged 2407 SP:Iteration 19Q (2113.103854 sec): 3 clusters Score: Raw -12711788.686045 + Penalty 2234.359253 = -12709554.326792 nChanged 1981 SP:Iteration 20F (2113.312349 sec): 3 clusters Score: Raw -12712294.313223 + Penalty 2234.359253 = -12710059.953969 nChanged 1898 SP:Iteration 21Q (2113.515084 sec): 3 clusters Score: Raw -12712757.126181 + Penalty 2234.359253 = -12710522.766928 nChanged 1768 SP:Iteration 22Q (2113.722770 sec): 3 clusters Score: Raw -12713185.897009 + Penalty 2234.359253 = -12710951.537755 nChanged 1799 SP:Iteration 23Q (2113.915161 sec): 3 clusters Score: Raw -12713654.704873 + Penalty 2234.359253 = -12711420.345619 nChanged 1875 SP:Iteration 24Q (2114.128454 sec): 3 clusters Score: Raw -12714166.293217 + Penalty 2234.359253 = -12711931.933963 nChanged 1972 SP:Iteration 25Q (2114.331093 sec): 3 clusters Score: Raw -12714734.184839 + Penalty 2234.359253 = -12712499.825586 nChanged 2041 SP:Iteration 26Q (2114.542983 sec): 3 clusters Score: Raw -12715372.628984 + Penalty 2234.359253 = -12713138.269731 nChanged 2175 SP:Iteration 27Q (2114.751762 sec): 3 clusters Score: Raw -12716113.154366 + Penalty 2234.359253 = -12713878.795113 nChanged 2338 SP:Iteration 28Q (2114.950159 sec): 3 clusters Score: Raw -12716950.802567 + Penalty 2234.359253 = -12714716.443314 nChanged 2431 SP:Iteration 29Q (2115.155754 sec): 3 clusters Score: Raw -12717882.808983 + Penalty 2234.359253 = -12715648.449730 nChanged 2496 SP:Iteration 30Q (2115.362713 sec): 3 clusters Score: Raw -12718870.298465 + Penalty 2234.359253 = -12716635.939211 nChanged 2410 SP:Iteration 31Q (2115.568822 sec): 3 clusters Score: Raw -12719796.711943 + Penalty 2234.359253 = -12717562.352690 nChanged 2373 SP:Iteration 32Q (2115.772675 sec): 3 clusters Score: Raw -12720736.144186 + Penalty 2234.359253 = -12718501.784933 nChanged 2258 SP:Iteration 33Q (2115.968456 sec): 3 clusters Score: Raw -12721687.688046 + Penalty 2234.359253 = -12719453.328792 nChanged 2198 SP:Iteration 34Q (2116.172443 sec): 3 clusters Score: Raw -12722626.200798 + Penalty 2234.359253 = -12720391.841545 nChanged 1998 SP:Iteration 35Q (2116.370932 sec): 3 clusters Score: Raw -12723408.724013 + Penalty 2234.359253 = -12721174.364760 nChanged 1724 SP:Iteration 36Q (2116.579454 sec): 3 clusters Score: Raw -12724047.377283 + Penalty 2234.359253 = -12721813.018030 nChanged 1501 SP:Iteration 37Q (2116.787358 sec): 3 clusters Score: Raw -12724563.414520 + Penalty 2234.359253 = -12722329.055267 nChanged 1250 SP:Iteration 38Q (2116.983114 sec): 3 clusters Score: Raw -12724926.051354 + Penalty 2234.359253 = -12722691.692101 nChanged 1063 SP:Iteration 39Q (2117.192305 sec): 3 clusters Score: Raw -12725219.154682 + Penalty 2234.359253 = -12722984.795429 nChanged 832 SP:Iteration 40F (2117.388681 sec): 3 clusters Score: Raw -12725879.571122 + Penalty 2234.359253 = -12723645.211869 nChanged 1018 SP:Iteration 41Q (2117.590701 sec): 3 clusters Score: Raw -12726319.794078 + Penalty 2234.359253 = -12724085.434825 nChanged 1024 SP:Iteration 42Q (2117.796465 sec): 3 clusters Score: Raw -12726590.210428 + Penalty 2234.359253 = -12724355.851175 nChanged 918 SP:Iteration 43Q (2118.005613 sec): 3 clusters Score: Raw -12726779.120175 + Penalty 2234.359253 = -12724544.760921 nChanged 815 SP:Iteration 44Q (2118.218579 sec): 3 clusters Score: Raw -12726928.629881 + Penalty 2234.359253 = -12724694.270627 nChanged 762 SP:Iteration 45Q (2118.419353 sec): 3 clusters Score: Raw -12727058.818236 + Penalty 2234.359253 = -12724824.458983 nChanged 719 SP:Iteration 46Q (2118.617387 sec): 3 clusters Score: Raw -12727164.943298 + Penalty 2234.359253 = -12724930.584045 nChanged 689 SP:Iteration 47Q (2118.806976 sec): 3 clusters Score: Raw -12727263.208169 + Penalty 2234.359253 = -12725028.848916 nChanged 668 SP:Iteration 48Q (2118.996886 sec): 3 clusters Score: Raw -12727354.015786 + Penalty 2234.359253 = -12725119.656533 nChanged 683 SP:Iteration 49Q (2119.189310 sec): 3 clusters Score: Raw -12727444.493352 + Penalty 2234.359253 = -12725210.134099 nChanged 689 SP:Iteration 50Q (2119.379168 sec): 3 clusters Score: Raw -12727535.282535 + Penalty 2234.359253 = -12725300.923282 nChanged 660 SP:Iteration 51Q (2119.580048 sec): 3 clusters Score: Raw -12727619.524507 + Penalty 2234.359253 = -12725385.165254 nChanged 640 SP:Iteration 52Q (2119.775224 sec): 3 clusters Score: Raw -12727700.877528 + Penalty 2234.359253 = -12725466.518275 nChanged 637 SP:Iteration 53Q (2119.967338 sec): 3 clusters Score: Raw -12727780.438285 + Penalty 2234.359253 = -12725546.079032 nChanged 641 SP:Iteration 54Q (2120.156098 sec): 3 clusters Score: Raw -12727860.356212 + Penalty 2234.359253 = -12725625.996959 nChanged 653 SP:Iteration 55Q (2120.346205 sec): 3 clusters Score: Raw -12727942.219159 + Penalty 2234.359253 = -12725707.859906 nChanged 632 SP:Iteration 56Q (2120.540240 sec): 3 clusters Score: Raw -12728015.812924 + Penalty 2234.359253 = -12725781.453671 nChanged 589 SP:Iteration 57Q (2120.725719 sec): 3 clusters Score: Raw -12728084.406689 + Penalty 2234.359253 = -12725850.047436 nChanged 591 SP:Iteration 58Q (2120.918818 sec): 3 clusters Score: Raw -12728155.128043 + Penalty 2234.359253 = -12725920.768790 nChanged 600 SP:Iteration 59Q (2121.107478 sec): 3 clusters Score: Raw -12728227.285749 + Penalty 2234.359253 = -12725992.926496 nChanged 573 SP:Iteration 60F (2121.310089 sec): 3 clusters Score: Raw -12728298.453637 + Penalty 2234.359253 = -12726064.094384 nChanged 610 SP:Iteration 61Q (2121.497363 sec): 3 clusters Score: Raw -12728376.323870 + Penalty 2234.359253 = -12726141.964617 nChanged 647 SP:Iteration 62Q (2121.679986 sec): 3 clusters Score: Raw -12728464.900744 + Penalty 2234.359253 = -12726230.541491 nChanged 636 SP:Iteration 63Q (2121.873667 sec): 3 clusters Score: Raw -12728549.835665 + Penalty 2234.359253 = -12726315.476411 nChanged 607 SP:Iteration 64Q (2122.066288 sec): 3 clusters Score: Raw -12728623.687705 + Penalty 2234.359253 = -12726389.328451 nChanged 545 SP:Iteration 65Q (2122.259505 sec): 3 clusters Score: Raw -12728686.632139 + Penalty 2234.359253 = -12726452.272886 nChanged 508 SP:Iteration 66Q (2122.442950 sec): 3 clusters Score: Raw -12728742.652857 + Penalty 2234.359253 = -12726508.293604 nChanged 481 SP:Iteration 67Q (2122.634020 sec): 3 clusters Score: Raw -12728795.518042 + Penalty 2234.359253 = -12726561.158789 nChanged 449 SP:Iteration 68Q (2122.822937 sec): 3 clusters Score: Raw -12728843.465293 + Penalty 2234.359253 = -12726609.106040 nChanged 465 SP:Iteration 69Q (2123.011031 sec): 3 clusters Score: Raw -12728892.709028 + Penalty 2234.359253 = -12726658.349775 nChanged 466 SP:Iteration 70Q (2123.197712 sec): 3 clusters Score: Raw -12728944.071899 + Penalty 2234.359253 = -12726709.712646 nChanged 458 SP:Iteration 71Q (2123.391282 sec): 3 clusters Score: Raw -12728993.829110 + Penalty 2234.359253 = -12726759.469857 nChanged 438 SP:Iteration 72Q (2123.574141 sec): 3 clusters Score: Raw -12729040.112075 + Penalty 2234.359253 = -12726805.752822 nChanged 400 SP:Iteration 73Q (2123.757136 sec): 3 clusters Score: Raw -12729080.284864 + Penalty 2234.359253 = -12726845.925611 nChanged 388 SP:Iteration 74Q (2123.931473 sec): 3 clusters Score: Raw -12729117.310721 + Penalty 2234.359253 = -12726882.951468 nChanged 367 SP:Iteration 75Q (2124.117048 sec): 3 clusters Score: Raw -12729153.337348 + Penalty 2234.359253 = -12726918.978095 nChanged 370 SP:Iteration 76Q (2124.309645 sec): 3 clusters Score: Raw -12729191.164705 + Penalty 2234.359253 = -12726956.805452 nChanged 388 SP:Iteration 77Q (2124.484420 sec): 3 clusters Score: Raw -12729230.373272 + Penalty 2234.359253 = -12726996.014019 nChanged 361 SP:Iteration 78Q (2124.669667 sec): 3 clusters Score: Raw -12729264.179137 + Penalty 2234.359253 = -12727029.819884 nChanged 348 SP:Iteration 79Q (2124.856364 sec): 3 clusters Score: Raw -12729298.496089 + Penalty 2234.359253 = -12727064.136836 nChanged 377 SP:Iteration 80F (2125.049672 sec): 3 clusters Score: Raw -12729339.003031 + Penalty 2234.359253 = -12727104.643778 nChanged 400 SP:Iteration 81Q (2125.235566 sec): 3 clusters Score: Raw -12729382.224624 + Penalty 2234.359253 = -12727147.865371 nChanged 371 SP:Iteration 82Q (2125.419336 sec): 3 clusters Score: Raw -12729421.745502 + Penalty 2234.359253 = -12727187.386249 nChanged 379 SP:Iteration 83Q (2125.607252 sec): 3 clusters Score: Raw -12729460.648279 + Penalty 2234.359253 = -12727226.289026 nChanged 354 SP:Iteration 84Q (2125.794822 sec): 3 clusters Score: Raw -12729494.420189 + Penalty 2234.359253 = -12727260.060936 nChanged 308 SP:Iteration 85Q (2125.987780 sec): 3 clusters Score: Raw -12729522.365444 + Penalty 2234.359253 = -12727288.006191 nChanged 314 SP:Iteration 86Q (2126.173485 sec): 3 clusters Score: Raw -12729550.191314 + Penalty 2234.359253 = -12727315.832060 nChanged 289 SP:Iteration 87Q (2126.370468 sec): 3 clusters Score: Raw -12729575.817676 + Penalty 2234.359253 = -12727341.458423 nChanged 302 SP:Iteration 88Q (2126.548887 sec): 3 clusters Score: Raw -12729602.298578 + Penalty 2234.359253 = -12727367.939324 nChanged 293 SP:Iteration 89Q (2126.736075 sec): 3 clusters Score: Raw -12729629.059691 + Penalty 2234.359253 = -12727394.700438 nChanged 267 SP:Iteration 90Q (2126.915259 sec): 3 clusters Score: Raw -12729653.536550 + Penalty 2234.359253 = -12727419.177297 nChanged 262 SP:Iteration 91Q (2127.098357 sec): 3 clusters Score: Raw -12729676.136697 + Penalty 2234.359253 = -12727441.777444 nChanged 258 SP:Iteration 92Q (2127.282778 sec): 3 clusters Score: Raw -12729698.360772 + Penalty 2234.359253 = -12727464.001519 nChanged 259 SP:Iteration 93Q (2127.463928 sec): 3 clusters Score: Raw -12729720.441194 + Penalty 2234.359253 = -12727486.081941 nChanged 233 SP:Iteration 94Q (2127.653074 sec): 3 clusters Score: Raw -12729739.035438 + Penalty 2234.359253 = -12727504.676185 nChanged 235 SP:Iteration 95Q (2127.828670 sec): 3 clusters Score: Raw -12729756.956862 + Penalty 2234.359253 = -12727522.597608 nChanged 206 SP:Iteration 96Q (2128.018702 sec): 3 clusters Score: Raw -12729771.917777 + Penalty 2234.359253 = -12727537.558524 nChanged 202 SP:Iteration 97Q (2128.196931 sec): 3 clusters Score: Raw -12729786.876172 + Penalty 2234.359253 = -12727552.516919 nChanged 226 SP:Iteration 98Q (2128.389589 sec): 3 clusters Score: Raw -12729804.424287 + Penalty 2234.359253 = -12727570.065034 nChanged 197 SP:Iteration 99Q (2128.571073 sec): 3 clusters Score: Raw -12729818.764158 + Penalty 2234.359253 = -12727584.404905 nChanged 194 SP:Iteration 100F (2128.767751 sec): 3 clusters Score: Raw -12729833.007286 + Penalty 2234.359253 = -12727598.648033 nChanged 205 SP:Iteration 101Q (2128.958638 sec): 3 clusters Score: Raw -12729848.134412 + Penalty 2234.359253 = -12727613.775159 nChanged 214 SP:Iteration 102Q (2129.134861 sec): 3 clusters Score: Raw -12729865.471112 + Penalty 2234.359253 = -12727631.111859 nChanged 213 SP:Iteration 103Q (2129.320174 sec): 3 clusters Score: Raw -12729882.370243 + Penalty 2234.359253 = -12727648.010990 nChanged 203 SP:Iteration 104Q (2129.511765 sec): 3 clusters Score: Raw -12729897.192068 + Penalty 2234.359253 = -12727662.832815 nChanged 189 SP:Iteration 105Q (2129.695781 sec): 3 clusters Score: Raw -12729911.664399 + Penalty 2234.359253 = -12727677.305146 nChanged 198 SP:Iteration 106Q (2129.877938 sec): 3 clusters Score: Raw -12729926.185700 + Penalty 2234.359253 = -12727691.826447 nChanged 188 SP:Iteration 107Q (2130.066688 sec): 3 clusters Score: Raw -12729940.163750 + Penalty 2234.359253 = -12727705.804497 nChanged 212 SP:Iteration 108Q (2130.253060 sec): 3 clusters Score: Raw -12729957.361269 + Penalty 2234.359253 = -12727723.002016 nChanged 199 SP:Iteration 109Q (2130.439749 sec): 3 clusters Score: Raw -12729973.821713 + Penalty 2234.359253 = -12727739.462460 nChanged 194 SP:Iteration 110Q (2130.618531 sec): 3 clusters Score: Raw -12729988.926796 + Penalty 2234.359253 = -12727754.567543 nChanged 183 SP:Iteration 111Q (2130.793602 sec): 3 clusters Score: Raw -12730003.879506 + Penalty 2234.359253 = -12727769.520253 nChanged 191 SP:Iteration 112Q (2130.976909 sec): 3 clusters Score: Raw -12730019.558467 + Penalty 2234.359253 = -12727785.199214 nChanged 209 SP:Iteration 113Q (2131.158090 sec): 3 clusters Score: Raw -12730038.557713 + Penalty 2234.359253 = -12727804.198460 nChanged 208 SP:Iteration 114Q (2131.346288 sec): 3 clusters Score: Raw -12730058.177211 + Penalty 2234.359253 = -12727823.817958 nChanged 228 SP:Iteration 115Q (2131.519314 sec): 3 clusters Score: Raw -12730079.518813 + Penalty 2234.359253 = -12727845.159559 nChanged 217 SP:Iteration 116Q (2131.694621 sec): 3 clusters Score: Raw -12730099.128429 + Penalty 2234.359253 = -12727864.769176 nChanged 208 SP:Iteration 117Q (2131.879026 sec): 3 clusters Score: Raw -12730117.280461 + Penalty 2234.359253 = -12727882.921208 nChanged 206 SP:Iteration 118Q (2132.061714 sec): 3 clusters Score: Raw -12730135.576526 + Penalty 2234.359253 = -12727901.217273 nChanged 204 SP:Iteration 119Q (2132.235175 sec): 3 clusters Score: Raw -12730152.508477 + Penalty 2234.359253 = -12727918.149224 nChanged 175 SP:Iteration 120F (2132.434114 sec): 3 clusters Score: Raw -12730166.046506 + Penalty 2234.359253 = -12727931.687253 nChanged 183 SP:Iteration 121Q (2132.609764 sec): 3 clusters Score: Raw -12730181.473731 + Penalty 2234.359253 = -12727947.114478 nChanged 173 SP:Iteration 122Q (2132.791277 sec): 3 clusters Score: Raw -12730195.601849 + Penalty 2234.359253 = -12727961.242596 nChanged 162 SP:Iteration 123Q (2132.975587 sec): 3 clusters Score: Raw -12730208.193865 + Penalty 2234.359253 = -12727973.834612 nChanged 160 SP:Iteration 124Q (2133.155534 sec): 3 clusters Score: Raw -12730220.396003 + Penalty 2234.359253 = -12727986.036750 nChanged 162 SP:Iteration 125Q (2133.348520 sec): 3 clusters Score: Raw -12730234.204149 + Penalty 2234.359253 = -12727999.844895 nChanged 153 SP:Iteration 126Q (2133.536795 sec): 3 clusters Score: Raw -12730245.491136 + Penalty 2234.359253 = -12728011.131883 nChanged 129 SP:Iteration 127Q (2133.723381 sec): 3 clusters Score: Raw -12730253.444641 + Penalty 2234.359253 = -12728019.085388 nChanged 114 SP:Iteration 128Q (2133.907070 sec): 3 clusters Score: Raw -12730260.480173 + Penalty 2234.359253 = -12728026.120920 nChanged 108 SP:Iteration 129Q (2134.082660 sec): 3 clusters Score: Raw -12730267.272470 + Penalty 2234.359253 = -12728032.913217 nChanged 100 SP:Iteration 130Q (2134.259055 sec): 3 clusters Score: Raw -12730273.115110 + Penalty 2234.359253 = -12728038.755857 nChanged 96 SP:Iteration 131Q (2134.435754 sec): 3 clusters Score: Raw -12730278.126002 + Penalty 2234.359253 = -12728043.766749 nChanged 70 SP:Iteration 132Q (2134.617085 sec): 3 clusters Score: Raw -12730280.969335 + Penalty 2234.359253 = -12728046.610082 nChanged 62 SP:Iteration 133Q (2134.796400 sec): 3 clusters Score: Raw -12730283.525837 + Penalty 2234.359253 = -12728049.166584 nChanged 67 SP:Iteration 134Q (2134.979212 sec): 3 clusters Score: Raw -12730286.587761 + Penalty 2234.359253 = -12728052.228507 nChanged 68 SP:Iteration 135Q (2135.152379 sec): 3 clusters Score: Raw -12730289.965829 + Penalty 2234.359253 = -12728055.606575 nChanged 60 SP:Iteration 136Q (2135.329257 sec): 3 clusters Score: Raw -12730292.482755 + Penalty 2234.359253 = -12728058.123502 nChanged 61 SP:Iteration 137Q (2135.505001 sec): 3 clusters Score: Raw -12730295.033767 + Penalty 2234.359253 = -12728060.674514 nChanged 51 SP:Iteration 138Q (2135.674650 sec): 3 clusters Score: Raw -12730297.067134 + Penalty 2234.359253 = -12728062.707881 nChanged 58 SP:Iteration 139Q (2135.840561 sec): 3 clusters Score: Raw -12730299.909668 + Penalty 2234.359253 = -12728065.550414 nChanged 64 SP:Iteration 140F (2136.044372 sec): 3 clusters Score: Raw -12730303.147768 + Penalty 2234.359253 = -12728068.788515 nChanged 56 SP:Iteration 141Q (2136.229177 sec): 3 clusters Score: Raw -12730306.226514 + Penalty 2234.359253 = -12728071.867261 nChanged 54 SP:Iteration 142Q (2136.404655 sec): 3 clusters Score: Raw -12730308.909644 + Penalty 2234.359253 = -12728074.550391 nChanged 53 SP:Iteration 143Q (2136.594934 sec): 3 clusters Score: Raw -12730311.531275 + Penalty 2234.359253 = -12728077.172021 nChanged 50 SP:Iteration 144Q (2136.792305 sec): 3 clusters Score: Raw -12730313.578163 + Penalty 2234.359253 = -12728079.218910 nChanged 49 SP:Iteration 145Q (2136.971789 sec): 3 clusters Score: Raw -12730315.634019 + Penalty 2234.359253 = -12728081.274766 nChanged 56 SP:Iteration 146Q (2137.151804 sec): 3 clusters Score: Raw -12730318.059161 + Penalty 2234.359253 = -12728083.699908 nChanged 56 SP:Iteration 147Q (2137.328065 sec): 3 clusters Score: Raw -12730320.591066 + Penalty 2234.359253 = -12728086.231812 nChanged 53 SP:Iteration 148Q (2137.502029 sec): 3 clusters Score: Raw -12730323.233947 + Penalty 2234.359253 = -12728088.874694 nChanged 46 SP:Iteration 149Q (2137.674396 sec): 3 clusters Score: Raw -12730325.372351 + Penalty 2234.359253 = -12728091.013098 nChanged 50 SP:Iteration 150Q (2137.843348 sec): 3 clusters Score: Raw -12730327.866457 + Penalty 2234.359253 = -12728093.507204 nChanged 60 SP:Iteration 151Q (2138.020382 sec): 3 clusters Score: Raw -12730331.346167 + Penalty 2234.359253 = -12728096.986914 nChanged 69 SP:Iteration 152Q (2138.217831 sec): 3 clusters Score: Raw -12730335.796074 + Penalty 2234.359253 = -12728101.436820 nChanged 72 SP:Iteration 153Q (2138.416565 sec): 3 clusters Score: Raw -12730339.764786 + Penalty 2234.359253 = -12728105.405533 nChanged 74 SP:Iteration 154Q (2138.608197 sec): 3 clusters Score: Raw -12730343.833889 + Penalty 2234.359253 = -12728109.474636 nChanged 66 SP:Iteration 155Q (2138.791745 sec): 3 clusters Score: Raw -12730346.901106 + Penalty 2234.359253 = -12728112.541853 nChanged 71 SP:Iteration 156Q (2138.969106 sec): 3 clusters Score: Raw -12730350.826135 + Penalty 2234.359253 = -12728116.466882 nChanged 76 SP:Iteration 157Q (2139.146167 sec): 3 clusters Score: Raw -12730355.319287 + Penalty 2234.359253 = -12728120.960034 nChanged 74 SP:Iteration 158Q (2139.322623 sec): 3 clusters Score: Raw -12730359.398117 + Penalty 2234.359253 = -12728125.038864 nChanged 74 SP:Iteration 159Q (2139.499948 sec): 3 clusters Score: Raw -12730363.719078 + Penalty 2234.359253 = -12728129.359825 nChanged 58 SP:Iteration 160F (2139.696515 sec): 3 clusters Score: Raw -12730366.739324 + Penalty 2234.359253 = -12728132.380071 nChanged 57 SP:Iteration 161Q (2139.871087 sec): 3 clusters Score: Raw -12730369.275097 + Penalty 2234.359253 = -12728134.915844 nChanged 50 SP:Iteration 162Q (2140.040808 sec): 3 clusters Score: Raw -12730371.569614 + Penalty 2234.359253 = -12728137.210361 nChanged 46 SP:Iteration 163Q (2140.227572 sec): 3 clusters Score: Raw -12730373.739358 + Penalty 2234.359253 = -12728139.380105 nChanged 33 SP:Iteration 164Q (2140.405258 sec): 3 clusters Score: Raw -12730374.820045 + Penalty 2234.359253 = -12728140.460791 nChanged 20 SP:Iteration 165Q (2140.581702 sec): 3 clusters Score: Raw -12730375.384736 + Penalty 2234.359253 = -12728141.025483 nChanged 21 SP:Iteration 166Q (2140.749826 sec): 3 clusters Score: Raw -12730375.965683 + Penalty 2234.359253 = -12728141.606430 nChanged 17 SP:Iteration 167Q (2140.929489 sec): 3 clusters Score: Raw -12730376.505580 + Penalty 2234.359253 = -12728142.146326 nChanged 16 SP:Iteration 168Q (2141.112351 sec): 3 clusters Score: Raw -12730376.960674 + Penalty 2234.359253 = -12728142.601421 nChanged 19 SP:Iteration 169Q (2141.288114 sec): 3 clusters Score: Raw -12730377.571696 + Penalty 2234.359253 = -12728143.212443 nChanged 16 SP:Iteration 170Q (2141.457433 sec): 3 clusters Score: Raw -12730378.025901 + Penalty 2234.359253 = -12728143.666648 nChanged 23 SP:Iteration 171Q (2141.633814 sec): 3 clusters Score: Raw -12730378.726549 + Penalty 2234.359253 = -12728144.367296 nChanged 21 SP:Iteration 172Q (2141.811074 sec): 3 clusters Score: Raw -12730379.410151 + Penalty 2234.359253 = -12728145.050898 nChanged 26 SP:Iteration 173Q (2141.987219 sec): 3 clusters Score: Raw -12730380.124065 + Penalty 2234.359253 = -12728145.764812 nChanged 21 SP:Iteration 174Q (2142.162922 sec): 3 clusters Score: Raw -12730380.823720 + Penalty 2234.359253 = -12728146.464467 nChanged 24 SP:Iteration 175Q (2142.333994 sec): 3 clusters Score: Raw -12730381.466839 + Penalty 2234.359253 = -12728147.107586 nChanged 19 SP:Iteration 176Q (2142.499874 sec): 3 clusters Score: Raw -12730381.975183 + Penalty 2234.359253 = -12728147.615929 nChanged 19 SP:Iteration 177Q (2142.671868 sec): 3 clusters Score: Raw -12730382.394071 + Penalty 2234.359253 = -12728148.034818 nChanged 14 SP:Iteration 178Q (2142.838738 sec): 3 clusters Score: Raw -12730382.852377 + Penalty 2234.359253 = -12728148.493124 nChanged 17 SP:Iteration 179Q (2143.010156 sec): 3 clusters Score: Raw -12730383.343507 + Penalty 2234.359253 = -12728148.984254 nChanged 16 SP:Iteration 180F (2143.193002 sec): 3 clusters Score: Raw -12730383.753464 + Penalty 2234.359253 = -12728149.394211 nChanged 15 SP:Iteration 181Q (2143.369322 sec): 3 clusters Score: Raw -12730384.187689 + Penalty 2234.359253 = -12728149.828436 nChanged 16 SP:Iteration 182Q (2143.532394 sec): 3 clusters Score: Raw -12730384.578014 + Penalty 2234.359253 = -12728150.218761 nChanged 22 SP:Iteration 183Q (2143.710710 sec): 3 clusters Score: Raw -12730385.115890 + Penalty 2234.359253 = -12728150.756637 nChanged 16 SP:Iteration 184Q (2143.880603 sec): 3 clusters Score: Raw -12730385.465202 + Penalty 2234.359253 = -12728151.105948 nChanged 11 SP:Iteration 185Q (2144.048729 sec): 3 clusters Score: Raw -12730385.698216 + Penalty 2234.359253 = -12728151.338962 nChanged 15 SP:Iteration 186Q (2144.208196 sec): 3 clusters Score: Raw -12730386.139233 + Penalty 2234.359253 = -12728151.779980 nChanged 17 SP:Iteration 187Q (2144.373343 sec): 3 clusters Score: Raw -12730386.562730 + Penalty 2234.359253 = -12728152.203477 nChanged 19 SP:Iteration 188Q (2144.549418 sec): 3 clusters Score: Raw -12730387.014305 + Penalty 2234.359253 = -12728152.655051 nChanged 18 SP:Iteration 189Q (2144.727964 sec): 3 clusters Score: Raw -12730387.576377 + Penalty 2234.359253 = -12728153.217124 nChanged 21 SP:Iteration 190Q (2144.903390 sec): 3 clusters Score: Raw -12730388.121496 + Penalty 2234.359253 = -12728153.762243 nChanged 17 SP:Iteration 191Q (2145.072381 sec): 3 clusters Score: Raw -12730388.559890 + Penalty 2234.359253 = -12728154.200637 nChanged 16 SP:Iteration 192Q (2145.250814 sec): 3 clusters Score: Raw -12730388.933575 + Penalty 2234.359253 = -12728154.574322 nChanged 18 SP:Iteration 193Q (2145.426726 sec): 3 clusters Score: Raw -12730389.326941 + Penalty 2234.359253 = -12728154.967688 nChanged 15 SP:Iteration 194Q (2145.591481 sec): 3 clusters Score: Raw -12730389.774512 + Penalty 2234.359253 = -12728155.415259 nChanged 16 SP:Iteration 195Q (2145.757208 sec): 3 clusters Score: Raw -12730390.121858 + Penalty 2234.359253 = -12728155.762605 nChanged 11 SP:Iteration 196Q (2145.929219 sec): 3 clusters Score: Raw -12730390.386771 + Penalty 2234.359253 = -12728156.027518 nChanged 14 SP:Iteration 197Q (2146.106920 sec): 3 clusters Score: Raw -12730391.054718 + Penalty 2234.359253 = -12728156.695464 nChanged 18 SP:Iteration 198Q (2146.279364 sec): 3 clusters Score: Raw -12730391.809729 + Penalty 2234.359253 = -12728157.450476 nChanged 26 SP:Iteration 199Q (2146.447096 sec): 3 clusters Score: Raw -12730392.782122 + Penalty 2234.359253 = -12728158.422869 nChanged 27 SP:Iteration 200F (2146.640195 sec): 3 clusters Score: Raw -12730393.627791 + Penalty 2234.359253 = -12728159.268538 nChanged 20 SP:Iteration 201Q (2146.820493 sec): 3 clusters Score: Raw -12730394.216807 + Penalty 2234.359253 = -12728159.857554 nChanged 21 SP:Iteration 202Q (2146.992776 sec): 3 clusters Score: Raw -12730394.941857 + Penalty 2234.359253 = -12728160.582604 nChanged 20 SP:Iteration 203Q (2147.161730 sec): 3 clusters Score: Raw -12730395.648835 + Penalty 2234.359253 = -12728161.289582 nChanged 25 SP:Iteration 204Q (2147.331970 sec): 3 clusters Score: Raw -12730396.667945 + Penalty 2234.359253 = -12728162.308692 nChanged 29 SP:Iteration 205Q (2147.503092 sec): 3 clusters Score: Raw -12730397.759198 + Penalty 2234.359253 = -12728163.399945 nChanged 30 SP:Iteration 206Q (2147.681487 sec): 3 clusters Score: Raw -12730399.186348 + Penalty 2234.359253 = -12728164.827095 nChanged 33 SP:Iteration 207Q (2147.860385 sec): 3 clusters Score: Raw -12730400.378982 + Penalty 2234.359253 = -12728166.019729 nChanged 37 SP:Iteration 208Q (2148.029783 sec): 3 clusters Score: Raw -12730401.817691 + Penalty 2234.359253 = -12728167.458438 nChanged 31 SP:Iteration 209Q (2148.203247 sec): 3 clusters Score: Raw -12730403.213347 + Penalty 2234.359253 = -12728168.854094 nChanged 33 SP:Iteration 210Q (2148.371568 sec): 3 clusters Score: Raw -12730404.507617 + Penalty 2234.359253 = -12728170.148364 nChanged 35 SP:Iteration 211Q (2148.546637 sec): 3 clusters Score: Raw -12730406.115376 + Penalty 2234.359253 = -12728171.756123 nChanged 41 SP:Iteration 212Q (2148.725483 sec): 3 clusters Score: Raw -12730408.008614 + Penalty 2234.359253 = -12728173.649361 nChanged 43 SP:Iteration 213Q (2148.889600 sec): 3 clusters Score: Raw -12730410.093883 + Penalty 2234.359253 = -12728175.734630 nChanged 56 SP:Iteration 214Q (2149.072132 sec): 3 clusters Score: Raw -12730413.234901 + Penalty 2234.359253 = -12728178.875648 nChanged 52 SP:Iteration 215Q (2149.250484 sec): 3 clusters Score: Raw -12730416.456678 + Penalty 2234.359253 = -12728182.097425 nChanged 51 SP:Iteration 216Q (2149.432178 sec): 3 clusters Score: Raw -12730419.427913 + Penalty 2234.359253 = -12728185.068660 nChanged 48 SP:Iteration 217Q (2149.613084 sec): 3 clusters Score: Raw -12730422.306063 + Penalty 2234.359253 = -12728187.946810 nChanged 49 SP:Iteration 218Q (2149.792136 sec): 3 clusters Score: Raw -12730424.695914 + Penalty 2234.359253 = -12728190.336660 nChanged 46 SP:Iteration 219Q (2149.959502 sec): 3 clusters Score: Raw -12730426.704438 + Penalty 2234.359253 = -12728192.345185 nChanged 35 SP:Iteration 220F (2150.150232 sec): 3 clusters Score: Raw -12730428.403815 + Penalty 2234.359253 = -12728194.044562 nChanged 47 SP:Iteration 221Q (2150.321627 sec): 3 clusters Score: Raw -12730430.526380 + Penalty 2234.359253 = -12728196.167127 nChanged 41 SP:Iteration 222Q (2150.497663 sec): 3 clusters Score: Raw -12730432.680158 + Penalty 2234.359253 = -12728198.320905 nChanged 46 SP:Iteration 223Q (2150.667991 sec): 3 clusters Score: Raw -12730435.097992 + Penalty 2234.359253 = -12728200.738739 nChanged 39 SP:Iteration 224Q (2150.852388 sec): 3 clusters Score: Raw -12730437.103868 + Penalty 2234.359253 = -12728202.744615 nChanged 38 SP:Iteration 225Q (2151.027521 sec): 3 clusters Score: Raw -12730439.196271 + Penalty 2234.359253 = -12728204.837018 nChanged 48 SP:Iteration 226Q (2151.205750 sec): 3 clusters Score: Raw -12730441.540257 + Penalty 2234.359253 = -12728207.181004 nChanged 38 SP:Iteration 227Q (2151.386306 sec): 3 clusters Score: Raw -12730443.224832 + Penalty 2234.359253 = -12728208.865579 nChanged 36 SP:Iteration 228Q (2151.569524 sec): 3 clusters Score: Raw -12730444.519030 + Penalty 2234.359253 = -12728210.159777 nChanged 34 SP:Iteration 229Q (2151.749849 sec): 3 clusters Score: Raw -12730445.750679 + Penalty 2234.359253 = -12728211.391426 nChanged 27 SP:Iteration 230Q (2151.919050 sec): 3 clusters Score: Raw -12730446.756883 + Penalty 2234.359253 = -12728212.397630 nChanged 33 SP:Iteration 231Q (2152.092509 sec): 3 clusters Score: Raw -12730447.854437 + Penalty 2234.359253 = -12728213.495184 nChanged 27 SP:Iteration 232Q (2152.273655 sec): 3 clusters Score: Raw -12730448.747194 + Penalty 2234.359253 = -12728214.387941 nChanged 20 SP:Iteration 233Q (2152.465517 sec): 3 clusters Score: Raw -12730449.382777 + Penalty 2234.359253 = -12728215.023523 nChanged 18 SP:Iteration 234Q (2152.655302 sec): 3 clusters Score: Raw -12730450.099824 + Penalty 2234.359253 = -12728215.740570 nChanged 18 SP:Iteration 235Q (2152.843223 sec): 3 clusters Score: Raw -12730450.833353 + Penalty 2234.359253 = -12728216.474100 nChanged 25 SP:Iteration 236Q (2153.018469 sec): 3 clusters Score: Raw -12730451.617663 + Penalty 2234.359253 = -12728217.258410 nChanged 22 SP:Iteration 237Q (2153.200827 sec): 3 clusters Score: Raw -12730452.457877 + Penalty 2234.359253 = -12728218.098624 nChanged 23 SP:Iteration 238Q (2153.373553 sec): 3 clusters Score: Raw -12730453.243244 + Penalty 2234.359253 = -12728218.883991 nChanged 23 SP:Iteration 239Q (2153.554967 sec): 3 clusters Score: Raw -12730454.187416 + Penalty 2234.359253 = -12728219.828162 nChanged 27 SP:Iteration 240F (2153.757073 sec): 3 clusters Score: Raw -12730455.379915 + Penalty 2234.359253 = -12728221.020662 nChanged 29 SP:Iteration 241Q (2153.932166 sec): 3 clusters Score: Raw -12730456.887952 + Penalty 2234.359253 = -12728222.528699 nChanged 30 SP:Iteration 242Q (2154.104346 sec): 3 clusters Score: Raw -12730458.153646 + Penalty 2234.359253 = -12728223.794393 nChanged 30 SP:Iteration 243Q (2154.279700 sec): 3 clusters Score: Raw -12730459.246573 + Penalty 2234.359253 = -12728224.887319 nChanged 25 SP:Iteration 244Q (2154.459137 sec): 3 clusters Score: Raw -12730460.245872 + Penalty 2234.359253 = -12728225.886619 nChanged 22 SP:Iteration 245Q (2154.641601 sec): 3 clusters Score: Raw -12730460.999573 + Penalty 2234.359253 = -12728226.640320 nChanged 20 SP:Iteration 246Q (2154.811373 sec): 3 clusters Score: Raw -12730461.735479 + Penalty 2234.359253 = -12728227.376226 nChanged 20 SP:Iteration 247Q (2154.991285 sec): 3 clusters Score: Raw -12730462.508541 + Penalty 2234.359253 = -12728228.149288 nChanged 23 SP:Iteration 248Q (2155.156192 sec): 3 clusters Score: Raw -12730463.375540 + Penalty 2234.359253 = -12728229.016287 nChanged 23 SP:Iteration 249Q (2155.336565 sec): 3 clusters Score: Raw -12730464.117118 + Penalty 2234.359253 = -12728229.757864 nChanged 20 SP:Iteration 250Q (2155.513809 sec): 3 clusters Score: Raw -12730464.641544 + Penalty 2234.359253 = -12728230.282291 nChanged 21 SP:Iteration 251Q (2155.677531 sec): 3 clusters Score: Raw -12730465.363753 + Penalty 2234.359253 = -12728231.004500 nChanged 25 SP:Iteration 252Q (2155.839988 sec): 3 clusters Score: Raw -12730466.090437 + Penalty 2234.359253 = -12728231.731184 nChanged 27 SP:Iteration 253Q (2156.012085 sec): 3 clusters Score: Raw -12730466.980340 + Penalty 2234.359253 = -12728232.621087 nChanged 24 SP:Iteration 254Q (2156.187015 sec): 3 clusters Score: Raw -12730467.716037 + Penalty 2234.359253 = -12728233.356784 nChanged 17 SP:Iteration 255Q (2156.367062 sec): 3 clusters Score: Raw -12730468.177365 + Penalty 2234.359253 = -12728233.818112 nChanged 14 SP:Iteration 256Q (2156.538187 sec): 3 clusters Score: Raw -12730468.674984 + Penalty 2234.359253 = -12728234.315731 nChanged 17 SP:Iteration 257Q (2156.710492 sec): 3 clusters Score: Raw -12730469.378449 + Penalty 2234.359253 = -12728235.019196 nChanged 20 SP:Iteration 258Q (2156.889303 sec): 3 clusters Score: Raw -12730470.102681 + Penalty 2234.359253 = -12728235.743428 nChanged 20 SP:Iteration 259Q (2157.072573 sec): 3 clusters Score: Raw -12730470.758053 + Penalty 2234.359253 = -12728236.398800 nChanged 21 SP:Iteration 260F (2157.257341 sec): 3 clusters Score: Raw -12730471.557978 + Penalty 2234.359253 = -12728237.198725 nChanged 18 SP:Iteration 261Q (2157.423604 sec): 3 clusters Score: Raw -12730472.266861 + Penalty 2234.359253 = -12728237.907608 nChanged 21 SP:Iteration 262Q (2157.594508 sec): 3 clusters Score: Raw -12730473.224394 + Penalty 2234.359253 = -12728238.865141 nChanged 30 SP:Iteration 263Q (2157.757806 sec): 3 clusters Score: Raw -12730474.755857 + Penalty 2234.359253 = -12728240.396604 nChanged 35 SP:Iteration 264Q (2157.937480 sec): 3 clusters Score: Raw -12730476.644601 + Penalty 2234.359253 = -12728242.285348 nChanged 44 SP:Iteration 265Q (2158.113382 sec): 3 clusters Score: Raw -12730478.517052 + Penalty 2234.359253 = -12728244.157799 nChanged 36 SP:Iteration 266Q (2158.300520 sec): 3 clusters Score: Raw -12730480.011044 + Penalty 2234.359253 = -12728245.651791 nChanged 23 SP:Iteration 267Q (2158.467484 sec): 3 clusters Score: Raw -12730480.769338 + Penalty 2234.359253 = -12728246.410085 nChanged 21 SP:Iteration 268Q (2158.651776 sec): 3 clusters Score: Raw -12730481.431168 + Penalty 2234.359253 = -12728247.071915 nChanged 17 SP:Iteration 269Q (2158.834674 sec): 3 clusters Score: Raw -12730482.064767 + Penalty 2234.359253 = -12728247.705514 nChanged 16 SP:Iteration 270Q (2158.993373 sec): 3 clusters Score: Raw -12730482.478942 + Penalty 2234.359253 = -12728248.119689 nChanged 17 SP:Iteration 271Q (2159.161121 sec): 3 clusters Score: Raw -12730483.186132 + Penalty 2234.359253 = -12728248.826879 nChanged 13 SP:Iteration 272Q (2159.347858 sec): 3 clusters Score: Raw -12730483.700742 + Penalty 2234.359253 = -12728249.341489 nChanged 16 SP:Iteration 273Q (2159.512419 sec): 3 clusters Score: Raw -12730484.213273 + Penalty 2234.359253 = -12728249.854020 nChanged 14 SP:Iteration 274Q (2159.683056 sec): 3 clusters Score: Raw -12730484.551848 + Penalty 2234.359253 = -12728250.192595 nChanged 10 SP:Iteration 275Q (2159.847585 sec): 3 clusters Score: Raw -12730484.766534 + Penalty 2234.359253 = -12728250.407280 nChanged 9 SP:Iteration 276Q (2160.024872 sec): 3 clusters Score: Raw -12730484.990877 + Penalty 2234.359253 = -12728250.631624 nChanged 9 SP:Iteration 277Q (2160.204335 sec): 3 clusters Score: Raw -12730485.293805 + Penalty 2234.359253 = -12728250.934552 nChanged 8 SP:Iteration 278Q (2160.382438 sec): 3 clusters Score: Raw -12730485.489366 + Penalty 2234.359253 = -12728251.130112 nChanged 7 SP:Iteration 279Q (2160.555295 sec): 3 clusters Score: Raw -12730485.676428 + Penalty 2234.359253 = -12728251.317175 nChanged 7 SP:Iteration 280F (2160.747300 sec): 3 clusters Score: Raw -12730485.887675 + Penalty 2234.359253 = -12728251.528422 nChanged 7 SP:Iteration 281Q (2160.920079 sec): 3 clusters Score: Raw -12730486.118709 + Penalty 2234.359253 = -12728251.759456 nChanged 10 SP:Iteration 282Q (2161.091589 sec): 3 clusters Score: Raw -12730486.415877 + Penalty 2234.359253 = -12728252.056624 nChanged 7 SP:Iteration 283Q (2161.266752 sec): 3 clusters Score: Raw -12730486.540853 + Penalty 2234.359253 = -12728252.181600 nChanged 3 SP:Iteration 284Q (2161.437522 sec): 3 clusters Score: Raw -12730486.606044 + Penalty 2234.359253 = -12728252.246791 nChanged 2 SP:Iteration 285Q (2161.621296 sec): 3 clusters Score: Raw -12730486.646067 + Penalty 2234.359253 = -12728252.286814 nChanged 1 SP:Iteration 286Q (2161.794818 sec): 3 clusters Score: Raw -12730486.684341 + Penalty 2234.359253 = -12728252.325088 nChanged 4 SP:Iteration 287Q (2161.966493 sec): 3 clusters Score: Raw -12730486.788117 + Penalty 2234.359253 = -12728252.428863 nChanged 6 SP:Iteration 288Q (2162.139817 sec): 3 clusters Score: Raw -12730486.998432 + Penalty 2234.359253 = -12728252.639179 nChanged 5 SP:Iteration 289Q (2162.308693 sec): 3 clusters Score: Raw -12730487.304657 + Penalty 2234.359253 = -12728252.945403 nChanged 11 SP:Iteration 290Q (2162.467871 sec): 3 clusters Score: Raw -12730487.791679 + Penalty 2234.359253 = -12728253.432426 nChanged 19 SP:Iteration 291Q (2162.630414 sec): 3 clusters Score: Raw -12730488.443266 + Penalty 2234.359253 = -12728254.084013 nChanged 16 SP:Iteration 292Q (2162.804479 sec): 3 clusters Score: Raw -12730488.987140 + Penalty 2234.359253 = -12728254.627887 nChanged 11 SP:Iteration 293Q (2162.987145 sec): 3 clusters Score: Raw -12730489.316696 + Penalty 2234.359253 = -12728254.957443 nChanged 10 SP:Iteration 294Q (2163.158671 sec): 3 clusters Score: Raw -12730489.547569 + Penalty 2234.359253 = -12728255.188316 nChanged 10 SP:Iteration 295Q (2163.334835 sec): 3 clusters Score: Raw -12730489.810994 + Penalty 2234.359253 = -12728255.451741 nChanged 13 SP:Iteration 296Q (2163.514145 sec): 3 clusters Score: Raw -12730490.253455 + Penalty 2234.359253 = -12728255.894202 nChanged 14 SP:Iteration 297Q (2163.698522 sec): 3 clusters Score: Raw -12730490.774829 + Penalty 2234.359253 = -12728256.415575 nChanged 11 SP:Iteration 298Q (2163.873491 sec): 3 clusters Score: Raw -12730491.250963 + Penalty 2234.359253 = -12728256.891710 nChanged 19 SP:Iteration 299Q (2164.054057 sec): 3 clusters Score: Raw -12730491.866262 + Penalty 2234.359253 = -12728257.507009 nChanged 17 SP:Iteration 300F (2164.247758 sec): 3 clusters Score: Raw -12730492.434887 + Penalty 2234.359253 = -12728258.075633 nChanged 20 SP:Iteration 301Q (2164.413447 sec): 3 clusters Score: Raw -12730493.281851 + Penalty 2234.359253 = -12728258.922598 nChanged 22 SP:Iteration 302Q (2164.580537 sec): 3 clusters Score: Raw -12730494.217255 + Penalty 2234.359253 = -12728259.858002 nChanged 17 SP:Iteration 303Q (2164.758631 sec): 3 clusters Score: Raw -12730494.784258 + Penalty 2234.359253 = -12728260.425005 nChanged 17 SP:Iteration 304Q (2164.931899 sec): 3 clusters Score: Raw -12730495.428798 + Penalty 2234.359253 = -12728261.069544 nChanged 16 SP:Iteration 305Q (2165.106719 sec): 3 clusters Score: Raw -12730496.032532 + Penalty 2234.359253 = -12728261.673279 nChanged 14 SP:Iteration 306Q (2165.271189 sec): 3 clusters Score: Raw -12730496.482272 + Penalty 2234.359253 = -12728262.123019 nChanged 18 SP:Iteration 307Q (2165.436445 sec): 3 clusters Score: Raw -12730496.972578 + Penalty 2234.359253 = -12728262.613325 nChanged 13 SP:Iteration 308Q (2165.612058 sec): 3 clusters Score: Raw -12730497.364720 + Penalty 2234.359253 = -12728263.005467 nChanged 6 SP:Iteration 309Q (2165.784393 sec): 3 clusters Score: Raw -12730497.550520 + Penalty 2234.359253 = -12728263.191267 nChanged 14 SP:Iteration 310Q (2165.957396 sec): 3 clusters Score: Raw -12730497.985369 + Penalty 2234.359253 = -12728263.626116 nChanged 12 SP:Iteration 311Q (2166.126834 sec): 3 clusters Score: Raw -12730498.402229 + Penalty 2234.359253 = -12728264.042976 nChanged 17 SP:Iteration 312Q (2166.308724 sec): 3 clusters Score: Raw -12730498.992537 + Penalty 2234.359253 = -12728264.633284 nChanged 17 SP:Iteration 313Q (2166.478175 sec): 3 clusters Score: Raw -12730499.733228 + Penalty 2234.359253 = -12728265.373975 nChanged 9 SP:Iteration 314Q (2166.647891 sec): 3 clusters Score: Raw -12730499.927234 + Penalty 2234.359253 = -12728265.567981 nChanged 7 SP:Iteration 315Q (2166.824547 sec): 3 clusters Score: Raw -12730500.126967 + Penalty 2234.359253 = -12728265.767714 nChanged 9 SP:Iteration 316Q (2166.996715 sec): 3 clusters Score: Raw -12730500.419701 + Penalty 2234.359253 = -12728266.060448 nChanged 8 SP:Iteration 317Q (2167.169071 sec): 3 clusters Score: Raw -12730500.602753 + Penalty 2234.359253 = -12728266.243500 nChanged 5 SP:Iteration 318Q (2167.344711 sec): 3 clusters Score: Raw -12730500.717249 + Penalty 2234.359253 = -12728266.357996 nChanged 5 SP:Iteration 319Q (2167.518866 sec): 3 clusters Score: Raw -12730500.872544 + Penalty 2234.359253 = -12728266.513291 nChanged 2 SP:Iteration 320F (2167.720323 sec): 3 clusters Score: Raw -12730500.921922 + Penalty 2234.359253 = -12728266.562669 nChanged 1 SP:Iteration 321Q (2167.893991 sec): 3 clusters Score: Raw -12730500.963815 + Penalty 2234.359253 = -12728266.604562 nChanged 0 SP:Iteration 322F (2168.093967 sec): 3 clusters Score: Raw -12730500.963815 + Penalty 2234.359253 = -12728266.604562 nChanged 0 Trying to split cluster 4 (140867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2168.254106 sec): 2 clusters Score: Raw -13717098.703514 + Penalty 1126.279289 = -13715972.424225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2168.473667 sec): 3 clusters Score: Raw -13623498.206782 + Penalty 2252.558578 = -13621245.648205 nChanged 68503 SP:Iteration 1F (2168.686557 sec): 3 clusters Score: Raw -13664988.705754 + Penalty 2252.558578 = -13662736.147176 nChanged 6507 SP:Iteration 2Q (2168.916953 sec): 3 clusters Score: Raw -13667445.162036 + Penalty 2252.558578 = -13665192.603458 nChanged 7408 SP:Iteration 3F (2169.137116 sec): 3 clusters Score: Raw -13670870.444707 + Penalty 2252.558578 = -13668617.886129 nChanged 8513 SP:Iteration 4F (2169.346957 sec): 3 clusters Score: Raw -13675658.793054 + Penalty 2252.558578 = -13673406.234476 nChanged 9244 SP:Iteration 5F (2169.540673 sec): 3 clusters Score: Raw -13681810.475697 + Penalty 2252.558578 = -13679557.917120 nChanged 9233 SP:Iteration 6F (2169.748498 sec): 3 clusters Score: Raw -13688906.967847 + Penalty 2252.558578 = -13686654.409269 nChanged 8255 SP:Iteration 7F (2169.967201 sec): 3 clusters Score: Raw -13695799.680284 + Penalty 2252.558578 = -13693547.121706 nChanged 6845 SP:Iteration 8Q (2170.193058 sec): 3 clusters Score: Raw -13701491.014636 + Penalty 2252.558578 = -13699238.456058 nChanged 5158 SP:Iteration 9Q (2170.409844 sec): 3 clusters Score: Raw -13705051.754899 + Penalty 2252.558578 = -13702799.196322 nChanged 3764 SP:Iteration 10Q (2170.623333 sec): 3 clusters Score: Raw -13707447.022510 + Penalty 2252.558578 = -13705194.463932 nChanged 3185 SP:Iteration 11Q (2170.804632 sec): 3 clusters Score: Raw -13709400.847091 + Penalty 2252.558578 = -13707148.288513 nChanged 2870 SP:Iteration 12Q (2171.017422 sec): 3 clusters Score: Raw -13711177.202782 + Penalty 2252.558578 = -13708924.644204 nChanged 2502 SP:Iteration 13Q (2171.225636 sec): 3 clusters Score: Raw -13712800.819270 + Penalty 2252.558578 = -13710548.260692 nChanged 2142 SP:Iteration 14Q (2171.416635 sec): 3 clusters Score: Raw -13714194.752228 + Penalty 2252.558578 = -13711942.193650 nChanged 1792 SP:Iteration 15Q (2171.624189 sec): 3 clusters Score: Raw -13715269.158184 + Penalty 2252.558578 = -13713016.599606 nChanged 1448 SP:Iteration 16Q (2171.826553 sec): 3 clusters Score: Raw -13716052.279903 + Penalty 2252.558578 = -13713799.721325 nChanged 1227 SP:Iteration 17Q (2172.022415 sec): 3 clusters Score: Raw -13716638.096575 + Penalty 2252.558578 = -13714385.537997 nChanged 993 SP:Iteration 18Q (2172.216092 sec): 3 clusters Score: Raw -13717032.504875 + Penalty 2252.558578 = -13714779.946297 nChanged 829 SP:Iteration 19Q (2172.419360 sec): 3 clusters Score: Raw -13717307.052518 + Penalty 2252.558578 = -13715054.493940 nChanged 694 SP:Iteration 20F (2172.644897 sec): 3 clusters Score: Raw -13717513.409135 + Penalty 2252.558578 = -13715260.850557 nChanged 578 SP:Iteration 21Q (2172.840232 sec): 3 clusters Score: Raw -13717662.322423 + Penalty 2252.558578 = -13715409.763845 nChanged 464 SP:Iteration 22Q (2173.026774 sec): 3 clusters Score: Raw -13717769.870487 + Penalty 2252.558578 = -13715517.311909 nChanged 387 SP:Iteration 23Q (2173.205797 sec): 3 clusters Score: Raw -13717848.803275 + Penalty 2252.558578 = -13715596.244697 nChanged 321 SP:Iteration 24Q (2173.392833 sec): 3 clusters Score: Raw -13717912.274281 + Penalty 2252.558578 = -13715659.715704 nChanged 268 SP:Iteration 25Q (2173.578178 sec): 3 clusters Score: Raw -13717959.280588 + Penalty 2252.558578 = -13715706.722010 nChanged 245 SP:Iteration 26Q (2173.773818 sec): 3 clusters Score: Raw -13717997.420671 + Penalty 2252.558578 = -13715744.862094 nChanged 212 SP:Iteration 27Q (2173.961617 sec): 3 clusters Score: Raw -13718027.029526 + Penalty 2252.558578 = -13715774.470948 nChanged 184 SP:Iteration 28Q (2174.148049 sec): 3 clusters Score: Raw -13718054.183743 + Penalty 2252.558578 = -13715801.625165 nChanged 169 SP:Iteration 29Q (2174.342533 sec): 3 clusters Score: Raw -13718074.222741 + Penalty 2252.558578 = -13715821.664163 nChanged 143 SP:Iteration 30Q (2174.538351 sec): 3 clusters Score: Raw -13718090.723770 + Penalty 2252.558578 = -13715838.165193 nChanged 126 SP:Iteration 31Q (2174.731944 sec): 3 clusters Score: Raw -13718104.246127 + Penalty 2252.558578 = -13715851.687549 nChanged 128 SP:Iteration 32Q (2174.927856 sec): 3 clusters Score: Raw -13718115.936581 + Penalty 2252.558578 = -13715863.378003 nChanged 101 SP:Iteration 33Q (2175.121520 sec): 3 clusters Score: Raw -13718124.587596 + Penalty 2252.558578 = -13715872.029019 nChanged 79 SP:Iteration 34Q (2175.317153 sec): 3 clusters Score: Raw -13718130.837867 + Penalty 2252.558578 = -13715878.279290 nChanged 71 SP:Iteration 35Q (2175.500452 sec): 3 clusters Score: Raw -13718136.460485 + Penalty 2252.558578 = -13715883.901908 nChanged 56 SP:Iteration 36Q (2175.683194 sec): 3 clusters Score: Raw -13718139.912715 + Penalty 2252.558578 = -13715887.354137 nChanged 44 SP:Iteration 37Q (2175.872914 sec): 3 clusters Score: Raw -13718142.427300 + Penalty 2252.558578 = -13715889.868722 nChanged 28 SP:Iteration 38Q (2176.070677 sec): 3 clusters Score: Raw -13718143.572008 + Penalty 2252.558578 = -13715891.013430 nChanged 25 SP:Iteration 39Q (2176.263122 sec): 3 clusters Score: Raw -13718144.698055 + Penalty 2252.558578 = -13715892.139477 nChanged 23 SP:Iteration 40F (2176.479040 sec): 3 clusters Score: Raw -13718145.635609 + Penalty 2252.558578 = -13715893.077032 nChanged 24 SP:Iteration 41Q (2176.678307 sec): 3 clusters Score: Raw -13718146.945662 + Penalty 2252.558578 = -13715894.387085 nChanged 30 SP:Iteration 42Q (2176.865306 sec): 3 clusters Score: Raw -13718148.829275 + Penalty 2252.558578 = -13715896.270698 nChanged 27 SP:Iteration 43Q (2177.053209 sec): 3 clusters Score: Raw -13718150.523780 + Penalty 2252.558578 = -13715897.965202 nChanged 27 SP:Iteration 44Q (2177.238912 sec): 3 clusters Score: Raw -13718152.237240 + Penalty 2252.558578 = -13715899.678662 nChanged 25 SP:Iteration 45Q (2177.423257 sec): 3 clusters Score: Raw -13718153.345486 + Penalty 2252.558578 = -13715900.786908 nChanged 19 SP:Iteration 46Q (2177.599143 sec): 3 clusters Score: Raw -13718154.050786 + Penalty 2252.558578 = -13715901.492209 nChanged 7 SP:Iteration 47Q (2177.796492 sec): 3 clusters Score: Raw -13718154.224977 + Penalty 2252.558578 = -13715901.666400 nChanged 6 SP:Iteration 48Q (2178.002786 sec): 3 clusters Score: Raw -13718154.343055 + Penalty 2252.558578 = -13715901.784478 nChanged 4 SP:Iteration 49Q (2178.201464 sec): 3 clusters Score: Raw -13718154.489164 + Penalty 2252.558578 = -13715901.930586 nChanged 6 SP:Iteration 50Q (2178.388802 sec): 3 clusters Score: Raw -13718154.731458 + Penalty 2252.558578 = -13715902.172880 nChanged 7 SP:Iteration 51Q (2178.588178 sec): 3 clusters Score: Raw -13718155.199318 + Penalty 2252.558578 = -13715902.640741 nChanged 12 SP:Iteration 52Q (2178.771122 sec): 3 clusters Score: Raw -13718155.703135 + Penalty 2252.558578 = -13715903.144558 nChanged 9 SP:Iteration 53Q (2178.957846 sec): 3 clusters Score: Raw -13718156.032625 + Penalty 2252.558578 = -13715903.474047 nChanged 10 SP:Iteration 54Q (2179.157361 sec): 3 clusters Score: Raw -13718156.499405 + Penalty 2252.558578 = -13715903.940827 nChanged 7 SP:Iteration 55Q (2179.343425 sec): 3 clusters Score: Raw -13718156.774159 + Penalty 2252.558578 = -13715904.215581 nChanged 11 SP:Iteration 56Q (2179.527582 sec): 3 clusters Score: Raw -13718157.217469 + Penalty 2252.558578 = -13715904.658891 nChanged 12 SP:Iteration 57Q (2179.695246 sec): 3 clusters Score: Raw -13718157.701299 + Penalty 2252.558578 = -13715905.142721 nChanged 16 SP:Iteration 58Q (2179.886605 sec): 3 clusters Score: Raw -13718158.736678 + Penalty 2252.558578 = -13715906.178100 nChanged 23 SP:Iteration 59Q (2180.081904 sec): 3 clusters Score: Raw -13718160.615218 + Penalty 2252.558578 = -13715908.056640 nChanged 33 SP:Iteration 60F (2180.291011 sec): 3 clusters Score: Raw -13718163.576258 + Penalty 2252.558578 = -13715911.017680 nChanged 41 SP:Iteration 61Q (2180.484571 sec): 3 clusters Score: Raw -13718167.010191 + Penalty 2252.558578 = -13715914.451613 nChanged 38 SP:Iteration 62Q (2180.678385 sec): 3 clusters Score: Raw -13718169.853391 + Penalty 2252.558578 = -13715917.294813 nChanged 34 SP:Iteration 63Q (2180.866117 sec): 3 clusters Score: Raw -13718171.877585 + Penalty 2252.558578 = -13715919.319007 nChanged 25 SP:Iteration 64Q (2181.055829 sec): 3 clusters Score: Raw -13718173.408166 + Penalty 2252.558578 = -13715920.849588 nChanged 25 SP:Iteration 65Q (2181.248873 sec): 3 clusters Score: Raw -13718174.660907 + Penalty 2252.558578 = -13715922.102329 nChanged 33 SP:Iteration 66Q (2181.433199 sec): 3 clusters Score: Raw -13718176.326162 + Penalty 2252.558578 = -13715923.767584 nChanged 30 SP:Iteration 67Q (2181.619264 sec): 3 clusters Score: Raw -13718178.460347 + Penalty 2252.558578 = -13715925.901770 nChanged 32 SP:Iteration 68Q (2181.799844 sec): 3 clusters Score: Raw -13718180.627518 + Penalty 2252.558578 = -13715928.068940 nChanged 22 SP:Iteration 69Q (2181.984630 sec): 3 clusters Score: Raw -13718181.635495 + Penalty 2252.558578 = -13715929.076917 nChanged 18 SP:Iteration 70Q (2182.172487 sec): 3 clusters Score: Raw -13718182.474155 + Penalty 2252.558578 = -13715929.915577 nChanged 17 SP:Iteration 71Q (2182.368537 sec): 3 clusters Score: Raw -13718183.321067 + Penalty 2252.558578 = -13715930.762490 nChanged 15 SP:Iteration 72Q (2182.559656 sec): 3 clusters Score: Raw -13718183.984657 + Penalty 2252.558578 = -13715931.426080 nChanged 9 SP:Iteration 73Q (2182.759920 sec): 3 clusters Score: Raw -13718184.414817 + Penalty 2252.558578 = -13715931.856240 nChanged 15 SP:Iteration 74Q (2182.949740 sec): 3 clusters Score: Raw -13718185.187537 + Penalty 2252.558578 = -13715932.628959 nChanged 16 SP:Iteration 75Q (2183.144265 sec): 3 clusters Score: Raw -13718186.176395 + Penalty 2252.558578 = -13715933.617817 nChanged 12 SP:Iteration 76Q (2183.339072 sec): 3 clusters Score: Raw -13718186.745912 + Penalty 2252.558578 = -13715934.187334 nChanged 9 SP:Iteration 77Q (2183.533769 sec): 3 clusters Score: Raw -13718187.181566 + Penalty 2252.558578 = -13715934.622989 nChanged 8 SP:Iteration 78Q (2183.721608 sec): 3 clusters Score: Raw -13718187.458301 + Penalty 2252.558578 = -13715934.899723 nChanged 6 SP:Iteration 79Q (2183.904337 sec): 3 clusters Score: Raw -13718187.571015 + Penalty 2252.558578 = -13715935.012437 nChanged 3 SP:Iteration 80F (2184.107414 sec): 3 clusters Score: Raw -13718187.627705 + Penalty 2252.558578 = -13715935.069128 nChanged 2 SP:Iteration 81Q (2184.285611 sec): 3 clusters Score: Raw -13718187.682527 + Penalty 2252.558578 = -13715935.123949 nChanged 4 SP:Iteration 82Q (2184.465190 sec): 3 clusters Score: Raw -13718187.760309 + Penalty 2252.558578 = -13715935.201732 nChanged 3 SP:Iteration 83Q (2184.659147 sec): 3 clusters Score: Raw -13718187.832730 + Penalty 2252.558578 = -13715935.274152 nChanged 0 SP:Iteration 84F (2184.873127 sec): 3 clusters Score: Raw -13718187.832730 + Penalty 2252.558578 = -13715935.274152 nChanged 0 Trying to split cluster 5 (8303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.915598 sec): 2 clusters Score: Raw -778049.789179 + Penalty 857.315357 = -777192.473822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2184.969527 sec): 3 clusters Score: Raw -773166.291592 + Penalty 1714.630713 = -771451.660878 nChanged 3753 SP:Iteration 1F (2185.026039 sec): 3 clusters Score: Raw -775330.751847 + Penalty 1714.630713 = -773616.121133 nChanged 678 SP:Iteration 2F (2185.074422 sec): 3 clusters Score: Raw -775766.855165 + Penalty 1714.630713 = -774052.224452 nChanged 644 SP:Iteration 3F (2185.125310 sec): 3 clusters Score: Raw -776272.139208 + Penalty 1714.630713 = -774557.508494 nChanged 605 SP:Iteration 4F (2185.192375 sec): 3 clusters Score: Raw -776738.211584 + Penalty 1714.630713 = -775023.580870 nChanged 472 SP:Iteration 5F (2185.246076 sec): 3 clusters Score: Raw -777052.546965 + Penalty 1714.630713 = -775337.916252 nChanged 354 SP:Iteration 6Q (2185.291940 sec): 3 clusters Score: Raw -777249.261638 + Penalty 1714.630713 = -775534.630925 nChanged 268 SP:Iteration 7Q (2185.348654 sec): 3 clusters Score: Raw -777397.448259 + Penalty 1714.630713 = -775682.817546 nChanged 227 SP:Iteration 8Q (2185.408749 sec): 3 clusters Score: Raw -777521.235766 + Penalty 1714.630713 = -775806.605053 nChanged 195 SP:Iteration 9Q (2185.459517 sec): 3 clusters Score: Raw -777612.743773 + Penalty 1714.630713 = -775898.113060 nChanged 152 SP:Iteration 10Q (2185.511369 sec): 3 clusters Score: Raw -777684.181090 + Penalty 1714.630713 = -775969.550377 nChanged 129 SP:Iteration 11Q (2185.555933 sec): 3 clusters Score: Raw -777750.718366 + Penalty 1714.630713 = -776036.087653 nChanged 127 SP:Iteration 12Q (2185.611237 sec): 3 clusters Score: Raw -777805.323660 + Penalty 1714.630713 = -776090.692947 nChanged 97 SP:Iteration 13Q (2185.663377 sec): 3 clusters Score: Raw -777847.233999 + Penalty 1714.630713 = -776132.603286 nChanged 103 SP:Iteration 14Q (2185.709094 sec): 3 clusters Score: Raw -777893.730888 + Penalty 1714.630713 = -776179.100174 nChanged 98 SP:Iteration 15Q (2185.762713 sec): 3 clusters Score: Raw -777936.494823 + Penalty 1714.630713 = -776221.864110 nChanged 91 SP:Iteration 16Q (2185.824777 sec): 3 clusters Score: Raw -777974.779830 + Penalty 1714.630713 = -776260.149117 nChanged 79 SP:Iteration 17Q (2185.868924 sec): 3 clusters Score: Raw -778004.653666 + Penalty 1714.630713 = -776290.022953 nChanged 78 SP:Iteration 18Q (2185.923383 sec): 3 clusters Score: Raw -778031.192745 + Penalty 1714.630713 = -776316.562032 nChanged 78 SP:Iteration 19Q (2185.980922 sec): 3 clusters Score: Raw -778058.553436 + Penalty 1714.630713 = -776343.922723 nChanged 75 SP:Iteration 20F (2186.039348 sec): 3 clusters Score: Raw -778090.678095 + Penalty 1714.630713 = -776376.047382 nChanged 56 SP:Iteration 21Q (2186.096939 sec): 3 clusters Score: Raw -778119.214966 + Penalty 1714.630713 = -776404.584253 nChanged 63 SP:Iteration 22Q (2186.154342 sec): 3 clusters Score: Raw -778145.762625 + Penalty 1714.630713 = -776431.131912 nChanged 59 SP:Iteration 23Q (2186.193130 sec): 3 clusters Score: Raw -778171.977446 + Penalty 1714.630713 = -776457.346733 nChanged 50 SP:Iteration 24Q (2186.263004 sec): 3 clusters Score: Raw -778191.884878 + Penalty 1714.630713 = -776477.254165 nChanged 36 SP:Iteration 25Q (2186.309023 sec): 3 clusters Score: Raw -778203.570382 + Penalty 1714.630713 = -776488.939669 nChanged 27 SP:Iteration 26Q (2186.365541 sec): 3 clusters Score: Raw -778215.379888 + Penalty 1714.630713 = -776500.749175 nChanged 41 SP:Iteration 27Q (2186.420661 sec): 3 clusters Score: Raw -778234.387716 + Penalty 1714.630713 = -776519.757003 nChanged 30 SP:Iteration 28Q (2186.476742 sec): 3 clusters Score: Raw -778244.746811 + Penalty 1714.630713 = -776530.116098 nChanged 20 SP:Iteration 29Q (2186.526008 sec): 3 clusters Score: Raw -778251.294427 + Penalty 1714.630713 = -776536.663713 nChanged 14 SP:Iteration 30Q (2186.567916 sec): 3 clusters Score: Raw -778255.372816 + Penalty 1714.630713 = -776540.742103 nChanged 10 SP:Iteration 31Q (2186.610116 sec): 3 clusters Score: Raw -778257.747498 + Penalty 1714.630713 = -776543.116785 nChanged 10 SP:Iteration 32Q (2186.659130 sec): 3 clusters Score: Raw -778259.805712 + Penalty 1714.630713 = -776545.174999 nChanged 5 SP:Iteration 33Q (2186.708391 sec): 3 clusters Score: Raw -778261.070169 + Penalty 1714.630713 = -776546.439456 nChanged 7 SP:Iteration 34Q (2186.758231 sec): 3 clusters Score: Raw -778262.639093 + Penalty 1714.630713 = -776548.008380 nChanged 4 SP:Iteration 35Q (2186.808025 sec): 3 clusters Score: Raw -778263.850179 + Penalty 1714.630713 = -776549.219466 nChanged 8 SP:Iteration 36Q (2186.848866 sec): 3 clusters Score: Raw -778266.193136 + Penalty 1714.630713 = -776551.562423 nChanged 9 SP:Iteration 37Q (2186.906063 sec): 3 clusters Score: Raw -778268.495517 + Penalty 1714.630713 = -776553.864804 nChanged 3 SP:Iteration 38Q (2186.969647 sec): 3 clusters Score: Raw -778269.069535 + Penalty 1714.630713 = -776554.438822 nChanged 5 SP:Iteration 39Q (2187.009632 sec): 3 clusters Score: Raw -778270.720865 + Penalty 1714.630713 = -776556.090152 nChanged 6 SP:Iteration 40F (2187.061417 sec): 3 clusters Score: Raw -778272.348308 + Penalty 1714.630713 = -776557.717595 nChanged 4 SP:Iteration 41Q (2187.109088 sec): 3 clusters Score: Raw -778273.077555 + Penalty 1714.630713 = -776558.446842 nChanged 2 SP:Iteration 42Q (2187.165936 sec): 3 clusters Score: Raw -778273.575912 + Penalty 1714.630713 = -776558.945199 nChanged 1 SP:Iteration 43Q (2187.219617 sec): 3 clusters Score: Raw -778273.687269 + Penalty 1714.630713 = -776559.056556 nChanged 1 SP:Iteration 44Q (2187.271073 sec): 3 clusters Score: Raw -778273.732110 + Penalty 1714.630713 = -776559.101396 nChanged 1 SP:Iteration 45Q (2187.313001 sec): 3 clusters Score: Raw -778273.761074 + Penalty 1714.630713 = -776559.130361 nChanged 0 SP:Iteration 46F (2187.369863 sec): 3 clusters Score: Raw -778273.761074 + Penalty 1714.630713 = -776559.130361 nChanged 0 Trying to split cluster 6 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2187.383585 sec): 2 clusters Score: Raw -61837.838929 + Penalty 621.808218 = -61216.030711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2187.423264 sec): 3 clusters Score: Raw -61615.559694 + Penalty 1243.616435 = -60371.943258 nChanged 225 SP:Iteration 1F (2187.467905 sec): 3 clusters Score: Raw -61813.664570 + Penalty 1243.616435 = -60570.048134 nChanged 60 SP:Iteration 2F (2187.513190 sec): 3 clusters Score: Raw -61875.563560 + Penalty 1243.616435 = -60631.947125 nChanged 38 SP:Iteration 3F (2187.565667 sec): 3 clusters Score: Raw -61910.610319 + Penalty 1243.616435 = -60666.993884 nChanged 24 SP:Iteration 4Q (2187.608805 sec): 3 clusters Score: Raw -61932.961412 + Penalty 1243.616435 = -60689.344977 nChanged 19 SP:Iteration 5Q (2187.652847 sec): 3 clusters Score: Raw -61950.970281 + Penalty 1243.616435 = -60707.353845 nChanged 9 SP:Iteration 6Q (2187.690123 sec): 3 clusters Score: Raw -61958.735085 + Penalty 1243.616435 = -60715.118650 nChanged 3 SP:Iteration 7Q (2187.729748 sec): 3 clusters Score: Raw -61960.661967 + Penalty 1243.616435 = -60717.045532 nChanged 3 SP:Iteration 8Q (2187.774347 sec): 3 clusters Score: Raw -61962.463073 + Penalty 1243.616435 = -60718.846637 nChanged 3 SP:Iteration 9Q (2187.808256 sec): 3 clusters Score: Raw -61964.385039 + Penalty 1243.616435 = -60720.768603 nChanged 1 SP:Iteration 10Q (2187.852868 sec): 3 clusters Score: Raw -61964.674736 + Penalty 1243.616435 = -60721.058301 nChanged 0 SP:Iteration 11F (2187.887829 sec): 3 clusters Score: Raw -61964.674736 + Penalty 1243.616435 = -60721.058301 nChanged 0 Trying to split cluster 7 (1565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2187.919980 sec): 2 clusters Score: Raw -136223.964127 + Penalty 698.785905 = -135525.178222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2187.967945 sec): 3 clusters Score: Raw -135505.425837 + Penalty 1397.571810 = -134107.854027 nChanged 581 SP:Iteration 1F (2188.009433 sec): 3 clusters Score: Raw -135841.661198 + Penalty 1397.571810 = -134444.089389 nChanged 121 SP:Iteration 2F (2188.057702 sec): 3 clusters Score: Raw -135924.744483 + Penalty 1397.571810 = -134527.172674 nChanged 85 SP:Iteration 3F (2188.069060 sec): 3 clusters Score: Raw -135988.964535 + Penalty 1397.571810 = -134591.392725 nChanged 73 SP:Iteration 4Q (2188.075088 sec): 3 clusters Score: Raw -136036.000834 + Penalty 1397.571810 = -134638.429024 nChanged 60 SP:Iteration 5Q (2188.081004 sec): 3 clusters Score: Raw -136078.008484 + Penalty 1397.571810 = -134680.436674 nChanged 45 SP:Iteration 6Q (2188.087024 sec): 3 clusters Score: Raw -136103.424286 + Penalty 1397.571810 = -134705.852476 nChanged 32 SP:Iteration 7Q (2188.103411 sec): 3 clusters Score: Raw -136117.399508 + Penalty 1397.571810 = -134719.827699 nChanged 27 SP:Iteration 8Q (2188.156056 sec): 3 clusters Score: Raw -136132.922837 + Penalty 1397.571810 = -134735.351027 nChanged 23 SP:Iteration 9Q (2188.200369 sec): 3 clusters Score: Raw -136145.290800 + Penalty 1397.571810 = -134747.718990 nChanged 26 SP:Iteration 10Q (2188.218180 sec): 3 clusters Score: Raw -136160.073913 + Penalty 1397.571810 = -134762.502104 nChanged 28 SP:Iteration 11Q (2188.224104 sec): 3 clusters Score: Raw -136178.632582 + Penalty 1397.571810 = -134781.060772 nChanged 24 SP:Iteration 12Q (2188.230092 sec): 3 clusters Score: Raw -136190.606006 + Penalty 1397.571810 = -134793.034196 nChanged 16 SP:Iteration 13Q (2188.236138 sec): 3 clusters Score: Raw -136196.249238 + Penalty 1397.571810 = -134798.677428 nChanged 11 SP:Iteration 14Q (2188.242098 sec): 3 clusters Score: Raw -136203.680943 + Penalty 1397.571810 = -134806.109134 nChanged 8 SP:Iteration 15Q (2188.284349 sec): 3 clusters Score: Raw -136208.237602 + Penalty 1397.571810 = -134810.665792 nChanged 6 SP:Iteration 16Q (2188.333838 sec): 3 clusters Score: Raw -136210.364890 + Penalty 1397.571810 = -134812.793081 nChanged 4 SP:Iteration 17Q (2188.385734 sec): 3 clusters Score: Raw -136213.248837 + Penalty 1397.571810 = -134815.677028 nChanged 8 SP:Iteration 18Q (2188.423367 sec): 3 clusters Score: Raw -136217.357283 + Penalty 1397.571810 = -134819.785473 nChanged 10 SP:Iteration 19Q (2188.460847 sec): 3 clusters Score: Raw -136220.748462 + Penalty 1397.571810 = -134823.176652 nChanged 8 SP:Iteration 20F (2188.519051 sec): 3 clusters Score: Raw -136224.593493 + Penalty 1397.571810 = -134827.021684 nChanged 5 SP:Iteration 21Q (2188.555743 sec): 3 clusters Score: Raw -136228.192578 + Penalty 1397.571810 = -134830.620768 nChanged 5 SP:Iteration 22Q (2188.606582 sec): 3 clusters Score: Raw -136231.105032 + Penalty 1397.571810 = -134833.533223 nChanged 7 SP:Iteration 23Q (2188.651724 sec): 3 clusters Score: Raw -136234.437387 + Penalty 1397.571810 = -134836.865577 nChanged 8 SP:Iteration 24Q (2188.697358 sec): 3 clusters Score: Raw -136236.524675 + Penalty 1397.571810 = -134838.952865 nChanged 2 SP:Iteration 25Q (2188.740265 sec): 3 clusters Score: Raw -136237.752589 + Penalty 1397.571810 = -134840.180779 nChanged 4 SP:Iteration 26Q (2188.767950 sec): 3 clusters Score: Raw -136238.913724 + Penalty 1397.571810 = -134841.341914 nChanged 4 SP:Iteration 27Q (2188.813452 sec): 3 clusters Score: Raw -136239.816901 + Penalty 1397.571810 = -134842.245091 nChanged 3 SP:Iteration 28Q (2188.859644 sec): 3 clusters Score: Raw -136240.969538 + Penalty 1397.571810 = -134843.397728 nChanged 2 SP:Iteration 29Q (2188.896601 sec): 3 clusters Score: Raw -136241.402351 + Penalty 1397.571810 = -134843.830541 nChanged 1 SP:Iteration 30Q (2188.948193 sec): 3 clusters Score: Raw -136242.073542 + Penalty 1397.571810 = -134844.501732 nChanged 1 SP:Iteration 31Q (2188.990728 sec): 3 clusters Score: Raw -136243.022598 + Penalty 1397.571810 = -134845.450789 nChanged 2 SP:Iteration 32Q (2189.040861 sec): 3 clusters Score: Raw -136243.334526 + Penalty 1397.571810 = -134845.762716 nChanged 0 SP:Iteration 33F (2189.088478 sec): 3 clusters Score: Raw -136243.334526 + Penalty 1397.571810 = -134845.762716 nChanged 0 Trying to split cluster 8 (24347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2189.136946 sec): 2 clusters Score: Raw -2416229.482411 + Penalty 959.515572 = -2415269.966839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2189.198159 sec): 3 clusters Score: Raw -2400834.638680 + Penalty 1919.031144 = -2398915.607535 nChanged 11434 SP:Iteration 1F (2189.274943 sec): 3 clusters Score: Raw -2407602.283310 + Penalty 1919.031144 = -2405683.252165 nChanged 1366 SP:Iteration 2F (2189.346356 sec): 3 clusters Score: Raw -2408347.668106 + Penalty 1919.031144 = -2406428.636961 nChanged 1565 SP:Iteration 3F (2189.418339 sec): 3 clusters Score: Raw -2409440.927377 + Penalty 1919.031144 = -2407521.896233 nChanged 1760 SP:Iteration 4F (2189.481501 sec): 3 clusters Score: Raw -2410722.837949 + Penalty 1919.031144 = -2408803.806804 nChanged 1658 SP:Iteration 5F (2189.554253 sec): 3 clusters Score: Raw -2411880.968546 + Penalty 1919.031144 = -2409961.937402 nChanged 1404 SP:Iteration 6F (2189.631286 sec): 3 clusters Score: Raw -2412651.161721 + Penalty 1919.031144 = -2410732.130577 nChanged 1042 SP:Iteration 7Q (2189.709061 sec): 3 clusters Score: Raw -2413091.607207 + Penalty 1919.031144 = -2411172.576063 nChanged 722 SP:Iteration 8Q (2189.777992 sec): 3 clusters Score: Raw -2413364.350004 + Penalty 1919.031144 = -2411445.318860 nChanged 576 SP:Iteration 9Q (2189.843973 sec): 3 clusters Score: Raw -2413542.323555 + Penalty 1919.031144 = -2411623.292410 nChanged 420 SP:Iteration 10Q (2189.906167 sec): 3 clusters Score: Raw -2413660.260751 + Penalty 1919.031144 = -2411741.229607 nChanged 374 SP:Iteration 11Q (2189.977834 sec): 3 clusters Score: Raw -2413746.989070 + Penalty 1919.031144 = -2411827.957926 nChanged 302 SP:Iteration 12Q (2190.055486 sec): 3 clusters Score: Raw -2413819.426063 + Penalty 1919.031144 = -2411900.394919 nChanged 275 SP:Iteration 13Q (2190.132547 sec): 3 clusters Score: Raw -2413877.537510 + Penalty 1919.031144 = -2411958.506366 nChanged 225 SP:Iteration 14Q (2190.204877 sec): 3 clusters Score: Raw -2413927.524356 + Penalty 1919.031144 = -2412008.493212 nChanged 232 SP:Iteration 15Q (2190.289317 sec): 3 clusters Score: Raw -2413976.579405 + Penalty 1919.031144 = -2412057.548261 nChanged 246 SP:Iteration 16Q (2190.361166 sec): 3 clusters Score: Raw -2414024.880506 + Penalty 1919.031144 = -2412105.849362 nChanged 221 SP:Iteration 17Q (2190.443142 sec): 3 clusters Score: Raw -2414071.603491 + Penalty 1919.031144 = -2412152.572347 nChanged 217 SP:Iteration 18Q (2190.520659 sec): 3 clusters Score: Raw -2414115.490223 + Penalty 1919.031144 = -2412196.459079 nChanged 210 SP:Iteration 19Q (2190.594964 sec): 3 clusters Score: Raw -2414156.167487 + Penalty 1919.031144 = -2412237.136343 nChanged 201 SP:Iteration 20F (2190.674891 sec): 3 clusters Score: Raw -2414195.268905 + Penalty 1919.031144 = -2412276.237761 nChanged 203 SP:Iteration 21Q (2190.754371 sec): 3 clusters Score: Raw -2414238.724148 + Penalty 1919.031144 = -2412319.693004 nChanged 188 SP:Iteration 22Q (2190.834121 sec): 3 clusters Score: Raw -2414273.210425 + Penalty 1919.031144 = -2412354.179281 nChanged 184 SP:Iteration 23Q (2190.901640 sec): 3 clusters Score: Raw -2414307.469764 + Penalty 1919.031144 = -2412388.438619 nChanged 188 SP:Iteration 24Q (2190.973236 sec): 3 clusters Score: Raw -2414338.952306 + Penalty 1919.031144 = -2412419.921162 nChanged 168 SP:Iteration 25Q (2191.054456 sec): 3 clusters Score: Raw -2414366.262672 + Penalty 1919.031144 = -2412447.231528 nChanged 171 SP:Iteration 26Q (2191.126283 sec): 3 clusters Score: Raw -2414391.702034 + Penalty 1919.031144 = -2412472.670890 nChanged 155 SP:Iteration 27Q (2191.205673 sec): 3 clusters Score: Raw -2414415.049219 + Penalty 1919.031144 = -2412496.018075 nChanged 151 SP:Iteration 28Q (2191.283857 sec): 3 clusters Score: Raw -2414435.407705 + Penalty 1919.031144 = -2412516.376561 nChanged 128 SP:Iteration 29Q (2191.356459 sec): 3 clusters Score: Raw -2414452.757437 + Penalty 1919.031144 = -2412533.726293 nChanged 142 SP:Iteration 30Q (2191.441377 sec): 3 clusters Score: Raw -2414470.494070 + Penalty 1919.031144 = -2412551.462926 nChanged 123 SP:Iteration 31Q (2191.516496 sec): 3 clusters Score: Raw -2414490.473060 + Penalty 1919.031144 = -2412571.441916 nChanged 151 SP:Iteration 32Q (2191.597093 sec): 3 clusters Score: Raw -2414517.171375 + Penalty 1919.031144 = -2412598.140231 nChanged 167 SP:Iteration 33Q (2191.668955 sec): 3 clusters Score: Raw -2414544.581579 + Penalty 1919.031144 = -2412625.550435 nChanged 149 SP:Iteration 34Q (2191.745694 sec): 3 clusters Score: Raw -2414568.182739 + Penalty 1919.031144 = -2412649.151594 nChanged 164 SP:Iteration 35Q (2191.814706 sec): 3 clusters Score: Raw -2414595.515925 + Penalty 1919.031144 = -2412676.484781 nChanged 170 SP:Iteration 36Q (2191.885957 sec): 3 clusters Score: Raw -2414623.587352 + Penalty 1919.031144 = -2412704.556208 nChanged 165 SP:Iteration 37Q (2191.960417 sec): 3 clusters Score: Raw -2414653.597237 + Penalty 1919.031144 = -2412734.566092 nChanged 178 SP:Iteration 38Q (2192.027289 sec): 3 clusters Score: Raw -2414687.718937 + Penalty 1919.031144 = -2412768.687792 nChanged 189 SP:Iteration 39Q (2192.109089 sec): 3 clusters Score: Raw -2414725.081865 + Penalty 1919.031144 = -2412806.050720 nChanged 173 SP:Iteration 40F (2192.185955 sec): 3 clusters Score: Raw -2414757.610392 + Penalty 1919.031144 = -2412838.579248 nChanged 178 SP:Iteration 41Q (2192.244785 sec): 3 clusters Score: Raw -2414791.774568 + Penalty 1919.031144 = -2412872.743424 nChanged 177 SP:Iteration 42Q (2192.311881 sec): 3 clusters Score: Raw -2414826.351651 + Penalty 1919.031144 = -2412907.320506 nChanged 152 SP:Iteration 43Q (2192.388690 sec): 3 clusters Score: Raw -2414853.495487 + Penalty 1919.031144 = -2412934.464342 nChanged 150 SP:Iteration 44Q (2192.455173 sec): 3 clusters Score: Raw -2414881.033937 + Penalty 1919.031144 = -2412962.002793 nChanged 150 SP:Iteration 45Q (2192.515766 sec): 3 clusters Score: Raw -2414911.140637 + Penalty 1919.031144 = -2412992.109493 nChanged 148 SP:Iteration 46Q (2192.596045 sec): 3 clusters Score: Raw -2414943.786058 + Penalty 1919.031144 = -2413024.754913 nChanged 164 SP:Iteration 47Q (2192.666256 sec): 3 clusters Score: Raw -2414980.350253 + Penalty 1919.031144 = -2413061.319109 nChanged 186 SP:Iteration 48Q (2192.737257 sec): 3 clusters Score: Raw -2415020.266625 + Penalty 1919.031144 = -2413101.235480 nChanged 193 SP:Iteration 49Q (2192.808450 sec): 3 clusters Score: Raw -2415065.498345 + Penalty 1919.031144 = -2413146.467201 nChanged 195 SP:Iteration 50Q (2192.883873 sec): 3 clusters Score: Raw -2415113.010551 + Penalty 1919.031144 = -2413193.979407 nChanged 184 SP:Iteration 51Q (2192.946772 sec): 3 clusters Score: Raw -2415162.105151 + Penalty 1919.031144 = -2413243.074007 nChanged 187 SP:Iteration 52Q (2193.014971 sec): 3 clusters Score: Raw -2415209.442132 + Penalty 1919.031144 = -2413290.410987 nChanged 186 SP:Iteration 53Q (2193.089248 sec): 3 clusters Score: Raw -2415255.046318 + Penalty 1919.031144 = -2413336.015174 nChanged 189 SP:Iteration 54Q (2193.160786 sec): 3 clusters Score: Raw -2415309.522694 + Penalty 1919.031144 = -2413390.491550 nChanged 187 SP:Iteration 55Q (2193.225403 sec): 3 clusters Score: Raw -2415362.271841 + Penalty 1919.031144 = -2413443.240697 nChanged 171 SP:Iteration 56Q (2193.298361 sec): 3 clusters Score: Raw -2415413.839052 + Penalty 1919.031144 = -2413494.807908 nChanged 202 SP:Iteration 57Q (2193.380644 sec): 3 clusters Score: Raw -2415483.578875 + Penalty 1919.031144 = -2413564.547731 nChanged 218 SP:Iteration 58Q (2193.445556 sec): 3 clusters Score: Raw -2415565.071287 + Penalty 1919.031144 = -2413646.040143 nChanged 221 SP:Iteration 59Q (2193.516804 sec): 3 clusters Score: Raw -2415647.900457 + Penalty 1919.031144 = -2413728.869313 nChanged 192 SP:Iteration 60F (2193.593857 sec): 3 clusters Score: Raw -2415728.580377 + Penalty 1919.031144 = -2413809.549233 nChanged 216 SP:Iteration 61Q (2193.678166 sec): 3 clusters Score: Raw -2415824.052441 + Penalty 1919.031144 = -2413905.021297 nChanged 211 SP:Iteration 62Q (2193.723929 sec): 3 clusters Score: Raw -2415925.756292 + Penalty 1919.031144 = -2414006.725148 nChanged 210 SP:Iteration 63Q (2193.759927 sec): 3 clusters Score: Raw -2416020.661239 + Penalty 1919.031144 = -2414101.630095 nChanged 183 SP:Iteration 64Q (2193.799782 sec): 3 clusters Score: Raw -2416112.254632 + Penalty 1919.031144 = -2414193.223487 nChanged 173 SP:Iteration 65Q (2193.837955 sec): 3 clusters Score: Raw -2416210.296141 + Penalty 1919.031144 = -2414291.264996 nChanged 166 SP:Iteration 66Q (2193.914001 sec): 3 clusters Score: Raw -2416305.335531 + Penalty 1919.031144 = -2414386.304386 nChanged 158 SP:Iteration 67Q (2193.992247 sec): 3 clusters Score: Raw -2416396.202445 + Penalty 1919.031144 = -2414477.171300 nChanged 138 SP:Iteration 68Q (2194.060108 sec): 3 clusters Score: Raw -2416469.658250 + Penalty 1919.031144 = -2414550.627105 nChanged 115 SP:Iteration 69Q (2194.133442 sec): 3 clusters Score: Raw -2416518.947425 + Penalty 1919.031144 = -2414599.916281 nChanged 80 SP:Iteration 70Q (2194.203363 sec): 3 clusters Score: Raw -2416548.130709 + Penalty 1919.031144 = -2414629.099565 nChanged 65 SP:Iteration 71Q (2194.281153 sec): 3 clusters Score: Raw -2416568.078832 + Penalty 1919.031144 = -2414649.047688 nChanged 48 SP:Iteration 72Q (2194.349880 sec): 3 clusters Score: Raw -2416580.541222 + Penalty 1919.031144 = -2414661.510077 nChanged 44 SP:Iteration 73Q (2194.417185 sec): 3 clusters Score: Raw -2416593.352023 + Penalty 1919.031144 = -2414674.320879 nChanged 36 SP:Iteration 74Q (2194.490761 sec): 3 clusters Score: Raw -2416602.603898 + Penalty 1919.031144 = -2414683.572754 nChanged 37 SP:Iteration 75Q (2194.562079 sec): 3 clusters Score: Raw -2416612.791044 + Penalty 1919.031144 = -2414693.759899 nChanged 34 SP:Iteration 76Q (2194.639359 sec): 3 clusters Score: Raw -2416622.016192 + Penalty 1919.031144 = -2414702.985048 nChanged 30 SP:Iteration 77Q (2194.715110 sec): 3 clusters Score: Raw -2416630.231919 + Penalty 1919.031144 = -2414711.200775 nChanged 23 SP:Iteration 78Q (2194.781987 sec): 3 clusters Score: Raw -2416636.323962 + Penalty 1919.031144 = -2414717.292818 nChanged 18 SP:Iteration 79Q (2194.861344 sec): 3 clusters Score: Raw -2416639.027439 + Penalty 1919.031144 = -2414719.996295 nChanged 12 SP:Iteration 80F (2194.940096 sec): 3 clusters Score: Raw -2416640.947347 + Penalty 1919.031144 = -2414721.916203 nChanged 7 SP:Iteration 81Q (2194.994838 sec): 3 clusters Score: Raw -2416642.287056 + Penalty 1919.031144 = -2414723.255912 nChanged 9 SP:Iteration 82Q (2195.061465 sec): 3 clusters Score: Raw -2416644.385743 + Penalty 1919.031144 = -2414725.354599 nChanged 8 SP:Iteration 83Q (2195.133966 sec): 3 clusters Score: Raw -2416646.209016 + Penalty 1919.031144 = -2414727.177872 nChanged 11 SP:Iteration 84Q (2195.211525 sec): 3 clusters Score: Raw -2416648.998034 + Penalty 1919.031144 = -2414729.966889 nChanged 10 SP:Iteration 85Q (2195.283098 sec): 3 clusters Score: Raw -2416651.363383 + Penalty 1919.031144 = -2414732.332238 nChanged 14 SP:Iteration 86Q (2195.351207 sec): 3 clusters Score: Raw -2416654.471041 + Penalty 1919.031144 = -2414735.439896 nChanged 10 SP:Iteration 87Q (2195.413333 sec): 3 clusters Score: Raw -2416656.778058 + Penalty 1919.031144 = -2414737.746913 nChanged 8 SP:Iteration 88Q (2195.480823 sec): 3 clusters Score: Raw -2416657.703904 + Penalty 1919.031144 = -2414738.672760 nChanged 5 SP:Iteration 89Q (2195.543137 sec): 3 clusters Score: Raw -2416658.455386 + Penalty 1919.031144 = -2414739.424242 nChanged 2 SP:Iteration 90Q (2195.615862 sec): 3 clusters Score: Raw -2416658.658128 + Penalty 1919.031144 = -2414739.626984 nChanged 1 SP:Iteration 91Q (2195.682212 sec): 3 clusters Score: Raw -2416658.784085 + Penalty 1919.031144 = -2414739.752940 nChanged 1 SP:Iteration 92Q (2195.751931 sec): 3 clusters Score: Raw -2416659.042989 + Penalty 1919.031144 = -2414740.011844 nChanged 1 SP:Iteration 93Q (2195.821902 sec): 3 clusters Score: Raw -2416659.158751 + Penalty 1919.031144 = -2414740.127607 nChanged 0 SP:Iteration 94F (2195.899892 sec): 3 clusters Score: Raw -2416659.158751 + Penalty 1919.031144 = -2414740.127607 nChanged 0 Trying to split cluster 9 (57368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2195.972073 sec): 2 clusters Score: Raw -5285434.803798 + Penalty 1040.937984 = -5284393.865814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2196.096089 sec): 3 clusters Score: Raw -5248168.830161 + Penalty 2081.875968 = -5246086.954194 nChanged 27435 SP:Iteration 1F (2196.215951 sec): 3 clusters Score: Raw -5264734.747760 + Penalty 2081.875968 = -5262652.871792 nChanged 2466 SP:Iteration 2Q (2196.344301 sec): 3 clusters Score: Raw -5265636.342969 + Penalty 2081.875968 = -5263554.467001 nChanged 2754 SP:Iteration 3Q (2196.467379 sec): 3 clusters Score: Raw -5266784.836655 + Penalty 2081.875968 = -5264702.960687 nChanged 2954 SP:Iteration 4F (2196.584219 sec): 3 clusters Score: Raw -5268219.545542 + Penalty 2081.875968 = -5266137.669574 nChanged 3258 SP:Iteration 5F (2196.695188 sec): 3 clusters Score: Raw -5270063.809055 + Penalty 2081.875968 = -5267981.933087 nChanged 3433 SP:Iteration 6F (2196.807215 sec): 3 clusters Score: Raw -5272338.871407 + Penalty 2081.875968 = -5270256.995440 nChanged 3478 SP:Iteration 7F (2196.933972 sec): 3 clusters Score: Raw -5274610.478926 + Penalty 2081.875968 = -5272528.602958 nChanged 2886 SP:Iteration 8F (2197.050922 sec): 3 clusters Score: Raw -5276147.445915 + Penalty 2081.875968 = -5274065.569948 nChanged 2138 SP:Iteration 9Q (2197.167640 sec): 3 clusters Score: Raw -5276944.813641 + Penalty 2081.875968 = -5274862.937674 nChanged 1423 SP:Iteration 10Q (2197.281495 sec): 3 clusters Score: Raw -5277274.787202 + Penalty 2081.875968 = -5275192.911234 nChanged 882 SP:Iteration 11Q (2197.402911 sec): 3 clusters Score: Raw -5277431.023902 + Penalty 2081.875968 = -5275349.147934 nChanged 643 SP:Iteration 12Q (2197.521547 sec): 3 clusters Score: Raw -5277545.362275 + Penalty 2081.875968 = -5275463.486307 nChanged 577 SP:Iteration 13Q (2197.636226 sec): 3 clusters Score: Raw -5277647.248842 + Penalty 2081.875968 = -5275565.372874 nChanged 533 SP:Iteration 14Q (2197.767135 sec): 3 clusters Score: Raw -5277748.095814 + Penalty 2081.875968 = -5275666.219847 nChanged 561 SP:Iteration 15Q (2197.856863 sec): 3 clusters Score: Raw -5277850.305924 + Penalty 2081.875968 = -5275768.429956 nChanged 551 SP:Iteration 16Q (2197.972091 sec): 3 clusters Score: Raw -5277948.084252 + Penalty 2081.875968 = -5275866.208284 nChanged 577 SP:Iteration 17Q (2198.082918 sec): 3 clusters Score: Raw -5278055.418291 + Penalty 2081.875968 = -5275973.542323 nChanged 568 SP:Iteration 18Q (2198.201366 sec): 3 clusters Score: Raw -5278175.967992 + Penalty 2081.875968 = -5276094.092024 nChanged 585 SP:Iteration 19Q (2198.309788 sec): 3 clusters Score: Raw -5278307.333437 + Penalty 2081.875968 = -5276225.457469 nChanged 625 SP:Iteration 20F (2198.423679 sec): 3 clusters Score: Raw -5278460.400475 + Penalty 2081.875968 = -5276378.524507 nChanged 659 SP:Iteration 21Q (2198.532799 sec): 3 clusters Score: Raw -5278631.953205 + Penalty 2081.875968 = -5276550.077237 nChanged 685 SP:Iteration 22Q (2198.644586 sec): 3 clusters Score: Raw -5278809.544003 + Penalty 2081.875968 = -5276727.668035 nChanged 686 SP:Iteration 23Q (2198.756340 sec): 3 clusters Score: Raw -5278983.158227 + Penalty 2081.875968 = -5276901.282260 nChanged 707 SP:Iteration 24Q (2198.870409 sec): 3 clusters Score: Raw -5279170.289513 + Penalty 2081.875968 = -5277088.413545 nChanged 709 SP:Iteration 25Q (2198.989894 sec): 3 clusters Score: Raw -5279349.282738 + Penalty 2081.875968 = -5277267.406771 nChanged 667 SP:Iteration 26Q (2199.095331 sec): 3 clusters Score: Raw -5279497.228571 + Penalty 2081.875968 = -5277415.352603 nChanged 632 SP:Iteration 27Q (2199.207277 sec): 3 clusters Score: Raw -5279632.788495 + Penalty 2081.875968 = -5277550.912528 nChanged 615 SP:Iteration 28Q (2199.321880 sec): 3 clusters Score: Raw -5279763.678839 + Penalty 2081.875968 = -5277681.802871 nChanged 611 SP:Iteration 29Q (2199.414419 sec): 3 clusters Score: Raw -5279895.691161 + Penalty 2081.875968 = -5277813.815193 nChanged 633 SP:Iteration 30Q (2199.500816 sec): 3 clusters Score: Raw -5280036.438212 + Penalty 2081.875968 = -5277954.562244 nChanged 668 SP:Iteration 31Q (2199.621081 sec): 3 clusters Score: Raw -5280186.956332 + Penalty 2081.875968 = -5278105.080365 nChanged 669 SP:Iteration 32Q (2199.724393 sec): 3 clusters Score: Raw -5280337.468242 + Penalty 2081.875968 = -5278255.592274 nChanged 701 SP:Iteration 33Q (2199.839058 sec): 3 clusters Score: Raw -5280502.999901 + Penalty 2081.875968 = -5278421.123933 nChanged 715 SP:Iteration 34Q (2199.954920 sec): 3 clusters Score: Raw -5280687.663663 + Penalty 2081.875968 = -5278605.787695 nChanged 743 SP:Iteration 35Q (2200.074594 sec): 3 clusters Score: Raw -5280879.208042 + Penalty 2081.875968 = -5278797.332075 nChanged 728 SP:Iteration 36Q (2200.186996 sec): 3 clusters Score: Raw -5281070.878049 + Penalty 2081.875968 = -5278989.002081 nChanged 748 SP:Iteration 37Q (2200.302188 sec): 3 clusters Score: Raw -5281284.270223 + Penalty 2081.875968 = -5279202.394255 nChanged 766 SP:Iteration 38Q (2200.410653 sec): 3 clusters Score: Raw -5281514.503081 + Penalty 2081.875968 = -5279432.627114 nChanged 784 SP:Iteration 39Q (2200.517891 sec): 3 clusters Score: Raw -5281757.438982 + Penalty 2081.875968 = -5279675.563015 nChanged 779 SP:Iteration 40F (2200.621923 sec): 3 clusters Score: Raw -5282005.359984 + Penalty 2081.875968 = -5279923.484016 nChanged 780 SP:Iteration 41Q (2200.730540 sec): 3 clusters Score: Raw -5282265.229653 + Penalty 2081.875968 = -5280183.353685 nChanged 774 SP:Iteration 42Q (2200.829968 sec): 3 clusters Score: Raw -5282538.406416 + Penalty 2081.875968 = -5280456.530448 nChanged 779 SP:Iteration 43Q (2200.933735 sec): 3 clusters Score: Raw -5282827.565257 + Penalty 2081.875968 = -5280745.689289 nChanged 737 SP:Iteration 44Q (2201.040470 sec): 3 clusters Score: Raw -5283112.222947 + Penalty 2081.875968 = -5281030.346979 nChanged 688 SP:Iteration 45Q (2201.154765 sec): 3 clusters Score: Raw -5283372.184452 + Penalty 2081.875968 = -5281290.308485 nChanged 611 SP:Iteration 46Q (2201.256931 sec): 3 clusters Score: Raw -5283597.917621 + Penalty 2081.875968 = -5281516.041653 nChanged 617 SP:Iteration 47Q (2201.370626 sec): 3 clusters Score: Raw -5283838.034029 + Penalty 2081.875968 = -5281756.158061 nChanged 563 SP:Iteration 48Q (2201.478939 sec): 3 clusters Score: Raw -5284060.424432 + Penalty 2081.875968 = -5281978.548464 nChanged 518 SP:Iteration 49Q (2201.591042 sec): 3 clusters Score: Raw -5284260.832519 + Penalty 2081.875968 = -5282178.956552 nChanged 452 SP:Iteration 50Q (2201.699882 sec): 3 clusters Score: Raw -5284439.326400 + Penalty 2081.875968 = -5282357.450432 nChanged 428 SP:Iteration 51Q (2201.808810 sec): 3 clusters Score: Raw -5284605.563456 + Penalty 2081.875968 = -5282523.687488 nChanged 374 SP:Iteration 52Q (2201.919671 sec): 3 clusters Score: Raw -5284753.549688 + Penalty 2081.875968 = -5282671.673720 nChanged 343 SP:Iteration 53Q (2202.023043 sec): 3 clusters Score: Raw -5284893.114990 + Penalty 2081.875968 = -5282811.239023 nChanged 299 SP:Iteration 54Q (2202.139300 sec): 3 clusters Score: Raw -5285004.631941 + Penalty 2081.875968 = -5282922.755973 nChanged 250 SP:Iteration 55Q (2202.249825 sec): 3 clusters Score: Raw -5285091.797700 + Penalty 2081.875968 = -5283009.921732 nChanged 230 SP:Iteration 56Q (2202.361098 sec): 3 clusters Score: Raw -5285183.251192 + Penalty 2081.875968 = -5283101.375224 nChanged 205 SP:Iteration 57Q (2202.469170 sec): 3 clusters Score: Raw -5285257.832442 + Penalty 2081.875968 = -5283175.956474 nChanged 184 SP:Iteration 58Q (2202.581206 sec): 3 clusters Score: Raw -5285326.386145 + Penalty 2081.875968 = -5283244.510177 nChanged 174 SP:Iteration 59Q (2202.680428 sec): 3 clusters Score: Raw -5285401.683490 + Penalty 2081.875968 = -5283319.807522 nChanged 162 SP:Iteration 60F (2202.791919 sec): 3 clusters Score: Raw -5285470.574053 + Penalty 2081.875968 = -5283388.698085 nChanged 113 SP:Iteration 61Q (2202.900903 sec): 3 clusters Score: Raw -5285519.642537 + Penalty 2081.875968 = -5283437.766569 nChanged 101 SP:Iteration 62Q (2203.006884 sec): 3 clusters Score: Raw -5285556.243486 + Penalty 2081.875968 = -5283474.367518 nChanged 82 SP:Iteration 63Q (2203.099582 sec): 3 clusters Score: Raw -5285583.903158 + Penalty 2081.875968 = -5283502.027190 nChanged 79 SP:Iteration 64Q (2203.203761 sec): 3 clusters Score: Raw -5285611.565222 + Penalty 2081.875968 = -5283529.689254 nChanged 63 SP:Iteration 65Q (2203.303958 sec): 3 clusters Score: Raw -5285636.528679 + Penalty 2081.875968 = -5283554.652711 nChanged 47 SP:Iteration 66Q (2203.394991 sec): 3 clusters Score: Raw -5285651.040283 + Penalty 2081.875968 = -5283569.164315 nChanged 35 SP:Iteration 67Q (2203.493577 sec): 3 clusters Score: Raw -5285659.234402 + Penalty 2081.875968 = -5283577.358434 nChanged 28 SP:Iteration 68Q (2203.588136 sec): 3 clusters Score: Raw -5285667.565872 + Penalty 2081.875968 = -5283585.689904 nChanged 23 SP:Iteration 69Q (2203.681656 sec): 3 clusters Score: Raw -5285673.553414 + Penalty 2081.875968 = -5283591.677446 nChanged 15 SP:Iteration 70Q (2203.799268 sec): 3 clusters Score: Raw -5285678.717772 + Penalty 2081.875968 = -5283596.841804 nChanged 18 SP:Iteration 71Q (2203.898770 sec): 3 clusters Score: Raw -5285684.407392 + Penalty 2081.875968 = -5283602.531424 nChanged 20 SP:Iteration 72Q (2204.005978 sec): 3 clusters Score: Raw -5285690.305617 + Penalty 2081.875968 = -5283608.429649 nChanged 18 SP:Iteration 73Q (2204.107425 sec): 3 clusters Score: Raw -5285695.477962 + Penalty 2081.875968 = -5283613.601994 nChanged 15 SP:Iteration 74Q (2204.201356 sec): 3 clusters Score: Raw -5285700.475970 + Penalty 2081.875968 = -5283618.600002 nChanged 15 SP:Iteration 75Q (2204.297224 sec): 3 clusters Score: Raw -5285707.910777 + Penalty 2081.875968 = -5283626.034809 nChanged 16 SP:Iteration 76Q (2204.406725 sec): 3 clusters Score: Raw -5285716.014128 + Penalty 2081.875968 = -5283634.138161 nChanged 23 SP:Iteration 77Q (2204.515254 sec): 3 clusters Score: Raw -5285725.844855 + Penalty 2081.875968 = -5283643.968887 nChanged 21 SP:Iteration 78Q (2204.618272 sec): 3 clusters Score: Raw -5285731.148841 + Penalty 2081.875968 = -5283649.272873 nChanged 9 SP:Iteration 79Q (2204.719501 sec): 3 clusters Score: Raw -5285733.569624 + Penalty 2081.875968 = -5283651.693657 nChanged 4 SP:Iteration 80F (2204.827568 sec): 3 clusters Score: Raw -5285734.590971 + Penalty 2081.875968 = -5283652.715004 nChanged 4 SP:Iteration 81Q (2204.939101 sec): 3 clusters Score: Raw -5285736.295503 + Penalty 2081.875968 = -5283654.419536 nChanged 5 SP:Iteration 82Q (2205.045190 sec): 3 clusters Score: Raw -5285737.567725 + Penalty 2081.875968 = -5283655.691757 nChanged 3 SP:Iteration 83Q (2205.151651 sec): 3 clusters Score: Raw -5285738.156969 + Penalty 2081.875968 = -5283656.281001 nChanged 2 SP:Iteration 84Q (2205.252323 sec): 3 clusters Score: Raw -5285738.562595 + Penalty 2081.875968 = -5283656.686627 nChanged 3 SP:Iteration 85Q (2205.356196 sec): 3 clusters Score: Raw -5285739.187931 + Penalty 2081.875968 = -5283657.311964 nChanged 1 SP:Iteration 86Q (2205.464627 sec): 3 clusters Score: Raw -5285739.532729 + Penalty 2081.875968 = -5283657.656762 nChanged 0 SP:Iteration 87F (2205.571816 sec): 3 clusters Score: Raw -5285739.532729 + Penalty 2081.875968 = -5283657.656762 nChanged 0 Trying to split cluster 10 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2205.591623 sec): 2 clusters Score: Raw -148810.574303 + Penalty 718.750362 = -148091.823941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2205.642215 sec): 3 clusters Score: Raw -147898.387084 + Penalty 1437.500724 = -146460.886361 nChanged 742 SP:Iteration 1F (2205.690550 sec): 3 clusters Score: Raw -148430.728126 + Penalty 1437.500724 = -146993.227402 nChanged 204 SP:Iteration 2F (2205.740721 sec): 3 clusters Score: Raw -148627.979972 + Penalty 1437.500724 = -147190.479249 nChanged 144 SP:Iteration 3F (2205.784616 sec): 3 clusters Score: Raw -148783.266244 + Penalty 1437.500724 = -147345.765521 nChanged 119 SP:Iteration 4F (2205.827160 sec): 3 clusters Score: Raw -148907.510450 + Penalty 1437.500724 = -147470.009726 nChanged 88 SP:Iteration 5Q (2205.870704 sec): 3 clusters Score: Raw -148972.225002 + Penalty 1437.500724 = -147534.724279 nChanged 64 SP:Iteration 6Q (2205.905758 sec): 3 clusters Score: Raw -149030.582875 + Penalty 1437.500724 = -147593.082151 nChanged 60 SP:Iteration 7Q (2205.946643 sec): 3 clusters Score: Raw -149119.335111 + Penalty 1437.500724 = -147681.834388 nChanged 52 SP:Iteration 8Q (2205.994517 sec): 3 clusters Score: Raw -149179.298194 + Penalty 1437.500724 = -147741.797471 nChanged 48 SP:Iteration 9Q (2206.037987 sec): 3 clusters Score: Raw -149212.795724 + Penalty 1437.500724 = -147775.295000 nChanged 35 SP:Iteration 10Q (2206.078241 sec): 3 clusters Score: Raw -149228.747364 + Penalty 1437.500724 = -147791.246640 nChanged 21 SP:Iteration 11Q (2206.121433 sec): 3 clusters Score: Raw -149237.342123 + Penalty 1437.500724 = -147799.841399 nChanged 12 SP:Iteration 12Q (2206.171638 sec): 3 clusters Score: Raw -149242.212303 + Penalty 1437.500724 = -147804.711580 nChanged 3 SP:Iteration 13Q (2206.202743 sec): 3 clusters Score: Raw -149242.787854 + Penalty 1437.500724 = -147805.287131 nChanged 5 SP:Iteration 14Q (2206.252973 sec): 3 clusters Score: Raw -149244.289976 + Penalty 1437.500724 = -147806.789253 nChanged 2 SP:Iteration 15Q (2206.300470 sec): 3 clusters Score: Raw -149244.962646 + Penalty 1437.500724 = -147807.461923 nChanged 1 SP:Iteration 16Q (2206.349808 sec): 3 clusters Score: Raw -149245.365454 + Penalty 1437.500724 = -147807.864730 nChanged 2 SP:Iteration 17Q (2206.393524 sec): 3 clusters Score: Raw -149245.603706 + Penalty 1437.500724 = -147808.102982 nChanged 2 SP:Iteration 18Q (2206.432783 sec): 3 clusters Score: Raw -149246.535417 + Penalty 1437.500724 = -147809.034694 nChanged 5 SP:Iteration 19Q (2206.471179 sec): 3 clusters Score: Raw -149248.167156 + Penalty 1437.500724 = -147810.666432 nChanged 3 SP:Iteration 20F (2206.517138 sec): 3 clusters Score: Raw -149249.126279 + Penalty 1437.500724 = -147811.625556 nChanged 4 SP:Iteration 21Q (2206.561474 sec): 3 clusters Score: Raw -149250.571056 + Penalty 1437.500724 = -147813.070333 nChanged 5 SP:Iteration 22Q (2206.604329 sec): 3 clusters Score: Raw -149252.191559 + Penalty 1437.500724 = -147814.690836 nChanged 2 SP:Iteration 23Q (2206.650096 sec): 3 clusters Score: Raw -149252.599565 + Penalty 1437.500724 = -147815.098842 nChanged 1 SP:Iteration 24Q (2206.700142 sec): 3 clusters Score: Raw -149252.771007 + Penalty 1437.500724 = -147815.270283 nChanged 1 SP:Iteration 25Q (2206.746169 sec): 3 clusters Score: Raw -149252.817806 + Penalty 1437.500724 = -147815.317083 nChanged 1 SP:Iteration 26Q (2206.793089 sec): 3 clusters Score: Raw -149252.918143 + Penalty 1437.500724 = -147815.417419 nChanged 1 SP:Iteration 27Q (2206.840366 sec): 3 clusters Score: Raw -149253.193118 + Penalty 1437.500724 = -147815.692395 nChanged 1 SP:Iteration 28Q (2206.889384 sec): 3 clusters Score: Raw -149253.564043 + Penalty 1437.500724 = -147816.063319 nChanged 0 SP:Iteration 29F (2206.926893 sec): 3 clusters Score: Raw -149253.564043 + Penalty 1437.500724 = -147816.063319 nChanged 0 Trying to split cluster 11 (9423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.964659 sec): 2 clusters Score: Raw -927827.698021 + Penalty 869.336335 = -926958.361687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2207.024136 sec): 3 clusters Score: Raw -922226.961279 + Penalty 1738.672670 = -920488.288610 nChanged 4258 SP:Iteration 1F (2207.074847 sec): 3 clusters Score: Raw -924708.635070 + Penalty 1738.672670 = -922969.962400 nChanged 802 SP:Iteration 2F (2207.144664 sec): 3 clusters Score: Raw -925314.100351 + Penalty 1738.672670 = -923575.427681 nChanged 811 SP:Iteration 3F (2207.201068 sec): 3 clusters Score: Raw -925936.058573 + Penalty 1738.672670 = -924197.385903 nChanged 631 SP:Iteration 4F (2207.260435 sec): 3 clusters Score: Raw -926374.022761 + Penalty 1738.672670 = -924635.350091 nChanged 544 SP:Iteration 5F (2207.319627 sec): 3 clusters Score: Raw -926713.814261 + Penalty 1738.672670 = -924975.141591 nChanged 397 SP:Iteration 6Q (2207.380079 sec): 3 clusters Score: Raw -926886.871226 + Penalty 1738.672670 = -925148.198557 nChanged 272 SP:Iteration 7Q (2207.439398 sec): 3 clusters Score: Raw -926994.322821 + Penalty 1738.672670 = -925255.650151 nChanged 199 SP:Iteration 8Q (2207.498788 sec): 3 clusters Score: Raw -927073.437225 + Penalty 1738.672670 = -925334.764555 nChanged 160 SP:Iteration 9Q (2207.557330 sec): 3 clusters Score: Raw -927137.510686 + Penalty 1738.672670 = -925398.838016 nChanged 145 SP:Iteration 10Q (2207.610882 sec): 3 clusters Score: Raw -927198.931622 + Penalty 1738.672670 = -925460.258952 nChanged 156 SP:Iteration 11Q (2207.654459 sec): 3 clusters Score: Raw -927262.695559 + Penalty 1738.672670 = -925524.022889 nChanged 128 SP:Iteration 12Q (2207.710730 sec): 3 clusters Score: Raw -927306.146885 + Penalty 1738.672670 = -925567.474215 nChanged 107 SP:Iteration 13Q (2207.778600 sec): 3 clusters Score: Raw -927344.010456 + Penalty 1738.672670 = -925605.337786 nChanged 114 SP:Iteration 14Q (2207.826031 sec): 3 clusters Score: Raw -927387.776792 + Penalty 1738.672670 = -925649.104122 nChanged 119 SP:Iteration 15Q (2207.879571 sec): 3 clusters Score: Raw -927423.928235 + Penalty 1738.672670 = -925685.255565 nChanged 102 SP:Iteration 16Q (2207.938498 sec): 3 clusters Score: Raw -927456.131711 + Penalty 1738.672670 = -925717.459041 nChanged 98 SP:Iteration 17Q (2207.992352 sec): 3 clusters Score: Raw -927489.091574 + Penalty 1738.672670 = -925750.418905 nChanged 93 SP:Iteration 18Q (2208.051862 sec): 3 clusters Score: Raw -927524.012035 + Penalty 1738.672670 = -925785.339366 nChanged 85 SP:Iteration 19Q (2208.104484 sec): 3 clusters Score: Raw -927549.668362 + Penalty 1738.672670 = -925810.995692 nChanged 88 SP:Iteration 20F (2208.166895 sec): 3 clusters Score: Raw -927573.047056 + Penalty 1738.672670 = -925834.374386 nChanged 75 SP:Iteration 21Q (2208.209455 sec): 3 clusters Score: Raw -927593.342563 + Penalty 1738.672670 = -925854.669893 nChanged 71 SP:Iteration 22Q (2208.264768 sec): 3 clusters Score: Raw -927611.938490 + Penalty 1738.672670 = -925873.265820 nChanged 78 SP:Iteration 23Q (2208.325882 sec): 3 clusters Score: Raw -927633.224183 + Penalty 1738.672670 = -925894.551513 nChanged 76 SP:Iteration 24Q (2208.382502 sec): 3 clusters Score: Raw -927653.702497 + Penalty 1738.672670 = -925915.029827 nChanged 70 SP:Iteration 25Q (2208.444316 sec): 3 clusters Score: Raw -927672.703460 + Penalty 1738.672670 = -925934.030790 nChanged 62 SP:Iteration 26Q (2208.497830 sec): 3 clusters Score: Raw -927688.162183 + Penalty 1738.672670 = -925949.489513 nChanged 60 SP:Iteration 27Q (2208.554668 sec): 3 clusters Score: Raw -927705.621268 + Penalty 1738.672670 = -925966.948598 nChanged 65 SP:Iteration 28Q (2208.610056 sec): 3 clusters Score: Raw -927726.522477 + Penalty 1738.672670 = -925987.849807 nChanged 72 SP:Iteration 29Q (2208.662996 sec): 3 clusters Score: Raw -927748.043984 + Penalty 1738.672670 = -926009.371314 nChanged 59 SP:Iteration 30Q (2208.717626 sec): 3 clusters Score: Raw -927764.024748 + Penalty 1738.672670 = -926025.352078 nChanged 50 SP:Iteration 31Q (2208.772576 sec): 3 clusters Score: Raw -927779.456237 + Penalty 1738.672670 = -926040.783568 nChanged 47 SP:Iteration 32Q (2208.830617 sec): 3 clusters Score: Raw -927793.270386 + Penalty 1738.672670 = -926054.597717 nChanged 49 SP:Iteration 33Q (2208.888579 sec): 3 clusters Score: Raw -927807.364883 + Penalty 1738.672670 = -926068.692213 nChanged 43 SP:Iteration 34Q (2208.923458 sec): 3 clusters Score: Raw -927818.573616 + Penalty 1738.672670 = -926079.900947 nChanged 38 SP:Iteration 35Q (2208.981805 sec): 3 clusters Score: Raw -927827.918769 + Penalty 1738.672670 = -926089.246099 nChanged 41 SP:Iteration 36Q (2209.034867 sec): 3 clusters Score: Raw -927837.871121 + Penalty 1738.672670 = -926099.198451 nChanged 29 SP:Iteration 37Q (2209.090287 sec): 3 clusters Score: Raw -927845.249112 + Penalty 1738.672670 = -926106.576442 nChanged 36 SP:Iteration 38Q (2209.160165 sec): 3 clusters Score: Raw -927857.829269 + Penalty 1738.672670 = -926119.156599 nChanged 35 SP:Iteration 39Q (2209.207271 sec): 3 clusters Score: Raw -927868.674851 + Penalty 1738.672670 = -926130.002182 nChanged 27 SP:Iteration 40F (2209.274463 sec): 3 clusters Score: Raw -927875.774960 + Penalty 1738.672670 = -926137.102290 nChanged 28 SP:Iteration 41Q (2209.321761 sec): 3 clusters Score: Raw -927882.843332 + Penalty 1738.672670 = -926144.170662 nChanged 24 SP:Iteration 42Q (2209.383516 sec): 3 clusters Score: Raw -927888.572226 + Penalty 1738.672670 = -926149.899556 nChanged 25 SP:Iteration 43Q (2209.439512 sec): 3 clusters Score: Raw -927893.590989 + Penalty 1738.672670 = -926154.918319 nChanged 19 SP:Iteration 44Q (2209.486119 sec): 3 clusters Score: Raw -927897.678665 + Penalty 1738.672670 = -926159.005995 nChanged 19 SP:Iteration 45Q (2209.534607 sec): 3 clusters Score: Raw -927903.427061 + Penalty 1738.672670 = -926164.754391 nChanged 17 SP:Iteration 46Q (2209.586517 sec): 3 clusters Score: Raw -927907.867204 + Penalty 1738.672670 = -926169.194535 nChanged 16 SP:Iteration 47Q (2209.639145 sec): 3 clusters Score: Raw -927910.974164 + Penalty 1738.672670 = -926172.301494 nChanged 18 SP:Iteration 48Q (2209.685676 sec): 3 clusters Score: Raw -927914.897948 + Penalty 1738.672670 = -926176.225279 nChanged 19 SP:Iteration 49Q (2209.742033 sec): 3 clusters Score: Raw -927919.358371 + Penalty 1738.672670 = -926180.685701 nChanged 15 SP:Iteration 50Q (2209.800533 sec): 3 clusters Score: Raw -927923.006183 + Penalty 1738.672670 = -926184.333513 nChanged 9 SP:Iteration 51Q (2209.856719 sec): 3 clusters Score: Raw -927924.685226 + Penalty 1738.672670 = -926186.012556 nChanged 5 SP:Iteration 52Q (2209.908927 sec): 3 clusters Score: Raw -927925.476390 + Penalty 1738.672670 = -926186.803720 nChanged 6 SP:Iteration 53Q (2209.964921 sec): 3 clusters Score: Raw -927926.779386 + Penalty 1738.672670 = -926188.106716 nChanged 9 SP:Iteration 54Q (2210.022648 sec): 3 clusters Score: Raw -927929.271884 + Penalty 1738.672670 = -926190.599215 nChanged 9 SP:Iteration 55Q (2210.076176 sec): 3 clusters Score: Raw -927931.360021 + Penalty 1738.672670 = -926192.687351 nChanged 5 SP:Iteration 56Q (2210.135671 sec): 3 clusters Score: Raw -927932.715798 + Penalty 1738.672670 = -926194.043128 nChanged 7 SP:Iteration 57Q (2210.185566 sec): 3 clusters Score: Raw -927934.546653 + Penalty 1738.672670 = -926195.873984 nChanged 2 SP:Iteration 58Q (2210.232238 sec): 3 clusters Score: Raw -927934.970834 + Penalty 1738.672670 = -926196.298164 nChanged 3 SP:Iteration 59Q (2210.297788 sec): 3 clusters Score: Raw -927935.564527 + Penalty 1738.672670 = -926196.891857 nChanged 2 SP:Iteration 60F (2210.349462 sec): 3 clusters Score: Raw -927935.973822 + Penalty 1738.672670 = -926197.301152 nChanged 2 SP:Iteration 61Q (2210.407125 sec): 3 clusters Score: Raw -927936.745336 + Penalty 1738.672670 = -926198.072666 nChanged 7 SP:Iteration 62Q (2210.474672 sec): 3 clusters Score: Raw -927938.375134 + Penalty 1738.672670 = -926199.702464 nChanged 9 SP:Iteration 63Q (2210.529034 sec): 3 clusters Score: Raw -927941.334727 + Penalty 1738.672670 = -926202.662057 nChanged 9 SP:Iteration 64Q (2210.579620 sec): 3 clusters Score: Raw -927944.697634 + Penalty 1738.672670 = -926206.024964 nChanged 8 SP:Iteration 65Q (2210.637338 sec): 3 clusters Score: Raw -927946.533256 + Penalty 1738.672670 = -926207.860586 nChanged 10 SP:Iteration 66Q (2210.689477 sec): 3 clusters Score: Raw -927949.085825 + Penalty 1738.672670 = -926210.413155 nChanged 9 SP:Iteration 67Q (2210.734516 sec): 3 clusters Score: Raw -927950.876632 + Penalty 1738.672670 = -926212.203962 nChanged 8 SP:Iteration 68Q (2210.776924 sec): 3 clusters Score: Raw -927952.599703 + Penalty 1738.672670 = -926213.927034 nChanged 9 SP:Iteration 69Q (2210.847362 sec): 3 clusters Score: Raw -927955.369111 + Penalty 1738.672670 = -926216.696441 nChanged 8 SP:Iteration 70Q (2210.894711 sec): 3 clusters Score: Raw -927957.967068 + Penalty 1738.672670 = -926219.294398 nChanged 8 SP:Iteration 71Q (2210.953235 sec): 3 clusters Score: Raw -927961.907118 + Penalty 1738.672670 = -926223.234448 nChanged 5 SP:Iteration 72Q (2210.998563 sec): 3 clusters Score: Raw -927963.967763 + Penalty 1738.672670 = -926225.295093 nChanged 7 SP:Iteration 73Q (2211.054874 sec): 3 clusters Score: Raw -927965.458943 + Penalty 1738.672670 = -926226.786273 nChanged 7 SP:Iteration 74Q (2211.114410 sec): 3 clusters Score: Raw -927967.205241 + Penalty 1738.672670 = -926228.532572 nChanged 6 SP:Iteration 75Q (2211.179397 sec): 3 clusters Score: Raw -927968.215352 + Penalty 1738.672670 = -926229.542682 nChanged 4 SP:Iteration 76Q (2211.234273 sec): 3 clusters Score: Raw -927968.894095 + Penalty 1738.672670 = -926230.221425 nChanged 2 SP:Iteration 77Q (2211.296880 sec): 3 clusters Score: Raw -927969.243452 + Penalty 1738.672670 = -926230.570782 nChanged 6 SP:Iteration 78Q (2211.348849 sec): 3 clusters Score: Raw -927971.609052 + Penalty 1738.672670 = -926232.936382 nChanged 6 SP:Iteration 79Q (2211.395662 sec): 3 clusters Score: Raw -927976.156178 + Penalty 1738.672670 = -926237.483508 nChanged 8 SP:Iteration 80F (2211.463997 sec): 3 clusters Score: Raw -927980.125783 + Penalty 1738.672670 = -926241.453114 nChanged 8 SP:Iteration 81Q (2211.509518 sec): 3 clusters Score: Raw -927982.995772 + Penalty 1738.672670 = -926244.323102 nChanged 4 SP:Iteration 82Q (2211.575425 sec): 3 clusters Score: Raw -927983.880436 + Penalty 1738.672670 = -926245.207766 nChanged 3 SP:Iteration 83Q (2211.631775 sec): 3 clusters Score: Raw -927984.520528 + Penalty 1738.672670 = -926245.847858 nChanged 0 SP:Iteration 84F (2211.683162 sec): 3 clusters Score: Raw -927984.520528 + Penalty 1738.672670 = -926245.847858 nChanged 0 Trying to split cluster 12 (16795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2211.718558 sec): 2 clusters Score: Raw -1565321.295116 + Penalty 924.239468 = -1564397.055649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2211.791339 sec): 3 clusters Score: Raw -1555039.407779 + Penalty 1848.478935 = -1553190.928843 nChanged 7701 SP:Iteration 1F (2211.850633 sec): 3 clusters Score: Raw -1559599.913280 + Penalty 1848.478935 = -1557751.434345 nChanged 1055 SP:Iteration 2F (2211.921922 sec): 3 clusters Score: Raw -1560127.831941 + Penalty 1848.478935 = -1558279.353006 nChanged 1056 SP:Iteration 3F (2211.976605 sec): 3 clusters Score: Raw -1560733.601279 + Penalty 1848.478935 = -1558885.122343 nChanged 1137 SP:Iteration 4F (2212.048069 sec): 3 clusters Score: Raw -1561443.860361 + Penalty 1848.478935 = -1559595.381425 nChanged 1077 SP:Iteration 5F (2212.113848 sec): 3 clusters Score: Raw -1562221.477955 + Penalty 1848.478935 = -1560372.999020 nChanged 1031 SP:Iteration 6F (2212.165835 sec): 3 clusters Score: Raw -1563013.460572 + Penalty 1848.478935 = -1561164.981637 nChanged 868 SP:Iteration 7F (2212.228027 sec): 3 clusters Score: Raw -1563757.558300 + Penalty 1848.478935 = -1561909.079364 nChanged 643 SP:Iteration 8Q (2212.307322 sec): 3 clusters Score: Raw -1564374.779607 + Penalty 1848.478935 = -1562526.300672 nChanged 463 SP:Iteration 9Q (2212.374270 sec): 3 clusters Score: Raw -1564841.204338 + Penalty 1848.478935 = -1562992.725403 nChanged 327 SP:Iteration 10Q (2212.431710 sec): 3 clusters Score: Raw -1565249.578223 + Penalty 1848.478935 = -1563401.099288 nChanged 234 SP:Iteration 11Q (2212.489686 sec): 3 clusters Score: Raw -1565551.321832 + Penalty 1848.478935 = -1563702.842896 nChanged 190 SP:Iteration 12Q (2212.557153 sec): 3 clusters Score: Raw -1565722.759891 + Penalty 1848.478935 = -1563874.280956 nChanged 136 SP:Iteration 13Q (2212.618903 sec): 3 clusters Score: Raw -1565800.420788 + Penalty 1848.478935 = -1563951.941852 nChanged 100 SP:Iteration 14Q (2212.673369 sec): 3 clusters Score: Raw -1565842.918399 + Penalty 1848.478935 = -1563994.439463 nChanged 75 SP:Iteration 15Q (2212.746434 sec): 3 clusters Score: Raw -1565868.118434 + Penalty 1848.478935 = -1564019.639499 nChanged 56 SP:Iteration 16Q (2212.812228 sec): 3 clusters Score: Raw -1565887.820816 + Penalty 1848.478935 = -1564039.341880 nChanged 53 SP:Iteration 17Q (2212.862088 sec): 3 clusters Score: Raw -1565902.344518 + Penalty 1848.478935 = -1564053.865582 nChanged 36 SP:Iteration 18Q (2212.925192 sec): 3 clusters Score: Raw -1565909.939661 + Penalty 1848.478935 = -1564061.460726 nChanged 21 SP:Iteration 19Q (2212.985374 sec): 3 clusters Score: Raw -1565914.155821 + Penalty 1848.478935 = -1564065.676886 nChanged 15 SP:Iteration 20F (2213.047626 sec): 3 clusters Score: Raw -1565917.581421 + Penalty 1848.478935 = -1564069.102486 nChanged 21 SP:Iteration 21Q (2213.102006 sec): 3 clusters Score: Raw -1565921.470951 + Penalty 1848.478935 = -1564072.992015 nChanged 16 SP:Iteration 22Q (2213.164289 sec): 3 clusters Score: Raw -1565924.651600 + Penalty 1848.478935 = -1564076.172664 nChanged 11 SP:Iteration 23Q (2213.220725 sec): 3 clusters Score: Raw -1565926.564831 + Penalty 1848.478935 = -1564078.085895 nChanged 14 SP:Iteration 24Q (2213.265332 sec): 3 clusters Score: Raw -1565928.511301 + Penalty 1848.478935 = -1564080.032366 nChanged 12 SP:Iteration 25Q (2213.337007 sec): 3 clusters Score: Raw -1565930.047569 + Penalty 1848.478935 = -1564081.568634 nChanged 7 SP:Iteration 26Q (2213.389840 sec): 3 clusters Score: Raw -1565930.736695 + Penalty 1848.478935 = -1564082.257759 nChanged 3 SP:Iteration 27Q (2213.444334 sec): 3 clusters Score: Raw -1565931.074393 + Penalty 1848.478935 = -1564082.595458 nChanged 2 SP:Iteration 28Q (2213.517179 sec): 3 clusters Score: Raw -1565931.204889 + Penalty 1848.478935 = -1564082.725953 nChanged 0 SP:Iteration 29F (2213.572369 sec): 3 clusters Score: Raw -1565931.204889 + Penalty 1848.478935 = -1564082.725953 nChanged 0 Trying to split cluster 13 (4022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2213.612153 sec): 2 clusters Score: Raw -376111.636672 + Penalty 788.455784 = -375323.180888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2213.651540 sec): 3 clusters Score: Raw -373953.926536 + Penalty 1576.911568 = -372377.014968 nChanged 1711 SP:Iteration 1F (2213.702051 sec): 3 clusters Score: Raw -374933.885176 + Penalty 1576.911568 = -373356.973608 nChanged 312 SP:Iteration 2F (2213.750005 sec): 3 clusters Score: Raw -375117.476637 + Penalty 1576.911568 = -373540.565069 nChanged 275 SP:Iteration 3F (2213.791377 sec): 3 clusters Score: Raw -375292.845798 + Penalty 1576.911568 = -373715.934229 nChanged 247 SP:Iteration 4F (2213.839382 sec): 3 clusters Score: Raw -375457.642972 + Penalty 1576.911568 = -373880.731404 nChanged 223 SP:Iteration 5F (2213.886520 sec): 3 clusters Score: Raw -375610.806620 + Penalty 1576.911568 = -374033.895052 nChanged 196 SP:Iteration 6Q (2213.939776 sec): 3 clusters Score: Raw -375748.345336 + Penalty 1576.911568 = -374171.433768 nChanged 170 SP:Iteration 7Q (2213.995521 sec): 3 clusters Score: Raw -375875.176356 + Penalty 1576.911568 = -374298.264787 nChanged 162 SP:Iteration 8Q (2214.045750 sec): 3 clusters Score: Raw -375987.687549 + Penalty 1576.911568 = -374410.775980 nChanged 122 SP:Iteration 9Q (2214.090655 sec): 3 clusters Score: Raw -376058.083434 + Penalty 1576.911568 = -374481.171865 nChanged 90 SP:Iteration 10Q (2214.141576 sec): 3 clusters Score: Raw -376101.598070 + Penalty 1576.911568 = -374524.686501 nChanged 78 SP:Iteration 11Q (2214.183888 sec): 3 clusters Score: Raw -376141.238080 + Penalty 1576.911568 = -374564.326512 nChanged 59 SP:Iteration 12Q (2214.248223 sec): 3 clusters Score: Raw -376167.166616 + Penalty 1576.911568 = -374590.255048 nChanged 35 SP:Iteration 13Q (2214.295178 sec): 3 clusters Score: Raw -376182.768191 + Penalty 1576.911568 = -374605.856622 nChanged 35 SP:Iteration 14Q (2214.337706 sec): 3 clusters Score: Raw -376192.522850 + Penalty 1576.911568 = -374615.611282 nChanged 23 SP:Iteration 15Q (2214.391579 sec): 3 clusters Score: Raw -376199.516301 + Penalty 1576.911568 = -374622.604732 nChanged 19 SP:Iteration 16Q (2214.444114 sec): 3 clusters Score: Raw -376205.610203 + Penalty 1576.911568 = -374628.698634 nChanged 15 SP:Iteration 17Q (2214.494001 sec): 3 clusters Score: Raw -376211.135321 + Penalty 1576.911568 = -374634.223753 nChanged 16 SP:Iteration 18Q (2214.537245 sec): 3 clusters Score: Raw -376215.993853 + Penalty 1576.911568 = -374639.082284 nChanged 19 SP:Iteration 19Q (2214.591047 sec): 3 clusters Score: Raw -376221.757753 + Penalty 1576.911568 = -374644.846184 nChanged 16 SP:Iteration 20F (2214.643705 sec): 3 clusters Score: Raw -376226.275015 + Penalty 1576.911568 = -374649.363447 nChanged 15 SP:Iteration 21Q (2214.694489 sec): 3 clusters Score: Raw -376229.641589 + Penalty 1576.911568 = -374652.730021 nChanged 8 SP:Iteration 22Q (2214.734086 sec): 3 clusters Score: Raw -376232.036310 + Penalty 1576.911568 = -374655.124742 nChanged 5 SP:Iteration 23Q (2214.790290 sec): 3 clusters Score: Raw -376233.112796 + Penalty 1576.911568 = -374656.201228 nChanged 3 SP:Iteration 24Q (2214.836748 sec): 3 clusters Score: Raw -376233.876623 + Penalty 1576.911568 = -374656.965054 nChanged 3 SP:Iteration 25Q (2214.901771 sec): 3 clusters Score: Raw -376234.599432 + Penalty 1576.911568 = -374657.687864 nChanged 2 SP:Iteration 26Q (2214.942270 sec): 3 clusters Score: Raw -376235.242916 + Penalty 1576.911568 = -374658.331348 nChanged 4 SP:Iteration 27Q (2215.002090 sec): 3 clusters Score: Raw -376236.394676 + Penalty 1576.911568 = -374659.483107 nChanged 7 SP:Iteration 28Q (2215.049472 sec): 3 clusters Score: Raw -376238.607245 + Penalty 1576.911568 = -374661.695677 nChanged 8 SP:Iteration 29Q (2215.101825 sec): 3 clusters Score: Raw -376240.396049 + Penalty 1576.911568 = -374663.484481 nChanged 8 SP:Iteration 30Q (2215.140984 sec): 3 clusters Score: Raw -376241.928967 + Penalty 1576.911568 = -374665.017399 nChanged 4 SP:Iteration 31Q (2215.181723 sec): 3 clusters Score: Raw -376243.037088 + Penalty 1576.911568 = -374666.125520 nChanged 3 SP:Iteration 32Q (2215.221630 sec): 3 clusters Score: Raw -376244.265933 + Penalty 1576.911568 = -374667.354364 nChanged 5 SP:Iteration 33Q (2215.273171 sec): 3 clusters Score: Raw -376245.402414 + Penalty 1576.911568 = -374668.490846 nChanged 5 SP:Iteration 34Q (2215.312699 sec): 3 clusters Score: Raw -376246.465987 + Penalty 1576.911568 = -374669.554419 nChanged 4 SP:Iteration 35Q (2215.356728 sec): 3 clusters Score: Raw -376247.649846 + Penalty 1576.911568 = -374670.738278 nChanged 3 SP:Iteration 36Q (2215.412237 sec): 3 clusters Score: Raw -376248.572055 + Penalty 1576.911568 = -374671.660487 nChanged 2 SP:Iteration 37Q (2215.458718 sec): 3 clusters Score: Raw -376248.792923 + Penalty 1576.911568 = -374671.881355 nChanged 1 SP:Iteration 38Q (2215.510346 sec): 3 clusters Score: Raw -376249.300089 + Penalty 1576.911568 = -374672.388521 nChanged 3 SP:Iteration 39Q (2215.548913 sec): 3 clusters Score: Raw -376249.973903 + Penalty 1576.911568 = -374673.062335 nChanged 1 SP:Iteration 40F (2215.592828 sec): 3 clusters Score: Raw -376250.086678 + Penalty 1576.911568 = -374673.175110 nChanged 1 SP:Iteration 41Q (2215.636067 sec): 3 clusters Score: Raw -376250.265943 + Penalty 1576.911568 = -374673.354374 nChanged 1 SP:Iteration 42Q (2215.684329 sec): 3 clusters Score: Raw -376250.369707 + Penalty 1576.911568 = -374673.458139 nChanged 0 SP:Iteration 43F (2215.740226 sec): 3 clusters Score: Raw -376250.369707 + Penalty 1576.911568 = -374673.458139 nChanged 0 Trying to split cluster 14 (4392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2215.770281 sec): 2 clusters Score: Raw -413087.539009 + Penalty 796.816298 = -412290.722711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2215.813118 sec): 3 clusters Score: Raw -410678.916596 + Penalty 1593.632597 = -409085.284000 nChanged 1902 SP:Iteration 1F (2215.871178 sec): 3 clusters Score: Raw -411734.371940 + Penalty 1593.632597 = -410140.739343 nChanged 275 SP:Iteration 2F (2215.915352 sec): 3 clusters Score: Raw -411875.549489 + Penalty 1593.632597 = -410281.916892 nChanged 217 SP:Iteration 3Q (2215.957967 sec): 3 clusters Score: Raw -411982.633092 + Penalty 1593.632597 = -410389.000495 nChanged 203 SP:Iteration 4Q (2216.009815 sec): 3 clusters Score: Raw -412086.815347 + Penalty 1593.632597 = -410493.182750 nChanged 181 SP:Iteration 5Q (2216.069375 sec): 3 clusters Score: Raw -412167.677016 + Penalty 1593.632597 = -410574.044420 nChanged 163 SP:Iteration 6Q (2216.125370 sec): 3 clusters Score: Raw -412245.506531 + Penalty 1593.632597 = -410651.873935 nChanged 144 SP:Iteration 7Q (2216.176102 sec): 3 clusters Score: Raw -412323.967409 + Penalty 1593.632597 = -410730.334812 nChanged 133 SP:Iteration 8Q (2216.223587 sec): 3 clusters Score: Raw -412417.594008 + Penalty 1593.632597 = -410823.961411 nChanged 136 SP:Iteration 9Q (2216.274741 sec): 3 clusters Score: Raw -412534.814581 + Penalty 1593.632597 = -410941.181984 nChanged 129 SP:Iteration 10Q (2216.313542 sec): 3 clusters Score: Raw -412621.895288 + Penalty 1593.632597 = -411028.262691 nChanged 111 SP:Iteration 11Q (2216.369558 sec): 3 clusters Score: Raw -412681.777773 + Penalty 1593.632597 = -411088.145176 nChanged 93 SP:Iteration 12Q (2216.410878 sec): 3 clusters Score: Raw -412732.881454 + Penalty 1593.632597 = -411139.248857 nChanged 77 SP:Iteration 13Q (2216.472528 sec): 3 clusters Score: Raw -412773.277269 + Penalty 1593.632597 = -411179.644672 nChanged 61 SP:Iteration 14Q (2216.513372 sec): 3 clusters Score: Raw -412799.922626 + Penalty 1593.632597 = -411206.290029 nChanged 56 SP:Iteration 15Q (2216.564312 sec): 3 clusters Score: Raw -412821.895884 + Penalty 1593.632597 = -411228.263287 nChanged 47 SP:Iteration 16Q (2216.627055 sec): 3 clusters Score: Raw -412840.307412 + Penalty 1593.632597 = -411246.674815 nChanged 43 SP:Iteration 17Q (2216.679973 sec): 3 clusters Score: Raw -412854.907515 + Penalty 1593.632597 = -411261.274918 nChanged 31 SP:Iteration 18Q (2216.725445 sec): 3 clusters Score: Raw -412865.422532 + Penalty 1593.632597 = -411271.789935 nChanged 21 SP:Iteration 19Q (2216.759170 sec): 3 clusters Score: Raw -412872.212908 + Penalty 1593.632597 = -411278.580311 nChanged 24 SP:Iteration 20F (2216.810630 sec): 3 clusters Score: Raw -412880.491609 + Penalty 1593.632597 = -411286.859012 nChanged 19 SP:Iteration 21Q (2216.862698 sec): 3 clusters Score: Raw -412889.622141 + Penalty 1593.632597 = -411295.989544 nChanged 25 SP:Iteration 22Q (2216.903805 sec): 3 clusters Score: Raw -412897.617408 + Penalty 1593.632597 = -411303.984812 nChanged 23 SP:Iteration 23Q (2216.949155 sec): 3 clusters Score: Raw -412903.512145 + Penalty 1593.632597 = -411309.879548 nChanged 19 SP:Iteration 24Q (2217.007184 sec): 3 clusters Score: Raw -412908.507716 + Penalty 1593.632597 = -411314.875120 nChanged 15 SP:Iteration 25Q (2217.050949 sec): 3 clusters Score: Raw -412913.636806 + Penalty 1593.632597 = -411320.004209 nChanged 19 SP:Iteration 26Q (2217.098010 sec): 3 clusters Score: Raw -412918.430220 + Penalty 1593.632597 = -411324.797623 nChanged 15 SP:Iteration 27Q (2217.144872 sec): 3 clusters Score: Raw -412922.199581 + Penalty 1593.632597 = -411328.566985 nChanged 13 SP:Iteration 28Q (2217.206863 sec): 3 clusters Score: Raw -412925.407578 + Penalty 1593.632597 = -411331.774981 nChanged 10 SP:Iteration 29Q (2217.252461 sec): 3 clusters Score: Raw -412928.859472 + Penalty 1593.632597 = -411335.226875 nChanged 15 SP:Iteration 30Q (2217.287858 sec): 3 clusters Score: Raw -412934.130180 + Penalty 1593.632597 = -411340.497583 nChanged 15 SP:Iteration 31Q (2217.346593 sec): 3 clusters Score: Raw -412938.222355 + Penalty 1593.632597 = -411344.589758 nChanged 12 SP:Iteration 32Q (2217.397057 sec): 3 clusters Score: Raw -412941.486848 + Penalty 1593.632597 = -411347.854251 nChanged 7 SP:Iteration 33Q (2217.435357 sec): 3 clusters Score: Raw -412942.506884 + Penalty 1593.632597 = -411348.874287 nChanged 6 SP:Iteration 34Q (2217.487116 sec): 3 clusters Score: Raw -412943.245781 + Penalty 1593.632597 = -411349.613184 nChanged 5 SP:Iteration 35Q (2217.541908 sec): 3 clusters Score: Raw -412944.516011 + Penalty 1593.632597 = -411350.883414 nChanged 3 SP:Iteration 36Q (2217.587304 sec): 3 clusters Score: Raw -412945.273705 + Penalty 1593.632597 = -411351.641108 nChanged 2 SP:Iteration 37Q (2217.629963 sec): 3 clusters Score: Raw -412945.654002 + Penalty 1593.632597 = -411352.021405 nChanged 2 SP:Iteration 38Q (2217.693490 sec): 3 clusters Score: Raw -412946.009072 + Penalty 1593.632597 = -411352.376475 nChanged 1 SP:Iteration 39Q (2217.742389 sec): 3 clusters Score: Raw -412946.061583 + Penalty 1593.632597 = -411352.428987 nChanged 1 SP:Iteration 40F (2217.799122 sec): 3 clusters Score: Raw -412946.083893 + Penalty 1593.632597 = -411352.451296 nChanged 0 Trying to split cluster 15 (14124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2217.837767 sec): 2 clusters Score: Raw -1355871.082546 + Penalty 907.784922 = -1354963.297624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2217.898484 sec): 3 clusters Score: Raw -1347314.358650 + Penalty 1815.569844 = -1345498.788806 nChanged 6490 SP:Iteration 1F (2217.954980 sec): 3 clusters Score: Raw -1351464.370547 + Penalty 1815.569844 = -1349648.800703 nChanged 1100 SP:Iteration 2F (2218.008963 sec): 3 clusters Score: Raw -1352205.159589 + Penalty 1815.569844 = -1350389.589745 nChanged 1079 SP:Iteration 3F (2218.067110 sec): 3 clusters Score: Raw -1352974.083104 + Penalty 1815.569844 = -1351158.513260 nChanged 975 SP:Iteration 4F (2218.127253 sec): 3 clusters Score: Raw -1353713.715157 + Penalty 1815.569844 = -1351898.145313 nChanged 840 SP:Iteration 5F (2218.191838 sec): 3 clusters Score: Raw -1354369.100724 + Penalty 1815.569844 = -1352553.530880 nChanged 676 SP:Iteration 6Q (2218.252177 sec): 3 clusters Score: Raw -1354824.439815 + Penalty 1815.569844 = -1353008.869971 nChanged 478 SP:Iteration 7Q (2218.313592 sec): 3 clusters Score: Raw -1355163.142095 + Penalty 1815.569844 = -1353347.572251 nChanged 354 SP:Iteration 8Q (2218.362766 sec): 3 clusters Score: Raw -1355390.854779 + Penalty 1815.569844 = -1353575.284936 nChanged 287 SP:Iteration 9Q (2218.429599 sec): 3 clusters Score: Raw -1355586.644724 + Penalty 1815.569844 = -1353771.074880 nChanged 247 SP:Iteration 10Q (2218.485394 sec): 3 clusters Score: Raw -1355757.569044 + Penalty 1815.569844 = -1353941.999200 nChanged 197 SP:Iteration 11Q (2218.536015 sec): 3 clusters Score: Raw -1355887.014414 + Penalty 1815.569844 = -1354071.444570 nChanged 177 SP:Iteration 12Q (2218.593735 sec): 3 clusters Score: Raw -1356033.224293 + Penalty 1815.569844 = -1354217.654449 nChanged 192 SP:Iteration 13Q (2218.656793 sec): 3 clusters Score: Raw -1356169.674334 + Penalty 1815.569844 = -1354354.104490 nChanged 163 SP:Iteration 14Q (2218.712660 sec): 3 clusters Score: Raw -1356277.437926 + Penalty 1815.569844 = -1354461.868082 nChanged 155 SP:Iteration 15Q (2218.783605 sec): 3 clusters Score: Raw -1356376.306868 + Penalty 1815.569844 = -1354560.737024 nChanged 144 SP:Iteration 16Q (2218.832858 sec): 3 clusters Score: Raw -1356439.425415 + Penalty 1815.569844 = -1354623.855571 nChanged 80 SP:Iteration 17Q (2218.892585 sec): 3 clusters Score: Raw -1356467.260581 + Penalty 1815.569844 = -1354651.690738 nChanged 62 SP:Iteration 18Q (2218.965649 sec): 3 clusters Score: Raw -1356480.234150 + Penalty 1815.569844 = -1354664.664306 nChanged 48 SP:Iteration 19Q (2219.015580 sec): 3 clusters Score: Raw -1356490.452866 + Penalty 1815.569844 = -1354674.883022 nChanged 32 SP:Iteration 20F (2219.077101 sec): 3 clusters Score: Raw -1356497.639384 + Penalty 1815.569844 = -1354682.069540 nChanged 26 SP:Iteration 21Q (2219.131467 sec): 3 clusters Score: Raw -1356501.518343 + Penalty 1815.569844 = -1354685.948500 nChanged 17 SP:Iteration 22Q (2219.192414 sec): 3 clusters Score: Raw -1356503.925432 + Penalty 1815.569844 = -1354688.355588 nChanged 21 SP:Iteration 23Q (2219.262785 sec): 3 clusters Score: Raw -1356507.231633 + Penalty 1815.569844 = -1354691.661789 nChanged 15 SP:Iteration 24Q (2219.317219 sec): 3 clusters Score: Raw -1356508.888161 + Penalty 1815.569844 = -1354693.318317 nChanged 8 SP:Iteration 25Q (2219.379130 sec): 3 clusters Score: Raw -1356509.856678 + Penalty 1815.569844 = -1354694.286834 nChanged 6 SP:Iteration 26Q (2219.428993 sec): 3 clusters Score: Raw -1356510.405291 + Penalty 1815.569844 = -1354694.835448 nChanged 3 SP:Iteration 27Q (2219.487485 sec): 3 clusters Score: Raw -1356510.843517 + Penalty 1815.569844 = -1354695.273673 nChanged 4 SP:Iteration 28Q (2219.552067 sec): 3 clusters Score: Raw -1356511.406359 + Penalty 1815.569844 = -1354695.836515 nChanged 6 SP:Iteration 29Q (2219.619434 sec): 3 clusters Score: Raw -1356512.187428 + Penalty 1815.569844 = -1354696.617585 nChanged 8 SP:Iteration 30Q (2219.680031 sec): 3 clusters Score: Raw -1356513.337411 + Penalty 1815.569844 = -1354697.767567 nChanged 11 SP:Iteration 31Q (2219.729062 sec): 3 clusters Score: Raw -1356514.483455 + Penalty 1815.569844 = -1354698.913612 nChanged 6 SP:Iteration 32Q (2219.792525 sec): 3 clusters Score: Raw -1356514.977784 + Penalty 1815.569844 = -1354699.407940 nChanged 1 SP:Iteration 33Q (2219.847637 sec): 3 clusters Score: Raw -1356515.039353 + Penalty 1815.569844 = -1354699.469510 nChanged 2 SP:Iteration 34Q (2219.913063 sec): 3 clusters Score: Raw -1356515.446798 + Penalty 1815.569844 = -1354699.876954 nChanged 3 SP:Iteration 35Q (2219.964776 sec): 3 clusters Score: Raw -1356515.765293 + Penalty 1815.569844 = -1354700.195449 nChanged 1 SP:Iteration 36Q (2220.032163 sec): 3 clusters Score: Raw -1356515.826079 + Penalty 1815.569844 = -1354700.256235 nChanged 1 SP:Iteration 37Q (2220.087257 sec): 3 clusters Score: Raw -1356515.871306 + Penalty 1815.569844 = -1354700.301463 nChanged 0 SP:Iteration 38F (2220.148034 sec): 3 clusters Score: Raw -1356515.871306 + Penalty 1815.569844 = -1354700.301463 nChanged 0 Trying to split cluster 16 (3755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.178548 sec): 2 clusters Score: Raw -360643.528253 + Penalty 781.930139 = -359861.598114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.226880 sec): 3 clusters Score: Raw -358601.986494 + Penalty 1563.860277 = -357038.126217 nChanged 1598 SP:Iteration 1F (2220.279371 sec): 3 clusters Score: Raw -359524.482225 + Penalty 1563.860277 = -357960.621947 nChanged 288 SP:Iteration 2F (2220.327250 sec): 3 clusters Score: Raw -359687.854018 + Penalty 1563.860277 = -358123.993741 nChanged 220 SP:Iteration 3F (2220.370890 sec): 3 clusters Score: Raw -359817.346643 + Penalty 1563.860277 = -358253.486366 nChanged 180 SP:Iteration 4Q (2220.409664 sec): 3 clusters Score: Raw -359929.686748 + Penalty 1563.860277 = -358365.826471 nChanged 165 SP:Iteration 5Q (2220.461115 sec): 3 clusters Score: Raw -360030.039461 + Penalty 1563.860277 = -358466.179183 nChanged 152 SP:Iteration 6Q (2220.512966 sec): 3 clusters Score: Raw -360108.039599 + Penalty 1563.860277 = -358544.179322 nChanged 102 SP:Iteration 7Q (2220.542905 sec): 3 clusters Score: Raw -360159.752097 + Penalty 1563.860277 = -358595.891820 nChanged 98 SP:Iteration 8Q (2220.608892 sec): 3 clusters Score: Raw -360213.980591 + Penalty 1563.860277 = -358650.120314 nChanged 89 SP:Iteration 9Q (2220.655361 sec): 3 clusters Score: Raw -360256.178472 + Penalty 1563.860277 = -358692.318195 nChanged 86 SP:Iteration 10Q (2220.701279 sec): 3 clusters Score: Raw -360295.387405 + Penalty 1563.860277 = -358731.527128 nChanged 87 SP:Iteration 11Q (2220.736598 sec): 3 clusters Score: Raw -360332.495845 + Penalty 1563.860277 = -358768.635568 nChanged 76 SP:Iteration 12Q (2220.788269 sec): 3 clusters Score: Raw -360363.585202 + Penalty 1563.860277 = -358799.724925 nChanged 59 SP:Iteration 13Q (2220.837396 sec): 3 clusters Score: Raw -360383.569691 + Penalty 1563.860277 = -358819.709414 nChanged 46 SP:Iteration 14Q (2220.887998 sec): 3 clusters Score: Raw -360397.588954 + Penalty 1563.860277 = -358833.728676 nChanged 26 SP:Iteration 15Q (2220.925652 sec): 3 clusters Score: Raw -360405.680021 + Penalty 1563.860277 = -358841.819744 nChanged 25 SP:Iteration 16Q (2220.975229 sec): 3 clusters Score: Raw -360413.033432 + Penalty 1563.860277 = -358849.173154 nChanged 31 SP:Iteration 17Q (2221.027104 sec): 3 clusters Score: Raw -360424.097554 + Penalty 1563.860277 = -358860.237277 nChanged 27 SP:Iteration 18Q (2221.072820 sec): 3 clusters Score: Raw -360434.562952 + Penalty 1563.860277 = -358870.702674 nChanged 32 SP:Iteration 19Q (2221.117663 sec): 3 clusters Score: Raw -360442.568803 + Penalty 1563.860277 = -358878.708526 nChanged 27 SP:Iteration 20F (2221.176423 sec): 3 clusters Score: Raw -360450.404114 + Penalty 1563.860277 = -358886.543837 nChanged 24 SP:Iteration 21Q (2221.217813 sec): 3 clusters Score: Raw -360456.150005 + Penalty 1563.860277 = -358892.289728 nChanged 11 SP:Iteration 22Q (2221.275163 sec): 3 clusters Score: Raw -360458.324356 + Penalty 1563.860277 = -358894.464079 nChanged 16 SP:Iteration 23Q (2221.317969 sec): 3 clusters Score: Raw -360463.100270 + Penalty 1563.860277 = -358899.239993 nChanged 16 SP:Iteration 24Q (2221.374575 sec): 3 clusters Score: Raw -360468.025932 + Penalty 1563.860277 = -358904.165655 nChanged 18 SP:Iteration 25Q (2221.426235 sec): 3 clusters Score: Raw -360473.584303 + Penalty 1563.860277 = -358909.724025 nChanged 14 SP:Iteration 26Q (2221.470790 sec): 3 clusters Score: Raw -360477.611072 + Penalty 1563.860277 = -358913.750795 nChanged 12 SP:Iteration 27Q (2221.535968 sec): 3 clusters Score: Raw -360479.598372 + Penalty 1563.860277 = -358915.738095 nChanged 13 SP:Iteration 28Q (2221.583020 sec): 3 clusters Score: Raw -360482.435876 + Penalty 1563.860277 = -358918.575599 nChanged 12 SP:Iteration 29Q (2221.642175 sec): 3 clusters Score: Raw -360484.905609 + Penalty 1563.860277 = -358921.045332 nChanged 12 SP:Iteration 30Q (2221.696666 sec): 3 clusters Score: Raw -360486.691675 + Penalty 1563.860277 = -358922.831397 nChanged 7 SP:Iteration 31Q (2221.746709 sec): 3 clusters Score: Raw -360489.118737 + Penalty 1563.860277 = -358925.258460 nChanged 9 SP:Iteration 32Q (2221.794106 sec): 3 clusters Score: Raw -360492.091334 + Penalty 1563.860277 = -358928.231057 nChanged 7 SP:Iteration 33Q (2221.844133 sec): 3 clusters Score: Raw -360493.357325 + Penalty 1563.860277 = -358929.497048 nChanged 6 SP:Iteration 34Q (2221.892166 sec): 3 clusters Score: Raw -360495.371068 + Penalty 1563.860277 = -358931.510790 nChanged 8 SP:Iteration 35Q (2221.942446 sec): 3 clusters Score: Raw -360498.320758 + Penalty 1563.860277 = -358934.460481 nChanged 10 SP:Iteration 36Q (2222.003264 sec): 3 clusters Score: Raw -360500.908986 + Penalty 1563.860277 = -358937.048708 nChanged 9 SP:Iteration 37Q (2222.050054 sec): 3 clusters Score: Raw -360502.637224 + Penalty 1563.860277 = -358938.776947 nChanged 7 SP:Iteration 38Q (2222.096888 sec): 3 clusters Score: Raw -360504.342818 + Penalty 1563.860277 = -358940.482541 nChanged 7 SP:Iteration 39Q (2222.156044 sec): 3 clusters Score: Raw -360506.860816 + Penalty 1563.860277 = -358943.000538 nChanged 11 SP:Iteration 40F (2222.205651 sec): 3 clusters Score: Raw -360510.737363 + Penalty 1563.860277 = -358946.877086 nChanged 8 SP:Iteration 41Q (2222.253234 sec): 3 clusters Score: Raw -360513.601185 + Penalty 1563.860277 = -358949.740908 nChanged 9 SP:Iteration 42Q (2222.300963 sec): 3 clusters Score: Raw -360516.034321 + Penalty 1563.860277 = -358952.174044 nChanged 12 SP:Iteration 43Q (2222.341594 sec): 3 clusters Score: Raw -360518.948412 + Penalty 1563.860277 = -358955.088135 nChanged 8 SP:Iteration 44Q (2222.392812 sec): 3 clusters Score: Raw -360519.966863 + Penalty 1563.860277 = -358956.106585 nChanged 2 SP:Iteration 45Q (2222.438753 sec): 3 clusters Score: Raw -360520.246141 + Penalty 1563.860277 = -358956.385864 nChanged 1 SP:Iteration 46Q (2222.489580 sec): 3 clusters Score: Raw -360520.462565 + Penalty 1563.860277 = -358956.602288 nChanged 2 SP:Iteration 47Q (2222.537246 sec): 3 clusters Score: Raw -360520.890365 + Penalty 1563.860277 = -358957.030087 nChanged 2 SP:Iteration 48Q (2222.591215 sec): 3 clusters Score: Raw -360521.498825 + Penalty 1563.860277 = -358957.638548 nChanged 2 SP:Iteration 49Q (2222.636703 sec): 3 clusters Score: Raw -360522.308102 + Penalty 1563.860277 = -358958.447824 nChanged 5 SP:Iteration 50Q (2222.685942 sec): 3 clusters Score: Raw -360523.807245 + Penalty 1563.860277 = -358959.946968 nChanged 10 SP:Iteration 51Q (2222.747492 sec): 3 clusters Score: Raw -360527.096879 + Penalty 1563.860277 = -358963.236602 nChanged 8 SP:Iteration 52Q (2222.786324 sec): 3 clusters Score: Raw -360529.346567 + Penalty 1563.860277 = -358965.486290 nChanged 6 SP:Iteration 53Q (2222.851897 sec): 3 clusters Score: Raw -360530.593470 + Penalty 1563.860277 = -358966.733193 nChanged 3 SP:Iteration 54Q (2222.896528 sec): 3 clusters Score: Raw -360531.699954 + Penalty 1563.860277 = -358967.839677 nChanged 6 SP:Iteration 55Q (2222.949879 sec): 3 clusters Score: Raw -360532.535168 + Penalty 1563.860277 = -358968.674891 nChanged 3 SP:Iteration 56Q (2222.993180 sec): 3 clusters Score: Raw -360533.589751 + Penalty 1563.860277 = -358969.729474 nChanged 4 SP:Iteration 57Q (2223.043053 sec): 3 clusters Score: Raw -360534.745935 + Penalty 1563.860277 = -358970.885658 nChanged 4 SP:Iteration 58Q (2223.092018 sec): 3 clusters Score: Raw -360536.427026 + Penalty 1563.860277 = -358972.566749 nChanged 5 SP:Iteration 59Q (2223.143874 sec): 3 clusters Score: Raw -360537.507012 + Penalty 1563.860277 = -358973.646735 nChanged 6 SP:Iteration 60F (2223.202910 sec): 3 clusters Score: Raw -360538.849277 + Penalty 1563.860277 = -358974.989000 nChanged 4 SP:Iteration 61Q (2223.256673 sec): 3 clusters Score: Raw -360540.112879 + Penalty 1563.860277 = -358976.252602 nChanged 3 SP:Iteration 62Q (2223.304062 sec): 3 clusters Score: Raw -360540.794264 + Penalty 1563.860277 = -358976.933987 nChanged 3 SP:Iteration 63Q (2223.356479 sec): 3 clusters Score: Raw -360541.733635 + Penalty 1563.860277 = -358977.873358 nChanged 6 SP:Iteration 64Q (2223.396544 sec): 3 clusters Score: Raw -360543.554039 + Penalty 1563.860277 = -358979.693762 nChanged 11 SP:Iteration 65Q (2223.448243 sec): 3 clusters Score: Raw -360546.413561 + Penalty 1563.860277 = -358982.553284 nChanged 13 SP:Iteration 66Q (2223.500305 sec): 3 clusters Score: Raw -360548.620843 + Penalty 1563.860277 = -358984.760566 nChanged 12 SP:Iteration 67Q (2223.549910 sec): 3 clusters Score: Raw -360550.192599 + Penalty 1563.860277 = -358986.332322 nChanged 8 SP:Iteration 68Q (2223.593620 sec): 3 clusters Score: Raw -360551.999638 + Penalty 1563.860277 = -358988.139361 nChanged 12 SP:Iteration 69Q (2223.647434 sec): 3 clusters Score: Raw -360554.872007 + Penalty 1563.860277 = -358991.011730 nChanged 15 SP:Iteration 70Q (2223.692177 sec): 3 clusters Score: Raw -360558.811090 + Penalty 1563.860277 = -358994.950812 nChanged 14 SP:Iteration 71Q (2223.746688 sec): 3 clusters Score: Raw -360562.822342 + Penalty 1563.860277 = -358998.962065 nChanged 13 SP:Iteration 72Q (2223.786608 sec): 3 clusters Score: Raw -360566.710956 + Penalty 1563.860277 = -359002.850678 nChanged 11 SP:Iteration 73Q (2223.838848 sec): 3 clusters Score: Raw -360568.571568 + Penalty 1563.860277 = -359004.711291 nChanged 6 SP:Iteration 74Q (2223.889367 sec): 3 clusters Score: Raw -360569.640221 + Penalty 1563.860277 = -359005.779943 nChanged 3 SP:Iteration 75Q (2223.943698 sec): 3 clusters Score: Raw -360570.200678 + Penalty 1563.860277 = -359006.340401 nChanged 4 SP:Iteration 76Q (2224.002669 sec): 3 clusters Score: Raw -360571.244105 + Penalty 1563.860277 = -359007.383828 nChanged 5 SP:Iteration 77Q (2224.057089 sec): 3 clusters Score: Raw -360573.388908 + Penalty 1563.860277 = -359009.528631 nChanged 6 SP:Iteration 78Q (2224.102368 sec): 3 clusters Score: Raw -360574.551033 + Penalty 1563.860277 = -359010.690756 nChanged 11 SP:Iteration 79Q (2224.146387 sec): 3 clusters Score: Raw -360578.055620 + Penalty 1563.860277 = -359014.195343 nChanged 15 SP:Iteration 80F (2224.209597 sec): 3 clusters Score: Raw -360582.654802 + Penalty 1563.860277 = -359018.794524 nChanged 13 SP:Iteration 81Q (2224.258536 sec): 3 clusters Score: Raw -360585.719028 + Penalty 1563.860277 = -359021.858750 nChanged 12 SP:Iteration 82Q (2224.295554 sec): 3 clusters Score: Raw -360588.407631 + Penalty 1563.860277 = -359024.547354 nChanged 10 SP:Iteration 83Q (2224.343210 sec): 3 clusters Score: Raw -360590.449633 + Penalty 1563.860277 = -359026.589356 nChanged 7 SP:Iteration 84Q (2224.401986 sec): 3 clusters Score: Raw -360592.267016 + Penalty 1563.860277 = -359028.406738 nChanged 9 SP:Iteration 85Q (2224.438925 sec): 3 clusters Score: Raw -360594.323552 + Penalty 1563.860277 = -359030.463275 nChanged 5 SP:Iteration 86Q (2224.491020 sec): 3 clusters Score: Raw -360595.117849 + Penalty 1563.860277 = -359031.257572 nChanged 2 SP:Iteration 87Q (2224.540949 sec): 3 clusters Score: Raw -360595.782356 + Penalty 1563.860277 = -359031.922078 nChanged 1 SP:Iteration 88Q (2224.578054 sec): 3 clusters Score: Raw -360595.918297 + Penalty 1563.860277 = -359032.058020 nChanged 0 SP:Iteration 89F (2224.629350 sec): 3 clusters Score: Raw -360595.918297 + Penalty 1563.860277 = -359032.058020 nChanged 0 Trying to split cluster 17 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2224.656654 sec): 2 clusters Score: Raw -4570.084131 + Penalty 451.591068 = -4118.493063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2224.691967 sec): 3 clusters Score: Raw -4687.095769 + Penalty 903.182136 = -3783.913633 nChanged 15 SP:Iteration 1F (2224.734799 sec): 3 clusters Score: Raw -4732.041031 + Penalty 903.182136 = -3828.858895 nChanged 2 SP:Iteration 2Q (2224.780210 sec): 3 clusters Score: Raw -4734.375647 + Penalty 903.182136 = -3831.193511 nChanged 3 SP:Iteration 3Q (2224.828530 sec): 3 clusters Score: Raw -4738.318259 + Penalty 903.182136 = -3835.136122 nChanged 1 SP:Iteration 4Q (2224.886481 sec): 3 clusters Score: Raw -4739.643346 + Penalty 903.182136 = -3836.461210 nChanged 0 SP:Iteration 5F (2224.933128 sec): 3 clusters Score: Raw -4739.643346 + Penalty 903.182136 = -3836.461210 nChanged 0 Trying to split cluster 18 (3109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2224.952915 sec): 2 clusters Score: Raw -279566.154848 + Penalty 763.995359 = -278802.159489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2225.008642 sec): 3 clusters Score: Raw -277964.017220 + Penalty 1527.990718 = -276436.026502 nChanged 1251 SP:Iteration 1F (2225.066175 sec): 3 clusters Score: Raw -278707.810237 + Penalty 1527.990718 = -277179.819519 nChanged 243 SP:Iteration 2F (2225.102516 sec): 3 clusters Score: Raw -278833.396190 + Penalty 1527.990718 = -277305.405472 nChanged 160 SP:Iteration 3F (2225.147559 sec): 3 clusters Score: Raw -278912.080763 + Penalty 1527.990718 = -277384.090045 nChanged 141 SP:Iteration 4Q (2225.194292 sec): 3 clusters Score: Raw -278986.715884 + Penalty 1527.990718 = -277458.725166 nChanged 117 SP:Iteration 5Q (2225.245430 sec): 3 clusters Score: Raw -279040.231661 + Penalty 1527.990718 = -277512.240943 nChanged 97 SP:Iteration 6Q (2225.292544 sec): 3 clusters Score: Raw -279085.751426 + Penalty 1527.990718 = -277557.760708 nChanged 82 SP:Iteration 7Q (2225.337262 sec): 3 clusters Score: Raw -279127.771340 + Penalty 1527.990718 = -277599.780622 nChanged 95 SP:Iteration 8Q (2225.396502 sec): 3 clusters Score: Raw -279183.947486 + Penalty 1527.990718 = -277655.956768 nChanged 86 SP:Iteration 9Q (2225.433850 sec): 3 clusters Score: Raw -279232.621320 + Penalty 1527.990718 = -277704.630602 nChanged 100 SP:Iteration 10Q (2225.480171 sec): 3 clusters Score: Raw -279292.357721 + Penalty 1527.990718 = -277764.367003 nChanged 106 SP:Iteration 11Q (2225.525756 sec): 3 clusters Score: Raw -279354.640032 + Penalty 1527.990718 = -277826.649314 nChanged 103 SP:Iteration 12Q (2225.570396 sec): 3 clusters Score: Raw -279416.439853 + Penalty 1527.990718 = -277888.449135 nChanged 92 SP:Iteration 13Q (2225.601168 sec): 3 clusters Score: Raw -279475.175803 + Penalty 1527.990718 = -277947.185085 nChanged 91 SP:Iteration 14Q (2225.658472 sec): 3 clusters Score: Raw -279536.024391 + Penalty 1527.990718 = -278008.033673 nChanged 83 SP:Iteration 15Q (2225.697106 sec): 3 clusters Score: Raw -279590.496983 + Penalty 1527.990718 = -278062.506265 nChanged 61 SP:Iteration 16Q (2225.744552 sec): 3 clusters Score: Raw -279629.604564 + Penalty 1527.990718 = -278101.613846 nChanged 55 SP:Iteration 17Q (2225.799025 sec): 3 clusters Score: Raw -279664.240900 + Penalty 1527.990718 = -278136.250182 nChanged 40 SP:Iteration 18Q (2225.835558 sec): 3 clusters Score: Raw -279693.084310 + Penalty 1527.990718 = -278165.093592 nChanged 31 SP:Iteration 19Q (2225.881263 sec): 3 clusters Score: Raw -279718.010207 + Penalty 1527.990718 = -278190.019489 nChanged 33 SP:Iteration 20F (2225.930992 sec): 3 clusters Score: Raw -279743.039596 + Penalty 1527.990718 = -278215.048878 nChanged 21 SP:Iteration 21Q (2225.975257 sec): 3 clusters Score: Raw -279758.255440 + Penalty 1527.990718 = -278230.264722 nChanged 10 SP:Iteration 22Q (2226.020285 sec): 3 clusters Score: Raw -279766.657287 + Penalty 1527.990718 = -278238.666569 nChanged 11 SP:Iteration 23Q (2226.067933 sec): 3 clusters Score: Raw -279775.375043 + Penalty 1527.990718 = -278247.384325 nChanged 6 SP:Iteration 24Q (2226.117890 sec): 3 clusters Score: Raw -279779.261017 + Penalty 1527.990718 = -278251.270299 nChanged 4 SP:Iteration 25Q (2226.169541 sec): 3 clusters Score: Raw -279784.188887 + Penalty 1527.990718 = -278256.198169 nChanged 3 SP:Iteration 26Q (2226.227371 sec): 3 clusters Score: Raw -279789.267350 + Penalty 1527.990718 = -278261.276632 nChanged 2 SP:Iteration 27Q (2226.274432 sec): 3 clusters Score: Raw -279799.245949 + Penalty 1527.990718 = -278271.255231 nChanged 6 SP:Iteration 28Q (2226.323809 sec): 3 clusters Score: Raw -279804.576589 + Penalty 1527.990718 = -278276.585871 nChanged 5 SP:Iteration 29Q (2226.372691 sec): 3 clusters Score: Raw -279809.831094 + Penalty 1527.990718 = -278281.840376 nChanged 5 SP:Iteration 30Q (2226.415737 sec): 3 clusters Score: Raw -279815.381632 + Penalty 1527.990718 = -278287.390914 nChanged 3 SP:Iteration 31Q (2226.473296 sec): 3 clusters Score: Raw -279817.379677 + Penalty 1527.990718 = -278289.388959 nChanged 0 SP:Iteration 32F (2226.516309 sec): 3 clusters Score: Raw -279817.379677 + Penalty 1527.990718 = -278289.388959 nChanged 0 Trying to split cluster 19 (2029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2226.540570 sec): 2 clusters Score: Raw -194728.754737 + Penalty 723.453342 = -194005.301395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2226.596580 sec): 3 clusters Score: Raw -193699.404410 + Penalty 1446.906685 = -192252.497726 nChanged 806 SP:Iteration 1F (2226.644455 sec): 3 clusters Score: Raw -194208.838233 + Penalty 1446.906685 = -192761.931548 nChanged 166 SP:Iteration 2F (2226.691228 sec): 3 clusters Score: Raw -194304.289617 + Penalty 1446.906685 = -192857.382932 nChanged 86 SP:Iteration 3Q (2226.729299 sec): 3 clusters Score: Raw -194348.660791 + Penalty 1446.906685 = -192901.754107 nChanged 63 SP:Iteration 4Q (2226.783104 sec): 3 clusters Score: Raw -194380.600989 + Penalty 1446.906685 = -192933.694304 nChanged 49 SP:Iteration 5Q (2226.836344 sec): 3 clusters Score: Raw -194404.045548 + Penalty 1446.906685 = -192957.138864 nChanged 44 SP:Iteration 6Q (2226.875593 sec): 3 clusters Score: Raw -194421.055483 + Penalty 1446.906685 = -192974.148799 nChanged 29 SP:Iteration 7Q (2226.932830 sec): 3 clusters Score: Raw -194431.220564 + Penalty 1446.906685 = -192984.313879 nChanged 21 SP:Iteration 8Q (2226.971889 sec): 3 clusters Score: Raw -194438.606426 + Penalty 1446.906685 = -192991.699741 nChanged 18 SP:Iteration 9Q (2227.022870 sec): 3 clusters Score: Raw -194444.136179 + Penalty 1446.906685 = -192997.229494 nChanged 13 SP:Iteration 10Q (2227.073363 sec): 3 clusters Score: Raw -194449.667878 + Penalty 1446.906685 = -193002.761194 nChanged 8 SP:Iteration 11Q (2227.117205 sec): 3 clusters Score: Raw -194452.324016 + Penalty 1446.906685 = -193005.417332 nChanged 8 SP:Iteration 12Q (2227.167688 sec): 3 clusters Score: Raw -194454.442589 + Penalty 1446.906685 = -193007.535905 nChanged 7 SP:Iteration 13Q (2227.214232 sec): 3 clusters Score: Raw -194455.778066 + Penalty 1446.906685 = -193008.871381 nChanged 7 SP:Iteration 14Q (2227.257958 sec): 3 clusters Score: Raw -194457.845179 + Penalty 1446.906685 = -193010.938494 nChanged 11 SP:Iteration 15Q (2227.311637 sec): 3 clusters Score: Raw -194462.940819 + Penalty 1446.906685 = -193016.034135 nChanged 13 SP:Iteration 16Q (2227.365319 sec): 3 clusters Score: Raw -194468.200909 + Penalty 1446.906685 = -193021.294224 nChanged 14 SP:Iteration 17Q (2227.407255 sec): 3 clusters Score: Raw -194472.604990 + Penalty 1446.906685 = -193025.698305 nChanged 12 SP:Iteration 18Q (2227.445087 sec): 3 clusters Score: Raw -194476.692372 + Penalty 1446.906685 = -193029.785688 nChanged 17 SP:Iteration 19Q (2227.486758 sec): 3 clusters Score: Raw -194486.221833 + Penalty 1446.906685 = -193039.315148 nChanged 18 SP:Iteration 20F (2227.537940 sec): 3 clusters Score: Raw -194501.343931 + Penalty 1446.906685 = -193054.437247 nChanged 26 SP:Iteration 21Q (2227.589087 sec): 3 clusters Score: Raw -194515.529549 + Penalty 1446.906685 = -193068.622865 nChanged 26 SP:Iteration 22Q (2227.625313 sec): 3 clusters Score: Raw -194524.518450 + Penalty 1446.906685 = -193077.611766 nChanged 31 SP:Iteration 23Q (2227.668802 sec): 3 clusters Score: Raw -194540.757056 + Penalty 1446.906685 = -193093.850371 nChanged 21 SP:Iteration 24Q (2227.714030 sec): 3 clusters Score: Raw -194550.387917 + Penalty 1446.906685 = -193103.481233 nChanged 19 SP:Iteration 25Q (2227.752952 sec): 3 clusters Score: Raw -194558.969169 + Penalty 1446.906685 = -193112.062485 nChanged 19 SP:Iteration 26Q (2227.807758 sec): 3 clusters Score: Raw -194567.106800 + Penalty 1446.906685 = -193120.200115 nChanged 28 SP:Iteration 27Q (2227.858355 sec): 3 clusters Score: Raw -194578.624509 + Penalty 1446.906685 = -193131.717824 nChanged 23 SP:Iteration 28Q (2227.907429 sec): 3 clusters Score: Raw -194589.453163 + Penalty 1446.906685 = -193142.546479 nChanged 20 SP:Iteration 29Q (2227.950065 sec): 3 clusters Score: Raw -194603.913294 + Penalty 1446.906685 = -193157.006609 nChanged 19 SP:Iteration 30Q (2228.000250 sec): 3 clusters Score: Raw -194618.605017 + Penalty 1446.906685 = -193171.698333 nChanged 23 SP:Iteration 31Q (2228.042951 sec): 3 clusters Score: Raw -194629.927980 + Penalty 1446.906685 = -193183.021295 nChanged 18 SP:Iteration 32Q (2228.088228 sec): 3 clusters Score: Raw -194637.808136 + Penalty 1446.906685 = -193190.901451 nChanged 17 SP:Iteration 33Q (2228.126214 sec): 3 clusters Score: Raw -194643.714259 + Penalty 1446.906685 = -193196.807574 nChanged 9 SP:Iteration 34Q (2228.173264 sec): 3 clusters Score: Raw -194646.991871 + Penalty 1446.906685 = -193200.085186 nChanged 6 SP:Iteration 35Q (2228.216638 sec): 3 clusters Score: Raw -194648.722733 + Penalty 1446.906685 = -193201.816048 nChanged 5 SP:Iteration 36Q (2228.259023 sec): 3 clusters Score: Raw -194650.128166 + Penalty 1446.906685 = -193203.221481 nChanged 6 SP:Iteration 37Q (2228.298598 sec): 3 clusters Score: Raw -194652.580959 + Penalty 1446.906685 = -193205.674275 nChanged 5 SP:Iteration 38Q (2228.340009 sec): 3 clusters Score: Raw -194654.909056 + Penalty 1446.906685 = -193208.002371 nChanged 7 SP:Iteration 39Q (2228.381882 sec): 3 clusters Score: Raw -194658.196598 + Penalty 1446.906685 = -193211.289913 nChanged 9 SP:Iteration 40F (2228.423708 sec): 3 clusters Score: Raw -194661.916234 + Penalty 1446.906685 = -193215.009549 nChanged 5 SP:Iteration 41Q (2228.465388 sec): 3 clusters Score: Raw -194667.428732 + Penalty 1446.906685 = -193220.522048 nChanged 17 SP:Iteration 42Q (2228.499825 sec): 3 clusters Score: Raw -194674.325693 + Penalty 1446.906685 = -193227.419009 nChanged 15 SP:Iteration 43Q (2228.540734 sec): 3 clusters Score: Raw -194680.479314 + Penalty 1446.906685 = -193233.572630 nChanged 16 SP:Iteration 44Q (2228.582001 sec): 3 clusters Score: Raw -194687.278017 + Penalty 1446.906685 = -193240.371333 nChanged 15 SP:Iteration 45Q (2228.624157 sec): 3 clusters Score: Raw -194692.283967 + Penalty 1446.906685 = -193245.377283 nChanged 11 SP:Iteration 46Q (2228.666586 sec): 3 clusters Score: Raw -194694.951627 + Penalty 1446.906685 = -193248.044942 nChanged 6 SP:Iteration 47Q (2228.708011 sec): 3 clusters Score: Raw -194696.384410 + Penalty 1446.906685 = -193249.477726 nChanged 5 SP:Iteration 48Q (2228.750403 sec): 3 clusters Score: Raw -194697.902698 + Penalty 1446.906685 = -193250.996013 nChanged 5 SP:Iteration 49Q (2228.808221 sec): 3 clusters Score: Raw -194699.701469 + Penalty 1446.906685 = -193252.794785 nChanged 3 SP:Iteration 50Q (2228.840453 sec): 3 clusters Score: Raw -194700.517727 + Penalty 1446.906685 = -193253.611042 nChanged 0 SP:Iteration 51F (2228.887656 sec): 3 clusters Score: Raw -194700.517727 + Penalty 1446.906685 = -193253.611042 nChanged 0 Trying to split cluster 20 (27167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2228.953493 sec): 2 clusters Score: Raw -2647673.695965 + Penalty 969.927037 = -2646703.768928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2229.034048 sec): 3 clusters Score: Raw -2630310.352983 + Penalty 1939.854073 = -2628370.498910 nChanged 12778 SP:Iteration 1F (2229.114329 sec): 3 clusters Score: Raw -2637658.868845 + Penalty 1939.854073 = -2635719.014772 nChanged 1089 SP:Iteration 2Q (2229.195875 sec): 3 clusters Score: Raw -2637965.909551 + Penalty 1939.854073 = -2636026.055477 nChanged 1086 SP:Iteration 3Q (2229.269026 sec): 3 clusters Score: Raw -2638285.931397 + Penalty 1939.854073 = -2636346.077324 nChanged 1024 SP:Iteration 4Q (2229.354597 sec): 3 clusters Score: Raw -2638612.897443 + Penalty 1939.854073 = -2636673.043370 nChanged 1076 SP:Iteration 5Q (2229.438773 sec): 3 clusters Score: Raw -2639004.600496 + Penalty 1939.854073 = -2637064.746423 nChanged 1087 SP:Iteration 6Q (2229.521072 sec): 3 clusters Score: Raw -2639464.535243 + Penalty 1939.854073 = -2637524.681169 nChanged 1193 SP:Iteration 7Q (2229.603328 sec): 3 clusters Score: Raw -2640121.386120 + Penalty 1939.854073 = -2638181.532047 nChanged 1404 SP:Iteration 8F (2229.680244 sec): 3 clusters Score: Raw -2641101.508466 + Penalty 1939.854073 = -2639161.654393 nChanged 1552 SP:Iteration 9F (2229.750439 sec): 3 clusters Score: Raw -2642220.831237 + Penalty 1939.854073 = -2640280.977164 nChanged 1411 SP:Iteration 10F (2229.843915 sec): 3 clusters Score: Raw -2643015.015890 + Penalty 1939.854073 = -2641075.161816 nChanged 1022 SP:Iteration 11Q (2229.926154 sec): 3 clusters Score: Raw -2643378.048692 + Penalty 1939.854073 = -2641438.194619 nChanged 627 SP:Iteration 12Q (2229.999471 sec): 3 clusters Score: Raw -2643539.792626 + Penalty 1939.854073 = -2641599.938552 nChanged 413 SP:Iteration 13Q (2230.075359 sec): 3 clusters Score: Raw -2643642.132567 + Penalty 1939.854073 = -2641702.278494 nChanged 352 SP:Iteration 14Q (2230.165575 sec): 3 clusters Score: Raw -2643730.749832 + Penalty 1939.854073 = -2641790.895759 nChanged 358 SP:Iteration 15Q (2230.248775 sec): 3 clusters Score: Raw -2643827.455798 + Penalty 1939.854073 = -2641887.601725 nChanged 354 SP:Iteration 16Q (2230.331923 sec): 3 clusters Score: Raw -2643916.983138 + Penalty 1939.854073 = -2641977.129064 nChanged 339 SP:Iteration 17Q (2230.402203 sec): 3 clusters Score: Raw -2643992.706174 + Penalty 1939.854073 = -2642052.852101 nChanged 309 SP:Iteration 18Q (2230.496887 sec): 3 clusters Score: Raw -2644068.327596 + Penalty 1939.854073 = -2642128.473523 nChanged 317 SP:Iteration 19Q (2230.577029 sec): 3 clusters Score: Raw -2644138.832040 + Penalty 1939.854073 = -2642198.977967 nChanged 270 SP:Iteration 20F (2230.645268 sec): 3 clusters Score: Raw -2644192.229181 + Penalty 1939.854073 = -2642252.375107 nChanged 230 SP:Iteration 21Q (2230.727945 sec): 3 clusters Score: Raw -2644238.655292 + Penalty 1939.854073 = -2642298.801218 nChanged 237 SP:Iteration 22Q (2230.823562 sec): 3 clusters Score: Raw -2644285.166636 + Penalty 1939.854073 = -2642345.312562 nChanged 248 SP:Iteration 23Q (2230.903315 sec): 3 clusters Score: Raw -2644332.113515 + Penalty 1939.854073 = -2642392.259441 nChanged 243 SP:Iteration 24Q (2230.992253 sec): 3 clusters Score: Raw -2644384.670749 + Penalty 1939.854073 = -2642444.816676 nChanged 258 SP:Iteration 25Q (2231.071915 sec): 3 clusters Score: Raw -2644437.527817 + Penalty 1939.854073 = -2642497.673744 nChanged 250 SP:Iteration 26Q (2231.155341 sec): 3 clusters Score: Raw -2644479.552304 + Penalty 1939.854073 = -2642539.698231 nChanged 226 SP:Iteration 27Q (2231.237846 sec): 3 clusters Score: Raw -2644517.311103 + Penalty 1939.854073 = -2642577.457030 nChanged 213 SP:Iteration 28Q (2231.329416 sec): 3 clusters Score: Raw -2644558.016144 + Penalty 1939.854073 = -2642618.162071 nChanged 226 SP:Iteration 29Q (2231.417601 sec): 3 clusters Score: Raw -2644595.823832 + Penalty 1939.854073 = -2642655.969758 nChanged 197 SP:Iteration 30Q (2231.504263 sec): 3 clusters Score: Raw -2644626.384010 + Penalty 1939.854073 = -2642686.529937 nChanged 174 SP:Iteration 31Q (2231.588400 sec): 3 clusters Score: Raw -2644656.870100 + Penalty 1939.854073 = -2642717.016027 nChanged 183 SP:Iteration 32Q (2231.659798 sec): 3 clusters Score: Raw -2644689.228498 + Penalty 1939.854073 = -2642749.374425 nChanged 194 SP:Iteration 33Q (2231.746032 sec): 3 clusters Score: Raw -2644724.556696 + Penalty 1939.854073 = -2642784.702623 nChanged 193 SP:Iteration 34Q (2231.827591 sec): 3 clusters Score: Raw -2644758.616268 + Penalty 1939.854073 = -2642818.762195 nChanged 210 SP:Iteration 35Q (2231.893651 sec): 3 clusters Score: Raw -2644799.302680 + Penalty 1939.854073 = -2642859.448607 nChanged 212 SP:Iteration 36Q (2231.985802 sec): 3 clusters Score: Raw -2644844.335597 + Penalty 1939.854073 = -2642904.481524 nChanged 220 SP:Iteration 37Q (2232.053599 sec): 3 clusters Score: Raw -2644892.885364 + Penalty 1939.854073 = -2642953.031291 nChanged 241 SP:Iteration 38Q (2232.133920 sec): 3 clusters Score: Raw -2644942.937328 + Penalty 1939.854073 = -2643003.083255 nChanged 229 SP:Iteration 39Q (2232.225040 sec): 3 clusters Score: Raw -2644987.448298 + Penalty 1939.854073 = -2643047.594224 nChanged 239 SP:Iteration 40F (2232.307111 sec): 3 clusters Score: Raw -2645035.046255 + Penalty 1939.854073 = -2643095.192182 nChanged 242 SP:Iteration 41Q (2232.380089 sec): 3 clusters Score: Raw -2645086.313378 + Penalty 1939.854073 = -2643146.459305 nChanged 275 SP:Iteration 42Q (2232.466293 sec): 3 clusters Score: Raw -2645150.036611 + Penalty 1939.854073 = -2643210.182538 nChanged 283 SP:Iteration 43Q (2232.543543 sec): 3 clusters Score: Raw -2645215.725322 + Penalty 1939.854073 = -2643275.871249 nChanged 274 SP:Iteration 44Q (2232.626972 sec): 3 clusters Score: Raw -2645280.129533 + Penalty 1939.854073 = -2643340.275460 nChanged 248 SP:Iteration 45Q (2232.709731 sec): 3 clusters Score: Raw -2645340.612018 + Penalty 1939.854073 = -2643400.757944 nChanged 292 SP:Iteration 46Q (2232.790624 sec): 3 clusters Score: Raw -2645416.317504 + Penalty 1939.854073 = -2643476.463431 nChanged 292 SP:Iteration 47Q (2232.872446 sec): 3 clusters Score: Raw -2645492.687636 + Penalty 1939.854073 = -2643552.833563 nChanged 298 SP:Iteration 48Q (2232.956479 sec): 3 clusters Score: Raw -2645563.141929 + Penalty 1939.854073 = -2643623.287856 nChanged 260 SP:Iteration 49Q (2233.027420 sec): 3 clusters Score: Raw -2645622.998322 + Penalty 1939.854073 = -2643683.144248 nChanged 280 SP:Iteration 50Q (2233.107609 sec): 3 clusters Score: Raw -2645691.701434 + Penalty 1939.854073 = -2643751.847360 nChanged 288 SP:Iteration 51Q (2233.168159 sec): 3 clusters Score: Raw -2645760.152094 + Penalty 1939.854073 = -2643820.298021 nChanged 268 SP:Iteration 52Q (2233.241946 sec): 3 clusters Score: Raw -2645829.326472 + Penalty 1939.854073 = -2643889.472398 nChanged 298 SP:Iteration 53Q (2233.318395 sec): 3 clusters Score: Raw -2645909.510856 + Penalty 1939.854073 = -2643969.656783 nChanged 267 SP:Iteration 54Q (2233.394979 sec): 3 clusters Score: Raw -2645974.255926 + Penalty 1939.854073 = -2644034.401853 nChanged 238 SP:Iteration 55Q (2233.464440 sec): 3 clusters Score: Raw -2646029.853086 + Penalty 1939.854073 = -2644089.999013 nChanged 255 SP:Iteration 56Q (2233.535728 sec): 3 clusters Score: Raw -2646098.712678 + Penalty 1939.854073 = -2644158.858605 nChanged 275 SP:Iteration 57Q (2233.618740 sec): 3 clusters Score: Raw -2646172.565664 + Penalty 1939.854073 = -2644232.711591 nChanged 262 SP:Iteration 58Q (2233.696988 sec): 3 clusters Score: Raw -2646236.988466 + Penalty 1939.854073 = -2644297.134393 nChanged 257 SP:Iteration 59Q (2233.774251 sec): 3 clusters Score: Raw -2646302.389885 + Penalty 1939.854073 = -2644362.535812 nChanged 254 SP:Iteration 60F (2233.852244 sec): 3 clusters Score: Raw -2646370.410551 + Penalty 1939.854073 = -2644430.556478 nChanged 270 SP:Iteration 61Q (2233.926049 sec): 3 clusters Score: Raw -2646447.720589 + Penalty 1939.854073 = -2644507.866516 nChanged 270 SP:Iteration 62Q (2234.007006 sec): 3 clusters Score: Raw -2646530.593639 + Penalty 1939.854073 = -2644590.739566 nChanged 281 SP:Iteration 63Q (2234.076683 sec): 3 clusters Score: Raw -2646626.469595 + Penalty 1939.854073 = -2644686.615522 nChanged 274 SP:Iteration 64Q (2234.137244 sec): 3 clusters Score: Raw -2646726.054388 + Penalty 1939.854073 = -2644786.200315 nChanged 277 SP:Iteration 65Q (2234.217386 sec): 3 clusters Score: Raw -2646830.943494 + Penalty 1939.854073 = -2644891.089421 nChanged 256 SP:Iteration 66Q (2234.285682 sec): 3 clusters Score: Raw -2646927.508033 + Penalty 1939.854073 = -2644987.653960 nChanged 255 SP:Iteration 67Q (2234.362893 sec): 3 clusters Score: Raw -2647027.017159 + Penalty 1939.854073 = -2645087.163086 nChanged 230 SP:Iteration 68Q (2234.440722 sec): 3 clusters Score: Raw -2647125.356512 + Penalty 1939.854073 = -2645185.502439 nChanged 229 SP:Iteration 69Q (2234.512401 sec): 3 clusters Score: Raw -2647218.526964 + Penalty 1939.854073 = -2645278.672891 nChanged 201 SP:Iteration 70Q (2234.576368 sec): 3 clusters Score: Raw -2647307.239723 + Penalty 1939.854073 = -2645367.385650 nChanged 187 SP:Iteration 71Q (2234.656781 sec): 3 clusters Score: Raw -2647382.916037 + Penalty 1939.854073 = -2645443.061964 nChanged 144 SP:Iteration 72Q (2234.722905 sec): 3 clusters Score: Raw -2647438.440989 + Penalty 1939.854073 = -2645498.586916 nChanged 137 SP:Iteration 73Q (2234.800885 sec): 3 clusters Score: Raw -2647506.913514 + Penalty 1939.854073 = -2645567.059440 nChanged 137 SP:Iteration 74Q (2234.866794 sec): 3 clusters Score: Raw -2647569.298049 + Penalty 1939.854073 = -2645629.443976 nChanged 120 SP:Iteration 75Q (2234.936349 sec): 3 clusters Score: Raw -2647623.882281 + Penalty 1939.854073 = -2645684.028208 nChanged 105 SP:Iteration 76Q (2235.015466 sec): 3 clusters Score: Raw -2647664.395745 + Penalty 1939.854073 = -2645724.541671 nChanged 74 SP:Iteration 77Q (2235.086902 sec): 3 clusters Score: Raw -2647691.088226 + Penalty 1939.854073 = -2645751.234153 nChanged 72 SP:Iteration 78Q (2235.149353 sec): 3 clusters Score: Raw -2647717.517550 + Penalty 1939.854073 = -2645777.663477 nChanged 52 SP:Iteration 79Q (2235.224971 sec): 3 clusters Score: Raw -2647735.832247 + Penalty 1939.854073 = -2645795.978174 nChanged 46 SP:Iteration 80F (2235.297398 sec): 3 clusters Score: Raw -2647750.732591 + Penalty 1939.854073 = -2645810.878517 nChanged 32 SP:Iteration 81Q (2235.378301 sec): 3 clusters Score: Raw -2647760.732975 + Penalty 1939.854073 = -2645820.878902 nChanged 32 SP:Iteration 82Q (2235.446655 sec): 3 clusters Score: Raw -2647769.639306 + Penalty 1939.854073 = -2645829.785233 nChanged 20 SP:Iteration 83Q (2235.518462 sec): 3 clusters Score: Raw -2647774.935138 + Penalty 1939.854073 = -2645835.081065 nChanged 16 SP:Iteration 84Q (2235.577300 sec): 3 clusters Score: Raw -2647781.375787 + Penalty 1939.854073 = -2645841.521714 nChanged 19 SP:Iteration 85Q (2235.642662 sec): 3 clusters Score: Raw -2647788.764162 + Penalty 1939.854073 = -2645848.910089 nChanged 19 SP:Iteration 86Q (2235.727290 sec): 3 clusters Score: Raw -2647796.186101 + Penalty 1939.854073 = -2645856.332028 nChanged 16 SP:Iteration 87Q (2235.792100 sec): 3 clusters Score: Raw -2647803.311373 + Penalty 1939.854073 = -2645863.457300 nChanged 16 SP:Iteration 88Q (2235.868501 sec): 3 clusters Score: Raw -2647809.920298 + Penalty 1939.854073 = -2645870.066225 nChanged 17 SP:Iteration 89Q (2235.935710 sec): 3 clusters Score: Raw -2647814.528799 + Penalty 1939.854073 = -2645874.674725 nChanged 7 SP:Iteration 90Q (2235.999875 sec): 3 clusters Score: Raw -2647816.828157 + Penalty 1939.854073 = -2645876.974084 nChanged 9 SP:Iteration 91Q (2236.071508 sec): 3 clusters Score: Raw -2647820.767337 + Penalty 1939.854073 = -2645880.913264 nChanged 11 SP:Iteration 92Q (2236.147369 sec): 3 clusters Score: Raw -2647826.136163 + Penalty 1939.854073 = -2645886.282090 nChanged 15 SP:Iteration 93Q (2236.215879 sec): 3 clusters Score: Raw -2647833.212036 + Penalty 1939.854073 = -2645893.357963 nChanged 16 SP:Iteration 94Q (2236.282638 sec): 3 clusters Score: Raw -2647839.363230 + Penalty 1939.854073 = -2645899.509157 nChanged 8 SP:Iteration 95Q (2236.360036 sec): 3 clusters Score: Raw -2647841.542658 + Penalty 1939.854073 = -2645901.688585 nChanged 8 SP:Iteration 96Q (2236.419727 sec): 3 clusters Score: Raw -2647844.155297 + Penalty 1939.854073 = -2645904.301224 nChanged 8 SP:Iteration 97Q (2236.503950 sec): 3 clusters Score: Raw -2647846.801770 + Penalty 1939.854073 = -2645906.947697 nChanged 4 SP:Iteration 98Q (2236.568163 sec): 3 clusters Score: Raw -2647848.748363 + Penalty 1939.854073 = -2645908.894289 nChanged 5 SP:Iteration 99Q (2236.635932 sec): 3 clusters Score: Raw -2647850.117534 + Penalty 1939.854073 = -2645910.263461 nChanged 4 SP:Iteration 100F (2236.712052 sec): 3 clusters Score: Raw -2647851.050259 + Penalty 1939.854073 = -2645911.196186 nChanged 3 SP:Iteration 101Q (2236.788636 sec): 3 clusters Score: Raw -2647852.399952 + Penalty 1939.854073 = -2645912.545879 nChanged 4 SP:Iteration 102Q (2236.857614 sec): 3 clusters Score: Raw -2647854.316280 + Penalty 1939.854073 = -2645914.462207 nChanged 7 SP:Iteration 103Q (2236.918007 sec): 3 clusters Score: Raw -2647857.870505 + Penalty 1939.854073 = -2645918.016432 nChanged 9 SP:Iteration 104Q (2236.988731 sec): 3 clusters Score: Raw -2647861.762533 + Penalty 1939.854073 = -2645921.908460 nChanged 7 SP:Iteration 105Q (2237.058845 sec): 3 clusters Score: Raw -2647863.778484 + Penalty 1939.854073 = -2645923.924410 nChanged 3 SP:Iteration 106Q (2237.126797 sec): 3 clusters Score: Raw -2647864.618552 + Penalty 1939.854073 = -2645924.764479 nChanged 2 SP:Iteration 107Q (2237.201851 sec): 3 clusters Score: Raw -2647865.386353 + Penalty 1939.854073 = -2645925.532280 nChanged 2 SP:Iteration 108Q (2237.279927 sec): 3 clusters Score: Raw -2647866.386743 + Penalty 1939.854073 = -2645926.532670 nChanged 3 SP:Iteration 109Q (2237.354094 sec): 3 clusters Score: Raw -2647867.365960 + Penalty 1939.854073 = -2645927.511886 nChanged 2 SP:Iteration 110Q (2237.423309 sec): 3 clusters Score: Raw -2647868.480564 + Penalty 1939.854073 = -2645928.626491 nChanged 5 SP:Iteration 111Q (2237.491265 sec): 3 clusters Score: Raw -2647870.142015 + Penalty 1939.854073 = -2645930.287941 nChanged 2 SP:Iteration 112Q (2237.557943 sec): 3 clusters Score: Raw -2647871.126127 + Penalty 1939.854073 = -2645931.272053 nChanged 3 SP:Iteration 113Q (2237.635546 sec): 3 clusters Score: Raw -2647872.736831 + Penalty 1939.854073 = -2645932.882757 nChanged 5 SP:Iteration 114Q (2237.702007 sec): 3 clusters Score: Raw -2647875.082284 + Penalty 1939.854073 = -2645935.228211 nChanged 7 SP:Iteration 115Q (2237.756483 sec): 3 clusters Score: Raw -2647878.842773 + Penalty 1939.854073 = -2645938.988700 nChanged 4 SP:Iteration 116Q (2237.823797 sec): 3 clusters Score: Raw -2647879.903371 + Penalty 1939.854073 = -2645940.049298 nChanged 2 SP:Iteration 117Q (2237.903399 sec): 3 clusters Score: Raw -2647880.796785 + Penalty 1939.854073 = -2645940.942712 nChanged 1 SP:Iteration 118Q (2237.968826 sec): 3 clusters Score: Raw -2647881.193554 + Penalty 1939.854073 = -2645941.339481 nChanged 3 SP:Iteration 119Q (2238.035569 sec): 3 clusters Score: Raw -2647882.563020 + Penalty 1939.854073 = -2645942.708946 nChanged 3 SP:Iteration 120F (2238.108635 sec): 3 clusters Score: Raw -2647883.505060 + Penalty 1939.854073 = -2645943.650987 nChanged 2 SP:Iteration 121Q (2238.176295 sec): 3 clusters Score: Raw -2647883.984436 + Penalty 1939.854073 = -2645944.130363 nChanged 2 SP:Iteration 122Q (2238.255222 sec): 3 clusters Score: Raw -2647884.854100 + Penalty 1939.854073 = -2645945.000027 nChanged 0 SP:Iteration 123F (2238.336088 sec): 3 clusters Score: Raw -2647884.854100 + Penalty 1939.854073 = -2645945.000027 nChanged 0 Trying to split cluster 21 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2238.359665 sec): 2 clusters Score: Raw -12753.883227 + Penalty 486.209412 = -12267.673815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2238.398458 sec): 3 clusters Score: Raw -12794.623542 + Penalty 972.418824 = -11822.204718 nChanged 33 SP:Iteration 1F (2238.448659 sec): 3 clusters Score: Raw -12858.522360 + Penalty 972.418824 = -11886.103535 nChanged 10 SP:Iteration 2F (2238.480939 sec): 3 clusters Score: Raw -12902.518674 + Penalty 972.418824 = -11930.099849 nChanged 7 SP:Iteration 3Q (2238.523210 sec): 3 clusters Score: Raw -12940.900678 + Penalty 972.418824 = -11968.481854 nChanged 6 SP:Iteration 4Q (2238.573923 sec): 3 clusters Score: Raw -12999.197282 + Penalty 972.418824 = -12026.778457 nChanged 2 SP:Iteration 5Q (2238.628916 sec): 3 clusters Score: Raw -13003.175952 + Penalty 972.418824 = -12030.757127 nChanged 1 SP:Iteration 6Q (2238.665793 sec): 3 clusters Score: Raw -13004.094664 + Penalty 972.418824 = -12031.675840 nChanged 0 SP:Iteration 7F (2238.706350 sec): 3 clusters Score: Raw -13004.094664 + Penalty 972.418824 = -12031.675840 nChanged 0 Trying to split cluster 22 (16212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2238.756205 sec): 2 clusters Score: Raw -1369356.293572 + Penalty 920.883164 = -1368435.410408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2238.807905 sec): 3 clusters Score: Raw -1359386.187159 + Penalty 1841.766328 = -1357544.420831 nChanged 7449 SP:Iteration 1F (2238.868383 sec): 3 clusters Score: Raw -1363806.167727 + Penalty 1841.766328 = -1361964.401399 nChanged 1013 SP:Iteration 2F (2238.931996 sec): 3 clusters Score: Raw -1364357.238648 + Penalty 1841.766328 = -1362515.472320 nChanged 1072 SP:Iteration 3F (2238.989069 sec): 3 clusters Score: Raw -1364974.630007 + Penalty 1841.766328 = -1363132.863679 nChanged 1080 SP:Iteration 4F (2239.060527 sec): 3 clusters Score: Raw -1365612.745462 + Penalty 1841.766328 = -1363770.979135 nChanged 997 SP:Iteration 5F (2239.116876 sec): 3 clusters Score: Raw -1366156.258118 + Penalty 1841.766328 = -1364314.491790 nChanged 853 SP:Iteration 6F (2239.172957 sec): 3 clusters Score: Raw -1366618.055973 + Penalty 1841.766328 = -1364776.289645 nChanged 757 SP:Iteration 7Q (2239.245421 sec): 3 clusters Score: Raw -1367017.480706 + Penalty 1841.766328 = -1365175.714378 nChanged 594 SP:Iteration 8Q (2239.303330 sec): 3 clusters Score: Raw -1367284.854081 + Penalty 1841.766328 = -1365443.087753 nChanged 503 SP:Iteration 9Q (2239.372063 sec): 3 clusters Score: Raw -1367486.033116 + Penalty 1841.766328 = -1365644.266789 nChanged 389 SP:Iteration 10Q (2239.432211 sec): 3 clusters Score: Raw -1367621.254694 + Penalty 1841.766328 = -1365779.488366 nChanged 332 SP:Iteration 11Q (2239.505579 sec): 3 clusters Score: Raw -1367733.521180 + Penalty 1841.766328 = -1365891.754853 nChanged 294 SP:Iteration 12Q (2239.563210 sec): 3 clusters Score: Raw -1367822.434277 + Penalty 1841.766328 = -1365980.667949 nChanged 211 SP:Iteration 13Q (2239.627318 sec): 3 clusters Score: Raw -1367882.438798 + Penalty 1841.766328 = -1366040.672471 nChanged 185 SP:Iteration 14Q (2239.694593 sec): 3 clusters Score: Raw -1367936.826449 + Penalty 1841.766328 = -1366095.060121 nChanged 190 SP:Iteration 15Q (2239.761554 sec): 3 clusters Score: Raw -1367988.741594 + Penalty 1841.766328 = -1366146.975267 nChanged 165 SP:Iteration 16Q (2239.828472 sec): 3 clusters Score: Raw -1368024.956906 + Penalty 1841.766328 = -1366183.190578 nChanged 143 SP:Iteration 17Q (2239.893611 sec): 3 clusters Score: Raw -1368050.607249 + Penalty 1841.766328 = -1366208.840921 nChanged 120 SP:Iteration 18Q (2239.964238 sec): 3 clusters Score: Raw -1368073.788381 + Penalty 1841.766328 = -1366232.022053 nChanged 112 SP:Iteration 19Q (2240.024813 sec): 3 clusters Score: Raw -1368096.638594 + Penalty 1841.766328 = -1366254.872267 nChanged 129 SP:Iteration 20F (2240.088850 sec): 3 clusters Score: Raw -1368125.351600 + Penalty 1841.766328 = -1366283.585272 nChanged 147 SP:Iteration 21Q (2240.163861 sec): 3 clusters Score: Raw -1368158.517485 + Penalty 1841.766328 = -1366316.751158 nChanged 152 SP:Iteration 22Q (2240.226525 sec): 3 clusters Score: Raw -1368198.012368 + Penalty 1841.766328 = -1366356.246040 nChanged 162 SP:Iteration 23Q (2240.283588 sec): 3 clusters Score: Raw -1368240.432891 + Penalty 1841.766328 = -1366398.666564 nChanged 172 SP:Iteration 24Q (2240.349313 sec): 3 clusters Score: Raw -1368280.165141 + Penalty 1841.766328 = -1366438.398813 nChanged 155 SP:Iteration 25Q (2240.423161 sec): 3 clusters Score: Raw -1368320.598598 + Penalty 1841.766328 = -1366478.832271 nChanged 157 SP:Iteration 26Q (2240.488812 sec): 3 clusters Score: Raw -1368364.736605 + Penalty 1841.766328 = -1366522.970277 nChanged 149 SP:Iteration 27Q (2240.548731 sec): 3 clusters Score: Raw -1368415.746041 + Penalty 1841.766328 = -1366573.979713 nChanged 160 SP:Iteration 28Q (2240.618535 sec): 3 clusters Score: Raw -1368484.804080 + Penalty 1841.766328 = -1366643.037753 nChanged 171 SP:Iteration 29Q (2240.682973 sec): 3 clusters Score: Raw -1368552.798315 + Penalty 1841.766328 = -1366711.031987 nChanged 183 SP:Iteration 30Q (2240.742058 sec): 3 clusters Score: Raw -1368628.601907 + Penalty 1841.766328 = -1366786.835579 nChanged 201 SP:Iteration 31Q (2240.804043 sec): 3 clusters Score: Raw -1368709.664621 + Penalty 1841.766328 = -1366867.898293 nChanged 175 SP:Iteration 32Q (2240.873172 sec): 3 clusters Score: Raw -1368773.372934 + Penalty 1841.766328 = -1366931.606607 nChanged 159 SP:Iteration 33Q (2240.939580 sec): 3 clusters Score: Raw -1368819.181442 + Penalty 1841.766328 = -1366977.415115 nChanged 145 SP:Iteration 34Q (2241.011147 sec): 3 clusters Score: Raw -1368865.058768 + Penalty 1841.766328 = -1367023.292440 nChanged 144 SP:Iteration 35Q (2241.076703 sec): 3 clusters Score: Raw -1368911.822005 + Penalty 1841.766328 = -1367070.055677 nChanged 127 SP:Iteration 36Q (2241.126355 sec): 3 clusters Score: Raw -1368949.733134 + Penalty 1841.766328 = -1367107.966806 nChanged 94 SP:Iteration 37Q (2241.182627 sec): 3 clusters Score: Raw -1368969.275885 + Penalty 1841.766328 = -1367127.509557 nChanged 87 SP:Iteration 38Q (2241.245605 sec): 3 clusters Score: Raw -1368987.482268 + Penalty 1841.766328 = -1367145.715940 nChanged 80 SP:Iteration 39Q (2241.311887 sec): 3 clusters Score: Raw -1369000.915339 + Penalty 1841.766328 = -1367159.149011 nChanged 65 SP:Iteration 40F (2241.373844 sec): 3 clusters Score: Raw -1369013.357476 + Penalty 1841.766328 = -1367171.591148 nChanged 52 SP:Iteration 41Q (2241.434042 sec): 3 clusters Score: Raw -1369022.605100 + Penalty 1841.766328 = -1367180.838773 nChanged 41 SP:Iteration 42Q (2241.490572 sec): 3 clusters Score: Raw -1369030.399094 + Penalty 1841.766328 = -1367188.632766 nChanged 52 SP:Iteration 43Q (2241.561041 sec): 3 clusters Score: Raw -1369039.848599 + Penalty 1841.766328 = -1367198.082271 nChanged 61 SP:Iteration 44Q (2241.625651 sec): 3 clusters Score: Raw -1369050.888690 + Penalty 1841.766328 = -1367209.122362 nChanged 54 SP:Iteration 45Q (2241.689859 sec): 3 clusters Score: Raw -1369060.728014 + Penalty 1841.766328 = -1367218.961686 nChanged 62 SP:Iteration 46Q (2241.748772 sec): 3 clusters Score: Raw -1369073.018633 + Penalty 1841.766328 = -1367231.252305 nChanged 54 SP:Iteration 47Q (2241.821412 sec): 3 clusters Score: Raw -1369083.968091 + Penalty 1841.766328 = -1367242.201764 nChanged 61 SP:Iteration 48Q (2241.885293 sec): 3 clusters Score: Raw -1369096.219803 + Penalty 1841.766328 = -1367254.453475 nChanged 55 SP:Iteration 49Q (2241.954940 sec): 3 clusters Score: Raw -1369105.050020 + Penalty 1841.766328 = -1367263.283692 nChanged 48 SP:Iteration 50Q (2242.004103 sec): 3 clusters Score: Raw -1369114.226483 + Penalty 1841.766328 = -1367272.460155 nChanged 45 SP:Iteration 51Q (2242.075388 sec): 3 clusters Score: Raw -1369120.391472 + Penalty 1841.766328 = -1367278.625144 nChanged 39 SP:Iteration 52Q (2242.139624 sec): 3 clusters Score: Raw -1369126.945829 + Penalty 1841.766328 = -1367285.179501 nChanged 34 SP:Iteration 53Q (2242.202051 sec): 3 clusters Score: Raw -1369133.528466 + Penalty 1841.766328 = -1367291.762139 nChanged 38 SP:Iteration 54Q (2242.265258 sec): 3 clusters Score: Raw -1369138.743719 + Penalty 1841.766328 = -1367296.977392 nChanged 31 SP:Iteration 55Q (2242.325510 sec): 3 clusters Score: Raw -1369142.040311 + Penalty 1841.766328 = -1367300.273983 nChanged 24 SP:Iteration 56Q (2242.384369 sec): 3 clusters Score: Raw -1369144.067731 + Penalty 1841.766328 = -1367302.301404 nChanged 20 SP:Iteration 57Q (2242.447496 sec): 3 clusters Score: Raw -1369146.560095 + Penalty 1841.766328 = -1367304.793768 nChanged 14 SP:Iteration 58Q (2242.513504 sec): 3 clusters Score: Raw -1369147.803596 + Penalty 1841.766328 = -1367306.037269 nChanged 13 SP:Iteration 59Q (2242.578539 sec): 3 clusters Score: Raw -1369149.180949 + Penalty 1841.766328 = -1367307.414622 nChanged 12 SP:Iteration 60F (2242.642926 sec): 3 clusters Score: Raw -1369150.401340 + Penalty 1841.766328 = -1367308.635012 nChanged 9 SP:Iteration 61Q (2242.720504 sec): 3 clusters Score: Raw -1369151.146241 + Penalty 1841.766328 = -1367309.379914 nChanged 10 SP:Iteration 62Q (2242.777160 sec): 3 clusters Score: Raw -1369152.185125 + Penalty 1841.766328 = -1367310.418798 nChanged 8 SP:Iteration 63Q (2242.837005 sec): 3 clusters Score: Raw -1369152.797859 + Penalty 1841.766328 = -1367311.031531 nChanged 7 SP:Iteration 64Q (2242.894657 sec): 3 clusters Score: Raw -1369153.376302 + Penalty 1841.766328 = -1367311.609975 nChanged 10 SP:Iteration 65Q (2242.963242 sec): 3 clusters Score: Raw -1369154.147989 + Penalty 1841.766328 = -1367312.381661 nChanged 5 SP:Iteration 66Q (2243.036800 sec): 3 clusters Score: Raw -1369154.735414 + Penalty 1841.766328 = -1367312.969086 nChanged 9 SP:Iteration 67Q (2243.095810 sec): 3 clusters Score: Raw -1369155.548955 + Penalty 1841.766328 = -1367313.782627 nChanged 14 SP:Iteration 68Q (2243.168358 sec): 3 clusters Score: Raw -1369156.831891 + Penalty 1841.766328 = -1367315.065563 nChanged 16 SP:Iteration 69Q (2243.232778 sec): 3 clusters Score: Raw -1369158.978617 + Penalty 1841.766328 = -1367317.212289 nChanged 19 SP:Iteration 70Q (2243.278756 sec): 3 clusters Score: Raw -1369162.335826 + Penalty 1841.766328 = -1367320.569498 nChanged 15 SP:Iteration 71Q (2243.324788 sec): 3 clusters Score: Raw -1369164.599990 + Penalty 1841.766328 = -1367322.833662 nChanged 25 SP:Iteration 72Q (2243.394148 sec): 3 clusters Score: Raw -1369168.477893 + Penalty 1841.766328 = -1367326.711565 nChanged 28 SP:Iteration 73Q (2243.448091 sec): 3 clusters Score: Raw -1369171.527329 + Penalty 1841.766328 = -1367329.761001 nChanged 21 SP:Iteration 74Q (2243.524647 sec): 3 clusters Score: Raw -1369174.900050 + Penalty 1841.766328 = -1367333.133723 nChanged 25 SP:Iteration 75Q (2243.573018 sec): 3 clusters Score: Raw -1369178.180449 + Penalty 1841.766328 = -1367336.414122 nChanged 27 SP:Iteration 76Q (2243.639453 sec): 3 clusters Score: Raw -1369181.735584 + Penalty 1841.766328 = -1367339.969256 nChanged 25 SP:Iteration 77Q (2243.702122 sec): 3 clusters Score: Raw -1369184.783608 + Penalty 1841.766328 = -1367343.017280 nChanged 21 SP:Iteration 78Q (2243.764662 sec): 3 clusters Score: Raw -1369187.075569 + Penalty 1841.766328 = -1367345.309241 nChanged 29 SP:Iteration 79Q (2243.824745 sec): 3 clusters Score: Raw -1369190.275150 + Penalty 1841.766328 = -1367348.508822 nChanged 25 SP:Iteration 80F (2243.894096 sec): 3 clusters Score: Raw -1369193.234560 + Penalty 1841.766328 = -1367351.468232 nChanged 23 SP:Iteration 81Q (2243.955717 sec): 3 clusters Score: Raw -1369196.652177 + Penalty 1841.766328 = -1367354.885849 nChanged 30 SP:Iteration 82Q (2244.014676 sec): 3 clusters Score: Raw -1369200.590116 + Penalty 1841.766328 = -1367358.823788 nChanged 23 SP:Iteration 83Q (2244.082600 sec): 3 clusters Score: Raw -1369204.351829 + Penalty 1841.766328 = -1367362.585501 nChanged 28 SP:Iteration 84Q (2244.151762 sec): 3 clusters Score: Raw -1369208.728483 + Penalty 1841.766328 = -1367366.962155 nChanged 26 SP:Iteration 85Q (2244.208179 sec): 3 clusters Score: Raw -1369212.738369 + Penalty 1841.766328 = -1367370.972041 nChanged 17 SP:Iteration 86Q (2244.271599 sec): 3 clusters Score: Raw -1369214.866849 + Penalty 1841.766328 = -1367373.100522 nChanged 16 SP:Iteration 87Q (2244.338984 sec): 3 clusters Score: Raw -1369217.063043 + Penalty 1841.766328 = -1367375.296715 nChanged 13 SP:Iteration 88Q (2244.400424 sec): 3 clusters Score: Raw -1369218.899328 + Penalty 1841.766328 = -1367377.133001 nChanged 18 SP:Iteration 89Q (2244.468962 sec): 3 clusters Score: Raw -1369221.127380 + Penalty 1841.766328 = -1367379.361052 nChanged 21 SP:Iteration 90Q (2244.525592 sec): 3 clusters Score: Raw -1369223.933313 + Penalty 1841.766328 = -1367382.166986 nChanged 24 SP:Iteration 91Q (2244.585554 sec): 3 clusters Score: Raw -1369227.561055 + Penalty 1841.766328 = -1367385.794727 nChanged 24 SP:Iteration 92Q (2244.649360 sec): 3 clusters Score: Raw -1369230.616985 + Penalty 1841.766328 = -1367388.850657 nChanged 12 SP:Iteration 93Q (2244.702151 sec): 3 clusters Score: Raw -1369232.512987 + Penalty 1841.766328 = -1367390.746659 nChanged 16 SP:Iteration 94Q (2244.760389 sec): 3 clusters Score: Raw -1369234.611229 + Penalty 1841.766328 = -1367392.844901 nChanged 15 SP:Iteration 95Q (2244.836316 sec): 3 clusters Score: Raw -1369235.883515 + Penalty 1841.766328 = -1367394.117187 nChanged 13 SP:Iteration 96Q (2244.901683 sec): 3 clusters Score: Raw -1369237.374376 + Penalty 1841.766328 = -1367395.608048 nChanged 18 SP:Iteration 97Q (2244.956563 sec): 3 clusters Score: Raw -1369240.524190 + Penalty 1841.766328 = -1367398.757863 nChanged 21 SP:Iteration 98Q (2245.019688 sec): 3 clusters Score: Raw -1369243.748389 + Penalty 1841.766328 = -1367401.982062 nChanged 21 SP:Iteration 99Q (2245.087708 sec): 3 clusters Score: Raw -1369247.442940 + Penalty 1841.766328 = -1367405.676612 nChanged 26 SP:Iteration 100F (2245.148478 sec): 3 clusters Score: Raw -1369251.711150 + Penalty 1841.766328 = -1367409.944822 nChanged 27 SP:Iteration 101Q (2245.212498 sec): 3 clusters Score: Raw -1369256.011150 + Penalty 1841.766328 = -1367414.244823 nChanged 21 SP:Iteration 102Q (2245.284844 sec): 3 clusters Score: Raw -1369258.946993 + Penalty 1841.766328 = -1367417.180665 nChanged 23 SP:Iteration 103Q (2245.349137 sec): 3 clusters Score: Raw -1369261.865026 + Penalty 1841.766328 = -1367420.098699 nChanged 23 SP:Iteration 104Q (2245.416661 sec): 3 clusters Score: Raw -1369264.589357 + Penalty 1841.766328 = -1367422.823029 nChanged 13 SP:Iteration 105Q (2245.476915 sec): 3 clusters Score: Raw -1369265.882131 + Penalty 1841.766328 = -1367424.115803 nChanged 12 SP:Iteration 106Q (2245.519181 sec): 3 clusters Score: Raw -1369267.327373 + Penalty 1841.766328 = -1367425.561045 nChanged 14 SP:Iteration 107Q (2245.580593 sec): 3 clusters Score: Raw -1369269.084828 + Penalty 1841.766328 = -1367427.318500 nChanged 14 SP:Iteration 108Q (2245.652848 sec): 3 clusters Score: Raw -1369271.015252 + Penalty 1841.766328 = -1367429.248925 nChanged 19 SP:Iteration 109Q (2245.704070 sec): 3 clusters Score: Raw -1369274.437474 + Penalty 1841.766328 = -1367432.671146 nChanged 18 SP:Iteration 110Q (2245.770141 sec): 3 clusters Score: Raw -1369277.131633 + Penalty 1841.766328 = -1367435.365306 nChanged 14 SP:Iteration 111Q (2245.832481 sec): 3 clusters Score: Raw -1369279.286880 + Penalty 1841.766328 = -1367437.520552 nChanged 13 SP:Iteration 112Q (2245.892679 sec): 3 clusters Score: Raw -1369281.455843 + Penalty 1841.766328 = -1367439.689515 nChanged 13 SP:Iteration 113Q (2245.953085 sec): 3 clusters Score: Raw -1369283.824639 + Penalty 1841.766328 = -1367442.058311 nChanged 18 SP:Iteration 114Q (2246.000861 sec): 3 clusters Score: Raw -1369287.422194 + Penalty 1841.766328 = -1367445.655866 nChanged 17 SP:Iteration 115Q (2246.067374 sec): 3 clusters Score: Raw -1369290.126287 + Penalty 1841.766328 = -1367448.359959 nChanged 14 SP:Iteration 116Q (2246.128007 sec): 3 clusters Score: Raw -1369293.202271 + Penalty 1841.766328 = -1367451.435943 nChanged 16 SP:Iteration 117Q (2246.195666 sec): 3 clusters Score: Raw -1369297.082589 + Penalty 1841.766328 = -1367455.316261 nChanged 19 SP:Iteration 118Q (2246.251120 sec): 3 clusters Score: Raw -1369300.070170 + Penalty 1841.766328 = -1367458.303842 nChanged 15 SP:Iteration 119Q (2246.307269 sec): 3 clusters Score: Raw -1369301.958441 + Penalty 1841.766328 = -1367460.192113 nChanged 17 SP:Iteration 120F (2246.377852 sec): 3 clusters Score: Raw -1369304.669923 + Penalty 1841.766328 = -1367462.903595 nChanged 28 SP:Iteration 121Q (2246.448869 sec): 3 clusters Score: Raw -1369309.095255 + Penalty 1841.766328 = -1367467.328927 nChanged 28 SP:Iteration 122Q (2246.507085 sec): 3 clusters Score: Raw -1369312.897417 + Penalty 1841.766328 = -1367471.131089 nChanged 24 SP:Iteration 123Q (2246.564088 sec): 3 clusters Score: Raw -1369318.015927 + Penalty 1841.766328 = -1367476.249600 nChanged 32 SP:Iteration 124Q (2246.622783 sec): 3 clusters Score: Raw -1369325.769523 + Penalty 1841.766328 = -1367484.003195 nChanged 33 SP:Iteration 125Q (2246.696096 sec): 3 clusters Score: Raw -1369333.712101 + Penalty 1841.766328 = -1367491.945774 nChanged 39 SP:Iteration 126Q (2246.751914 sec): 3 clusters Score: Raw -1369343.666641 + Penalty 1841.766328 = -1367501.900314 nChanged 37 SP:Iteration 127Q (2246.804251 sec): 3 clusters Score: Raw -1369351.119320 + Penalty 1841.766328 = -1367509.352992 nChanged 32 SP:Iteration 128Q (2246.877639 sec): 3 clusters Score: Raw -1369358.192606 + Penalty 1841.766328 = -1367516.426278 nChanged 36 SP:Iteration 129Q (2246.936624 sec): 3 clusters Score: Raw -1369366.700303 + Penalty 1841.766328 = -1367524.933975 nChanged 37 SP:Iteration 130Q (2246.999655 sec): 3 clusters Score: Raw -1369375.577598 + Penalty 1841.766328 = -1367533.811270 nChanged 50 SP:Iteration 131Q (2247.063184 sec): 3 clusters Score: Raw -1369388.833795 + Penalty 1841.766328 = -1367547.067468 nChanged 42 SP:Iteration 132Q (2247.115410 sec): 3 clusters Score: Raw -1369400.196921 + Penalty 1841.766328 = -1367558.430593 nChanged 35 SP:Iteration 133Q (2247.176347 sec): 3 clusters Score: Raw -1369407.361215 + Penalty 1841.766328 = -1367565.594887 nChanged 26 SP:Iteration 134Q (2247.238231 sec): 3 clusters Score: Raw -1369414.955479 + Penalty 1841.766328 = -1367573.189151 nChanged 33 SP:Iteration 135Q (2247.293399 sec): 3 clusters Score: Raw -1369425.194758 + Penalty 1841.766328 = -1367583.428431 nChanged 27 SP:Iteration 136Q (2247.370835 sec): 3 clusters Score: Raw -1369430.830685 + Penalty 1841.766328 = -1367589.064357 nChanged 28 SP:Iteration 137Q (2247.436064 sec): 3 clusters Score: Raw -1369436.972228 + Penalty 1841.766328 = -1367595.205901 nChanged 21 SP:Iteration 138Q (2247.492977 sec): 3 clusters Score: Raw -1369442.895575 + Penalty 1841.766328 = -1367601.129247 nChanged 27 SP:Iteration 139Q (2247.545529 sec): 3 clusters Score: Raw -1369451.809118 + Penalty 1841.766328 = -1367610.042790 nChanged 39 SP:Iteration 140F (2247.615971 sec): 3 clusters Score: Raw -1369465.643486 + Penalty 1841.766328 = -1367623.877158 nChanged 46 SP:Iteration 141Q (2247.685207 sec): 3 clusters Score: Raw -1369481.261818 + Penalty 1841.766328 = -1367639.495490 nChanged 43 SP:Iteration 142Q (2247.744743 sec): 3 clusters Score: Raw -1369498.111925 + Penalty 1841.766328 = -1367656.345597 nChanged 50 SP:Iteration 143Q (2247.794634 sec): 3 clusters Score: Raw -1369516.475446 + Penalty 1841.766328 = -1367674.709118 nChanged 47 SP:Iteration 144Q (2247.863769 sec): 3 clusters Score: Raw -1369534.739662 + Penalty 1841.766328 = -1367692.973334 nChanged 41 SP:Iteration 145Q (2247.920145 sec): 3 clusters Score: Raw -1369551.689064 + Penalty 1841.766328 = -1367709.922736 nChanged 33 SP:Iteration 146Q (2247.983699 sec): 3 clusters Score: Raw -1369564.300274 + Penalty 1841.766328 = -1367722.533946 nChanged 33 SP:Iteration 147Q (2248.039603 sec): 3 clusters Score: Raw -1369577.633603 + Penalty 1841.766328 = -1367735.867276 nChanged 33 SP:Iteration 148Q (2248.097142 sec): 3 clusters Score: Raw -1369588.423991 + Penalty 1841.766328 = -1367746.657663 nChanged 23 SP:Iteration 149Q (2248.151794 sec): 3 clusters Score: Raw -1369599.265838 + Penalty 1841.766328 = -1367757.499511 nChanged 27 SP:Iteration 150Q (2248.216160 sec): 3 clusters Score: Raw -1369612.808429 + Penalty 1841.766328 = -1367771.042102 nChanged 24 SP:Iteration 151Q (2248.265079 sec): 3 clusters Score: Raw -1369625.334978 + Penalty 1841.766328 = -1367783.568651 nChanged 23 SP:Iteration 152Q (2248.339565 sec): 3 clusters Score: Raw -1369635.574423 + Penalty 1841.766328 = -1367793.808095 nChanged 23 SP:Iteration 153Q (2248.398977 sec): 3 clusters Score: Raw -1369648.103517 + Penalty 1841.766328 = -1367806.337189 nChanged 26 SP:Iteration 154Q (2248.449797 sec): 3 clusters Score: Raw -1369664.170605 + Penalty 1841.766328 = -1367822.404277 nChanged 23 SP:Iteration 155Q (2248.506845 sec): 3 clusters Score: Raw -1369675.102076 + Penalty 1841.766328 = -1367833.335748 nChanged 12 SP:Iteration 156Q (2248.563232 sec): 3 clusters Score: Raw -1369681.304730 + Penalty 1841.766328 = -1367839.538402 nChanged 15 SP:Iteration 157Q (2248.618893 sec): 3 clusters Score: Raw -1369688.712331 + Penalty 1841.766328 = -1367846.946003 nChanged 11 SP:Iteration 158Q (2248.689273 sec): 3 clusters Score: Raw -1369694.830056 + Penalty 1841.766328 = -1367853.063729 nChanged 6 SP:Iteration 159Q (2248.748837 sec): 3 clusters Score: Raw -1369698.965106 + Penalty 1841.766328 = -1367857.198779 nChanged 9 SP:Iteration 160F (2248.805698 sec): 3 clusters Score: Raw -1369704.596776 + Penalty 1841.766328 = -1367862.830449 nChanged 11 SP:Iteration 161Q (2248.874540 sec): 3 clusters Score: Raw -1369713.007475 + Penalty 1841.766328 = -1367871.241147 nChanged 10 SP:Iteration 162Q (2248.925163 sec): 3 clusters Score: Raw -1369717.272996 + Penalty 1841.766328 = -1367875.506669 nChanged 10 SP:Iteration 163Q (2248.986412 sec): 3 clusters Score: Raw -1369724.418045 + Penalty 1841.766328 = -1367882.651718 nChanged 12 SP:Iteration 164Q (2249.047198 sec): 3 clusters Score: Raw -1369732.729460 + Penalty 1841.766328 = -1367890.963132 nChanged 10 SP:Iteration 165Q (2249.098408 sec): 3 clusters Score: Raw -1369739.793884 + Penalty 1841.766328 = -1367898.027556 nChanged 9 SP:Iteration 166Q (2249.163062 sec): 3 clusters Score: Raw -1369746.324814 + Penalty 1841.766328 = -1367904.558486 nChanged 5 SP:Iteration 167Q (2249.223195 sec): 3 clusters Score: Raw -1369748.548991 + Penalty 1841.766328 = -1367906.782663 nChanged 4 SP:Iteration 168Q (2249.282790 sec): 3 clusters Score: Raw -1369750.789950 + Penalty 1841.766328 = -1367909.023623 nChanged 6 SP:Iteration 169Q (2249.334229 sec): 3 clusters Score: Raw -1369753.396832 + Penalty 1841.766328 = -1367911.630505 nChanged 1 SP:Iteration 170Q (2249.398471 sec): 3 clusters Score: Raw -1369753.693803 + Penalty 1841.766328 = -1367911.927475 nChanged 1 SP:Iteration 171Q (2249.464750 sec): 3 clusters Score: Raw -1369753.905476 + Penalty 1841.766328 = -1367912.139149 nChanged 1 SP:Iteration 172Q (2249.525936 sec): 3 clusters Score: Raw -1369754.802740 + Penalty 1841.766328 = -1367913.036413 nChanged 0 SP:Iteration 173F (2249.576197 sec): 3 clusters Score: Raw -1369754.802740 + Penalty 1841.766328 = -1367913.036413 nChanged 0 Trying to split cluster 23 (5603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2249.610318 sec): 2 clusters Score: Raw -557010.372368 + Penalty 819.950458 = -556190.421911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2249.661890 sec): 3 clusters Score: Raw -553825.415775 + Penalty 1639.900915 = -552185.514860 nChanged 2418 SP:Iteration 1F (2249.710711 sec): 3 clusters Score: Raw -555217.749595 + Penalty 1639.900915 = -553577.848680 nChanged 415 SP:Iteration 2F (2249.769534 sec): 3 clusters Score: Raw -555444.759326 + Penalty 1639.900915 = -553804.858411 nChanged 344 SP:Iteration 3F (2249.819834 sec): 3 clusters Score: Raw -555631.971762 + Penalty 1639.900915 = -553992.070847 nChanged 330 SP:Iteration 4F (2249.859176 sec): 3 clusters Score: Raw -555814.071310 + Penalty 1639.900915 = -554174.170395 nChanged 289 SP:Iteration 5F (2249.913366 sec): 3 clusters Score: Raw -555988.916137 + Penalty 1639.900915 = -554349.015222 nChanged 243 SP:Iteration 6Q (2249.972255 sec): 3 clusters Score: Raw -556168.139790 + Penalty 1639.900915 = -554528.238875 nChanged 248 SP:Iteration 7Q (2250.014071 sec): 3 clusters Score: Raw -556355.109864 + Penalty 1639.900915 = -554715.208949 nChanged 226 SP:Iteration 8Q (2250.077897 sec): 3 clusters Score: Raw -556502.845017 + Penalty 1639.900915 = -554862.944102 nChanged 194 SP:Iteration 9Q (2250.128442 sec): 3 clusters Score: Raw -556605.735266 + Penalty 1639.900915 = -554965.834351 nChanged 144 SP:Iteration 10Q (2250.181201 sec): 3 clusters Score: Raw -556676.100014 + Penalty 1639.900915 = -555036.199099 nChanged 115 SP:Iteration 11Q (2250.234093 sec): 3 clusters Score: Raw -556726.340884 + Penalty 1639.900915 = -555086.439969 nChanged 96 SP:Iteration 12Q (2250.277027 sec): 3 clusters Score: Raw -556768.081331 + Penalty 1639.900915 = -555128.180416 nChanged 94 SP:Iteration 13Q (2250.341128 sec): 3 clusters Score: Raw -556807.450094 + Penalty 1639.900915 = -555167.549179 nChanged 74 SP:Iteration 14Q (2250.394395 sec): 3 clusters Score: Raw -556839.643276 + Penalty 1639.900915 = -555199.742361 nChanged 71 SP:Iteration 15Q (2250.445679 sec): 3 clusters Score: Raw -556866.849075 + Penalty 1639.900915 = -555226.948160 nChanged 62 SP:Iteration 16Q (2250.491837 sec): 3 clusters Score: Raw -556890.458712 + Penalty 1639.900915 = -555250.557797 nChanged 54 SP:Iteration 17Q (2250.529329 sec): 3 clusters Score: Raw -556910.186018 + Penalty 1639.900915 = -555270.285103 nChanged 54 SP:Iteration 18Q (2250.581744 sec): 3 clusters Score: Raw -556927.814976 + Penalty 1639.900915 = -555287.914061 nChanged 45 SP:Iteration 19Q (2250.629703 sec): 3 clusters Score: Raw -556944.592501 + Penalty 1639.900915 = -555304.691586 nChanged 37 SP:Iteration 20F (2250.690612 sec): 3 clusters Score: Raw -556956.676342 + Penalty 1639.900915 = -555316.775427 nChanged 34 SP:Iteration 21Q (2250.740827 sec): 3 clusters Score: Raw -556965.486558 + Penalty 1639.900915 = -555325.585643 nChanged 31 SP:Iteration 22Q (2250.783778 sec): 3 clusters Score: Raw -556977.269375 + Penalty 1639.900915 = -555337.368460 nChanged 43 SP:Iteration 23Q (2250.839681 sec): 3 clusters Score: Raw -556990.588389 + Penalty 1639.900915 = -555350.687474 nChanged 36 SP:Iteration 24Q (2250.894162 sec): 3 clusters Score: Raw -557000.691324 + Penalty 1639.900915 = -555360.790409 nChanged 37 SP:Iteration 25Q (2250.936145 sec): 3 clusters Score: Raw -557011.162620 + Penalty 1639.900915 = -555371.261705 nChanged 29 SP:Iteration 26Q (2250.989053 sec): 3 clusters Score: Raw -557017.987161 + Penalty 1639.900915 = -555378.086246 nChanged 19 SP:Iteration 27Q (2251.039446 sec): 3 clusters Score: Raw -557022.786039 + Penalty 1639.900915 = -555382.885124 nChanged 26 SP:Iteration 28Q (2251.098446 sec): 3 clusters Score: Raw -557029.378214 + Penalty 1639.900915 = -555389.477299 nChanged 23 SP:Iteration 29Q (2251.139288 sec): 3 clusters Score: Raw -557035.731555 + Penalty 1639.900915 = -555395.830640 nChanged 23 SP:Iteration 30Q (2251.195381 sec): 3 clusters Score: Raw -557041.838192 + Penalty 1639.900915 = -555401.937277 nChanged 20 SP:Iteration 31Q (2251.241702 sec): 3 clusters Score: Raw -557046.272666 + Penalty 1639.900915 = -555406.371751 nChanged 20 SP:Iteration 32Q (2251.297628 sec): 3 clusters Score: Raw -557050.813591 + Penalty 1639.900915 = -555410.912676 nChanged 18 SP:Iteration 33Q (2251.342861 sec): 3 clusters Score: Raw -557056.362073 + Penalty 1639.900915 = -555416.461158 nChanged 21 SP:Iteration 34Q (2251.399793 sec): 3 clusters Score: Raw -557060.601509 + Penalty 1639.900915 = -555420.700594 nChanged 13 SP:Iteration 35Q (2251.451670 sec): 3 clusters Score: Raw -557064.860659 + Penalty 1639.900915 = -555424.959744 nChanged 14 SP:Iteration 36Q (2251.506420 sec): 3 clusters Score: Raw -557067.544019 + Penalty 1639.900915 = -555427.643104 nChanged 13 SP:Iteration 37Q (2251.564468 sec): 3 clusters Score: Raw -557071.682584 + Penalty 1639.900915 = -555431.781669 nChanged 14 SP:Iteration 38Q (2251.623706 sec): 3 clusters Score: Raw -557076.835255 + Penalty 1639.900915 = -555436.934340 nChanged 14 SP:Iteration 39Q (2251.674601 sec): 3 clusters Score: Raw -557080.658807 + Penalty 1639.900915 = -555440.757892 nChanged 18 SP:Iteration 40F (2251.729992 sec): 3 clusters Score: Raw -557086.369688 + Penalty 1639.900915 = -555446.468773 nChanged 18 SP:Iteration 41Q (2251.776994 sec): 3 clusters Score: Raw -557091.770752 + Penalty 1639.900915 = -555451.869837 nChanged 17 SP:Iteration 42Q (2251.823977 sec): 3 clusters Score: Raw -557096.340427 + Penalty 1639.900915 = -555456.439512 nChanged 9 SP:Iteration 43Q (2251.872428 sec): 3 clusters Score: Raw -557098.172085 + Penalty 1639.900915 = -555458.271170 nChanged 8 SP:Iteration 44Q (2251.933536 sec): 3 clusters Score: Raw -557100.387837 + Penalty 1639.900915 = -555460.486922 nChanged 7 SP:Iteration 45Q (2251.979629 sec): 3 clusters Score: Raw -557102.465704 + Penalty 1639.900915 = -555462.564789 nChanged 11 SP:Iteration 46Q (2252.032684 sec): 3 clusters Score: Raw -557104.833197 + Penalty 1639.900915 = -555464.932282 nChanged 11 SP:Iteration 47Q (2252.084190 sec): 3 clusters Score: Raw -557110.179267 + Penalty 1639.900915 = -555470.278351 nChanged 18 SP:Iteration 48Q (2252.133292 sec): 3 clusters Score: Raw -557114.705331 + Penalty 1639.900915 = -555474.804416 nChanged 15 SP:Iteration 49Q (2252.196053 sec): 3 clusters Score: Raw -557118.894557 + Penalty 1639.900915 = -555478.993642 nChanged 12 SP:Iteration 50Q (2252.239259 sec): 3 clusters Score: Raw -557122.301641 + Penalty 1639.900915 = -555482.400726 nChanged 7 SP:Iteration 51Q (2252.295528 sec): 3 clusters Score: Raw -557124.049967 + Penalty 1639.900915 = -555484.149052 nChanged 6 SP:Iteration 52Q (2252.343517 sec): 3 clusters Score: Raw -557125.558775 + Penalty 1639.900915 = -555485.657860 nChanged 7 SP:Iteration 53Q (2252.392694 sec): 3 clusters Score: Raw -557127.415923 + Penalty 1639.900915 = -555487.515008 nChanged 6 SP:Iteration 54Q (2252.439597 sec): 3 clusters Score: Raw -557128.797785 + Penalty 1639.900915 = -555488.896870 nChanged 6 SP:Iteration 55Q (2252.486918 sec): 3 clusters Score: Raw -557130.609399 + Penalty 1639.900915 = -555490.708484 nChanged 6 SP:Iteration 56Q (2252.546079 sec): 3 clusters Score: Raw -557132.258943 + Penalty 1639.900915 = -555492.358028 nChanged 3 SP:Iteration 57Q (2252.598424 sec): 3 clusters Score: Raw -557133.007599 + Penalty 1639.900915 = -555493.106684 nChanged 1 SP:Iteration 58Q (2252.638109 sec): 3 clusters Score: Raw -557133.357967 + Penalty 1639.900915 = -555493.457052 nChanged 1 SP:Iteration 59Q (2252.699976 sec): 3 clusters Score: Raw -557133.600423 + Penalty 1639.900915 = -555493.699508 nChanged 1 SP:Iteration 60F (2252.744236 sec): 3 clusters Score: Raw -557133.736631 + Penalty 1639.900915 = -555493.835716 nChanged 0 Trying to split cluster 24 (4127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2252.778880 sec): 2 clusters Score: Raw -356430.201533 + Penalty 790.904073 = -355639.297460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2252.827698 sec): 3 clusters Score: Raw -354244.970730 + Penalty 1581.808146 = -352663.162585 nChanged 1677 SP:Iteration 1F (2252.869943 sec): 3 clusters Score: Raw -355197.877081 + Penalty 1581.808146 = -353616.068935 nChanged 311 SP:Iteration 2F (2252.910309 sec): 3 clusters Score: Raw -355390.064477 + Penalty 1581.808146 = -353808.256331 nChanged 286 SP:Iteration 3F (2252.952676 sec): 3 clusters Score: Raw -355560.174083 + Penalty 1581.808146 = -353978.365937 nChanged 222 SP:Iteration 4F (2252.996701 sec): 3 clusters Score: Raw -355697.594555 + Penalty 1581.808146 = -354115.786409 nChanged 202 SP:Iteration 5Q (2253.039996 sec): 3 clusters Score: Raw -355822.788043 + Penalty 1581.808146 = -354240.979897 nChanged 186 SP:Iteration 6Q (2253.075443 sec): 3 clusters Score: Raw -355939.245138 + Penalty 1581.808146 = -354357.436993 nChanged 152 SP:Iteration 7Q (2253.116622 sec): 3 clusters Score: Raw -356014.956095 + Penalty 1581.808146 = -354433.147949 nChanged 125 SP:Iteration 8Q (2253.168698 sec): 3 clusters Score: Raw -356066.620447 + Penalty 1581.808146 = -354484.812302 nChanged 97 SP:Iteration 9Q (2253.207043 sec): 3 clusters Score: Raw -356106.642938 + Penalty 1581.808146 = -354524.834793 nChanged 71 SP:Iteration 10Q (2253.239597 sec): 3 clusters Score: Raw -356133.109951 + Penalty 1581.808146 = -354551.301805 nChanged 54 SP:Iteration 11Q (2253.295794 sec): 3 clusters Score: Raw -356147.323330 + Penalty 1581.808146 = -354565.515184 nChanged 37 SP:Iteration 12Q (2253.340932 sec): 3 clusters Score: Raw -356158.089354 + Penalty 1581.808146 = -354576.281208 nChanged 38 SP:Iteration 13Q (2253.375241 sec): 3 clusters Score: Raw -356175.391172 + Penalty 1581.808146 = -354593.583026 nChanged 41 SP:Iteration 14Q (2253.419581 sec): 3 clusters Score: Raw -356193.338499 + Penalty 1581.808146 = -354611.530353 nChanged 46 SP:Iteration 15Q (2253.465797 sec): 3 clusters Score: Raw -356209.783324 + Penalty 1581.808146 = -354627.975178 nChanged 38 SP:Iteration 16Q (2253.511307 sec): 3 clusters Score: Raw -356221.657587 + Penalty 1581.808146 = -354639.849442 nChanged 34 SP:Iteration 17Q (2253.568045 sec): 3 clusters Score: Raw -356229.791073 + Penalty 1581.808146 = -354647.982928 nChanged 25 SP:Iteration 18Q (2253.615272 sec): 3 clusters Score: Raw -356237.829881 + Penalty 1581.808146 = -354656.021736 nChanged 29 SP:Iteration 19Q (2253.665989 sec): 3 clusters Score: Raw -356246.941230 + Penalty 1581.808146 = -354665.133084 nChanged 28 SP:Iteration 20F (2253.706887 sec): 3 clusters Score: Raw -356259.577155 + Penalty 1581.808146 = -354677.769009 nChanged 27 SP:Iteration 21Q (2253.750577 sec): 3 clusters Score: Raw -356270.225852 + Penalty 1581.808146 = -354688.417706 nChanged 30 SP:Iteration 22Q (2253.802182 sec): 3 clusters Score: Raw -356279.282302 + Penalty 1581.808146 = -354697.474156 nChanged 23 SP:Iteration 23Q (2253.849758 sec): 3 clusters Score: Raw -356286.489554 + Penalty 1581.808146 = -354704.681409 nChanged 17 SP:Iteration 24Q (2253.901475 sec): 3 clusters Score: Raw -356289.866252 + Penalty 1581.808146 = -354708.058107 nChanged 11 SP:Iteration 25Q (2253.950473 sec): 3 clusters Score: Raw -356292.472923 + Penalty 1581.808146 = -354710.664777 nChanged 11 SP:Iteration 26Q (2253.990166 sec): 3 clusters Score: Raw -356295.545392 + Penalty 1581.808146 = -354713.737247 nChanged 14 SP:Iteration 27Q (2254.041585 sec): 3 clusters Score: Raw -356298.822854 + Penalty 1581.808146 = -354717.014709 nChanged 15 SP:Iteration 28Q (2254.091321 sec): 3 clusters Score: Raw -356303.147646 + Penalty 1581.808146 = -354721.339500 nChanged 11 SP:Iteration 29Q (2254.139740 sec): 3 clusters Score: Raw -356306.081871 + Penalty 1581.808146 = -354724.273725 nChanged 16 SP:Iteration 30Q (2254.203327 sec): 3 clusters Score: Raw -356310.201636 + Penalty 1581.808146 = -354728.393490 nChanged 14 SP:Iteration 31Q (2254.249175 sec): 3 clusters Score: Raw -356314.473729 + Penalty 1581.808146 = -354732.665583 nChanged 13 SP:Iteration 32Q (2254.304716 sec): 3 clusters Score: Raw -356318.102415 + Penalty 1581.808146 = -354736.294269 nChanged 10 SP:Iteration 33Q (2254.354829 sec): 3 clusters Score: Raw -356319.828050 + Penalty 1581.808146 = -354738.019905 nChanged 13 SP:Iteration 34Q (2254.407789 sec): 3 clusters Score: Raw -356323.217140 + Penalty 1581.808146 = -354741.408994 nChanged 13 SP:Iteration 35Q (2254.459309 sec): 3 clusters Score: Raw -356325.756375 + Penalty 1581.808146 = -354743.948229 nChanged 10 SP:Iteration 36Q (2254.509834 sec): 3 clusters Score: Raw -356328.602032 + Penalty 1581.808146 = -354746.793887 nChanged 9 SP:Iteration 37Q (2254.548072 sec): 3 clusters Score: Raw -356331.155036 + Penalty 1581.808146 = -354749.346890 nChanged 4 SP:Iteration 38Q (2254.613761 sec): 3 clusters Score: Raw -356331.933700 + Penalty 1581.808146 = -354750.125555 nChanged 3 SP:Iteration 39Q (2254.661728 sec): 3 clusters Score: Raw -356332.217092 + Penalty 1581.808146 = -354750.408947 nChanged 2 SP:Iteration 40F (2254.720539 sec): 3 clusters Score: Raw -356332.390926 + Penalty 1581.808146 = -354750.582780 nChanged 2 SP:Iteration 41Q (2254.770599 sec): 3 clusters Score: Raw -356332.510279 + Penalty 1581.808146 = -354750.702133 nChanged 1 SP:Iteration 42Q (2254.817725 sec): 3 clusters Score: Raw -356332.610289 + Penalty 1581.808146 = -354750.802144 nChanged 0 SP:Iteration 43F (2254.850459 sec): 3 clusters Score: Raw -356332.610289 + Penalty 1581.808146 = -354750.802144 nChanged 0 Trying to split cluster 25 (9966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.897117 sec): 2 clusters Score: Raw -975254.689717 + Penalty 874.658785 = -974380.030932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2254.954216 sec): 3 clusters Score: Raw -969382.885801 + Penalty 1749.317570 = -967633.568231 nChanged 4400 SP:Iteration 1F (2254.997216 sec): 3 clusters Score: Raw -971817.992616 + Penalty 1749.317570 = -970068.675046 nChanged 601 SP:Iteration 2F (2255.053502 sec): 3 clusters Score: Raw -972070.161122 + Penalty 1749.317570 = -970320.843552 nChanged 535 SP:Iteration 3F (2255.122688 sec): 3 clusters Score: Raw -972314.069895 + Penalty 1749.317570 = -970564.752325 nChanged 537 SP:Iteration 4F (2255.182089 sec): 3 clusters Score: Raw -972574.227250 + Penalty 1749.317570 = -970824.909680 nChanged 516 SP:Iteration 5F (2255.228506 sec): 3 clusters Score: Raw -972884.829925 + Penalty 1749.317570 = -971135.512355 nChanged 570 SP:Iteration 6F (2255.292912 sec): 3 clusters Score: Raw -973304.293879 + Penalty 1749.317570 = -971554.976309 nChanged 595 SP:Iteration 7F (2255.340273 sec): 3 clusters Score: Raw -973771.280877 + Penalty 1749.317570 = -972021.963307 nChanged 576 SP:Iteration 8F (2255.404890 sec): 3 clusters Score: Raw -974193.039451 + Penalty 1749.317570 = -972443.721881 nChanged 464 SP:Iteration 9Q (2255.456675 sec): 3 clusters Score: Raw -974463.549244 + Penalty 1749.317570 = -972714.231674 nChanged 327 SP:Iteration 10Q (2255.512635 sec): 3 clusters Score: Raw -974616.215728 + Penalty 1749.317570 = -972866.898158 nChanged 235 SP:Iteration 11Q (2255.561020 sec): 3 clusters Score: Raw -974706.661673 + Penalty 1749.317570 = -972957.344103 nChanged 171 SP:Iteration 12Q (2255.616002 sec): 3 clusters Score: Raw -974766.709068 + Penalty 1749.317570 = -973017.391498 nChanged 158 SP:Iteration 13Q (2255.675732 sec): 3 clusters Score: Raw -974820.424648 + Penalty 1749.317570 = -973071.107078 nChanged 126 SP:Iteration 14Q (2255.723319 sec): 3 clusters Score: Raw -974854.862198 + Penalty 1749.317570 = -973105.544628 nChanged 104 SP:Iteration 15Q (2255.788316 sec): 3 clusters Score: Raw -974877.606026 + Penalty 1749.317570 = -973128.288456 nChanged 76 SP:Iteration 16Q (2255.834342 sec): 3 clusters Score: Raw -974890.342449 + Penalty 1749.317570 = -973141.024879 nChanged 65 SP:Iteration 17Q (2255.894762 sec): 3 clusters Score: Raw -974906.346447 + Penalty 1749.317570 = -973157.028877 nChanged 60 SP:Iteration 18Q (2255.953141 sec): 3 clusters Score: Raw -974916.531547 + Penalty 1749.317570 = -973167.213977 nChanged 58 SP:Iteration 19Q (2256.010713 sec): 3 clusters Score: Raw -974924.800291 + Penalty 1749.317570 = -973175.482721 nChanged 38 SP:Iteration 20F (2256.059943 sec): 3 clusters Score: Raw -974929.184753 + Penalty 1749.317570 = -973179.867183 nChanged 33 SP:Iteration 21Q (2256.121235 sec): 3 clusters Score: Raw -974932.885884 + Penalty 1749.317570 = -973183.568314 nChanged 23 SP:Iteration 22Q (2256.174760 sec): 3 clusters Score: Raw -974934.861995 + Penalty 1749.317570 = -973185.544425 nChanged 15 SP:Iteration 23Q (2256.233218 sec): 3 clusters Score: Raw -974936.476009 + Penalty 1749.317570 = -973187.158439 nChanged 15 SP:Iteration 24Q (2256.292539 sec): 3 clusters Score: Raw -974937.652929 + Penalty 1749.317570 = -973188.335359 nChanged 13 SP:Iteration 25Q (2256.348913 sec): 3 clusters Score: Raw -974938.529729 + Penalty 1749.317570 = -973189.212159 nChanged 9 SP:Iteration 26Q (2256.399816 sec): 3 clusters Score: Raw -974938.989184 + Penalty 1749.317570 = -973189.671614 nChanged 5 SP:Iteration 27Q (2256.450338 sec): 3 clusters Score: Raw -974939.196160 + Penalty 1749.317570 = -973189.878590 nChanged 4 SP:Iteration 28Q (2256.509890 sec): 3 clusters Score: Raw -974939.387516 + Penalty 1749.317570 = -973190.069946 nChanged 1 SP:Iteration 29Q (2256.561998 sec): 3 clusters Score: Raw -974939.526679 + Penalty 1749.317570 = -973190.209109 nChanged 3 SP:Iteration 30Q (2256.628068 sec): 3 clusters Score: Raw -974940.072686 + Penalty 1749.317570 = -973190.755116 nChanged 9 SP:Iteration 31Q (2256.684854 sec): 3 clusters Score: Raw -974941.603976 + Penalty 1749.317570 = -973192.286406 nChanged 16 SP:Iteration 32Q (2256.730095 sec): 3 clusters Score: Raw -974944.990012 + Penalty 1749.317570 = -973195.672442 nChanged 27 SP:Iteration 33Q (2256.785907 sec): 3 clusters Score: Raw -974950.393543 + Penalty 1749.317570 = -973201.075973 nChanged 21 SP:Iteration 34Q (2256.843500 sec): 3 clusters Score: Raw -974954.055994 + Penalty 1749.317570 = -973204.738424 nChanged 25 SP:Iteration 35Q (2256.907678 sec): 3 clusters Score: Raw -974957.799154 + Penalty 1749.317570 = -973208.481584 nChanged 18 SP:Iteration 36Q (2256.965198 sec): 3 clusters Score: Raw -974962.378675 + Penalty 1749.317570 = -973213.061105 nChanged 16 SP:Iteration 37Q (2257.018734 sec): 3 clusters Score: Raw -974964.601937 + Penalty 1749.317570 = -973215.284367 nChanged 18 SP:Iteration 38Q (2257.079076 sec): 3 clusters Score: Raw -974967.146552 + Penalty 1749.317570 = -973217.828982 nChanged 19 SP:Iteration 39Q (2257.124680 sec): 3 clusters Score: Raw -974969.678118 + Penalty 1749.317570 = -973220.360548 nChanged 21 SP:Iteration 40F (2257.182635 sec): 3 clusters Score: Raw -974972.742839 + Penalty 1749.317570 = -973223.425269 nChanged 17 SP:Iteration 41Q (2257.252168 sec): 3 clusters Score: Raw -974974.521427 + Penalty 1749.317570 = -973225.203857 nChanged 14 SP:Iteration 42Q (2257.295058 sec): 3 clusters Score: Raw -974975.937987 + Penalty 1749.317570 = -973226.620417 nChanged 12 SP:Iteration 43Q (2257.359370 sec): 3 clusters Score: Raw -974977.047633 + Penalty 1749.317570 = -973227.730063 nChanged 8 SP:Iteration 44Q (2257.397576 sec): 3 clusters Score: Raw -974977.725577 + Penalty 1749.317570 = -973228.408007 nChanged 6 SP:Iteration 45Q (2257.456777 sec): 3 clusters Score: Raw -974978.209434 + Penalty 1749.317570 = -973228.891864 nChanged 7 SP:Iteration 46Q (2257.517916 sec): 3 clusters Score: Raw -974978.942921 + Penalty 1749.317570 = -973229.625351 nChanged 9 SP:Iteration 47Q (2257.576786 sec): 3 clusters Score: Raw -974979.794399 + Penalty 1749.317570 = -973230.476829 nChanged 11 SP:Iteration 48Q (2257.635936 sec): 3 clusters Score: Raw -974981.123605 + Penalty 1749.317570 = -973231.806035 nChanged 9 SP:Iteration 49Q (2257.695768 sec): 3 clusters Score: Raw -974981.832018 + Penalty 1749.317570 = -973232.514448 nChanged 10 SP:Iteration 50Q (2257.746946 sec): 3 clusters Score: Raw -974982.316845 + Penalty 1749.317570 = -973232.999275 nChanged 6 SP:Iteration 51Q (2257.801902 sec): 3 clusters Score: Raw -974982.610646 + Penalty 1749.317570 = -973233.293076 nChanged 5 SP:Iteration 52Q (2257.860190 sec): 3 clusters Score: Raw -974982.845841 + Penalty 1749.317570 = -973233.528271 nChanged 1 SP:Iteration 53Q (2257.915284 sec): 3 clusters Score: Raw -974982.856171 + Penalty 1749.317570 = -973233.538601 nChanged 0 SP:Iteration 54F (2257.984078 sec): 3 clusters Score: Raw -974982.856171 + Penalty 1749.317570 = -973233.538601 nChanged 0 Trying to split cluster 26 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2258.000018 sec): 2 clusters Score: Raw -48836.649261 + Penalty 584.913004 = -48251.736257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.041828 sec): 3 clusters Score: Raw -48729.805298 + Penalty 1169.826007 = -47559.979291 nChanged 120 SP:Iteration 1F (2258.081546 sec): 3 clusters Score: Raw -48872.703316 + Penalty 1169.826007 = -47702.877308 nChanged 31 SP:Iteration 2F (2258.129612 sec): 3 clusters Score: Raw -48909.103766 + Penalty 1169.826007 = -47739.277759 nChanged 15 SP:Iteration 3Q (2258.171982 sec): 3 clusters Score: Raw -48924.240989 + Penalty 1169.826007 = -47754.414982 nChanged 10 SP:Iteration 4Q (2258.212163 sec): 3 clusters Score: Raw -48936.916340 + Penalty 1169.826007 = -47767.090332 nChanged 10 SP:Iteration 5Q (2258.256718 sec): 3 clusters Score: Raw -48949.475163 + Penalty 1169.826007 = -47779.649156 nChanged 5 SP:Iteration 6Q (2258.304745 sec): 3 clusters Score: Raw -48953.845423 + Penalty 1169.826007 = -47784.019416 nChanged 2 SP:Iteration 7Q (2258.335627 sec): 3 clusters Score: Raw -48957.813730 + Penalty 1169.826007 = -47787.987723 nChanged 5 SP:Iteration 8Q (2258.374348 sec): 3 clusters Score: Raw -48964.449162 + Penalty 1169.826007 = -47794.623155 nChanged 6 SP:Iteration 9Q (2258.424268 sec): 3 clusters Score: Raw -48978.895711 + Penalty 1169.826007 = -47809.069704 nChanged 7 SP:Iteration 10Q (2258.461647 sec): 3 clusters Score: Raw -48994.020613 + Penalty 1169.826007 = -47824.194605 nChanged 5 SP:Iteration 11Q (2258.506232 sec): 3 clusters Score: Raw -48998.359746 + Penalty 1169.826007 = -47828.533739 nChanged 2 SP:Iteration 12Q (2258.542797 sec): 3 clusters Score: Raw -49000.175295 + Penalty 1169.826007 = -47830.349288 nChanged 1 SP:Iteration 13Q (2258.591598 sec): 3 clusters Score: Raw -49002.620746 + Penalty 1169.826007 = -47832.794738 nChanged 0 SP:Iteration 14F (2258.625726 sec): 3 clusters Score: Raw -49002.620746 + Penalty 1169.826007 = -47832.794738 nChanged 0 Trying to split cluster 27 (57502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2258.708920 sec): 2 clusters Score: Raw -5636341.422973 + Penalty 1041.159626 = -5635300.263347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.825067 sec): 3 clusters Score: Raw -5598828.146947 + Penalty 2082.319252 = -5596745.827695 nChanged 27599 SP:Iteration 1F (2258.945519 sec): 3 clusters Score: Raw -5616834.868936 + Penalty 2082.319252 = -5614752.549685 nChanged 3701 SP:Iteration 2F (2259.050730 sec): 3 clusters Score: Raw -5618698.576430 + Penalty 2082.319252 = -5616616.257178 nChanged 4002 SP:Iteration 3F (2259.165474 sec): 3 clusters Score: Raw -5621034.605067 + Penalty 2082.319252 = -5618952.285815 nChanged 4007 SP:Iteration 4F (2259.288720 sec): 3 clusters Score: Raw -5623704.386156 + Penalty 2082.319252 = -5621622.066905 nChanged 3941 SP:Iteration 5F (2259.401183 sec): 3 clusters Score: Raw -5626578.703745 + Penalty 2082.319252 = -5624496.384493 nChanged 3542 SP:Iteration 6F (2259.519181 sec): 3 clusters Score: Raw -5629453.784369 + Penalty 2082.319252 = -5627371.465117 nChanged 3044 SP:Iteration 7F (2259.630631 sec): 3 clusters Score: Raw -5632093.870502 + Penalty 2082.319252 = -5630011.551250 nChanged 2318 SP:Iteration 8Q (2259.753910 sec): 3 clusters Score: Raw -5634090.215176 + Penalty 2082.319252 = -5632007.895924 nChanged 1559 SP:Iteration 9Q (2259.877350 sec): 3 clusters Score: Raw -5635362.250611 + Penalty 2082.319252 = -5633279.931359 nChanged 899 SP:Iteration 10Q (2259.985929 sec): 3 clusters Score: Raw -5636030.929807 + Penalty 2082.319252 = -5633948.610556 nChanged 506 SP:Iteration 11Q (2260.096559 sec): 3 clusters Score: Raw -5636379.944364 + Penalty 2082.319252 = -5634297.625112 nChanged 253 SP:Iteration 12Q (2260.208814 sec): 3 clusters Score: Raw -5636530.802015 + Penalty 2082.319252 = -5634448.482763 nChanged 131 SP:Iteration 13Q (2260.310125 sec): 3 clusters Score: Raw -5636609.835299 + Penalty 2082.319252 = -5634527.516047 nChanged 84 SP:Iteration 14Q (2260.421811 sec): 3 clusters Score: Raw -5636650.355845 + Penalty 2082.319252 = -5634568.036593 nChanged 42 SP:Iteration 15Q (2260.528795 sec): 3 clusters Score: Raw -5636672.531760 + Penalty 2082.319252 = -5634590.212508 nChanged 35 SP:Iteration 16Q (2260.628207 sec): 3 clusters Score: Raw -5636690.773325 + Penalty 2082.319252 = -5634608.454074 nChanged 22 SP:Iteration 17Q (2260.728143 sec): 3 clusters Score: Raw -5636705.506721 + Penalty 2082.319252 = -5634623.187470 nChanged 24 SP:Iteration 18Q (2260.828097 sec): 3 clusters Score: Raw -5636711.681492 + Penalty 2082.319252 = -5634629.362240 nChanged 8 SP:Iteration 19Q (2260.932603 sec): 3 clusters Score: Raw -5636713.541709 + Penalty 2082.319252 = -5634631.222457 nChanged 2 SP:Iteration 20F (2261.041266 sec): 3 clusters Score: Raw -5636714.046552 + Penalty 2082.319252 = -5634631.727301 nChanged 1 SP:Iteration 21Q (2261.142100 sec): 3 clusters Score: Raw -5636714.372227 + Penalty 2082.319252 = -5634632.052975 nChanged 0 SP:Iteration 22F (2261.262053 sec): 3 clusters Score: Raw -5636714.372227 + Penalty 2082.319252 = -5634632.052975 nChanged 0 Trying to split cluster 28 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2261.292107 sec): 2 clusters Score: Raw -17068.233243 + Penalty 503.813966 = -16564.419277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2261.333001 sec): 3 clusters Score: Raw -17126.249837 + Penalty 1007.627933 = -16118.621904 nChanged 54 SP:Iteration 1F (2261.368376 sec): 3 clusters Score: Raw -17243.814173 + Penalty 1007.627933 = -16236.186240 nChanged 20 SP:Iteration 2F (2261.417435 sec): 3 clusters Score: Raw -17314.001125 + Penalty 1007.627933 = -16306.373192 nChanged 8 SP:Iteration 3Q (2261.464294 sec): 3 clusters Score: Raw -17338.484938 + Penalty 1007.627933 = -16330.857006 nChanged 0 SP:Iteration 4F (2261.516799 sec): 3 clusters Score: Raw -17338.484938 + Penalty 1007.627933 = -16330.857006 nChanged 0 Trying to split cluster 29 (3491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2261.545872 sec): 2 clusters Score: Raw -312102.674359 + Penalty 775.004633 = -311327.669726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2261.598333 sec): 3 clusters Score: Raw -310288.010039 + Penalty 1550.009266 = -308738.000772 nChanged 1428 SP:Iteration 1F (2261.644330 sec): 3 clusters Score: Raw -311117.988423 + Penalty 1550.009266 = -309567.979157 nChanged 271 SP:Iteration 2F (2261.692291 sec): 3 clusters Score: Raw -311326.061068 + Penalty 1550.009266 = -309776.051802 nChanged 227 SP:Iteration 3F (2261.745514 sec): 3 clusters Score: Raw -311455.975433 + Penalty 1550.009266 = -309905.966167 nChanged 174 SP:Iteration 4Q (2261.791655 sec): 3 clusters Score: Raw -311551.239014 + Penalty 1550.009266 = -310001.229748 nChanged 164 SP:Iteration 5Q (2261.840762 sec): 3 clusters Score: Raw -311626.919833 + Penalty 1550.009266 = -310076.910566 nChanged 115 SP:Iteration 6Q (2261.884415 sec): 3 clusters Score: Raw -311677.721374 + Penalty 1550.009266 = -310127.712108 nChanged 97 SP:Iteration 7Q (2261.942671 sec): 3 clusters Score: Raw -311724.362124 + Penalty 1550.009266 = -310174.352858 nChanged 98 SP:Iteration 8Q (2261.995306 sec): 3 clusters Score: Raw -311767.272333 + Penalty 1550.009266 = -310217.263066 nChanged 81 SP:Iteration 9Q (2262.038351 sec): 3 clusters Score: Raw -311806.273384 + Penalty 1550.009266 = -310256.264117 nChanged 94 SP:Iteration 10Q (2262.089265 sec): 3 clusters Score: Raw -311854.655518 + Penalty 1550.009266 = -310304.646252 nChanged 116 SP:Iteration 11Q (2262.140321 sec): 3 clusters Score: Raw -311918.848933 + Penalty 1550.009266 = -310368.839667 nChanged 118 SP:Iteration 12Q (2262.180913 sec): 3 clusters Score: Raw -311991.465664 + Penalty 1550.009266 = -310441.456398 nChanged 104 SP:Iteration 13Q (2262.236445 sec): 3 clusters Score: Raw -312045.404889 + Penalty 1550.009266 = -310495.395622 nChanged 94 SP:Iteration 14Q (2262.277966 sec): 3 clusters Score: Raw -312093.296552 + Penalty 1550.009266 = -310543.287286 nChanged 87 SP:Iteration 15Q (2262.332199 sec): 3 clusters Score: Raw -312135.670613 + Penalty 1550.009266 = -310585.661346 nChanged 78 SP:Iteration 16Q (2262.375959 sec): 3 clusters Score: Raw -312174.064435 + Penalty 1550.009266 = -310624.055169 nChanged 61 SP:Iteration 17Q (2262.438331 sec): 3 clusters Score: Raw -312208.691936 + Penalty 1550.009266 = -310658.682670 nChanged 62 SP:Iteration 18Q (2262.479154 sec): 3 clusters Score: Raw -312242.539380 + Penalty 1550.009266 = -310692.530114 nChanged 51 SP:Iteration 19Q (2262.526131 sec): 3 clusters Score: Raw -312275.971069 + Penalty 1550.009266 = -310725.961803 nChanged 55 SP:Iteration 20F (2262.578314 sec): 3 clusters Score: Raw -312316.511235 + Penalty 1550.009266 = -310766.501969 nChanged 53 SP:Iteration 21Q (2262.631991 sec): 3 clusters Score: Raw -312355.249443 + Penalty 1550.009266 = -310805.240176 nChanged 43 SP:Iteration 22Q (2262.687909 sec): 3 clusters Score: Raw -312384.376770 + Penalty 1550.009266 = -310834.367504 nChanged 39 SP:Iteration 23Q (2262.733444 sec): 3 clusters Score: Raw -312407.073918 + Penalty 1550.009266 = -310857.064651 nChanged 33 SP:Iteration 24Q (2262.774972 sec): 3 clusters Score: Raw -312428.556913 + Penalty 1550.009266 = -310878.547646 nChanged 37 SP:Iteration 25Q (2262.832994 sec): 3 clusters Score: Raw -312457.892761 + Penalty 1550.009266 = -310907.883495 nChanged 32 SP:Iteration 26Q (2262.876834 sec): 3 clusters Score: Raw -312483.699462 + Penalty 1550.009266 = -310933.690195 nChanged 24 SP:Iteration 27Q (2262.928624 sec): 3 clusters Score: Raw -312505.065585 + Penalty 1550.009266 = -310955.056319 nChanged 21 SP:Iteration 28Q (2262.977677 sec): 3 clusters Score: Raw -312522.014665 + Penalty 1550.009266 = -310972.005399 nChanged 16 SP:Iteration 29Q (2263.015976 sec): 3 clusters Score: Raw -312535.625907 + Penalty 1550.009266 = -310985.616641 nChanged 15 SP:Iteration 30Q (2263.060731 sec): 3 clusters Score: Raw -312546.826139 + Penalty 1550.009266 = -310996.816873 nChanged 14 SP:Iteration 31Q (2263.109853 sec): 3 clusters Score: Raw -312552.553652 + Penalty 1550.009266 = -311002.544385 nChanged 8 SP:Iteration 32Q (2263.148315 sec): 3 clusters Score: Raw -312554.950605 + Penalty 1550.009266 = -311004.941338 nChanged 6 SP:Iteration 33Q (2263.189722 sec): 3 clusters Score: Raw -312557.641438 + Penalty 1550.009266 = -311007.632171 nChanged 5 SP:Iteration 34Q (2263.237393 sec): 3 clusters Score: Raw -312560.426098 + Penalty 1550.009266 = -311010.416832 nChanged 6 SP:Iteration 35Q (2263.274375 sec): 3 clusters Score: Raw -312563.403789 + Penalty 1550.009266 = -311013.394522 nChanged 4 SP:Iteration 36Q (2263.320392 sec): 3 clusters Score: Raw -312566.066266 + Penalty 1550.009266 = -311016.057000 nChanged 2 SP:Iteration 37Q (2263.355775 sec): 3 clusters Score: Raw -312567.603358 + Penalty 1550.009266 = -311017.594091 nChanged 6 SP:Iteration 38Q (2263.393294 sec): 3 clusters Score: Raw -312569.709945 + Penalty 1550.009266 = -311019.700679 nChanged 0 SP:Iteration 39F (2263.441383 sec): 3 clusters Score: Raw -312569.709945 + Penalty 1550.009266 = -311019.700679 nChanged 0 Trying to split cluster 30 (5022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2263.476420 sec): 2 clusters Score: Raw -486180.069175 + Penalty 809.550436 = -485370.518739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2263.515334 sec): 3 clusters Score: Raw -483346.270653 + Penalty 1619.100873 = -481727.169781 nChanged 2159 SP:Iteration 1F (2263.569479 sec): 3 clusters Score: Raw -484582.651418 + Penalty 1619.100873 = -482963.550545 nChanged 317 SP:Iteration 2F (2263.609133 sec): 3 clusters Score: Raw -484721.153801 + Penalty 1619.100873 = -483102.052928 nChanged 241 SP:Iteration 3Q (2263.647579 sec): 3 clusters Score: Raw -484839.895142 + Penalty 1619.100873 = -483220.794270 nChanged 240 SP:Iteration 4Q (2263.708628 sec): 3 clusters Score: Raw -484959.827136 + Penalty 1619.100873 = -483340.726264 nChanged 243 SP:Iteration 5Q (2263.756138 sec): 3 clusters Score: Raw -485099.131377 + Penalty 1619.100873 = -483480.030504 nChanged 237 SP:Iteration 6Q (2263.800882 sec): 3 clusters Score: Raw -485241.956494 + Penalty 1619.100873 = -483622.855621 nChanged 240 SP:Iteration 7Q (2263.854888 sec): 3 clusters Score: Raw -485400.558934 + Penalty 1619.100873 = -483781.458062 nChanged 253 SP:Iteration 8F (2263.896548 sec): 3 clusters Score: Raw -485586.968272 + Penalty 1619.100873 = -483967.867399 nChanged 231 SP:Iteration 9Q (2263.947900 sec): 3 clusters Score: Raw -485763.738341 + Penalty 1619.100873 = -484144.637469 nChanged 199 SP:Iteration 10Q (2264.005314 sec): 3 clusters Score: Raw -485948.745191 + Penalty 1619.100873 = -484329.644318 nChanged 128 SP:Iteration 11Q (2264.058938 sec): 3 clusters Score: Raw -486064.617117 + Penalty 1619.100873 = -484445.516245 nChanged 89 SP:Iteration 12Q (2264.110838 sec): 3 clusters Score: Raw -486138.744936 + Penalty 1619.100873 = -484519.644063 nChanged 53 SP:Iteration 13Q (2264.157463 sec): 3 clusters Score: Raw -486179.348401 + Penalty 1619.100873 = -484560.247528 nChanged 30 SP:Iteration 14Q (2264.206551 sec): 3 clusters Score: Raw -486203.780829 + Penalty 1619.100873 = -484584.679957 nChanged 21 SP:Iteration 15Q (2264.258886 sec): 3 clusters Score: Raw -486223.340109 + Penalty 1619.100873 = -484604.239236 nChanged 20 SP:Iteration 16Q (2264.312681 sec): 3 clusters Score: Raw -486239.957530 + Penalty 1619.100873 = -484620.856657 nChanged 13 SP:Iteration 17Q (2264.357650 sec): 3 clusters Score: Raw -486252.522223 + Penalty 1619.100873 = -484633.421351 nChanged 8 SP:Iteration 18Q (2264.405057 sec): 3 clusters Score: Raw -486259.276583 + Penalty 1619.100873 = -484640.175711 nChanged 6 SP:Iteration 19Q (2264.452145 sec): 3 clusters Score: Raw -486267.528069 + Penalty 1619.100873 = -484648.427197 nChanged 9 SP:Iteration 20F (2264.503462 sec): 3 clusters Score: Raw -486276.495837 + Penalty 1619.100873 = -484657.394965 nChanged 11 SP:Iteration 21Q (2264.563332 sec): 3 clusters Score: Raw -486285.153313 + Penalty 1619.100873 = -484666.052440 nChanged 3 SP:Iteration 22Q (2264.616882 sec): 3 clusters Score: Raw -486288.000634 + Penalty 1619.100873 = -484668.899762 nChanged 1 SP:Iteration 23Q (2264.671832 sec): 3 clusters Score: Raw -486289.318264 + Penalty 1619.100873 = -484670.217392 nChanged 0 SP:Iteration 24F (2264.719747 sec): 3 clusters Score: Raw -486289.318264 + Penalty 1619.100873 = -484670.217392 nChanged 0 Trying to split cluster 31 (2750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.752294 sec): 2 clusters Score: Raw -263502.377187 + Penalty 752.338838 = -262750.038349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.789208 sec): 3 clusters Score: Raw -262082.811030 + Penalty 1504.677676 = -260578.133353 nChanged 1116 SP:Iteration 1F (2264.840844 sec): 3 clusters Score: Raw -262947.168531 + Penalty 1504.677676 = -261442.490855 nChanged 310 SP:Iteration 2F (2264.891588 sec): 3 clusters Score: Raw -263246.193797 + Penalty 1504.677676 = -261741.516121 nChanged 218 SP:Iteration 3F (2264.933947 sec): 3 clusters Score: Raw -263432.765295 + Penalty 1504.677676 = -261928.087619 nChanged 157 SP:Iteration 4F (2264.984086 sec): 3 clusters Score: Raw -263570.014753 + Penalty 1504.677676 = -262065.337076 nChanged 118 SP:Iteration 5Q (2265.032642 sec): 3 clusters Score: Raw -263646.611708 + Penalty 1504.677676 = -262141.934032 nChanged 78 SP:Iteration 6Q (2265.075964 sec): 3 clusters Score: Raw -263697.092187 + Penalty 1504.677676 = -262192.414511 nChanged 63 SP:Iteration 7Q (2265.119791 sec): 3 clusters Score: Raw -263732.986838 + Penalty 1504.677676 = -262228.309162 nChanged 48 SP:Iteration 8Q (2265.170042 sec): 3 clusters Score: Raw -263763.226047 + Penalty 1504.677676 = -262258.548371 nChanged 45 SP:Iteration 9Q (2265.219604 sec): 3 clusters Score: Raw -263801.053427 + Penalty 1504.677676 = -262296.375750 nChanged 50 SP:Iteration 10Q (2265.259763 sec): 3 clusters Score: Raw -263830.384278 + Penalty 1504.677676 = -262325.706602 nChanged 29 SP:Iteration 11Q (2265.305221 sec): 3 clusters Score: Raw -263844.262097 + Penalty 1504.677676 = -262339.584421 nChanged 19 SP:Iteration 12Q (2265.363784 sec): 3 clusters Score: Raw -263855.520281 + Penalty 1504.677676 = -262350.842605 nChanged 17 SP:Iteration 13Q (2265.405651 sec): 3 clusters Score: Raw -263866.192374 + Penalty 1504.677676 = -262361.514698 nChanged 19 SP:Iteration 14Q (2265.442305 sec): 3 clusters Score: Raw -263875.745323 + Penalty 1504.677676 = -262371.067647 nChanged 12 SP:Iteration 15Q (2265.487735 sec): 3 clusters Score: Raw -263883.161894 + Penalty 1504.677676 = -262378.484218 nChanged 14 SP:Iteration 16Q (2265.538147 sec): 3 clusters Score: Raw -263889.829341 + Penalty 1504.677676 = -262385.151665 nChanged 9 SP:Iteration 17Q (2265.575975 sec): 3 clusters Score: Raw -263892.912489 + Penalty 1504.677676 = -262388.234813 nChanged 7 SP:Iteration 18Q (2265.631775 sec): 3 clusters Score: Raw -263896.280744 + Penalty 1504.677676 = -262391.603068 nChanged 8 SP:Iteration 19Q (2265.674738 sec): 3 clusters Score: Raw -263899.201615 + Penalty 1504.677676 = -262394.523939 nChanged 8 SP:Iteration 20F (2265.707202 sec): 3 clusters Score: Raw -263903.202216 + Penalty 1504.677676 = -262398.524540 nChanged 5 SP:Iteration 21Q (2265.746224 sec): 3 clusters Score: Raw -263905.946974 + Penalty 1504.677676 = -262401.269298 nChanged 4 SP:Iteration 22Q (2265.793287 sec): 3 clusters Score: Raw -263908.921620 + Penalty 1504.677676 = -262404.243944 nChanged 8 SP:Iteration 23Q (2265.835159 sec): 3 clusters Score: Raw -263911.708316 + Penalty 1504.677676 = -262407.030639 nChanged 8 SP:Iteration 24Q (2265.875014 sec): 3 clusters Score: Raw -263914.015617 + Penalty 1504.677676 = -262409.337941 nChanged 8 SP:Iteration 25Q (2265.916827 sec): 3 clusters Score: Raw -263916.547527 + Penalty 1504.677676 = -262411.869851 nChanged 8 SP:Iteration 26Q (2265.959526 sec): 3 clusters Score: Raw -263920.228968 + Penalty 1504.677676 = -262415.551292 nChanged 3 SP:Iteration 27Q (2265.990083 sec): 3 clusters Score: Raw -263921.325841 + Penalty 1504.677676 = -262416.648165 nChanged 4 SP:Iteration 28Q (2266.016377 sec): 3 clusters Score: Raw -263922.937355 + Penalty 1504.677676 = -262418.259678 nChanged 4 SP:Iteration 29Q (2266.050419 sec): 3 clusters Score: Raw -263924.668797 + Penalty 1504.677676 = -262419.991121 nChanged 2 SP:Iteration 30Q (2266.083857 sec): 3 clusters Score: Raw -263925.195243 + Penalty 1504.677676 = -262420.517567 nChanged 1 SP:Iteration 31Q (2266.118701 sec): 3 clusters Score: Raw -263925.618791 + Penalty 1504.677676 = -262420.941115 nChanged 1 SP:Iteration 32Q (2266.151400 sec): 3 clusters Score: Raw -263925.878855 + Penalty 1504.677676 = -262421.201179 nChanged 0 SP:Iteration 33F (2266.185325 sec): 3 clusters Score: Raw -263925.878855 + Penalty 1504.677676 = -262421.201179 nChanged 0 Trying to split cluster 32 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2266.211012 sec): 2 clusters Score: Raw -63533.875094 + Penalty 608.966614 = -62924.908481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2266.240052 sec): 3 clusters Score: Raw -63345.239772 + Penalty 1217.933228 = -62127.306545 nChanged 156 SP:Iteration 1F (2266.270351 sec): 3 clusters Score: Raw -63499.103523 + Penalty 1217.933228 = -62281.170296 nChanged 40 SP:Iteration 2F (2266.314800 sec): 3 clusters Score: Raw -63540.165713 + Penalty 1217.933228 = -62322.232485 nChanged 22 SP:Iteration 3Q (2266.349928 sec): 3 clusters Score: Raw -63568.082681 + Penalty 1217.933228 = -62350.149453 nChanged 17 SP:Iteration 4Q (2266.388135 sec): 3 clusters Score: Raw -63581.976344 + Penalty 1217.933228 = -62364.043116 nChanged 10 SP:Iteration 5Q (2266.430501 sec): 3 clusters Score: Raw -63587.972392 + Penalty 1217.933228 = -62370.039164 nChanged 4 SP:Iteration 6Q (2266.488665 sec): 3 clusters Score: Raw -63591.764090 + Penalty 1217.933228 = -62373.830862 nChanged 3 SP:Iteration 7Q (2266.531890 sec): 3 clusters Score: Raw -63595.050004 + Penalty 1217.933228 = -62377.116776 nChanged 1 SP:Iteration 8Q (2266.568277 sec): 3 clusters Score: Raw -63596.498760 + Penalty 1217.933228 = -62378.565532 nChanged 2 SP:Iteration 9Q (2266.613866 sec): 3 clusters Score: Raw -63599.681317 + Penalty 1217.933228 = -62381.748090 nChanged 1 SP:Iteration 10Q (2266.660972 sec): 3 clusters Score: Raw -63600.306959 + Penalty 1217.933228 = -62382.373731 nChanged 1 SP:Iteration 11Q (2266.711420 sec): 3 clusters Score: Raw -63600.694326 + Penalty 1217.933228 = -62382.761098 nChanged 1 SP:Iteration 12Q (2266.754688 sec): 3 clusters Score: Raw -63601.236716 + Penalty 1217.933228 = -62383.303488 nChanged 0 SP:Iteration 13F (2266.788668 sec): 3 clusters Score: Raw -63601.236716 + Penalty 1217.933228 = -62383.303488 nChanged 0 Trying to split cluster 33 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2266.817276 sec): 2 clusters Score: Raw -10150.402618 + Penalty 494.380635 = -9656.021983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2266.849831 sec): 3 clusters Score: Raw -10263.864022 + Penalty 988.761271 = -9275.102751 nChanged 42 SP:Iteration 1F (2266.901469 sec): 3 clusters Score: Raw -10378.662476 + Penalty 988.761271 = -9389.901206 nChanged 8 SP:Iteration 2Q (2266.948674 sec): 3 clusters Score: Raw -10392.078107 + Penalty 988.761271 = -9403.316837 nChanged 3 SP:Iteration 3Q (2266.980344 sec): 3 clusters Score: Raw -10403.911523 + Penalty 988.761271 = -9415.150253 nChanged 3 SP:Iteration 4Q (2267.024025 sec): 3 clusters Score: Raw -10411.188484 + Penalty 988.761271 = -9422.427214 nChanged 6 SP:Iteration 5Q (2267.068285 sec): 3 clusters Score: Raw -10417.743669 + Penalty 988.761271 = -9428.982399 nChanged 7 SP:Iteration 6Q (2267.122102 sec): 3 clusters Score: Raw -10424.214974 + Penalty 988.761271 = -9435.453704 nChanged 2 SP:Iteration 7Q (2267.163310 sec): 3 clusters Score: Raw -10435.087441 + Penalty 988.761271 = -9446.326171 nChanged 1 SP:Iteration 8Q (2267.202831 sec): 3 clusters Score: Raw -10435.680697 + Penalty 988.761271 = -9446.919427 nChanged 3 SP:Iteration 9Q (2267.252033 sec): 3 clusters Score: Raw -10438.259271 + Penalty 988.761271 = -9449.498000 nChanged 2 SP:Iteration 10Q (2267.282702 sec): 3 clusters Score: Raw -10444.843792 + Penalty 988.761271 = -9456.082521 nChanged 4 SP:Iteration 11Q (2267.315355 sec): 3 clusters Score: Raw -10473.580365 + Penalty 988.761271 = -9484.819094 nChanged 1 SP:Iteration 12Q (2267.362267 sec): 3 clusters Score: Raw -10475.802239 + Penalty 988.761271 = -9487.040969 nChanged 2 SP:Iteration 13Q (2267.412196 sec): 3 clusters Score: Raw -10477.940975 + Penalty 988.761271 = -9489.179704 nChanged 0 SP:Iteration 14F (2267.455790 sec): 3 clusters Score: Raw -10478.048616 + Penalty 988.761271 = -9489.287346 nChanged 1 SP:Iteration 15Q (2267.502134 sec): 3 clusters Score: Raw -10498.498988 + Penalty 988.761271 = -9509.737717 nChanged 2 SP:Iteration 16Q (2267.541370 sec): 3 clusters Score: Raw -10501.707027 + Penalty 988.761271 = -9512.945757 nChanged 1 SP:Iteration 17Q (2267.591117 sec): 3 clusters Score: Raw -10509.752288 + Penalty 988.761271 = -9520.991017 nChanged 2 SP:Iteration 18Q (2267.628855 sec): 3 clusters Score: Raw -10531.219792 + Penalty 988.761271 = -9542.458522 nChanged 1 SP:Iteration 19Q (2267.681862 sec): 3 clusters Score: Raw -10546.429828 + Penalty 988.761271 = -9557.668558 nChanged 4 SP:Iteration 20F (2267.724318 sec): 3 clusters Score: Raw -10563.310496 + Penalty 988.761271 = -9574.549225 nChanged 2 SP:Iteration 21Q (2267.768246 sec): 3 clusters Score: Raw -10566.139200 + Penalty 988.761271 = -9577.377930 nChanged 1 SP:Iteration 22Q (2267.809989 sec): 3 clusters Score: Raw -10568.447544 + Penalty 988.761271 = -9579.686274 nChanged 2 SP:Iteration 23Q (2267.848347 sec): 3 clusters Score: Raw -10598.606049 + Penalty 988.761271 = -9609.844779 nChanged 1 SP:Iteration 24Q (2267.901615 sec): 3 clusters Score: Raw -10599.816181 + Penalty 988.761271 = -9611.054911 nChanged 0 SP:Iteration 25F (2267.945759 sec): 3 clusters Score: Raw -10599.816181 + Penalty 988.761271 = -9611.054911 nChanged 0 Trying to split cluster 34 (16234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2267.980173 sec): 2 clusters Score: Raw -1610346.638890 + Penalty 921.011993 = -1609425.626897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2268.057182 sec): 3 clusters Score: Raw -1600489.640255 + Penalty 1842.023987 = -1598647.616269 nChanged 7457 SP:Iteration 1F (2268.116057 sec): 3 clusters Score: Raw -1604678.281766 + Penalty 1842.023987 = -1602836.257779 nChanged 886 SP:Iteration 2F (2268.177989 sec): 3 clusters Score: Raw -1605033.358488 + Penalty 1842.023987 = -1603191.334502 nChanged 860 SP:Iteration 3F (2268.250168 sec): 3 clusters Score: Raw -1605406.954650 + Penalty 1842.023987 = -1603564.930664 nChanged 848 SP:Iteration 4F (2268.312262 sec): 3 clusters Score: Raw -1605840.400390 + Penalty 1842.023987 = -1603998.376403 nChanged 862 SP:Iteration 5F (2268.386435 sec): 3 clusters Score: Raw -1606311.239518 + Penalty 1842.023987 = -1604469.215531 nChanged 857 SP:Iteration 6F (2268.453080 sec): 3 clusters Score: Raw -1606846.235910 + Penalty 1842.023987 = -1605004.211923 nChanged 885 SP:Iteration 7F (2268.520388 sec): 3 clusters Score: Raw -1607403.852676 + Penalty 1842.023987 = -1605561.828689 nChanged 788 SP:Iteration 8Q (2268.576268 sec): 3 clusters Score: Raw -1607870.423643 + Penalty 1842.023987 = -1606028.399656 nChanged 663 SP:Iteration 9Q (2268.644991 sec): 3 clusters Score: Raw -1608175.330254 + Penalty 1842.023987 = -1606333.306268 nChanged 453 SP:Iteration 10Q (2268.706539 sec): 3 clusters Score: Raw -1608326.415315 + Penalty 1842.023987 = -1606484.391328 nChanged 314 SP:Iteration 11Q (2268.764221 sec): 3 clusters Score: Raw -1608400.175715 + Penalty 1842.023987 = -1606558.151728 nChanged 216 SP:Iteration 12Q (2268.830480 sec): 3 clusters Score: Raw -1608453.636337 + Penalty 1842.023987 = -1606611.612350 nChanged 203 SP:Iteration 13Q (2268.901097 sec): 3 clusters Score: Raw -1608501.462391 + Penalty 1842.023987 = -1606659.438404 nChanged 168 SP:Iteration 14Q (2268.963071 sec): 3 clusters Score: Raw -1608540.841963 + Penalty 1842.023987 = -1606698.817976 nChanged 144 SP:Iteration 15Q (2269.028021 sec): 3 clusters Score: Raw -1608569.980008 + Penalty 1842.023987 = -1606727.956021 nChanged 142 SP:Iteration 16Q (2269.099893 sec): 3 clusters Score: Raw -1608594.630395 + Penalty 1842.023987 = -1606752.606409 nChanged 120 SP:Iteration 17Q (2269.151370 sec): 3 clusters Score: Raw -1608613.548852 + Penalty 1842.023987 = -1606771.524866 nChanged 124 SP:Iteration 18Q (2269.217864 sec): 3 clusters Score: Raw -1608635.984537 + Penalty 1842.023987 = -1606793.960551 nChanged 117 SP:Iteration 19Q (2269.289357 sec): 3 clusters Score: Raw -1608654.578891 + Penalty 1842.023987 = -1606812.554905 nChanged 114 SP:Iteration 20F (2269.350261 sec): 3 clusters Score: Raw -1608672.310525 + Penalty 1842.023987 = -1606830.286538 nChanged 108 SP:Iteration 21Q (2269.416742 sec): 3 clusters Score: Raw -1608689.645812 + Penalty 1842.023987 = -1606847.621825 nChanged 100 SP:Iteration 22Q (2269.490363 sec): 3 clusters Score: Raw -1608705.753281 + Penalty 1842.023987 = -1606863.729295 nChanged 99 SP:Iteration 23Q (2269.563345 sec): 3 clusters Score: Raw -1608720.877152 + Penalty 1842.023987 = -1606878.853165 nChanged 93 SP:Iteration 24Q (2269.630421 sec): 3 clusters Score: Raw -1608734.517872 + Penalty 1842.023987 = -1606892.493885 nChanged 93 SP:Iteration 25Q (2269.706242 sec): 3 clusters Score: Raw -1608744.929287 + Penalty 1842.023987 = -1606902.905301 nChanged 66 SP:Iteration 26Q (2269.776207 sec): 3 clusters Score: Raw -1608753.174154 + Penalty 1842.023987 = -1606911.150167 nChanged 70 SP:Iteration 27Q (2269.832471 sec): 3 clusters Score: Raw -1608763.375255 + Penalty 1842.023987 = -1606921.351269 nChanged 85 SP:Iteration 28Q (2269.903312 sec): 3 clusters Score: Raw -1608774.780814 + Penalty 1842.023987 = -1606932.756827 nChanged 76 SP:Iteration 29Q (2269.977521 sec): 3 clusters Score: Raw -1608784.303208 + Penalty 1842.023987 = -1606942.279221 nChanged 65 SP:Iteration 30Q (2270.042061 sec): 3 clusters Score: Raw -1608792.446471 + Penalty 1842.023987 = -1606950.422484 nChanged 70 SP:Iteration 31Q (2270.114808 sec): 3 clusters Score: Raw -1608803.169100 + Penalty 1842.023987 = -1606961.145114 nChanged 80 SP:Iteration 32Q (2270.179953 sec): 3 clusters Score: Raw -1608812.801292 + Penalty 1842.023987 = -1606970.777306 nChanged 76 SP:Iteration 33Q (2270.249642 sec): 3 clusters Score: Raw -1608822.795564 + Penalty 1842.023987 = -1606980.771578 nChanged 67 SP:Iteration 34Q (2270.311899 sec): 3 clusters Score: Raw -1608830.163389 + Penalty 1842.023987 = -1606988.139403 nChanged 71 SP:Iteration 35Q (2270.383578 sec): 3 clusters Score: Raw -1608839.257507 + Penalty 1842.023987 = -1606997.233520 nChanged 74 SP:Iteration 36Q (2270.439418 sec): 3 clusters Score: Raw -1608849.577217 + Penalty 1842.023987 = -1607007.553231 nChanged 89 SP:Iteration 37Q (2270.502077 sec): 3 clusters Score: Raw -1608861.426724 + Penalty 1842.023987 = -1607019.402737 nChanged 68 SP:Iteration 38Q (2270.574602 sec): 3 clusters Score: Raw -1608868.980999 + Penalty 1842.023987 = -1607026.957012 nChanged 57 SP:Iteration 39Q (2270.647236 sec): 3 clusters Score: Raw -1608875.890887 + Penalty 1842.023987 = -1607033.866901 nChanged 67 SP:Iteration 40F (2270.718623 sec): 3 clusters Score: Raw -1608885.153907 + Penalty 1842.023987 = -1607043.129921 nChanged 61 SP:Iteration 41Q (2270.786627 sec): 3 clusters Score: Raw -1608892.292991 + Penalty 1842.023987 = -1607050.269004 nChanged 72 SP:Iteration 42Q (2270.858830 sec): 3 clusters Score: Raw -1608901.907294 + Penalty 1842.023987 = -1607059.883307 nChanged 69 SP:Iteration 43Q (2270.916628 sec): 3 clusters Score: Raw -1608909.974386 + Penalty 1842.023987 = -1607067.950400 nChanged 56 SP:Iteration 44Q (2270.985206 sec): 3 clusters Score: Raw -1608915.904161 + Penalty 1842.023987 = -1607073.880174 nChanged 49 SP:Iteration 45Q (2271.051277 sec): 3 clusters Score: Raw -1608921.373900 + Penalty 1842.023987 = -1607079.349913 nChanged 50 SP:Iteration 46Q (2271.117035 sec): 3 clusters Score: Raw -1608926.270320 + Penalty 1842.023987 = -1607084.246333 nChanged 55 SP:Iteration 47Q (2271.174348 sec): 3 clusters Score: Raw -1608931.607730 + Penalty 1842.023987 = -1607089.583743 nChanged 51 SP:Iteration 48Q (2271.239055 sec): 3 clusters Score: Raw -1608936.230160 + Penalty 1842.023987 = -1607094.206174 nChanged 47 SP:Iteration 49Q (2271.314197 sec): 3 clusters Score: Raw -1608939.815132 + Penalty 1842.023987 = -1607097.791146 nChanged 36 SP:Iteration 50Q (2271.371537 sec): 3 clusters Score: Raw -1608942.830505 + Penalty 1842.023987 = -1607100.806518 nChanged 40 SP:Iteration 51Q (2271.449079 sec): 3 clusters Score: Raw -1608946.280213 + Penalty 1842.023987 = -1607104.256226 nChanged 37 SP:Iteration 52Q (2271.505370 sec): 3 clusters Score: Raw -1608950.652912 + Penalty 1842.023987 = -1607108.628926 nChanged 55 SP:Iteration 53Q (2271.576667 sec): 3 clusters Score: Raw -1608956.891344 + Penalty 1842.023987 = -1607114.867357 nChanged 43 SP:Iteration 54Q (2271.647832 sec): 3 clusters Score: Raw -1608961.168071 + Penalty 1842.023987 = -1607119.144084 nChanged 43 SP:Iteration 55Q (2271.720302 sec): 3 clusters Score: Raw -1608966.702783 + Penalty 1842.023987 = -1607124.678796 nChanged 55 SP:Iteration 56Q (2271.794708 sec): 3 clusters Score: Raw -1608975.175551 + Penalty 1842.023987 = -1607133.151564 nChanged 73 SP:Iteration 57Q (2271.867445 sec): 3 clusters Score: Raw -1608985.763055 + Penalty 1842.023987 = -1607143.739068 nChanged 72 SP:Iteration 58Q (2271.925987 sec): 3 clusters Score: Raw -1608994.168974 + Penalty 1842.023987 = -1607152.144988 nChanged 59 SP:Iteration 59Q (2272.002117 sec): 3 clusters Score: Raw -1609001.247494 + Penalty 1842.023987 = -1607159.223507 nChanged 60 SP:Iteration 60F (2272.073230 sec): 3 clusters Score: Raw -1609008.301335 + Penalty 1842.023987 = -1607166.277348 nChanged 58 SP:Iteration 61Q (2272.139798 sec): 3 clusters Score: Raw -1609015.025157 + Penalty 1842.023987 = -1607173.001171 nChanged 48 SP:Iteration 62Q (2272.208846 sec): 3 clusters Score: Raw -1609019.710482 + Penalty 1842.023987 = -1607177.686496 nChanged 43 SP:Iteration 63Q (2272.274741 sec): 3 clusters Score: Raw -1609023.673368 + Penalty 1842.023987 = -1607181.649382 nChanged 55 SP:Iteration 64Q (2272.334608 sec): 3 clusters Score: Raw -1609030.037117 + Penalty 1842.023987 = -1607188.013130 nChanged 55 SP:Iteration 65Q (2272.389680 sec): 3 clusters Score: Raw -1609035.967982 + Penalty 1842.023987 = -1607193.943995 nChanged 55 SP:Iteration 66Q (2272.465357 sec): 3 clusters Score: Raw -1609041.086004 + Penalty 1842.023987 = -1607199.062017 nChanged 49 SP:Iteration 67Q (2272.530890 sec): 3 clusters Score: Raw -1609046.109224 + Penalty 1842.023987 = -1607204.085237 nChanged 63 SP:Iteration 68Q (2272.603230 sec): 3 clusters Score: Raw -1609052.559522 + Penalty 1842.023987 = -1607210.535535 nChanged 59 SP:Iteration 69Q (2272.660414 sec): 3 clusters Score: Raw -1609059.167352 + Penalty 1842.023987 = -1607217.143365 nChanged 53 SP:Iteration 70Q (2272.736305 sec): 3 clusters Score: Raw -1609064.370327 + Penalty 1842.023987 = -1607222.346340 nChanged 39 SP:Iteration 71Q (2272.804303 sec): 3 clusters Score: Raw -1609067.721951 + Penalty 1842.023987 = -1607225.697964 nChanged 45 SP:Iteration 72Q (2272.868016 sec): 3 clusters Score: Raw -1609072.449465 + Penalty 1842.023987 = -1607230.425478 nChanged 45 SP:Iteration 73Q (2272.930902 sec): 3 clusters Score: Raw -1609077.833927 + Penalty 1842.023987 = -1607235.809941 nChanged 44 SP:Iteration 74Q (2272.998030 sec): 3 clusters Score: Raw -1609082.900089 + Penalty 1842.023987 = -1607240.876102 nChanged 50 SP:Iteration 75Q (2273.053642 sec): 3 clusters Score: Raw -1609088.672059 + Penalty 1842.023987 = -1607246.648073 nChanged 40 SP:Iteration 76Q (2273.113441 sec): 3 clusters Score: Raw -1609092.200452 + Penalty 1842.023987 = -1607250.176465 nChanged 41 SP:Iteration 77Q (2273.169545 sec): 3 clusters Score: Raw -1609095.985941 + Penalty 1842.023987 = -1607253.961955 nChanged 32 SP:Iteration 78Q (2273.233458 sec): 3 clusters Score: Raw -1609097.937930 + Penalty 1842.023987 = -1607255.913944 nChanged 18 SP:Iteration 79Q (2273.303050 sec): 3 clusters Score: Raw -1609099.026831 + Penalty 1842.023987 = -1607257.002844 nChanged 20 SP:Iteration 80F (2273.356375 sec): 3 clusters Score: Raw -1609100.151799 + Penalty 1842.023987 = -1607258.127812 nChanged 22 SP:Iteration 81Q (2273.424569 sec): 3 clusters Score: Raw -1609101.233352 + Penalty 1842.023987 = -1607259.209366 nChanged 13 SP:Iteration 82Q (2273.484438 sec): 3 clusters Score: Raw -1609102.017256 + Penalty 1842.023987 = -1607259.993269 nChanged 23 SP:Iteration 83Q (2273.557870 sec): 3 clusters Score: Raw -1609103.718211 + Penalty 1842.023987 = -1607261.694224 nChanged 23 SP:Iteration 84Q (2273.615636 sec): 3 clusters Score: Raw -1609105.140999 + Penalty 1842.023987 = -1607263.117012 nChanged 22 SP:Iteration 85Q (2273.681136 sec): 3 clusters Score: Raw -1609106.642906 + Penalty 1842.023987 = -1607264.618919 nChanged 27 SP:Iteration 86Q (2273.747067 sec): 3 clusters Score: Raw -1609109.161098 + Penalty 1842.023987 = -1607267.137111 nChanged 37 SP:Iteration 87Q (2273.818531 sec): 3 clusters Score: Raw -1609112.326550 + Penalty 1842.023987 = -1607270.302563 nChanged 40 SP:Iteration 88Q (2273.881389 sec): 3 clusters Score: Raw -1609116.040372 + Penalty 1842.023987 = -1607274.016386 nChanged 39 SP:Iteration 89Q (2273.941869 sec): 3 clusters Score: Raw -1609119.717594 + Penalty 1842.023987 = -1607277.693608 nChanged 42 SP:Iteration 90Q (2274.012605 sec): 3 clusters Score: Raw -1609123.918452 + Penalty 1842.023987 = -1607281.894466 nChanged 32 SP:Iteration 91Q (2274.070241 sec): 3 clusters Score: Raw -1609126.689557 + Penalty 1842.023987 = -1607284.665570 nChanged 28 SP:Iteration 92Q (2274.136159 sec): 3 clusters Score: Raw -1609128.614651 + Penalty 1842.023987 = -1607286.590664 nChanged 23 SP:Iteration 93Q (2274.207462 sec): 3 clusters Score: Raw -1609130.178232 + Penalty 1842.023987 = -1607288.154245 nChanged 25 SP:Iteration 94Q (2274.270742 sec): 3 clusters Score: Raw -1609131.880609 + Penalty 1842.023987 = -1607289.856622 nChanged 23 SP:Iteration 95Q (2274.345823 sec): 3 clusters Score: Raw -1609133.401372 + Penalty 1842.023987 = -1607291.377386 nChanged 24 SP:Iteration 96Q (2274.420883 sec): 3 clusters Score: Raw -1609135.038241 + Penalty 1842.023987 = -1607293.014254 nChanged 25 SP:Iteration 97Q (2274.489132 sec): 3 clusters Score: Raw -1609136.930964 + Penalty 1842.023987 = -1607294.906978 nChanged 24 SP:Iteration 98Q (2274.557211 sec): 3 clusters Score: Raw -1609138.371479 + Penalty 1842.023987 = -1607296.347492 nChanged 34 SP:Iteration 99Q (2274.616434 sec): 3 clusters Score: Raw -1609141.301292 + Penalty 1842.023987 = -1607299.277306 nChanged 35 SP:Iteration 100F (2274.697085 sec): 3 clusters Score: Raw -1609143.776211 + Penalty 1842.023987 = -1607301.752225 nChanged 24 SP:Iteration 101Q (2274.763946 sec): 3 clusters Score: Raw -1609145.361483 + Penalty 1842.023987 = -1607303.337497 nChanged 29 SP:Iteration 102Q (2274.832888 sec): 3 clusters Score: Raw -1609147.600990 + Penalty 1842.023987 = -1607305.577003 nChanged 28 SP:Iteration 103Q (2274.901453 sec): 3 clusters Score: Raw -1609149.334050 + Penalty 1842.023987 = -1607307.310063 nChanged 27 SP:Iteration 104Q (2274.967526 sec): 3 clusters Score: Raw -1609151.490010 + Penalty 1842.023987 = -1607309.466023 nChanged 29 SP:Iteration 105Q (2275.023930 sec): 3 clusters Score: Raw -1609153.997983 + Penalty 1842.023987 = -1607311.973996 nChanged 31 SP:Iteration 106Q (2275.091631 sec): 3 clusters Score: Raw -1609156.721434 + Penalty 1842.023987 = -1607314.697447 nChanged 29 SP:Iteration 107Q (2275.165764 sec): 3 clusters Score: Raw -1609158.962408 + Penalty 1842.023987 = -1607316.938421 nChanged 26 SP:Iteration 108Q (2275.234290 sec): 3 clusters Score: Raw -1609160.764739 + Penalty 1842.023987 = -1607318.740752 nChanged 25 SP:Iteration 109Q (2275.302556 sec): 3 clusters Score: Raw -1609162.185808 + Penalty 1842.023987 = -1607320.161822 nChanged 19 SP:Iteration 110Q (2275.369035 sec): 3 clusters Score: Raw -1609163.376866 + Penalty 1842.023987 = -1607321.352879 nChanged 19 SP:Iteration 111Q (2275.436062 sec): 3 clusters Score: Raw -1609164.455343 + Penalty 1842.023987 = -1607322.431356 nChanged 18 SP:Iteration 112Q (2275.495547 sec): 3 clusters Score: Raw -1609165.380524 + Penalty 1842.023987 = -1607323.356537 nChanged 17 SP:Iteration 113Q (2275.564698 sec): 3 clusters Score: Raw -1609166.232805 + Penalty 1842.023987 = -1607324.208818 nChanged 14 SP:Iteration 114Q (2275.635097 sec): 3 clusters Score: Raw -1609167.026159 + Penalty 1842.023987 = -1607325.002173 nChanged 16 SP:Iteration 115Q (2275.700610 sec): 3 clusters Score: Raw -1609168.392011 + Penalty 1842.023987 = -1607326.368024 nChanged 19 SP:Iteration 116Q (2275.768960 sec): 3 clusters Score: Raw -1609170.054159 + Penalty 1842.023987 = -1607328.030172 nChanged 25 SP:Iteration 117Q (2275.838961 sec): 3 clusters Score: Raw -1609172.203873 + Penalty 1842.023987 = -1607330.179886 nChanged 31 SP:Iteration 118Q (2275.906277 sec): 3 clusters Score: Raw -1609174.735831 + Penalty 1842.023987 = -1607332.711844 nChanged 28 SP:Iteration 119Q (2275.962689 sec): 3 clusters Score: Raw -1609176.882680 + Penalty 1842.023987 = -1607334.858693 nChanged 30 SP:Iteration 120F (2276.029849 sec): 3 clusters Score: Raw -1609179.593985 + Penalty 1842.023987 = -1607337.569998 nChanged 38 SP:Iteration 121Q (2276.095167 sec): 3 clusters Score: Raw -1609182.403468 + Penalty 1842.023987 = -1607340.379482 nChanged 26 SP:Iteration 122Q (2276.147839 sec): 3 clusters Score: Raw -1609184.176778 + Penalty 1842.023987 = -1607342.152791 nChanged 20 SP:Iteration 123Q (2276.222031 sec): 3 clusters Score: Raw -1609185.400221 + Penalty 1842.023987 = -1607343.376234 nChanged 18 SP:Iteration 124Q (2276.291313 sec): 3 clusters Score: Raw -1609186.562612 + Penalty 1842.023987 = -1607344.538625 nChanged 21 SP:Iteration 125Q (2276.360071 sec): 3 clusters Score: Raw -1609188.242695 + Penalty 1842.023987 = -1607346.218708 nChanged 15 SP:Iteration 126Q (2276.430153 sec): 3 clusters Score: Raw -1609189.653807 + Penalty 1842.023987 = -1607347.629821 nChanged 19 SP:Iteration 127Q (2276.488773 sec): 3 clusters Score: Raw -1609190.698810 + Penalty 1842.023987 = -1607348.674823 nChanged 19 SP:Iteration 128Q (2276.563223 sec): 3 clusters Score: Raw -1609191.871180 + Penalty 1842.023987 = -1607349.847194 nChanged 27 SP:Iteration 129Q (2276.628737 sec): 3 clusters Score: Raw -1609194.445032 + Penalty 1842.023987 = -1607352.421045 nChanged 35 SP:Iteration 130Q (2276.694019 sec): 3 clusters Score: Raw -1609197.880190 + Penalty 1842.023987 = -1607355.856203 nChanged 44 SP:Iteration 131Q (2276.751057 sec): 3 clusters Score: Raw -1609203.180575 + Penalty 1842.023987 = -1607361.156588 nChanged 53 SP:Iteration 132Q (2276.816899 sec): 3 clusters Score: Raw -1609209.165769 + Penalty 1842.023987 = -1607367.141782 nChanged 46 SP:Iteration 133Q (2276.888463 sec): 3 clusters Score: Raw -1609213.884428 + Penalty 1842.023987 = -1607371.860441 nChanged 49 SP:Iteration 134Q (2276.965284 sec): 3 clusters Score: Raw -1609219.284307 + Penalty 1842.023987 = -1607377.260320 nChanged 46 SP:Iteration 135Q (2277.023949 sec): 3 clusters Score: Raw -1609225.381843 + Penalty 1842.023987 = -1607383.357857 nChanged 55 SP:Iteration 136Q (2277.101741 sec): 3 clusters Score: Raw -1609233.013848 + Penalty 1842.023987 = -1607390.989862 nChanged 66 SP:Iteration 137Q (2277.161549 sec): 3 clusters Score: Raw -1609242.378562 + Penalty 1842.023987 = -1607400.354575 nChanged 64 SP:Iteration 138Q (2277.243229 sec): 3 clusters Score: Raw -1609250.312460 + Penalty 1842.023987 = -1607408.288473 nChanged 59 SP:Iteration 139Q (2277.312759 sec): 3 clusters Score: Raw -1609257.057066 + Penalty 1842.023987 = -1607415.033080 nChanged 59 SP:Iteration 140F (2277.369682 sec): 3 clusters Score: Raw -1609264.056436 + Penalty 1842.023987 = -1607422.032449 nChanged 64 SP:Iteration 141Q (2277.444961 sec): 3 clusters Score: Raw -1609271.215258 + Penalty 1842.023987 = -1607429.191271 nChanged 68 SP:Iteration 142Q (2277.502404 sec): 3 clusters Score: Raw -1609279.914413 + Penalty 1842.023987 = -1607437.890427 nChanged 71 SP:Iteration 143Q (2277.574380 sec): 3 clusters Score: Raw -1609290.126212 + Penalty 1842.023987 = -1607448.102226 nChanged 85 SP:Iteration 144Q (2277.641686 sec): 3 clusters Score: Raw -1609303.920368 + Penalty 1842.023987 = -1607461.896381 nChanged 83 SP:Iteration 145Q (2277.710841 sec): 3 clusters Score: Raw -1609317.193373 + Penalty 1842.023987 = -1607475.169386 nChanged 95 SP:Iteration 146Q (2277.771245 sec): 3 clusters Score: Raw -1609335.128497 + Penalty 1842.023987 = -1607493.104510 nChanged 108 SP:Iteration 147Q (2277.836148 sec): 3 clusters Score: Raw -1609355.825583 + Penalty 1842.023987 = -1607513.801597 nChanged 105 SP:Iteration 148Q (2277.903269 sec): 3 clusters Score: Raw -1609374.311282 + Penalty 1842.023987 = -1607532.287296 nChanged 94 SP:Iteration 149Q (2277.969261 sec): 3 clusters Score: Raw -1609388.944532 + Penalty 1842.023987 = -1607546.920545 nChanged 94 SP:Iteration 150Q (2278.023287 sec): 3 clusters Score: Raw -1609404.478719 + Penalty 1842.023987 = -1607562.454732 nChanged 113 SP:Iteration 151Q (2278.093126 sec): 3 clusters Score: Raw -1609424.091483 + Penalty 1842.023987 = -1607582.067497 nChanged 101 SP:Iteration 152Q (2278.160972 sec): 3 clusters Score: Raw -1609441.317962 + Penalty 1842.023987 = -1607599.293975 nChanged 84 SP:Iteration 153Q (2278.228928 sec): 3 clusters Score: Raw -1609455.165637 + Penalty 1842.023987 = -1607613.141650 nChanged 82 SP:Iteration 154Q (2278.284387 sec): 3 clusters Score: Raw -1609469.001289 + Penalty 1842.023987 = -1607626.977302 nChanged 80 SP:Iteration 155Q (2278.353991 sec): 3 clusters Score: Raw -1609479.858592 + Penalty 1842.023987 = -1607637.834605 nChanged 73 SP:Iteration 156Q (2278.421535 sec): 3 clusters Score: Raw -1609490.554746 + Penalty 1842.023987 = -1607648.530760 nChanged 77 SP:Iteration 157Q (2278.497260 sec): 3 clusters Score: Raw -1609502.760138 + Penalty 1842.023987 = -1607660.736152 nChanged 95 SP:Iteration 158Q (2278.554854 sec): 3 clusters Score: Raw -1609520.277029 + Penalty 1842.023987 = -1607678.253043 nChanged 91 SP:Iteration 159Q (2278.625762 sec): 3 clusters Score: Raw -1609536.151215 + Penalty 1842.023987 = -1607694.127228 nChanged 89 SP:Iteration 160F (2278.692367 sec): 3 clusters Score: Raw -1609550.331331 + Penalty 1842.023987 = -1607708.307344 nChanged 83 SP:Iteration 161Q (2278.750350 sec): 3 clusters Score: Raw -1609565.003191 + Penalty 1842.023987 = -1607722.979204 nChanged 100 SP:Iteration 162Q (2278.807702 sec): 3 clusters Score: Raw -1609583.761935 + Penalty 1842.023987 = -1607741.737949 nChanged 101 SP:Iteration 163Q (2278.859845 sec): 3 clusters Score: Raw -1609604.338124 + Penalty 1842.023987 = -1607762.314137 nChanged 108 SP:Iteration 164Q (2278.932805 sec): 3 clusters Score: Raw -1609630.374462 + Penalty 1842.023987 = -1607788.350475 nChanged 106 SP:Iteration 165Q (2278.987707 sec): 3 clusters Score: Raw -1609654.350976 + Penalty 1842.023987 = -1607812.326989 nChanged 126 SP:Iteration 166Q (2279.040972 sec): 3 clusters Score: Raw -1609682.021623 + Penalty 1842.023987 = -1607839.997636 nChanged 119 SP:Iteration 167Q (2279.103245 sec): 3 clusters Score: Raw -1609713.921335 + Penalty 1842.023987 = -1607871.897349 nChanged 127 SP:Iteration 168Q (2279.172787 sec): 3 clusters Score: Raw -1609746.213663 + Penalty 1842.023987 = -1607904.189677 nChanged 111 SP:Iteration 169Q (2279.240695 sec): 3 clusters Score: Raw -1609772.870291 + Penalty 1842.023987 = -1607930.846304 nChanged 117 SP:Iteration 170Q (2279.311782 sec): 3 clusters Score: Raw -1609802.797985 + Penalty 1842.023987 = -1607960.773998 nChanged 107 SP:Iteration 171Q (2279.365995 sec): 3 clusters Score: Raw -1609829.630163 + Penalty 1842.023987 = -1607987.606177 nChanged 112 SP:Iteration 172Q (2279.428513 sec): 3 clusters Score: Raw -1609864.223287 + Penalty 1842.023987 = -1608022.199301 nChanged 123 SP:Iteration 173Q (2279.485639 sec): 3 clusters Score: Raw -1609913.180869 + Penalty 1842.023987 = -1608071.156882 nChanged 128 SP:Iteration 174Q (2279.558499 sec): 3 clusters Score: Raw -1609967.567691 + Penalty 1842.023987 = -1608125.543705 nChanged 120 SP:Iteration 175Q (2279.618335 sec): 3 clusters Score: Raw -1610017.808635 + Penalty 1842.023987 = -1608175.784649 nChanged 116 SP:Iteration 176Q (2279.680396 sec): 3 clusters Score: Raw -1610064.298723 + Penalty 1842.023987 = -1608222.274736 nChanged 108 SP:Iteration 177Q (2279.748496 sec): 3 clusters Score: Raw -1610104.793425 + Penalty 1842.023987 = -1608262.769438 nChanged 83 SP:Iteration 178Q (2279.809265 sec): 3 clusters Score: Raw -1610133.370476 + Penalty 1842.023987 = -1608291.346490 nChanged 88 SP:Iteration 179Q (2279.871654 sec): 3 clusters Score: Raw -1610160.857708 + Penalty 1842.023987 = -1608318.833722 nChanged 70 SP:Iteration 180F (2279.919926 sec): 3 clusters Score: Raw -1610184.374013 + Penalty 1842.023987 = -1608342.350026 nChanged 62 SP:Iteration 181Q (2279.983667 sec): 3 clusters Score: Raw -1610202.751295 + Penalty 1842.023987 = -1608360.727308 nChanged 50 SP:Iteration 182Q (2280.038128 sec): 3 clusters Score: Raw -1610220.236906 + Penalty 1842.023987 = -1608378.212919 nChanged 58 SP:Iteration 183Q (2280.101923 sec): 3 clusters Score: Raw -1610239.409687 + Penalty 1842.023987 = -1608397.385700 nChanged 47 SP:Iteration 184Q (2280.172763 sec): 3 clusters Score: Raw -1610254.630577 + Penalty 1842.023987 = -1608412.606591 nChanged 45 SP:Iteration 185Q (2280.237481 sec): 3 clusters Score: Raw -1610268.057935 + Penalty 1842.023987 = -1608426.033949 nChanged 36 SP:Iteration 186Q (2280.290355 sec): 3 clusters Score: Raw -1610278.885882 + Penalty 1842.023987 = -1608436.861896 nChanged 37 SP:Iteration 187Q (2280.355105 sec): 3 clusters Score: Raw -1610289.815042 + Penalty 1842.023987 = -1608447.791056 nChanged 34 SP:Iteration 188Q (2280.418145 sec): 3 clusters Score: Raw -1610299.838035 + Penalty 1842.023987 = -1608457.814048 nChanged 22 SP:Iteration 189Q (2280.481123 sec): 3 clusters Score: Raw -1610305.717817 + Penalty 1842.023987 = -1608463.693830 nChanged 29 SP:Iteration 190Q (2280.530366 sec): 3 clusters Score: Raw -1610313.131199 + Penalty 1842.023987 = -1608471.107212 nChanged 16 SP:Iteration 191Q (2280.594350 sec): 3 clusters Score: Raw -1610319.908074 + Penalty 1842.023987 = -1608477.884088 nChanged 16 SP:Iteration 192Q (2280.664617 sec): 3 clusters Score: Raw -1610324.191455 + Penalty 1842.023987 = -1608482.167468 nChanged 17 SP:Iteration 193Q (2280.728188 sec): 3 clusters Score: Raw -1610328.922892 + Penalty 1842.023987 = -1608486.898905 nChanged 10 SP:Iteration 194Q (2280.786831 sec): 3 clusters Score: Raw -1610331.603327 + Penalty 1842.023987 = -1608489.579341 nChanged 13 SP:Iteration 195Q (2280.839721 sec): 3 clusters Score: Raw -1610335.700588 + Penalty 1842.023987 = -1608493.676601 nChanged 18 SP:Iteration 196Q (2280.909152 sec): 3 clusters Score: Raw -1610341.077928 + Penalty 1842.023987 = -1608499.053941 nChanged 14 SP:Iteration 197Q (2280.971795 sec): 3 clusters Score: Raw -1610345.723109 + Penalty 1842.023987 = -1608503.699122 nChanged 19 SP:Iteration 198Q (2281.030403 sec): 3 clusters Score: Raw -1610353.662778 + Penalty 1842.023987 = -1608511.638792 nChanged 16 SP:Iteration 199Q (2281.085077 sec): 3 clusters Score: Raw -1610359.986404 + Penalty 1842.023987 = -1608517.962418 nChanged 18 SP:Iteration 200F (2281.141995 sec): 3 clusters Score: Raw -1610366.900884 + Penalty 1842.023987 = -1608524.876897 nChanged 20 SP:Iteration 201Q (2281.211861 sec): 3 clusters Score: Raw -1610374.137063 + Penalty 1842.023987 = -1608532.113077 nChanged 21 SP:Iteration 202Q (2281.272105 sec): 3 clusters Score: Raw -1610381.577845 + Penalty 1842.023987 = -1608539.553859 nChanged 23 SP:Iteration 203Q (2281.323653 sec): 3 clusters Score: Raw -1610389.824926 + Penalty 1842.023987 = -1608547.800939 nChanged 17 SP:Iteration 204Q (2281.389103 sec): 3 clusters Score: Raw -1610396.659781 + Penalty 1842.023987 = -1608554.635794 nChanged 14 SP:Iteration 205Q (2281.458934 sec): 3 clusters Score: Raw -1610402.439003 + Penalty 1842.023987 = -1608560.415016 nChanged 9 SP:Iteration 206Q (2281.513639 sec): 3 clusters Score: Raw -1610405.222412 + Penalty 1842.023987 = -1608563.198425 nChanged 6 SP:Iteration 207Q (2281.581989 sec): 3 clusters Score: Raw -1610407.855712 + Penalty 1842.023987 = -1608565.831726 nChanged 12 SP:Iteration 208Q (2281.633064 sec): 3 clusters Score: Raw -1610413.735182 + Penalty 1842.023987 = -1608571.711195 nChanged 11 SP:Iteration 209Q (2281.693692 sec): 3 clusters Score: Raw -1610418.732663 + Penalty 1842.023987 = -1608576.708676 nChanged 9 SP:Iteration 210Q (2281.758360 sec): 3 clusters Score: Raw -1610424.568663 + Penalty 1842.023987 = -1608582.544677 nChanged 11 SP:Iteration 211Q (2281.814753 sec): 3 clusters Score: Raw -1610431.728272 + Penalty 1842.023987 = -1608589.704285 nChanged 15 SP:Iteration 212Q (2281.875241 sec): 3 clusters Score: Raw -1610440.126460 + Penalty 1842.023987 = -1608598.102474 nChanged 11 SP:Iteration 213Q (2281.945274 sec): 3 clusters Score: Raw -1610445.239070 + Penalty 1842.023987 = -1608603.215083 nChanged 17 SP:Iteration 214Q (2281.994664 sec): 3 clusters Score: Raw -1610453.124490 + Penalty 1842.023987 = -1608611.100504 nChanged 14 SP:Iteration 215Q (2282.051260 sec): 3 clusters Score: Raw -1610457.659075 + Penalty 1842.023987 = -1608615.635089 nChanged 10 SP:Iteration 216Q (2282.115352 sec): 3 clusters Score: Raw -1610462.584220 + Penalty 1842.023987 = -1608620.560233 nChanged 11 SP:Iteration 217Q (2282.184912 sec): 3 clusters Score: Raw -1610467.747685 + Penalty 1842.023987 = -1608625.723698 nChanged 5 SP:Iteration 218Q (2282.238376 sec): 3 clusters Score: Raw -1610469.389925 + Penalty 1842.023987 = -1608627.365938 nChanged 4 SP:Iteration 219Q (2282.300008 sec): 3 clusters Score: Raw -1610471.392905 + Penalty 1842.023987 = -1608629.368918 nChanged 4 SP:Iteration 220F (2282.369853 sec): 3 clusters Score: Raw -1610473.496195 + Penalty 1842.023987 = -1608631.472209 nChanged 2 SP:Iteration 221Q (2282.428497 sec): 3 clusters Score: Raw -1610474.046104 + Penalty 1842.023987 = -1608632.022118 nChanged 0 SP:Iteration 222F (2282.496273 sec): 3 clusters Score: Raw -1610474.046104 + Penalty 1842.023987 = -1608632.022118 nChanged 0 Trying to split cluster 35 (13226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2282.537566 sec): 2 clusters Score: Raw -1324368.928001 + Penalty 901.544287 = -1323467.383714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2282.588724 sec): 3 clusters Score: Raw -1316354.782205 + Penalty 1803.088575 = -1314551.693630 nChanged 6015 SP:Iteration 1F (2282.640346 sec): 3 clusters Score: Raw -1319769.627556 + Penalty 1803.088575 = -1317966.538981 nChanged 702 SP:Iteration 2F (2282.687801 sec): 3 clusters Score: Raw -1320109.511494 + Penalty 1803.088575 = -1318306.422919 nChanged 684 SP:Iteration 3F (2282.759884 sec): 3 clusters Score: Raw -1320487.432788 + Penalty 1803.088575 = -1318684.344213 nChanged 747 SP:Iteration 4F (2282.814722 sec): 3 clusters Score: Raw -1320958.737804 + Penalty 1803.088575 = -1319155.649230 nChanged 786 SP:Iteration 5F (2282.872927 sec): 3 clusters Score: Raw -1321500.666815 + Penalty 1803.088575 = -1319697.578240 nChanged 797 SP:Iteration 6F (2282.927839 sec): 3 clusters Score: Raw -1322102.827640 + Penalty 1803.088575 = -1320299.739065 nChanged 808 SP:Iteration 7F (2282.983473 sec): 3 clusters Score: Raw -1322662.856040 + Penalty 1803.088575 = -1320859.767465 nChanged 722 SP:Iteration 8F (2283.042542 sec): 3 clusters Score: Raw -1323111.346334 + Penalty 1803.088575 = -1321308.257759 nChanged 564 SP:Iteration 9Q (2283.101806 sec): 3 clusters Score: Raw -1323404.286602 + Penalty 1803.088575 = -1321601.198027 nChanged 436 SP:Iteration 10Q (2283.159461 sec): 3 clusters Score: Raw -1323585.590002 + Penalty 1803.088575 = -1321782.501427 nChanged 327 SP:Iteration 11Q (2283.215195 sec): 3 clusters Score: Raw -1323697.616758 + Penalty 1803.088575 = -1321894.528183 nChanged 238 SP:Iteration 12Q (2283.276607 sec): 3 clusters Score: Raw -1323777.434855 + Penalty 1803.088575 = -1321974.346280 nChanged 195 SP:Iteration 13Q (2283.333111 sec): 3 clusters Score: Raw -1323825.751643 + Penalty 1803.088575 = -1322022.663068 nChanged 154 SP:Iteration 14Q (2283.406858 sec): 3 clusters Score: Raw -1323860.081080 + Penalty 1803.088575 = -1322056.992505 nChanged 124 SP:Iteration 15Q (2283.457825 sec): 3 clusters Score: Raw -1323886.009121 + Penalty 1803.088575 = -1322082.920546 nChanged 109 SP:Iteration 16Q (2283.524877 sec): 3 clusters Score: Raw -1323912.279395 + Penalty 1803.088575 = -1322109.190820 nChanged 116 SP:Iteration 17Q (2283.586646 sec): 3 clusters Score: Raw -1323934.122988 + Penalty 1803.088575 = -1322131.034413 nChanged 96 SP:Iteration 18Q (2283.647046 sec): 3 clusters Score: Raw -1323952.663440 + Penalty 1803.088575 = -1322149.574865 nChanged 83 SP:Iteration 19Q (2283.688211 sec): 3 clusters Score: Raw -1323966.431664 + Penalty 1803.088575 = -1322163.343089 nChanged 66 SP:Iteration 20F (2283.750502 sec): 3 clusters Score: Raw -1323974.067728 + Penalty 1803.088575 = -1322170.979153 nChanged 55 SP:Iteration 21Q (2283.799820 sec): 3 clusters Score: Raw -1323980.345438 + Penalty 1803.088575 = -1322177.256863 nChanged 51 SP:Iteration 22Q (2283.856208 sec): 3 clusters Score: Raw -1323985.699215 + Penalty 1803.088575 = -1322182.610640 nChanged 34 SP:Iteration 23Q (2283.922794 sec): 3 clusters Score: Raw -1323988.603375 + Penalty 1803.088575 = -1322185.514800 nChanged 33 SP:Iteration 24Q (2283.993485 sec): 3 clusters Score: Raw -1323991.514157 + Penalty 1803.088575 = -1322188.425582 nChanged 31 SP:Iteration 25Q (2284.061132 sec): 3 clusters Score: Raw -1323994.273487 + Penalty 1803.088575 = -1322191.184912 nChanged 27 SP:Iteration 26Q (2284.128483 sec): 3 clusters Score: Raw -1323996.282745 + Penalty 1803.088575 = -1322193.194170 nChanged 22 SP:Iteration 27Q (2284.192401 sec): 3 clusters Score: Raw -1323998.648539 + Penalty 1803.088575 = -1322195.559964 nChanged 31 SP:Iteration 28Q (2284.248926 sec): 3 clusters Score: Raw -1324000.966814 + Penalty 1803.088575 = -1322197.878239 nChanged 24 SP:Iteration 29Q (2284.314234 sec): 3 clusters Score: Raw -1324002.721894 + Penalty 1803.088575 = -1322199.633319 nChanged 18 SP:Iteration 30Q (2284.382560 sec): 3 clusters Score: Raw -1324003.694177 + Penalty 1803.088575 = -1322200.605602 nChanged 8 SP:Iteration 31Q (2284.439113 sec): 3 clusters Score: Raw -1324004.066631 + Penalty 1803.088575 = -1322200.978056 nChanged 6 SP:Iteration 32Q (2284.508197 sec): 3 clusters Score: Raw -1324004.711999 + Penalty 1803.088575 = -1322201.623424 nChanged 5 SP:Iteration 33Q (2284.568215 sec): 3 clusters Score: Raw -1324005.168307 + Penalty 1803.088575 = -1322202.079732 nChanged 6 SP:Iteration 34Q (2284.619384 sec): 3 clusters Score: Raw -1324005.584078 + Penalty 1803.088575 = -1322202.495503 nChanged 6 SP:Iteration 35Q (2284.679236 sec): 3 clusters Score: Raw -1324005.944326 + Penalty 1803.088575 = -1322202.855751 nChanged 6 SP:Iteration 36Q (2284.748970 sec): 3 clusters Score: Raw -1324006.266949 + Penalty 1803.088575 = -1322203.178374 nChanged 6 SP:Iteration 37Q (2284.817125 sec): 3 clusters Score: Raw -1324006.586996 + Penalty 1803.088575 = -1322203.498421 nChanged 8 SP:Iteration 38Q (2284.879104 sec): 3 clusters Score: Raw -1324007.040270 + Penalty 1803.088575 = -1322203.951695 nChanged 9 SP:Iteration 39Q (2284.926679 sec): 3 clusters Score: Raw -1324007.656676 + Penalty 1803.088575 = -1322204.568101 nChanged 12 SP:Iteration 40F (2284.983672 sec): 3 clusters Score: Raw -1324008.208211 + Penalty 1803.088575 = -1322205.119636 nChanged 11 SP:Iteration 41Q (2285.039109 sec): 3 clusters Score: Raw -1324008.926847 + Penalty 1803.088575 = -1322205.838272 nChanged 11 SP:Iteration 42Q (2285.099310 sec): 3 clusters Score: Raw -1324009.616234 + Penalty 1803.088575 = -1322206.527659 nChanged 11 SP:Iteration 43Q (2285.157888 sec): 3 clusters Score: Raw -1324010.081688 + Penalty 1803.088575 = -1322206.993113 nChanged 10 SP:Iteration 44Q (2285.204737 sec): 3 clusters Score: Raw -1324010.560923 + Penalty 1803.088575 = -1322207.472348 nChanged 13 SP:Iteration 45Q (2285.266802 sec): 3 clusters Score: Raw -1324011.182358 + Penalty 1803.088575 = -1322208.093783 nChanged 10 SP:Iteration 46Q (2285.323541 sec): 3 clusters Score: Raw -1324011.692661 + Penalty 1803.088575 = -1322208.604086 nChanged 12 SP:Iteration 47Q (2285.382840 sec): 3 clusters Score: Raw -1324012.466086 + Penalty 1803.088575 = -1322209.377511 nChanged 11 SP:Iteration 48Q (2285.448890 sec): 3 clusters Score: Raw -1324013.180445 + Penalty 1803.088575 = -1322210.091870 nChanged 9 SP:Iteration 49Q (2285.513296 sec): 3 clusters Score: Raw -1324013.711592 + Penalty 1803.088575 = -1322210.623017 nChanged 8 SP:Iteration 50Q (2285.571669 sec): 3 clusters Score: Raw -1324014.074942 + Penalty 1803.088575 = -1322210.986367 nChanged 4 SP:Iteration 51Q (2285.622638 sec): 3 clusters Score: Raw -1324014.416149 + Penalty 1803.088575 = -1322211.327574 nChanged 9 SP:Iteration 52Q (2285.677870 sec): 3 clusters Score: Raw -1324015.106423 + Penalty 1803.088575 = -1322212.017848 nChanged 17 SP:Iteration 53Q (2285.744703 sec): 3 clusters Score: Raw -1324016.202721 + Penalty 1803.088575 = -1322213.114146 nChanged 18 SP:Iteration 54Q (2285.796515 sec): 3 clusters Score: Raw -1324017.604512 + Penalty 1803.088575 = -1322214.515937 nChanged 20 SP:Iteration 55Q (2285.863591 sec): 3 clusters Score: Raw -1324019.911415 + Penalty 1803.088575 = -1322216.822840 nChanged 25 SP:Iteration 56Q (2285.925565 sec): 3 clusters Score: Raw -1324021.949068 + Penalty 1803.088575 = -1322218.860493 nChanged 24 SP:Iteration 57Q (2285.984074 sec): 3 clusters Score: Raw -1324024.448148 + Penalty 1803.088575 = -1322221.359573 nChanged 30 SP:Iteration 58Q (2286.051882 sec): 3 clusters Score: Raw -1324026.578702 + Penalty 1803.088575 = -1322223.490127 nChanged 29 SP:Iteration 59Q (2286.117857 sec): 3 clusters Score: Raw -1324028.741767 + Penalty 1803.088575 = -1322225.653192 nChanged 29 SP:Iteration 60F (2286.177411 sec): 3 clusters Score: Raw -1324031.214914 + Penalty 1803.088575 = -1322228.126339 nChanged 24 SP:Iteration 61Q (2286.244299 sec): 3 clusters Score: Raw -1324033.331808 + Penalty 1803.088575 = -1322230.243233 nChanged 27 SP:Iteration 62Q (2286.300280 sec): 3 clusters Score: Raw -1324035.461275 + Penalty 1803.088575 = -1322232.372700 nChanged 23 SP:Iteration 63Q (2286.351010 sec): 3 clusters Score: Raw -1324037.525103 + Penalty 1803.088575 = -1322234.436528 nChanged 28 SP:Iteration 64Q (2286.422108 sec): 3 clusters Score: Raw -1324040.131198 + Penalty 1803.088575 = -1322237.042623 nChanged 36 SP:Iteration 65Q (2286.484287 sec): 3 clusters Score: Raw -1324044.051867 + Penalty 1803.088575 = -1322240.963292 nChanged 43 SP:Iteration 66Q (2286.537311 sec): 3 clusters Score: Raw -1324048.463091 + Penalty 1803.088575 = -1322245.374516 nChanged 40 SP:Iteration 67Q (2286.599753 sec): 3 clusters Score: Raw -1324052.069216 + Penalty 1803.088575 = -1322248.980641 nChanged 38 SP:Iteration 68Q (2286.675111 sec): 3 clusters Score: Raw -1324054.761135 + Penalty 1803.088575 = -1322251.672560 nChanged 26 SP:Iteration 69Q (2286.727497 sec): 3 clusters Score: Raw -1324056.384752 + Penalty 1803.088575 = -1322253.296177 nChanged 15 SP:Iteration 70Q (2286.789145 sec): 3 clusters Score: Raw -1324057.186164 + Penalty 1803.088575 = -1322254.097589 nChanged 14 SP:Iteration 71Q (2286.850503 sec): 3 clusters Score: Raw -1324058.520603 + Penalty 1803.088575 = -1322255.432028 nChanged 16 SP:Iteration 72Q (2286.924793 sec): 3 clusters Score: Raw -1324059.940111 + Penalty 1803.088575 = -1322256.851536 nChanged 25 SP:Iteration 73Q (2286.978026 sec): 3 clusters Score: Raw -1324062.522228 + Penalty 1803.088575 = -1322259.433653 nChanged 30 SP:Iteration 74Q (2287.039924 sec): 3 clusters Score: Raw -1324065.629892 + Penalty 1803.088575 = -1322262.541317 nChanged 32 SP:Iteration 75Q (2287.110809 sec): 3 clusters Score: Raw -1324068.960152 + Penalty 1803.088575 = -1322265.871577 nChanged 32 SP:Iteration 76Q (2287.158383 sec): 3 clusters Score: Raw -1324072.354917 + Penalty 1803.088575 = -1322269.266342 nChanged 36 SP:Iteration 77Q (2287.220758 sec): 3 clusters Score: Raw -1324075.961175 + Penalty 1803.088575 = -1322272.872600 nChanged 31 SP:Iteration 78Q (2287.267510 sec): 3 clusters Score: Raw -1324079.153317 + Penalty 1803.088575 = -1322276.064742 nChanged 35 SP:Iteration 79Q (2287.318875 sec): 3 clusters Score: Raw -1324082.007966 + Penalty 1803.088575 = -1322278.919391 nChanged 35 SP:Iteration 80F (2287.384278 sec): 3 clusters Score: Raw -1324084.706042 + Penalty 1803.088575 = -1322281.617467 nChanged 31 SP:Iteration 81Q (2287.431464 sec): 3 clusters Score: Raw -1324087.482722 + Penalty 1803.088575 = -1322284.394147 nChanged 36 SP:Iteration 82Q (2287.490299 sec): 3 clusters Score: Raw -1324090.131670 + Penalty 1803.088575 = -1322287.043095 nChanged 35 SP:Iteration 83Q (2287.556809 sec): 3 clusters Score: Raw -1324092.928258 + Penalty 1803.088575 = -1322289.839683 nChanged 40 SP:Iteration 84Q (2287.622651 sec): 3 clusters Score: Raw -1324096.215469 + Penalty 1803.088575 = -1322293.126894 nChanged 43 SP:Iteration 85Q (2287.677372 sec): 3 clusters Score: Raw -1324100.208773 + Penalty 1803.088575 = -1322297.120198 nChanged 37 SP:Iteration 86Q (2287.742250 sec): 3 clusters Score: Raw -1324103.557879 + Penalty 1803.088575 = -1322300.469304 nChanged 46 SP:Iteration 87Q (2287.787868 sec): 3 clusters Score: Raw -1324108.919590 + Penalty 1803.088575 = -1322305.831015 nChanged 63 SP:Iteration 88Q (2287.850277 sec): 3 clusters Score: Raw -1324118.167568 + Penalty 1803.088575 = -1322315.078993 nChanged 69 SP:Iteration 89Q (2287.918570 sec): 3 clusters Score: Raw -1324128.681836 + Penalty 1803.088575 = -1322325.593261 nChanged 72 SP:Iteration 90Q (2287.983368 sec): 3 clusters Score: Raw -1324138.850030 + Penalty 1803.088575 = -1322335.761455 nChanged 51 SP:Iteration 91Q (2288.048366 sec): 3 clusters Score: Raw -1324144.981332 + Penalty 1803.088575 = -1322341.892757 nChanged 44 SP:Iteration 92Q (2288.093992 sec): 3 clusters Score: Raw -1324150.255792 + Penalty 1803.088575 = -1322347.167217 nChanged 45 SP:Iteration 93Q (2288.165113 sec): 3 clusters Score: Raw -1324156.374503 + Penalty 1803.088575 = -1322353.285928 nChanged 44 SP:Iteration 94Q (2288.231201 sec): 3 clusters Score: Raw -1324161.403560 + Penalty 1803.088575 = -1322358.314985 nChanged 41 SP:Iteration 95Q (2288.289102 sec): 3 clusters Score: Raw -1324165.810268 + Penalty 1803.088575 = -1322362.721693 nChanged 43 SP:Iteration 96Q (2288.345139 sec): 3 clusters Score: Raw -1324171.047904 + Penalty 1803.088575 = -1322367.959329 nChanged 43 SP:Iteration 97Q (2288.413284 sec): 3 clusters Score: Raw -1324175.993706 + Penalty 1803.088575 = -1322372.905131 nChanged 37 SP:Iteration 98Q (2288.467527 sec): 3 clusters Score: Raw -1324179.636661 + Penalty 1803.088575 = -1322376.548086 nChanged 36 SP:Iteration 99Q (2288.536361 sec): 3 clusters Score: Raw -1324183.174896 + Penalty 1803.088575 = -1322380.086321 nChanged 39 SP:Iteration 100F (2288.600278 sec): 3 clusters Score: Raw -1324186.579574 + Penalty 1803.088575 = -1322383.490999 nChanged 36 SP:Iteration 101Q (2288.668770 sec): 3 clusters Score: Raw -1324190.863477 + Penalty 1803.088575 = -1322387.774902 nChanged 37 SP:Iteration 102Q (2288.724839 sec): 3 clusters Score: Raw -1324194.854422 + Penalty 1803.088575 = -1322391.765847 nChanged 49 SP:Iteration 103Q (2288.790835 sec): 3 clusters Score: Raw -1324200.510975 + Penalty 1803.088575 = -1322397.422400 nChanged 44 SP:Iteration 104Q (2288.849736 sec): 3 clusters Score: Raw -1324205.692324 + Penalty 1803.088575 = -1322402.603749 nChanged 32 SP:Iteration 105Q (2288.927613 sec): 3 clusters Score: Raw -1324208.748695 + Penalty 1803.088575 = -1322405.660120 nChanged 37 SP:Iteration 106Q (2288.995522 sec): 3 clusters Score: Raw -1324212.902913 + Penalty 1803.088575 = -1322409.814338 nChanged 40 SP:Iteration 107Q (2289.064521 sec): 3 clusters Score: Raw -1324217.696387 + Penalty 1803.088575 = -1322414.607812 nChanged 43 SP:Iteration 108Q (2289.134076 sec): 3 clusters Score: Raw -1324224.767637 + Penalty 1803.088575 = -1322421.679062 nChanged 58 SP:Iteration 109Q (2289.189297 sec): 3 clusters Score: Raw -1324234.365733 + Penalty 1803.088575 = -1322431.277158 nChanged 53 SP:Iteration 110Q (2289.263884 sec): 3 clusters Score: Raw -1324242.069458 + Penalty 1803.088575 = -1322438.980883 nChanged 49 SP:Iteration 111Q (2289.325259 sec): 3 clusters Score: Raw -1324249.667274 + Penalty 1803.088575 = -1322446.578699 nChanged 61 SP:Iteration 112Q (2289.371262 sec): 3 clusters Score: Raw -1324258.562590 + Penalty 1803.088575 = -1322455.474015 nChanged 48 SP:Iteration 113Q (2289.438080 sec): 3 clusters Score: Raw -1324264.456461 + Penalty 1803.088575 = -1322461.367886 nChanged 39 SP:Iteration 114Q (2289.493029 sec): 3 clusters Score: Raw -1324268.427196 + Penalty 1803.088575 = -1322465.338621 nChanged 42 SP:Iteration 115Q (2289.554683 sec): 3 clusters Score: Raw -1324273.313494 + Penalty 1803.088575 = -1322470.224919 nChanged 45 SP:Iteration 116Q (2289.614916 sec): 3 clusters Score: Raw -1324278.880230 + Penalty 1803.088575 = -1322475.791655 nChanged 38 SP:Iteration 117Q (2289.664667 sec): 3 clusters Score: Raw -1324283.828406 + Penalty 1803.088575 = -1322480.739831 nChanged 33 SP:Iteration 118Q (2289.733414 sec): 3 clusters Score: Raw -1324287.751010 + Penalty 1803.088575 = -1322484.662435 nChanged 28 SP:Iteration 119Q (2289.793180 sec): 3 clusters Score: Raw -1324291.564505 + Penalty 1803.088575 = -1322488.475930 nChanged 28 SP:Iteration 120F (2289.854108 sec): 3 clusters Score: Raw -1324294.221288 + Penalty 1803.088575 = -1322491.132713 nChanged 22 SP:Iteration 121Q (2289.909872 sec): 3 clusters Score: Raw -1324296.091244 + Penalty 1803.088575 = -1322493.002669 nChanged 19 SP:Iteration 122Q (2289.974580 sec): 3 clusters Score: Raw -1324297.739946 + Penalty 1803.088575 = -1322494.651371 nChanged 21 SP:Iteration 123Q (2290.034823 sec): 3 clusters Score: Raw -1324300.254176 + Penalty 1803.088575 = -1322497.165601 nChanged 30 SP:Iteration 124Q (2290.091613 sec): 3 clusters Score: Raw -1324303.609771 + Penalty 1803.088575 = -1322500.521196 nChanged 35 SP:Iteration 125Q (2290.154235 sec): 3 clusters Score: Raw -1324307.128353 + Penalty 1803.088575 = -1322504.039778 nChanged 35 SP:Iteration 126Q (2290.220926 sec): 3 clusters Score: Raw -1324311.465019 + Penalty 1803.088575 = -1322508.376444 nChanged 43 SP:Iteration 127Q (2290.284150 sec): 3 clusters Score: Raw -1324317.702921 + Penalty 1803.088575 = -1322514.614346 nChanged 51 SP:Iteration 128Q (2290.336053 sec): 3 clusters Score: Raw -1324326.237223 + Penalty 1803.088575 = -1322523.148648 nChanged 56 SP:Iteration 129Q (2290.384775 sec): 3 clusters Score: Raw -1324336.873561 + Penalty 1803.088575 = -1322533.784986 nChanged 57 SP:Iteration 130Q (2290.446361 sec): 3 clusters Score: Raw -1324347.846951 + Penalty 1803.088575 = -1322544.758376 nChanged 72 SP:Iteration 131Q (2290.497779 sec): 3 clusters Score: Raw -1324365.317374 + Penalty 1803.088575 = -1322562.228799 nChanged 84 SP:Iteration 132Q (2290.556963 sec): 3 clusters Score: Raw -1324384.957568 + Penalty 1803.088575 = -1322581.868993 nChanged 76 SP:Iteration 133Q (2290.616290 sec): 3 clusters Score: Raw -1324402.027850 + Penalty 1803.088575 = -1322598.939275 nChanged 69 SP:Iteration 134Q (2290.686684 sec): 3 clusters Score: Raw -1324415.323532 + Penalty 1803.088575 = -1322612.234957 nChanged 65 SP:Iteration 135Q (2290.738495 sec): 3 clusters Score: Raw -1324427.261457 + Penalty 1803.088575 = -1322624.172882 nChanged 66 SP:Iteration 136Q (2290.804575 sec): 3 clusters Score: Raw -1324439.151620 + Penalty 1803.088575 = -1322636.063045 nChanged 69 SP:Iteration 137Q (2290.858144 sec): 3 clusters Score: Raw -1324454.544021 + Penalty 1803.088575 = -1322651.455446 nChanged 70 SP:Iteration 138Q (2290.922721 sec): 3 clusters Score: Raw -1324470.328642 + Penalty 1803.088575 = -1322667.240067 nChanged 71 SP:Iteration 139Q (2290.980141 sec): 3 clusters Score: Raw -1324487.176851 + Penalty 1803.088575 = -1322684.088276 nChanged 70 SP:Iteration 140F (2291.024920 sec): 3 clusters Score: Raw -1324500.669184 + Penalty 1803.088575 = -1322697.580610 nChanged 58 SP:Iteration 141Q (2291.084071 sec): 3 clusters Score: Raw -1324513.229530 + Penalty 1803.088575 = -1322710.140955 nChanged 72 SP:Iteration 142Q (2291.135753 sec): 3 clusters Score: Raw -1324527.533556 + Penalty 1803.088575 = -1322724.444981 nChanged 53 SP:Iteration 143Q (2291.189776 sec): 3 clusters Score: Raw -1324537.093791 + Penalty 1803.088575 = -1322734.005216 nChanged 50 SP:Iteration 144Q (2291.247451 sec): 3 clusters Score: Raw -1324544.312280 + Penalty 1803.088575 = -1322741.223705 nChanged 39 SP:Iteration 145Q (2291.315347 sec): 3 clusters Score: Raw -1324549.494990 + Penalty 1803.088575 = -1322746.406415 nChanged 42 SP:Iteration 146Q (2291.377269 sec): 3 clusters Score: Raw -1324555.703606 + Penalty 1803.088575 = -1322752.615031 nChanged 34 SP:Iteration 147Q (2291.429773 sec): 3 clusters Score: Raw -1324561.065205 + Penalty 1803.088575 = -1322757.976630 nChanged 40 SP:Iteration 148Q (2291.487981 sec): 3 clusters Score: Raw -1324566.781544 + Penalty 1803.088575 = -1322763.692969 nChanged 29 SP:Iteration 149Q (2291.537730 sec): 3 clusters Score: Raw -1324570.270676 + Penalty 1803.088575 = -1322767.182101 nChanged 26 SP:Iteration 150Q (2291.602955 sec): 3 clusters Score: Raw -1324574.272287 + Penalty 1803.088575 = -1322771.183712 nChanged 32 SP:Iteration 151Q (2291.652910 sec): 3 clusters Score: Raw -1324578.798643 + Penalty 1803.088575 = -1322775.710068 nChanged 28 SP:Iteration 152Q (2291.707809 sec): 3 clusters Score: Raw -1324582.825172 + Penalty 1803.088575 = -1322779.736597 nChanged 33 SP:Iteration 153Q (2291.765536 sec): 3 clusters Score: Raw -1324587.161949 + Penalty 1803.088575 = -1322784.073374 nChanged 23 SP:Iteration 154Q (2291.817579 sec): 3 clusters Score: Raw -1324589.953727 + Penalty 1803.088575 = -1322786.865152 nChanged 25 SP:Iteration 155Q (2291.875681 sec): 3 clusters Score: Raw -1324592.805002 + Penalty 1803.088575 = -1322789.716427 nChanged 26 SP:Iteration 156Q (2291.945176 sec): 3 clusters Score: Raw -1324597.661000 + Penalty 1803.088575 = -1322794.572425 nChanged 34 SP:Iteration 157Q (2291.989426 sec): 3 clusters Score: Raw -1324605.189255 + Penalty 1803.088575 = -1322802.100680 nChanged 37 SP:Iteration 158Q (2292.053429 sec): 3 clusters Score: Raw -1324612.791544 + Penalty 1803.088575 = -1322809.702969 nChanged 38 SP:Iteration 159Q (2292.100872 sec): 3 clusters Score: Raw -1324619.515481 + Penalty 1803.088575 = -1322816.426906 nChanged 33 SP:Iteration 160F (2292.153343 sec): 3 clusters Score: Raw -1324627.708160 + Penalty 1803.088575 = -1322824.619585 nChanged 31 SP:Iteration 161Q (2292.208798 sec): 3 clusters Score: Raw -1324634.671780 + Penalty 1803.088575 = -1322831.583206 nChanged 26 SP:Iteration 162Q (2292.276627 sec): 3 clusters Score: Raw -1324639.536288 + Penalty 1803.088575 = -1322836.447713 nChanged 28 SP:Iteration 163Q (2292.324545 sec): 3 clusters Score: Raw -1324644.725757 + Penalty 1803.088575 = -1322841.637182 nChanged 26 SP:Iteration 164Q (2292.391859 sec): 3 clusters Score: Raw -1324649.174798 + Penalty 1803.088575 = -1322846.086223 nChanged 26 SP:Iteration 165Q (2292.445414 sec): 3 clusters Score: Raw -1324654.029838 + Penalty 1803.088575 = -1322850.941263 nChanged 26 SP:Iteration 166Q (2292.501428 sec): 3 clusters Score: Raw -1324660.207884 + Penalty 1803.088575 = -1322857.119309 nChanged 23 SP:Iteration 167Q (2292.556868 sec): 3 clusters Score: Raw -1324664.647562 + Penalty 1803.088575 = -1322861.558987 nChanged 19 SP:Iteration 168Q (2292.614033 sec): 3 clusters Score: Raw -1324667.966404 + Penalty 1803.088575 = -1322864.877829 nChanged 16 SP:Iteration 169Q (2292.677503 sec): 3 clusters Score: Raw -1324670.284513 + Penalty 1803.088575 = -1322867.195939 nChanged 17 SP:Iteration 170Q (2292.737230 sec): 3 clusters Score: Raw -1324672.607996 + Penalty 1803.088575 = -1322869.519421 nChanged 15 SP:Iteration 171Q (2292.789769 sec): 3 clusters Score: Raw -1324675.442428 + Penalty 1803.088575 = -1322872.353853 nChanged 24 SP:Iteration 172Q (2292.849864 sec): 3 clusters Score: Raw -1324680.055234 + Penalty 1803.088575 = -1322876.966659 nChanged 31 SP:Iteration 173Q (2292.897814 sec): 3 clusters Score: Raw -1324687.729066 + Penalty 1803.088575 = -1322884.640491 nChanged 24 SP:Iteration 174Q (2292.955920 sec): 3 clusters Score: Raw -1324694.371869 + Penalty 1803.088575 = -1322891.283294 nChanged 27 SP:Iteration 175Q (2293.010773 sec): 3 clusters Score: Raw -1324698.898781 + Penalty 1803.088575 = -1322895.810206 nChanged 16 SP:Iteration 176Q (2293.061675 sec): 3 clusters Score: Raw -1324701.329760 + Penalty 1803.088575 = -1322898.241185 nChanged 10 SP:Iteration 177Q (2293.116587 sec): 3 clusters Score: Raw -1324703.715019 + Penalty 1803.088575 = -1322900.626444 nChanged 14 SP:Iteration 178Q (2293.177477 sec): 3 clusters Score: Raw -1324706.652626 + Penalty 1803.088575 = -1322903.564051 nChanged 21 SP:Iteration 179Q (2293.228180 sec): 3 clusters Score: Raw -1324712.581471 + Penalty 1803.088575 = -1322909.492896 nChanged 23 SP:Iteration 180F (2293.294704 sec): 3 clusters Score: Raw -1324719.374644 + Penalty 1803.088575 = -1322916.286069 nChanged 23 SP:Iteration 181Q (2293.344993 sec): 3 clusters Score: Raw -1324724.218874 + Penalty 1803.088575 = -1322921.130299 nChanged 24 SP:Iteration 182Q (2293.399087 sec): 3 clusters Score: Raw -1324731.277367 + Penalty 1803.088575 = -1322928.188792 nChanged 25 SP:Iteration 183Q (2293.447673 sec): 3 clusters Score: Raw -1324739.349428 + Penalty 1803.088575 = -1322936.260853 nChanged 30 SP:Iteration 184Q (2293.503405 sec): 3 clusters Score: Raw -1324748.610229 + Penalty 1803.088575 = -1322945.521654 nChanged 30 SP:Iteration 185Q (2293.569351 sec): 3 clusters Score: Raw -1324756.380216 + Penalty 1803.088575 = -1322953.291641 nChanged 22 SP:Iteration 186Q (2293.615448 sec): 3 clusters Score: Raw -1324761.076816 + Penalty 1803.088575 = -1322957.988241 nChanged 19 SP:Iteration 187Q (2293.680066 sec): 3 clusters Score: Raw -1324764.088404 + Penalty 1803.088575 = -1322960.999829 nChanged 18 SP:Iteration 188Q (2293.735098 sec): 3 clusters Score: Raw -1324767.725411 + Penalty 1803.088575 = -1322964.636836 nChanged 16 SP:Iteration 189Q (2293.784264 sec): 3 clusters Score: Raw -1324770.970590 + Penalty 1803.088575 = -1322967.882015 nChanged 16 SP:Iteration 190Q (2293.829740 sec): 3 clusters Score: Raw -1324774.391169 + Penalty 1803.088575 = -1322971.302594 nChanged 11 SP:Iteration 191Q (2293.896793 sec): 3 clusters Score: Raw -1324776.178781 + Penalty 1803.088575 = -1322973.090206 nChanged 6 SP:Iteration 192Q (2293.952465 sec): 3 clusters Score: Raw -1324777.157473 + Penalty 1803.088575 = -1322974.068898 nChanged 7 SP:Iteration 193Q (2294.012055 sec): 3 clusters Score: Raw -1324778.207026 + Penalty 1803.088575 = -1322975.118451 nChanged 4 SP:Iteration 194Q (2294.076607 sec): 3 clusters Score: Raw -1324779.358398 + Penalty 1803.088575 = -1322976.269823 nChanged 9 SP:Iteration 195Q (2294.133437 sec): 3 clusters Score: Raw -1324782.297336 + Penalty 1803.088575 = -1322979.208761 nChanged 8 SP:Iteration 196Q (2294.184403 sec): 3 clusters Score: Raw -1324784.258593 + Penalty 1803.088575 = -1322981.170018 nChanged 8 SP:Iteration 197Q (2294.249381 sec): 3 clusters Score: Raw -1324785.467845 + Penalty 1803.088575 = -1322982.379270 nChanged 6 SP:Iteration 198Q (2294.309884 sec): 3 clusters Score: Raw -1324786.467555 + Penalty 1803.088575 = -1322983.378980 nChanged 4 SP:Iteration 199Q (2294.366698 sec): 3 clusters Score: Raw -1324786.955535 + Penalty 1803.088575 = -1322983.866960 nChanged 4 SP:Iteration 200F (2294.416615 sec): 3 clusters Score: Raw -1324787.748760 + Penalty 1803.088575 = -1322984.660185 nChanged 3 SP:Iteration 201Q (2294.465854 sec): 3 clusters Score: Raw -1324788.345893 + Penalty 1803.088575 = -1322985.257318 nChanged 2 SP:Iteration 202Q (2294.524023 sec): 3 clusters Score: Raw -1324788.606768 + Penalty 1803.088575 = -1322985.518193 nChanged 4 SP:Iteration 203Q (2294.592834 sec): 3 clusters Score: Raw -1324789.521833 + Penalty 1803.088575 = -1322986.433258 nChanged 5 SP:Iteration 204Q (2294.640550 sec): 3 clusters Score: Raw -1324790.354358 + Penalty 1803.088575 = -1322987.265783 nChanged 2 SP:Iteration 205Q (2294.696549 sec): 3 clusters Score: Raw -1324790.675490 + Penalty 1803.088575 = -1322987.586915 nChanged 2 SP:Iteration 206Q (2294.765525 sec): 3 clusters Score: Raw -1324791.196346 + Penalty 1803.088575 = -1322988.107771 nChanged 3 SP:Iteration 207Q (2294.821836 sec): 3 clusters Score: Raw -1324792.687515 + Penalty 1803.088575 = -1322989.598940 nChanged 7 SP:Iteration 208Q (2294.885602 sec): 3 clusters Score: Raw -1324794.331043 + Penalty 1803.088575 = -1322991.242468 nChanged 7 SP:Iteration 209Q (2294.932125 sec): 3 clusters Score: Raw -1324795.354247 + Penalty 1803.088575 = -1322992.265672 nChanged 3 SP:Iteration 210Q (2294.992440 sec): 3 clusters Score: Raw -1324795.714123 + Penalty 1803.088575 = -1322992.625548 nChanged 1 SP:Iteration 211Q (2295.045434 sec): 3 clusters Score: Raw -1324796.240045 + Penalty 1803.088575 = -1322993.151470 nChanged 1 SP:Iteration 212Q (2295.106131 sec): 3 clusters Score: Raw -1324796.450781 + Penalty 1803.088575 = -1322993.362206 nChanged 1 SP:Iteration 213Q (2295.161492 sec): 3 clusters Score: Raw -1324796.583183 + Penalty 1803.088575 = -1322993.494609 nChanged 1 SP:Iteration 214Q (2295.226754 sec): 3 clusters Score: Raw -1324796.848718 + Penalty 1803.088575 = -1322993.760143 nChanged 0 SP:Iteration 215F (2295.290859 sec): 3 clusters Score: Raw -1324796.848718 + Penalty 1803.088575 = -1322993.760143 nChanged 0 Trying to split cluster 36 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.318452 sec): 2 clusters Score: Raw -15120.388550 + Penalty 506.608285 = -14613.780265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.366355 sec): 3 clusters Score: Raw -15172.280262 + Penalty 1013.216571 = -14159.063692 nChanged 45 SP:Iteration 1F (2295.405253 sec): 3 clusters Score: Raw -15266.969083 + Penalty 1013.216571 = -14253.752512 nChanged 14 SP:Iteration 2F (2295.440999 sec): 3 clusters Score: Raw -15290.737278 + Penalty 1013.216571 = -14277.520707 nChanged 8 SP:Iteration 3Q (2295.482591 sec): 3 clusters Score: Raw -15316.416021 + Penalty 1013.216571 = -14303.199450 nChanged 9 SP:Iteration 4Q (2295.522857 sec): 3 clusters Score: Raw -15334.115302 + Penalty 1013.216571 = -14320.898731 nChanged 9 SP:Iteration 5Q (2295.563478 sec): 3 clusters Score: Raw -15354.703882 + Penalty 1013.216571 = -14341.487311 nChanged 4 SP:Iteration 6Q (2295.616113 sec): 3 clusters Score: Raw -15360.693186 + Penalty 1013.216571 = -14347.476615 nChanged 3 SP:Iteration 7Q (2295.656542 sec): 3 clusters Score: Raw -15371.459877 + Penalty 1013.216571 = -14358.243307 nChanged 1 SP:Iteration 8Q (2295.704886 sec): 3 clusters Score: Raw -15372.959006 + Penalty 1013.216571 = -14359.742435 nChanged 0 SP:Iteration 9F (2295.739711 sec): 3 clusters Score: Raw -15372.959006 + Penalty 1013.216571 = -14359.742435 nChanged 0 Trying to split cluster 37 (8836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.775419 sec): 2 clusters Score: Raw -839169.165637 + Penalty 863.226009 = -838305.939628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.819957 sec): 3 clusters Score: Raw -833898.075873 + Penalty 1726.452017 = -832171.623855 nChanged 3999 SP:Iteration 1F (2295.881073 sec): 3 clusters Score: Raw -836189.594539 + Penalty 1726.452017 = -834463.142522 nChanged 602 SP:Iteration 2F (2295.926733 sec): 3 clusters Score: Raw -836488.546050 + Penalty 1726.452017 = -834762.094032 nChanged 544 SP:Iteration 3F (2295.987343 sec): 3 clusters Score: Raw -836755.066761 + Penalty 1726.452017 = -835028.614744 nChanged 498 SP:Iteration 4F (2296.029962 sec): 3 clusters Score: Raw -837037.703359 + Penalty 1726.452017 = -835311.251342 nChanged 534 SP:Iteration 5F (2296.089706 sec): 3 clusters Score: Raw -837391.114363 + Penalty 1726.452017 = -835664.662346 nChanged 494 SP:Iteration 6F (2296.140575 sec): 3 clusters Score: Raw -837781.534218 + Penalty 1726.452017 = -836055.082201 nChanged 491 SP:Iteration 7F (2296.192887 sec): 3 clusters Score: Raw -838174.917804 + Penalty 1726.452017 = -836448.465786 nChanged 386 SP:Iteration 8Q (2296.252250 sec): 3 clusters Score: Raw -838480.830192 + Penalty 1726.452017 = -836754.378174 nChanged 329 SP:Iteration 9Q (2296.297532 sec): 3 clusters Score: Raw -838699.969445 + Penalty 1726.452017 = -836973.517428 nChanged 244 SP:Iteration 10Q (2296.352868 sec): 3 clusters Score: Raw -838850.353741 + Penalty 1726.452017 = -837123.901723 nChanged 224 SP:Iteration 11Q (2296.407515 sec): 3 clusters Score: Raw -838972.479807 + Penalty 1726.452017 = -837246.027789 nChanged 177 SP:Iteration 12Q (2296.467492 sec): 3 clusters Score: Raw -839066.112174 + Penalty 1726.452017 = -837339.660157 nChanged 140 SP:Iteration 13Q (2296.527448 sec): 3 clusters Score: Raw -839164.475170 + Penalty 1726.452017 = -837438.023153 nChanged 158 SP:Iteration 14Q (2296.585718 sec): 3 clusters Score: Raw -839272.336181 + Penalty 1726.452017 = -837545.884163 nChanged 140 SP:Iteration 15Q (2296.630989 sec): 3 clusters Score: Raw -839357.651422 + Penalty 1726.452017 = -837631.199405 nChanged 137 SP:Iteration 16Q (2296.702627 sec): 3 clusters Score: Raw -839437.376887 + Penalty 1726.452017 = -837710.924870 nChanged 120 SP:Iteration 17Q (2296.756491 sec): 3 clusters Score: Raw -839502.158553 + Penalty 1726.452017 = -837775.706535 nChanged 105 SP:Iteration 18Q (2296.802881 sec): 3 clusters Score: Raw -839556.255876 + Penalty 1726.452017 = -837829.803859 nChanged 90 SP:Iteration 19Q (2296.856147 sec): 3 clusters Score: Raw -839597.274606 + Penalty 1726.452017 = -837870.822589 nChanged 83 SP:Iteration 20F (2296.916584 sec): 3 clusters Score: Raw -839626.497301 + Penalty 1726.452017 = -837900.045284 nChanged 68 SP:Iteration 21Q (2296.956726 sec): 3 clusters Score: Raw -839648.987554 + Penalty 1726.452017 = -837922.535537 nChanged 54 SP:Iteration 22Q (2297.017692 sec): 3 clusters Score: Raw -839666.072678 + Penalty 1726.452017 = -837939.620660 nChanged 53 SP:Iteration 23Q (2297.071567 sec): 3 clusters Score: Raw -839682.858453 + Penalty 1726.452017 = -837956.406436 nChanged 47 SP:Iteration 24Q (2297.115453 sec): 3 clusters Score: Raw -839694.454475 + Penalty 1726.452017 = -837968.002458 nChanged 33 SP:Iteration 25Q (2297.172864 sec): 3 clusters Score: Raw -839700.311175 + Penalty 1726.452017 = -837973.859157 nChanged 19 SP:Iteration 26Q (2297.228268 sec): 3 clusters Score: Raw -839702.749311 + Penalty 1726.452017 = -837976.297293 nChanged 12 SP:Iteration 27Q (2297.270978 sec): 3 clusters Score: Raw -839704.021702 + Penalty 1726.452017 = -837977.569684 nChanged 10 SP:Iteration 28Q (2297.336318 sec): 3 clusters Score: Raw -839705.408225 + Penalty 1726.452017 = -837978.956208 nChanged 3 SP:Iteration 29Q (2297.389731 sec): 3 clusters Score: Raw -839705.613842 + Penalty 1726.452017 = -837979.161825 nChanged 3 SP:Iteration 30Q (2297.438571 sec): 3 clusters Score: Raw -839705.804277 + Penalty 1726.452017 = -837979.352260 nChanged 2 SP:Iteration 31Q (2297.490188 sec): 3 clusters Score: Raw -839705.895466 + Penalty 1726.452017 = -837979.443449 nChanged 1 SP:Iteration 32Q (2297.546566 sec): 3 clusters Score: Raw -839705.975143 + Penalty 1726.452017 = -837979.523126 nChanged 0 SP:Iteration 33F (2297.601583 sec): 3 clusters Score: Raw -839705.975143 + Penalty 1726.452017 = -837979.523126 nChanged 0 Iteration 259Q (2302.458597 sec): 38 clusters Score: Raw -58497084.053200 + Penalty 46896.096993 = -58450187.956206 nChanged 24 Iteration 260F (2313.229166 sec): 38 clusters Score: Raw -58497084.612466 + Penalty 46896.096993 = -58450188.515472 nChanged 18 Iteration 261Q (2317.471067 sec): 38 clusters Score: Raw -58497085.095389 + Penalty 46896.096993 = -58450188.998396 nChanged 20 Iteration 262Q (2322.414642 sec): 38 clusters Score: Raw -58497085.767990 + Penalty 46896.096993 = -58450189.670996 nChanged 21 Iteration 263Q (2327.646338 sec): 38 clusters Score: Raw -58497086.330225 + Penalty 46896.096993 = -58450190.233231 nChanged 27 Iteration 264Q (2332.930298 sec): 38 clusters Score: Raw -58497087.102012 + Penalty 46896.096993 = -58450191.005019 nChanged 21 Iteration 265Q (2338.182708 sec): 38 clusters Score: Raw -58497088.000171 + Penalty 46896.096993 = -58450191.903178 nChanged 13 Iteration 266Q (2343.462206 sec): 38 clusters Score: Raw -58497088.356157 + Penalty 46896.096993 = -58450192.259164 nChanged 13 Iteration 267Q (2348.675023 sec): 38 clusters Score: Raw -58497088.677005 + Penalty 46896.096993 = -58450192.580012 nChanged 13 Iteration 268Q (2353.947803 sec): 38 clusters Score: Raw -58497089.062484 + Penalty 46896.096993 = -58450192.965490 nChanged 14 Iteration 269Q (2359.187422 sec): 38 clusters Score: Raw -58497089.753980 + Penalty 46896.096993 = -58450193.656987 nChanged 18 Iteration 270Q (2364.461653 sec): 38 clusters Score: Raw -58497090.300053 + Penalty 46896.096993 = -58450194.203059 nChanged 11 Iteration 271Q (2369.693713 sec): 38 clusters Score: Raw -58497090.460537 + Penalty 46896.096993 = -58450194.363544 nChanged 8 Iteration 272Q (2374.957116 sec): 38 clusters Score: Raw -58497090.532904 + Penalty 46896.096993 = -58450194.435910 nChanged 4 Iteration 273Q (2380.187047 sec): 38 clusters Score: Raw -58497090.574531 + Penalty 46896.096993 = -58450194.477538 nChanged 3 Iteration 274Q (2385.454313 sec): 38 clusters Score: Raw -58497090.628039 + Penalty 46896.096993 = -58450194.531045 nChanged 1 Iteration 275Q (2390.711326 sec): 38 clusters Score: Raw -58497090.668816 + Penalty 46896.096993 = -58450194.571822 nChanged 1 Iteration 276Q (2396.000895 sec): 38 clusters Score: Raw -58497090.680241 + Penalty 46896.096993 = -58450194.583247 nChanged 3 Iteration 277Q (2401.229831 sec): 38 clusters Score: Raw -58497090.698688 + Penalty 46896.096993 = -58450194.601694 nChanged 1 Iteration 278Q (2406.498183 sec): 38 clusters Score: Raw -58497090.701850 + Penalty 46896.096993 = -58450194.604856 nChanged 2 Iteration 279Q (2411.744358 sec): 38 clusters Score: Raw -58497090.708379 + Penalty 46896.096993 = -58450194.611385 nChanged 1 Iteration 280F (2422.112323 sec): 38 clusters Score: Raw -58497090.711130 + Penalty 46896.096993 = -58450194.614137 nChanged 0 Writing temp clu file Because OldScore, -58450194.611385, is greater than current (better) Score,-58450194.614137 Compute initial score before splitting: Score: Raw -58497090.711130 + Penalty 46896.096993 = -58450194.614137 Trying to split cluster 1 (17993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2422.264079 sec): 2 clusters Score: Raw -1765689.455492 + Penalty 930.785117 = -1764758.670375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2422.298341 sec): 3 clusters Score: Raw -1754698.729617 + Penalty 1861.570234 = -1752837.159383 nChanged 8204 SP:Iteration 1F (2422.365316 sec): 3 clusters Score: Raw -1759445.121536 + Penalty 1861.570234 = -1757583.551302 nChanged 1112 SP:Iteration 2F (2422.431726 sec): 3 clusters Score: Raw -1760069.037351 + Penalty 1861.570234 = -1758207.467117 nChanged 1265 SP:Iteration 3F (2422.473053 sec): 3 clusters Score: Raw -1760939.835403 + Penalty 1861.570234 = -1759078.265169 nChanged 1360 SP:Iteration 4F (2422.507055 sec): 3 clusters Score: Raw -1761997.323394 + Penalty 1861.570234 = -1760135.753160 nChanged 1336 SP:Iteration 5F (2422.539798 sec): 3 clusters Score: Raw -1763114.564149 + Penalty 1861.570234 = -1761252.993915 nChanged 1112 SP:Iteration 6F (2422.572292 sec): 3 clusters Score: Raw -1764152.361857 + Penalty 1861.570234 = -1762290.791623 nChanged 889 SP:Iteration 7Q (2422.606098 sec): 3 clusters Score: Raw -1764921.144577 + Penalty 1861.570234 = -1763059.574343 nChanged 585 SP:Iteration 8Q (2422.656884 sec): 3 clusters Score: Raw -1765403.434525 + Penalty 1861.570234 = -1763541.864291 nChanged 345 SP:Iteration 9Q (2422.697159 sec): 3 clusters Score: Raw -1765632.049907 + Penalty 1861.570234 = -1763770.479674 nChanged 242 SP:Iteration 10Q (2422.736393 sec): 3 clusters Score: Raw -1765744.220481 + Penalty 1861.570234 = -1763882.650247 nChanged 192 SP:Iteration 11Q (2422.772850 sec): 3 clusters Score: Raw -1765828.216117 + Penalty 1861.570234 = -1763966.645883 nChanged 169 SP:Iteration 12Q (2422.805966 sec): 3 clusters Score: Raw -1765886.966448 + Penalty 1861.570234 = -1764025.396214 nChanged 146 SP:Iteration 13Q (2422.850583 sec): 3 clusters Score: Raw -1765931.309081 + Penalty 1861.570234 = -1764069.738848 nChanged 120 SP:Iteration 14Q (2422.888759 sec): 3 clusters Score: Raw -1765959.485566 + Penalty 1861.570234 = -1764097.915332 nChanged 84 SP:Iteration 15Q (2422.951958 sec): 3 clusters Score: Raw -1765975.786936 + Penalty 1861.570234 = -1764114.216702 nChanged 68 SP:Iteration 16Q (2423.013283 sec): 3 clusters Score: Raw -1765989.557032 + Penalty 1861.570234 = -1764127.986799 nChanged 67 SP:Iteration 17Q (2423.051504 sec): 3 clusters Score: Raw -1766002.473844 + Penalty 1861.570234 = -1764140.903611 nChanged 70 SP:Iteration 18Q (2423.081388 sec): 3 clusters Score: Raw -1766015.360236 + Penalty 1861.570234 = -1764153.790003 nChanged 60 SP:Iteration 19Q (2423.145343 sec): 3 clusters Score: Raw -1766025.259739 + Penalty 1861.570234 = -1764163.689505 nChanged 51 SP:Iteration 20F (2423.177747 sec): 3 clusters Score: Raw -1766033.995271 + Penalty 1861.570234 = -1764172.425037 nChanged 60 SP:Iteration 21Q (2423.208649 sec): 3 clusters Score: Raw -1766044.695293 + Penalty 1861.570234 = -1764183.125060 nChanged 46 SP:Iteration 22Q (2423.241660 sec): 3 clusters Score: Raw -1766051.324853 + Penalty 1861.570234 = -1764189.754619 nChanged 36 SP:Iteration 23Q (2423.273121 sec): 3 clusters Score: Raw -1766055.884725 + Penalty 1861.570234 = -1764194.314491 nChanged 38 SP:Iteration 24Q (2423.313702 sec): 3 clusters Score: Raw -1766060.274111 + Penalty 1861.570234 = -1764198.703877 nChanged 28 SP:Iteration 25Q (2423.366169 sec): 3 clusters Score: Raw -1766064.330617 + Penalty 1861.570234 = -1764202.760383 nChanged 30 SP:Iteration 26Q (2423.413300 sec): 3 clusters Score: Raw -1766067.819084 + Penalty 1861.570234 = -1764206.248850 nChanged 24 SP:Iteration 27Q (2423.443025 sec): 3 clusters Score: Raw -1766070.757372 + Penalty 1861.570234 = -1764209.187138 nChanged 29 SP:Iteration 28Q (2423.472902 sec): 3 clusters Score: Raw -1766074.404439 + Penalty 1861.570234 = -1764212.834205 nChanged 29 SP:Iteration 29Q (2423.502576 sec): 3 clusters Score: Raw -1766078.076675 + Penalty 1861.570234 = -1764216.506441 nChanged 26 SP:Iteration 30Q (2423.532469 sec): 3 clusters Score: Raw -1766081.298424 + Penalty 1861.570234 = -1764219.728191 nChanged 24 SP:Iteration 31Q (2423.562121 sec): 3 clusters Score: Raw -1766084.324336 + Penalty 1861.570234 = -1764222.754103 nChanged 31 SP:Iteration 32Q (2423.592073 sec): 3 clusters Score: Raw -1766087.774999 + Penalty 1861.570234 = -1764226.204765 nChanged 25 SP:Iteration 33Q (2423.621996 sec): 3 clusters Score: Raw -1766090.696461 + Penalty 1861.570234 = -1764229.126228 nChanged 20 SP:Iteration 34Q (2423.652888 sec): 3 clusters Score: Raw -1766092.929061 + Penalty 1861.570234 = -1764231.358827 nChanged 12 SP:Iteration 35Q (2423.682801 sec): 3 clusters Score: Raw -1766093.834802 + Penalty 1861.570234 = -1764232.264569 nChanged 14 SP:Iteration 36Q (2423.716918 sec): 3 clusters Score: Raw -1766094.744368 + Penalty 1861.570234 = -1764233.174134 nChanged 8 SP:Iteration 37Q (2423.746521 sec): 3 clusters Score: Raw -1766095.321278 + Penalty 1861.570234 = -1764233.751044 nChanged 5 SP:Iteration 38Q (2423.775857 sec): 3 clusters Score: Raw -1766095.724092 + Penalty 1861.570234 = -1764234.153858 nChanged 5 SP:Iteration 39Q (2423.805800 sec): 3 clusters Score: Raw -1766096.165392 + Penalty 1861.570234 = -1764234.595158 nChanged 6 SP:Iteration 40F (2423.838294 sec): 3 clusters Score: Raw -1766096.788319 + Penalty 1861.570234 = -1764235.218085 nChanged 8 SP:Iteration 41Q (2423.868153 sec): 3 clusters Score: Raw -1766097.406271 + Penalty 1861.570234 = -1764235.836038 nChanged 9 SP:Iteration 42Q (2423.906658 sec): 3 clusters Score: Raw -1766098.173182 + Penalty 1861.570234 = -1764236.602948 nChanged 12 SP:Iteration 43Q (2423.965728 sec): 3 clusters Score: Raw -1766099.531161 + Penalty 1861.570234 = -1764237.960927 nChanged 15 SP:Iteration 44Q (2424.004699 sec): 3 clusters Score: Raw -1766100.853993 + Penalty 1861.570234 = -1764239.283759 nChanged 13 SP:Iteration 45Q (2424.054815 sec): 3 clusters Score: Raw -1766101.920215 + Penalty 1861.570234 = -1764240.349981 nChanged 8 SP:Iteration 46Q (2424.094643 sec): 3 clusters Score: Raw -1766102.472789 + Penalty 1861.570234 = -1764240.902555 nChanged 6 SP:Iteration 47Q (2424.124134 sec): 3 clusters Score: Raw -1766103.033885 + Penalty 1861.570234 = -1764241.463651 nChanged 11 SP:Iteration 48Q (2424.162407 sec): 3 clusters Score: Raw -1766104.035133 + Penalty 1861.570234 = -1764242.464899 nChanged 13 SP:Iteration 49Q (2424.191858 sec): 3 clusters Score: Raw -1766105.312010 + Penalty 1861.570234 = -1764243.741776 nChanged 11 SP:Iteration 50Q (2424.221663 sec): 3 clusters Score: Raw -1766106.122007 + Penalty 1861.570234 = -1764244.551773 nChanged 14 SP:Iteration 51Q (2424.251123 sec): 3 clusters Score: Raw -1766107.541733 + Penalty 1861.570234 = -1764245.971499 nChanged 18 SP:Iteration 52Q (2424.290348 sec): 3 clusters Score: Raw -1766109.694846 + Penalty 1861.570234 = -1764248.124612 nChanged 20 SP:Iteration 53Q (2424.328035 sec): 3 clusters Score: Raw -1766111.867356 + Penalty 1861.570234 = -1764250.297122 nChanged 18 SP:Iteration 54Q (2424.357553 sec): 3 clusters Score: Raw -1766113.951669 + Penalty 1861.570234 = -1764252.381435 nChanged 22 SP:Iteration 55Q (2424.387132 sec): 3 clusters Score: Raw -1766116.095615 + Penalty 1861.570234 = -1764254.525381 nChanged 20 SP:Iteration 56Q (2424.417890 sec): 3 clusters Score: Raw -1766117.533821 + Penalty 1861.570234 = -1764255.963588 nChanged 14 SP:Iteration 57Q (2424.448253 sec): 3 clusters Score: Raw -1766118.792665 + Penalty 1861.570234 = -1764257.222431 nChanged 12 SP:Iteration 58Q (2424.477658 sec): 3 clusters Score: Raw -1766119.945444 + Penalty 1861.570234 = -1764258.375210 nChanged 13 SP:Iteration 59Q (2424.506943 sec): 3 clusters Score: Raw -1766121.452927 + Penalty 1861.570234 = -1764259.882694 nChanged 15 SP:Iteration 60F (2424.552680 sec): 3 clusters Score: Raw -1766123.298323 + Penalty 1861.570234 = -1764261.728090 nChanged 22 SP:Iteration 61Q (2424.582229 sec): 3 clusters Score: Raw -1766126.089186 + Penalty 1861.570234 = -1764264.518952 nChanged 21 SP:Iteration 62Q (2424.611678 sec): 3 clusters Score: Raw -1766128.230087 + Penalty 1861.570234 = -1764266.659853 nChanged 19 SP:Iteration 63Q (2424.650782 sec): 3 clusters Score: Raw -1766129.988831 + Penalty 1861.570234 = -1764268.418597 nChanged 17 SP:Iteration 64Q (2424.680231 sec): 3 clusters Score: Raw -1766131.780424 + Penalty 1861.570234 = -1764270.210190 nChanged 16 SP:Iteration 65Q (2424.709756 sec): 3 clusters Score: Raw -1766133.532154 + Penalty 1861.570234 = -1764271.961920 nChanged 17 SP:Iteration 66Q (2424.739112 sec): 3 clusters Score: Raw -1766135.199818 + Penalty 1861.570234 = -1764273.629584 nChanged 14 SP:Iteration 67Q (2424.801743 sec): 3 clusters Score: Raw -1766136.642502 + Penalty 1861.570234 = -1764275.072268 nChanged 12 SP:Iteration 68Q (2424.830957 sec): 3 clusters Score: Raw -1766137.846622 + Penalty 1861.570234 = -1764276.276388 nChanged 12 SP:Iteration 69Q (2424.864070 sec): 3 clusters Score: Raw -1766138.833363 + Penalty 1861.570234 = -1764277.263129 nChanged 5 SP:Iteration 70Q (2424.893467 sec): 3 clusters Score: Raw -1766139.092310 + Penalty 1861.570234 = -1764277.522076 nChanged 3 SP:Iteration 71Q (2424.923089 sec): 3 clusters Score: Raw -1766139.247527 + Penalty 1861.570234 = -1764277.677293 nChanged 4 SP:Iteration 72Q (2424.952434 sec): 3 clusters Score: Raw -1766139.683824 + Penalty 1861.570234 = -1764278.113591 nChanged 3 SP:Iteration 73Q (2424.981958 sec): 3 clusters Score: Raw -1766139.875606 + Penalty 1861.570234 = -1764278.305373 nChanged 8 SP:Iteration 74Q (2425.011411 sec): 3 clusters Score: Raw -1766140.713050 + Penalty 1861.570234 = -1764279.142816 nChanged 10 SP:Iteration 75Q (2425.040665 sec): 3 clusters Score: Raw -1766141.921486 + Penalty 1861.570234 = -1764280.351252 nChanged 12 SP:Iteration 76Q (2425.079797 sec): 3 clusters Score: Raw -1766143.328550 + Penalty 1861.570234 = -1764281.758316 nChanged 16 SP:Iteration 77Q (2425.109025 sec): 3 clusters Score: Raw -1766145.387629 + Penalty 1861.570234 = -1764283.817395 nChanged 16 SP:Iteration 78Q (2425.138330 sec): 3 clusters Score: Raw -1766147.415863 + Penalty 1861.570234 = -1764285.845629 nChanged 20 SP:Iteration 79Q (2425.167585 sec): 3 clusters Score: Raw -1766149.485247 + Penalty 1861.570234 = -1764287.915013 nChanged 14 SP:Iteration 80F (2425.200476 sec): 3 clusters Score: Raw -1766150.815205 + Penalty 1861.570234 = -1764289.244971 nChanged 7 SP:Iteration 81Q (2425.230040 sec): 3 clusters Score: Raw -1766151.448514 + Penalty 1861.570234 = -1764289.878281 nChanged 10 SP:Iteration 82Q (2425.271066 sec): 3 clusters Score: Raw -1766152.317373 + Penalty 1861.570234 = -1764290.747139 nChanged 11 SP:Iteration 83Q (2425.300296 sec): 3 clusters Score: Raw -1766153.508878 + Penalty 1861.570234 = -1764291.938644 nChanged 12 SP:Iteration 84Q (2425.329699 sec): 3 clusters Score: Raw -1766154.770713 + Penalty 1861.570234 = -1764293.200480 nChanged 6 SP:Iteration 85Q (2425.359211 sec): 3 clusters Score: Raw -1766155.250326 + Penalty 1861.570234 = -1764293.680093 nChanged 5 SP:Iteration 86Q (2425.388367 sec): 3 clusters Score: Raw -1766155.668943 + Penalty 1861.570234 = -1764294.098709 nChanged 5 SP:Iteration 87Q (2425.417707 sec): 3 clusters Score: Raw -1766155.962317 + Penalty 1861.570234 = -1764294.392084 nChanged 7 SP:Iteration 88Q (2425.446856 sec): 3 clusters Score: Raw -1766156.764641 + Penalty 1861.570234 = -1764295.194407 nChanged 7 SP:Iteration 89Q (2425.476168 sec): 3 clusters Score: Raw -1766157.845490 + Penalty 1861.570234 = -1764296.275256 nChanged 11 SP:Iteration 90Q (2425.505408 sec): 3 clusters Score: Raw -1766159.229076 + Penalty 1861.570234 = -1764297.658842 nChanged 9 SP:Iteration 91Q (2425.534746 sec): 3 clusters Score: Raw -1766159.935730 + Penalty 1861.570234 = -1764298.365496 nChanged 8 SP:Iteration 92Q (2425.599597 sec): 3 clusters Score: Raw -1766160.534798 + Penalty 1861.570234 = -1764298.964564 nChanged 10 SP:Iteration 93Q (2425.633154 sec): 3 clusters Score: Raw -1766161.591064 + Penalty 1861.570234 = -1764300.020830 nChanged 11 SP:Iteration 94Q (2425.663046 sec): 3 clusters Score: Raw -1766162.282678 + Penalty 1861.570234 = -1764300.712444 nChanged 7 SP:Iteration 95Q (2425.692051 sec): 3 clusters Score: Raw -1766162.923609 + Penalty 1861.570234 = -1764301.353376 nChanged 11 SP:Iteration 96Q (2425.721356 sec): 3 clusters Score: Raw -1766164.540690 + Penalty 1861.570234 = -1764302.970456 nChanged 15 SP:Iteration 97Q (2425.786449 sec): 3 clusters Score: Raw -1766166.716459 + Penalty 1861.570234 = -1764305.146226 nChanged 13 SP:Iteration 98Q (2425.814724 sec): 3 clusters Score: Raw -1766168.345367 + Penalty 1861.570234 = -1764306.775133 nChanged 13 SP:Iteration 99Q (2425.853487 sec): 3 clusters Score: Raw -1766169.432229 + Penalty 1861.570234 = -1764307.861996 nChanged 11 SP:Iteration 100F (2425.893333 sec): 3 clusters Score: Raw -1766170.206419 + Penalty 1861.570234 = -1764308.636185 nChanged 10 SP:Iteration 101Q (2425.922487 sec): 3 clusters Score: Raw -1766171.149814 + Penalty 1861.570234 = -1764309.579580 nChanged 10 SP:Iteration 102Q (2425.951657 sec): 3 clusters Score: Raw -1766172.148275 + Penalty 1861.570234 = -1764310.578042 nChanged 12 SP:Iteration 103Q (2425.980399 sec): 3 clusters Score: Raw -1766173.531143 + Penalty 1861.570234 = -1764311.960910 nChanged 14 SP:Iteration 104Q (2426.010680 sec): 3 clusters Score: Raw -1766175.487055 + Penalty 1861.570234 = -1764313.916821 nChanged 9 SP:Iteration 105Q (2426.044331 sec): 3 clusters Score: Raw -1766176.162871 + Penalty 1861.570234 = -1764314.592638 nChanged 9 SP:Iteration 106Q (2426.073498 sec): 3 clusters Score: Raw -1766177.089881 + Penalty 1861.570234 = -1764315.519647 nChanged 5 SP:Iteration 107Q (2426.102754 sec): 3 clusters Score: Raw -1766177.365472 + Penalty 1861.570234 = -1764315.795238 nChanged 7 SP:Iteration 108Q (2426.132038 sec): 3 clusters Score: Raw -1766177.730787 + Penalty 1861.570234 = -1764316.160554 nChanged 3 SP:Iteration 109Q (2426.161150 sec): 3 clusters Score: Raw -1766177.868461 + Penalty 1861.570234 = -1764316.298227 nChanged 2 SP:Iteration 110Q (2426.190730 sec): 3 clusters Score: Raw -1766177.977969 + Penalty 1861.570234 = -1764316.407735 nChanged 3 SP:Iteration 111Q (2426.219946 sec): 3 clusters Score: Raw -1766178.094368 + Penalty 1861.570234 = -1764316.524134 nChanged 3 SP:Iteration 112Q (2426.248997 sec): 3 clusters Score: Raw -1766178.291823 + Penalty 1861.570234 = -1764316.721589 nChanged 1 SP:Iteration 113Q (2426.281434 sec): 3 clusters Score: Raw -1766178.346470 + Penalty 1861.570234 = -1764316.776236 nChanged 1 SP:Iteration 114Q (2426.310568 sec): 3 clusters Score: Raw -1766178.416174 + Penalty 1861.570234 = -1764316.845940 nChanged 1 SP:Iteration 115Q (2426.339624 sec): 3 clusters Score: Raw -1766178.573914 + Penalty 1861.570234 = -1764317.003680 nChanged 2 SP:Iteration 116Q (2426.368599 sec): 3 clusters Score: Raw -1766178.707959 + Penalty 1861.570234 = -1764317.137726 nChanged 2 SP:Iteration 117Q (2426.397785 sec): 3 clusters Score: Raw -1766179.082348 + Penalty 1861.570234 = -1764317.512114 nChanged 3 SP:Iteration 118Q (2426.427445 sec): 3 clusters Score: Raw -1766179.284746 + Penalty 1861.570234 = -1764317.714512 nChanged 3 SP:Iteration 119Q (2426.456824 sec): 3 clusters Score: Raw -1766179.424341 + Penalty 1861.570234 = -1764317.854107 nChanged 1 SP:Iteration 120F (2426.489416 sec): 3 clusters Score: Raw -1766179.510488 + Penalty 1861.570234 = -1764317.940255 nChanged 1 SP:Iteration 121Q (2426.530516 sec): 3 clusters Score: Raw -1766179.555890 + Penalty 1861.570234 = -1764317.985656 nChanged 0 SP:Iteration 122F (2426.563240 sec): 3 clusters Score: Raw -1766179.555890 + Penalty 1861.570234 = -1764317.985656 nChanged 0 Trying to split cluster 2 (11787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2426.595765 sec): 2 clusters Score: Raw -1069953.820173 + Penalty 890.601488 = -1069063.218685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2426.622824 sec): 3 clusters Score: Raw -1062869.723611 + Penalty 1781.202977 = -1061088.520635 nChanged 5303 SP:Iteration 1F (2426.648642 sec): 3 clusters Score: Raw -1065736.476552 + Penalty 1781.202977 = -1063955.273575 nChanged 670 SP:Iteration 2F (2426.674754 sec): 3 clusters Score: Raw -1066029.202846 + Penalty 1781.202977 = -1064247.999869 nChanged 628 SP:Iteration 3F (2426.700617 sec): 3 clusters Score: Raw -1066331.368486 + Penalty 1781.202977 = -1064550.165510 nChanged 616 SP:Iteration 4F (2426.726573 sec): 3 clusters Score: Raw -1066636.776897 + Penalty 1781.202977 = -1064855.573921 nChanged 643 SP:Iteration 5F (2426.752570 sec): 3 clusters Score: Raw -1066974.333593 + Penalty 1781.202977 = -1065193.130617 nChanged 612 SP:Iteration 6F (2426.778615 sec): 3 clusters Score: Raw -1067329.228700 + Penalty 1781.202977 = -1065548.025724 nChanged 594 SP:Iteration 7F (2426.804521 sec): 3 clusters Score: Raw -1067685.212715 + Penalty 1781.202977 = -1065904.009738 nChanged 584 SP:Iteration 8Q (2426.830666 sec): 3 clusters Score: Raw -1068061.266305 + Penalty 1781.202977 = -1066280.063329 nChanged 541 SP:Iteration 9Q (2426.856678 sec): 3 clusters Score: Raw -1068369.491831 + Penalty 1781.202977 = -1066588.288854 nChanged 432 SP:Iteration 10Q (2426.882568 sec): 3 clusters Score: Raw -1068560.506340 + Penalty 1781.202977 = -1066779.303363 nChanged 340 SP:Iteration 11Q (2426.917862 sec): 3 clusters Score: Raw -1068674.211803 + Penalty 1781.202977 = -1066893.008827 nChanged 245 SP:Iteration 12Q (2426.943456 sec): 3 clusters Score: Raw -1068748.749260 + Penalty 1781.202977 = -1066967.546284 nChanged 207 SP:Iteration 13Q (2426.969116 sec): 3 clusters Score: Raw -1068808.262287 + Penalty 1781.202977 = -1067027.059310 nChanged 159 SP:Iteration 14Q (2426.994788 sec): 3 clusters Score: Raw -1068850.232369 + Penalty 1781.202977 = -1067069.029392 nChanged 145 SP:Iteration 15Q (2427.026844 sec): 3 clusters Score: Raw -1068895.598832 + Penalty 1781.202977 = -1067114.395856 nChanged 149 SP:Iteration 16Q (2427.060187 sec): 3 clusters Score: Raw -1068946.898571 + Penalty 1781.202977 = -1067165.695595 nChanged 154 SP:Iteration 17Q (2427.085627 sec): 3 clusters Score: Raw -1068998.038838 + Penalty 1781.202977 = -1067216.835861 nChanged 173 SP:Iteration 18Q (2427.110996 sec): 3 clusters Score: Raw -1069049.693244 + Penalty 1781.202977 = -1067268.490267 nChanged 163 SP:Iteration 19Q (2427.138628 sec): 3 clusters Score: Raw -1069095.327084 + Penalty 1781.202977 = -1067314.124107 nChanged 143 SP:Iteration 20F (2427.164540 sec): 3 clusters Score: Raw -1069135.166267 + Penalty 1781.202977 = -1067353.963290 nChanged 135 SP:Iteration 21Q (2427.196267 sec): 3 clusters Score: Raw -1069176.836645 + Penalty 1781.202977 = -1067395.633668 nChanged 139 SP:Iteration 22Q (2427.221506 sec): 3 clusters Score: Raw -1069232.591063 + Penalty 1781.202977 = -1067451.388087 nChanged 145 SP:Iteration 23Q (2427.250817 sec): 3 clusters Score: Raw -1069297.457124 + Penalty 1781.202977 = -1067516.254147 nChanged 152 SP:Iteration 24Q (2427.275793 sec): 3 clusters Score: Raw -1069374.971310 + Penalty 1781.202977 = -1067593.768334 nChanged 153 SP:Iteration 25Q (2427.300736 sec): 3 clusters Score: Raw -1069460.398707 + Penalty 1781.202977 = -1067679.195731 nChanged 171 SP:Iteration 26Q (2427.325526 sec): 3 clusters Score: Raw -1069570.596029 + Penalty 1781.202977 = -1067789.393052 nChanged 168 SP:Iteration 27Q (2427.355817 sec): 3 clusters Score: Raw -1069676.597409 + Penalty 1781.202977 = -1067895.394432 nChanged 157 SP:Iteration 28Q (2427.413922 sec): 3 clusters Score: Raw -1069765.965456 + Penalty 1781.202977 = -1067984.762480 nChanged 147 SP:Iteration 29Q (2427.439813 sec): 3 clusters Score: Raw -1069838.493741 + Penalty 1781.202977 = -1068057.290764 nChanged 109 SP:Iteration 30Q (2427.464276 sec): 3 clusters Score: Raw -1069889.086814 + Penalty 1781.202977 = -1068107.883837 nChanged 102 SP:Iteration 31Q (2427.510610 sec): 3 clusters Score: Raw -1069934.768219 + Penalty 1781.202977 = -1068153.565242 nChanged 83 SP:Iteration 32Q (2427.534787 sec): 3 clusters Score: Raw -1069975.468136 + Penalty 1781.202977 = -1068194.265159 nChanged 85 SP:Iteration 33Q (2427.558728 sec): 3 clusters Score: Raw -1070007.497932 + Penalty 1781.202977 = -1068226.294955 nChanged 66 SP:Iteration 34Q (2427.582890 sec): 3 clusters Score: Raw -1070031.081328 + Penalty 1781.202977 = -1068249.878351 nChanged 57 SP:Iteration 35Q (2427.606664 sec): 3 clusters Score: Raw -1070047.966175 + Penalty 1781.202977 = -1068266.763198 nChanged 45 SP:Iteration 36Q (2427.633084 sec): 3 clusters Score: Raw -1070058.543952 + Penalty 1781.202977 = -1068277.340975 nChanged 33 SP:Iteration 37Q (2427.660892 sec): 3 clusters Score: Raw -1070066.338928 + Penalty 1781.202977 = -1068285.135952 nChanged 32 SP:Iteration 38Q (2427.684816 sec): 3 clusters Score: Raw -1070072.794297 + Penalty 1781.202977 = -1068291.591321 nChanged 35 SP:Iteration 39Q (2427.721873 sec): 3 clusters Score: Raw -1070079.744178 + Penalty 1781.202977 = -1068298.541202 nChanged 29 SP:Iteration 40F (2427.751238 sec): 3 clusters Score: Raw -1070088.026382 + Penalty 1781.202977 = -1068306.823405 nChanged 22 SP:Iteration 41Q (2427.775023 sec): 3 clusters Score: Raw -1070091.971026 + Penalty 1781.202977 = -1068310.768049 nChanged 17 SP:Iteration 42Q (2427.798783 sec): 3 clusters Score: Raw -1070094.565359 + Penalty 1781.202977 = -1068313.362383 nChanged 15 SP:Iteration 43Q (2427.822587 sec): 3 clusters Score: Raw -1070096.936491 + Penalty 1781.202977 = -1068315.733515 nChanged 15 SP:Iteration 44Q (2427.846309 sec): 3 clusters Score: Raw -1070100.248691 + Penalty 1781.202977 = -1068319.045714 nChanged 12 SP:Iteration 45Q (2427.870223 sec): 3 clusters Score: Raw -1070103.198682 + Penalty 1781.202977 = -1068321.995705 nChanged 13 SP:Iteration 46Q (2427.893847 sec): 3 clusters Score: Raw -1070105.738790 + Penalty 1781.202977 = -1068324.535813 nChanged 12 SP:Iteration 47Q (2427.917584 sec): 3 clusters Score: Raw -1070108.223038 + Penalty 1781.202977 = -1068327.020061 nChanged 18 SP:Iteration 48Q (2427.941249 sec): 3 clusters Score: Raw -1070111.501181 + Penalty 1781.202977 = -1068330.298205 nChanged 19 SP:Iteration 49Q (2427.964996 sec): 3 clusters Score: Raw -1070114.193604 + Penalty 1781.202977 = -1068332.990627 nChanged 12 SP:Iteration 50Q (2427.988830 sec): 3 clusters Score: Raw -1070116.112476 + Penalty 1781.202977 = -1068334.909499 nChanged 11 SP:Iteration 51Q (2428.019207 sec): 3 clusters Score: Raw -1070117.845454 + Penalty 1781.202977 = -1068336.642478 nChanged 8 SP:Iteration 52Q (2428.060120 sec): 3 clusters Score: Raw -1070119.361525 + Penalty 1781.202977 = -1068338.158549 nChanged 11 SP:Iteration 53Q (2428.090459 sec): 3 clusters Score: Raw -1070121.944630 + Penalty 1781.202977 = -1068340.741654 nChanged 14 SP:Iteration 54Q (2428.114045 sec): 3 clusters Score: Raw -1070125.184029 + Penalty 1781.202977 = -1068343.981053 nChanged 14 SP:Iteration 55Q (2428.137692 sec): 3 clusters Score: Raw -1070128.425287 + Penalty 1781.202977 = -1068347.222311 nChanged 10 SP:Iteration 56Q (2428.161269 sec): 3 clusters Score: Raw -1070129.866094 + Penalty 1781.202977 = -1068348.663118 nChanged 8 SP:Iteration 57Q (2428.188083 sec): 3 clusters Score: Raw -1070131.554051 + Penalty 1781.202977 = -1068350.351074 nChanged 13 SP:Iteration 58Q (2428.215768 sec): 3 clusters Score: Raw -1070133.766604 + Penalty 1781.202977 = -1068352.563628 nChanged 17 SP:Iteration 59Q (2428.239556 sec): 3 clusters Score: Raw -1070137.357878 + Penalty 1781.202977 = -1068356.154901 nChanged 13 SP:Iteration 60F (2428.265394 sec): 3 clusters Score: Raw -1070139.237868 + Penalty 1781.202977 = -1068358.034891 nChanged 11 SP:Iteration 61Q (2428.288843 sec): 3 clusters Score: Raw -1070141.162441 + Penalty 1781.202977 = -1068359.959465 nChanged 4 SP:Iteration 62Q (2428.312432 sec): 3 clusters Score: Raw -1070141.669739 + Penalty 1781.202977 = -1068360.466762 nChanged 5 SP:Iteration 63Q (2428.344286 sec): 3 clusters Score: Raw -1070142.343785 + Penalty 1781.202977 = -1068361.140808 nChanged 5 SP:Iteration 64Q (2428.377450 sec): 3 clusters Score: Raw -1070142.819470 + Penalty 1781.202977 = -1068361.616493 nChanged 1 SP:Iteration 65Q (2428.427315 sec): 3 clusters Score: Raw -1070142.933591 + Penalty 1781.202977 = -1068361.730615 nChanged 1 SP:Iteration 66Q (2428.462514 sec): 3 clusters Score: Raw -1070142.986210 + Penalty 1781.202977 = -1068361.783234 nChanged 0 SP:Iteration 67F (2428.488488 sec): 3 clusters Score: Raw -1070142.986210 + Penalty 1781.202977 = -1068361.783234 nChanged 0 Trying to split cluster 3 (127998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2428.615239 sec): 2 clusters Score: Raw -12730615.830925 + Penalty 1117.178142 = -12729498.652783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2428.782478 sec): 3 clusters Score: Raw -12645648.141290 + Penalty 2234.356284 = -12643413.785006 nChanged 62049 SP:Iteration 1F (2428.941667 sec): 3 clusters Score: Raw -12682438.306474 + Penalty 2234.356284 = -12680203.950189 nChanged 4034 SP:Iteration 2Q (2429.110733 sec): 3 clusters Score: Raw -12683518.304875 + Penalty 2234.356284 = -12681283.948591 nChanged 4626 SP:Iteration 3Q (2429.278130 sec): 3 clusters Score: Raw -12685098.456602 + Penalty 2234.356284 = -12682864.100318 nChanged 5633 SP:Iteration 4Q (2429.476453 sec): 3 clusters Score: Raw -12687527.729010 + Penalty 2234.356284 = -12685293.372725 nChanged 6947 SP:Iteration 5F (2429.651907 sec): 3 clusters Score: Raw -12691120.083565 + Penalty 2234.356284 = -12688885.727281 nChanged 7959 SP:Iteration 6F (2429.807433 sec): 3 clusters Score: Raw -12695996.958592 + Penalty 2234.356284 = -12693762.602307 nChanged 8412 SP:Iteration 7F (2429.971656 sec): 3 clusters Score: Raw -12701746.725867 + Penalty 2234.356284 = -12699512.369583 nChanged 7821 SP:Iteration 8F (2430.127324 sec): 3 clusters Score: Raw -12707326.319191 + Penalty 2234.356284 = -12705091.962906 nChanged 6318 SP:Iteration 9Q (2430.302817 sec): 3 clusters Score: Raw -12711429.719270 + Penalty 2234.356284 = -12709195.362985 nChanged 4467 SP:Iteration 10Q (2430.462645 sec): 3 clusters Score: Raw -12713888.300815 + Penalty 2234.356284 = -12711653.944530 nChanged 3310 SP:Iteration 11Q (2430.619323 sec): 3 clusters Score: Raw -12715528.480015 + Penalty 2234.356284 = -12713294.123731 nChanged 3053 SP:Iteration 12Q (2430.773448 sec): 3 clusters Score: Raw -12716977.416970 + Penalty 2234.356284 = -12714743.060686 nChanged 2973 SP:Iteration 13Q (2430.925303 sec): 3 clusters Score: Raw -12718448.246311 + Penalty 2234.356284 = -12716213.890027 nChanged 2930 SP:Iteration 14Q (2431.089961 sec): 3 clusters Score: Raw -12719979.325657 + Penalty 2234.356284 = -12717744.969373 nChanged 2830 SP:Iteration 15Q (2431.237660 sec): 3 clusters Score: Raw -12721558.906765 + Penalty 2234.356284 = -12719324.550480 nChanged 2656 SP:Iteration 16Q (2431.394370 sec): 3 clusters Score: Raw -12723116.926918 + Penalty 2234.356284 = -12720882.570634 nChanged 2400 SP:Iteration 17Q (2431.540024 sec): 3 clusters Score: Raw -12724574.669752 + Penalty 2234.356284 = -12722340.313468 nChanged 2146 SP:Iteration 18Q (2431.680554 sec): 3 clusters Score: Raw -12725931.305945 + Penalty 2234.356284 = -12723696.949661 nChanged 1838 SP:Iteration 19Q (2431.827795 sec): 3 clusters Score: Raw -12727132.110009 + Penalty 2234.356284 = -12724897.753724 nChanged 1513 SP:Iteration 20F (2431.993542 sec): 3 clusters Score: Raw -12728144.428704 + Penalty 2234.356284 = -12725910.072419 nChanged 1220 SP:Iteration 21Q (2432.124509 sec): 3 clusters Score: Raw -12728992.233582 + Penalty 2234.356284 = -12726757.877298 nChanged 929 SP:Iteration 22Q (2432.255410 sec): 3 clusters Score: Raw -12729639.712744 + Penalty 2234.356284 = -12727405.356460 nChanged 664 SP:Iteration 23Q (2432.391035 sec): 3 clusters Score: Raw -12730100.182316 + Penalty 2234.356284 = -12727865.826031 nChanged 454 SP:Iteration 24Q (2432.520589 sec): 3 clusters Score: Raw -12730383.327449 + Penalty 2234.356284 = -12728148.971165 nChanged 289 SP:Iteration 25Q (2432.671571 sec): 3 clusters Score: Raw -12730551.962696 + Penalty 2234.356284 = -12728317.606411 nChanged 193 SP:Iteration 26Q (2432.798657 sec): 3 clusters Score: Raw -12730654.949167 + Penalty 2234.356284 = -12728420.592883 nChanged 143 SP:Iteration 27Q (2432.926737 sec): 3 clusters Score: Raw -12730716.375407 + Penalty 2234.356284 = -12728482.019123 nChanged 111 SP:Iteration 28Q (2433.054593 sec): 3 clusters Score: Raw -12730755.177619 + Penalty 2234.356284 = -12728520.821334 nChanged 73 SP:Iteration 29Q (2433.188360 sec): 3 clusters Score: Raw -12730781.502265 + Penalty 2234.356284 = -12728547.145980 nChanged 56 SP:Iteration 30Q (2433.315800 sec): 3 clusters Score: Raw -12730801.506927 + Penalty 2234.356284 = -12728567.150642 nChanged 53 SP:Iteration 31Q (2433.472070 sec): 3 clusters Score: Raw -12730822.819082 + Penalty 2234.356284 = -12728588.462798 nChanged 55 SP:Iteration 32Q (2433.618963 sec): 3 clusters Score: Raw -12730851.075939 + Penalty 2234.356284 = -12728616.719655 nChanged 47 SP:Iteration 33Q (2433.745965 sec): 3 clusters Score: Raw -12730869.764728 + Penalty 2234.356284 = -12728635.408444 nChanged 39 SP:Iteration 34Q (2433.893828 sec): 3 clusters Score: Raw -12730883.174458 + Penalty 2234.356284 = -12728648.818174 nChanged 26 SP:Iteration 35Q (2434.021229 sec): 3 clusters Score: Raw -12730890.624511 + Penalty 2234.356284 = -12728656.268227 nChanged 21 SP:Iteration 36Q (2434.162712 sec): 3 clusters Score: Raw -12730895.129597 + Penalty 2234.356284 = -12728660.773312 nChanged 16 SP:Iteration 37Q (2434.291003 sec): 3 clusters Score: Raw -12730901.714271 + Penalty 2234.356284 = -12728667.357986 nChanged 25 SP:Iteration 38Q (2434.427262 sec): 3 clusters Score: Raw -12730908.952220 + Penalty 2234.356284 = -12728674.595936 nChanged 18 SP:Iteration 39Q (2434.559625 sec): 3 clusters Score: Raw -12730913.851695 + Penalty 2234.356284 = -12728679.495411 nChanged 13 SP:Iteration 40F (2434.723842 sec): 3 clusters Score: Raw -12730919.490750 + Penalty 2234.356284 = -12728685.134466 nChanged 11 SP:Iteration 41Q (2434.861687 sec): 3 clusters Score: Raw -12730922.581664 + Penalty 2234.356284 = -12728688.225380 nChanged 15 SP:Iteration 42Q (2435.001514 sec): 3 clusters Score: Raw -12730925.896642 + Penalty 2234.356284 = -12728691.540357 nChanged 10 SP:Iteration 43Q (2435.132205 sec): 3 clusters Score: Raw -12730927.790771 + Penalty 2234.356284 = -12728693.434486 nChanged 3 SP:Iteration 44Q (2435.259581 sec): 3 clusters Score: Raw -12730928.479463 + Penalty 2234.356284 = -12728694.123178 nChanged 3 SP:Iteration 45Q (2435.387214 sec): 3 clusters Score: Raw -12730929.029237 + Penalty 2234.356284 = -12728694.672953 nChanged 3 SP:Iteration 46Q (2435.514827 sec): 3 clusters Score: Raw -12730930.030845 + Penalty 2234.356284 = -12728695.674560 nChanged 5 SP:Iteration 47Q (2435.641740 sec): 3 clusters Score: Raw -12730931.180929 + Penalty 2234.356284 = -12728696.824644 nChanged 4 SP:Iteration 48Q (2435.769534 sec): 3 clusters Score: Raw -12730932.430936 + Penalty 2234.356284 = -12728698.074652 nChanged 8 SP:Iteration 49Q (2435.896852 sec): 3 clusters Score: Raw -12730934.342617 + Penalty 2234.356284 = -12728699.986333 nChanged 11 SP:Iteration 50Q (2436.023279 sec): 3 clusters Score: Raw -12730939.105923 + Penalty 2234.356284 = -12728704.749638 nChanged 13 SP:Iteration 51Q (2436.150535 sec): 3 clusters Score: Raw -12730941.210868 + Penalty 2234.356284 = -12728706.854584 nChanged 5 SP:Iteration 52Q (2436.277866 sec): 3 clusters Score: Raw -12730942.098451 + Penalty 2234.356284 = -12728707.742166 nChanged 6 SP:Iteration 53Q (2436.404899 sec): 3 clusters Score: Raw -12730943.746608 + Penalty 2234.356284 = -12728709.390324 nChanged 6 SP:Iteration 54Q (2436.538073 sec): 3 clusters Score: Raw -12730944.949281 + Penalty 2234.356284 = -12728710.592997 nChanged 4 SP:Iteration 55Q (2436.667648 sec): 3 clusters Score: Raw -12730945.619990 + Penalty 2234.356284 = -12728711.263705 nChanged 3 SP:Iteration 56Q (2436.795153 sec): 3 clusters Score: Raw -12730946.409437 + Penalty 2234.356284 = -12728712.053153 nChanged 5 SP:Iteration 57Q (2436.922601 sec): 3 clusters Score: Raw -12730947.511103 + Penalty 2234.356284 = -12728713.154819 nChanged 4 SP:Iteration 58Q (2437.049681 sec): 3 clusters Score: Raw -12730948.332866 + Penalty 2234.356284 = -12728713.976581 nChanged 3 SP:Iteration 59Q (2437.176379 sec): 3 clusters Score: Raw -12730948.924329 + Penalty 2234.356284 = -12728714.568045 nChanged 4 SP:Iteration 60F (2437.330376 sec): 3 clusters Score: Raw -12730949.524579 + Penalty 2234.356284 = -12728715.168294 nChanged 4 SP:Iteration 61Q (2437.462775 sec): 3 clusters Score: Raw -12730950.600037 + Penalty 2234.356284 = -12728716.243752 nChanged 4 SP:Iteration 62Q (2437.590210 sec): 3 clusters Score: Raw -12730951.592164 + Penalty 2234.356284 = -12728717.235880 nChanged 6 SP:Iteration 63Q (2437.717180 sec): 3 clusters Score: Raw -12730953.104585 + Penalty 2234.356284 = -12728718.748301 nChanged 4 SP:Iteration 64Q (2437.845389 sec): 3 clusters Score: Raw -12730954.152525 + Penalty 2234.356284 = -12728719.796240 nChanged 7 SP:Iteration 65Q (2437.971928 sec): 3 clusters Score: Raw -12730955.550989 + Penalty 2234.356284 = -12728721.194704 nChanged 6 SP:Iteration 66Q (2438.096422 sec): 3 clusters Score: Raw -12730956.508923 + Penalty 2234.356284 = -12728722.152638 nChanged 2 SP:Iteration 67Q (2438.223061 sec): 3 clusters Score: Raw -12730956.881309 + Penalty 2234.356284 = -12728722.525025 nChanged 4 SP:Iteration 68Q (2438.350497 sec): 3 clusters Score: Raw -12730957.573791 + Penalty 2234.356284 = -12728723.217507 nChanged 1 SP:Iteration 69Q (2438.477550 sec): 3 clusters Score: Raw -12730957.945952 + Penalty 2234.356284 = -12728723.589667 nChanged 1 SP:Iteration 70Q (2438.605928 sec): 3 clusters Score: Raw -12730958.089928 + Penalty 2234.356284 = -12728723.733644 nChanged 0 SP:Iteration 71F (2438.768048 sec): 3 clusters Score: Raw -12730958.089928 + Penalty 2234.356284 = -12728723.733644 nChanged 0 Trying to split cluster 4 (140856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2438.894932 sec): 2 clusters Score: Raw -13716033.279225 + Penalty 1126.271870 = -13714907.007355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2439.068616 sec): 3 clusters Score: Raw -13622316.360261 + Penalty 2252.543740 = -13620063.816521 nChanged 68765 SP:Iteration 1F (2439.236634 sec): 3 clusters Score: Raw -13664299.598837 + Penalty 2252.543740 = -13662047.055097 nChanged 7097 SP:Iteration 2F (2439.406775 sec): 3 clusters Score: Raw -13667792.394041 + Penalty 2252.543740 = -13665539.850301 nChanged 9322 SP:Iteration 3F (2439.577962 sec): 3 clusters Score: Raw -13673875.035934 + Penalty 2252.543740 = -13671622.492193 nChanged 11245 SP:Iteration 4F (2439.771606 sec): 3 clusters Score: Raw -13682850.380730 + Penalty 2252.543740 = -13680597.836990 nChanged 11117 SP:Iteration 5F (2439.946403 sec): 3 clusters Score: Raw -13692572.830976 + Penalty 2252.543740 = -13690320.287235 nChanged 8723 SP:Iteration 6F (2440.117421 sec): 3 clusters Score: Raw -13700373.993959 + Penalty 2252.543740 = -13698121.450218 nChanged 5971 SP:Iteration 7Q (2440.293033 sec): 3 clusters Score: Raw -13705339.641471 + Penalty 2252.543740 = -13703087.097731 nChanged 3989 SP:Iteration 8Q (2440.469652 sec): 3 clusters Score: Raw -13707924.813899 + Penalty 2252.543740 = -13705672.270158 nChanged 2596 SP:Iteration 9Q (2440.632216 sec): 3 clusters Score: Raw -13709272.739298 + Penalty 2252.543740 = -13707020.195558 nChanged 1957 SP:Iteration 10Q (2440.817820 sec): 3 clusters Score: Raw -13710188.647098 + Penalty 2252.543740 = -13707936.103357 nChanged 1568 SP:Iteration 11Q (2440.977703 sec): 3 clusters Score: Raw -13710892.310451 + Penalty 2252.543740 = -13708639.766710 nChanged 1399 SP:Iteration 12Q (2441.139415 sec): 3 clusters Score: Raw -13711505.249472 + Penalty 2252.543740 = -13709252.705732 nChanged 1279 SP:Iteration 13Q (2441.293846 sec): 3 clusters Score: Raw -13712052.293175 + Penalty 2252.543740 = -13709799.749434 nChanged 1176 SP:Iteration 14Q (2441.449388 sec): 3 clusters Score: Raw -13712536.833897 + Penalty 2252.543740 = -13710284.290157 nChanged 1041 SP:Iteration 15Q (2441.603580 sec): 3 clusters Score: Raw -13712970.765347 + Penalty 2252.543740 = -13710718.221606 nChanged 938 SP:Iteration 16Q (2441.764912 sec): 3 clusters Score: Raw -13713360.491781 + Penalty 2252.543740 = -13711107.948040 nChanged 864 SP:Iteration 17Q (2441.917583 sec): 3 clusters Score: Raw -13713726.909183 + Penalty 2252.543740 = -13711474.365442 nChanged 801 SP:Iteration 18Q (2442.068246 sec): 3 clusters Score: Raw -13714069.378782 + Penalty 2252.543740 = -13711816.835041 nChanged 714 SP:Iteration 19Q (2442.217732 sec): 3 clusters Score: Raw -13714364.176682 + Penalty 2252.543740 = -13712111.632941 nChanged 651 SP:Iteration 20F (2442.393642 sec): 3 clusters Score: Raw -13714653.817075 + Penalty 2252.543740 = -13712401.273335 nChanged 571 SP:Iteration 21Q (2442.541966 sec): 3 clusters Score: Raw -13714911.775291 + Penalty 2252.543740 = -13712659.231550 nChanged 516 SP:Iteration 22Q (2442.696257 sec): 3 clusters Score: Raw -13715131.491337 + Penalty 2252.543740 = -13712878.947597 nChanged 436 SP:Iteration 23Q (2442.852351 sec): 3 clusters Score: Raw -13715302.348836 + Penalty 2252.543740 = -13713049.805096 nChanged 364 SP:Iteration 24Q (2442.998517 sec): 3 clusters Score: Raw -13715453.126979 + Penalty 2252.543740 = -13713200.583239 nChanged 327 SP:Iteration 25Q (2443.148046 sec): 3 clusters Score: Raw -13715584.321817 + Penalty 2252.543740 = -13713331.778076 nChanged 274 SP:Iteration 26Q (2443.298807 sec): 3 clusters Score: Raw -13715689.260418 + Penalty 2252.543740 = -13713436.716677 nChanged 216 SP:Iteration 27Q (2443.443405 sec): 3 clusters Score: Raw -13715773.807560 + Penalty 2252.543740 = -13713521.263820 nChanged 220 SP:Iteration 28Q (2443.587140 sec): 3 clusters Score: Raw -13715864.352491 + Penalty 2252.543740 = -13713611.808751 nChanged 177 SP:Iteration 29Q (2443.734671 sec): 3 clusters Score: Raw -13715933.141236 + Penalty 2252.543740 = -13713680.597495 nChanged 141 SP:Iteration 30Q (2443.877794 sec): 3 clusters Score: Raw -13715985.342946 + Penalty 2252.543740 = -13713732.799206 nChanged 113 SP:Iteration 31Q (2444.021742 sec): 3 clusters Score: Raw -13716020.755679 + Penalty 2252.543740 = -13713768.211938 nChanged 83 SP:Iteration 32Q (2444.162784 sec): 3 clusters Score: Raw -13716043.388441 + Penalty 2252.543740 = -13713790.844701 nChanged 74 SP:Iteration 33Q (2444.306046 sec): 3 clusters Score: Raw -13716059.506900 + Penalty 2252.543740 = -13713806.963160 nChanged 58 SP:Iteration 34Q (2444.454499 sec): 3 clusters Score: Raw -13716072.944475 + Penalty 2252.543740 = -13713820.400735 nChanged 58 SP:Iteration 35Q (2444.599334 sec): 3 clusters Score: Raw -13716089.175720 + Penalty 2252.543740 = -13713836.631979 nChanged 63 SP:Iteration 36Q (2444.742251 sec): 3 clusters Score: Raw -13716105.552079 + Penalty 2252.543740 = -13713853.008338 nChanged 51 SP:Iteration 37Q (2444.889472 sec): 3 clusters Score: Raw -13716118.196244 + Penalty 2252.543740 = -13713865.652503 nChanged 54 SP:Iteration 38Q (2445.032236 sec): 3 clusters Score: Raw -13716131.828498 + Penalty 2252.543740 = -13713879.284757 nChanged 51 SP:Iteration 39Q (2445.192519 sec): 3 clusters Score: Raw -13716146.688234 + Penalty 2252.543740 = -13713894.144494 nChanged 60 SP:Iteration 40F (2445.358944 sec): 3 clusters Score: Raw -13716162.388467 + Penalty 2252.543740 = -13713909.844727 nChanged 47 SP:Iteration 41Q (2445.510895 sec): 3 clusters Score: Raw -13716175.787563 + Penalty 2252.543740 = -13713923.243822 nChanged 40 SP:Iteration 42Q (2445.652630 sec): 3 clusters Score: Raw -13716187.306073 + Penalty 2252.543740 = -13713934.762332 nChanged 32 SP:Iteration 43Q (2445.795057 sec): 3 clusters Score: Raw -13716198.436051 + Penalty 2252.543740 = -13713945.892310 nChanged 33 SP:Iteration 44Q (2445.939142 sec): 3 clusters Score: Raw -13716209.993035 + Penalty 2252.543740 = -13713957.449294 nChanged 32 SP:Iteration 45Q (2446.083926 sec): 3 clusters Score: Raw -13716223.112349 + Penalty 2252.543740 = -13713970.568608 nChanged 28 SP:Iteration 46Q (2446.227710 sec): 3 clusters Score: Raw -13716234.134806 + Penalty 2252.543740 = -13713981.591066 nChanged 35 SP:Iteration 47Q (2446.376670 sec): 3 clusters Score: Raw -13716241.920106 + Penalty 2252.543740 = -13713989.376366 nChanged 22 SP:Iteration 48Q (2446.520459 sec): 3 clusters Score: Raw -13716246.930053 + Penalty 2252.543740 = -13713994.386312 nChanged 18 SP:Iteration 49Q (2446.662181 sec): 3 clusters Score: Raw -13716249.505442 + Penalty 2252.543740 = -13713996.961702 nChanged 14 SP:Iteration 50Q (2446.814229 sec): 3 clusters Score: Raw -13716252.301472 + Penalty 2252.543740 = -13713999.757732 nChanged 11 SP:Iteration 51Q (2446.957897 sec): 3 clusters Score: Raw -13716254.323906 + Penalty 2252.543740 = -13714001.780165 nChanged 10 SP:Iteration 52Q (2447.102419 sec): 3 clusters Score: Raw -13716256.330388 + Penalty 2252.543740 = -13714003.786648 nChanged 8 SP:Iteration 53Q (2447.257368 sec): 3 clusters Score: Raw -13716258.521679 + Penalty 2252.543740 = -13714005.977939 nChanged 10 SP:Iteration 54Q (2447.397115 sec): 3 clusters Score: Raw -13716261.169665 + Penalty 2252.543740 = -13714008.625925 nChanged 8 SP:Iteration 55Q (2447.539810 sec): 3 clusters Score: Raw -13716262.491570 + Penalty 2252.543740 = -13714009.947830 nChanged 7 SP:Iteration 56Q (2447.682998 sec): 3 clusters Score: Raw -13716263.282046 + Penalty 2252.543740 = -13714010.738306 nChanged 4 SP:Iteration 57Q (2447.825621 sec): 3 clusters Score: Raw -13716264.135735 + Penalty 2252.543740 = -13714011.591994 nChanged 3 SP:Iteration 58Q (2447.969504 sec): 3 clusters Score: Raw -13716264.428923 + Penalty 2252.543740 = -13714011.885183 nChanged 2 SP:Iteration 59Q (2448.119919 sec): 3 clusters Score: Raw -13716264.735451 + Penalty 2252.543740 = -13714012.191711 nChanged 7 SP:Iteration 60F (2448.288452 sec): 3 clusters Score: Raw -13716265.836465 + Penalty 2252.543740 = -13714013.292724 nChanged 3 SP:Iteration 61Q (2448.431182 sec): 3 clusters Score: Raw -13716266.289027 + Penalty 2252.543740 = -13714013.745287 nChanged 3 SP:Iteration 62Q (2448.573070 sec): 3 clusters Score: Raw -13716266.851205 + Penalty 2252.543740 = -13714014.307465 nChanged 1 SP:Iteration 63Q (2448.715534 sec): 3 clusters Score: Raw -13716266.906013 + Penalty 2252.543740 = -13714014.362273 nChanged 0 SP:Iteration 64F (2448.891294 sec): 3 clusters Score: Raw -13716266.906013 + Penalty 2252.543740 = -13714014.362273 nChanged 0 Trying to split cluster 5 (8303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2448.908389 sec): 2 clusters Score: Raw -778049.789179 + Penalty 857.315357 = -777192.473822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2448.931470 sec): 3 clusters Score: Raw -773201.236278 + Penalty 1714.630713 = -771486.605565 nChanged 3710 SP:Iteration 1F (2448.953896 sec): 3 clusters Score: Raw -775421.797859 + Penalty 1714.630713 = -773707.167146 nChanged 648 SP:Iteration 2F (2448.976209 sec): 3 clusters Score: Raw -775829.979877 + Penalty 1714.630713 = -774115.349164 nChanged 629 SP:Iteration 3F (2448.998536 sec): 3 clusters Score: Raw -776295.641445 + Penalty 1714.630713 = -774581.010732 nChanged 600 SP:Iteration 4F (2449.020977 sec): 3 clusters Score: Raw -776778.089093 + Penalty 1714.630713 = -775063.458380 nChanged 555 SP:Iteration 5F (2449.042569 sec): 3 clusters Score: Raw -777228.223651 + Penalty 1714.630713 = -775513.592938 nChanged 420 SP:Iteration 6F (2449.064892 sec): 3 clusters Score: Raw -777545.045972 + Penalty 1714.630713 = -775830.415259 nChanged 294 SP:Iteration 7Q (2449.087097 sec): 3 clusters Score: Raw -777762.229698 + Penalty 1714.630713 = -776047.598985 nChanged 216 SP:Iteration 8Q (2449.109178 sec): 3 clusters Score: Raw -777928.967950 + Penalty 1714.630713 = -776214.337237 nChanged 145 SP:Iteration 9Q (2449.130995 sec): 3 clusters Score: Raw -778042.271929 + Penalty 1714.630713 = -776327.641216 nChanged 100 SP:Iteration 10Q (2449.152380 sec): 3 clusters Score: Raw -778132.963552 + Penalty 1714.630713 = -776418.332838 nChanged 89 SP:Iteration 11Q (2449.209826 sec): 3 clusters Score: Raw -778200.435847 + Penalty 1714.630713 = -776485.805134 nChanged 54 SP:Iteration 12Q (2449.238437 sec): 3 clusters Score: Raw -778235.442270 + Penalty 1714.630713 = -776520.811557 nChanged 44 SP:Iteration 13Q (2449.259368 sec): 3 clusters Score: Raw -778263.175896 + Penalty 1714.630713 = -776548.545183 nChanged 36 SP:Iteration 14Q (2449.285457 sec): 3 clusters Score: Raw -778278.397180 + Penalty 1714.630713 = -776563.766467 nChanged 27 SP:Iteration 15Q (2449.306567 sec): 3 clusters Score: Raw -778290.542940 + Penalty 1714.630713 = -776575.912227 nChanged 27 SP:Iteration 16Q (2449.327647 sec): 3 clusters Score: Raw -778304.543696 + Penalty 1714.630713 = -776589.912982 nChanged 21 SP:Iteration 17Q (2449.348698 sec): 3 clusters Score: Raw -778314.945313 + Penalty 1714.630713 = -776600.314600 nChanged 13 SP:Iteration 18Q (2449.369657 sec): 3 clusters Score: Raw -778319.715642 + Penalty 1714.630713 = -776605.084929 nChanged 10 SP:Iteration 19Q (2449.390640 sec): 3 clusters Score: Raw -778322.963124 + Penalty 1714.630713 = -776608.332411 nChanged 10 SP:Iteration 20F (2449.413192 sec): 3 clusters Score: Raw -778327.647496 + Penalty 1714.630713 = -776613.016783 nChanged 11 SP:Iteration 21Q (2449.434140 sec): 3 clusters Score: Raw -778332.416000 + Penalty 1714.630713 = -776617.785287 nChanged 5 SP:Iteration 22Q (2449.455061 sec): 3 clusters Score: Raw -778335.848989 + Penalty 1714.630713 = -776621.218276 nChanged 7 SP:Iteration 23Q (2449.475898 sec): 3 clusters Score: Raw -778339.011257 + Penalty 1714.630713 = -776624.380544 nChanged 4 SP:Iteration 24Q (2449.496636 sec): 3 clusters Score: Raw -778340.477183 + Penalty 1714.630713 = -776625.846470 nChanged 2 SP:Iteration 25Q (2449.517404 sec): 3 clusters Score: Raw -778341.018034 + Penalty 1714.630713 = -776626.387321 nChanged 0 SP:Iteration 26F (2449.539915 sec): 3 clusters Score: Raw -778341.018034 + Penalty 1714.630713 = -776626.387321 nChanged 0 Trying to split cluster 6 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2449.553621 sec): 2 clusters Score: Raw -61837.838929 + Penalty 621.808218 = -61216.030711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2449.556962 sec): 3 clusters Score: Raw -61585.242717 + Penalty 1243.616435 = -60341.626282 nChanged 228 SP:Iteration 1F (2449.560014 sec): 3 clusters Score: Raw -61825.845841 + Penalty 1243.616435 = -60582.229406 nChanged 55 SP:Iteration 2F (2449.563025 sec): 3 clusters Score: Raw -61887.461587 + Penalty 1243.616435 = -60643.845151 nChanged 34 SP:Iteration 3Q (2449.565993 sec): 3 clusters Score: Raw -61927.027386 + Penalty 1243.616435 = -60683.410951 nChanged 24 SP:Iteration 4Q (2449.568964 sec): 3 clusters Score: Raw -61948.678560 + Penalty 1243.616435 = -60705.062124 nChanged 13 SP:Iteration 5Q (2449.571903 sec): 3 clusters Score: Raw -61958.150764 + Penalty 1243.616435 = -60714.534328 nChanged 7 SP:Iteration 6Q (2449.574837 sec): 3 clusters Score: Raw -61964.316869 + Penalty 1243.616435 = -60720.700434 nChanged 6 SP:Iteration 7Q (2449.577773 sec): 3 clusters Score: Raw -61968.049603 + Penalty 1243.616435 = -60724.433168 nChanged 3 SP:Iteration 8Q (2449.580752 sec): 3 clusters Score: Raw -61969.830787 + Penalty 1243.616435 = -60726.214351 nChanged 2 SP:Iteration 9Q (2449.583716 sec): 3 clusters Score: Raw -61970.383608 + Penalty 1243.616435 = -60726.767173 nChanged 0 SP:Iteration 10F (2449.586685 sec): 3 clusters Score: Raw -61970.383608 + Penalty 1243.616435 = -60726.767173 nChanged 0 Trying to split cluster 7 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2449.601664 sec): 2 clusters Score: Raw -136132.864983 + Penalty 698.725183 = -135434.139800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2449.613859 sec): 3 clusters Score: Raw -135395.761671 + Penalty 1397.450365 = -133998.311306 nChanged 584 SP:Iteration 1F (2449.619877 sec): 3 clusters Score: Raw -135760.947037 + Penalty 1397.450365 = -134363.496672 nChanged 126 SP:Iteration 2F (2449.625812 sec): 3 clusters Score: Raw -135855.548719 + Penalty 1397.450365 = -134458.098354 nChanged 90 SP:Iteration 3F (2449.631808 sec): 3 clusters Score: Raw -135918.750471 + Penalty 1397.450365 = -134521.300106 nChanged 77 SP:Iteration 4Q (2449.637751 sec): 3 clusters Score: Raw -135972.612714 + Penalty 1397.450365 = -134575.162349 nChanged 62 SP:Iteration 5Q (2449.645397 sec): 3 clusters Score: Raw -136016.175670 + Penalty 1397.450365 = -134618.725305 nChanged 49 SP:Iteration 6Q (2449.651433 sec): 3 clusters Score: Raw -136041.455420 + Penalty 1397.450365 = -134644.005055 nChanged 34 SP:Iteration 7Q (2449.657413 sec): 3 clusters Score: Raw -136062.856167 + Penalty 1397.450365 = -134665.405802 nChanged 27 SP:Iteration 8Q (2449.663324 sec): 3 clusters Score: Raw -136076.973018 + Penalty 1397.450365 = -134679.522653 nChanged 24 SP:Iteration 9Q (2449.669281 sec): 3 clusters Score: Raw -136091.081185 + Penalty 1397.450365 = -134693.630820 nChanged 23 SP:Iteration 10Q (2449.675259 sec): 3 clusters Score: Raw -136098.211800 + Penalty 1397.450365 = -134700.761435 nChanged 16 SP:Iteration 11Q (2449.681222 sec): 3 clusters Score: Raw -136104.417233 + Penalty 1397.450365 = -134706.966868 nChanged 11 SP:Iteration 12Q (2449.687123 sec): 3 clusters Score: Raw -136108.660508 + Penalty 1397.450365 = -134711.210143 nChanged 9 SP:Iteration 13Q (2449.693097 sec): 3 clusters Score: Raw -136112.027772 + Penalty 1397.450365 = -134714.577407 nChanged 6 SP:Iteration 14Q (2449.699059 sec): 3 clusters Score: Raw -136115.389789 + Penalty 1397.450365 = -134717.939424 nChanged 6 SP:Iteration 15Q (2449.705014 sec): 3 clusters Score: Raw -136118.794107 + Penalty 1397.450365 = -134721.343742 nChanged 8 SP:Iteration 16Q (2449.710980 sec): 3 clusters Score: Raw -136122.356429 + Penalty 1397.450365 = -134724.906064 nChanged 5 SP:Iteration 17Q (2449.716885 sec): 3 clusters Score: Raw -136125.520516 + Penalty 1397.450365 = -134728.070151 nChanged 9 SP:Iteration 18Q (2449.722780 sec): 3 clusters Score: Raw -136130.851725 + Penalty 1397.450365 = -134733.401360 nChanged 10 SP:Iteration 19Q (2449.728748 sec): 3 clusters Score: Raw -136138.149823 + Penalty 1397.450365 = -134740.699458 nChanged 16 SP:Iteration 20F (2449.734737 sec): 3 clusters Score: Raw -136147.824058 + Penalty 1397.450365 = -134750.373693 nChanged 17 SP:Iteration 21Q (2449.740649 sec): 3 clusters Score: Raw -136155.995863 + Penalty 1397.450365 = -134758.545498 nChanged 24 SP:Iteration 22Q (2449.746539 sec): 3 clusters Score: Raw -136168.460893 + Penalty 1397.450365 = -134771.010528 nChanged 22 SP:Iteration 23Q (2449.752451 sec): 3 clusters Score: Raw -136179.063470 + Penalty 1397.450365 = -134781.613105 nChanged 21 SP:Iteration 24Q (2449.758341 sec): 3 clusters Score: Raw -136187.373667 + Penalty 1397.450365 = -134789.923302 nChanged 18 SP:Iteration 25Q (2449.764225 sec): 3 clusters Score: Raw -136197.884332 + Penalty 1397.450365 = -134800.433967 nChanged 19 SP:Iteration 26Q (2449.770160 sec): 3 clusters Score: Raw -136209.925309 + Penalty 1397.450365 = -134812.474944 nChanged 17 SP:Iteration 27Q (2449.776153 sec): 3 clusters Score: Raw -136218.938763 + Penalty 1397.450365 = -134821.488398 nChanged 11 SP:Iteration 28Q (2449.782095 sec): 3 clusters Score: Raw -136224.745530 + Penalty 1397.450365 = -134827.295165 nChanged 13 SP:Iteration 29Q (2449.787968 sec): 3 clusters Score: Raw -136230.931904 + Penalty 1397.450365 = -134833.481539 nChanged 11 SP:Iteration 30Q (2449.793915 sec): 3 clusters Score: Raw -136236.488445 + Penalty 1397.450365 = -134839.038080 nChanged 14 SP:Iteration 31Q (2449.799878 sec): 3 clusters Score: Raw -136241.943648 + Penalty 1397.450365 = -134844.493283 nChanged 12 SP:Iteration 32Q (2449.805623 sec): 3 clusters Score: Raw -136246.310120 + Penalty 1397.450365 = -134848.859755 nChanged 7 SP:Iteration 33Q (2449.811527 sec): 3 clusters Score: Raw -136250.177460 + Penalty 1397.450365 = -134852.727095 nChanged 6 SP:Iteration 34Q (2449.822719 sec): 3 clusters Score: Raw -136252.792758 + Penalty 1397.450365 = -134855.342393 nChanged 2 SP:Iteration 35Q (2449.834058 sec): 3 clusters Score: Raw -136253.541940 + Penalty 1397.450365 = -134856.091575 nChanged 2 SP:Iteration 36Q (2449.839960 sec): 3 clusters Score: Raw -136254.112937 + Penalty 1397.450365 = -134856.662572 nChanged 1 SP:Iteration 37Q (2449.845853 sec): 3 clusters Score: Raw -136254.418614 + Penalty 1397.450365 = -134856.968249 nChanged 1 SP:Iteration 38Q (2449.878432 sec): 3 clusters Score: Raw -136255.074194 + Penalty 1397.450365 = -134857.623829 nChanged 3 SP:Iteration 39Q (2449.903328 sec): 3 clusters Score: Raw -136257.114060 + Penalty 1397.450365 = -134859.663695 nChanged 5 SP:Iteration 40F (2449.909448 sec): 3 clusters Score: Raw -136258.696030 + Penalty 1397.450365 = -134861.245665 nChanged 0 Trying to split cluster 8 (24347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2449.946490 sec): 2 clusters Score: Raw -2416230.549787 + Penalty 959.515572 = -2415271.034215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2450.005628 sec): 3 clusters Score: Raw -2400986.245357 + Penalty 1919.031144 = -2399067.214213 nChanged 11318 SP:Iteration 1F (2450.067511 sec): 3 clusters Score: Raw -2407389.951490 + Penalty 1919.031144 = -2405470.920346 nChanged 1167 SP:Iteration 2Q (2450.108037 sec): 3 clusters Score: Raw -2407818.560995 + Penalty 1919.031144 = -2405899.529851 nChanged 1234 SP:Iteration 3F (2450.149362 sec): 3 clusters Score: Raw -2408329.615520 + Penalty 1919.031144 = -2406410.584376 nChanged 1366 SP:Iteration 4F (2450.188597 sec): 3 clusters Score: Raw -2408947.248512 + Penalty 1919.031144 = -2407028.217367 nChanged 1420 SP:Iteration 5F (2450.227719 sec): 3 clusters Score: Raw -2409720.870189 + Penalty 1919.031144 = -2407801.839045 nChanged 1560 SP:Iteration 6F (2450.267203 sec): 3 clusters Score: Raw -2410739.802268 + Penalty 1919.031144 = -2408820.771124 nChanged 1620 SP:Iteration 7F (2450.306602 sec): 3 clusters Score: Raw -2411952.866970 + Penalty 1919.031144 = -2410033.835826 nChanged 1529 SP:Iteration 8F (2450.346042 sec): 3 clusters Score: Raw -2413164.081124 + Penalty 1919.031144 = -2411245.049980 nChanged 1321 SP:Iteration 9F (2450.385753 sec): 3 clusters Score: Raw -2414278.842612 + Penalty 1919.031144 = -2412359.811467 nChanged 1024 SP:Iteration 10Q (2450.425405 sec): 3 clusters Score: Raw -2415172.916960 + Penalty 1919.031144 = -2413253.885816 nChanged 665 SP:Iteration 11Q (2450.468091 sec): 3 clusters Score: Raw -2415744.150156 + Penalty 1919.031144 = -2413825.119011 nChanged 361 SP:Iteration 12Q (2450.505329 sec): 3 clusters Score: Raw -2416033.995654 + Penalty 1919.031144 = -2414114.964510 nChanged 172 SP:Iteration 13Q (2450.541372 sec): 3 clusters Score: Raw -2416177.731211 + Penalty 1919.031144 = -2414258.700067 nChanged 81 SP:Iteration 14Q (2450.575676 sec): 3 clusters Score: Raw -2416260.312759 + Penalty 1919.031144 = -2414341.281615 nChanged 52 SP:Iteration 15Q (2450.610053 sec): 3 clusters Score: Raw -2416321.738925 + Penalty 1919.031144 = -2414402.707781 nChanged 32 SP:Iteration 16Q (2450.643799 sec): 3 clusters Score: Raw -2416359.879084 + Penalty 1919.031144 = -2414440.847940 nChanged 17 SP:Iteration 17Q (2450.677720 sec): 3 clusters Score: Raw -2416376.646285 + Penalty 1919.031144 = -2414457.615140 nChanged 13 SP:Iteration 18Q (2450.711136 sec): 3 clusters Score: Raw -2416390.734828 + Penalty 1919.031144 = -2414471.703683 nChanged 8 SP:Iteration 19Q (2450.744754 sec): 3 clusters Score: Raw -2416395.860556 + Penalty 1919.031144 = -2414476.829412 nChanged 3 SP:Iteration 20F (2450.803557 sec): 3 clusters Score: Raw -2416399.341198 + Penalty 1919.031144 = -2414480.310054 nChanged 0 Trying to split cluster 9 (57324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2450.877565 sec): 2 clusters Score: Raw -5281751.167008 + Penalty 1040.865093 = -5280710.301915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2450.960177 sec): 3 clusters Score: Raw -5244756.407699 + Penalty 2081.730186 = -5242674.677513 nChanged 27565 SP:Iteration 1F (2451.036643 sec): 3 clusters Score: Raw -5261969.784569 + Penalty 2081.730186 = -5259888.054383 nChanged 3583 SP:Iteration 2F (2451.113158 sec): 3 clusters Score: Raw -5263786.156921 + Penalty 2081.730186 = -5261704.426735 nChanged 4204 SP:Iteration 3F (2451.190494 sec): 3 clusters Score: Raw -5266411.439185 + Penalty 2081.730186 = -5264329.708999 nChanged 4587 SP:Iteration 4F (2451.274128 sec): 3 clusters Score: Raw -5269863.553243 + Penalty 2081.730186 = -5267781.823057 nChanged 4422 SP:Iteration 5F (2451.350830 sec): 3 clusters Score: Raw -5273462.096800 + Penalty 2081.730186 = -5271380.366614 nChanged 3624 SP:Iteration 6F (2451.432196 sec): 3 clusters Score: Raw -5276565.643565 + Penalty 2081.730186 = -5274483.913379 nChanged 2665 SP:Iteration 7Q (2451.513270 sec): 3 clusters Score: Raw -5278978.078256 + Penalty 2081.730186 = -5276896.348070 nChanged 1733 SP:Iteration 8Q (2451.590756 sec): 3 clusters Score: Raw -5280559.336711 + Penalty 2081.730186 = -5278477.606525 nChanged 879 SP:Iteration 9Q (2451.673349 sec): 3 clusters Score: Raw -5281335.740058 + Penalty 2081.730186 = -5279254.009872 nChanged 374 SP:Iteration 10Q (2451.744401 sec): 3 clusters Score: Raw -5281653.335156 + Penalty 2081.730186 = -5279571.604970 nChanged 150 SP:Iteration 11Q (2451.812157 sec): 3 clusters Score: Raw -5281776.132671 + Penalty 2081.730186 = -5279694.402485 nChanged 60 SP:Iteration 12Q (2451.879375 sec): 3 clusters Score: Raw -5281837.183256 + Penalty 2081.730186 = -5279755.453070 nChanged 29 SP:Iteration 13Q (2451.944362 sec): 3 clusters Score: Raw -5281861.681016 + Penalty 2081.730186 = -5279779.950830 nChanged 20 SP:Iteration 14Q (2452.008884 sec): 3 clusters Score: Raw -5281887.356059 + Penalty 2081.730186 = -5279805.625873 nChanged 13 SP:Iteration 15Q (2452.073092 sec): 3 clusters Score: Raw -5281904.475978 + Penalty 2081.730186 = -5279822.745792 nChanged 13 SP:Iteration 16Q (2452.137200 sec): 3 clusters Score: Raw -5281920.704557 + Penalty 2081.730186 = -5279838.974371 nChanged 9 SP:Iteration 17Q (2452.201782 sec): 3 clusters Score: Raw -5281926.145347 + Penalty 2081.730186 = -5279844.415161 nChanged 3 SP:Iteration 18Q (2452.265907 sec): 3 clusters Score: Raw -5281930.986484 + Penalty 2081.730186 = -5279849.256298 nChanged 4 SP:Iteration 19Q (2452.332428 sec): 3 clusters Score: Raw -5281935.173103 + Penalty 2081.730186 = -5279853.442917 nChanged 5 SP:Iteration 20F (2452.409367 sec): 3 clusters Score: Raw -5281941.406453 + Penalty 2081.730186 = -5279859.676267 nChanged 4 SP:Iteration 21Q (2452.493211 sec): 3 clusters Score: Raw -5281944.926636 + Penalty 2081.730186 = -5279863.196450 nChanged 2 SP:Iteration 22Q (2452.561432 sec): 3 clusters Score: Raw -5281945.635142 + Penalty 2081.730186 = -5279863.904956 nChanged 0 SP:Iteration 23F (2452.636793 sec): 3 clusters Score: Raw -5281945.635142 + Penalty 2081.730186 = -5279863.904956 nChanged 0 Trying to split cluster 10 (1932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2452.642984 sec): 2 clusters Score: Raw -148891.144342 + Penalty 718.799546 = -148172.344796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2452.650955 sec): 3 clusters Score: Raw -147929.053183 + Penalty 1437.599093 = -146491.454090 nChanged 737 SP:Iteration 1F (2452.658318 sec): 3 clusters Score: Raw -148408.818685 + Penalty 1437.599093 = -146971.219592 nChanged 172 SP:Iteration 2F (2452.665556 sec): 3 clusters Score: Raw -148530.647805 + Penalty 1437.599093 = -147093.048712 nChanged 128 SP:Iteration 3F (2452.672811 sec): 3 clusters Score: Raw -148654.172445 + Penalty 1437.599093 = -147216.573352 nChanged 115 SP:Iteration 4F (2452.679983 sec): 3 clusters Score: Raw -148794.691791 + Penalty 1437.599093 = -147357.092698 nChanged 128 SP:Iteration 5F (2452.687401 sec): 3 clusters Score: Raw -148950.443235 + Penalty 1437.599093 = -147512.844142 nChanged 107 SP:Iteration 6F (2452.694705 sec): 3 clusters Score: Raw -149040.999638 + Penalty 1437.599093 = -147603.400545 nChanged 78 SP:Iteration 7Q (2452.701912 sec): 3 clusters Score: Raw -149106.615525 + Penalty 1437.599093 = -147669.016433 nChanged 67 SP:Iteration 8Q (2452.708958 sec): 3 clusters Score: Raw -149157.018155 + Penalty 1437.599093 = -147719.419062 nChanged 62 SP:Iteration 9Q (2452.716141 sec): 3 clusters Score: Raw -149203.760056 + Penalty 1437.599093 = -147766.160963 nChanged 41 SP:Iteration 10Q (2452.723239 sec): 3 clusters Score: Raw -149233.513140 + Penalty 1437.599093 = -147795.914047 nChanged 40 SP:Iteration 11Q (2452.730328 sec): 3 clusters Score: Raw -149262.035822 + Penalty 1437.599093 = -147824.436729 nChanged 41 SP:Iteration 12Q (2452.737465 sec): 3 clusters Score: Raw -149295.859427 + Penalty 1437.599093 = -147858.260335 nChanged 48 SP:Iteration 13Q (2452.744606 sec): 3 clusters Score: Raw -149326.629866 + Penalty 1437.599093 = -147889.030774 nChanged 41 SP:Iteration 14Q (2452.751709 sec): 3 clusters Score: Raw -149360.601019 + Penalty 1437.599093 = -147923.001927 nChanged 32 SP:Iteration 15Q (2452.758803 sec): 3 clusters Score: Raw -149383.990836 + Penalty 1437.599093 = -147946.391743 nChanged 27 SP:Iteration 16Q (2452.765818 sec): 3 clusters Score: Raw -149395.785909 + Penalty 1437.599093 = -147958.186817 nChanged 18 SP:Iteration 17Q (2452.772796 sec): 3 clusters Score: Raw -149402.330172 + Penalty 1437.599093 = -147964.731079 nChanged 13 SP:Iteration 18Q (2452.782425 sec): 3 clusters Score: Raw -149408.953898 + Penalty 1437.599093 = -147971.354805 nChanged 10 SP:Iteration 19Q (2452.789516 sec): 3 clusters Score: Raw -149412.699473 + Penalty 1437.599093 = -147975.100381 nChanged 11 SP:Iteration 20F (2452.796662 sec): 3 clusters Score: Raw -149418.831113 + Penalty 1437.599093 = -147981.232020 nChanged 10 SP:Iteration 21Q (2452.803707 sec): 3 clusters Score: Raw -149427.079796 + Penalty 1437.599093 = -147989.480703 nChanged 13 SP:Iteration 22Q (2452.810754 sec): 3 clusters Score: Raw -149439.087305 + Penalty 1437.599093 = -148001.488213 nChanged 18 SP:Iteration 23Q (2452.817823 sec): 3 clusters Score: Raw -149450.456848 + Penalty 1437.599093 = -148012.857755 nChanged 10 SP:Iteration 24Q (2452.824801 sec): 3 clusters Score: Raw -149455.296289 + Penalty 1437.599093 = -148017.697196 nChanged 8 SP:Iteration 25Q (2452.831823 sec): 3 clusters Score: Raw -149458.895475 + Penalty 1437.599093 = -148021.296382 nChanged 9 SP:Iteration 26Q (2452.838855 sec): 3 clusters Score: Raw -149462.436288 + Penalty 1437.599093 = -148024.837195 nChanged 3 SP:Iteration 27Q (2452.845865 sec): 3 clusters Score: Raw -149464.024030 + Penalty 1437.599093 = -148026.424937 nChanged 2 SP:Iteration 28Q (2452.852916 sec): 3 clusters Score: Raw -149465.015801 + Penalty 1437.599093 = -148027.416708 nChanged 2 SP:Iteration 29Q (2452.859941 sec): 3 clusters Score: Raw -149465.997831 + Penalty 1437.599093 = -148028.398738 nChanged 1 SP:Iteration 30Q (2452.866907 sec): 3 clusters Score: Raw -149466.605908 + Penalty 1437.599093 = -148029.006815 nChanged 1 SP:Iteration 31Q (2452.873915 sec): 3 clusters Score: Raw -149466.776119 + Penalty 1437.599093 = -148029.177026 nChanged 0 SP:Iteration 32F (2452.881106 sec): 3 clusters Score: Raw -149466.776119 + Penalty 1437.599093 = -148029.177026 nChanged 0 Trying to split cluster 11 (9427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2452.902705 sec): 2 clusters Score: Raw -928206.208680 + Penalty 869.376653 = -927336.832027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2452.927034 sec): 3 clusters Score: Raw -922581.993397 + Penalty 1738.753306 = -920843.240091 nChanged 4212 SP:Iteration 1F (2452.950614 sec): 3 clusters Score: Raw -924979.209783 + Penalty 1738.753306 = -923240.456477 nChanged 622 SP:Iteration 2F (2452.974063 sec): 3 clusters Score: Raw -925292.328246 + Penalty 1738.753306 = -923553.574939 nChanged 623 SP:Iteration 3F (2453.008175 sec): 3 clusters Score: Raw -925660.588374 + Penalty 1738.753306 = -923921.835068 nChanged 612 SP:Iteration 4F (2453.031777 sec): 3 clusters Score: Raw -926053.494464 + Penalty 1738.753306 = -924314.741157 nChanged 620 SP:Iteration 5F (2453.055521 sec): 3 clusters Score: Raw -926516.359095 + Penalty 1738.753306 = -924777.605789 nChanged 595 SP:Iteration 6F (2453.078975 sec): 3 clusters Score: Raw -927009.019654 + Penalty 1738.753306 = -925270.266348 nChanged 499 SP:Iteration 7F (2453.111179 sec): 3 clusters Score: Raw -927399.076099 + Penalty 1738.753306 = -925660.322793 nChanged 390 SP:Iteration 8Q (2453.143411 sec): 3 clusters Score: Raw -927644.453091 + Penalty 1738.753306 = -925905.699784 nChanged 267 SP:Iteration 9Q (2453.166558 sec): 3 clusters Score: Raw -927793.428057 + Penalty 1738.753306 = -926054.674751 nChanged 187 SP:Iteration 10Q (2453.189241 sec): 3 clusters Score: Raw -927880.507076 + Penalty 1738.753306 = -926141.753769 nChanged 144 SP:Iteration 11Q (2453.212096 sec): 3 clusters Score: Raw -927943.616664 + Penalty 1738.753306 = -926204.863358 nChanged 126 SP:Iteration 12Q (2453.234794 sec): 3 clusters Score: Raw -928000.657410 + Penalty 1738.753306 = -926261.904104 nChanged 109 SP:Iteration 13Q (2453.266814 sec): 3 clusters Score: Raw -928045.080492 + Penalty 1738.753306 = -926306.327185 nChanged 94 SP:Iteration 14Q (2453.288985 sec): 3 clusters Score: Raw -928081.723262 + Penalty 1738.753306 = -926342.969956 nChanged 81 SP:Iteration 15Q (2453.310764 sec): 3 clusters Score: Raw -928108.566262 + Penalty 1738.753306 = -926369.812956 nChanged 81 SP:Iteration 16Q (2453.332802 sec): 3 clusters Score: Raw -928132.502337 + Penalty 1738.753306 = -926393.749030 nChanged 63 SP:Iteration 17Q (2453.355120 sec): 3 clusters Score: Raw -928150.059393 + Penalty 1738.753306 = -926411.306087 nChanged 62 SP:Iteration 18Q (2453.377382 sec): 3 clusters Score: Raw -928169.493163 + Penalty 1738.753306 = -926430.739856 nChanged 63 SP:Iteration 19Q (2453.399440 sec): 3 clusters Score: Raw -928186.655482 + Penalty 1738.753306 = -926447.902176 nChanged 49 SP:Iteration 20F (2453.423176 sec): 3 clusters Score: Raw -928198.154615 + Penalty 1738.753306 = -926459.401309 nChanged 42 SP:Iteration 21Q (2453.445229 sec): 3 clusters Score: Raw -928210.121946 + Penalty 1738.753306 = -926471.368639 nChanged 41 SP:Iteration 22Q (2453.467383 sec): 3 clusters Score: Raw -928221.832219 + Penalty 1738.753306 = -926483.078913 nChanged 44 SP:Iteration 23Q (2453.489450 sec): 3 clusters Score: Raw -928232.479114 + Penalty 1738.753306 = -926493.725808 nChanged 39 SP:Iteration 24Q (2453.511670 sec): 3 clusters Score: Raw -928241.424213 + Penalty 1738.753306 = -926502.670907 nChanged 26 SP:Iteration 25Q (2453.533688 sec): 3 clusters Score: Raw -928247.022061 + Penalty 1738.753306 = -926508.268754 nChanged 22 SP:Iteration 26Q (2453.555800 sec): 3 clusters Score: Raw -928252.354828 + Penalty 1738.753306 = -926513.601522 nChanged 24 SP:Iteration 27Q (2453.577812 sec): 3 clusters Score: Raw -928257.712439 + Penalty 1738.753306 = -926518.959132 nChanged 16 SP:Iteration 28Q (2453.600160 sec): 3 clusters Score: Raw -928261.167948 + Penalty 1738.753306 = -926522.414641 nChanged 15 SP:Iteration 29Q (2453.622207 sec): 3 clusters Score: Raw -928264.541215 + Penalty 1738.753306 = -926525.787909 nChanged 18 SP:Iteration 30Q (2453.644024 sec): 3 clusters Score: Raw -928268.969365 + Penalty 1738.753306 = -926530.216059 nChanged 21 SP:Iteration 31Q (2453.666080 sec): 3 clusters Score: Raw -928274.870264 + Penalty 1738.753306 = -926536.116958 nChanged 21 SP:Iteration 32Q (2453.706563 sec): 3 clusters Score: Raw -928280.011717 + Penalty 1738.753306 = -926541.258410 nChanged 18 SP:Iteration 33Q (2453.746811 sec): 3 clusters Score: Raw -928283.960159 + Penalty 1738.753306 = -926545.206853 nChanged 15 SP:Iteration 34Q (2453.768621 sec): 3 clusters Score: Raw -928288.354636 + Penalty 1738.753306 = -926549.601330 nChanged 17 SP:Iteration 35Q (2453.790311 sec): 3 clusters Score: Raw -928292.265083 + Penalty 1738.753306 = -926553.511777 nChanged 9 SP:Iteration 36Q (2453.812034 sec): 3 clusters Score: Raw -928294.295788 + Penalty 1738.753306 = -926555.542482 nChanged 11 SP:Iteration 37Q (2453.833806 sec): 3 clusters Score: Raw -928296.904355 + Penalty 1738.753306 = -926558.151049 nChanged 14 SP:Iteration 38Q (2453.855578 sec): 3 clusters Score: Raw -928299.413767 + Penalty 1738.753306 = -926560.660461 nChanged 15 SP:Iteration 39Q (2453.877427 sec): 3 clusters Score: Raw -928302.336856 + Penalty 1738.753306 = -926563.583550 nChanged 18 SP:Iteration 40F (2453.931994 sec): 3 clusters Score: Raw -928307.020289 + Penalty 1738.753306 = -926568.266983 nChanged 18 SP:Iteration 41Q (2453.969672 sec): 3 clusters Score: Raw -928311.390598 + Penalty 1738.753306 = -926572.637291 nChanged 16 SP:Iteration 42Q (2453.991483 sec): 3 clusters Score: Raw -928314.622012 + Penalty 1738.753306 = -926575.868705 nChanged 10 SP:Iteration 43Q (2454.013328 sec): 3 clusters Score: Raw -928317.136124 + Penalty 1738.753306 = -926578.382818 nChanged 12 SP:Iteration 44Q (2454.045616 sec): 3 clusters Score: Raw -928319.937095 + Penalty 1738.753306 = -926581.183788 nChanged 9 SP:Iteration 45Q (2454.067283 sec): 3 clusters Score: Raw -928321.289108 + Penalty 1738.753306 = -926582.535801 nChanged 4 SP:Iteration 46Q (2454.089253 sec): 3 clusters Score: Raw -928322.016433 + Penalty 1738.753306 = -926583.263127 nChanged 6 SP:Iteration 47Q (2454.111733 sec): 3 clusters Score: Raw -928322.632589 + Penalty 1738.753306 = -926583.879283 nChanged 3 SP:Iteration 48Q (2454.138144 sec): 3 clusters Score: Raw -928323.125037 + Penalty 1738.753306 = -926584.371731 nChanged 1 SP:Iteration 49Q (2454.160110 sec): 3 clusters Score: Raw -928323.183198 + Penalty 1738.753306 = -926584.429892 nChanged 1 SP:Iteration 50Q (2454.182090 sec): 3 clusters Score: Raw -928323.560407 + Penalty 1738.753306 = -926584.807101 nChanged 1 SP:Iteration 51Q (2454.203931 sec): 3 clusters Score: Raw -928323.612644 + Penalty 1738.753306 = -926584.859337 nChanged 0 SP:Iteration 52F (2454.227790 sec): 3 clusters Score: Raw -928323.612644 + Penalty 1738.753306 = -926584.859337 nChanged 0 Trying to split cluster 12 (16781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2454.255780 sec): 2 clusters Score: Raw -1564032.487570 + Penalty 924.160244 = -1563108.327325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2454.288942 sec): 3 clusters Score: Raw -1553656.958362 + Penalty 1848.320489 = -1551808.637873 nChanged 7766 SP:Iteration 1F (2454.320287 sec): 3 clusters Score: Raw -1558285.201003 + Penalty 1848.320489 = -1556436.880514 nChanged 904 SP:Iteration 2F (2454.352070 sec): 3 clusters Score: Raw -1558665.003678 + Penalty 1848.320489 = -1556816.683189 nChanged 876 SP:Iteration 3F (2454.383451 sec): 3 clusters Score: Raw -1559070.495669 + Penalty 1848.320489 = -1557222.175180 nChanged 892 SP:Iteration 4F (2454.442282 sec): 3 clusters Score: Raw -1559541.927563 + Penalty 1848.320489 = -1557693.607074 nChanged 904 SP:Iteration 5F (2454.502513 sec): 3 clusters Score: Raw -1560127.590701 + Penalty 1848.320489 = -1558279.270212 nChanged 958 SP:Iteration 6F (2454.555412 sec): 3 clusters Score: Raw -1560766.287558 + Penalty 1848.320489 = -1558917.967069 nChanged 887 SP:Iteration 7F (2454.586696 sec): 3 clusters Score: Raw -1561307.159969 + Penalty 1848.320489 = -1559458.839480 nChanged 690 SP:Iteration 8Q (2454.617950 sec): 3 clusters Score: Raw -1561634.819137 + Penalty 1848.320489 = -1559786.498648 nChanged 549 SP:Iteration 9Q (2454.649163 sec): 3 clusters Score: Raw -1561822.796204 + Penalty 1848.320489 = -1559974.475715 nChanged 342 SP:Iteration 10Q (2454.680735 sec): 3 clusters Score: Raw -1561919.784484 + Penalty 1848.320489 = -1560071.463995 nChanged 254 SP:Iteration 11Q (2454.715199 sec): 3 clusters Score: Raw -1561980.918637 + Penalty 1848.320489 = -1560132.598148 nChanged 207 SP:Iteration 12Q (2454.746051 sec): 3 clusters Score: Raw -1562026.411560 + Penalty 1848.320489 = -1560178.091071 nChanged 175 SP:Iteration 13Q (2454.776980 sec): 3 clusters Score: Raw -1562062.085530 + Penalty 1848.320489 = -1560213.765041 nChanged 156 SP:Iteration 14Q (2454.807721 sec): 3 clusters Score: Raw -1562093.738209 + Penalty 1848.320489 = -1560245.417720 nChanged 133 SP:Iteration 15Q (2454.838457 sec): 3 clusters Score: Raw -1562125.363415 + Penalty 1848.320489 = -1560277.042926 nChanged 160 SP:Iteration 16Q (2454.869148 sec): 3 clusters Score: Raw -1562165.761243 + Penalty 1848.320489 = -1560317.440754 nChanged 163 SP:Iteration 17Q (2454.899849 sec): 3 clusters Score: Raw -1562206.126519 + Penalty 1848.320489 = -1560357.806030 nChanged 156 SP:Iteration 18Q (2454.930426 sec): 3 clusters Score: Raw -1562240.632996 + Penalty 1848.320489 = -1560392.312507 nChanged 134 SP:Iteration 19Q (2454.961239 sec): 3 clusters Score: Raw -1562268.023744 + Penalty 1848.320489 = -1560419.703255 nChanged 111 SP:Iteration 20F (2454.992804 sec): 3 clusters Score: Raw -1562287.383819 + Penalty 1848.320489 = -1560439.063330 nChanged 111 SP:Iteration 21Q (2455.023449 sec): 3 clusters Score: Raw -1562306.218121 + Penalty 1848.320489 = -1560457.897632 nChanged 113 SP:Iteration 22Q (2455.059457 sec): 3 clusters Score: Raw -1562325.399009 + Penalty 1848.320489 = -1560477.078520 nChanged 105 SP:Iteration 23Q (2455.090012 sec): 3 clusters Score: Raw -1562342.892254 + Penalty 1848.320489 = -1560494.571765 nChanged 92 SP:Iteration 24Q (2455.120530 sec): 3 clusters Score: Raw -1562355.552830 + Penalty 1848.320489 = -1560507.232341 nChanged 81 SP:Iteration 25Q (2455.151327 sec): 3 clusters Score: Raw -1562367.464435 + Penalty 1848.320489 = -1560519.143946 nChanged 84 SP:Iteration 26Q (2455.181941 sec): 3 clusters Score: Raw -1562377.672566 + Penalty 1848.320489 = -1560529.352077 nChanged 79 SP:Iteration 27Q (2455.214488 sec): 3 clusters Score: Raw -1562388.227825 + Penalty 1848.320489 = -1560539.907336 nChanged 81 SP:Iteration 28Q (2455.245063 sec): 3 clusters Score: Raw -1562400.049296 + Penalty 1848.320489 = -1560551.728807 nChanged 81 SP:Iteration 29Q (2455.275726 sec): 3 clusters Score: Raw -1562412.073654 + Penalty 1848.320489 = -1560563.753166 nChanged 89 SP:Iteration 30Q (2455.306083 sec): 3 clusters Score: Raw -1562427.727541 + Penalty 1848.320489 = -1560579.407053 nChanged 92 SP:Iteration 31Q (2455.336986 sec): 3 clusters Score: Raw -1562442.289619 + Penalty 1848.320489 = -1560593.969130 nChanged 100 SP:Iteration 32Q (2455.372566 sec): 3 clusters Score: Raw -1562456.932859 + Penalty 1848.320489 = -1560608.612370 nChanged 96 SP:Iteration 33Q (2455.402892 sec): 3 clusters Score: Raw -1562469.930128 + Penalty 1848.320489 = -1560621.609639 nChanged 105 SP:Iteration 34Q (2455.433200 sec): 3 clusters Score: Raw -1562490.632448 + Penalty 1848.320489 = -1560642.311960 nChanged 107 SP:Iteration 35Q (2455.463626 sec): 3 clusters Score: Raw -1562511.833340 + Penalty 1848.320489 = -1560663.512851 nChanged 118 SP:Iteration 36Q (2455.493957 sec): 3 clusters Score: Raw -1562537.553244 + Penalty 1848.320489 = -1560689.232755 nChanged 132 SP:Iteration 37Q (2455.528587 sec): 3 clusters Score: Raw -1562567.681199 + Penalty 1848.320489 = -1560719.360710 nChanged 147 SP:Iteration 38Q (2455.558733 sec): 3 clusters Score: Raw -1562603.320175 + Penalty 1848.320489 = -1560754.999686 nChanged 151 SP:Iteration 39Q (2455.589022 sec): 3 clusters Score: Raw -1562639.919791 + Penalty 1848.320489 = -1560791.599302 nChanged 162 SP:Iteration 40F (2455.621669 sec): 3 clusters Score: Raw -1562678.963045 + Penalty 1848.320489 = -1560830.642556 nChanged 149 SP:Iteration 41Q (2455.651735 sec): 3 clusters Score: Raw -1562713.142012 + Penalty 1848.320489 = -1560864.821523 nChanged 131 SP:Iteration 42Q (2455.681581 sec): 3 clusters Score: Raw -1562743.123182 + Penalty 1848.320489 = -1560894.802693 nChanged 135 SP:Iteration 43Q (2455.711368 sec): 3 clusters Score: Raw -1562773.934287 + Penalty 1848.320489 = -1560925.613798 nChanged 161 SP:Iteration 44Q (2455.741403 sec): 3 clusters Score: Raw -1562814.434906 + Penalty 1848.320489 = -1560966.114417 nChanged 159 SP:Iteration 45Q (2455.771216 sec): 3 clusters Score: Raw -1562855.278895 + Penalty 1848.320489 = -1561006.958406 nChanged 161 SP:Iteration 46Q (2455.800874 sec): 3 clusters Score: Raw -1562898.434426 + Penalty 1848.320489 = -1561050.113937 nChanged 183 SP:Iteration 47Q (2455.830831 sec): 3 clusters Score: Raw -1562952.792158 + Penalty 1848.320489 = -1561104.471669 nChanged 195 SP:Iteration 48Q (2455.863798 sec): 3 clusters Score: Raw -1563012.034243 + Penalty 1848.320489 = -1561163.713754 nChanged 181 SP:Iteration 49Q (2455.893412 sec): 3 clusters Score: Raw -1563067.707529 + Penalty 1848.320489 = -1561219.387040 nChanged 179 SP:Iteration 50Q (2455.922737 sec): 3 clusters Score: Raw -1563123.025964 + Penalty 1848.320489 = -1561274.705475 nChanged 188 SP:Iteration 51Q (2455.952192 sec): 3 clusters Score: Raw -1563181.191822 + Penalty 1848.320489 = -1561332.871333 nChanged 185 SP:Iteration 52Q (2455.981473 sec): 3 clusters Score: Raw -1563244.510086 + Penalty 1848.320489 = -1561396.189598 nChanged 191 SP:Iteration 53Q (2456.010827 sec): 3 clusters Score: Raw -1563312.862283 + Penalty 1848.320489 = -1561464.541794 nChanged 176 SP:Iteration 54Q (2456.040196 sec): 3 clusters Score: Raw -1563373.612777 + Penalty 1848.320489 = -1561525.292288 nChanged 194 SP:Iteration 55Q (2456.069145 sec): 3 clusters Score: Raw -1563448.736968 + Penalty 1848.320489 = -1561600.416480 nChanged 179 SP:Iteration 56Q (2456.098316 sec): 3 clusters Score: Raw -1563512.143737 + Penalty 1848.320489 = -1561663.823248 nChanged 157 SP:Iteration 57Q (2456.153553 sec): 3 clusters Score: Raw -1563562.551491 + Penalty 1848.320489 = -1561714.231002 nChanged 143 SP:Iteration 58Q (2456.182379 sec): 3 clusters Score: Raw -1563610.081567 + Penalty 1848.320489 = -1561761.761078 nChanged 138 SP:Iteration 59Q (2456.211154 sec): 3 clusters Score: Raw -1563660.664322 + Penalty 1848.320489 = -1561812.343833 nChanged 153 SP:Iteration 60F (2456.242425 sec): 3 clusters Score: Raw -1563724.580631 + Penalty 1848.320489 = -1561876.260142 nChanged 142 SP:Iteration 61Q (2456.271181 sec): 3 clusters Score: Raw -1563786.317246 + Penalty 1848.320489 = -1561937.996757 nChanged 132 SP:Iteration 62Q (2456.300145 sec): 3 clusters Score: Raw -1563849.250005 + Penalty 1848.320489 = -1562000.929516 nChanged 129 SP:Iteration 63Q (2456.328406 sec): 3 clusters Score: Raw -1563916.046945 + Penalty 1848.320489 = -1562067.726456 nChanged 119 SP:Iteration 64Q (2456.356729 sec): 3 clusters Score: Raw -1563973.491251 + Penalty 1848.320489 = -1562125.170762 nChanged 95 SP:Iteration 65Q (2456.384863 sec): 3 clusters Score: Raw -1564022.214187 + Penalty 1848.320489 = -1562173.893698 nChanged 77 SP:Iteration 66Q (2456.414826 sec): 3 clusters Score: Raw -1564060.805674 + Penalty 1848.320489 = -1562212.485185 nChanged 58 SP:Iteration 67Q (2456.442779 sec): 3 clusters Score: Raw -1564085.540639 + Penalty 1848.320489 = -1562237.220150 nChanged 52 SP:Iteration 68Q (2456.475194 sec): 3 clusters Score: Raw -1564108.964681 + Penalty 1848.320489 = -1562260.644192 nChanged 44 SP:Iteration 69Q (2456.503181 sec): 3 clusters Score: Raw -1564127.585829 + Penalty 1848.320489 = -1562279.265340 nChanged 38 SP:Iteration 70Q (2456.530950 sec): 3 clusters Score: Raw -1564141.448176 + Penalty 1848.320489 = -1562293.127687 nChanged 31 SP:Iteration 71Q (2456.563081 sec): 3 clusters Score: Raw -1564154.328135 + Penalty 1848.320489 = -1562306.007646 nChanged 25 SP:Iteration 72Q (2456.590937 sec): 3 clusters Score: Raw -1564165.602180 + Penalty 1848.320489 = -1562317.281691 nChanged 19 SP:Iteration 73Q (2456.618620 sec): 3 clusters Score: Raw -1564174.207995 + Penalty 1848.320489 = -1562325.887507 nChanged 21 SP:Iteration 74Q (2456.646258 sec): 3 clusters Score: Raw -1564181.020176 + Penalty 1848.320489 = -1562332.699687 nChanged 16 SP:Iteration 75Q (2456.684622 sec): 3 clusters Score: Raw -1564186.272293 + Penalty 1848.320489 = -1562337.951804 nChanged 15 SP:Iteration 76Q (2456.711902 sec): 3 clusters Score: Raw -1564190.677116 + Penalty 1848.320489 = -1562342.356627 nChanged 10 SP:Iteration 77Q (2456.739462 sec): 3 clusters Score: Raw -1564194.132644 + Penalty 1848.320489 = -1562345.812155 nChanged 10 SP:Iteration 78Q (2456.766828 sec): 3 clusters Score: Raw -1564196.996848 + Penalty 1848.320489 = -1562348.676359 nChanged 6 SP:Iteration 79Q (2456.794130 sec): 3 clusters Score: Raw -1564198.296936 + Penalty 1848.320489 = -1562349.976447 nChanged 3 SP:Iteration 80F (2456.825157 sec): 3 clusters Score: Raw -1564200.558371 + Penalty 1848.320489 = -1562352.237882 nChanged 5 SP:Iteration 81Q (2456.852783 sec): 3 clusters Score: Raw -1564203.237430 + Penalty 1848.320489 = -1562354.916942 nChanged 5 SP:Iteration 82Q (2456.905185 sec): 3 clusters Score: Raw -1564204.718254 + Penalty 1848.320489 = -1562356.397765 nChanged 3 SP:Iteration 83Q (2456.938364 sec): 3 clusters Score: Raw -1564205.705881 + Penalty 1848.320489 = -1562357.385393 nChanged 2 SP:Iteration 84Q (2456.998806 sec): 3 clusters Score: Raw -1564206.701535 + Penalty 1848.320489 = -1562358.381046 nChanged 1 SP:Iteration 85Q (2457.026541 sec): 3 clusters Score: Raw -1564207.235979 + Penalty 1848.320489 = -1562358.915490 nChanged 3 SP:Iteration 86Q (2457.054387 sec): 3 clusters Score: Raw -1564208.267755 + Penalty 1848.320489 = -1562359.947266 nChanged 3 SP:Iteration 87Q (2457.087313 sec): 3 clusters Score: Raw -1564209.129961 + Penalty 1848.320489 = -1562360.809472 nChanged 2 SP:Iteration 88Q (2457.138301 sec): 3 clusters Score: Raw -1564210.129714 + Penalty 1848.320489 = -1562361.809225 nChanged 2 SP:Iteration 89Q (2457.167562 sec): 3 clusters Score: Raw -1564210.769892 + Penalty 1848.320489 = -1562362.449403 nChanged 4 SP:Iteration 90Q (2457.198998 sec): 3 clusters Score: Raw -1564212.194967 + Penalty 1848.320489 = -1562363.874478 nChanged 2 SP:Iteration 91Q (2457.253495 sec): 3 clusters Score: Raw -1564212.863453 + Penalty 1848.320489 = -1562364.542964 nChanged 1 SP:Iteration 92Q (2457.293281 sec): 3 clusters Score: Raw -1564213.050157 + Penalty 1848.320489 = -1562364.729668 nChanged 0 SP:Iteration 93F (2457.326989 sec): 3 clusters Score: Raw -1564213.050157 + Penalty 1848.320489 = -1562364.729668 nChanged 0 Trying to split cluster 13 (4031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2457.343681 sec): 2 clusters Score: Raw -376933.714919 + Penalty 788.668127 = -376145.046792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2457.369720 sec): 3 clusters Score: Raw -374776.399266 + Penalty 1577.336255 = -373199.063011 nChanged 1653 SP:Iteration 1F (2457.397033 sec): 3 clusters Score: Raw -375700.039580 + Penalty 1577.336255 = -374122.703325 nChanged 303 SP:Iteration 2F (2457.411549 sec): 3 clusters Score: Raw -375895.704289 + Penalty 1577.336255 = -374318.368034 nChanged 256 SP:Iteration 3F (2457.426379 sec): 3 clusters Score: Raw -376076.711889 + Penalty 1577.336255 = -374499.375634 nChanged 256 SP:Iteration 4F (2457.441303 sec): 3 clusters Score: Raw -376251.641123 + Penalty 1577.336255 = -374674.304868 nChanged 241 SP:Iteration 5F (2457.455738 sec): 3 clusters Score: Raw -376397.587183 + Penalty 1577.336255 = -374820.250928 nChanged 211 SP:Iteration 6F (2457.469011 sec): 3 clusters Score: Raw -376517.868194 + Penalty 1577.336255 = -374940.531939 nChanged 147 SP:Iteration 7Q (2457.485774 sec): 3 clusters Score: Raw -376591.215622 + Penalty 1577.336255 = -375013.879367 nChanged 110 SP:Iteration 8Q (2457.500208 sec): 3 clusters Score: Raw -376649.192756 + Penalty 1577.336255 = -375071.856501 nChanged 101 SP:Iteration 9Q (2457.514605 sec): 3 clusters Score: Raw -376696.685601 + Penalty 1577.336255 = -375119.349346 nChanged 89 SP:Iteration 10Q (2457.529012 sec): 3 clusters Score: Raw -376739.060845 + Penalty 1577.336255 = -375161.724590 nChanged 76 SP:Iteration 11Q (2457.543226 sec): 3 clusters Score: Raw -376772.912165 + Penalty 1577.336255 = -375195.575910 nChanged 61 SP:Iteration 12Q (2457.557616 sec): 3 clusters Score: Raw -376802.832582 + Penalty 1577.336255 = -375225.496327 nChanged 69 SP:Iteration 13Q (2457.571929 sec): 3 clusters Score: Raw -376833.048270 + Penalty 1577.336255 = -375255.712015 nChanged 58 SP:Iteration 14Q (2457.585491 sec): 3 clusters Score: Raw -376852.342219 + Penalty 1577.336255 = -375275.005964 nChanged 44 SP:Iteration 15Q (2457.598986 sec): 3 clusters Score: Raw -376865.410817 + Penalty 1577.336255 = -375288.074562 nChanged 37 SP:Iteration 16Q (2457.613136 sec): 3 clusters Score: Raw -376877.752186 + Penalty 1577.336255 = -375300.415931 nChanged 41 SP:Iteration 17Q (2457.627435 sec): 3 clusters Score: Raw -376892.240334 + Penalty 1577.336255 = -375314.904079 nChanged 41 SP:Iteration 18Q (2457.676776 sec): 3 clusters Score: Raw -376907.213881 + Penalty 1577.336255 = -375329.877626 nChanged 37 SP:Iteration 19Q (2457.691204 sec): 3 clusters Score: Raw -376918.226869 + Penalty 1577.336255 = -375340.890614 nChanged 34 SP:Iteration 20F (2457.705525 sec): 3 clusters Score: Raw -376926.823238 + Penalty 1577.336255 = -375349.486983 nChanged 31 SP:Iteration 21Q (2457.720552 sec): 3 clusters Score: Raw -376934.593348 + Penalty 1577.336255 = -375357.257093 nChanged 31 SP:Iteration 22Q (2457.734836 sec): 3 clusters Score: Raw -376942.878921 + Penalty 1577.336255 = -375365.542666 nChanged 36 SP:Iteration 23Q (2457.748968 sec): 3 clusters Score: Raw -376952.802667 + Penalty 1577.336255 = -375375.466412 nChanged 27 SP:Iteration 24Q (2457.763073 sec): 3 clusters Score: Raw -376962.266802 + Penalty 1577.336255 = -375384.930547 nChanged 37 SP:Iteration 25Q (2457.777153 sec): 3 clusters Score: Raw -376975.555443 + Penalty 1577.336255 = -375398.219188 nChanged 35 SP:Iteration 26Q (2457.791353 sec): 3 clusters Score: Raw -376989.008112 + Penalty 1577.336255 = -375411.671857 nChanged 36 SP:Iteration 27Q (2457.805573 sec): 3 clusters Score: Raw -377004.546827 + Penalty 1577.336255 = -375427.210572 nChanged 45 SP:Iteration 28Q (2457.819762 sec): 3 clusters Score: Raw -377025.968591 + Penalty 1577.336255 = -375448.632336 nChanged 46 SP:Iteration 29Q (2457.833744 sec): 3 clusters Score: Raw -377043.116475 + Penalty 1577.336255 = -375465.780220 nChanged 30 SP:Iteration 30Q (2457.853028 sec): 3 clusters Score: Raw -377050.423931 + Penalty 1577.336255 = -375473.087676 nChanged 17 SP:Iteration 31Q (2457.867121 sec): 3 clusters Score: Raw -377055.845325 + Penalty 1577.336255 = -375478.509070 nChanged 19 SP:Iteration 32Q (2457.889339 sec): 3 clusters Score: Raw -377060.393729 + Penalty 1577.336255 = -375483.057474 nChanged 19 SP:Iteration 33Q (2457.903460 sec): 3 clusters Score: Raw -377064.335692 + Penalty 1577.336255 = -375486.999437 nChanged 12 SP:Iteration 34Q (2457.926834 sec): 3 clusters Score: Raw -377067.245843 + Penalty 1577.336255 = -375489.909588 nChanged 9 SP:Iteration 35Q (2457.940929 sec): 3 clusters Score: Raw -377069.859716 + Penalty 1577.336255 = -375492.523461 nChanged 10 SP:Iteration 36Q (2457.954239 sec): 3 clusters Score: Raw -377072.108915 + Penalty 1577.336255 = -375494.772660 nChanged 7 SP:Iteration 37Q (2458.007066 sec): 3 clusters Score: Raw -377074.585640 + Penalty 1577.336255 = -375497.249385 nChanged 11 SP:Iteration 38Q (2458.038075 sec): 3 clusters Score: Raw -377077.207726 + Penalty 1577.336255 = -375499.871471 nChanged 8 SP:Iteration 39Q (2458.060191 sec): 3 clusters Score: Raw -377079.762551 + Penalty 1577.336255 = -375502.426296 nChanged 9 SP:Iteration 40F (2458.107018 sec): 3 clusters Score: Raw -377081.562006 + Penalty 1577.336255 = -375504.225751 nChanged 6 SP:Iteration 41Q (2458.153171 sec): 3 clusters Score: Raw -377082.472732 + Penalty 1577.336255 = -375505.136477 nChanged 1 SP:Iteration 42Q (2458.200676 sec): 3 clusters Score: Raw -377082.667813 + Penalty 1577.336255 = -375505.331558 nChanged 1 SP:Iteration 43Q (2458.241077 sec): 3 clusters Score: Raw -377083.246007 + Penalty 1577.336255 = -375505.909752 nChanged 1 SP:Iteration 44Q (2458.282347 sec): 3 clusters Score: Raw -377083.403665 + Penalty 1577.336255 = -375506.067410 nChanged 0 SP:Iteration 45F (2458.321216 sec): 3 clusters Score: Raw -377083.403665 + Penalty 1577.336255 = -375506.067410 nChanged 0 Trying to split cluster 14 (4409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2458.343768 sec): 2 clusters Score: Raw -414667.092664 + Penalty 797.183303 = -413869.909362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2458.360028 sec): 3 clusters Score: Raw -412273.603452 + Penalty 1594.366605 = -410679.236847 nChanged 1847 SP:Iteration 1F (2458.386489 sec): 3 clusters Score: Raw -413309.133946 + Penalty 1594.366605 = -411714.767341 nChanged 309 SP:Iteration 2F (2458.411444 sec): 3 clusters Score: Raw -413485.641942 + Penalty 1594.366605 = -411891.275337 nChanged 260 SP:Iteration 3F (2458.427131 sec): 3 clusters Score: Raw -413618.333556 + Penalty 1594.366605 = -412023.966951 nChanged 196 SP:Iteration 4Q (2458.450784 sec): 3 clusters Score: Raw -413726.567462 + Penalty 1594.366605 = -412132.200857 nChanged 193 SP:Iteration 5Q (2458.477133 sec): 3 clusters Score: Raw -413847.590913 + Penalty 1594.366605 = -412253.224307 nChanged 192 SP:Iteration 6Q (2458.493003 sec): 3 clusters Score: Raw -413967.306142 + Penalty 1594.366605 = -412372.939537 nChanged 169 SP:Iteration 7Q (2458.508808 sec): 3 clusters Score: Raw -414052.993097 + Penalty 1594.366605 = -412458.626492 nChanged 143 SP:Iteration 8Q (2458.524413 sec): 3 clusters Score: Raw -414122.655410 + Penalty 1594.366605 = -412528.288805 nChanged 130 SP:Iteration 9Q (2458.540118 sec): 3 clusters Score: Raw -414186.811757 + Penalty 1594.366605 = -412592.445151 nChanged 126 SP:Iteration 10Q (2458.554444 sec): 3 clusters Score: Raw -414243.792254 + Penalty 1594.366605 = -412649.425648 nChanged 93 SP:Iteration 11Q (2458.570163 sec): 3 clusters Score: Raw -414281.331273 + Penalty 1594.366605 = -412686.964668 nChanged 95 SP:Iteration 12Q (2458.585650 sec): 3 clusters Score: Raw -414321.569208 + Penalty 1594.366605 = -412727.202603 nChanged 95 SP:Iteration 13Q (2458.601288 sec): 3 clusters Score: Raw -414361.252006 + Penalty 1594.366605 = -412766.885400 nChanged 85 SP:Iteration 14Q (2458.616847 sec): 3 clusters Score: Raw -414396.340050 + Penalty 1594.366605 = -412801.973445 nChanged 80 SP:Iteration 15Q (2458.632203 sec): 3 clusters Score: Raw -414426.814213 + Penalty 1594.366605 = -412832.447608 nChanged 75 SP:Iteration 16Q (2458.647699 sec): 3 clusters Score: Raw -414452.930547 + Penalty 1594.366605 = -412858.563942 nChanged 67 SP:Iteration 17Q (2458.663000 sec): 3 clusters Score: Raw -414476.441214 + Penalty 1594.366605 = -412882.074609 nChanged 54 SP:Iteration 18Q (2458.678232 sec): 3 clusters Score: Raw -414497.312588 + Penalty 1594.366605 = -412902.945982 nChanged 64 SP:Iteration 19Q (2458.697016 sec): 3 clusters Score: Raw -414519.248772 + Penalty 1594.366605 = -412924.882167 nChanged 51 SP:Iteration 20F (2458.717420 sec): 3 clusters Score: Raw -414536.323993 + Penalty 1594.366605 = -412941.957388 nChanged 48 SP:Iteration 21Q (2458.739722 sec): 3 clusters Score: Raw -414554.001151 + Penalty 1594.366605 = -412959.634545 nChanged 44 SP:Iteration 22Q (2458.760096 sec): 3 clusters Score: Raw -414570.894856 + Penalty 1594.366605 = -412976.528251 nChanged 40 SP:Iteration 23Q (2458.781641 sec): 3 clusters Score: Raw -414587.452660 + Penalty 1594.366605 = -412993.086055 nChanged 43 SP:Iteration 24Q (2458.803489 sec): 3 clusters Score: Raw -414608.190959 + Penalty 1594.366605 = -413013.824354 nChanged 39 SP:Iteration 25Q (2458.823350 sec): 3 clusters Score: Raw -414625.677431 + Penalty 1594.366605 = -413031.310826 nChanged 40 SP:Iteration 26Q (2458.843794 sec): 3 clusters Score: Raw -414645.505003 + Penalty 1594.366605 = -413051.138397 nChanged 40 SP:Iteration 27Q (2458.864719 sec): 3 clusters Score: Raw -414662.105042 + Penalty 1594.366605 = -413067.738437 nChanged 44 SP:Iteration 28Q (2458.890409 sec): 3 clusters Score: Raw -414682.964369 + Penalty 1594.366605 = -413088.597764 nChanged 39 SP:Iteration 29Q (2458.904588 sec): 3 clusters Score: Raw -414699.872316 + Penalty 1594.366605 = -413105.505710 nChanged 29 SP:Iteration 30Q (2458.919538 sec): 3 clusters Score: Raw -414714.477810 + Penalty 1594.366605 = -413120.111205 nChanged 27 SP:Iteration 31Q (2458.934439 sec): 3 clusters Score: Raw -414728.869964 + Penalty 1594.366605 = -413134.503358 nChanged 25 SP:Iteration 32Q (2458.949437 sec): 3 clusters Score: Raw -414744.703841 + Penalty 1594.366605 = -413150.337235 nChanged 28 SP:Iteration 33Q (2458.964262 sec): 3 clusters Score: Raw -414758.494658 + Penalty 1594.366605 = -413164.128053 nChanged 25 SP:Iteration 34Q (2458.979175 sec): 3 clusters Score: Raw -414772.078016 + Penalty 1594.366605 = -413177.711410 nChanged 22 SP:Iteration 35Q (2458.993954 sec): 3 clusters Score: Raw -414785.275410 + Penalty 1594.366605 = -413190.908805 nChanged 17 SP:Iteration 36Q (2459.015306 sec): 3 clusters Score: Raw -414794.651608 + Penalty 1594.366605 = -413200.285003 nChanged 12 SP:Iteration 37Q (2459.030204 sec): 3 clusters Score: Raw -414799.697846 + Penalty 1594.366605 = -413205.331240 nChanged 9 SP:Iteration 38Q (2459.043960 sec): 3 clusters Score: Raw -414803.223958 + Penalty 1594.366605 = -413208.857353 nChanged 7 SP:Iteration 39Q (2459.069452 sec): 3 clusters Score: Raw -414806.560246 + Penalty 1594.366605 = -413212.193640 nChanged 7 SP:Iteration 40F (2459.085270 sec): 3 clusters Score: Raw -414810.416434 + Penalty 1594.366605 = -413216.049829 nChanged 3 SP:Iteration 41Q (2459.102909 sec): 3 clusters Score: Raw -414812.115598 + Penalty 1594.366605 = -413217.748993 nChanged 3 SP:Iteration 42Q (2459.117774 sec): 3 clusters Score: Raw -414813.654754 + Penalty 1594.366605 = -413219.288149 nChanged 1 SP:Iteration 43Q (2459.138572 sec): 3 clusters Score: Raw -414814.704945 + Penalty 1594.366605 = -413220.338340 nChanged 1 SP:Iteration 44Q (2459.153680 sec): 3 clusters Score: Raw -414814.888886 + Penalty 1594.366605 = -413220.522281 nChanged 1 SP:Iteration 45Q (2459.168492 sec): 3 clusters Score: Raw -414815.190732 + Penalty 1594.366605 = -413220.824127 nChanged 1 SP:Iteration 46Q (2459.192921 sec): 3 clusters Score: Raw -414815.620188 + Penalty 1594.366605 = -413221.253583 nChanged 1 SP:Iteration 47Q (2459.207811 sec): 3 clusters Score: Raw -414816.220445 + Penalty 1594.366605 = -413221.853840 nChanged 2 SP:Iteration 48Q (2459.221502 sec): 3 clusters Score: Raw -414816.622474 + Penalty 1594.366605 = -413222.255869 nChanged 2 SP:Iteration 49Q (2459.247206 sec): 3 clusters Score: Raw -414817.271614 + Penalty 1594.366605 = -413222.905009 nChanged 1 SP:Iteration 50Q (2459.262006 sec): 3 clusters Score: Raw -414817.509518 + Penalty 1594.366605 = -413223.142912 nChanged 1 SP:Iteration 51Q (2459.285395 sec): 3 clusters Score: Raw -414817.660726 + Penalty 1594.366605 = -413223.294121 nChanged 1 SP:Iteration 52Q (2459.300054 sec): 3 clusters Score: Raw -414817.872981 + Penalty 1594.366605 = -413223.506375 nChanged 1 SP:Iteration 53Q (2459.314839 sec): 3 clusters Score: Raw -414818.567835 + Penalty 1594.366605 = -413224.201230 nChanged 1 SP:Iteration 54Q (2459.329650 sec): 3 clusters Score: Raw -414818.941470 + Penalty 1594.366605 = -413224.574865 nChanged 0 SP:Iteration 55F (2459.355515 sec): 3 clusters Score: Raw -414818.941470 + Penalty 1594.366605 = -413224.574865 nChanged 0 Trying to split cluster 15 (14124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2459.380872 sec): 2 clusters Score: Raw -1355871.082546 + Penalty 907.784922 = -1354963.297624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2459.412441 sec): 3 clusters Score: Raw -1347168.855921 + Penalty 1815.569844 = -1345353.286077 nChanged 6571 SP:Iteration 1F (2459.440867 sec): 3 clusters Score: Raw -1351138.185960 + Penalty 1815.569844 = -1349322.616116 nChanged 1057 SP:Iteration 2F (2459.469247 sec): 3 clusters Score: Raw -1351877.630358 + Penalty 1815.569844 = -1350062.060514 nChanged 1166 SP:Iteration 3F (2459.497922 sec): 3 clusters Score: Raw -1352825.913555 + Penalty 1815.569844 = -1351010.343711 nChanged 1154 SP:Iteration 4F (2459.526362 sec): 3 clusters Score: Raw -1353817.295353 + Penalty 1815.569844 = -1352001.725509 nChanged 978 SP:Iteration 5F (2459.554653 sec): 3 clusters Score: Raw -1354637.259935 + Penalty 1815.569844 = -1352821.690091 nChanged 789 SP:Iteration 6F (2459.583063 sec): 3 clusters Score: Raw -1355219.800909 + Penalty 1815.569844 = -1353404.231065 nChanged 544 SP:Iteration 7Q (2459.640754 sec): 3 clusters Score: Raw -1355582.284203 + Penalty 1815.569844 = -1353766.714359 nChanged 357 SP:Iteration 8Q (2459.669804 sec): 3 clusters Score: Raw -1355837.455051 + Penalty 1815.569844 = -1354021.885207 nChanged 269 SP:Iteration 9Q (2459.697636 sec): 3 clusters Score: Raw -1356038.978619 + Penalty 1815.569844 = -1354223.408775 nChanged 236 SP:Iteration 10Q (2459.724934 sec): 3 clusters Score: Raw -1356191.647729 + Penalty 1815.569844 = -1354376.077885 nChanged 185 SP:Iteration 11Q (2459.751937 sec): 3 clusters Score: Raw -1356272.232268 + Penalty 1815.569844 = -1354456.662425 nChanged 136 SP:Iteration 12Q (2459.779004 sec): 3 clusters Score: Raw -1356324.948299 + Penalty 1815.569844 = -1354509.378455 nChanged 125 SP:Iteration 13Q (2459.806080 sec): 3 clusters Score: Raw -1356362.299501 + Penalty 1815.569844 = -1354546.729657 nChanged 84 SP:Iteration 14Q (2459.833614 sec): 3 clusters Score: Raw -1356386.157975 + Penalty 1815.569844 = -1354570.588131 nChanged 72 SP:Iteration 15Q (2459.860435 sec): 3 clusters Score: Raw -1356403.379963 + Penalty 1815.569844 = -1354587.810119 nChanged 53 SP:Iteration 16Q (2459.887932 sec): 3 clusters Score: Raw -1356413.186588 + Penalty 1815.569844 = -1354597.616744 nChanged 50 SP:Iteration 17Q (2459.917579 sec): 3 clusters Score: Raw -1356421.526382 + Penalty 1815.569844 = -1354605.956538 nChanged 50 SP:Iteration 18Q (2459.944188 sec): 3 clusters Score: Raw -1356429.664981 + Penalty 1815.569844 = -1354614.095137 nChanged 43 SP:Iteration 19Q (2459.970848 sec): 3 clusters Score: Raw -1356436.349753 + Penalty 1815.569844 = -1354620.779909 nChanged 33 SP:Iteration 20F (2459.999278 sec): 3 clusters Score: Raw -1356440.929911 + Penalty 1815.569844 = -1354625.360067 nChanged 33 SP:Iteration 21Q (2460.026006 sec): 3 clusters Score: Raw -1356445.301414 + Penalty 1815.569844 = -1354629.731570 nChanged 30 SP:Iteration 22Q (2460.063634 sec): 3 clusters Score: Raw -1356450.577807 + Penalty 1815.569844 = -1354635.007963 nChanged 32 SP:Iteration 23Q (2460.090110 sec): 3 clusters Score: Raw -1356455.503434 + Penalty 1815.569844 = -1354639.933590 nChanged 26 SP:Iteration 24Q (2460.116827 sec): 3 clusters Score: Raw -1356458.912564 + Penalty 1815.569844 = -1354643.342720 nChanged 30 SP:Iteration 25Q (2460.143552 sec): 3 clusters Score: Raw -1356463.064317 + Penalty 1815.569844 = -1354647.494473 nChanged 27 SP:Iteration 26Q (2460.170142 sec): 3 clusters Score: Raw -1356467.610618 + Penalty 1815.569844 = -1354652.040774 nChanged 24 SP:Iteration 27Q (2460.228902 sec): 3 clusters Score: Raw -1356470.919484 + Penalty 1815.569844 = -1354655.349640 nChanged 18 SP:Iteration 28Q (2460.254274 sec): 3 clusters Score: Raw -1356472.796223 + Penalty 1815.569844 = -1354657.226379 nChanged 14 SP:Iteration 29Q (2460.293359 sec): 3 clusters Score: Raw -1356474.131044 + Penalty 1815.569844 = -1354658.561200 nChanged 12 SP:Iteration 30Q (2460.334905 sec): 3 clusters Score: Raw -1356474.990572 + Penalty 1815.569844 = -1354659.420729 nChanged 10 SP:Iteration 31Q (2460.382923 sec): 3 clusters Score: Raw -1356475.463828 + Penalty 1815.569844 = -1354659.893984 nChanged 6 SP:Iteration 32Q (2460.409910 sec): 3 clusters Score: Raw -1356476.253549 + Penalty 1815.569844 = -1354660.683705 nChanged 8 SP:Iteration 33Q (2460.436356 sec): 3 clusters Score: Raw -1356476.966884 + Penalty 1815.569844 = -1354661.397040 nChanged 7 SP:Iteration 34Q (2460.473007 sec): 3 clusters Score: Raw -1356477.646072 + Penalty 1815.569844 = -1354662.076229 nChanged 5 SP:Iteration 35Q (2460.499239 sec): 3 clusters Score: Raw -1356477.947401 + Penalty 1815.569844 = -1354662.377557 nChanged 6 SP:Iteration 36Q (2460.525721 sec): 3 clusters Score: Raw -1356478.529762 + Penalty 1815.569844 = -1354662.959918 nChanged 5 SP:Iteration 37Q (2460.552289 sec): 3 clusters Score: Raw -1356479.595926 + Penalty 1815.569844 = -1354664.026082 nChanged 10 SP:Iteration 38Q (2460.578710 sec): 3 clusters Score: Raw -1356480.755309 + Penalty 1815.569844 = -1354665.185465 nChanged 10 SP:Iteration 39Q (2460.605268 sec): 3 clusters Score: Raw -1356481.972862 + Penalty 1815.569844 = -1354666.403018 nChanged 11 SP:Iteration 40F (2460.633794 sec): 3 clusters Score: Raw -1356482.777874 + Penalty 1815.569844 = -1354667.208030 nChanged 8 SP:Iteration 41Q (2460.660172 sec): 3 clusters Score: Raw -1356483.292907 + Penalty 1815.569844 = -1354667.723064 nChanged 4 SP:Iteration 42Q (2460.691499 sec): 3 clusters Score: Raw -1356483.659496 + Penalty 1815.569844 = -1354668.089652 nChanged 4 SP:Iteration 43Q (2460.748653 sec): 3 clusters Score: Raw -1356483.892844 + Penalty 1815.569844 = -1354668.323000 nChanged 1 SP:Iteration 44Q (2460.774688 sec): 3 clusters Score: Raw -1356483.951054 + Penalty 1815.569844 = -1354668.381210 nChanged 1 SP:Iteration 45Q (2460.801085 sec): 3 clusters Score: Raw -1356484.035950 + Penalty 1815.569844 = -1354668.466106 nChanged 0 SP:Iteration 46F (2460.829648 sec): 3 clusters Score: Raw -1356484.035950 + Penalty 1815.569844 = -1354668.466106 nChanged 0 Trying to split cluster 16 (3755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2460.845391 sec): 2 clusters Score: Raw -360643.528253 + Penalty 781.930139 = -359861.598114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2460.860081 sec): 3 clusters Score: Raw -358650.016054 + Penalty 1563.860277 = -357086.155777 nChanged 1564 SP:Iteration 1F (2460.878530 sec): 3 clusters Score: Raw -359565.611419 + Penalty 1563.860277 = -358001.751142 nChanged 287 SP:Iteration 2F (2460.892173 sec): 3 clusters Score: Raw -359760.738415 + Penalty 1563.860277 = -358196.878138 nChanged 244 SP:Iteration 3F (2460.905714 sec): 3 clusters Score: Raw -359945.208507 + Penalty 1563.860277 = -358381.348229 nChanged 259 SP:Iteration 4F (2460.919280 sec): 3 clusters Score: Raw -360144.438422 + Penalty 1563.860277 = -358580.578145 nChanged 235 SP:Iteration 5F (2460.932633 sec): 3 clusters Score: Raw -360318.230171 + Penalty 1563.860277 = -358754.369893 nChanged 192 SP:Iteration 6F (2460.946171 sec): 3 clusters Score: Raw -360457.335314 + Penalty 1563.860277 = -358893.475037 nChanged 146 SP:Iteration 7Q (2460.959624 sec): 3 clusters Score: Raw -360555.060771 + Penalty 1563.860277 = -358991.200494 nChanged 124 SP:Iteration 8Q (2460.972925 sec): 3 clusters Score: Raw -360629.695472 + Penalty 1563.860277 = -359065.835195 nChanged 99 SP:Iteration 9Q (2460.986366 sec): 3 clusters Score: Raw -360685.632032 + Penalty 1563.860277 = -359121.771755 nChanged 79 SP:Iteration 10Q (2461.001259 sec): 3 clusters Score: Raw -360727.886389 + Penalty 1563.860277 = -359164.026112 nChanged 49 SP:Iteration 11Q (2461.014708 sec): 3 clusters Score: Raw -360753.449482 + Penalty 1563.860277 = -359189.589205 nChanged 37 SP:Iteration 12Q (2461.028482 sec): 3 clusters Score: Raw -360773.284469 + Penalty 1563.860277 = -359209.424191 nChanged 38 SP:Iteration 13Q (2461.041857 sec): 3 clusters Score: Raw -360789.802468 + Penalty 1563.860277 = -359225.942191 nChanged 26 SP:Iteration 14Q (2461.055110 sec): 3 clusters Score: Raw -360797.079196 + Penalty 1563.860277 = -359233.218919 nChanged 23 SP:Iteration 15Q (2461.068431 sec): 3 clusters Score: Raw -360805.000358 + Penalty 1563.860277 = -359241.140081 nChanged 24 SP:Iteration 16Q (2461.081692 sec): 3 clusters Score: Raw -360814.377474 + Penalty 1563.860277 = -359250.517196 nChanged 26 SP:Iteration 17Q (2461.094906 sec): 3 clusters Score: Raw -360825.938330 + Penalty 1563.860277 = -359262.078053 nChanged 24 SP:Iteration 18Q (2461.108050 sec): 3 clusters Score: Raw -360835.079036 + Penalty 1563.860277 = -359271.218759 nChanged 15 SP:Iteration 19Q (2461.121081 sec): 3 clusters Score: Raw -360838.475839 + Penalty 1563.860277 = -359274.615562 nChanged 10 SP:Iteration 20F (2461.136104 sec): 3 clusters Score: Raw -360841.453756 + Penalty 1563.860277 = -359277.593479 nChanged 9 SP:Iteration 21Q (2461.149576 sec): 3 clusters Score: Raw -360844.055837 + Penalty 1563.860277 = -359280.195560 nChanged 13 SP:Iteration 22Q (2461.162840 sec): 3 clusters Score: Raw -360847.873261 + Penalty 1563.860277 = -359284.012984 nChanged 13 SP:Iteration 23Q (2461.176004 sec): 3 clusters Score: Raw -360851.424155 + Penalty 1563.860277 = -359287.563878 nChanged 6 SP:Iteration 24Q (2461.189184 sec): 3 clusters Score: Raw -360852.684109 + Penalty 1563.860277 = -359288.823832 nChanged 5 SP:Iteration 25Q (2461.202399 sec): 3 clusters Score: Raw -360853.638353 + Penalty 1563.860277 = -359289.778076 nChanged 6 SP:Iteration 26Q (2461.215594 sec): 3 clusters Score: Raw -360855.536818 + Penalty 1563.860277 = -359291.676541 nChanged 6 SP:Iteration 27Q (2461.228825 sec): 3 clusters Score: Raw -360857.659006 + Penalty 1563.860277 = -359293.798728 nChanged 10 SP:Iteration 28Q (2461.241969 sec): 3 clusters Score: Raw -360860.549726 + Penalty 1563.860277 = -359296.689449 nChanged 13 SP:Iteration 29Q (2461.254990 sec): 3 clusters Score: Raw -360865.340571 + Penalty 1563.860277 = -359301.480294 nChanged 15 SP:Iteration 30Q (2461.268062 sec): 3 clusters Score: Raw -360870.560173 + Penalty 1563.860277 = -359306.699896 nChanged 11 SP:Iteration 31Q (2461.281056 sec): 3 clusters Score: Raw -360873.766652 + Penalty 1563.860277 = -359309.906374 nChanged 10 SP:Iteration 32Q (2461.294120 sec): 3 clusters Score: Raw -360876.846287 + Penalty 1563.860277 = -359312.986009 nChanged 10 SP:Iteration 33Q (2461.307251 sec): 3 clusters Score: Raw -360879.509532 + Penalty 1563.860277 = -359315.649255 nChanged 8 SP:Iteration 34Q (2461.320220 sec): 3 clusters Score: Raw -360881.529479 + Penalty 1563.860277 = -359317.669201 nChanged 8 SP:Iteration 35Q (2461.333183 sec): 3 clusters Score: Raw -360883.511459 + Penalty 1563.860277 = -359319.651182 nChanged 8 SP:Iteration 36Q (2461.346112 sec): 3 clusters Score: Raw -360886.497152 + Penalty 1563.860277 = -359322.636874 nChanged 10 SP:Iteration 37Q (2461.359254 sec): 3 clusters Score: Raw -360889.404436 + Penalty 1563.860277 = -359325.544159 nChanged 7 SP:Iteration 38Q (2461.372277 sec): 3 clusters Score: Raw -360891.705680 + Penalty 1563.860277 = -359327.845403 nChanged 13 SP:Iteration 39Q (2461.385357 sec): 3 clusters Score: Raw -360895.478283 + Penalty 1563.860277 = -359331.618006 nChanged 6 SP:Iteration 40F (2461.398840 sec): 3 clusters Score: Raw -360897.442731 + Penalty 1563.860277 = -359333.582454 nChanged 7 SP:Iteration 41Q (2461.411756 sec): 3 clusters Score: Raw -360899.134477 + Penalty 1563.860277 = -359335.274199 nChanged 5 SP:Iteration 42Q (2461.424851 sec): 3 clusters Score: Raw -360900.622558 + Penalty 1563.860277 = -359336.762280 nChanged 9 SP:Iteration 43Q (2461.437761 sec): 3 clusters Score: Raw -360902.321378 + Penalty 1563.860277 = -359338.461100 nChanged 3 SP:Iteration 44Q (2461.450658 sec): 3 clusters Score: Raw -360902.829490 + Penalty 1563.860277 = -359338.969213 nChanged 1 SP:Iteration 45Q (2461.463652 sec): 3 clusters Score: Raw -360903.198560 + Penalty 1563.860277 = -359339.338283 nChanged 2 SP:Iteration 46Q (2461.476682 sec): 3 clusters Score: Raw -360903.669879 + Penalty 1563.860277 = -359339.809602 nChanged 3 SP:Iteration 47Q (2461.488179 sec): 3 clusters Score: Raw -360904.418436 + Penalty 1563.860277 = -359340.558158 nChanged 3 SP:Iteration 48Q (2461.501149 sec): 3 clusters Score: Raw -360905.263947 + Penalty 1563.860277 = -359341.403669 nChanged 3 SP:Iteration 49Q (2461.516919 sec): 3 clusters Score: Raw -360905.773592 + Penalty 1563.860277 = -359341.913314 nChanged 3 SP:Iteration 50Q (2461.529999 sec): 3 clusters Score: Raw -360906.299595 + Penalty 1563.860277 = -359342.439318 nChanged 1 SP:Iteration 51Q (2461.543056 sec): 3 clusters Score: Raw -360906.361754 + Penalty 1563.860277 = -359342.501476 nChanged 1 SP:Iteration 52Q (2461.557181 sec): 3 clusters Score: Raw -360906.615861 + Penalty 1563.860277 = -359342.755584 nChanged 0 SP:Iteration 53F (2461.570519 sec): 3 clusters Score: Raw -360906.615861 + Penalty 1563.860277 = -359342.755584 nChanged 0 Trying to split cluster 17 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2461.580037 sec): 2 clusters Score: Raw -4570.084131 + Penalty 451.591068 = -4118.493063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2461.581149 sec): 3 clusters Score: Raw -4658.798203 + Penalty 903.182136 = -3755.616067 nChanged 24 SP:Iteration 1F (2461.582109 sec): 3 clusters Score: Raw -4694.445582 + Penalty 903.182136 = -3791.263446 nChanged 1 SP:Iteration 2Q (2461.583035 sec): 3 clusters Score: Raw -4694.987184 + Penalty 903.182136 = -3791.805048 nChanged 0 SP:Iteration 3F (2461.583977 sec): 3 clusters Score: Raw -4694.987184 + Penalty 903.182136 = -3791.805048 nChanged 0 Trying to split cluster 18 (3123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2461.600365 sec): 2 clusters Score: Raw -280836.392427 + Penalty 764.422189 = -280071.970238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2461.612630 sec): 3 clusters Score: Raw -279198.892630 + Penalty 1528.844378 = -277670.048252 nChanged 1270 SP:Iteration 1F (2461.624021 sec): 3 clusters Score: Raw -279982.311898 + Penalty 1528.844378 = -278453.467520 nChanged 237 SP:Iteration 2F (2461.635219 sec): 3 clusters Score: Raw -280154.303352 + Penalty 1528.844378 = -278625.458974 nChanged 204 SP:Iteration 3F (2461.646622 sec): 3 clusters Score: Raw -280278.682690 + Penalty 1528.844378 = -278749.838312 nChanged 166 SP:Iteration 4F (2461.669096 sec): 3 clusters Score: Raw -280379.581488 + Penalty 1528.844378 = -278850.737110 nChanged 147 SP:Iteration 5Q (2461.680472 sec): 3 clusters Score: Raw -280458.213534 + Penalty 1528.844378 = -278929.369156 nChanged 122 SP:Iteration 6Q (2461.696082 sec): 3 clusters Score: Raw -280526.868562 + Penalty 1528.844378 = -278998.024184 nChanged 118 SP:Iteration 7Q (2461.707320 sec): 3 clusters Score: Raw -280599.650619 + Penalty 1528.844378 = -279070.806242 nChanged 120 SP:Iteration 8Q (2461.723814 sec): 3 clusters Score: Raw -280668.179715 + Penalty 1528.844378 = -279139.335337 nChanged 97 SP:Iteration 9Q (2461.736525 sec): 3 clusters Score: Raw -280716.262289 + Penalty 1528.844378 = -279187.417911 nChanged 78 SP:Iteration 10Q (2461.748663 sec): 3 clusters Score: Raw -280752.165720 + Penalty 1528.844378 = -279223.321342 nChanged 48 SP:Iteration 11Q (2461.760041 sec): 3 clusters Score: Raw -280769.415365 + Penalty 1528.844378 = -279240.570987 nChanged 40 SP:Iteration 12Q (2461.771363 sec): 3 clusters Score: Raw -280786.312851 + Penalty 1528.844378 = -279257.468473 nChanged 45 SP:Iteration 13Q (2461.782556 sec): 3 clusters Score: Raw -280807.562928 + Penalty 1528.844378 = -279278.718550 nChanged 46 SP:Iteration 14Q (2461.793932 sec): 3 clusters Score: Raw -280832.056103 + Penalty 1528.844378 = -279303.211725 nChanged 48 SP:Iteration 15Q (2461.805250 sec): 3 clusters Score: Raw -280862.154553 + Penalty 1528.844378 = -279333.310175 nChanged 47 SP:Iteration 16Q (2461.816550 sec): 3 clusters Score: Raw -280890.882537 + Penalty 1528.844378 = -279362.038159 nChanged 47 SP:Iteration 17Q (2461.827871 sec): 3 clusters Score: Raw -280914.426872 + Penalty 1528.844378 = -279385.582494 nChanged 30 SP:Iteration 18Q (2461.839128 sec): 3 clusters Score: Raw -280927.955250 + Penalty 1528.844378 = -279399.110872 nChanged 26 SP:Iteration 19Q (2461.850273 sec): 3 clusters Score: Raw -280941.021867 + Penalty 1528.844378 = -279412.177489 nChanged 27 SP:Iteration 20F (2461.865796 sec): 3 clusters Score: Raw -280953.058092 + Penalty 1528.844378 = -279424.213714 nChanged 17 SP:Iteration 21Q (2461.877157 sec): 3 clusters Score: Raw -280959.710947 + Penalty 1528.844378 = -279430.866569 nChanged 14 SP:Iteration 22Q (2461.888524 sec): 3 clusters Score: Raw -280967.493459 + Penalty 1528.844378 = -279438.649081 nChanged 16 SP:Iteration 23Q (2461.899594 sec): 3 clusters Score: Raw -280975.433710 + Penalty 1528.844378 = -279446.589332 nChanged 13 SP:Iteration 24Q (2461.910792 sec): 3 clusters Score: Raw -280985.625620 + Penalty 1528.844378 = -279456.781242 nChanged 14 SP:Iteration 25Q (2461.922115 sec): 3 clusters Score: Raw -280994.328011 + Penalty 1528.844378 = -279465.483634 nChanged 10 SP:Iteration 26Q (2461.937609 sec): 3 clusters Score: Raw -281002.075471 + Penalty 1528.844378 = -279473.231093 nChanged 9 SP:Iteration 27Q (2461.948877 sec): 3 clusters Score: Raw -281009.232733 + Penalty 1528.844378 = -279480.388355 nChanged 11 SP:Iteration 28Q (2461.963688 sec): 3 clusters Score: Raw -281018.135276 + Penalty 1528.844378 = -279489.290898 nChanged 10 SP:Iteration 29Q (2461.975792 sec): 3 clusters Score: Raw -281028.511849 + Penalty 1528.844378 = -279499.667471 nChanged 9 SP:Iteration 30Q (2461.988178 sec): 3 clusters Score: Raw -281037.827690 + Penalty 1528.844378 = -279508.983312 nChanged 4 SP:Iteration 31Q (2461.999318 sec): 3 clusters Score: Raw -281040.888411 + Penalty 1528.844378 = -279512.044033 nChanged 2 SP:Iteration 32Q (2462.019351 sec): 3 clusters Score: Raw -281042.096543 + Penalty 1528.844378 = -279513.252165 nChanged 3 SP:Iteration 33Q (2462.030432 sec): 3 clusters Score: Raw -281044.134692 + Penalty 1528.844378 = -279515.290314 nChanged 3 SP:Iteration 34Q (2462.046200 sec): 3 clusters Score: Raw -281046.909305 + Penalty 1528.844378 = -279518.064927 nChanged 5 SP:Iteration 35Q (2462.057252 sec): 3 clusters Score: Raw -281050.015159 + Penalty 1528.844378 = -279521.170781 nChanged 2 SP:Iteration 36Q (2462.068376 sec): 3 clusters Score: Raw -281051.636003 + Penalty 1528.844378 = -279522.791625 nChanged 3 SP:Iteration 37Q (2462.079304 sec): 3 clusters Score: Raw -281053.547176 + Penalty 1528.844378 = -279524.702798 nChanged 2 SP:Iteration 38Q (2462.090209 sec): 3 clusters Score: Raw -281055.588890 + Penalty 1528.844378 = -279526.744512 nChanged 0 SP:Iteration 39F (2462.101416 sec): 3 clusters Score: Raw -281055.588890 + Penalty 1528.844378 = -279526.744512 nChanged 0 Trying to split cluster 19 (2029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2462.116615 sec): 2 clusters Score: Raw -194728.754737 + Penalty 723.453342 = -194005.301395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2462.124927 sec): 3 clusters Score: Raw -193718.691894 + Penalty 1446.906685 = -192271.785209 nChanged 801 SP:Iteration 1F (2462.132622 sec): 3 clusters Score: Raw -194191.479469 + Penalty 1446.906685 = -192744.572784 nChanged 152 SP:Iteration 2F (2462.140224 sec): 3 clusters Score: Raw -194280.673842 + Penalty 1446.906685 = -192833.767157 nChanged 100 SP:Iteration 3Q (2462.147831 sec): 3 clusters Score: Raw -194335.278938 + Penalty 1446.906685 = -192888.372254 nChanged 84 SP:Iteration 4Q (2462.155411 sec): 3 clusters Score: Raw -194380.089924 + Penalty 1446.906685 = -192933.183239 nChanged 68 SP:Iteration 5Q (2462.163008 sec): 3 clusters Score: Raw -194422.503096 + Penalty 1446.906685 = -192975.596412 nChanged 65 SP:Iteration 6Q (2462.170559 sec): 3 clusters Score: Raw -194455.245684 + Penalty 1446.906685 = -193008.338999 nChanged 55 SP:Iteration 7Q (2462.178156 sec): 3 clusters Score: Raw -194491.044334 + Penalty 1446.906685 = -193044.137649 nChanged 56 SP:Iteration 8Q (2462.185727 sec): 3 clusters Score: Raw -194523.411612 + Penalty 1446.906685 = -193076.504928 nChanged 54 SP:Iteration 9Q (2462.193281 sec): 3 clusters Score: Raw -194550.536173 + Penalty 1446.906685 = -193103.629488 nChanged 50 SP:Iteration 10Q (2462.200849 sec): 3 clusters Score: Raw -194576.532900 + Penalty 1446.906685 = -193129.626215 nChanged 38 SP:Iteration 11Q (2462.208392 sec): 3 clusters Score: Raw -194596.926120 + Penalty 1446.906685 = -193150.019435 nChanged 36 SP:Iteration 12Q (2462.215933 sec): 3 clusters Score: Raw -194617.848622 + Penalty 1446.906685 = -193170.941937 nChanged 36 SP:Iteration 13Q (2462.223529 sec): 3 clusters Score: Raw -194637.619378 + Penalty 1446.906685 = -193190.712693 nChanged 30 SP:Iteration 14Q (2462.231069 sec): 3 clusters Score: Raw -194655.028160 + Penalty 1446.906685 = -193208.121476 nChanged 28 SP:Iteration 15Q (2462.241140 sec): 3 clusters Score: Raw -194669.130464 + Penalty 1446.906685 = -193222.223779 nChanged 30 SP:Iteration 16Q (2462.253191 sec): 3 clusters Score: Raw -194686.533280 + Penalty 1446.906685 = -193239.626596 nChanged 23 SP:Iteration 17Q (2462.260635 sec): 3 clusters Score: Raw -194699.406024 + Penalty 1446.906685 = -193252.499340 nChanged 25 SP:Iteration 18Q (2462.270605 sec): 3 clusters Score: Raw -194716.673162 + Penalty 1446.906685 = -193269.766478 nChanged 26 SP:Iteration 19Q (2462.278165 sec): 3 clusters Score: Raw -194739.407988 + Penalty 1446.906685 = -193292.501304 nChanged 22 SP:Iteration 20F (2462.285790 sec): 3 clusters Score: Raw -194751.733147 + Penalty 1446.906685 = -193304.826462 nChanged 21 SP:Iteration 21Q (2462.293243 sec): 3 clusters Score: Raw -194760.579713 + Penalty 1446.906685 = -193313.673029 nChanged 16 SP:Iteration 22Q (2462.300665 sec): 3 clusters Score: Raw -194768.173460 + Penalty 1446.906685 = -193321.266775 nChanged 13 SP:Iteration 23Q (2462.308139 sec): 3 clusters Score: Raw -194774.585258 + Penalty 1446.906685 = -193327.678574 nChanged 14 SP:Iteration 24Q (2462.315589 sec): 3 clusters Score: Raw -194779.175630 + Penalty 1446.906685 = -193332.268945 nChanged 8 SP:Iteration 25Q (2462.323050 sec): 3 clusters Score: Raw -194780.955662 + Penalty 1446.906685 = -193334.048978 nChanged 2 SP:Iteration 26Q (2462.330504 sec): 3 clusters Score: Raw -194781.555262 + Penalty 1446.906685 = -193334.648577 nChanged 2 SP:Iteration 27Q (2462.337972 sec): 3 clusters Score: Raw -194781.999070 + Penalty 1446.906685 = -193335.092385 nChanged 2 SP:Iteration 28Q (2462.345398 sec): 3 clusters Score: Raw -194782.631381 + Penalty 1446.906685 = -193335.724697 nChanged 0 SP:Iteration 29F (2462.352969 sec): 3 clusters Score: Raw -194782.631381 + Penalty 1446.906685 = -193335.724697 nChanged 0 Trying to split cluster 20 (27133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2462.391066 sec): 2 clusters Score: Raw -2644442.223594 + Penalty 969.808068 = -2643472.415526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2462.436355 sec): 3 clusters Score: Raw -2627228.160643 + Penalty 1939.616136 = -2625288.544507 nChanged 12677 SP:Iteration 1F (2462.478743 sec): 3 clusters Score: Raw -2634418.948168 + Penalty 1939.616136 = -2632479.332033 nChanged 1165 SP:Iteration 2Q (2462.522312 sec): 3 clusters Score: Raw -2634782.920358 + Penalty 1939.616136 = -2632843.304222 nChanged 1159 SP:Iteration 3Q (2462.566409 sec): 3 clusters Score: Raw -2635197.809954 + Penalty 1939.616136 = -2633258.193818 nChanged 1237 SP:Iteration 4Q (2462.610118 sec): 3 clusters Score: Raw -2635745.860149 + Penalty 1939.616136 = -2633806.244013 nChanged 1369 SP:Iteration 5F (2462.678199 sec): 3 clusters Score: Raw -2636450.909854 + Penalty 1939.616136 = -2634511.293719 nChanged 1509 SP:Iteration 6F (2462.720211 sec): 3 clusters Score: Raw -2637355.818994 + Penalty 1939.616136 = -2635416.202858 nChanged 1607 SP:Iteration 7F (2462.762683 sec): 3 clusters Score: Raw -2638480.445497 + Penalty 1939.616136 = -2636540.829361 nChanged 1586 SP:Iteration 8F (2462.810556 sec): 3 clusters Score: Raw -2639634.376438 + Penalty 1939.616136 = -2637694.760302 nChanged 1397 SP:Iteration 9F (2462.852689 sec): 3 clusters Score: Raw -2640602.654241 + Penalty 1939.616136 = -2638663.038105 nChanged 1131 SP:Iteration 10Q (2462.894907 sec): 3 clusters Score: Raw -2641255.225478 + Penalty 1939.616136 = -2639315.609343 nChanged 827 SP:Iteration 11Q (2462.935770 sec): 3 clusters Score: Raw -2641635.642518 + Penalty 1939.616136 = -2639696.026382 nChanged 596 SP:Iteration 12Q (2462.985392 sec): 3 clusters Score: Raw -2641883.372864 + Penalty 1939.616136 = -2639943.756729 nChanged 481 SP:Iteration 13Q (2463.025184 sec): 3 clusters Score: Raw -2642076.377461 + Penalty 1939.616136 = -2640136.761325 nChanged 419 SP:Iteration 14Q (2463.065137 sec): 3 clusters Score: Raw -2642242.767986 + Penalty 1939.616136 = -2640303.151850 nChanged 380 SP:Iteration 15Q (2463.104535 sec): 3 clusters Score: Raw -2642402.898366 + Penalty 1939.616136 = -2640463.282231 nChanged 395 SP:Iteration 16Q (2463.145539 sec): 3 clusters Score: Raw -2642568.095997 + Penalty 1939.616136 = -2640628.479861 nChanged 340 SP:Iteration 17Q (2463.184668 sec): 3 clusters Score: Raw -2642705.546476 + Penalty 1939.616136 = -2640765.930340 nChanged 338 SP:Iteration 18Q (2463.223681 sec): 3 clusters Score: Raw -2642851.003964 + Penalty 1939.616136 = -2640911.387828 nChanged 326 SP:Iteration 19Q (2463.262105 sec): 3 clusters Score: Raw -2642997.909554 + Penalty 1939.616136 = -2641058.293418 nChanged 297 SP:Iteration 20F (2463.305600 sec): 3 clusters Score: Raw -2643130.562137 + Penalty 1939.616136 = -2641190.946002 nChanged 260 SP:Iteration 21Q (2463.343433 sec): 3 clusters Score: Raw -2643238.097569 + Penalty 1939.616136 = -2641298.481433 nChanged 243 SP:Iteration 22Q (2463.391807 sec): 3 clusters Score: Raw -2643341.958814 + Penalty 1939.616136 = -2641402.342678 nChanged 225 SP:Iteration 23Q (2463.429417 sec): 3 clusters Score: Raw -2643452.237952 + Penalty 1939.616136 = -2641512.621816 nChanged 243 SP:Iteration 24Q (2463.466722 sec): 3 clusters Score: Raw -2643583.369413 + Penalty 1939.616136 = -2641643.753277 nChanged 214 SP:Iteration 25Q (2463.503846 sec): 3 clusters Score: Raw -2643709.613421 + Penalty 1939.616136 = -2641769.997285 nChanged 209 SP:Iteration 26Q (2463.540501 sec): 3 clusters Score: Raw -2643869.511734 + Penalty 1939.616136 = -2641929.895598 nChanged 195 SP:Iteration 27Q (2463.585420 sec): 3 clusters Score: Raw -2644024.900161 + Penalty 1939.616136 = -2642085.284025 nChanged 182 SP:Iteration 28Q (2463.641560 sec): 3 clusters Score: Raw -2644161.719554 + Penalty 1939.616136 = -2642222.103418 nChanged 164 SP:Iteration 29Q (2463.689254 sec): 3 clusters Score: Raw -2644265.052067 + Penalty 1939.616136 = -2642325.435931 nChanged 139 SP:Iteration 30Q (2463.725423 sec): 3 clusters Score: Raw -2644343.880716 + Penalty 1939.616136 = -2642404.264580 nChanged 128 SP:Iteration 31Q (2463.761415 sec): 3 clusters Score: Raw -2644404.833730 + Penalty 1939.616136 = -2642465.217594 nChanged 117 SP:Iteration 32Q (2463.797407 sec): 3 clusters Score: Raw -2644469.699045 + Penalty 1939.616136 = -2642530.082909 nChanged 128 SP:Iteration 33Q (2463.834101 sec): 3 clusters Score: Raw -2644543.128528 + Penalty 1939.616136 = -2642603.512392 nChanged 105 SP:Iteration 34Q (2463.869873 sec): 3 clusters Score: Raw -2644597.903071 + Penalty 1939.616136 = -2642658.286935 nChanged 78 SP:Iteration 35Q (2463.905531 sec): 3 clusters Score: Raw -2644632.081968 + Penalty 1939.616136 = -2642692.465832 nChanged 65 SP:Iteration 36Q (2463.941390 sec): 3 clusters Score: Raw -2644660.051632 + Penalty 1939.616136 = -2642720.435496 nChanged 55 SP:Iteration 37Q (2463.978101 sec): 3 clusters Score: Raw -2644679.720623 + Penalty 1939.616136 = -2642740.104487 nChanged 57 SP:Iteration 38Q (2464.014297 sec): 3 clusters Score: Raw -2644697.370862 + Penalty 1939.616136 = -2642757.754726 nChanged 39 SP:Iteration 39Q (2464.078161 sec): 3 clusters Score: Raw -2644707.947718 + Penalty 1939.616136 = -2642768.331583 nChanged 35 SP:Iteration 40F (2464.124472 sec): 3 clusters Score: Raw -2644724.964421 + Penalty 1939.616136 = -2642785.348285 nChanged 47 SP:Iteration 41Q (2464.160092 sec): 3 clusters Score: Raw -2644740.388108 + Penalty 1939.616136 = -2642800.771972 nChanged 41 SP:Iteration 42Q (2464.195831 sec): 3 clusters Score: Raw -2644750.162545 + Penalty 1939.616136 = -2642810.546409 nChanged 38 SP:Iteration 43Q (2464.237163 sec): 3 clusters Score: Raw -2644758.365016 + Penalty 1939.616136 = -2642818.748880 nChanged 19 SP:Iteration 44Q (2464.267421 sec): 3 clusters Score: Raw -2644761.944889 + Penalty 1939.616136 = -2642822.328753 nChanged 17 SP:Iteration 45Q (2464.303157 sec): 3 clusters Score: Raw -2644764.558088 + Penalty 1939.616136 = -2642824.941952 nChanged 10 SP:Iteration 46Q (2464.340068 sec): 3 clusters Score: Raw -2644766.221171 + Penalty 1939.616136 = -2642826.605035 nChanged 9 SP:Iteration 47Q (2464.375581 sec): 3 clusters Score: Raw -2644767.678065 + Penalty 1939.616136 = -2642828.061930 nChanged 9 SP:Iteration 48Q (2464.411759 sec): 3 clusters Score: Raw -2644769.353239 + Penalty 1939.616136 = -2642829.737103 nChanged 13 SP:Iteration 49Q (2464.448735 sec): 3 clusters Score: Raw -2644771.535647 + Penalty 1939.616136 = -2642831.919511 nChanged 8 SP:Iteration 50Q (2464.521080 sec): 3 clusters Score: Raw -2644772.645490 + Penalty 1939.616136 = -2642833.029355 nChanged 11 SP:Iteration 51Q (2464.557208 sec): 3 clusters Score: Raw -2644774.134464 + Penalty 1939.616136 = -2642834.518328 nChanged 4 SP:Iteration 52Q (2464.601285 sec): 3 clusters Score: Raw -2644774.639303 + Penalty 1939.616136 = -2642835.023167 nChanged 4 SP:Iteration 53Q (2464.636574 sec): 3 clusters Score: Raw -2644775.305972 + Penalty 1939.616136 = -2642835.689837 nChanged 6 SP:Iteration 54Q (2464.672634 sec): 3 clusters Score: Raw -2644776.374488 + Penalty 1939.616136 = -2642836.758352 nChanged 5 SP:Iteration 55Q (2464.708101 sec): 3 clusters Score: Raw -2644777.301272 + Penalty 1939.616136 = -2642837.685136 nChanged 9 SP:Iteration 56Q (2464.744348 sec): 3 clusters Score: Raw -2644778.508255 + Penalty 1939.616136 = -2642838.892120 nChanged 7 SP:Iteration 57Q (2464.779964 sec): 3 clusters Score: Raw -2644780.093645 + Penalty 1939.616136 = -2642840.477509 nChanged 9 SP:Iteration 58Q (2464.815796 sec): 3 clusters Score: Raw -2644782.037730 + Penalty 1939.616136 = -2642842.421594 nChanged 8 SP:Iteration 59Q (2464.884385 sec): 3 clusters Score: Raw -2644783.264196 + Penalty 1939.616136 = -2642843.648060 nChanged 4 SP:Iteration 60F (2464.926405 sec): 3 clusters Score: Raw -2644783.683865 + Penalty 1939.616136 = -2642844.067730 nChanged 1 SP:Iteration 61Q (2464.963001 sec): 3 clusters Score: Raw -2644783.761857 + Penalty 1939.616136 = -2642844.145721 nChanged 0 SP:Iteration 62F (2465.005835 sec): 3 clusters Score: Raw -2644783.761857 + Penalty 1939.616136 = -2642844.145721 nChanged 0 Trying to split cluster 21 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2465.016948 sec): 2 clusters Score: Raw -12753.883227 + Penalty 486.209412 = -12267.673815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2465.018416 sec): 3 clusters Score: Raw -12786.370898 + Penalty 972.418824 = -11813.952073 nChanged 30 SP:Iteration 1F (2465.019456 sec): 3 clusters Score: Raw -12882.843917 + Penalty 972.418824 = -11910.425093 nChanged 14 SP:Iteration 2F (2465.020610 sec): 3 clusters Score: Raw -12949.865221 + Penalty 972.418824 = -11977.446397 nChanged 10 SP:Iteration 3F (2465.021736 sec): 3 clusters Score: Raw -13030.687930 + Penalty 972.418824 = -12058.269105 nChanged 3 SP:Iteration 4Q (2465.022849 sec): 3 clusters Score: Raw -13040.272919 + Penalty 972.418824 = -12067.854095 nChanged 4 SP:Iteration 5Q (2465.023948 sec): 3 clusters Score: Raw -13056.137361 + Penalty 972.418824 = -12083.718537 nChanged 3 SP:Iteration 6Q (2465.025044 sec): 3 clusters Score: Raw -13069.013147 + Penalty 972.418824 = -12096.594322 nChanged 0 SP:Iteration 7F (2465.026191 sec): 3 clusters Score: Raw -13069.013147 + Penalty 972.418824 = -12096.594322 nChanged 0 Trying to split cluster 22 (16221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2465.055723 sec): 2 clusters Score: Raw -1370126.876065 + Penalty 920.935888 = -1369205.940177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2465.091805 sec): 3 clusters Score: Raw -1360212.189106 + Penalty 1841.871776 = -1358370.317330 nChanged 7455 SP:Iteration 1F (2465.122014 sec): 3 clusters Score: Raw -1364398.442921 + Penalty 1841.871776 = -1362556.571146 nChanged 1099 SP:Iteration 2F (2465.154901 sec): 3 clusters Score: Raw -1365016.882550 + Penalty 1841.871776 = -1363175.010775 nChanged 1022 SP:Iteration 3F (2465.207539 sec): 3 clusters Score: Raw -1365640.763217 + Penalty 1841.871776 = -1363798.891441 nChanged 1042 SP:Iteration 4F (2465.246095 sec): 3 clusters Score: Raw -1366278.520142 + Penalty 1841.871776 = -1364436.648366 nChanged 931 SP:Iteration 5F (2465.279068 sec): 3 clusters Score: Raw -1366892.971554 + Penalty 1841.871776 = -1365051.099779 nChanged 885 SP:Iteration 6F (2465.309417 sec): 3 clusters Score: Raw -1367464.603935 + Penalty 1841.871776 = -1365622.732159 nChanged 742 SP:Iteration 7Q (2465.339847 sec): 3 clusters Score: Raw -1367942.474888 + Penalty 1841.871776 = -1366100.603112 nChanged 637 SP:Iteration 8Q (2465.370704 sec): 3 clusters Score: Raw -1368250.876774 + Penalty 1841.871776 = -1366409.004998 nChanged 444 SP:Iteration 9Q (2465.400841 sec): 3 clusters Score: Raw -1368422.601711 + Penalty 1841.871776 = -1366580.729935 nChanged 319 SP:Iteration 10Q (2465.430908 sec): 3 clusters Score: Raw -1368527.937935 + Penalty 1841.871776 = -1366686.066159 nChanged 286 SP:Iteration 11Q (2465.460813 sec): 3 clusters Score: Raw -1368616.498395 + Penalty 1841.871776 = -1366774.626619 nChanged 254 SP:Iteration 12Q (2465.490658 sec): 3 clusters Score: Raw -1368696.847495 + Penalty 1841.871776 = -1366854.975719 nChanged 236 SP:Iteration 13Q (2465.525620 sec): 3 clusters Score: Raw -1368770.798584 + Penalty 1841.871776 = -1366928.926808 nChanged 235 SP:Iteration 14Q (2465.555155 sec): 3 clusters Score: Raw -1368853.680261 + Penalty 1841.871776 = -1367011.808485 nChanged 241 SP:Iteration 15Q (2465.584888 sec): 3 clusters Score: Raw -1368946.951407 + Penalty 1841.871776 = -1367105.079632 nChanged 234 SP:Iteration 16Q (2465.614451 sec): 3 clusters Score: Raw -1369028.376440 + Penalty 1841.871776 = -1367186.504664 nChanged 225 SP:Iteration 17Q (2465.643545 sec): 3 clusters Score: Raw -1369103.919198 + Penalty 1841.871776 = -1367262.047422 nChanged 212 SP:Iteration 18Q (2465.672484 sec): 3 clusters Score: Raw -1369171.978354 + Penalty 1841.871776 = -1367330.106578 nChanged 197 SP:Iteration 19Q (2465.701523 sec): 3 clusters Score: Raw -1369233.118082 + Penalty 1841.871776 = -1367391.246306 nChanged 203 SP:Iteration 20F (2465.735838 sec): 3 clusters Score: Raw -1369301.675927 + Penalty 1841.871776 = -1367459.804151 nChanged 198 SP:Iteration 21Q (2465.764782 sec): 3 clusters Score: Raw -1369372.108765 + Penalty 1841.871776 = -1367530.236989 nChanged 199 SP:Iteration 22Q (2465.793196 sec): 3 clusters Score: Raw -1369454.200263 + Penalty 1841.871776 = -1367612.328487 nChanged 187 SP:Iteration 23Q (2465.821903 sec): 3 clusters Score: Raw -1369527.719120 + Penalty 1841.871776 = -1367685.847344 nChanged 164 SP:Iteration 24Q (2465.850313 sec): 3 clusters Score: Raw -1369588.477581 + Penalty 1841.871776 = -1367746.605805 nChanged 159 SP:Iteration 25Q (2465.879078 sec): 3 clusters Score: Raw -1369640.796811 + Penalty 1841.871776 = -1367798.925035 nChanged 145 SP:Iteration 26Q (2465.907247 sec): 3 clusters Score: Raw -1369686.254631 + Penalty 1841.871776 = -1367844.382855 nChanged 123 SP:Iteration 27Q (2465.935288 sec): 3 clusters Score: Raw -1369724.679112 + Penalty 1841.871776 = -1367882.807336 nChanged 122 SP:Iteration 28Q (2465.963499 sec): 3 clusters Score: Raw -1369765.446514 + Penalty 1841.871776 = -1367923.574738 nChanged 127 SP:Iteration 29Q (2465.991395 sec): 3 clusters Score: Raw -1369806.454337 + Penalty 1841.871776 = -1367964.582561 nChanged 114 SP:Iteration 30Q (2466.019013 sec): 3 clusters Score: Raw -1369844.372620 + Penalty 1841.871776 = -1368002.500844 nChanged 105 SP:Iteration 31Q (2466.046632 sec): 3 clusters Score: Raw -1369879.471288 + Penalty 1841.871776 = -1368037.599512 nChanged 105 SP:Iteration 32Q (2466.078724 sec): 3 clusters Score: Raw -1369919.314000 + Penalty 1841.871776 = -1368077.442224 nChanged 107 SP:Iteration 33Q (2466.106320 sec): 3 clusters Score: Raw -1369959.864801 + Penalty 1841.871776 = -1368117.993025 nChanged 99 SP:Iteration 34Q (2466.134003 sec): 3 clusters Score: Raw -1370005.276594 + Penalty 1841.871776 = -1368163.404818 nChanged 93 SP:Iteration 35Q (2466.161437 sec): 3 clusters Score: Raw -1370056.580681 + Penalty 1841.871776 = -1368214.708906 nChanged 103 SP:Iteration 36Q (2466.188566 sec): 3 clusters Score: Raw -1370101.368599 + Penalty 1841.871776 = -1368259.496823 nChanged 97 SP:Iteration 37Q (2466.216002 sec): 3 clusters Score: Raw -1370137.382757 + Penalty 1841.871776 = -1368295.510982 nChanged 75 SP:Iteration 38Q (2466.243196 sec): 3 clusters Score: Raw -1370161.748700 + Penalty 1841.871776 = -1368319.876924 nChanged 72 SP:Iteration 39Q (2466.297398 sec): 3 clusters Score: Raw -1370186.472398 + Penalty 1841.871776 = -1368344.600622 nChanged 67 SP:Iteration 40F (2466.328173 sec): 3 clusters Score: Raw -1370211.990170 + Penalty 1841.871776 = -1368370.118394 nChanged 57 SP:Iteration 41Q (2466.359045 sec): 3 clusters Score: Raw -1370231.249617 + Penalty 1841.871776 = -1368389.377841 nChanged 56 SP:Iteration 42Q (2466.386011 sec): 3 clusters Score: Raw -1370249.609525 + Penalty 1841.871776 = -1368407.737749 nChanged 44 SP:Iteration 43Q (2466.412859 sec): 3 clusters Score: Raw -1370265.184205 + Penalty 1841.871776 = -1368423.312429 nChanged 44 SP:Iteration 44Q (2466.440042 sec): 3 clusters Score: Raw -1370280.137455 + Penalty 1841.871776 = -1368438.265679 nChanged 41 SP:Iteration 45Q (2466.472406 sec): 3 clusters Score: Raw -1370292.816131 + Penalty 1841.871776 = -1368450.944355 nChanged 30 SP:Iteration 46Q (2466.499165 sec): 3 clusters Score: Raw -1370301.770663 + Penalty 1841.871776 = -1368459.898888 nChanged 23 SP:Iteration 47Q (2466.526092 sec): 3 clusters Score: Raw -1370309.217541 + Penalty 1841.871776 = -1368467.345765 nChanged 15 SP:Iteration 48Q (2466.552739 sec): 3 clusters Score: Raw -1370312.873722 + Penalty 1841.871776 = -1368471.001946 nChanged 16 SP:Iteration 49Q (2466.579829 sec): 3 clusters Score: Raw -1370316.004263 + Penalty 1841.871776 = -1368474.132487 nChanged 14 SP:Iteration 50Q (2466.607076 sec): 3 clusters Score: Raw -1370318.661993 + Penalty 1841.871776 = -1368476.790217 nChanged 9 SP:Iteration 51Q (2466.633712 sec): 3 clusters Score: Raw -1370320.795913 + Penalty 1841.871776 = -1368478.924138 nChanged 7 SP:Iteration 52Q (2466.665584 sec): 3 clusters Score: Raw -1370322.718318 + Penalty 1841.871776 = -1368480.846542 nChanged 8 SP:Iteration 53Q (2466.692382 sec): 3 clusters Score: Raw -1370325.313518 + Penalty 1841.871776 = -1368483.441742 nChanged 15 SP:Iteration 54Q (2466.719076 sec): 3 clusters Score: Raw -1370330.308023 + Penalty 1841.871776 = -1368488.436247 nChanged 13 SP:Iteration 55Q (2466.745799 sec): 3 clusters Score: Raw -1370334.568602 + Penalty 1841.871776 = -1368492.696826 nChanged 8 SP:Iteration 56Q (2466.772482 sec): 3 clusters Score: Raw -1370336.675175 + Penalty 1841.871776 = -1368494.803399 nChanged 9 SP:Iteration 57Q (2466.801727 sec): 3 clusters Score: Raw -1370338.777999 + Penalty 1841.871776 = -1368496.906223 nChanged 4 SP:Iteration 58Q (2466.828458 sec): 3 clusters Score: Raw -1370340.849784 + Penalty 1841.871776 = -1368498.978009 nChanged 8 SP:Iteration 59Q (2466.855183 sec): 3 clusters Score: Raw -1370343.058043 + Penalty 1841.871776 = -1368501.186267 nChanged 8 SP:Iteration 60F (2466.889742 sec): 3 clusters Score: Raw -1370345.599431 + Penalty 1841.871776 = -1368503.727655 nChanged 6 SP:Iteration 61Q (2466.916623 sec): 3 clusters Score: Raw -1370347.386493 + Penalty 1841.871776 = -1368505.514717 nChanged 8 SP:Iteration 62Q (2466.943773 sec): 3 clusters Score: Raw -1370349.967281 + Penalty 1841.871776 = -1368508.095505 nChanged 11 SP:Iteration 63Q (2466.973418 sec): 3 clusters Score: Raw -1370353.268661 + Penalty 1841.871776 = -1368511.396885 nChanged 7 SP:Iteration 64Q (2466.999913 sec): 3 clusters Score: Raw -1370354.902852 + Penalty 1841.871776 = -1368513.031076 nChanged 9 SP:Iteration 65Q (2467.027237 sec): 3 clusters Score: Raw -1370358.677145 + Penalty 1841.871776 = -1368516.805369 nChanged 10 SP:Iteration 66Q (2467.053916 sec): 3 clusters Score: Raw -1370361.458491 + Penalty 1841.871776 = -1368519.586715 nChanged 11 SP:Iteration 67Q (2467.080607 sec): 3 clusters Score: Raw -1370364.264511 + Penalty 1841.871776 = -1368522.392735 nChanged 8 SP:Iteration 68Q (2467.107265 sec): 3 clusters Score: Raw -1370366.165618 + Penalty 1841.871776 = -1368524.293842 nChanged 9 SP:Iteration 69Q (2467.133860 sec): 3 clusters Score: Raw -1370370.111977 + Penalty 1841.871776 = -1368528.240201 nChanged 14 SP:Iteration 70Q (2467.160254 sec): 3 clusters Score: Raw -1370377.302085 + Penalty 1841.871776 = -1368535.430309 nChanged 14 SP:Iteration 71Q (2467.186771 sec): 3 clusters Score: Raw -1370381.026931 + Penalty 1841.871776 = -1368539.155155 nChanged 5 SP:Iteration 72Q (2467.213236 sec): 3 clusters Score: Raw -1370381.802984 + Penalty 1841.871776 = -1368539.931208 nChanged 1 SP:Iteration 73Q (2467.239766 sec): 3 clusters Score: Raw -1370382.063781 + Penalty 1841.871776 = -1368540.192006 nChanged 1 SP:Iteration 74Q (2467.266353 sec): 3 clusters Score: Raw -1370382.188637 + Penalty 1841.871776 = -1368540.316861 nChanged 1 SP:Iteration 75Q (2467.298498 sec): 3 clusters Score: Raw -1370382.586942 + Penalty 1841.871776 = -1368540.715167 nChanged 4 SP:Iteration 76Q (2467.325042 sec): 3 clusters Score: Raw -1370383.602131 + Penalty 1841.871776 = -1368541.730355 nChanged 3 SP:Iteration 77Q (2467.351441 sec): 3 clusters Score: Raw -1370384.624995 + Penalty 1841.871776 = -1368542.753219 nChanged 3 SP:Iteration 78Q (2467.377827 sec): 3 clusters Score: Raw -1370385.780592 + Penalty 1841.871776 = -1368543.908816 nChanged 3 SP:Iteration 79Q (2467.404554 sec): 3 clusters Score: Raw -1370386.464440 + Penalty 1841.871776 = -1368544.592665 nChanged 3 SP:Iteration 80F (2467.434848 sec): 3 clusters Score: Raw -1370387.125868 + Penalty 1841.871776 = -1368545.254092 nChanged 1 SP:Iteration 81Q (2467.461557 sec): 3 clusters Score: Raw -1370387.237488 + Penalty 1841.871776 = -1368545.365712 nChanged 1 SP:Iteration 82Q (2467.488218 sec): 3 clusters Score: Raw -1370387.418444 + Penalty 1841.871776 = -1368545.546668 nChanged 1 SP:Iteration 83Q (2467.514566 sec): 3 clusters Score: Raw -1370387.563782 + Penalty 1841.871776 = -1368545.692007 nChanged 1 SP:Iteration 84Q (2467.540942 sec): 3 clusters Score: Raw -1370388.038587 + Penalty 1841.871776 = -1368546.166811 nChanged 1 SP:Iteration 85Q (2467.567653 sec): 3 clusters Score: Raw -1370388.258188 + Penalty 1841.871776 = -1368546.386412 nChanged 3 SP:Iteration 86Q (2467.594557 sec): 3 clusters Score: Raw -1370389.815286 + Penalty 1841.871776 = -1368547.943510 nChanged 5 SP:Iteration 87Q (2467.621117 sec): 3 clusters Score: Raw -1370391.185812 + Penalty 1841.871776 = -1368549.314036 nChanged 2 SP:Iteration 88Q (2467.647643 sec): 3 clusters Score: Raw -1370391.384560 + Penalty 1841.871776 = -1368549.512785 nChanged 2 SP:Iteration 89Q (2467.674494 sec): 3 clusters Score: Raw -1370391.576072 + Penalty 1841.871776 = -1368549.704296 nChanged 1 SP:Iteration 90Q (2467.701270 sec): 3 clusters Score: Raw -1370391.705376 + Penalty 1841.871776 = -1368549.833600 nChanged 0 SP:Iteration 91F (2467.735464 sec): 3 clusters Score: Raw -1370391.705376 + Penalty 1841.871776 = -1368549.833600 nChanged 0 Trying to split cluster 23 (5603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2467.752790 sec): 2 clusters Score: Raw -557010.372368 + Penalty 819.950458 = -556190.421911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2467.772747 sec): 3 clusters Score: Raw -553809.606134 + Penalty 1639.900915 = -552169.705219 nChanged 2433 SP:Iteration 1F (2467.791533 sec): 3 clusters Score: Raw -555138.347158 + Penalty 1639.900915 = -553498.446243 nChanged 323 SP:Iteration 2F (2467.811134 sec): 3 clusters Score: Raw -555269.923751 + Penalty 1639.900915 = -553630.022836 nChanged 284 SP:Iteration 3F (2467.830536 sec): 3 clusters Score: Raw -555408.923710 + Penalty 1639.900915 = -553769.022795 nChanged 288 SP:Iteration 4F (2467.850058 sec): 3 clusters Score: Raw -555574.940281 + Penalty 1639.900915 = -553935.039366 nChanged 306 SP:Iteration 5F (2467.869802 sec): 3 clusters Score: Raw -555754.035861 + Penalty 1639.900915 = -554114.134946 nChanged 299 SP:Iteration 6F (2467.889553 sec): 3 clusters Score: Raw -555966.358240 + Penalty 1639.900915 = -554326.457325 nChanged 343 SP:Iteration 7F (2467.908892 sec): 3 clusters Score: Raw -556249.989369 + Penalty 1639.900915 = -554610.088454 nChanged 306 SP:Iteration 8F (2467.928217 sec): 3 clusters Score: Raw -556510.449255 + Penalty 1639.900915 = -554870.548340 nChanged 243 SP:Iteration 9Q (2467.947638 sec): 3 clusters Score: Raw -556719.672273 + Penalty 1639.900915 = -555079.771358 nChanged 167 SP:Iteration 10Q (2467.965981 sec): 3 clusters Score: Raw -556861.697744 + Penalty 1639.900915 = -555221.796829 nChanged 118 SP:Iteration 11Q (2467.984888 sec): 3 clusters Score: Raw -556951.495414 + Penalty 1639.900915 = -555311.594499 nChanged 74 SP:Iteration 12Q (2468.003538 sec): 3 clusters Score: Raw -557016.848062 + Penalty 1639.900915 = -555376.947147 nChanged 48 SP:Iteration 13Q (2468.021678 sec): 3 clusters Score: Raw -557067.555925 + Penalty 1639.900915 = -555427.655010 nChanged 30 SP:Iteration 14Q (2468.040150 sec): 3 clusters Score: Raw -557105.105533 + Penalty 1639.900915 = -555465.204618 nChanged 27 SP:Iteration 15Q (2468.058531 sec): 3 clusters Score: Raw -557134.498408 + Penalty 1639.900915 = -555494.597493 nChanged 27 SP:Iteration 16Q (2468.078904 sec): 3 clusters Score: Raw -557155.374320 + Penalty 1639.900915 = -555515.473405 nChanged 14 SP:Iteration 17Q (2468.096995 sec): 3 clusters Score: Raw -557164.694959 + Penalty 1639.900915 = -555524.794044 nChanged 10 SP:Iteration 18Q (2468.115180 sec): 3 clusters Score: Raw -557171.742938 + Penalty 1639.900915 = -555531.842023 nChanged 13 SP:Iteration 19Q (2468.133221 sec): 3 clusters Score: Raw -557179.214551 + Penalty 1639.900915 = -555539.313636 nChanged 9 SP:Iteration 20F (2468.151875 sec): 3 clusters Score: Raw -557185.139736 + Penalty 1639.900915 = -555545.238821 nChanged 4 SP:Iteration 21Q (2468.169724 sec): 3 clusters Score: Raw -557186.644733 + Penalty 1639.900915 = -555546.743818 nChanged 5 SP:Iteration 22Q (2468.187514 sec): 3 clusters Score: Raw -557188.715249 + Penalty 1639.900915 = -555548.814334 nChanged 2 SP:Iteration 23Q (2468.210303 sec): 3 clusters Score: Raw -557190.137426 + Penalty 1639.900915 = -555550.236511 nChanged 2 SP:Iteration 24Q (2468.228171 sec): 3 clusters Score: Raw -557191.129410 + Penalty 1639.900915 = -555551.228495 nChanged 2 SP:Iteration 25Q (2468.246084 sec): 3 clusters Score: Raw -557191.698828 + Penalty 1639.900915 = -555551.797913 nChanged 0 SP:Iteration 26F (2468.265203 sec): 3 clusters Score: Raw -557191.698828 + Penalty 1639.900915 = -555551.797913 nChanged 0 Trying to split cluster 24 (4126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2468.281812 sec): 2 clusters Score: Raw -356369.065535 + Penalty 790.881051 = -355578.184484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2468.297955 sec): 3 clusters Score: Raw -354099.182831 + Penalty 1581.762102 = -352517.420729 nChanged 1730 SP:Iteration 1F (2468.312883 sec): 3 clusters Score: Raw -355126.934996 + Penalty 1581.762102 = -353545.172894 nChanged 307 SP:Iteration 2F (2468.327707 sec): 3 clusters Score: Raw -355322.189676 + Penalty 1581.762102 = -353740.427574 nChanged 275 SP:Iteration 3F (2468.341671 sec): 3 clusters Score: Raw -355486.734517 + Penalty 1581.762102 = -353904.972416 nChanged 239 SP:Iteration 4F (2468.356335 sec): 3 clusters Score: Raw -355639.289415 + Penalty 1581.762102 = -354057.527314 nChanged 222 SP:Iteration 5F (2468.371194 sec): 3 clusters Score: Raw -355786.380375 + Penalty 1581.762102 = -354204.618273 nChanged 177 SP:Iteration 6Q (2468.386025 sec): 3 clusters Score: Raw -355895.211573 + Penalty 1581.762102 = -354313.449471 nChanged 167 SP:Iteration 7Q (2468.404723 sec): 3 clusters Score: Raw -356004.321078 + Penalty 1581.762102 = -354422.558976 nChanged 147 SP:Iteration 8Q (2468.419351 sec): 3 clusters Score: Raw -356091.212147 + Penalty 1581.762102 = -354509.450046 nChanged 107 SP:Iteration 9Q (2468.433925 sec): 3 clusters Score: Raw -356156.629183 + Penalty 1581.762102 = -354574.867081 nChanged 93 SP:Iteration 10Q (2468.448639 sec): 3 clusters Score: Raw -356210.803388 + Penalty 1581.762102 = -354629.041286 nChanged 66 SP:Iteration 11Q (2468.463133 sec): 3 clusters Score: Raw -356252.957818 + Penalty 1581.762102 = -354671.195716 nChanged 55 SP:Iteration 12Q (2468.480041 sec): 3 clusters Score: Raw -356292.321953 + Penalty 1581.762102 = -354710.559851 nChanged 47 SP:Iteration 13Q (2468.494441 sec): 3 clusters Score: Raw -356327.462410 + Penalty 1581.762102 = -354745.700309 nChanged 43 SP:Iteration 14Q (2468.508940 sec): 3 clusters Score: Raw -356359.963318 + Penalty 1581.762102 = -354778.201216 nChanged 35 SP:Iteration 15Q (2468.523290 sec): 3 clusters Score: Raw -356385.177754 + Penalty 1581.762102 = -354803.415652 nChanged 25 SP:Iteration 16Q (2468.537340 sec): 3 clusters Score: Raw -356398.285590 + Penalty 1581.762102 = -354816.523488 nChanged 19 SP:Iteration 17Q (2468.551608 sec): 3 clusters Score: Raw -356411.078106 + Penalty 1581.762102 = -354829.316004 nChanged 18 SP:Iteration 18Q (2468.565839 sec): 3 clusters Score: Raw -356419.952743 + Penalty 1581.762102 = -354838.190641 nChanged 16 SP:Iteration 19Q (2468.579907 sec): 3 clusters Score: Raw -356425.543370 + Penalty 1581.762102 = -354843.781268 nChanged 8 SP:Iteration 20F (2468.597948 sec): 3 clusters Score: Raw -356431.782242 + Penalty 1581.762102 = -354850.020140 nChanged 14 SP:Iteration 21Q (2468.612181 sec): 3 clusters Score: Raw -356441.758605 + Penalty 1581.762102 = -354859.996503 nChanged 20 SP:Iteration 22Q (2468.626330 sec): 3 clusters Score: Raw -356453.623523 + Penalty 1581.762102 = -354871.861422 nChanged 15 SP:Iteration 23Q (2468.640483 sec): 3 clusters Score: Raw -356467.570741 + Penalty 1581.762102 = -354885.808639 nChanged 15 SP:Iteration 24Q (2468.654298 sec): 3 clusters Score: Raw -356476.634745 + Penalty 1581.762102 = -354894.872643 nChanged 14 SP:Iteration 25Q (2468.668452 sec): 3 clusters Score: Raw -356482.715476 + Penalty 1581.762102 = -354900.953375 nChanged 9 SP:Iteration 26Q (2468.682551 sec): 3 clusters Score: Raw -356485.652178 + Penalty 1581.762102 = -354903.890076 nChanged 5 SP:Iteration 27Q (2468.700835 sec): 3 clusters Score: Raw -356487.937195 + Penalty 1581.762102 = -354906.175093 nChanged 7 SP:Iteration 28Q (2468.714957 sec): 3 clusters Score: Raw -356492.296718 + Penalty 1581.762102 = -354910.534616 nChanged 7 SP:Iteration 29Q (2468.729071 sec): 3 clusters Score: Raw -356495.966930 + Penalty 1581.762102 = -354914.204828 nChanged 3 SP:Iteration 30Q (2468.748987 sec): 3 clusters Score: Raw -356497.231077 + Penalty 1581.762102 = -354915.468976 nChanged 3 SP:Iteration 31Q (2468.763090 sec): 3 clusters Score: Raw -356498.552272 + Penalty 1581.762102 = -354916.790170 nChanged 2 SP:Iteration 32Q (2468.777108 sec): 3 clusters Score: Raw -356499.262213 + Penalty 1581.762102 = -354917.500111 nChanged 3 SP:Iteration 33Q (2468.790556 sec): 3 clusters Score: Raw -356500.004484 + Penalty 1581.762102 = -354918.242382 nChanged 2 SP:Iteration 34Q (2468.804567 sec): 3 clusters Score: Raw -356500.357319 + Penalty 1581.762102 = -354918.595217 nChanged 2 SP:Iteration 35Q (2468.818816 sec): 3 clusters Score: Raw -356501.419787 + Penalty 1581.762102 = -354919.657685 nChanged 3 SP:Iteration 36Q (2468.832840 sec): 3 clusters Score: Raw -356502.849863 + Penalty 1581.762102 = -354921.087761 nChanged 2 SP:Iteration 37Q (2468.847095 sec): 3 clusters Score: Raw -356503.439168 + Penalty 1581.762102 = -354921.677066 nChanged 1 SP:Iteration 38Q (2468.861087 sec): 3 clusters Score: Raw -356503.812267 + Penalty 1581.762102 = -354922.050165 nChanged 1 SP:Iteration 39Q (2468.874919 sec): 3 clusters Score: Raw -356504.232271 + Penalty 1581.762102 = -354922.470169 nChanged 1 SP:Iteration 40F (2468.889972 sec): 3 clusters Score: Raw -356504.289372 + Penalty 1581.762102 = -354922.527270 nChanged 1 SP:Iteration 41Q (2468.903989 sec): 3 clusters Score: Raw -356504.923754 + Penalty 1581.762102 = -354923.161652 nChanged 1 SP:Iteration 42Q (2468.917857 sec): 3 clusters Score: Raw -356505.346620 + Penalty 1581.762102 = -354923.584518 nChanged 1 SP:Iteration 43Q (2468.931705 sec): 3 clusters Score: Raw -356505.385825 + Penalty 1581.762102 = -354923.623724 nChanged 0 SP:Iteration 44F (2468.946433 sec): 3 clusters Score: Raw -356505.385825 + Penalty 1581.762102 = -354923.623724 nChanged 0 Trying to split cluster 25 (9964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2468.968400 sec): 2 clusters Score: Raw -975077.902511 + Penalty 874.639718 = -974203.262793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2468.993331 sec): 3 clusters Score: Raw -969249.828056 + Penalty 1749.279437 = -967500.548619 nChanged 4366 SP:Iteration 1F (2469.017892 sec): 3 clusters Score: Raw -971704.394422 + Penalty 1749.279437 = -969955.114985 nChanged 595 SP:Iteration 2F (2469.041977 sec): 3 clusters Score: Raw -971972.183210 + Penalty 1749.279437 = -970222.903773 nChanged 523 SP:Iteration 3F (2469.076046 sec): 3 clusters Score: Raw -972238.011006 + Penalty 1749.279437 = -970488.731570 nChanged 512 SP:Iteration 4F (2469.100228 sec): 3 clusters Score: Raw -972514.816559 + Penalty 1749.279437 = -970765.537123 nChanged 484 SP:Iteration 5Q (2469.124990 sec): 3 clusters Score: Raw -972777.611535 + Penalty 1749.279437 = -971028.332098 nChanged 469 SP:Iteration 6Q (2469.159937 sec): 3 clusters Score: Raw -973038.805670 + Penalty 1749.279437 = -971289.526234 nChanged 476 SP:Iteration 7Q (2469.220511 sec): 3 clusters Score: Raw -973312.264438 + Penalty 1749.279437 = -971562.985002 nChanged 480 SP:Iteration 8Q (2469.244908 sec): 3 clusters Score: Raw -973561.791301 + Penalty 1749.279437 = -971812.511864 nChanged 412 SP:Iteration 9Q (2469.268982 sec): 3 clusters Score: Raw -973773.817785 + Penalty 1749.279437 = -972024.538348 nChanged 354 SP:Iteration 10Q (2469.292984 sec): 3 clusters Score: Raw -973919.933913 + Penalty 1749.279437 = -972170.654477 nChanged 274 SP:Iteration 11Q (2469.317094 sec): 3 clusters Score: Raw -974026.039884 + Penalty 1749.279437 = -972276.760448 nChanged 222 SP:Iteration 12Q (2469.340984 sec): 3 clusters Score: Raw -974120.476116 + Penalty 1749.279437 = -972371.196679 nChanged 183 SP:Iteration 13Q (2469.364792 sec): 3 clusters Score: Raw -974196.211437 + Penalty 1749.279437 = -972446.932001 nChanged 170 SP:Iteration 14Q (2469.392668 sec): 3 clusters Score: Raw -974265.951317 + Penalty 1749.279437 = -972516.671881 nChanged 168 SP:Iteration 15Q (2469.416309 sec): 3 clusters Score: Raw -974343.495983 + Penalty 1749.279437 = -972594.216547 nChanged 170 SP:Iteration 16Q (2469.449013 sec): 3 clusters Score: Raw -974414.470842 + Penalty 1749.279437 = -972665.191406 nChanged 158 SP:Iteration 17Q (2469.478725 sec): 3 clusters Score: Raw -974477.002104 + Penalty 1749.279437 = -972727.722668 nChanged 170 SP:Iteration 18Q (2469.507005 sec): 3 clusters Score: Raw -974538.826342 + Penalty 1749.279437 = -972789.546905 nChanged 147 SP:Iteration 19Q (2469.538575 sec): 3 clusters Score: Raw -974590.348707 + Penalty 1749.279437 = -972841.069270 nChanged 136 SP:Iteration 20F (2469.562415 sec): 3 clusters Score: Raw -974638.277958 + Penalty 1749.279437 = -972888.998521 nChanged 130 SP:Iteration 21Q (2469.586135 sec): 3 clusters Score: Raw -974678.988646 + Penalty 1749.279437 = -972929.709209 nChanged 131 SP:Iteration 22Q (2469.609655 sec): 3 clusters Score: Raw -974726.563051 + Penalty 1749.279437 = -972977.283614 nChanged 119 SP:Iteration 23Q (2469.633014 sec): 3 clusters Score: Raw -974768.677503 + Penalty 1749.279437 = -973019.398066 nChanged 120 SP:Iteration 24Q (2469.656534 sec): 3 clusters Score: Raw -974809.242806 + Penalty 1749.279437 = -973059.963369 nChanged 106 SP:Iteration 25Q (2469.690351 sec): 3 clusters Score: Raw -974844.059553 + Penalty 1749.279437 = -973094.780116 nChanged 98 SP:Iteration 26Q (2469.715535 sec): 3 clusters Score: Raw -974883.811213 + Penalty 1749.279437 = -973134.531776 nChanged 113 SP:Iteration 27Q (2469.738947 sec): 3 clusters Score: Raw -974918.958949 + Penalty 1749.279437 = -973169.679513 nChanged 73 SP:Iteration 28Q (2469.762117 sec): 3 clusters Score: Raw -974939.230258 + Penalty 1749.279437 = -973189.950822 nChanged 60 SP:Iteration 29Q (2469.785410 sec): 3 clusters Score: Raw -974952.563493 + Penalty 1749.279437 = -973203.284057 nChanged 52 SP:Iteration 30Q (2469.808455 sec): 3 clusters Score: Raw -974961.234659 + Penalty 1749.279437 = -973211.955223 nChanged 36 SP:Iteration 31Q (2469.831761 sec): 3 clusters Score: Raw -974966.192073 + Penalty 1749.279437 = -973216.912636 nChanged 28 SP:Iteration 32Q (2469.854892 sec): 3 clusters Score: Raw -974969.502242 + Penalty 1749.279437 = -973220.222805 nChanged 23 SP:Iteration 33Q (2469.878182 sec): 3 clusters Score: Raw -974971.544611 + Penalty 1749.279437 = -973222.265175 nChanged 18 SP:Iteration 34Q (2469.901384 sec): 3 clusters Score: Raw -974973.214910 + Penalty 1749.279437 = -973223.935473 nChanged 17 SP:Iteration 35Q (2469.924626 sec): 3 clusters Score: Raw -974974.462494 + Penalty 1749.279437 = -973225.183057 nChanged 6 SP:Iteration 36Q (2469.947726 sec): 3 clusters Score: Raw -974974.872528 + Penalty 1749.279437 = -973225.593092 nChanged 9 SP:Iteration 37Q (2469.996925 sec): 3 clusters Score: Raw -974975.622886 + Penalty 1749.279437 = -973226.343450 nChanged 8 SP:Iteration 38Q (2470.053378 sec): 3 clusters Score: Raw -974976.481366 + Penalty 1749.279437 = -973227.201930 nChanged 11 SP:Iteration 39Q (2470.075941 sec): 3 clusters Score: Raw -974977.436157 + Penalty 1749.279437 = -973228.156721 nChanged 10 SP:Iteration 40F (2470.100106 sec): 3 clusters Score: Raw -974977.989978 + Penalty 1749.279437 = -973228.710542 nChanged 8 SP:Iteration 41Q (2470.123447 sec): 3 clusters Score: Raw -974978.498830 + Penalty 1749.279437 = -973229.219394 nChanged 7 SP:Iteration 42Q (2470.151334 sec): 3 clusters Score: Raw -974979.158494 + Penalty 1749.279437 = -973229.879058 nChanged 10 SP:Iteration 43Q (2470.174548 sec): 3 clusters Score: Raw -974979.694028 + Penalty 1749.279437 = -973230.414591 nChanged 7 SP:Iteration 44Q (2470.197864 sec): 3 clusters Score: Raw -974980.233346 + Penalty 1749.279437 = -973230.953909 nChanged 8 SP:Iteration 45Q (2470.221178 sec): 3 clusters Score: Raw -974980.611161 + Penalty 1749.279437 = -973231.331725 nChanged 7 SP:Iteration 46Q (2470.244158 sec): 3 clusters Score: Raw -974980.940198 + Penalty 1749.279437 = -973231.660761 nChanged 6 SP:Iteration 47Q (2470.267447 sec): 3 clusters Score: Raw -974981.306706 + Penalty 1749.279437 = -973232.027270 nChanged 6 SP:Iteration 48Q (2470.290654 sec): 3 clusters Score: Raw -974981.782962 + Penalty 1749.279437 = -973232.503525 nChanged 6 SP:Iteration 49Q (2470.349354 sec): 3 clusters Score: Raw -974982.133353 + Penalty 1749.279437 = -973232.853917 nChanged 2 SP:Iteration 50Q (2470.401423 sec): 3 clusters Score: Raw -974982.229025 + Penalty 1749.279437 = -973232.949588 nChanged 1 SP:Iteration 51Q (2470.424344 sec): 3 clusters Score: Raw -974982.246860 + Penalty 1749.279437 = -973232.967424 nChanged 1 SP:Iteration 52Q (2470.447381 sec): 3 clusters Score: Raw -974982.267873 + Penalty 1749.279437 = -973232.988436 nChanged 0 SP:Iteration 53F (2470.471316 sec): 3 clusters Score: Raw -974982.267873 + Penalty 1749.279437 = -973232.988436 nChanged 0 Trying to split cluster 26 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2470.484497 sec): 2 clusters Score: Raw -48937.144840 + Penalty 585.114062 = -48352.030778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2470.487016 sec): 3 clusters Score: Raw -48801.681042 + Penalty 1170.228124 = -47631.452918 nChanged 126 SP:Iteration 1F (2470.489212 sec): 3 clusters Score: Raw -48937.917708 + Penalty 1170.228124 = -47767.689584 nChanged 36 SP:Iteration 2F (2470.491420 sec): 3 clusters Score: Raw -48987.230935 + Penalty 1170.228124 = -47817.002811 nChanged 27 SP:Iteration 3F (2470.493633 sec): 3 clusters Score: Raw -49023.758017 + Penalty 1170.228124 = -47853.529893 nChanged 18 SP:Iteration 4Q (2470.495831 sec): 3 clusters Score: Raw -49039.337768 + Penalty 1170.228124 = -47869.109644 nChanged 6 SP:Iteration 5Q (2470.498037 sec): 3 clusters Score: Raw -49046.774333 + Penalty 1170.228124 = -47876.546210 nChanged 4 SP:Iteration 6Q (2470.500203 sec): 3 clusters Score: Raw -49049.757402 + Penalty 1170.228124 = -47879.529278 nChanged 2 SP:Iteration 7Q (2470.502387 sec): 3 clusters Score: Raw -49050.743582 + Penalty 1170.228124 = -47880.515458 nChanged 1 SP:Iteration 8Q (2470.504521 sec): 3 clusters Score: Raw -49051.313302 + Penalty 1170.228124 = -47881.085178 nChanged 1 SP:Iteration 9Q (2470.523303 sec): 3 clusters Score: Raw -49052.633491 + Penalty 1170.228124 = -47882.405367 nChanged 1 SP:Iteration 10Q (2470.525583 sec): 3 clusters Score: Raw -49053.450618 + Penalty 1170.228124 = -47883.222494 nChanged 1 SP:Iteration 11Q (2470.527758 sec): 3 clusters Score: Raw -49053.822105 + Penalty 1170.228124 = -47883.593981 nChanged 0 SP:Iteration 12F (2470.529938 sec): 3 clusters Score: Raw -49053.822105 + Penalty 1170.228124 = -47883.593981 nChanged 0 Trying to split cluster 27 (57502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2470.609643 sec): 2 clusters Score: Raw -5636341.422973 + Penalty 1041.159626 = -5635300.263347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2470.694512 sec): 3 clusters Score: Raw -5599158.785616 + Penalty 2082.319252 = -5597076.466364 nChanged 27389 SP:Iteration 1F (2470.773793 sec): 3 clusters Score: Raw -5615792.822529 + Penalty 2082.319252 = -5613710.503278 nChanged 2471 SP:Iteration 2Q (2470.858130 sec): 3 clusters Score: Raw -5616722.524091 + Penalty 2082.319252 = -5614640.204839 nChanged 2706 SP:Iteration 3Q (2470.940198 sec): 3 clusters Score: Raw -5617951.320733 + Penalty 2082.319252 = -5615869.001481 nChanged 3043 SP:Iteration 4F (2471.034501 sec): 3 clusters Score: Raw -5619688.249893 + Penalty 2082.319252 = -5617605.930641 nChanged 3619 SP:Iteration 5F (2471.127653 sec): 3 clusters Score: Raw -5622129.158803 + Penalty 2082.319252 = -5620046.839552 nChanged 3660 SP:Iteration 6F (2471.215568 sec): 3 clusters Score: Raw -5624721.691605 + Penalty 2082.319252 = -5622639.372354 nChanged 3338 SP:Iteration 7F (2471.298673 sec): 3 clusters Score: Raw -5626784.324553 + Penalty 2082.319252 = -5624702.005302 nChanged 2447 SP:Iteration 8Q (2471.407229 sec): 3 clusters Score: Raw -5627788.484540 + Penalty 2082.319252 = -5625706.165289 nChanged 1574 SP:Iteration 9Q (2471.492593 sec): 3 clusters Score: Raw -5628265.247733 + Penalty 2082.319252 = -5626182.928482 nChanged 1059 SP:Iteration 10Q (2471.581315 sec): 3 clusters Score: Raw -5628549.332787 + Penalty 2082.319252 = -5626467.013535 nChanged 929 SP:Iteration 11Q (2471.661481 sec): 3 clusters Score: Raw -5628800.491401 + Penalty 2082.319252 = -5626718.172149 nChanged 885 SP:Iteration 12Q (2471.740370 sec): 3 clusters Score: Raw -5629057.865308 + Penalty 2082.319252 = -5626975.546056 nChanged 894 SP:Iteration 13Q (2471.817918 sec): 3 clusters Score: Raw -5629321.713708 + Penalty 2082.319252 = -5627239.394456 nChanged 878 SP:Iteration 14Q (2471.898347 sec): 3 clusters Score: Raw -5629587.111724 + Penalty 2082.319252 = -5627504.792472 nChanged 859 SP:Iteration 15Q (2471.976403 sec): 3 clusters Score: Raw -5629844.889988 + Penalty 2082.319252 = -5627762.570736 nChanged 851 SP:Iteration 16Q (2472.053760 sec): 3 clusters Score: Raw -5630101.720255 + Penalty 2082.319252 = -5628019.401003 nChanged 839 SP:Iteration 17Q (2472.131286 sec): 3 clusters Score: Raw -5630355.417810 + Penalty 2082.319252 = -5628273.098558 nChanged 845 SP:Iteration 18Q (2472.207422 sec): 3 clusters Score: Raw -5630623.534983 + Penalty 2082.319252 = -5628541.215731 nChanged 804 SP:Iteration 19Q (2472.284306 sec): 3 clusters Score: Raw -5630868.838513 + Penalty 2082.319252 = -5628786.519262 nChanged 768 SP:Iteration 20F (2472.361459 sec): 3 clusters Score: Raw -5631097.749319 + Penalty 2082.319252 = -5629015.430067 nChanged 746 SP:Iteration 21Q (2472.437976 sec): 3 clusters Score: Raw -5631305.343942 + Penalty 2082.319252 = -5629223.024690 nChanged 698 SP:Iteration 22Q (2472.514885 sec): 3 clusters Score: Raw -5631498.845214 + Penalty 2082.319252 = -5629416.525963 nChanged 653 SP:Iteration 23Q (2472.590858 sec): 3 clusters Score: Raw -5631686.038110 + Penalty 2082.319252 = -5629603.718858 nChanged 635 SP:Iteration 24Q (2472.667072 sec): 3 clusters Score: Raw -5631877.856193 + Penalty 2082.319252 = -5629795.536942 nChanged 627 SP:Iteration 25Q (2472.741864 sec): 3 clusters Score: Raw -5632074.328394 + Penalty 2082.319252 = -5629992.009142 nChanged 621 SP:Iteration 26Q (2472.817091 sec): 3 clusters Score: Raw -5632281.335664 + Penalty 2082.319252 = -5630199.016412 nChanged 612 SP:Iteration 27Q (2472.891161 sec): 3 clusters Score: Raw -5632491.574025 + Penalty 2082.319252 = -5630409.254774 nChanged 594 SP:Iteration 28Q (2472.965453 sec): 3 clusters Score: Raw -5632695.587718 + Penalty 2082.319252 = -5630613.268466 nChanged 544 SP:Iteration 29Q (2473.039411 sec): 3 clusters Score: Raw -5632896.789372 + Penalty 2082.319252 = -5630814.470120 nChanged 572 SP:Iteration 30Q (2473.113050 sec): 3 clusters Score: Raw -5633114.015465 + Penalty 2082.319252 = -5631031.696213 nChanged 575 SP:Iteration 31Q (2473.185442 sec): 3 clusters Score: Raw -5633350.473916 + Penalty 2082.319252 = -5631268.154664 nChanged 590 SP:Iteration 32Q (2473.261602 sec): 3 clusters Score: Raw -5633592.454027 + Penalty 2082.319252 = -5631510.134775 nChanged 582 SP:Iteration 33Q (2473.334135 sec): 3 clusters Score: Raw -5633837.321250 + Penalty 2082.319252 = -5631755.001999 nChanged 540 SP:Iteration 34Q (2473.417034 sec): 3 clusters Score: Raw -5634064.084304 + Penalty 2082.319252 = -5631981.765052 nChanged 527 SP:Iteration 35Q (2473.502048 sec): 3 clusters Score: Raw -5634295.261742 + Penalty 2082.319252 = -5632212.942491 nChanged 487 SP:Iteration 36Q (2473.578940 sec): 3 clusters Score: Raw -5634493.916671 + Penalty 2082.319252 = -5632411.597419 nChanged 473 SP:Iteration 37Q (2473.656427 sec): 3 clusters Score: Raw -5634699.610778 + Penalty 2082.319252 = -5632617.291526 nChanged 474 SP:Iteration 38Q (2473.729083 sec): 3 clusters Score: Raw -5634904.573429 + Penalty 2082.319252 = -5632822.254178 nChanged 434 SP:Iteration 39Q (2473.803346 sec): 3 clusters Score: Raw -5635091.096158 + Penalty 2082.319252 = -5633008.776906 nChanged 427 SP:Iteration 40F (2473.880580 sec): 3 clusters Score: Raw -5635274.224041 + Penalty 2082.319252 = -5633191.904790 nChanged 418 SP:Iteration 41Q (2473.968705 sec): 3 clusters Score: Raw -5635446.005524 + Penalty 2082.319252 = -5633363.686273 nChanged 403 SP:Iteration 42Q (2474.038605 sec): 3 clusters Score: Raw -5635606.597160 + Penalty 2082.319252 = -5633524.277908 nChanged 396 SP:Iteration 43Q (2474.106787 sec): 3 clusters Score: Raw -5635780.301217 + Penalty 2082.319252 = -5633697.981966 nChanged 390 SP:Iteration 44Q (2474.186354 sec): 3 clusters Score: Raw -5635921.493075 + Penalty 2082.319252 = -5633839.173823 nChanged 316 SP:Iteration 45Q (2474.265871 sec): 3 clusters Score: Raw -5636018.362098 + Penalty 2082.319252 = -5633936.042846 nChanged 283 SP:Iteration 46Q (2474.341529 sec): 3 clusters Score: Raw -5636099.156328 + Penalty 2082.319252 = -5634016.837076 nChanged 245 SP:Iteration 47Q (2474.420292 sec): 3 clusters Score: Raw -5636164.740165 + Penalty 2082.319252 = -5634082.420914 nChanged 235 SP:Iteration 48Q (2474.498485 sec): 3 clusters Score: Raw -5636222.991946 + Penalty 2082.319252 = -5634140.672695 nChanged 216 SP:Iteration 49Q (2474.573083 sec): 3 clusters Score: Raw -5636272.671230 + Penalty 2082.319252 = -5634190.351979 nChanged 202 SP:Iteration 50Q (2474.662780 sec): 3 clusters Score: Raw -5636308.760635 + Penalty 2082.319252 = -5634226.441384 nChanged 159 SP:Iteration 51Q (2474.731418 sec): 3 clusters Score: Raw -5636337.276960 + Penalty 2082.319252 = -5634254.957708 nChanged 139 SP:Iteration 52Q (2474.807493 sec): 3 clusters Score: Raw -5636362.387960 + Penalty 2082.319252 = -5634280.068708 nChanged 131 SP:Iteration 53Q (2474.888716 sec): 3 clusters Score: Raw -5636383.111541 + Penalty 2082.319252 = -5634300.792290 nChanged 110 SP:Iteration 54Q (2474.965928 sec): 3 clusters Score: Raw -5636398.366025 + Penalty 2082.319252 = -5634316.046774 nChanged 96 SP:Iteration 55Q (2475.035091 sec): 3 clusters Score: Raw -5636410.797925 + Penalty 2082.319252 = -5634328.478674 nChanged 91 SP:Iteration 56Q (2475.132290 sec): 3 clusters Score: Raw -5636421.906775 + Penalty 2082.319252 = -5634339.587524 nChanged 77 SP:Iteration 57Q (2475.200449 sec): 3 clusters Score: Raw -5636430.169556 + Penalty 2082.319252 = -5634347.850305 nChanged 69 SP:Iteration 58Q (2475.267554 sec): 3 clusters Score: Raw -5636437.255859 + Penalty 2082.319252 = -5634354.936607 nChanged 72 SP:Iteration 59Q (2475.335169 sec): 3 clusters Score: Raw -5636444.427494 + Penalty 2082.319252 = -5634362.108243 nChanged 64 SP:Iteration 60F (2475.411766 sec): 3 clusters Score: Raw -5636451.522220 + Penalty 2082.319252 = -5634369.202968 nChanged 60 SP:Iteration 61Q (2475.480083 sec): 3 clusters Score: Raw -5636458.237560 + Penalty 2082.319252 = -5634375.918308 nChanged 73 SP:Iteration 62Q (2475.547507 sec): 3 clusters Score: Raw -5636465.762234 + Penalty 2082.319252 = -5634383.442983 nChanged 65 SP:Iteration 63Q (2475.614713 sec): 3 clusters Score: Raw -5636474.139996 + Penalty 2082.319252 = -5634391.820745 nChanged 73 SP:Iteration 64Q (2475.681772 sec): 3 clusters Score: Raw -5636482.442552 + Penalty 2082.319252 = -5634400.123300 nChanged 72 SP:Iteration 65Q (2475.748651 sec): 3 clusters Score: Raw -5636490.036077 + Penalty 2082.319252 = -5634407.716826 nChanged 66 SP:Iteration 66Q (2475.815148 sec): 3 clusters Score: Raw -5636497.025030 + Penalty 2082.319252 = -5634414.705778 nChanged 78 SP:Iteration 67Q (2475.882470 sec): 3 clusters Score: Raw -5636505.181194 + Penalty 2082.319252 = -5634422.861942 nChanged 68 SP:Iteration 68Q (2475.948676 sec): 3 clusters Score: Raw -5636510.888508 + Penalty 2082.319252 = -5634428.569256 nChanged 67 SP:Iteration 69Q (2476.015586 sec): 3 clusters Score: Raw -5636516.783237 + Penalty 2082.319252 = -5634434.463985 nChanged 65 SP:Iteration 70Q (2476.083008 sec): 3 clusters Score: Raw -5636522.663600 + Penalty 2082.319252 = -5634440.344348 nChanged 53 SP:Iteration 71Q (2476.150419 sec): 3 clusters Score: Raw -5636527.024578 + Penalty 2082.319252 = -5634444.705327 nChanged 58 SP:Iteration 72Q (2476.217214 sec): 3 clusters Score: Raw -5636531.816359 + Penalty 2082.319252 = -5634449.497107 nChanged 43 SP:Iteration 73Q (2476.286845 sec): 3 clusters Score: Raw -5636535.030546 + Penalty 2082.319252 = -5634452.711294 nChanged 36 SP:Iteration 74Q (2476.353437 sec): 3 clusters Score: Raw -5636537.139734 + Penalty 2082.319252 = -5634454.820482 nChanged 28 SP:Iteration 75Q (2476.425465 sec): 3 clusters Score: Raw -5636539.040104 + Penalty 2082.319252 = -5634456.720852 nChanged 31 SP:Iteration 76Q (2476.492125 sec): 3 clusters Score: Raw -5636540.894059 + Penalty 2082.319252 = -5634458.574807 nChanged 24 SP:Iteration 77Q (2476.558540 sec): 3 clusters Score: Raw -5636542.435717 + Penalty 2082.319252 = -5634460.116466 nChanged 32 SP:Iteration 78Q (2476.624931 sec): 3 clusters Score: Raw -5636544.296634 + Penalty 2082.319252 = -5634461.977383 nChanged 26 SP:Iteration 79Q (2476.691273 sec): 3 clusters Score: Raw -5636545.809872 + Penalty 2082.319252 = -5634463.490620 nChanged 23 SP:Iteration 80F (2476.768404 sec): 3 clusters Score: Raw -5636547.033582 + Penalty 2082.319252 = -5634464.714330 nChanged 20 SP:Iteration 81Q (2476.868605 sec): 3 clusters Score: Raw -5636548.022473 + Penalty 2082.319252 = -5634465.703222 nChanged 23 SP:Iteration 82Q (2476.945769 sec): 3 clusters Score: Raw -5636549.169396 + Penalty 2082.319252 = -5634466.850144 nChanged 19 SP:Iteration 83Q (2477.012703 sec): 3 clusters Score: Raw -5636550.084181 + Penalty 2082.319252 = -5634467.764929 nChanged 20 SP:Iteration 84Q (2477.079299 sec): 3 clusters Score: Raw -5636551.306116 + Penalty 2082.319252 = -5634468.986864 nChanged 29 SP:Iteration 85Q (2477.145205 sec): 3 clusters Score: Raw -5636552.648578 + Penalty 2082.319252 = -5634470.329326 nChanged 21 SP:Iteration 86Q (2477.213383 sec): 3 clusters Score: Raw -5636553.380865 + Penalty 2082.319252 = -5634471.061613 nChanged 26 SP:Iteration 87Q (2477.279535 sec): 3 clusters Score: Raw -5636554.586661 + Penalty 2082.319252 = -5634472.267410 nChanged 25 SP:Iteration 88Q (2477.346414 sec): 3 clusters Score: Raw -5636555.717885 + Penalty 2082.319252 = -5634473.398634 nChanged 22 SP:Iteration 89Q (2477.420311 sec): 3 clusters Score: Raw -5636556.751767 + Penalty 2082.319252 = -5634474.432516 nChanged 25 SP:Iteration 90Q (2477.492771 sec): 3 clusters Score: Raw -5636557.986680 + Penalty 2082.319252 = -5634475.667429 nChanged 24 SP:Iteration 91Q (2477.569826 sec): 3 clusters Score: Raw -5636559.192346 + Penalty 2082.319252 = -5634476.873094 nChanged 29 SP:Iteration 92Q (2477.657387 sec): 3 clusters Score: Raw -5636560.893248 + Penalty 2082.319252 = -5634478.573996 nChanged 36 SP:Iteration 93Q (2477.727054 sec): 3 clusters Score: Raw -5636563.168205 + Penalty 2082.319252 = -5634480.848953 nChanged 37 SP:Iteration 94Q (2477.793263 sec): 3 clusters Score: Raw -5636565.448740 + Penalty 2082.319252 = -5634483.129489 nChanged 41 SP:Iteration 95Q (2477.859692 sec): 3 clusters Score: Raw -5636568.082346 + Penalty 2082.319252 = -5634485.763094 nChanged 22 SP:Iteration 96Q (2477.926070 sec): 3 clusters Score: Raw -5636569.266805 + Penalty 2082.319252 = -5634486.947554 nChanged 26 SP:Iteration 97Q (2477.992208 sec): 3 clusters Score: Raw -5636571.098147 + Penalty 2082.319252 = -5634488.778895 nChanged 23 SP:Iteration 98Q (2478.058353 sec): 3 clusters Score: Raw -5636572.652302 + Penalty 2082.319252 = -5634490.333051 nChanged 22 SP:Iteration 99Q (2478.124536 sec): 3 clusters Score: Raw -5636574.411394 + Penalty 2082.319252 = -5634492.092142 nChanged 26 SP:Iteration 100F (2478.204896 sec): 3 clusters Score: Raw -5636576.413297 + Penalty 2082.319252 = -5634494.094046 nChanged 25 SP:Iteration 101Q (2478.273364 sec): 3 clusters Score: Raw -5636577.897236 + Penalty 2082.319252 = -5634495.577984 nChanged 22 SP:Iteration 102Q (2478.339177 sec): 3 clusters Score: Raw -5636579.269904 + Penalty 2082.319252 = -5634496.950652 nChanged 15 SP:Iteration 103Q (2478.405247 sec): 3 clusters Score: Raw -5636580.061710 + Penalty 2082.319252 = -5634497.742458 nChanged 18 SP:Iteration 104Q (2478.485050 sec): 3 clusters Score: Raw -5636581.074798 + Penalty 2082.319252 = -5634498.755546 nChanged 16 SP:Iteration 105Q (2478.550692 sec): 3 clusters Score: Raw -5636581.938723 + Penalty 2082.319252 = -5634499.619472 nChanged 17 SP:Iteration 106Q (2478.627947 sec): 3 clusters Score: Raw -5636582.739438 + Penalty 2082.319252 = -5634500.420186 nChanged 6 SP:Iteration 107Q (2478.716315 sec): 3 clusters Score: Raw -5636583.060956 + Penalty 2082.319252 = -5634500.741704 nChanged 6 SP:Iteration 108Q (2478.782272 sec): 3 clusters Score: Raw -5636583.206076 + Penalty 2082.319252 = -5634500.886824 nChanged 6 SP:Iteration 109Q (2478.858161 sec): 3 clusters Score: Raw -5636583.363257 + Penalty 2082.319252 = -5634501.044005 nChanged 4 SP:Iteration 110Q (2478.924607 sec): 3 clusters Score: Raw -5636583.524954 + Penalty 2082.319252 = -5634501.205703 nChanged 3 SP:Iteration 111Q (2479.002918 sec): 3 clusters Score: Raw -5636583.646649 + Penalty 2082.319252 = -5634501.327398 nChanged 4 SP:Iteration 112Q (2479.079008 sec): 3 clusters Score: Raw -5636583.764713 + Penalty 2082.319252 = -5634501.445462 nChanged 3 SP:Iteration 113Q (2479.157750 sec): 3 clusters Score: Raw -5636583.833116 + Penalty 2082.319252 = -5634501.513864 nChanged 3 SP:Iteration 114Q (2479.234134 sec): 3 clusters Score: Raw -5636583.910290 + Penalty 2082.319252 = -5634501.591038 nChanged 1 SP:Iteration 115Q (2479.307827 sec): 3 clusters Score: Raw -5636583.930532 + Penalty 2082.319252 = -5634501.611281 nChanged 0 SP:Iteration 116F (2479.392708 sec): 3 clusters Score: Raw -5636583.930532 + Penalty 2082.319252 = -5634501.611281 nChanged 0 Trying to split cluster 28 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2479.405586 sec): 2 clusters Score: Raw -17068.233243 + Penalty 503.813966 = -16564.419277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2479.452750 sec): 3 clusters Score: Raw -17168.651783 + Penalty 1007.627933 = -16161.023850 nChanged 53 SP:Iteration 1F (2479.463318 sec): 3 clusters Score: Raw -17256.062593 + Penalty 1007.627933 = -16248.434660 nChanged 10 SP:Iteration 2Q (2479.464577 sec): 3 clusters Score: Raw -17306.820651 + Penalty 1007.627933 = -16299.192719 nChanged 8 SP:Iteration 3Q (2479.465814 sec): 3 clusters Score: Raw -17325.996583 + Penalty 1007.627933 = -16318.368650 nChanged 3 SP:Iteration 4Q (2479.467047 sec): 3 clusters Score: Raw -17335.224860 + Penalty 1007.627933 = -16327.596928 nChanged 0 SP:Iteration 5F (2479.468276 sec): 3 clusters Score: Raw -17335.224860 + Penalty 1007.627933 = -16327.596928 nChanged 0 Trying to split cluster 29 (3491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2479.484914 sec): 2 clusters Score: Raw -312102.674359 + Penalty 775.004633 = -311327.669726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2479.498563 sec): 3 clusters Score: Raw -310252.865641 + Penalty 1550.009266 = -308702.856375 nChanged 1439 SP:Iteration 1F (2479.511127 sec): 3 clusters Score: Raw -311211.781762 + Penalty 1550.009266 = -309661.772496 nChanged 309 SP:Iteration 2F (2479.528952 sec): 3 clusters Score: Raw -311469.526461 + Penalty 1550.009266 = -309919.517195 nChanged 263 SP:Iteration 3F (2479.541508 sec): 3 clusters Score: Raw -311683.662121 + Penalty 1550.009266 = -310133.652855 nChanged 226 SP:Iteration 4F (2479.562010 sec): 3 clusters Score: Raw -311839.102538 + Penalty 1550.009266 = -310289.093271 nChanged 174 SP:Iteration 5Q (2479.584349 sec): 3 clusters Score: Raw -311956.096662 + Penalty 1550.009266 = -310406.087396 nChanged 150 SP:Iteration 6Q (2479.605690 sec): 3 clusters Score: Raw -312042.606865 + Penalty 1550.009266 = -310492.597598 nChanged 114 SP:Iteration 7Q (2479.618163 sec): 3 clusters Score: Raw -312109.800945 + Penalty 1550.009266 = -310559.791678 nChanged 99 SP:Iteration 8Q (2479.638445 sec): 3 clusters Score: Raw -312159.661631 + Penalty 1550.009266 = -310609.652365 nChanged 75 SP:Iteration 9Q (2479.650868 sec): 3 clusters Score: Raw -312193.949243 + Penalty 1550.009266 = -310643.939976 nChanged 64 SP:Iteration 10Q (2479.670619 sec): 3 clusters Score: Raw -312218.714927 + Penalty 1550.009266 = -310668.705661 nChanged 55 SP:Iteration 11Q (2479.682912 sec): 3 clusters Score: Raw -312239.435515 + Penalty 1550.009266 = -310689.426249 nChanged 51 SP:Iteration 12Q (2479.707452 sec): 3 clusters Score: Raw -312255.258663 + Penalty 1550.009266 = -310705.249397 nChanged 37 SP:Iteration 13Q (2479.724630 sec): 3 clusters Score: Raw -312264.881761 + Penalty 1550.009266 = -310714.872495 nChanged 26 SP:Iteration 14Q (2479.737006 sec): 3 clusters Score: Raw -312271.656331 + Penalty 1550.009266 = -310721.647065 nChanged 17 SP:Iteration 15Q (2479.752952 sec): 3 clusters Score: Raw -312277.084843 + Penalty 1550.009266 = -310727.075576 nChanged 21 SP:Iteration 16Q (2479.765364 sec): 3 clusters Score: Raw -312285.204814 + Penalty 1550.009266 = -310735.195547 nChanged 16 SP:Iteration 17Q (2479.787233 sec): 3 clusters Score: Raw -312289.727182 + Penalty 1550.009266 = -310739.717916 nChanged 18 SP:Iteration 18Q (2479.807722 sec): 3 clusters Score: Raw -312295.284197 + Penalty 1550.009266 = -310745.274931 nChanged 20 SP:Iteration 19Q (2479.819919 sec): 3 clusters Score: Raw -312300.196908 + Penalty 1550.009266 = -310750.187641 nChanged 16 SP:Iteration 20F (2479.840164 sec): 3 clusters Score: Raw -312304.424283 + Penalty 1550.009266 = -310754.415016 nChanged 19 SP:Iteration 21Q (2479.860713 sec): 3 clusters Score: Raw -312310.162083 + Penalty 1550.009266 = -310760.152817 nChanged 14 SP:Iteration 22Q (2479.872958 sec): 3 clusters Score: Raw -312314.310567 + Penalty 1550.009266 = -310764.301301 nChanged 14 SP:Iteration 23Q (2479.892937 sec): 3 clusters Score: Raw -312318.514227 + Penalty 1550.009266 = -310768.504960 nChanged 18 SP:Iteration 24Q (2479.905187 sec): 3 clusters Score: Raw -312322.836904 + Penalty 1550.009266 = -310772.827638 nChanged 11 SP:Iteration 25Q (2479.925315 sec): 3 clusters Score: Raw -312325.630296 + Penalty 1550.009266 = -310775.621030 nChanged 12 SP:Iteration 26Q (2479.955277 sec): 3 clusters Score: Raw -312328.117881 + Penalty 1550.009266 = -310778.108614 nChanged 7 SP:Iteration 27Q (2480.005850 sec): 3 clusters Score: Raw -312329.853800 + Penalty 1550.009266 = -310779.844534 nChanged 8 SP:Iteration 28Q (2480.044242 sec): 3 clusters Score: Raw -312331.636123 + Penalty 1550.009266 = -310781.626856 nChanged 6 SP:Iteration 29Q (2480.066227 sec): 3 clusters Score: Raw -312333.308784 + Penalty 1550.009266 = -310783.299518 nChanged 7 SP:Iteration 30Q (2480.106030 sec): 3 clusters Score: Raw -312335.378369 + Penalty 1550.009266 = -310785.369103 nChanged 11 SP:Iteration 31Q (2480.143315 sec): 3 clusters Score: Raw -312339.051465 + Penalty 1550.009266 = -310789.042198 nChanged 13 SP:Iteration 32Q (2480.164710 sec): 3 clusters Score: Raw -312343.876575 + Penalty 1550.009266 = -310793.867308 nChanged 13 SP:Iteration 33Q (2480.186111 sec): 3 clusters Score: Raw -312348.070154 + Penalty 1550.009266 = -310798.060888 nChanged 13 SP:Iteration 34Q (2480.198497 sec): 3 clusters Score: Raw -312352.143474 + Penalty 1550.009266 = -310802.134208 nChanged 19 SP:Iteration 35Q (2480.218453 sec): 3 clusters Score: Raw -312356.370283 + Penalty 1550.009266 = -310806.361017 nChanged 14 SP:Iteration 36Q (2480.230825 sec): 3 clusters Score: Raw -312360.760183 + Penalty 1550.009266 = -310810.750917 nChanged 17 SP:Iteration 37Q (2480.250819 sec): 3 clusters Score: Raw -312365.607540 + Penalty 1550.009266 = -310815.598274 nChanged 12 SP:Iteration 38Q (2480.267445 sec): 3 clusters Score: Raw -312367.495988 + Penalty 1550.009266 = -310817.486722 nChanged 6 SP:Iteration 39Q (2480.279673 sec): 3 clusters Score: Raw -312368.877361 + Penalty 1550.009266 = -310818.868095 nChanged 3 SP:Iteration 40F (2480.295528 sec): 3 clusters Score: Raw -312369.517723 + Penalty 1550.009266 = -310819.508457 nChanged 3 SP:Iteration 41Q (2480.307881 sec): 3 clusters Score: Raw -312370.134348 + Penalty 1550.009266 = -310820.125081 nChanged 5 SP:Iteration 42Q (2480.332260 sec): 3 clusters Score: Raw -312370.922221 + Penalty 1550.009266 = -310820.912955 nChanged 4 SP:Iteration 43Q (2480.344629 sec): 3 clusters Score: Raw -312371.203863 + Penalty 1550.009266 = -310821.194597 nChanged 2 SP:Iteration 44Q (2480.360421 sec): 3 clusters Score: Raw -312371.819196 + Penalty 1550.009266 = -310821.809930 nChanged 4 SP:Iteration 45Q (2480.372761 sec): 3 clusters Score: Raw -312372.220712 + Penalty 1550.009266 = -310822.211446 nChanged 0 SP:Iteration 46F (2480.392949 sec): 3 clusters Score: Raw -312372.220712 + Penalty 1550.009266 = -310822.211446 nChanged 0 Trying to split cluster 30 (5024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2480.414488 sec): 2 clusters Score: Raw -486396.802839 + Penalty 809.588262 = -485587.214576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2480.437840 sec): 3 clusters Score: Raw -483559.153242 + Penalty 1619.176525 = -481939.976717 nChanged 2181 SP:Iteration 1F (2480.458591 sec): 3 clusters Score: Raw -484769.217852 + Penalty 1619.176525 = -483150.041328 nChanged 322 SP:Iteration 2F (2480.482063 sec): 3 clusters Score: Raw -484928.867844 + Penalty 1619.176525 = -483309.691320 nChanged 279 SP:Iteration 3F (2480.499942 sec): 3 clusters Score: Raw -485049.325215 + Penalty 1619.176525 = -483430.148691 nChanged 223 SP:Iteration 4Q (2480.517885 sec): 3 clusters Score: Raw -485142.441965 + Penalty 1619.176525 = -483523.265440 nChanged 181 SP:Iteration 5Q (2480.535817 sec): 3 clusters Score: Raw -485213.016707 + Penalty 1619.176525 = -483593.840182 nChanged 166 SP:Iteration 6Q (2480.576290 sec): 3 clusters Score: Raw -485279.828180 + Penalty 1619.176525 = -483660.651655 nChanged 143 SP:Iteration 7Q (2480.628733 sec): 3 clusters Score: Raw -485348.849592 + Penalty 1619.176525 = -483729.673068 nChanged 167 SP:Iteration 8Q (2480.676782 sec): 3 clusters Score: Raw -485437.597035 + Penalty 1619.176525 = -483818.420511 nChanged 185 SP:Iteration 9Q (2480.694630 sec): 3 clusters Score: Raw -485546.716096 + Penalty 1619.176525 = -483927.539571 nChanged 175 SP:Iteration 10Q (2480.712540 sec): 3 clusters Score: Raw -485667.025451 + Penalty 1619.176525 = -484047.848927 nChanged 181 SP:Iteration 11Q (2480.730420 sec): 3 clusters Score: Raw -485764.755195 + Penalty 1619.176525 = -484145.578670 nChanged 157 SP:Iteration 12Q (2480.758420 sec): 3 clusters Score: Raw -485835.914189 + Penalty 1619.176525 = -484216.737665 nChanged 137 SP:Iteration 13Q (2480.780357 sec): 3 clusters Score: Raw -485890.431782 + Penalty 1619.176525 = -484271.255257 nChanged 118 SP:Iteration 14Q (2480.800392 sec): 3 clusters Score: Raw -485935.018479 + Penalty 1619.176525 = -484315.841955 nChanged 98 SP:Iteration 15Q (2480.818238 sec): 3 clusters Score: Raw -485968.278742 + Penalty 1619.176525 = -484349.102217 nChanged 73 SP:Iteration 16Q (2480.836028 sec): 3 clusters Score: Raw -485990.491095 + Penalty 1619.176525 = -484371.314570 nChanged 57 SP:Iteration 17Q (2480.853758 sec): 3 clusters Score: Raw -486004.115164 + Penalty 1619.176525 = -484384.938640 nChanged 39 SP:Iteration 18Q (2480.871405 sec): 3 clusters Score: Raw -486010.752210 + Penalty 1619.176525 = -484391.575686 nChanged 35 SP:Iteration 19Q (2480.888882 sec): 3 clusters Score: Raw -486016.260352 + Penalty 1619.176525 = -484397.083828 nChanged 26 SP:Iteration 20F (2480.906781 sec): 3 clusters Score: Raw -486020.739806 + Penalty 1619.176525 = -484401.563281 nChanged 17 SP:Iteration 21Q (2480.924511 sec): 3 clusters Score: Raw -486023.097244 + Penalty 1619.176525 = -484403.920720 nChanged 13 SP:Iteration 22Q (2480.942267 sec): 3 clusters Score: Raw -486025.597903 + Penalty 1619.176525 = -484406.421378 nChanged 13 SP:Iteration 23Q (2480.959995 sec): 3 clusters Score: Raw -486027.485107 + Penalty 1619.176525 = -484408.308583 nChanged 14 SP:Iteration 24Q (2480.977696 sec): 3 clusters Score: Raw -486028.917762 + Penalty 1619.176525 = -484409.741238 nChanged 11 SP:Iteration 25Q (2480.995285 sec): 3 clusters Score: Raw -486030.338133 + Penalty 1619.176525 = -484411.161609 nChanged 8 SP:Iteration 26Q (2481.012223 sec): 3 clusters Score: Raw -486030.948382 + Penalty 1619.176525 = -484411.771857 nChanged 6 SP:Iteration 27Q (2481.031335 sec): 3 clusters Score: Raw -486031.657749 + Penalty 1619.176525 = -484412.481225 nChanged 7 SP:Iteration 28Q (2481.058800 sec): 3 clusters Score: Raw -486032.567315 + Penalty 1619.176525 = -484413.390791 nChanged 9 SP:Iteration 29Q (2481.076350 sec): 3 clusters Score: Raw -486033.488179 + Penalty 1619.176525 = -484414.311655 nChanged 9 SP:Iteration 30Q (2481.093912 sec): 3 clusters Score: Raw -486034.339559 + Penalty 1619.176525 = -484415.163034 nChanged 6 SP:Iteration 31Q (2481.111610 sec): 3 clusters Score: Raw -486035.007599 + Penalty 1619.176525 = -484415.831075 nChanged 9 SP:Iteration 32Q (2481.129339 sec): 3 clusters Score: Raw -486036.181078 + Penalty 1619.176525 = -484417.004553 nChanged 6 SP:Iteration 33Q (2481.147004 sec): 3 clusters Score: Raw -486036.762571 + Penalty 1619.176525 = -484417.586047 nChanged 8 SP:Iteration 34Q (2481.164733 sec): 3 clusters Score: Raw -486037.630156 + Penalty 1619.176525 = -484418.453632 nChanged 3 SP:Iteration 35Q (2481.182466 sec): 3 clusters Score: Raw -486037.889963 + Penalty 1619.176525 = -484418.713438 nChanged 5 SP:Iteration 36Q (2481.199981 sec): 3 clusters Score: Raw -486038.244012 + Penalty 1619.176525 = -484419.067488 nChanged 2 SP:Iteration 37Q (2481.217687 sec): 3 clusters Score: Raw -486038.440894 + Penalty 1619.176525 = -484419.264370 nChanged 2 SP:Iteration 38Q (2481.235430 sec): 3 clusters Score: Raw -486038.716594 + Penalty 1619.176525 = -484419.540070 nChanged 1 SP:Iteration 39Q (2481.252997 sec): 3 clusters Score: Raw -486038.776535 + Penalty 1619.176525 = -484419.600011 nChanged 1 SP:Iteration 40F (2481.270208 sec): 3 clusters Score: Raw -486038.840227 + Penalty 1619.176525 = -484419.663703 nChanged 2 SP:Iteration 41Q (2481.293109 sec): 3 clusters Score: Raw -486039.073847 + Penalty 1619.176525 = -484419.897323 nChanged 2 SP:Iteration 42Q (2481.310802 sec): 3 clusters Score: Raw -486039.234556 + Penalty 1619.176525 = -484420.058032 nChanged 1 SP:Iteration 43Q (2481.328544 sec): 3 clusters Score: Raw -486039.297086 + Penalty 1619.176525 = -484420.120561 nChanged 1 SP:Iteration 44Q (2481.346312 sec): 3 clusters Score: Raw -486039.538444 + Penalty 1619.176525 = -484420.361919 nChanged 4 SP:Iteration 45Q (2481.364187 sec): 3 clusters Score: Raw -486040.051238 + Penalty 1619.176525 = -484420.874713 nChanged 6 SP:Iteration 46Q (2481.381930 sec): 3 clusters Score: Raw -486041.035680 + Penalty 1619.176525 = -484421.859156 nChanged 7 SP:Iteration 47Q (2481.402215 sec): 3 clusters Score: Raw -486042.301506 + Penalty 1619.176525 = -484423.124982 nChanged 8 SP:Iteration 48Q (2481.419725 sec): 3 clusters Score: Raw -486043.912295 + Penalty 1619.176525 = -484424.735771 nChanged 8 SP:Iteration 49Q (2481.437421 sec): 3 clusters Score: Raw -486045.302142 + Penalty 1619.176525 = -484426.125618 nChanged 10 SP:Iteration 50Q (2481.455107 sec): 3 clusters Score: Raw -486047.196746 + Penalty 1619.176525 = -484428.020221 nChanged 15 SP:Iteration 51Q (2481.472882 sec): 3 clusters Score: Raw -486049.914470 + Penalty 1619.176525 = -484430.737946 nChanged 13 SP:Iteration 52Q (2481.490586 sec): 3 clusters Score: Raw -486052.506572 + Penalty 1619.176525 = -484433.330047 nChanged 15 SP:Iteration 53Q (2481.508306 sec): 3 clusters Score: Raw -486054.644855 + Penalty 1619.176525 = -484435.468331 nChanged 9 SP:Iteration 54Q (2481.525188 sec): 3 clusters Score: Raw -486056.032112 + Penalty 1619.176525 = -484436.855588 nChanged 10 SP:Iteration 55Q (2481.542703 sec): 3 clusters Score: Raw -486057.060322 + Penalty 1619.176525 = -484437.883797 nChanged 8 SP:Iteration 56Q (2481.560168 sec): 3 clusters Score: Raw -486058.319076 + Penalty 1619.176525 = -484439.142551 nChanged 9 SP:Iteration 57Q (2481.577855 sec): 3 clusters Score: Raw -486060.108107 + Penalty 1619.176525 = -484440.931583 nChanged 12 SP:Iteration 58Q (2481.595557 sec): 3 clusters Score: Raw -486062.321372 + Penalty 1619.176525 = -484443.144848 nChanged 12 SP:Iteration 59Q (2481.613235 sec): 3 clusters Score: Raw -486065.168967 + Penalty 1619.176525 = -484445.992442 nChanged 19 SP:Iteration 60F (2481.631187 sec): 3 clusters Score: Raw -486068.596846 + Penalty 1619.176525 = -484449.420321 nChanged 16 SP:Iteration 61Q (2481.648870 sec): 3 clusters Score: Raw -486071.628223 + Penalty 1619.176525 = -484452.451699 nChanged 13 SP:Iteration 62Q (2481.666398 sec): 3 clusters Score: Raw -486073.421202 + Penalty 1619.176525 = -484454.244678 nChanged 12 SP:Iteration 63Q (2481.684030 sec): 3 clusters Score: Raw -486074.927806 + Penalty 1619.176525 = -484455.751282 nChanged 11 SP:Iteration 64Q (2481.701736 sec): 3 clusters Score: Raw -486076.449739 + Penalty 1619.176525 = -484457.273215 nChanged 10 SP:Iteration 65Q (2481.719399 sec): 3 clusters Score: Raw -486077.841621 + Penalty 1619.176525 = -484458.665096 nChanged 8 SP:Iteration 66Q (2481.736281 sec): 3 clusters Score: Raw -486078.910711 + Penalty 1619.176525 = -484459.734186 nChanged 9 SP:Iteration 67Q (2481.757300 sec): 3 clusters Score: Raw -486079.965857 + Penalty 1619.176525 = -484460.789333 nChanged 11 SP:Iteration 68Q (2481.774945 sec): 3 clusters Score: Raw -486081.608545 + Penalty 1619.176525 = -484462.432020 nChanged 14 SP:Iteration 69Q (2481.792657 sec): 3 clusters Score: Raw -486084.007252 + Penalty 1619.176525 = -484464.830727 nChanged 11 SP:Iteration 70Q (2481.810300 sec): 3 clusters Score: Raw -486085.577481 + Penalty 1619.176525 = -484466.400956 nChanged 13 SP:Iteration 71Q (2481.828020 sec): 3 clusters Score: Raw -486087.533234 + Penalty 1619.176525 = -484468.356710 nChanged 12 SP:Iteration 72Q (2481.845467 sec): 3 clusters Score: Raw -486088.613381 + Penalty 1619.176525 = -484469.436857 nChanged 7 SP:Iteration 73Q (2481.863109 sec): 3 clusters Score: Raw -486089.142206 + Penalty 1619.176525 = -484469.965682 nChanged 5 SP:Iteration 74Q (2481.880789 sec): 3 clusters Score: Raw -486089.493946 + Penalty 1619.176525 = -484470.317421 nChanged 4 SP:Iteration 75Q (2481.898274 sec): 3 clusters Score: Raw -486090.244374 + Penalty 1619.176525 = -484471.067850 nChanged 3 SP:Iteration 76Q (2481.915933 sec): 3 clusters Score: Raw -486090.600932 + Penalty 1619.176525 = -484471.424407 nChanged 5 SP:Iteration 77Q (2481.933427 sec): 3 clusters Score: Raw -486091.287071 + Penalty 1619.176525 = -484472.110546 nChanged 5 SP:Iteration 78Q (2481.954147 sec): 3 clusters Score: Raw -486092.055765 + Penalty 1619.176525 = -484472.879240 nChanged 9 SP:Iteration 79Q (2481.971531 sec): 3 clusters Score: Raw -486093.784185 + Penalty 1619.176525 = -484474.607660 nChanged 15 SP:Iteration 80F (2481.998477 sec): 3 clusters Score: Raw -486096.386763 + Penalty 1619.176525 = -484477.210238 nChanged 12 SP:Iteration 81Q (2482.016110 sec): 3 clusters Score: Raw -486098.549010 + Penalty 1619.176525 = -484479.372486 nChanged 15 SP:Iteration 82Q (2482.033571 sec): 3 clusters Score: Raw -486100.565065 + Penalty 1619.176525 = -484481.388540 nChanged 9 SP:Iteration 83Q (2482.051208 sec): 3 clusters Score: Raw -486101.556793 + Penalty 1619.176525 = -484482.380269 nChanged 6 SP:Iteration 84Q (2482.068832 sec): 3 clusters Score: Raw -486102.632385 + Penalty 1619.176525 = -484483.455861 nChanged 12 SP:Iteration 85Q (2482.086143 sec): 3 clusters Score: Raw -486104.604921 + Penalty 1619.176525 = -484485.428397 nChanged 12 SP:Iteration 86Q (2482.103655 sec): 3 clusters Score: Raw -486106.610251 + Penalty 1619.176525 = -484487.433727 nChanged 13 SP:Iteration 87Q (2482.121975 sec): 3 clusters Score: Raw -486109.086684 + Penalty 1619.176525 = -484489.910160 nChanged 18 SP:Iteration 88Q (2482.139468 sec): 3 clusters Score: Raw -486111.996993 + Penalty 1619.176525 = -484492.820469 nChanged 22 SP:Iteration 89Q (2482.157103 sec): 3 clusters Score: Raw -486115.704413 + Penalty 1619.176525 = -484496.527888 nChanged 22 SP:Iteration 90Q (2482.174673 sec): 3 clusters Score: Raw -486119.933136 + Penalty 1619.176525 = -484500.756611 nChanged 24 SP:Iteration 91Q (2482.192278 sec): 3 clusters Score: Raw -486124.353582 + Penalty 1619.176525 = -484505.177057 nChanged 22 SP:Iteration 92Q (2482.209747 sec): 3 clusters Score: Raw -486129.570125 + Penalty 1619.176525 = -484510.393601 nChanged 15 SP:Iteration 93Q (2482.227342 sec): 3 clusters Score: Raw -486132.482978 + Penalty 1619.176525 = -484513.306453 nChanged 13 SP:Iteration 94Q (2482.244948 sec): 3 clusters Score: Raw -486134.119790 + Penalty 1619.176525 = -484514.943266 nChanged 6 SP:Iteration 95Q (2482.261837 sec): 3 clusters Score: Raw -486134.609074 + Penalty 1619.176525 = -484515.432549 nChanged 3 SP:Iteration 96Q (2482.279389 sec): 3 clusters Score: Raw -486134.778070 + Penalty 1619.176525 = -484515.601546 nChanged 3 SP:Iteration 97Q (2482.305275 sec): 3 clusters Score: Raw -486135.218563 + Penalty 1619.176525 = -484516.042038 nChanged 2 SP:Iteration 98Q (2482.322865 sec): 3 clusters Score: Raw -486135.709291 + Penalty 1619.176525 = -484516.532766 nChanged 1 SP:Iteration 99Q (2482.340401 sec): 3 clusters Score: Raw -486135.798962 + Penalty 1619.176525 = -484516.622438 nChanged 1 SP:Iteration 100F (2482.358083 sec): 3 clusters Score: Raw -486135.831353 + Penalty 1619.176525 = -484516.654829 nChanged 0 Trying to split cluster 31 (2750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2482.373479 sec): 2 clusters Score: Raw -263502.377187 + Penalty 752.338838 = -262750.038349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2482.384481 sec): 3 clusters Score: Raw -262091.618546 + Penalty 1504.677676 = -260586.940869 nChanged 1103 SP:Iteration 1F (2482.394514 sec): 3 clusters Score: Raw -262732.076551 + Penalty 1504.677676 = -261227.398875 nChanged 187 SP:Iteration 2F (2482.412902 sec): 3 clusters Score: Raw -262853.801319 + Penalty 1504.677676 = -261349.123642 nChanged 146 SP:Iteration 3F (2482.422931 sec): 3 clusters Score: Raw -262948.291146 + Penalty 1504.677676 = -261443.613470 nChanged 130 SP:Iteration 4Q (2482.433220 sec): 3 clusters Score: Raw -263047.965948 + Penalty 1504.677676 = -261543.288272 nChanged 129 SP:Iteration 5Q (2482.443232 sec): 3 clusters Score: Raw -263152.824492 + Penalty 1504.677676 = -261648.146816 nChanged 157 SP:Iteration 6F (2482.453378 sec): 3 clusters Score: Raw -263293.633188 + Penalty 1504.677676 = -261788.955512 nChanged 146 SP:Iteration 7F (2482.463411 sec): 3 clusters Score: Raw -263426.908526 + Penalty 1504.677676 = -261922.230850 nChanged 149 SP:Iteration 8F (2482.473579 sec): 3 clusters Score: Raw -263558.439071 + Penalty 1504.677676 = -262053.761395 nChanged 124 SP:Iteration 9Q (2482.483612 sec): 3 clusters Score: Raw -263649.603514 + Penalty 1504.677676 = -262144.925838 nChanged 90 SP:Iteration 10Q (2482.503523 sec): 3 clusters Score: Raw -263704.154496 + Penalty 1504.677676 = -262199.476820 nChanged 58 SP:Iteration 11Q (2482.513527 sec): 3 clusters Score: Raw -263740.686634 + Penalty 1504.677676 = -262236.008958 nChanged 52 SP:Iteration 12Q (2482.523429 sec): 3 clusters Score: Raw -263764.648262 + Penalty 1504.677676 = -262259.970585 nChanged 45 SP:Iteration 13Q (2482.533321 sec): 3 clusters Score: Raw -263783.001683 + Penalty 1504.677676 = -262278.324007 nChanged 23 SP:Iteration 14Q (2482.543320 sec): 3 clusters Score: Raw -263790.791592 + Penalty 1504.677676 = -262286.113916 nChanged 15 SP:Iteration 15Q (2482.553200 sec): 3 clusters Score: Raw -263793.376436 + Penalty 1504.677676 = -262288.698760 nChanged 6 SP:Iteration 16Q (2482.563174 sec): 3 clusters Score: Raw -263794.275390 + Penalty 1504.677676 = -262289.597714 nChanged 3 SP:Iteration 17Q (2482.573179 sec): 3 clusters Score: Raw -263794.720111 + Penalty 1504.677676 = -262290.042435 nChanged 2 SP:Iteration 18Q (2482.583139 sec): 3 clusters Score: Raw -263795.036481 + Penalty 1504.677676 = -262290.358805 nChanged 1 SP:Iteration 19Q (2482.593080 sec): 3 clusters Score: Raw -263795.365832 + Penalty 1504.677676 = -262290.688156 nChanged 1 SP:Iteration 20F (2482.603088 sec): 3 clusters Score: Raw -263795.864578 + Penalty 1504.677676 = -262291.186902 nChanged 0 Trying to split cluster 32 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2482.613941 sec): 2 clusters Score: Raw -63533.875094 + Penalty 608.966614 = -62924.908481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2482.616929 sec): 3 clusters Score: Raw -63334.982580 + Penalty 1217.933228 = -62117.049353 nChanged 184 SP:Iteration 1F (2482.619603 sec): 3 clusters Score: Raw -63500.275602 + Penalty 1217.933228 = -62282.342374 nChanged 46 SP:Iteration 2F (2482.622274 sec): 3 clusters Score: Raw -63541.410533 + Penalty 1217.933228 = -62323.477305 nChanged 26 SP:Iteration 3Q (2482.624930 sec): 3 clusters Score: Raw -63564.572544 + Penalty 1217.933228 = -62346.639316 nChanged 14 SP:Iteration 4Q (2482.627568 sec): 3 clusters Score: Raw -63578.587033 + Penalty 1217.933228 = -62360.653806 nChanged 10 SP:Iteration 5Q (2482.630191 sec): 3 clusters Score: Raw -63586.261917 + Penalty 1217.933228 = -62368.328689 nChanged 7 SP:Iteration 6Q (2482.632851 sec): 3 clusters Score: Raw -63590.091368 + Penalty 1217.933228 = -62372.158141 nChanged 1 SP:Iteration 7Q (2482.635488 sec): 3 clusters Score: Raw -63590.407740 + Penalty 1217.933228 = -62372.474513 nChanged 0 SP:Iteration 8F (2482.638134 sec): 3 clusters Score: Raw -63590.407740 + Penalty 1217.933228 = -62372.474513 nChanged 0 Trying to split cluster 33 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2482.646119 sec): 2 clusters Score: Raw -10150.402618 + Penalty 494.380635 = -9656.021983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2482.647461 sec): 3 clusters Score: Raw -10229.314914 + Penalty 988.761271 = -9240.553644 nChanged 50 SP:Iteration 1F (2482.648667 sec): 3 clusters Score: Raw -10358.511924 + Penalty 988.761271 = -9369.750653 nChanged 15 SP:Iteration 2F (2482.649861 sec): 3 clusters Score: Raw -10417.037387 + Penalty 988.761271 = -9428.276116 nChanged 10 SP:Iteration 3F (2482.651080 sec): 3 clusters Score: Raw -10487.311762 + Penalty 988.761271 = -9498.550491 nChanged 9 SP:Iteration 4Q (2482.652249 sec): 3 clusters Score: Raw -10544.965017 + Penalty 988.761271 = -9556.203747 nChanged 1 SP:Iteration 5Q (2482.653388 sec): 3 clusters Score: Raw -10556.869471 + Penalty 988.761271 = -9568.108200 nChanged 0 SP:Iteration 6F (2482.654578 sec): 3 clusters Score: Raw -10556.869471 + Penalty 988.761271 = -9568.108200 nChanged 0 Trying to split cluster 34 (16235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2482.682198 sec): 2 clusters Score: Raw -1610454.252224 + Penalty 921.017845 = -1609533.234379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2482.714497 sec): 3 clusters Score: Raw -1600514.444327 + Penalty 1842.035690 = -1598672.408637 nChanged 7371 SP:Iteration 1F (2482.744757 sec): 3 clusters Score: Raw -1604625.482281 + Penalty 1842.035690 = -1602783.446591 nChanged 835 SP:Iteration 2F (2482.775309 sec): 3 clusters Score: Raw -1604983.260312 + Penalty 1842.035690 = -1603141.224622 nChanged 883 SP:Iteration 3F (2482.813403 sec): 3 clusters Score: Raw -1605398.244821 + Penalty 1842.035690 = -1603556.209131 nChanged 913 SP:Iteration 4F (2482.843848 sec): 3 clusters Score: Raw -1605879.096885 + Penalty 1842.035690 = -1604037.061195 nChanged 960 SP:Iteration 5F (2482.896655 sec): 3 clusters Score: Raw -1606419.498594 + Penalty 1842.035690 = -1604577.462904 nChanged 923 SP:Iteration 6F (2482.926566 sec): 3 clusters Score: Raw -1607008.572507 + Penalty 1842.035690 = -1605166.536817 nChanged 926 SP:Iteration 7F (2482.956988 sec): 3 clusters Score: Raw -1607560.044838 + Penalty 1842.035690 = -1605718.009148 nChanged 774 SP:Iteration 8Q (2482.987492 sec): 3 clusters Score: Raw -1608015.976116 + Penalty 1842.035690 = -1606173.940426 nChanged 676 SP:Iteration 9Q (2483.018013 sec): 3 clusters Score: Raw -1608350.980318 + Penalty 1842.035690 = -1606508.944628 nChanged 506 SP:Iteration 10Q (2483.048402 sec): 3 clusters Score: Raw -1608513.905928 + Penalty 1842.035690 = -1606671.870238 nChanged 295 SP:Iteration 11Q (2483.078483 sec): 3 clusters Score: Raw -1608581.222280 + Penalty 1842.035690 = -1606739.186590 nChanged 189 SP:Iteration 12Q (2483.108496 sec): 3 clusters Score: Raw -1608618.170463 + Penalty 1842.035690 = -1606776.134773 nChanged 151 SP:Iteration 13Q (2483.138596 sec): 3 clusters Score: Raw -1608641.707277 + Penalty 1842.035690 = -1606799.671586 nChanged 101 SP:Iteration 14Q (2483.168482 sec): 3 clusters Score: Raw -1608656.911890 + Penalty 1842.035690 = -1606814.876200 nChanged 94 SP:Iteration 15Q (2483.198326 sec): 3 clusters Score: Raw -1608670.878167 + Penalty 1842.035690 = -1606828.842477 nChanged 86 SP:Iteration 16Q (2483.228306 sec): 3 clusters Score: Raw -1608683.382197 + Penalty 1842.035690 = -1606841.346507 nChanged 96 SP:Iteration 17Q (2483.258252 sec): 3 clusters Score: Raw -1608697.218891 + Penalty 1842.035690 = -1606855.183201 nChanged 90 SP:Iteration 18Q (2483.287867 sec): 3 clusters Score: Raw -1608713.101579 + Penalty 1842.035690 = -1606871.065889 nChanged 84 SP:Iteration 19Q (2483.317587 sec): 3 clusters Score: Raw -1608724.657595 + Penalty 1842.035690 = -1606882.621905 nChanged 92 SP:Iteration 20F (2483.349243 sec): 3 clusters Score: Raw -1608738.589793 + Penalty 1842.035690 = -1606896.554103 nChanged 90 SP:Iteration 21Q (2483.388386 sec): 3 clusters Score: Raw -1608752.128610 + Penalty 1842.035690 = -1606910.092920 nChanged 84 SP:Iteration 22Q (2483.418193 sec): 3 clusters Score: Raw -1608764.012676 + Penalty 1842.035690 = -1606921.976986 nChanged 99 SP:Iteration 23Q (2483.447985 sec): 3 clusters Score: Raw -1608780.048007 + Penalty 1842.035690 = -1606938.012317 nChanged 111 SP:Iteration 24Q (2483.477838 sec): 3 clusters Score: Raw -1608800.640160 + Penalty 1842.035690 = -1606958.604470 nChanged 125 SP:Iteration 25Q (2483.507422 sec): 3 clusters Score: Raw -1608825.311599 + Penalty 1842.035690 = -1606983.275909 nChanged 117 SP:Iteration 26Q (2483.540249 sec): 3 clusters Score: Raw -1608850.730477 + Penalty 1842.035690 = -1607008.694787 nChanged 139 SP:Iteration 27Q (2483.569686 sec): 3 clusters Score: Raw -1608884.389917 + Penalty 1842.035690 = -1607042.354227 nChanged 162 SP:Iteration 28Q (2483.599365 sec): 3 clusters Score: Raw -1608921.423947 + Penalty 1842.035690 = -1607079.388257 nChanged 167 SP:Iteration 29Q (2483.628847 sec): 3 clusters Score: Raw -1608962.407046 + Penalty 1842.035690 = -1607120.371356 nChanged 174 SP:Iteration 30Q (2483.658299 sec): 3 clusters Score: Raw -1609003.903142 + Penalty 1842.035690 = -1607161.867452 nChanged 167 SP:Iteration 31Q (2483.689958 sec): 3 clusters Score: Raw -1609042.465601 + Penalty 1842.035690 = -1607200.429911 nChanged 169 SP:Iteration 32Q (2483.729177 sec): 3 clusters Score: Raw -1609086.923331 + Penalty 1842.035690 = -1607244.887641 nChanged 181 SP:Iteration 33Q (2483.758440 sec): 3 clusters Score: Raw -1609137.841511 + Penalty 1842.035690 = -1607295.805821 nChanged 181 SP:Iteration 34Q (2483.787406 sec): 3 clusters Score: Raw -1609188.468161 + Penalty 1842.035690 = -1607346.432471 nChanged 171 SP:Iteration 35Q (2483.816341 sec): 3 clusters Score: Raw -1609241.516439 + Penalty 1842.035690 = -1607399.480749 nChanged 191 SP:Iteration 36Q (2483.845484 sec): 3 clusters Score: Raw -1609301.161147 + Penalty 1842.035690 = -1607459.125457 nChanged 186 SP:Iteration 37Q (2483.874316 sec): 3 clusters Score: Raw -1609366.803697 + Penalty 1842.035690 = -1607524.768007 nChanged 197 SP:Iteration 38Q (2483.902934 sec): 3 clusters Score: Raw -1609450.067590 + Penalty 1842.035690 = -1607608.031900 nChanged 216 SP:Iteration 39Q (2483.931714 sec): 3 clusters Score: Raw -1609552.396763 + Penalty 1842.035690 = -1607710.361073 nChanged 245 SP:Iteration 40F (2483.961979 sec): 3 clusters Score: Raw -1609683.920937 + Penalty 1842.035690 = -1607841.885247 nChanged 240 SP:Iteration 41Q (2483.990443 sec): 3 clusters Score: Raw -1609824.112877 + Penalty 1842.035690 = -1607982.077187 nChanged 211 SP:Iteration 42Q (2484.018758 sec): 3 clusters Score: Raw -1609955.264894 + Penalty 1842.035690 = -1608113.229204 nChanged 191 SP:Iteration 43Q (2484.046727 sec): 3 clusters Score: Raw -1610056.561281 + Penalty 1842.035690 = -1608214.525591 nChanged 169 SP:Iteration 44Q (2484.074606 sec): 3 clusters Score: Raw -1610139.343056 + Penalty 1842.035690 = -1608297.307366 nChanged 147 SP:Iteration 45Q (2484.104395 sec): 3 clusters Score: Raw -1610212.594528 + Penalty 1842.035690 = -1608370.558838 nChanged 131 SP:Iteration 46Q (2484.132016 sec): 3 clusters Score: Raw -1610273.667835 + Penalty 1842.035690 = -1608431.632145 nChanged 113 SP:Iteration 47Q (2484.159267 sec): 3 clusters Score: Raw -1610323.302732 + Penalty 1842.035690 = -1608481.267042 nChanged 102 SP:Iteration 48Q (2484.186407 sec): 3 clusters Score: Raw -1610367.615700 + Penalty 1842.035690 = -1608525.580009 nChanged 95 SP:Iteration 49Q (2484.213532 sec): 3 clusters Score: Raw -1610409.672311 + Penalty 1842.035690 = -1608567.636621 nChanged 91 SP:Iteration 50Q (2484.240535 sec): 3 clusters Score: Raw -1610453.992535 + Penalty 1842.035690 = -1608611.956845 nChanged 72 SP:Iteration 51Q (2484.267333 sec): 3 clusters Score: Raw -1610484.498834 + Penalty 1842.035690 = -1608642.463144 nChanged 60 SP:Iteration 52Q (2484.301196 sec): 3 clusters Score: Raw -1610505.273857 + Penalty 1842.035690 = -1608663.238167 nChanged 52 SP:Iteration 53Q (2484.327949 sec): 3 clusters Score: Raw -1610520.592478 + Penalty 1842.035690 = -1608678.556788 nChanged 50 SP:Iteration 54Q (2484.354718 sec): 3 clusters Score: Raw -1610536.778225 + Penalty 1842.035690 = -1608694.742535 nChanged 46 SP:Iteration 55Q (2484.381369 sec): 3 clusters Score: Raw -1610551.555448 + Penalty 1842.035690 = -1608709.519758 nChanged 40 SP:Iteration 56Q (2484.410730 sec): 3 clusters Score: Raw -1610564.899377 + Penalty 1842.035690 = -1608722.863687 nChanged 31 SP:Iteration 57Q (2484.437275 sec): 3 clusters Score: Raw -1610576.078780 + Penalty 1842.035690 = -1608734.043090 nChanged 29 SP:Iteration 58Q (2484.463839 sec): 3 clusters Score: Raw -1610583.743716 + Penalty 1842.035690 = -1608741.708026 nChanged 21 SP:Iteration 59Q (2484.490212 sec): 3 clusters Score: Raw -1610589.787705 + Penalty 1842.035690 = -1608747.752015 nChanged 17 SP:Iteration 60F (2484.520649 sec): 3 clusters Score: Raw -1610594.276276 + Penalty 1842.035690 = -1608752.240586 nChanged 12 SP:Iteration 61Q (2484.547421 sec): 3 clusters Score: Raw -1610597.061016 + Penalty 1842.035690 = -1608755.025326 nChanged 9 SP:Iteration 62Q (2484.574049 sec): 3 clusters Score: Raw -1610599.027788 + Penalty 1842.035690 = -1608756.992098 nChanged 8 SP:Iteration 63Q (2484.600445 sec): 3 clusters Score: Raw -1610600.763409 + Penalty 1842.035690 = -1608758.727719 nChanged 8 SP:Iteration 64Q (2484.627088 sec): 3 clusters Score: Raw -1610601.965527 + Penalty 1842.035690 = -1608759.929837 nChanged 4 SP:Iteration 65Q (2484.658624 sec): 3 clusters Score: Raw -1610602.692165 + Penalty 1842.035690 = -1608760.656475 nChanged 6 SP:Iteration 66Q (2484.685913 sec): 3 clusters Score: Raw -1610603.849969 + Penalty 1842.035690 = -1608761.814279 nChanged 8 SP:Iteration 67Q (2484.712398 sec): 3 clusters Score: Raw -1610606.335644 + Penalty 1842.035690 = -1608764.299953 nChanged 10 SP:Iteration 68Q (2484.738849 sec): 3 clusters Score: Raw -1610610.252024 + Penalty 1842.035690 = -1608768.216334 nChanged 11 SP:Iteration 69Q (2484.790324 sec): 3 clusters Score: Raw -1610613.341447 + Penalty 1842.035690 = -1608771.305757 nChanged 11 SP:Iteration 70Q (2484.816481 sec): 3 clusters Score: Raw -1610615.624427 + Penalty 1842.035690 = -1608773.588737 nChanged 6 SP:Iteration 71Q (2484.842925 sec): 3 clusters Score: Raw -1610616.756233 + Penalty 1842.035690 = -1608774.720543 nChanged 5 SP:Iteration 72Q (2484.869414 sec): 3 clusters Score: Raw -1610617.839735 + Penalty 1842.035690 = -1608775.804045 nChanged 5 SP:Iteration 73Q (2484.895983 sec): 3 clusters Score: Raw -1610618.675981 + Penalty 1842.035690 = -1608776.640291 nChanged 4 SP:Iteration 74Q (2484.922563 sec): 3 clusters Score: Raw -1610619.309465 + Penalty 1842.035690 = -1608777.273775 nChanged 6 SP:Iteration 75Q (2484.949163 sec): 3 clusters Score: Raw -1610620.570843 + Penalty 1842.035690 = -1608778.535153 nChanged 6 SP:Iteration 76Q (2484.975542 sec): 3 clusters Score: Raw -1610621.384412 + Penalty 1842.035690 = -1608779.348722 nChanged 1 SP:Iteration 77Q (2485.001968 sec): 3 clusters Score: Raw -1610621.473555 + Penalty 1842.035690 = -1608779.437865 nChanged 0 SP:Iteration 78F (2485.032094 sec): 3 clusters Score: Raw -1610621.473555 + Penalty 1842.035690 = -1608779.437865 nChanged 0 Trying to split cluster 35 (13226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2485.055801 sec): 2 clusters Score: Raw -1324368.928001 + Penalty 901.544287 = -1323467.383714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2485.084335 sec): 3 clusters Score: Raw -1316201.210914 + Penalty 1803.088575 = -1314398.122339 nChanged 6084 SP:Iteration 1F (2485.111806 sec): 3 clusters Score: Raw -1319665.699029 + Penalty 1803.088575 = -1317862.610454 nChanged 685 SP:Iteration 2F (2485.139285 sec): 3 clusters Score: Raw -1319963.121630 + Penalty 1803.088575 = -1318160.033055 nChanged 676 SP:Iteration 3F (2485.176665 sec): 3 clusters Score: Raw -1320287.180812 + Penalty 1803.088575 = -1318484.092237 nChanged 685 SP:Iteration 4F (2485.204192 sec): 3 clusters Score: Raw -1320669.297879 + Penalty 1803.088575 = -1318866.209304 nChanged 676 SP:Iteration 5F (2485.231589 sec): 3 clusters Score: Raw -1321104.905168 + Penalty 1803.088575 = -1319301.816593 nChanged 711 SP:Iteration 6F (2485.259016 sec): 3 clusters Score: Raw -1321575.998617 + Penalty 1803.088575 = -1319772.910042 nChanged 753 SP:Iteration 7F (2485.286762 sec): 3 clusters Score: Raw -1322094.629432 + Penalty 1803.088575 = -1320291.540857 nChanged 755 SP:Iteration 8F (2485.314342 sec): 3 clusters Score: Raw -1322580.372831 + Penalty 1803.088575 = -1320777.284256 nChanged 654 SP:Iteration 9Q (2485.341578 sec): 3 clusters Score: Raw -1322964.430990 + Penalty 1803.088575 = -1321161.342415 nChanged 522 SP:Iteration 10Q (2485.378606 sec): 3 clusters Score: Raw -1323195.052279 + Penalty 1803.088575 = -1321391.963704 nChanged 358 SP:Iteration 11Q (2485.405652 sec): 3 clusters Score: Raw -1323310.846990 + Penalty 1803.088575 = -1321507.758415 nChanged 252 SP:Iteration 12Q (2485.432631 sec): 3 clusters Score: Raw -1323389.346592 + Penalty 1803.088575 = -1321586.258017 nChanged 196 SP:Iteration 13Q (2485.459611 sec): 3 clusters Score: Raw -1323455.707459 + Penalty 1803.088575 = -1321652.618884 nChanged 193 SP:Iteration 14Q (2485.486775 sec): 3 clusters Score: Raw -1323519.284511 + Penalty 1803.088575 = -1321716.195936 nChanged 208 SP:Iteration 15Q (2485.513564 sec): 3 clusters Score: Raw -1323592.256615 + Penalty 1803.088575 = -1321789.168040 nChanged 229 SP:Iteration 16Q (2485.540471 sec): 3 clusters Score: Raw -1323663.690825 + Penalty 1803.088575 = -1321860.602250 nChanged 195 SP:Iteration 17Q (2485.567271 sec): 3 clusters Score: Raw -1323719.486056 + Penalty 1803.088575 = -1321916.397481 nChanged 162 SP:Iteration 18Q (2485.594305 sec): 3 clusters Score: Raw -1323766.412195 + Penalty 1803.088575 = -1321963.323620 nChanged 152 SP:Iteration 19Q (2485.621223 sec): 3 clusters Score: Raw -1323801.822535 + Penalty 1803.088575 = -1321998.733960 nChanged 130 SP:Iteration 20F (2485.648686 sec): 3 clusters Score: Raw -1323830.194529 + Penalty 1803.088575 = -1322027.105954 nChanged 116 SP:Iteration 21Q (2485.675702 sec): 3 clusters Score: Raw -1323855.211710 + Penalty 1803.088575 = -1322052.123135 nChanged 100 SP:Iteration 22Q (2485.702606 sec): 3 clusters Score: Raw -1323874.635312 + Penalty 1803.088575 = -1322071.546737 nChanged 91 SP:Iteration 23Q (2485.729476 sec): 3 clusters Score: Raw -1323891.281888 + Penalty 1803.088575 = -1322088.193313 nChanged 90 SP:Iteration 24Q (2485.756603 sec): 3 clusters Score: Raw -1323909.843764 + Penalty 1803.088575 = -1322106.755189 nChanged 93 SP:Iteration 25Q (2485.783527 sec): 3 clusters Score: Raw -1323926.444556 + Penalty 1803.088575 = -1322123.355981 nChanged 74 SP:Iteration 26Q (2485.816556 sec): 3 clusters Score: Raw -1323939.535835 + Penalty 1803.088575 = -1322136.447260 nChanged 82 SP:Iteration 27Q (2485.843705 sec): 3 clusters Score: Raw -1323953.637569 + Penalty 1803.088575 = -1322150.548994 nChanged 74 SP:Iteration 28Q (2485.873028 sec): 3 clusters Score: Raw -1323965.971300 + Penalty 1803.088575 = -1322162.882725 nChanged 73 SP:Iteration 29Q (2485.899987 sec): 3 clusters Score: Raw -1323977.741525 + Penalty 1803.088575 = -1322174.652950 nChanged 65 SP:Iteration 30Q (2485.926803 sec): 3 clusters Score: Raw -1323986.220432 + Penalty 1803.088575 = -1322183.131857 nChanged 54 SP:Iteration 31Q (2485.953938 sec): 3 clusters Score: Raw -1323992.581573 + Penalty 1803.088575 = -1322189.492998 nChanged 53 SP:Iteration 32Q (2485.990537 sec): 3 clusters Score: Raw -1324000.102872 + Penalty 1803.088575 = -1322197.014297 nChanged 54 SP:Iteration 33Q (2486.017390 sec): 3 clusters Score: Raw -1324006.957929 + Penalty 1803.088575 = -1322203.869354 nChanged 49 SP:Iteration 34Q (2486.044401 sec): 3 clusters Score: Raw -1324012.835853 + Penalty 1803.088575 = -1322209.747278 nChanged 49 SP:Iteration 35Q (2486.077811 sec): 3 clusters Score: Raw -1324017.899053 + Penalty 1803.088575 = -1322214.810478 nChanged 36 SP:Iteration 36Q (2486.104677 sec): 3 clusters Score: Raw -1324021.702736 + Penalty 1803.088575 = -1322218.614161 nChanged 30 SP:Iteration 37Q (2486.131749 sec): 3 clusters Score: Raw -1324024.705134 + Penalty 1803.088575 = -1322221.616559 nChanged 38 SP:Iteration 38Q (2486.158697 sec): 3 clusters Score: Raw -1324028.762734 + Penalty 1803.088575 = -1322225.674159 nChanged 37 SP:Iteration 39Q (2486.185683 sec): 3 clusters Score: Raw -1324033.600195 + Penalty 1803.088575 = -1322230.511620 nChanged 44 SP:Iteration 40F (2486.213229 sec): 3 clusters Score: Raw -1324039.198447 + Penalty 1803.088575 = -1322236.109872 nChanged 38 SP:Iteration 41Q (2486.244588 sec): 3 clusters Score: Raw -1324043.394303 + Penalty 1803.088575 = -1322240.305728 nChanged 38 SP:Iteration 42Q (2486.271681 sec): 3 clusters Score: Raw -1324047.704979 + Penalty 1803.088575 = -1322244.616404 nChanged 43 SP:Iteration 43Q (2486.298838 sec): 3 clusters Score: Raw -1324053.486838 + Penalty 1803.088575 = -1322250.398263 nChanged 56 SP:Iteration 44Q (2486.325893 sec): 3 clusters Score: Raw -1324060.801504 + Penalty 1803.088575 = -1322257.712929 nChanged 51 SP:Iteration 45Q (2486.353377 sec): 3 clusters Score: Raw -1324068.239899 + Penalty 1803.088575 = -1322265.151324 nChanged 69 SP:Iteration 46Q (2486.380469 sec): 3 clusters Score: Raw -1324079.616829 + Penalty 1803.088575 = -1322276.528254 nChanged 75 SP:Iteration 47Q (2486.410142 sec): 3 clusters Score: Raw -1324091.662598 + Penalty 1803.088575 = -1322288.574023 nChanged 60 SP:Iteration 48Q (2486.437423 sec): 3 clusters Score: Raw -1324099.738222 + Penalty 1803.088575 = -1322296.649647 nChanged 56 SP:Iteration 49Q (2486.464638 sec): 3 clusters Score: Raw -1324107.487370 + Penalty 1803.088575 = -1322304.398796 nChanged 55 SP:Iteration 50Q (2486.491733 sec): 3 clusters Score: Raw -1324115.069488 + Penalty 1803.088575 = -1322311.980913 nChanged 58 SP:Iteration 51Q (2486.518717 sec): 3 clusters Score: Raw -1324122.479670 + Penalty 1803.088575 = -1322319.391095 nChanged 52 SP:Iteration 52Q (2486.545848 sec): 3 clusters Score: Raw -1324128.208819 + Penalty 1803.088575 = -1322325.120244 nChanged 47 SP:Iteration 53Q (2486.572790 sec): 3 clusters Score: Raw -1324133.799854 + Penalty 1803.088575 = -1322330.711279 nChanged 54 SP:Iteration 54Q (2486.603840 sec): 3 clusters Score: Raw -1324140.506493 + Penalty 1803.088575 = -1322337.417918 nChanged 50 SP:Iteration 55Q (2486.637067 sec): 3 clusters Score: Raw -1324147.335309 + Penalty 1803.088575 = -1322344.246734 nChanged 49 SP:Iteration 56Q (2486.664225 sec): 3 clusters Score: Raw -1324154.102747 + Penalty 1803.088575 = -1322351.014172 nChanged 55 SP:Iteration 57Q (2486.691079 sec): 3 clusters Score: Raw -1324162.856452 + Penalty 1803.088575 = -1322359.767877 nChanged 73 SP:Iteration 58Q (2486.726552 sec): 3 clusters Score: Raw -1324173.860389 + Penalty 1803.088575 = -1322370.771814 nChanged 71 SP:Iteration 59Q (2486.757104 sec): 3 clusters Score: Raw -1324184.707151 + Penalty 1803.088575 = -1322381.618576 nChanged 73 SP:Iteration 60F (2486.784680 sec): 3 clusters Score: Raw -1324197.497093 + Penalty 1803.088575 = -1322394.408518 nChanged 79 SP:Iteration 61Q (2486.811699 sec): 3 clusters Score: Raw -1324209.420802 + Penalty 1803.088575 = -1322406.332227 nChanged 77 SP:Iteration 62Q (2486.838832 sec): 3 clusters Score: Raw -1324220.935793 + Penalty 1803.088575 = -1322417.847218 nChanged 50 SP:Iteration 63Q (2486.866037 sec): 3 clusters Score: Raw -1324226.655568 + Penalty 1803.088575 = -1322423.566993 nChanged 52 SP:Iteration 64Q (2486.892881 sec): 3 clusters Score: Raw -1324234.154673 + Penalty 1803.088575 = -1322431.066098 nChanged 50 SP:Iteration 65Q (2486.922647 sec): 3 clusters Score: Raw -1324240.400537 + Penalty 1803.088575 = -1322437.311962 nChanged 48 SP:Iteration 66Q (2486.949554 sec): 3 clusters Score: Raw -1324247.013475 + Penalty 1803.088575 = -1322443.924900 nChanged 52 SP:Iteration 67Q (2486.976552 sec): 3 clusters Score: Raw -1324254.513206 + Penalty 1803.088575 = -1322451.424631 nChanged 56 SP:Iteration 68Q (2487.003390 sec): 3 clusters Score: Raw -1324262.621385 + Penalty 1803.088575 = -1322459.532810 nChanged 57 SP:Iteration 69Q (2487.030258 sec): 3 clusters Score: Raw -1324268.975866 + Penalty 1803.088575 = -1322465.887292 nChanged 51 SP:Iteration 70Q (2487.061781 sec): 3 clusters Score: Raw -1324275.002654 + Penalty 1803.088575 = -1322471.914079 nChanged 54 SP:Iteration 71Q (2487.088620 sec): 3 clusters Score: Raw -1324281.984068 + Penalty 1803.088575 = -1322478.895493 nChanged 51 SP:Iteration 72Q (2487.115382 sec): 3 clusters Score: Raw -1324289.571078 + Penalty 1803.088575 = -1322486.482503 nChanged 60 SP:Iteration 73Q (2487.142131 sec): 3 clusters Score: Raw -1324297.601152 + Penalty 1803.088575 = -1322494.512577 nChanged 55 SP:Iteration 74Q (2487.168711 sec): 3 clusters Score: Raw -1324304.913647 + Penalty 1803.088575 = -1322501.825072 nChanged 57 SP:Iteration 75Q (2487.195204 sec): 3 clusters Score: Raw -1324312.127565 + Penalty 1803.088575 = -1322509.038990 nChanged 55 SP:Iteration 76Q (2487.221685 sec): 3 clusters Score: Raw -1324320.754509 + Penalty 1803.088575 = -1322517.665934 nChanged 50 SP:Iteration 77Q (2487.248908 sec): 3 clusters Score: Raw -1324328.404003 + Penalty 1803.088575 = -1322525.315428 nChanged 48 SP:Iteration 78Q (2487.275298 sec): 3 clusters Score: Raw -1324335.973682 + Penalty 1803.088575 = -1322532.885107 nChanged 51 SP:Iteration 79Q (2487.302612 sec): 3 clusters Score: Raw -1324343.858778 + Penalty 1803.088575 = -1322540.770203 nChanged 43 SP:Iteration 80F (2487.330659 sec): 3 clusters Score: Raw -1324350.269452 + Penalty 1803.088575 = -1322547.180878 nChanged 44 SP:Iteration 81Q (2487.357290 sec): 3 clusters Score: Raw -1324356.697013 + Penalty 1803.088575 = -1322553.608438 nChanged 46 SP:Iteration 82Q (2487.427852 sec): 3 clusters Score: Raw -1324362.307833 + Penalty 1803.088575 = -1322559.219258 nChanged 49 SP:Iteration 83Q (2487.468661 sec): 3 clusters Score: Raw -1324368.897384 + Penalty 1803.088575 = -1322565.808809 nChanged 48 SP:Iteration 84Q (2487.495098 sec): 3 clusters Score: Raw -1324375.699130 + Penalty 1803.088575 = -1322572.610555 nChanged 45 SP:Iteration 85Q (2487.521526 sec): 3 clusters Score: Raw -1324382.613555 + Penalty 1803.088575 = -1322579.524980 nChanged 55 SP:Iteration 86Q (2487.547893 sec): 3 clusters Score: Raw -1324391.799108 + Penalty 1803.088575 = -1322588.710533 nChanged 57 SP:Iteration 87Q (2487.574194 sec): 3 clusters Score: Raw -1324405.075059 + Penalty 1803.088575 = -1322601.986484 nChanged 69 SP:Iteration 88Q (2487.600331 sec): 3 clusters Score: Raw -1324421.459921 + Penalty 1803.088575 = -1322618.371346 nChanged 63 SP:Iteration 89Q (2487.630574 sec): 3 clusters Score: Raw -1324433.448320 + Penalty 1803.088575 = -1322630.359745 nChanged 61 SP:Iteration 90Q (2487.656841 sec): 3 clusters Score: Raw -1324445.275539 + Penalty 1803.088575 = -1322642.186964 nChanged 58 SP:Iteration 91Q (2487.683041 sec): 3 clusters Score: Raw -1324455.186352 + Penalty 1803.088575 = -1322652.097777 nChanged 51 SP:Iteration 92Q (2487.709129 sec): 3 clusters Score: Raw -1324464.196848 + Penalty 1803.088575 = -1322661.108273 nChanged 57 SP:Iteration 93Q (2487.735315 sec): 3 clusters Score: Raw -1324475.316715 + Penalty 1803.088575 = -1322672.228140 nChanged 50 SP:Iteration 94Q (2487.765826 sec): 3 clusters Score: Raw -1324483.927324 + Penalty 1803.088575 = -1322680.838749 nChanged 53 SP:Iteration 95Q (2487.791639 sec): 3 clusters Score: Raw -1324493.110937 + Penalty 1803.088575 = -1322690.022362 nChanged 50 SP:Iteration 96Q (2487.817656 sec): 3 clusters Score: Raw -1324504.007263 + Penalty 1803.088575 = -1322700.918688 nChanged 63 SP:Iteration 97Q (2487.846355 sec): 3 clusters Score: Raw -1324518.535277 + Penalty 1803.088575 = -1322715.446702 nChanged 60 SP:Iteration 98Q (2487.880077 sec): 3 clusters Score: Raw -1324532.532209 + Penalty 1803.088575 = -1322729.443634 nChanged 59 SP:Iteration 99Q (2487.905802 sec): 3 clusters Score: Raw -1324544.322567 + Penalty 1803.088575 = -1322741.233992 nChanged 60 SP:Iteration 100F (2487.933268 sec): 3 clusters Score: Raw -1324556.447139 + Penalty 1803.088575 = -1322753.358564 nChanged 51 SP:Iteration 101Q (2487.959199 sec): 3 clusters Score: Raw -1324568.858731 + Penalty 1803.088575 = -1322765.770156 nChanged 56 SP:Iteration 102Q (2487.984869 sec): 3 clusters Score: Raw -1324581.142129 + Penalty 1803.088575 = -1322778.053554 nChanged 44 SP:Iteration 103Q (2488.010586 sec): 3 clusters Score: Raw -1324588.081622 + Penalty 1803.088575 = -1322784.993047 nChanged 38 SP:Iteration 104Q (2488.036444 sec): 3 clusters Score: Raw -1324593.640046 + Penalty 1803.088575 = -1322790.551471 nChanged 35 SP:Iteration 105Q (2488.062717 sec): 3 clusters Score: Raw -1324598.113154 + Penalty 1803.088575 = -1322795.024579 nChanged 29 SP:Iteration 106Q (2488.088413 sec): 3 clusters Score: Raw -1324601.767607 + Penalty 1803.088575 = -1322798.679032 nChanged 30 SP:Iteration 107Q (2488.113966 sec): 3 clusters Score: Raw -1324605.736513 + Penalty 1803.088575 = -1322802.647938 nChanged 27 SP:Iteration 108Q (2488.139546 sec): 3 clusters Score: Raw -1324609.793596 + Penalty 1803.088575 = -1322806.705021 nChanged 28 SP:Iteration 109Q (2488.165190 sec): 3 clusters Score: Raw -1324613.617491 + Penalty 1803.088575 = -1322810.528916 nChanged 23 SP:Iteration 110Q (2488.190617 sec): 3 clusters Score: Raw -1324616.577929 + Penalty 1803.088575 = -1322813.489354 nChanged 27 SP:Iteration 111Q (2488.239342 sec): 3 clusters Score: Raw -1324621.074042 + Penalty 1803.088575 = -1322817.985467 nChanged 23 SP:Iteration 112Q (2488.274979 sec): 3 clusters Score: Raw -1324625.975959 + Penalty 1803.088575 = -1322822.887384 nChanged 26 SP:Iteration 113Q (2488.342611 sec): 3 clusters Score: Raw -1324631.301949 + Penalty 1803.088575 = -1322828.213374 nChanged 37 SP:Iteration 114Q (2488.360680 sec): 3 clusters Score: Raw -1324638.605219 + Penalty 1803.088575 = -1322835.516644 nChanged 34 SP:Iteration 115Q (2488.402937 sec): 3 clusters Score: Raw -1324646.322025 + Penalty 1803.088575 = -1322843.233450 nChanged 35 SP:Iteration 116Q (2488.427941 sec): 3 clusters Score: Raw -1324654.803926 + Penalty 1803.088575 = -1322851.715351 nChanged 42 SP:Iteration 117Q (2488.455379 sec): 3 clusters Score: Raw -1324664.800143 + Penalty 1803.088575 = -1322861.711568 nChanged 51 SP:Iteration 118Q (2488.480549 sec): 3 clusters Score: Raw -1324678.335069 + Penalty 1803.088575 = -1322875.246494 nChanged 44 SP:Iteration 119Q (2488.505857 sec): 3 clusters Score: Raw -1324692.530214 + Penalty 1803.088575 = -1322889.441639 nChanged 48 SP:Iteration 120F (2488.533356 sec): 3 clusters Score: Raw -1324705.856406 + Penalty 1803.088575 = -1322902.767831 nChanged 34 SP:Iteration 121Q (2488.567556 sec): 3 clusters Score: Raw -1324713.013225 + Penalty 1803.088575 = -1322909.924650 nChanged 38 SP:Iteration 122Q (2488.628593 sec): 3 clusters Score: Raw -1324721.404830 + Penalty 1803.088575 = -1322918.316255 nChanged 31 SP:Iteration 123Q (2488.688722 sec): 3 clusters Score: Raw -1324729.774765 + Penalty 1803.088575 = -1322926.686190 nChanged 38 SP:Iteration 124Q (2488.746632 sec): 3 clusters Score: Raw -1324739.693764 + Penalty 1803.088575 = -1322936.605189 nChanged 27 SP:Iteration 125Q (2488.771432 sec): 3 clusters Score: Raw -1324745.676389 + Penalty 1803.088575 = -1322942.587814 nChanged 28 SP:Iteration 126Q (2488.818136 sec): 3 clusters Score: Raw -1324752.714215 + Penalty 1803.088575 = -1322949.625640 nChanged 23 SP:Iteration 127Q (2488.843220 sec): 3 clusters Score: Raw -1324760.064244 + Penalty 1803.088575 = -1322956.975669 nChanged 22 SP:Iteration 128Q (2488.868196 sec): 3 clusters Score: Raw -1324766.337266 + Penalty 1803.088575 = -1322963.248691 nChanged 17 SP:Iteration 129Q (2488.892946 sec): 3 clusters Score: Raw -1324770.552296 + Penalty 1803.088575 = -1322967.463721 nChanged 9 SP:Iteration 130Q (2488.919243 sec): 3 clusters Score: Raw -1324772.271966 + Penalty 1803.088575 = -1322969.183391 nChanged 8 SP:Iteration 131Q (2488.944135 sec): 3 clusters Score: Raw -1324773.555570 + Penalty 1803.088575 = -1322970.466995 nChanged 6 SP:Iteration 132Q (2488.969116 sec): 3 clusters Score: Raw -1324775.952829 + Penalty 1803.088575 = -1322972.864254 nChanged 11 SP:Iteration 133Q (2488.993909 sec): 3 clusters Score: Raw -1324778.726669 + Penalty 1803.088575 = -1322975.638094 nChanged 13 SP:Iteration 134Q (2489.018514 sec): 3 clusters Score: Raw -1324782.171020 + Penalty 1803.088575 = -1322979.082445 nChanged 8 SP:Iteration 135Q (2489.043433 sec): 3 clusters Score: Raw -1324783.903364 + Penalty 1803.088575 = -1322980.814789 nChanged 7 SP:Iteration 136Q (2489.068216 sec): 3 clusters Score: Raw -1324785.563221 + Penalty 1803.088575 = -1322982.474646 nChanged 5 SP:Iteration 137Q (2489.093082 sec): 3 clusters Score: Raw -1324786.506021 + Penalty 1803.088575 = -1322983.417446 nChanged 4 SP:Iteration 138Q (2489.117932 sec): 3 clusters Score: Raw -1324787.260444 + Penalty 1803.088575 = -1322984.171869 nChanged 7 SP:Iteration 139Q (2489.142706 sec): 3 clusters Score: Raw -1324788.901461 + Penalty 1803.088575 = -1322985.812886 nChanged 7 SP:Iteration 140F (2489.197914 sec): 3 clusters Score: Raw -1324791.375871 + Penalty 1803.088575 = -1322988.287296 nChanged 9 SP:Iteration 141Q (2489.232717 sec): 3 clusters Score: Raw -1324794.830581 + Penalty 1803.088575 = -1322991.742006 nChanged 11 SP:Iteration 142Q (2489.293327 sec): 3 clusters Score: Raw -1324797.266640 + Penalty 1803.088575 = -1322994.178065 nChanged 6 SP:Iteration 143Q (2489.347934 sec): 3 clusters Score: Raw -1324799.021168 + Penalty 1803.088575 = -1322995.932593 nChanged 8 SP:Iteration 144Q (2489.404656 sec): 3 clusters Score: Raw -1324801.716946 + Penalty 1803.088575 = -1322998.628371 nChanged 5 SP:Iteration 145Q (2489.460492 sec): 3 clusters Score: Raw -1324803.170629 + Penalty 1803.088575 = -1323000.082054 nChanged 5 SP:Iteration 146Q (2489.518589 sec): 3 clusters Score: Raw -1324803.990916 + Penalty 1803.088575 = -1323000.902341 nChanged 10 SP:Iteration 147Q (2489.577542 sec): 3 clusters Score: Raw -1324806.258392 + Penalty 1803.088575 = -1323003.169817 nChanged 7 SP:Iteration 148Q (2489.637566 sec): 3 clusters Score: Raw -1324808.082591 + Penalty 1803.088575 = -1323004.994016 nChanged 8 SP:Iteration 149Q (2489.697665 sec): 3 clusters Score: Raw -1324809.597265 + Penalty 1803.088575 = -1323006.508690 nChanged 3 SP:Iteration 150Q (2489.722126 sec): 3 clusters Score: Raw -1324810.200190 + Penalty 1803.088575 = -1323007.111615 nChanged 3 SP:Iteration 151Q (2489.746697 sec): 3 clusters Score: Raw -1324810.947678 + Penalty 1803.088575 = -1323007.859103 nChanged 2 SP:Iteration 152Q (2489.771237 sec): 3 clusters Score: Raw -1324811.529429 + Penalty 1803.088575 = -1323008.440854 nChanged 2 SP:Iteration 153Q (2489.795886 sec): 3 clusters Score: Raw -1324812.353693 + Penalty 1803.088575 = -1323009.265118 nChanged 2 SP:Iteration 154Q (2489.820572 sec): 3 clusters Score: Raw -1324812.784913 + Penalty 1803.088575 = -1323009.696338 nChanged 2 SP:Iteration 155Q (2489.845187 sec): 3 clusters Score: Raw -1324813.476691 + Penalty 1803.088575 = -1323010.388116 nChanged 1 SP:Iteration 156Q (2489.869786 sec): 3 clusters Score: Raw -1324813.616181 + Penalty 1803.088575 = -1323010.527606 nChanged 1 SP:Iteration 157Q (2489.894479 sec): 3 clusters Score: Raw -1324814.003942 + Penalty 1803.088575 = -1323010.915367 nChanged 2 SP:Iteration 158Q (2489.923621 sec): 3 clusters Score: Raw -1324814.507632 + Penalty 1803.088575 = -1323011.419057 nChanged 4 SP:Iteration 159Q (2489.948268 sec): 3 clusters Score: Raw -1324815.021322 + Penalty 1803.088575 = -1323011.932747 nChanged 1 SP:Iteration 160F (2490.010715 sec): 3 clusters Score: Raw -1324815.626355 + Penalty 1803.088575 = -1323012.537780 nChanged 3 SP:Iteration 161Q (2490.035523 sec): 3 clusters Score: Raw -1324816.244151 + Penalty 1803.088575 = -1323013.155576 nChanged 2 SP:Iteration 162Q (2490.065479 sec): 3 clusters Score: Raw -1324816.603904 + Penalty 1803.088575 = -1323013.515329 nChanged 0 SP:Iteration 163F (2490.098662 sec): 3 clusters Score: Raw -1324816.603904 + Penalty 1803.088575 = -1323013.515329 nChanged 0 Trying to split cluster 36 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2490.111658 sec): 2 clusters Score: Raw -15120.388550 + Penalty 506.608285 = -14613.780265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2490.113213 sec): 3 clusters Score: Raw -15193.478966 + Penalty 1013.216571 = -14180.262395 nChanged 48 SP:Iteration 1F (2490.114497 sec): 3 clusters Score: Raw -15337.760367 + Penalty 1013.216571 = -14324.543797 nChanged 12 SP:Iteration 2F (2490.115762 sec): 3 clusters Score: Raw -15374.549531 + Penalty 1013.216571 = -14361.332960 nChanged 5 SP:Iteration 3Q (2490.117009 sec): 3 clusters Score: Raw -15397.267966 + Penalty 1013.216571 = -14384.051396 nChanged 2 SP:Iteration 4Q (2490.118256 sec): 3 clusters Score: Raw -15402.009426 + Penalty 1013.216571 = -14388.792855 nChanged 0 SP:Iteration 5F (2490.119503 sec): 3 clusters Score: Raw -15402.009426 + Penalty 1013.216571 = -14388.792855 nChanged 0 Trying to split cluster 37 (8842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2490.143554 sec): 2 clusters Score: Raw -839718.212514 + Penalty 863.290496 = -838854.922018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2490.172190 sec): 3 clusters Score: Raw -834464.242587 + Penalty 1726.580991 = -832737.661596 nChanged 3932 SP:Iteration 1F (2490.194473 sec): 3 clusters Score: Raw -836654.953958 + Penalty 1726.580991 = -834928.372967 nChanged 534 SP:Iteration 2F (2490.219251 sec): 3 clusters Score: Raw -836896.014428 + Penalty 1726.580991 = -835169.433437 nChanged 462 SP:Iteration 3F (2490.243730 sec): 3 clusters Score: Raw -837077.773638 + Penalty 1726.580991 = -835351.192647 nChanged 398 SP:Iteration 4Q (2490.267944 sec): 3 clusters Score: Raw -837250.245113 + Penalty 1726.580991 = -835523.664122 nChanged 402 SP:Iteration 5Q (2490.290780 sec): 3 clusters Score: Raw -837440.161079 + Penalty 1726.580991 = -835713.580088 nChanged 382 SP:Iteration 6Q (2490.313575 sec): 3 clusters Score: Raw -837650.470676 + Penalty 1726.580991 = -835923.889685 nChanged 391 SP:Iteration 7Q (2490.336318 sec): 3 clusters Score: Raw -837866.882984 + Penalty 1726.580991 = -836140.301993 nChanged 351 SP:Iteration 8Q (2490.358895 sec): 3 clusters Score: Raw -838089.608051 + Penalty 1726.580991 = -836363.027060 nChanged 391 SP:Iteration 9Q (2490.380978 sec): 3 clusters Score: Raw -838329.150580 + Penalty 1726.580991 = -836602.569589 nChanged 355 SP:Iteration 10Q (2490.402891 sec): 3 clusters Score: Raw -838571.046023 + Penalty 1726.580991 = -836844.465032 nChanged 360 SP:Iteration 11Q (2490.425302 sec): 3 clusters Score: Raw -838817.042590 + Penalty 1726.580991 = -837090.461599 nChanged 331 SP:Iteration 12Q (2490.447684 sec): 3 clusters Score: Raw -839021.308746 + Penalty 1726.580991 = -837294.727755 nChanged 287 SP:Iteration 13Q (2490.469232 sec): 3 clusters Score: Raw -839181.549690 + Penalty 1726.580991 = -837454.968698 nChanged 255 SP:Iteration 14Q (2490.490743 sec): 3 clusters Score: Raw -839331.938459 + Penalty 1726.580991 = -837605.357468 nChanged 211 SP:Iteration 15Q (2490.512709 sec): 3 clusters Score: Raw -839449.623431 + Penalty 1726.580991 = -837723.042440 nChanged 162 SP:Iteration 16Q (2490.534499 sec): 3 clusters Score: Raw -839533.573101 + Penalty 1726.580991 = -837806.992110 nChanged 135 SP:Iteration 17Q (2490.556100 sec): 3 clusters Score: Raw -839607.018440 + Penalty 1726.580991 = -837880.437449 nChanged 126 SP:Iteration 18Q (2490.577370 sec): 3 clusters Score: Raw -839674.059818 + Penalty 1726.580991 = -837947.478827 nChanged 83 SP:Iteration 19Q (2490.608348 sec): 3 clusters Score: Raw -839711.458572 + Penalty 1726.580991 = -837984.877581 nChanged 72 SP:Iteration 20F (2490.634525 sec): 3 clusters Score: Raw -839748.136450 + Penalty 1726.580991 = -838021.555459 nChanged 69 SP:Iteration 21Q (2490.655501 sec): 3 clusters Score: Raw -839784.742725 + Penalty 1726.580991 = -838058.161734 nChanged 57 SP:Iteration 22Q (2490.676508 sec): 3 clusters Score: Raw -839814.940685 + Penalty 1726.580991 = -838088.359694 nChanged 40 SP:Iteration 23Q (2490.697416 sec): 3 clusters Score: Raw -839834.489356 + Penalty 1726.580991 = -838107.908365 nChanged 33 SP:Iteration 24Q (2490.717769 sec): 3 clusters Score: Raw -839848.384699 + Penalty 1726.580991 = -838121.803708 nChanged 31 SP:Iteration 25Q (2490.738710 sec): 3 clusters Score: Raw -839859.789500 + Penalty 1726.580991 = -838133.208509 nChanged 24 SP:Iteration 26Q (2490.773090 sec): 3 clusters Score: Raw -839871.412741 + Penalty 1726.580991 = -838144.831750 nChanged 22 SP:Iteration 27Q (2490.796111 sec): 3 clusters Score: Raw -839882.837278 + Penalty 1726.580991 = -838156.256287 nChanged 18 SP:Iteration 28Q (2490.816322 sec): 3 clusters Score: Raw -839890.703524 + Penalty 1726.580991 = -838164.122533 nChanged 14 SP:Iteration 29Q (2490.836996 sec): 3 clusters Score: Raw -839896.762638 + Penalty 1726.580991 = -838170.181647 nChanged 8 SP:Iteration 30Q (2490.857695 sec): 3 clusters Score: Raw -839899.243801 + Penalty 1726.580991 = -838172.662809 nChanged 6 SP:Iteration 31Q (2490.882536 sec): 3 clusters Score: Raw -839901.754772 + Penalty 1726.580991 = -838175.173781 nChanged 9 SP:Iteration 32Q (2490.907176 sec): 3 clusters Score: Raw -839904.856871 + Penalty 1726.580991 = -838178.275880 nChanged 10 SP:Iteration 33Q (2490.927568 sec): 3 clusters Score: Raw -839909.240467 + Penalty 1726.580991 = -838182.659476 nChanged 10 SP:Iteration 34Q (2490.948427 sec): 3 clusters Score: Raw -839911.899497 + Penalty 1726.580991 = -838185.318506 nChanged 4 SP:Iteration 35Q (2490.969175 sec): 3 clusters Score: Raw -839913.074821 + Penalty 1726.580991 = -838186.493830 nChanged 3 SP:Iteration 36Q (2491.011898 sec): 3 clusters Score: Raw -839914.804147 + Penalty 1726.580991 = -838188.223156 nChanged 5 SP:Iteration 37Q (2491.032537 sec): 3 clusters Score: Raw -839917.048118 + Penalty 1726.580991 = -838190.467127 nChanged 5 SP:Iteration 38Q (2491.053171 sec): 3 clusters Score: Raw -839919.216466 + Penalty 1726.580991 = -838192.635475 nChanged 6 SP:Iteration 39Q (2491.073817 sec): 3 clusters Score: Raw -839921.847257 + Penalty 1726.580991 = -838195.266266 nChanged 3 SP:Iteration 40F (2491.096476 sec): 3 clusters Score: Raw -839922.452682 + Penalty 1726.580991 = -838195.871690 nChanged 2 SP:Iteration 41Q (2491.117251 sec): 3 clusters Score: Raw -839923.125700 + Penalty 1726.580991 = -838196.544709 nChanged 1 SP:Iteration 42Q (2491.138024 sec): 3 clusters Score: Raw -839923.261539 + Penalty 1726.580991 = -838196.680548 nChanged 2 SP:Iteration 43Q (2491.163822 sec): 3 clusters Score: Raw -839923.622104 + Penalty 1726.580991 = -838197.041113 nChanged 1 SP:Iteration 44Q (2491.184443 sec): 3 clusters Score: Raw -839923.970016 + Penalty 1726.580991 = -838197.389025 nChanged 1 SP:Iteration 45Q (2491.205238 sec): 3 clusters Score: Raw -839924.076156 + Penalty 1726.580991 = -838197.495165 nChanged 0 SP:Iteration 46F (2491.238925 sec): 3 clusters Score: Raw -839924.076156 + Penalty 1726.580991 = -838197.495165 nChanged 0 Time taken for this iteration:2485.804558 seconds. 20->38 Clusters: Score -58450194.614137, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 622629 points ------ SP: Assigned 21 initial classes randomly. Iteration 0F (2496.927463 sec): 21 clusters Score: Raw -54418633.346050 + Penalty 25349.241618 = -54393284.104432 nChanged 591291 Iteration 1F (2502.523240 sec): 21 clusters Score: Raw -57015411.297302 + Penalty 25349.241618 = -56990062.055684 nChanged 189558 Iteration 2F (2508.120483 sec): 21 clusters Score: Raw -57406213.207644 + Penalty 25349.241618 = -57380863.966026 nChanged 121889 Iteration 3F (2513.704200 sec): 21 clusters Score: Raw -57603302.477529 + Penalty 25349.241618 = -57577953.235911 nChanged 74426 Iteration 4F (2519.301676 sec): 21 clusters Score: Raw -57706666.085393 + Penalty 25349.241618 = -57681316.843775 nChanged 48883 Iteration 5F (2524.940062 sec): 21 clusters Score: Raw -57759762.634230 + Penalty 25349.241618 = -57734413.392612 nChanged 38290 Iteration 6F (2530.559123 sec): 21 clusters Score: Raw -57793508.311224 + Penalty 25349.241618 = -57768159.069606 nChanged 31210 Iteration 7F (2536.151250 sec): 21 clusters Score: Raw -57818403.730096 + Penalty 25349.241618 = -57793054.488478 nChanged 26879 Iteration 8Q (2539.362178 sec): 21 clusters Score: Raw -57837208.262449 + Penalty 25349.241618 = -57811859.020831 nChanged 24388 Iteration 9Q (2542.532016 sec): 21 clusters Score: Raw -57851976.725768 + Penalty 25349.241618 = -57826627.484150 nChanged 23223 Iteration 10Q (2545.658314 sec): 21 clusters Score: Raw -57864958.278695 + Penalty 25349.241618 = -57839609.037077 nChanged 23168 Iteration 11Q (2548.806014 sec): 21 clusters Score: Raw -57877872.576481 + Penalty 25349.241618 = -57852523.334863 nChanged 23866 Iteration 12Q (2551.903335 sec): 21 clusters Score: Raw -57893645.511011 + Penalty 25349.241618 = -57868296.269393 nChanged 25949 Iteration 13Q (2555.025604 sec): 21 clusters Score: Raw -57915880.369141 + Penalty 25349.241618 = -57890531.127523 nChanged 29964 Iteration 14Q (2558.142991 sec): 21 clusters Score: Raw -57938936.961654 + Penalty 25349.241618 = -57913587.720036 nChanged 33769 Iteration 15F (2563.753081 sec): 21 clusters Score: Raw -57971021.527042 + Penalty 25349.241618 = -57945672.285423 nChanged 38970 Iteration 16F (2569.359955 sec): 21 clusters Score: Raw -58013770.367823 + Penalty 25349.241618 = -57988421.126205 nChanged 42257 Iteration 17F (2574.973821 sec): 21 clusters Score: Raw -58065379.827018 + Penalty 25349.241618 = -58040030.585400 nChanged 42663 Iteration 18F (2580.572357 sec): 21 clusters Score: Raw -58122816.649791 + Penalty 25349.241618 = -58097467.408173 nChanged 41762 Iteration 19F (2586.194863 sec): 21 clusters Score: Raw -58205260.945965 + Penalty 25349.241618 = -58179911.704347 nChanged 32051 Writing temp clu file Because OldScore, -58097467.408173, is greater than current (better) Score,-58179911.704347 Compute initial score before splitting: Score: Raw -58205260.945965 + Penalty 25349.241618 = -58179911.704347 Trying to split cluster 1 (6458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2586.329100 sec): 2 clusters Score: Raw -615258.112967 + Penalty 833.442120 = -614424.670847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2586.373281 sec): 3 clusters Score: Raw -611548.170053 + Penalty 1666.884241 = -609881.285812 nChanged 2789 SP:Iteration 1F (2586.402601 sec): 3 clusters Score: Raw -613134.496492 + Penalty 1666.884241 = -611467.612251 nChanged 361 SP:Iteration 2F (2586.422841 sec): 3 clusters Score: Raw -613294.396136 + Penalty 1666.884241 = -611627.511895 nChanged 321 SP:Iteration 3Q (2586.443387 sec): 3 clusters Score: Raw -613424.987255 + Penalty 1666.884241 = -611758.103015 nChanged 280 SP:Iteration 4Q (2586.482482 sec): 3 clusters Score: Raw -613546.911448 + Penalty 1666.884241 = -611880.027208 nChanged 263 SP:Iteration 5Q (2586.533122 sec): 3 clusters Score: Raw -613673.973262 + Penalty 1666.884241 = -612007.089021 nChanged 277 SP:Iteration 6Q (2586.551855 sec): 3 clusters Score: Raw -613812.293060 + Penalty 1666.884241 = -612145.408819 nChanged 283 SP:Iteration 7Q (2586.576091 sec): 3 clusters Score: Raw -613955.585434 + Penalty 1666.884241 = -612288.701194 nChanged 267 SP:Iteration 8Q (2586.596239 sec): 3 clusters Score: Raw -614093.678091 + Penalty 1666.884241 = -612426.793850 nChanged 239 SP:Iteration 9Q (2586.615566 sec): 3 clusters Score: Raw -614206.709879 + Penalty 1666.884241 = -612539.825638 nChanged 190 SP:Iteration 10Q (2586.634771 sec): 3 clusters Score: Raw -614308.298259 + Penalty 1666.884241 = -612641.414019 nChanged 178 SP:Iteration 11Q (2586.654118 sec): 3 clusters Score: Raw -614407.183586 + Penalty 1666.884241 = -612740.299346 nChanged 185 SP:Iteration 12Q (2586.672980 sec): 3 clusters Score: Raw -614502.630138 + Penalty 1666.884241 = -612835.745897 nChanged 164 SP:Iteration 13Q (2586.692151 sec): 3 clusters Score: Raw -614577.091160 + Penalty 1666.884241 = -612910.206920 nChanged 152 SP:Iteration 14Q (2586.711092 sec): 3 clusters Score: Raw -614631.133657 + Penalty 1666.884241 = -612964.249416 nChanged 133 SP:Iteration 15Q (2586.730115 sec): 3 clusters Score: Raw -614670.936026 + Penalty 1666.884241 = -613004.051785 nChanged 92 SP:Iteration 16Q (2586.778093 sec): 3 clusters Score: Raw -614697.796394 + Penalty 1666.884241 = -613030.912153 nChanged 68 SP:Iteration 17Q (2586.828502 sec): 3 clusters Score: Raw -614721.013401 + Penalty 1666.884241 = -613054.129161 nChanged 72 SP:Iteration 18Q (2586.879327 sec): 3 clusters Score: Raw -614744.237850 + Penalty 1666.884241 = -613077.353609 nChanged 66 SP:Iteration 19Q (2586.900189 sec): 3 clusters Score: Raw -614764.210569 + Penalty 1666.884241 = -613097.326328 nChanged 68 SP:Iteration 20F (2586.924027 sec): 3 clusters Score: Raw -614782.596858 + Penalty 1666.884241 = -613115.712617 nChanged 69 SP:Iteration 21Q (2586.954315 sec): 3 clusters Score: Raw -614802.098347 + Penalty 1666.884241 = -613135.214106 nChanged 64 SP:Iteration 22Q (2586.984534 sec): 3 clusters Score: Raw -614817.871822 + Penalty 1666.884241 = -613150.987581 nChanged 55 SP:Iteration 23Q (2587.004778 sec): 3 clusters Score: Raw -614830.698170 + Penalty 1666.884241 = -613163.813929 nChanged 47 SP:Iteration 24Q (2587.023806 sec): 3 clusters Score: Raw -614842.546833 + Penalty 1666.884241 = -613175.662592 nChanged 43 SP:Iteration 25Q (2587.043725 sec): 3 clusters Score: Raw -614854.029293 + Penalty 1666.884241 = -613187.145053 nChanged 46 SP:Iteration 26Q (2587.065674 sec): 3 clusters Score: Raw -614867.000501 + Penalty 1666.884241 = -613200.116260 nChanged 46 SP:Iteration 27Q (2587.094409 sec): 3 clusters Score: Raw -614877.518875 + Penalty 1666.884241 = -613210.634634 nChanged 37 SP:Iteration 28Q (2587.114460 sec): 3 clusters Score: Raw -614883.579439 + Penalty 1666.884241 = -613216.695198 nChanged 31 SP:Iteration 29Q (2587.134261 sec): 3 clusters Score: Raw -614890.608737 + Penalty 1666.884241 = -613223.724496 nChanged 29 SP:Iteration 30Q (2587.158498 sec): 3 clusters Score: Raw -614898.002336 + Penalty 1666.884241 = -613231.118095 nChanged 34 SP:Iteration 31Q (2587.183260 sec): 3 clusters Score: Raw -614907.285901 + Penalty 1666.884241 = -613240.401660 nChanged 39 SP:Iteration 32Q (2587.203210 sec): 3 clusters Score: Raw -614914.463116 + Penalty 1666.884241 = -613247.578875 nChanged 27 SP:Iteration 33Q (2587.223414 sec): 3 clusters Score: Raw -614920.463359 + Penalty 1666.884241 = -613253.579118 nChanged 27 SP:Iteration 34Q (2587.243615 sec): 3 clusters Score: Raw -614925.287808 + Penalty 1666.884241 = -613258.403567 nChanged 30 SP:Iteration 35Q (2587.263701 sec): 3 clusters Score: Raw -614930.203732 + Penalty 1666.884241 = -613263.319491 nChanged 24 SP:Iteration 36Q (2587.288509 sec): 3 clusters Score: Raw -614933.454825 + Penalty 1666.884241 = -613266.570584 nChanged 28 SP:Iteration 37Q (2587.317146 sec): 3 clusters Score: Raw -614938.430567 + Penalty 1666.884241 = -613271.546326 nChanged 26 SP:Iteration 38Q (2587.345336 sec): 3 clusters Score: Raw -614943.078687 + Penalty 1666.884241 = -613276.194446 nChanged 27 SP:Iteration 39Q (2587.365158 sec): 3 clusters Score: Raw -614949.929991 + Penalty 1666.884241 = -613283.045751 nChanged 34 SP:Iteration 40F (2587.385373 sec): 3 clusters Score: Raw -614958.249298 + Penalty 1666.884241 = -613291.365057 nChanged 41 SP:Iteration 41Q (2587.405409 sec): 3 clusters Score: Raw -614966.376356 + Penalty 1666.884241 = -613299.492116 nChanged 47 SP:Iteration 42Q (2587.425409 sec): 3 clusters Score: Raw -614975.895268 + Penalty 1666.884241 = -613309.011027 nChanged 50 SP:Iteration 43Q (2587.445163 sec): 3 clusters Score: Raw -614989.549714 + Penalty 1666.884241 = -613322.665473 nChanged 52 SP:Iteration 44Q (2587.465326 sec): 3 clusters Score: Raw -615003.991123 + Penalty 1666.884241 = -613337.106883 nChanged 50 SP:Iteration 45Q (2587.485285 sec): 3 clusters Score: Raw -615016.071710 + Penalty 1666.884241 = -613349.187469 nChanged 44 SP:Iteration 46Q (2587.520512 sec): 3 clusters Score: Raw -615029.371363 + Penalty 1666.884241 = -613362.487122 nChanged 59 SP:Iteration 47Q (2587.575780 sec): 3 clusters Score: Raw -615048.139053 + Penalty 1666.884241 = -613381.254812 nChanged 56 SP:Iteration 48Q (2587.638539 sec): 3 clusters Score: Raw -615065.493980 + Penalty 1666.884241 = -613398.609739 nChanged 59 SP:Iteration 49Q (2587.676960 sec): 3 clusters Score: Raw -615083.992514 + Penalty 1666.884241 = -613417.108273 nChanged 58 SP:Iteration 50Q (2587.706530 sec): 3 clusters Score: Raw -615102.032698 + Penalty 1666.884241 = -613435.148457 nChanged 51 SP:Iteration 51Q (2587.726187 sec): 3 clusters Score: Raw -615118.616718 + Penalty 1666.884241 = -613451.732477 nChanged 49 SP:Iteration 52Q (2587.745957 sec): 3 clusters Score: Raw -615134.545819 + Penalty 1666.884241 = -613467.661578 nChanged 48 SP:Iteration 53Q (2587.776538 sec): 3 clusters Score: Raw -615151.178781 + Penalty 1666.884241 = -613484.294541 nChanged 51 SP:Iteration 54Q (2587.828607 sec): 3 clusters Score: Raw -615168.510878 + Penalty 1666.884241 = -613501.626637 nChanged 59 SP:Iteration 55Q (2587.866450 sec): 3 clusters Score: Raw -615185.661003 + Penalty 1666.884241 = -613518.776763 nChanged 48 SP:Iteration 56Q (2587.885941 sec): 3 clusters Score: Raw -615200.092965 + Penalty 1666.884241 = -613533.208724 nChanged 45 SP:Iteration 57Q (2587.905576 sec): 3 clusters Score: Raw -615214.236528 + Penalty 1666.884241 = -613547.352287 nChanged 48 SP:Iteration 58Q (2587.925000 sec): 3 clusters Score: Raw -615232.412893 + Penalty 1666.884241 = -613565.528652 nChanged 52 SP:Iteration 59Q (2587.944112 sec): 3 clusters Score: Raw -615255.146978 + Penalty 1666.884241 = -613588.262737 nChanged 60 SP:Iteration 60F (2587.963979 sec): 3 clusters Score: Raw -615280.873262 + Penalty 1666.884241 = -613613.989022 nChanged 51 SP:Iteration 61Q (2587.992591 sec): 3 clusters Score: Raw -615302.324275 + Penalty 1666.884241 = -613635.440035 nChanged 50 SP:Iteration 62Q (2588.034084 sec): 3 clusters Score: Raw -615327.969085 + Penalty 1666.884241 = -613661.084844 nChanged 46 SP:Iteration 63Q (2588.052462 sec): 3 clusters Score: Raw -615345.847191 + Penalty 1666.884241 = -613678.962950 nChanged 28 SP:Iteration 64Q (2588.080124 sec): 3 clusters Score: Raw -615353.288969 + Penalty 1666.884241 = -613686.404729 nChanged 25 SP:Iteration 65Q (2588.131694 sec): 3 clusters Score: Raw -615361.046224 + Penalty 1666.884241 = -613694.161984 nChanged 30 SP:Iteration 66Q (2588.183967 sec): 3 clusters Score: Raw -615371.439912 + Penalty 1666.884241 = -613704.555671 nChanged 25 SP:Iteration 67Q (2588.235602 sec): 3 clusters Score: Raw -615378.305896 + Penalty 1666.884241 = -613711.421655 nChanged 24 SP:Iteration 68Q (2588.288950 sec): 3 clusters Score: Raw -615384.921794 + Penalty 1666.884241 = -613718.037553 nChanged 22 SP:Iteration 69Q (2588.343058 sec): 3 clusters Score: Raw -615391.982989 + Penalty 1666.884241 = -613725.098748 nChanged 31 SP:Iteration 70Q (2588.396062 sec): 3 clusters Score: Raw -615404.910235 + Penalty 1666.884241 = -613738.025994 nChanged 38 SP:Iteration 71Q (2588.445201 sec): 3 clusters Score: Raw -615420.230585 + Penalty 1666.884241 = -613753.346344 nChanged 34 SP:Iteration 72Q (2588.465917 sec): 3 clusters Score: Raw -615433.708632 + Penalty 1666.884241 = -613766.824391 nChanged 24 SP:Iteration 73Q (2588.485102 sec): 3 clusters Score: Raw -615440.823025 + Penalty 1666.884241 = -613773.938784 nChanged 14 SP:Iteration 74Q (2588.504482 sec): 3 clusters Score: Raw -615444.635775 + Penalty 1666.884241 = -613777.751534 nChanged 14 SP:Iteration 75Q (2588.523738 sec): 3 clusters Score: Raw -615448.655600 + Penalty 1666.884241 = -613781.771359 nChanged 13 SP:Iteration 76Q (2588.542783 sec): 3 clusters Score: Raw -615452.165977 + Penalty 1666.884241 = -613785.281736 nChanged 10 SP:Iteration 77Q (2588.562219 sec): 3 clusters Score: Raw -615454.939439 + Penalty 1666.884241 = -613788.055199 nChanged 7 SP:Iteration 78Q (2588.581398 sec): 3 clusters Score: Raw -615457.304626 + Penalty 1666.884241 = -613790.420385 nChanged 6 SP:Iteration 79Q (2588.600688 sec): 3 clusters Score: Raw -615458.589779 + Penalty 1666.884241 = -613791.705538 nChanged 7 SP:Iteration 80F (2588.628545 sec): 3 clusters Score: Raw -615459.780873 + Penalty 1666.884241 = -613792.896632 nChanged 3 SP:Iteration 81Q (2588.646801 sec): 3 clusters Score: Raw -615460.067141 + Penalty 1666.884241 = -613793.182901 nChanged 2 SP:Iteration 82Q (2588.664568 sec): 3 clusters Score: Raw -615460.365539 + Penalty 1666.884241 = -613793.481299 nChanged 2 SP:Iteration 83Q (2588.682584 sec): 3 clusters Score: Raw -615460.788863 + Penalty 1666.884241 = -613793.904622 nChanged 1 SP:Iteration 84Q (2588.701798 sec): 3 clusters Score: Raw -615461.011943 + Penalty 1666.884241 = -613794.127702 nChanged 0 SP:Iteration 85F (2588.722073 sec): 3 clusters Score: Raw -615461.011943 + Penalty 1666.884241 = -613794.127702 nChanged 0 Trying to split cluster 2 (1045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2588.736173 sec): 2 clusters Score: Raw -103538.521543 + Penalty 660.418356 = -102878.103187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2588.748864 sec): 3 clusters Score: Raw -103098.789839 + Penalty 1320.836711 = -101777.953128 nChanged 368 SP:Iteration 1F (2588.753056 sec): 3 clusters Score: Raw -103332.521003 + Penalty 1320.836711 = -102011.684292 nChanged 81 SP:Iteration 2F (2588.757278 sec): 3 clusters Score: Raw -103380.655650 + Penalty 1320.836711 = -102059.818939 nChanged 39 SP:Iteration 3Q (2588.768758 sec): 3 clusters Score: Raw -103403.975469 + Penalty 1320.836711 = -102083.138758 nChanged 16 SP:Iteration 4Q (2588.774972 sec): 3 clusters Score: Raw -103416.071494 + Penalty 1320.836711 = -102095.234783 nChanged 20 SP:Iteration 5Q (2588.779201 sec): 3 clusters Score: Raw -103427.874143 + Penalty 1320.836711 = -102107.037431 nChanged 17 SP:Iteration 6Q (2588.783385 sec): 3 clusters Score: Raw -103439.593827 + Penalty 1320.836711 = -102118.757116 nChanged 12 SP:Iteration 7Q (2588.787558 sec): 3 clusters Score: Raw -103448.999842 + Penalty 1320.836711 = -102128.163131 nChanged 7 SP:Iteration 8Q (2588.801417 sec): 3 clusters Score: Raw -103453.597591 + Penalty 1320.836711 = -102132.760879 nChanged 7 SP:Iteration 9Q (2588.805596 sec): 3 clusters Score: Raw -103459.323104 + Penalty 1320.836711 = -102138.486392 nChanged 6 SP:Iteration 10Q (2588.809966 sec): 3 clusters Score: Raw -103462.816980 + Penalty 1320.836711 = -102141.980269 nChanged 6 SP:Iteration 11Q (2588.821912 sec): 3 clusters Score: Raw -103465.087476 + Penalty 1320.836711 = -102144.250765 nChanged 8 SP:Iteration 12Q (2588.826081 sec): 3 clusters Score: Raw -103470.951839 + Penalty 1320.836711 = -102150.115128 nChanged 11 SP:Iteration 13Q (2588.830256 sec): 3 clusters Score: Raw -103477.724273 + Penalty 1320.836711 = -102156.887562 nChanged 11 SP:Iteration 14Q (2588.834514 sec): 3 clusters Score: Raw -103484.518618 + Penalty 1320.836711 = -102163.681906 nChanged 9 SP:Iteration 15Q (2588.838712 sec): 3 clusters Score: Raw -103492.667677 + Penalty 1320.836711 = -102171.830966 nChanged 10 SP:Iteration 16Q (2588.842886 sec): 3 clusters Score: Raw -103499.662969 + Penalty 1320.836711 = -102178.826258 nChanged 8 SP:Iteration 17Q (2588.855274 sec): 3 clusters Score: Raw -103504.557209 + Penalty 1320.836711 = -102183.720497 nChanged 5 SP:Iteration 18Q (2588.859412 sec): 3 clusters Score: Raw -103506.539540 + Penalty 1320.836711 = -102185.702829 nChanged 6 SP:Iteration 19Q (2588.863575 sec): 3 clusters Score: Raw -103509.759650 + Penalty 1320.836711 = -102188.922939 nChanged 7 SP:Iteration 20F (2588.867767 sec): 3 clusters Score: Raw -103514.375054 + Penalty 1320.836711 = -102193.538342 nChanged 9 SP:Iteration 21Q (2588.871914 sec): 3 clusters Score: Raw -103519.055030 + Penalty 1320.836711 = -102198.218318 nChanged 6 SP:Iteration 22Q (2588.876097 sec): 3 clusters Score: Raw -103523.093135 + Penalty 1320.836711 = -102202.256423 nChanged 7 SP:Iteration 23Q (2588.887631 sec): 3 clusters Score: Raw -103530.144434 + Penalty 1320.836711 = -102209.307722 nChanged 9 SP:Iteration 24Q (2588.891800 sec): 3 clusters Score: Raw -103537.095271 + Penalty 1320.836711 = -102216.258560 nChanged 12 SP:Iteration 25Q (2588.895924 sec): 3 clusters Score: Raw -103545.767268 + Penalty 1320.836711 = -102224.930557 nChanged 16 SP:Iteration 26Q (2588.905578 sec): 3 clusters Score: Raw -103558.611170 + Penalty 1320.836711 = -102237.774458 nChanged 18 SP:Iteration 27Q (2588.909784 sec): 3 clusters Score: Raw -103577.832397 + Penalty 1320.836711 = -102256.995686 nChanged 22 SP:Iteration 28Q (2588.913944 sec): 3 clusters Score: Raw -103595.471062 + Penalty 1320.836711 = -102274.634351 nChanged 21 SP:Iteration 29Q (2588.918080 sec): 3 clusters Score: Raw -103610.478450 + Penalty 1320.836711 = -102289.641739 nChanged 9 SP:Iteration 30Q (2588.922184 sec): 3 clusters Score: Raw -103616.248635 + Penalty 1320.836711 = -102295.411923 nChanged 6 SP:Iteration 31Q (2588.926309 sec): 3 clusters Score: Raw -103619.849787 + Penalty 1320.836711 = -102299.013076 nChanged 4 SP:Iteration 32Q (2588.938321 sec): 3 clusters Score: Raw -103621.322607 + Penalty 1320.836711 = -102300.485896 nChanged 4 SP:Iteration 33Q (2588.942480 sec): 3 clusters Score: Raw -103624.512958 + Penalty 1320.836711 = -102303.676247 nChanged 6 SP:Iteration 34Q (2588.946621 sec): 3 clusters Score: Raw -103628.658688 + Penalty 1320.836711 = -102307.821976 nChanged 4 SP:Iteration 35Q (2588.950723 sec): 3 clusters Score: Raw -103630.618581 + Penalty 1320.836711 = -102309.781870 nChanged 1 SP:Iteration 36Q (2588.954846 sec): 3 clusters Score: Raw -103631.398748 + Penalty 1320.836711 = -102310.562037 nChanged 1 SP:Iteration 37Q (2588.958974 sec): 3 clusters Score: Raw -103632.191304 + Penalty 1320.836711 = -102311.354592 nChanged 0 SP:Iteration 38F (2588.971887 sec): 3 clusters Score: Raw -103632.191304 + Penalty 1320.836711 = -102311.354592 nChanged 0 Trying to split cluster 3 (1538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2588.991579 sec): 2 clusters Score: Raw -132372.962270 + Penalty 697.132624 = -131675.829646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2588.998074 sec): 3 clusters Score: Raw -131674.061797 + Penalty 1394.265249 = -130279.796548 nChanged 580 SP:Iteration 1F (2589.003940 sec): 3 clusters Score: Raw -132106.327722 + Penalty 1394.265249 = -130712.062474 nChanged 123 SP:Iteration 2F (2589.009855 sec): 3 clusters Score: Raw -132190.663298 + Penalty 1394.265249 = -130796.398050 nChanged 78 SP:Iteration 3F (2589.015712 sec): 3 clusters Score: Raw -132245.938322 + Penalty 1394.265249 = -130851.673073 nChanged 66 SP:Iteration 4Q (2589.021635 sec): 3 clusters Score: Raw -132291.771924 + Penalty 1394.265249 = -130897.506675 nChanged 49 SP:Iteration 5Q (2589.027522 sec): 3 clusters Score: Raw -132323.251725 + Penalty 1394.265249 = -130928.986476 nChanged 46 SP:Iteration 6Q (2589.033406 sec): 3 clusters Score: Raw -132352.622037 + Penalty 1394.265249 = -130958.356788 nChanged 38 SP:Iteration 7Q (2589.039232 sec): 3 clusters Score: Raw -132371.193128 + Penalty 1394.265249 = -130976.927880 nChanged 21 SP:Iteration 8Q (2589.055686 sec): 3 clusters Score: Raw -132381.505797 + Penalty 1394.265249 = -130987.240548 nChanged 21 SP:Iteration 9Q (2589.061579 sec): 3 clusters Score: Raw -132391.437608 + Penalty 1394.265249 = -130997.172360 nChanged 22 SP:Iteration 10Q (2589.067427 sec): 3 clusters Score: Raw -132402.556765 + Penalty 1394.265249 = -131008.291517 nChanged 19 SP:Iteration 11Q (2589.073257 sec): 3 clusters Score: Raw -132410.709013 + Penalty 1394.265249 = -131016.443764 nChanged 18 SP:Iteration 12Q (2589.079131 sec): 3 clusters Score: Raw -132418.751203 + Penalty 1394.265249 = -131024.485955 nChanged 15 SP:Iteration 13Q (2589.085004 sec): 3 clusters Score: Raw -132426.060385 + Penalty 1394.265249 = -131031.795137 nChanged 16 SP:Iteration 14Q (2589.090945 sec): 3 clusters Score: Raw -132435.180181 + Penalty 1394.265249 = -131040.914932 nChanged 12 SP:Iteration 15Q (2589.096712 sec): 3 clusters Score: Raw -132440.674959 + Penalty 1394.265249 = -131046.409710 nChanged 16 SP:Iteration 16Q (2589.105512 sec): 3 clusters Score: Raw -132448.618594 + Penalty 1394.265249 = -131054.353345 nChanged 15 SP:Iteration 17Q (2589.111318 sec): 3 clusters Score: Raw -132458.993707 + Penalty 1394.265249 = -131064.728459 nChanged 18 SP:Iteration 18Q (2589.117163 sec): 3 clusters Score: Raw -132469.248433 + Penalty 1394.265249 = -131074.983184 nChanged 19 SP:Iteration 19Q (2589.122977 sec): 3 clusters Score: Raw -132478.698356 + Penalty 1394.265249 = -131084.433108 nChanged 9 SP:Iteration 20F (2589.138267 sec): 3 clusters Score: Raw -132481.872743 + Penalty 1394.265249 = -131087.607495 nChanged 3 SP:Iteration 21Q (2589.144109 sec): 3 clusters Score: Raw -132483.463474 + Penalty 1394.265249 = -131089.198225 nChanged 3 SP:Iteration 22Q (2589.149927 sec): 3 clusters Score: Raw -132484.003913 + Penalty 1394.265249 = -131089.738665 nChanged 0 SP:Iteration 23F (2589.155744 sec): 3 clusters Score: Raw -132484.003913 + Penalty 1394.265249 = -131089.738665 nChanged 0 Trying to split cluster 4 (78095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2589.247376 sec): 2 clusters Score: Raw -7595643.277413 + Penalty 1070.239725 = -7594573.037688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2589.349476 sec): 3 clusters Score: Raw -7544445.287305 + Penalty 2140.479450 = -7542304.807856 nChanged 37730 SP:Iteration 1F (2589.450842 sec): 3 clusters Score: Raw -7567535.248176 + Penalty 2140.479450 = -7565394.768727 nChanged 3853 SP:Iteration 2Q (2589.578397 sec): 3 clusters Score: Raw -7569942.534123 + Penalty 2140.479450 = -7567802.054673 nChanged 5494 SP:Iteration 3F (2589.678388 sec): 3 clusters Score: Raw -7574788.560462 + Penalty 2140.479450 = -7572648.081012 nChanged 7319 SP:Iteration 4F (2589.787395 sec): 3 clusters Score: Raw -7582320.773066 + Penalty 2140.479450 = -7580180.293616 nChanged 7710 SP:Iteration 5F (2589.887677 sec): 3 clusters Score: Raw -7589994.003155 + Penalty 2140.479450 = -7587853.523706 nChanged 6198 SP:Iteration 6F (2589.991868 sec): 3 clusters Score: Raw -7594663.928450 + Penalty 2140.479450 = -7592523.449000 nChanged 3993 SP:Iteration 7F (2590.101990 sec): 3 clusters Score: Raw -7596723.237259 + Penalty 2140.479450 = -7594582.757810 nChanged 2529 SP:Iteration 8Q (2590.206468 sec): 3 clusters Score: Raw -7597758.069927 + Penalty 2140.479450 = -7595617.590478 nChanged 1695 SP:Iteration 9Q (2590.331837 sec): 3 clusters Score: Raw -7598356.959321 + Penalty 2140.479450 = -7596216.479872 nChanged 1289 SP:Iteration 10Q (2590.436539 sec): 3 clusters Score: Raw -7598770.709112 + Penalty 2140.479450 = -7596630.229662 nChanged 1156 SP:Iteration 11Q (2590.541803 sec): 3 clusters Score: Raw -7599112.036569 + Penalty 2140.479450 = -7596971.557120 nChanged 1081 SP:Iteration 12Q (2590.646274 sec): 3 clusters Score: Raw -7599418.311149 + Penalty 2140.479450 = -7597277.831699 nChanged 1096 SP:Iteration 13Q (2590.749309 sec): 3 clusters Score: Raw -7599737.221532 + Penalty 2140.479450 = -7597596.742082 nChanged 1081 SP:Iteration 14Q (2590.883344 sec): 3 clusters Score: Raw -7600045.214997 + Penalty 2140.479450 = -7597904.735547 nChanged 1014 SP:Iteration 15Q (2590.985949 sec): 3 clusters Score: Raw -7600336.127798 + Penalty 2140.479450 = -7598195.648348 nChanged 956 SP:Iteration 16Q (2591.095440 sec): 3 clusters Score: Raw -7600612.812702 + Penalty 2140.479450 = -7598472.333253 nChanged 901 SP:Iteration 17Q (2591.196833 sec): 3 clusters Score: Raw -7600880.049202 + Penalty 2140.479450 = -7598739.569753 nChanged 929 SP:Iteration 18Q (2591.297463 sec): 3 clusters Score: Raw -7601185.611192 + Penalty 2140.479450 = -7599045.131743 nChanged 901 SP:Iteration 19Q (2591.397781 sec): 3 clusters Score: Raw -7601478.854799 + Penalty 2140.479450 = -7599338.375350 nChanged 897 SP:Iteration 20F (2591.498178 sec): 3 clusters Score: Raw -7601794.933058 + Penalty 2140.479450 = -7599654.453608 nChanged 881 SP:Iteration 21Q (2591.597386 sec): 3 clusters Score: Raw -7602113.712604 + Penalty 2140.479450 = -7599973.233154 nChanged 863 SP:Iteration 22Q (2591.697364 sec): 3 clusters Score: Raw -7602421.046647 + Penalty 2140.479450 = -7600280.567197 nChanged 805 SP:Iteration 23Q (2591.798203 sec): 3 clusters Score: Raw -7602696.290791 + Penalty 2140.479450 = -7600555.811341 nChanged 714 SP:Iteration 24Q (2591.902726 sec): 3 clusters Score: Raw -7602924.968644 + Penalty 2140.479450 = -7600784.489195 nChanged 607 SP:Iteration 25Q (2592.000845 sec): 3 clusters Score: Raw -7603111.664886 + Penalty 2140.479450 = -7600971.185437 nChanged 544 SP:Iteration 26Q (2592.097884 sec): 3 clusters Score: Raw -7603269.171792 + Penalty 2140.479450 = -7601128.692342 nChanged 474 SP:Iteration 27Q (2592.227577 sec): 3 clusters Score: Raw -7603386.340313 + Penalty 2140.479450 = -7601245.860863 nChanged 376 SP:Iteration 28Q (2592.336194 sec): 3 clusters Score: Raw -7603464.520166 + Penalty 2140.479450 = -7601324.040716 nChanged 328 SP:Iteration 29Q (2592.432504 sec): 3 clusters Score: Raw -7603528.654734 + Penalty 2140.479450 = -7601388.175285 nChanged 257 SP:Iteration 30Q (2592.528475 sec): 3 clusters Score: Raw -7603571.426224 + Penalty 2140.479450 = -7601430.946775 nChanged 180 SP:Iteration 31Q (2592.625030 sec): 3 clusters Score: Raw -7603595.716946 + Penalty 2140.479450 = -7601455.237496 nChanged 159 SP:Iteration 32Q (2592.720467 sec): 3 clusters Score: Raw -7603618.496616 + Penalty 2140.479450 = -7601478.017167 nChanged 155 SP:Iteration 33Q (2592.816335 sec): 3 clusters Score: Raw -7603641.980940 + Penalty 2140.479450 = -7601501.501490 nChanged 127 SP:Iteration 34Q (2592.913302 sec): 3 clusters Score: Raw -7603657.699749 + Penalty 2140.479450 = -7601517.220300 nChanged 108 SP:Iteration 35Q (2593.008303 sec): 3 clusters Score: Raw -7603669.558232 + Penalty 2140.479450 = -7601529.078782 nChanged 88 SP:Iteration 36Q (2593.102967 sec): 3 clusters Score: Raw -7603679.096545 + Penalty 2140.479450 = -7601538.617095 nChanged 86 SP:Iteration 37Q (2593.197887 sec): 3 clusters Score: Raw -7603686.751397 + Penalty 2140.479450 = -7601546.271947 nChanged 69 SP:Iteration 38Q (2593.293004 sec): 3 clusters Score: Raw -7603692.564552 + Penalty 2140.479450 = -7601552.085103 nChanged 61 SP:Iteration 39Q (2593.388093 sec): 3 clusters Score: Raw -7603696.647842 + Penalty 2140.479450 = -7601556.168392 nChanged 50 SP:Iteration 40F (2593.486943 sec): 3 clusters Score: Raw -7603700.662611 + Penalty 2140.479450 = -7601560.183161 nChanged 53 SP:Iteration 41Q (2593.582731 sec): 3 clusters Score: Raw -7603704.029362 + Penalty 2140.479450 = -7601563.549913 nChanged 39 SP:Iteration 42Q (2593.677599 sec): 3 clusters Score: Raw -7603706.118518 + Penalty 2140.479450 = -7601565.639069 nChanged 28 SP:Iteration 43Q (2593.775879 sec): 3 clusters Score: Raw -7603707.471496 + Penalty 2140.479450 = -7601566.992046 nChanged 26 SP:Iteration 44Q (2593.870550 sec): 3 clusters Score: Raw -7603708.706006 + Penalty 2140.479450 = -7601568.226557 nChanged 26 SP:Iteration 45Q (2593.965585 sec): 3 clusters Score: Raw -7603709.839840 + Penalty 2140.479450 = -7601569.360391 nChanged 23 SP:Iteration 46Q (2594.072681 sec): 3 clusters Score: Raw -7603710.817881 + Penalty 2140.479450 = -7601570.338432 nChanged 16 SP:Iteration 47Q (2594.168344 sec): 3 clusters Score: Raw -7603711.384519 + Penalty 2140.479450 = -7601570.905070 nChanged 11 SP:Iteration 48Q (2594.262848 sec): 3 clusters Score: Raw -7603711.726076 + Penalty 2140.479450 = -7601571.246627 nChanged 11 SP:Iteration 49Q (2594.357817 sec): 3 clusters Score: Raw -7603711.995274 + Penalty 2140.479450 = -7601571.515824 nChanged 13 SP:Iteration 50Q (2594.453020 sec): 3 clusters Score: Raw -7603712.432670 + Penalty 2140.479450 = -7601571.953221 nChanged 14 SP:Iteration 51Q (2594.548641 sec): 3 clusters Score: Raw -7603712.819408 + Penalty 2140.479450 = -7601572.339959 nChanged 11 SP:Iteration 52Q (2594.649453 sec): 3 clusters Score: Raw -7603713.144835 + Penalty 2140.479450 = -7601572.665385 nChanged 7 SP:Iteration 53Q (2594.748198 sec): 3 clusters Score: Raw -7603713.443558 + Penalty 2140.479450 = -7601572.964108 nChanged 14 SP:Iteration 54Q (2594.843114 sec): 3 clusters Score: Raw -7603714.149653 + Penalty 2140.479450 = -7601573.670204 nChanged 10 SP:Iteration 55Q (2594.938194 sec): 3 clusters Score: Raw -7603714.770202 + Penalty 2140.479450 = -7601574.290753 nChanged 10 SP:Iteration 56Q (2595.033064 sec): 3 clusters Score: Raw -7603715.092655 + Penalty 2140.479450 = -7601574.613206 nChanged 8 SP:Iteration 57Q (2595.131920 sec): 3 clusters Score: Raw -7603715.321836 + Penalty 2140.479450 = -7601574.842386 nChanged 6 SP:Iteration 58Q (2595.231339 sec): 3 clusters Score: Raw -7603715.504352 + Penalty 2140.479450 = -7601575.024903 nChanged 6 SP:Iteration 59Q (2595.326555 sec): 3 clusters Score: Raw -7603715.745165 + Penalty 2140.479450 = -7601575.265716 nChanged 9 SP:Iteration 60F (2595.431960 sec): 3 clusters Score: Raw -7603715.946247 + Penalty 2140.479450 = -7601575.466798 nChanged 6 SP:Iteration 61Q (2595.527170 sec): 3 clusters Score: Raw -7603716.094993 + Penalty 2140.479450 = -7601575.615544 nChanged 4 SP:Iteration 62Q (2595.622414 sec): 3 clusters Score: Raw -7603716.200259 + Penalty 2140.479450 = -7601575.720809 nChanged 5 SP:Iteration 63Q (2595.719396 sec): 3 clusters Score: Raw -7603716.363202 + Penalty 2140.479450 = -7601575.883753 nChanged 5 SP:Iteration 64Q (2595.825439 sec): 3 clusters Score: Raw -7603716.477166 + Penalty 2140.479450 = -7601575.997716 nChanged 4 SP:Iteration 65Q (2595.924973 sec): 3 clusters Score: Raw -7603716.588229 + Penalty 2140.479450 = -7601576.108780 nChanged 4 SP:Iteration 66Q (2596.020068 sec): 3 clusters Score: Raw -7603716.652113 + Penalty 2140.479450 = -7601576.172664 nChanged 0 SP:Iteration 67F (2596.119906 sec): 3 clusters Score: Raw -7603716.652113 + Penalty 2140.479450 = -7601576.172664 nChanged 0 Score: Raw -58326872.225586 + Penalty 26616.703699 = -58300255.521887 Splitting cluster 4 changes total score from -58179911.704347 to -58300255.521887 So it's getting split into cluster 21. Trying to split cluster 5 (3206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2602.066801 sec): 2 clusters Score: Raw -274318.937468 + Penalty 766.914037 = -273552.023431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2602.094862 sec): 3 clusters Score: Raw -272599.534531 + Penalty 1533.828073 = -271065.706458 nChanged 1309 SP:Iteration 1F (2602.105704 sec): 3 clusters Score: Raw -273419.545291 + Penalty 1533.828073 = -271885.717218 nChanged 265 SP:Iteration 2F (2602.117415 sec): 3 clusters Score: Raw -273622.890970 + Penalty 1533.828073 = -272089.062897 nChanged 218 SP:Iteration 3F (2602.129069 sec): 3 clusters Score: Raw -273782.743492 + Penalty 1533.828073 = -272248.915419 nChanged 193 SP:Iteration 4F (2602.140607 sec): 3 clusters Score: Raw -273932.787515 + Penalty 1533.828073 = -272398.959442 nChanged 167 SP:Iteration 5F (2602.151297 sec): 3 clusters Score: Raw -274056.130665 + Penalty 1533.828073 = -272522.302592 nChanged 152 SP:Iteration 6Q (2602.162868 sec): 3 clusters Score: Raw -274176.283493 + Penalty 1533.828073 = -272642.455420 nChanged 142 SP:Iteration 7Q (2602.174224 sec): 3 clusters Score: Raw -274284.489031 + Penalty 1533.828073 = -272750.660957 nChanged 123 SP:Iteration 8Q (2602.185748 sec): 3 clusters Score: Raw -274372.778896 + Penalty 1533.828073 = -272838.950823 nChanged 108 SP:Iteration 9Q (2602.197237 sec): 3 clusters Score: Raw -274441.294478 + Penalty 1533.828073 = -272907.466404 nChanged 89 SP:Iteration 10Q (2602.208731 sec): 3 clusters Score: Raw -274493.807606 + Penalty 1533.828073 = -272959.979533 nChanged 69 SP:Iteration 11Q (2602.220150 sec): 3 clusters Score: Raw -274534.648141 + Penalty 1533.828073 = -273000.820068 nChanged 62 SP:Iteration 12Q (2602.233428 sec): 3 clusters Score: Raw -274571.413190 + Penalty 1533.828073 = -273037.585117 nChanged 55 SP:Iteration 13Q (2602.244885 sec): 3 clusters Score: Raw -274606.196107 + Penalty 1533.828073 = -273072.368034 nChanged 48 SP:Iteration 14Q (2602.256312 sec): 3 clusters Score: Raw -274629.447095 + Penalty 1533.828073 = -273095.619022 nChanged 42 SP:Iteration 15Q (2602.267736 sec): 3 clusters Score: Raw -274648.014008 + Penalty 1533.828073 = -273114.185935 nChanged 29 SP:Iteration 16Q (2602.279037 sec): 3 clusters Score: Raw -274661.974711 + Penalty 1533.828073 = -273128.146638 nChanged 31 SP:Iteration 17Q (2602.295410 sec): 3 clusters Score: Raw -274677.685665 + Penalty 1533.828073 = -273143.857591 nChanged 26 SP:Iteration 18Q (2602.306859 sec): 3 clusters Score: Raw -274691.764017 + Penalty 1533.828073 = -273157.935943 nChanged 23 SP:Iteration 19Q (2602.318315 sec): 3 clusters Score: Raw -274699.329973 + Penalty 1533.828073 = -273165.501900 nChanged 21 SP:Iteration 20F (2602.329840 sec): 3 clusters Score: Raw -274707.304139 + Penalty 1533.828073 = -273173.476066 nChanged 18 SP:Iteration 21Q (2602.346122 sec): 3 clusters Score: Raw -274713.994072 + Penalty 1533.828073 = -273180.165999 nChanged 17 SP:Iteration 22Q (2602.357538 sec): 3 clusters Score: Raw -274718.699364 + Penalty 1533.828073 = -273184.871291 nChanged 11 SP:Iteration 23Q (2602.368923 sec): 3 clusters Score: Raw -274721.698965 + Penalty 1533.828073 = -273187.870892 nChanged 13 SP:Iteration 24Q (2602.380207 sec): 3 clusters Score: Raw -274725.379185 + Penalty 1533.828073 = -273191.551112 nChanged 10 SP:Iteration 25Q (2602.391469 sec): 3 clusters Score: Raw -274727.596170 + Penalty 1533.828073 = -273193.768097 nChanged 7 SP:Iteration 26Q (2602.408404 sec): 3 clusters Score: Raw -274729.326940 + Penalty 1533.828073 = -273195.498866 nChanged 7 SP:Iteration 27Q (2602.419804 sec): 3 clusters Score: Raw -274731.337594 + Penalty 1533.828073 = -273197.509520 nChanged 12 SP:Iteration 28Q (2602.431045 sec): 3 clusters Score: Raw -274737.437147 + Penalty 1533.828073 = -273203.609073 nChanged 9 SP:Iteration 29Q (2602.442542 sec): 3 clusters Score: Raw -274738.902859 + Penalty 1533.828073 = -273205.074785 nChanged 7 SP:Iteration 30Q (2602.453963 sec): 3 clusters Score: Raw -274740.798734 + Penalty 1533.828073 = -273206.970661 nChanged 3 SP:Iteration 31Q (2602.465329 sec): 3 clusters Score: Raw -274741.809131 + Penalty 1533.828073 = -273207.981058 nChanged 1 SP:Iteration 32Q (2602.481566 sec): 3 clusters Score: Raw -274741.972763 + Penalty 1533.828073 = -273208.144690 nChanged 2 SP:Iteration 33Q (2602.492906 sec): 3 clusters Score: Raw -274742.169070 + Penalty 1533.828073 = -273208.340997 nChanged 2 SP:Iteration 34Q (2602.504410 sec): 3 clusters Score: Raw -274742.369957 + Penalty 1533.828073 = -273208.541884 nChanged 2 SP:Iteration 35Q (2602.515680 sec): 3 clusters Score: Raw -274742.700359 + Penalty 1533.828073 = -273208.872286 nChanged 1 SP:Iteration 36Q (2602.527074 sec): 3 clusters Score: Raw -274742.776996 + Penalty 1533.828073 = -273208.948923 nChanged 2 SP:Iteration 37Q (2602.538465 sec): 3 clusters Score: Raw -274743.064042 + Penalty 1533.828073 = -273209.235969 nChanged 2 SP:Iteration 38Q (2602.549846 sec): 3 clusters Score: Raw -274743.274914 + Penalty 1533.828073 = -273209.446841 nChanged 2 SP:Iteration 39Q (2602.561249 sec): 3 clusters Score: Raw -274743.602152 + Penalty 1533.828073 = -273209.774078 nChanged 2 SP:Iteration 40F (2602.572808 sec): 3 clusters Score: Raw -274743.932550 + Penalty 1533.828073 = -273210.104476 nChanged 3 SP:Iteration 41Q (2602.584206 sec): 3 clusters Score: Raw -274744.567485 + Penalty 1533.828073 = -273210.739412 nChanged 5 SP:Iteration 42Q (2602.595650 sec): 3 clusters Score: Raw -274745.050993 + Penalty 1533.828073 = -273211.222920 nChanged 1 SP:Iteration 43Q (2602.609763 sec): 3 clusters Score: Raw -274745.174825 + Penalty 1533.828073 = -273211.346752 nChanged 1 SP:Iteration 44Q (2602.621113 sec): 3 clusters Score: Raw -274745.305438 + Penalty 1533.828073 = -273211.477365 nChanged 2 SP:Iteration 45Q (2602.632559 sec): 3 clusters Score: Raw -274745.709456 + Penalty 1533.828073 = -273211.881383 nChanged 1 SP:Iteration 46Q (2602.643800 sec): 3 clusters Score: Raw -274745.953601 + Penalty 1533.828073 = -273212.125527 nChanged 1 SP:Iteration 47Q (2602.655242 sec): 3 clusters Score: Raw -274746.095129 + Penalty 1533.828073 = -273212.267056 nChanged 2 SP:Iteration 48Q (2602.671903 sec): 3 clusters Score: Raw -274746.461296 + Penalty 1533.828073 = -273212.633223 nChanged 2 SP:Iteration 49Q (2602.683307 sec): 3 clusters Score: Raw -274746.773897 + Penalty 1533.828073 = -273212.945823 nChanged 0 SP:Iteration 50F (2602.694766 sec): 3 clusters Score: Raw -274746.773897 + Penalty 1533.828073 = -273212.945823 nChanged 0 Trying to split cluster 6 (3055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2602.710669 sec): 2 clusters Score: Raw -292489.768841 + Penalty 762.330813 = -291727.438028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2602.722825 sec): 3 clusters Score: Raw -290932.791913 + Penalty 1524.661626 = -289408.130287 nChanged 1229 SP:Iteration 1F (2602.733891 sec): 3 clusters Score: Raw -291898.152487 + Penalty 1524.661626 = -290373.490861 nChanged 364 SP:Iteration 2F (2602.744158 sec): 3 clusters Score: Raw -292526.900972 + Penalty 1524.661626 = -291002.239346 nChanged 350 SP:Iteration 3F (2602.755232 sec): 3 clusters Score: Raw -293405.860507 + Penalty 1524.661626 = -291881.198881 nChanged 290 SP:Iteration 4F (2602.766244 sec): 3 clusters Score: Raw -294136.499448 + Penalty 1524.661626 = -292611.837822 nChanged 169 SP:Iteration 5F (2602.777287 sec): 3 clusters Score: Raw -294371.436843 + Penalty 1524.661626 = -292846.775218 nChanged 107 SP:Iteration 6Q (2602.788101 sec): 3 clusters Score: Raw -294491.840487 + Penalty 1524.661626 = -292967.178861 nChanged 89 SP:Iteration 7Q (2602.798836 sec): 3 clusters Score: Raw -294579.082735 + Penalty 1524.661626 = -293054.421109 nChanged 68 SP:Iteration 8Q (2602.812170 sec): 3 clusters Score: Raw -294643.687661 + Penalty 1524.661626 = -293119.026035 nChanged 73 SP:Iteration 9Q (2602.822805 sec): 3 clusters Score: Raw -294713.759031 + Penalty 1524.661626 = -293189.097405 nChanged 66 SP:Iteration 10Q (2602.833345 sec): 3 clusters Score: Raw -294765.313920 + Penalty 1524.661626 = -293240.652294 nChanged 41 SP:Iteration 11Q (2602.843958 sec): 3 clusters Score: Raw -294797.427508 + Penalty 1524.661626 = -293272.765883 nChanged 34 SP:Iteration 12Q (2602.854450 sec): 3 clusters Score: Raw -294819.345252 + Penalty 1524.661626 = -293294.683627 nChanged 18 SP:Iteration 13Q (2602.864988 sec): 3 clusters Score: Raw -294827.963992 + Penalty 1524.661626 = -293303.302367 nChanged 15 SP:Iteration 14Q (2602.878042 sec): 3 clusters Score: Raw -294834.101325 + Penalty 1524.661626 = -293309.439700 nChanged 10 SP:Iteration 15Q (2602.888527 sec): 3 clusters Score: Raw -294839.556107 + Penalty 1524.661626 = -293314.894481 nChanged 8 SP:Iteration 16Q (2602.899066 sec): 3 clusters Score: Raw -294842.241489 + Penalty 1524.661626 = -293317.579864 nChanged 3 SP:Iteration 17Q (2602.909599 sec): 3 clusters Score: Raw -294843.085056 + Penalty 1524.661626 = -293318.423431 nChanged 3 SP:Iteration 18Q (2602.920143 sec): 3 clusters Score: Raw -294844.373712 + Penalty 1524.661626 = -293319.712087 nChanged 2 SP:Iteration 19Q (2602.930645 sec): 3 clusters Score: Raw -294844.816331 + Penalty 1524.661626 = -293320.154705 nChanged 3 SP:Iteration 20F (2602.941706 sec): 3 clusters Score: Raw -294845.673438 + Penalty 1524.661626 = -293321.011812 nChanged 4 SP:Iteration 21Q (2602.952233 sec): 3 clusters Score: Raw -294847.486980 + Penalty 1524.661626 = -293322.825355 nChanged 3 SP:Iteration 22Q (2602.962737 sec): 3 clusters Score: Raw -294848.722749 + Penalty 1524.661626 = -293324.061124 nChanged 1 SP:Iteration 23Q (2602.973316 sec): 3 clusters Score: Raw -294848.962034 + Penalty 1524.661626 = -293324.300409 nChanged 0 SP:Iteration 24F (2602.984338 sec): 3 clusters Score: Raw -294848.962034 + Penalty 1524.661626 = -293324.300409 nChanged 0 Score: Raw -58329231.418780 + Penalty 27884.165780 = -58301347.253000 Splitting cluster 6 changes total score from -58179911.704347 to -58301347.253000 So it's getting split into cluster 22. Trying to split cluster 7 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2609.221335 sec): 2 clusters Score: Raw -85127.217102 + Penalty 655.855989 = -84471.361113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2609.225770 sec): 3 clusters Score: Raw -84739.738698 + Penalty 1311.711979 = -83428.026719 nChanged 379 SP:Iteration 1F (2609.229796 sec): 3 clusters Score: Raw -85205.224726 + Penalty 1311.711979 = -83893.512747 nChanged 139 SP:Iteration 2F (2609.233764 sec): 3 clusters Score: Raw -85482.511386 + Penalty 1311.711979 = -84170.799408 nChanged 88 SP:Iteration 3F (2609.237765 sec): 3 clusters Score: Raw -85649.249466 + Penalty 1311.711979 = -84337.537487 nChanged 56 SP:Iteration 4F (2609.241805 sec): 3 clusters Score: Raw -85778.128022 + Penalty 1311.711979 = -84466.416043 nChanged 53 SP:Iteration 5F (2609.245806 sec): 3 clusters Score: Raw -85923.697207 + Penalty 1311.711979 = -84611.985228 nChanged 57 SP:Iteration 6F (2609.249794 sec): 3 clusters Score: Raw -86086.120111 + Penalty 1311.711979 = -84774.408132 nChanged 44 SP:Iteration 7Q (2609.253641 sec): 3 clusters Score: Raw -86160.578784 + Penalty 1311.711979 = -84848.866805 nChanged 27 SP:Iteration 8Q (2609.257436 sec): 3 clusters Score: Raw -86194.485739 + Penalty 1311.711979 = -84882.773760 nChanged 18 SP:Iteration 9Q (2609.261255 sec): 3 clusters Score: Raw -86219.321720 + Penalty 1311.711979 = -84907.609741 nChanged 11 SP:Iteration 10Q (2609.265024 sec): 3 clusters Score: Raw -86259.760537 + Penalty 1311.711979 = -84948.048558 nChanged 9 SP:Iteration 11Q (2609.268820 sec): 3 clusters Score: Raw -86275.029310 + Penalty 1311.711979 = -84963.317331 nChanged 5 SP:Iteration 12Q (2609.272601 sec): 3 clusters Score: Raw -86276.849687 + Penalty 1311.711979 = -84965.137708 nChanged 0 SP:Iteration 13F (2609.276581 sec): 3 clusters Score: Raw -86276.849687 + Penalty 1311.711979 = -84965.137708 nChanged 0 Score: Raw -58330381.051365 + Penalty 29151.627861 = -58301229.423504 Splitting cluster 7 changes total score from -58179911.704347 to -58301229.423504 So it's getting split into cluster 23. Trying to split cluster 8 (52730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2615.715159 sec): 2 clusters Score: Raw -5155216.036223 + Penalty 1032.929284 = -5154183.106939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2615.822352 sec): 3 clusters Score: Raw -5120954.818340 + Penalty 2065.858568 = -5118888.959772 nChanged 25070 SP:Iteration 1F (2615.928236 sec): 3 clusters Score: Raw -5137024.950422 + Penalty 2065.858568 = -5134959.091854 nChanged 3755 SP:Iteration 2F (2616.038246 sec): 3 clusters Score: Raw -5139657.312714 + Penalty 2065.858568 = -5137591.454146 nChanged 4564 SP:Iteration 3F (2616.148601 sec): 3 clusters Score: Raw -5143801.999879 + Penalty 2065.858568 = -5141736.141311 nChanged 4536 SP:Iteration 4F (2616.258603 sec): 3 clusters Score: Raw -5148051.519659 + Penalty 2065.858568 = -5145985.661090 nChanged 3515 SP:Iteration 5F (2616.363142 sec): 3 clusters Score: Raw -5151177.601560 + Penalty 2065.858568 = -5149111.742992 nChanged 2324 SP:Iteration 6Q (2616.478078 sec): 3 clusters Score: Raw -5153030.073164 + Penalty 2065.858568 = -5150964.214596 nChanged 1552 SP:Iteration 7Q (2616.591104 sec): 3 clusters Score: Raw -5154149.619896 + Penalty 2065.858568 = -5152083.761328 nChanged 1081 SP:Iteration 8Q (2616.697165 sec): 3 clusters Score: Raw -5154962.360591 + Penalty 2065.858568 = -5152896.502023 nChanged 859 SP:Iteration 9Q (2616.790784 sec): 3 clusters Score: Raw -5155650.702066 + Penalty 2065.858568 = -5153584.843498 nChanged 726 SP:Iteration 10Q (2616.891810 sec): 3 clusters Score: Raw -5156301.463183 + Penalty 2065.858568 = -5154235.604615 nChanged 600 SP:Iteration 11Q (2617.001634 sec): 3 clusters Score: Raw -5157040.109792 + Penalty 2065.858568 = -5154974.251224 nChanged 539 SP:Iteration 12Q (2617.102699 sec): 3 clusters Score: Raw -5157880.567583 + Penalty 2065.858568 = -5155814.709015 nChanged 466 SP:Iteration 13Q (2617.209935 sec): 3 clusters Score: Raw -5158401.153427 + Penalty 2065.858568 = -5156335.294858 nChanged 433 SP:Iteration 14Q (2617.306724 sec): 3 clusters Score: Raw -5158672.134232 + Penalty 2065.858568 = -5156606.275664 nChanged 315 SP:Iteration 15Q (2617.402300 sec): 3 clusters Score: Raw -5158803.663971 + Penalty 2065.858568 = -5156737.805403 nChanged 218 SP:Iteration 16Q (2617.489166 sec): 3 clusters Score: Raw -5158870.225482 + Penalty 2065.858568 = -5156804.366913 nChanged 167 SP:Iteration 17Q (2617.593562 sec): 3 clusters Score: Raw -5158909.491548 + Penalty 2065.858568 = -5156843.632980 nChanged 109 SP:Iteration 18Q (2617.693144 sec): 3 clusters Score: Raw -5158931.819975 + Penalty 2065.858568 = -5156865.961407 nChanged 93 SP:Iteration 19Q (2617.795976 sec): 3 clusters Score: Raw -5158947.997765 + Penalty 2065.858568 = -5156882.139197 nChanged 89 SP:Iteration 20F (2617.911966 sec): 3 clusters Score: Raw -5158963.987705 + Penalty 2065.858568 = -5156898.129137 nChanged 67 SP:Iteration 21Q (2618.011073 sec): 3 clusters Score: Raw -5158976.758698 + Penalty 2065.858568 = -5156910.900130 nChanged 63 SP:Iteration 22Q (2618.099702 sec): 3 clusters Score: Raw -5158989.212967 + Penalty 2065.858568 = -5156923.354399 nChanged 61 SP:Iteration 23Q (2618.198942 sec): 3 clusters Score: Raw -5159000.714050 + Penalty 2065.858568 = -5156934.855481 nChanged 53 SP:Iteration 24Q (2618.287957 sec): 3 clusters Score: Raw -5159009.214804 + Penalty 2065.858568 = -5156943.356236 nChanged 48 SP:Iteration 25Q (2618.388402 sec): 3 clusters Score: Raw -5159017.810243 + Penalty 2065.858568 = -5156951.951675 nChanged 47 SP:Iteration 26Q (2618.490522 sec): 3 clusters Score: Raw -5159023.868097 + Penalty 2065.858568 = -5156958.009529 nChanged 37 SP:Iteration 27Q (2618.580333 sec): 3 clusters Score: Raw -5159028.659995 + Penalty 2065.858568 = -5156962.801426 nChanged 33 SP:Iteration 28Q (2618.678047 sec): 3 clusters Score: Raw -5159031.846788 + Penalty 2065.858568 = -5156965.988220 nChanged 17 SP:Iteration 29Q (2618.786805 sec): 3 clusters Score: Raw -5159033.481997 + Penalty 2065.858568 = -5156967.623429 nChanged 14 SP:Iteration 30Q (2618.884329 sec): 3 clusters Score: Raw -5159034.469354 + Penalty 2065.858568 = -5156968.610785 nChanged 11 SP:Iteration 31Q (2618.987070 sec): 3 clusters Score: Raw -5159035.089106 + Penalty 2065.858568 = -5156969.230538 nChanged 11 SP:Iteration 32Q (2619.076722 sec): 3 clusters Score: Raw -5159036.180865 + Penalty 2065.858568 = -5156970.322297 nChanged 14 SP:Iteration 33Q (2619.180450 sec): 3 clusters Score: Raw -5159037.301808 + Penalty 2065.858568 = -5156971.443240 nChanged 9 SP:Iteration 34Q (2619.268995 sec): 3 clusters Score: Raw -5159037.898747 + Penalty 2065.858568 = -5156972.040179 nChanged 16 SP:Iteration 35Q (2619.377170 sec): 3 clusters Score: Raw -5159039.284751 + Penalty 2065.858568 = -5156973.426183 nChanged 11 SP:Iteration 36Q (2619.466266 sec): 3 clusters Score: Raw -5159040.074851 + Penalty 2065.858568 = -5156974.216283 nChanged 11 SP:Iteration 37Q (2619.574838 sec): 3 clusters Score: Raw -5159040.712010 + Penalty 2065.858568 = -5156974.853441 nChanged 9 SP:Iteration 38Q (2619.662256 sec): 3 clusters Score: Raw -5159041.364952 + Penalty 2065.858568 = -5156975.506384 nChanged 13 SP:Iteration 39Q (2619.759565 sec): 3 clusters Score: Raw -5159042.384884 + Penalty 2065.858568 = -5156976.526316 nChanged 13 SP:Iteration 40F (2619.861381 sec): 3 clusters Score: Raw -5159043.648211 + Penalty 2065.858568 = -5156977.789642 nChanged 13 SP:Iteration 41Q (2619.965045 sec): 3 clusters Score: Raw -5159045.203561 + Penalty 2065.858568 = -5156979.344992 nChanged 17 SP:Iteration 42Q (2620.058916 sec): 3 clusters Score: Raw -5159047.148413 + Penalty 2065.858568 = -5156981.289844 nChanged 15 SP:Iteration 43Q (2620.155473 sec): 3 clusters Score: Raw -5159048.464309 + Penalty 2065.858568 = -5156982.605741 nChanged 11 SP:Iteration 44Q (2620.269035 sec): 3 clusters Score: Raw -5159049.776279 + Penalty 2065.858568 = -5156983.917711 nChanged 15 SP:Iteration 45Q (2620.368142 sec): 3 clusters Score: Raw -5159051.339863 + Penalty 2065.858568 = -5156985.481295 nChanged 13 SP:Iteration 46Q (2620.471439 sec): 3 clusters Score: Raw -5159052.674571 + Penalty 2065.858568 = -5156986.816002 nChanged 18 SP:Iteration 47Q (2620.572442 sec): 3 clusters Score: Raw -5159054.076643 + Penalty 2065.858568 = -5156988.218075 nChanged 21 SP:Iteration 48Q (2620.666020 sec): 3 clusters Score: Raw -5159055.895113 + Penalty 2065.858568 = -5156990.036545 nChanged 21 SP:Iteration 49Q (2620.762364 sec): 3 clusters Score: Raw -5159057.602481 + Penalty 2065.858568 = -5156991.743913 nChanged 13 SP:Iteration 50Q (2620.873484 sec): 3 clusters Score: Raw -5159058.688568 + Penalty 2065.858568 = -5156992.830000 nChanged 14 SP:Iteration 51Q (2620.971412 sec): 3 clusters Score: Raw -5159060.366030 + Penalty 2065.858568 = -5156994.507462 nChanged 13 SP:Iteration 52Q (2621.070435 sec): 3 clusters Score: Raw -5159061.277239 + Penalty 2065.858568 = -5156995.418671 nChanged 5 SP:Iteration 53Q (2621.164797 sec): 3 clusters Score: Raw -5159061.571201 + Penalty 2065.858568 = -5156995.712633 nChanged 5 SP:Iteration 54Q (2621.273367 sec): 3 clusters Score: Raw -5159061.912537 + Penalty 2065.858568 = -5156996.053969 nChanged 5 SP:Iteration 55Q (2621.376091 sec): 3 clusters Score: Raw -5159062.213045 + Penalty 2065.858568 = -5156996.354477 nChanged 4 SP:Iteration 56Q (2621.480614 sec): 3 clusters Score: Raw -5159062.443157 + Penalty 2065.858568 = -5156996.584588 nChanged 4 SP:Iteration 57Q (2621.577721 sec): 3 clusters Score: Raw -5159062.742274 + Penalty 2065.858568 = -5156996.883706 nChanged 7 SP:Iteration 58Q (2621.680703 sec): 3 clusters Score: Raw -5159063.081727 + Penalty 2065.858568 = -5156997.223159 nChanged 6 SP:Iteration 59Q (2621.776660 sec): 3 clusters Score: Raw -5159063.380211 + Penalty 2065.858568 = -5156997.521643 nChanged 3 SP:Iteration 60F (2621.884761 sec): 3 clusters Score: Raw -5159063.596924 + Penalty 2065.858568 = -5156997.738356 nChanged 3 SP:Iteration 61Q (2621.991774 sec): 3 clusters Score: Raw -5159063.799115 + Penalty 2065.858568 = -5156997.940547 nChanged 0 SP:Iteration 62F (2622.101811 sec): 3 clusters Score: Raw -5159063.799115 + Penalty 2065.858568 = -5156997.940547 nChanged 0 Score: Raw -58334228.814257 + Penalty 30419.089942 = -58303809.724315 Splitting cluster 8 changes total score from -58179911.704347 to -58303809.724315 So it's getting split into cluster 24. Trying to split cluster 9 (5434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2629.153408 sec): 2 clusters Score: Raw -540147.163910 + Penalty 817.040925 = -539330.122985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.199650 sec): 3 clusters Score: Raw -537131.372646 + Penalty 1634.081850 = -535497.290796 nChanged 2336 SP:Iteration 1F (2629.255992 sec): 3 clusters Score: Raw -538378.580766 + Penalty 1634.081850 = -536744.498916 nChanged 408 SP:Iteration 2F (2629.288155 sec): 3 clusters Score: Raw -538587.756964 + Penalty 1634.081850 = -536953.675114 nChanged 327 SP:Iteration 3F (2629.333169 sec): 3 clusters Score: Raw -538752.215778 + Penalty 1634.081850 = -537118.133927 nChanged 280 SP:Iteration 4F (2629.383028 sec): 3 clusters Score: Raw -538895.484106 + Penalty 1634.081850 = -537261.402256 nChanged 249 SP:Iteration 5Q (2629.437212 sec): 3 clusters Score: Raw -539017.975373 + Penalty 1634.081850 = -537383.893523 nChanged 233 SP:Iteration 6Q (2629.489712 sec): 3 clusters Score: Raw -539143.775786 + Penalty 1634.081850 = -537509.693936 nChanged 202 SP:Iteration 7Q (2629.540765 sec): 3 clusters Score: Raw -539261.135257 + Penalty 1634.081850 = -537627.053407 nChanged 220 SP:Iteration 8Q (2629.590873 sec): 3 clusters Score: Raw -539389.330843 + Penalty 1634.081850 = -537755.248993 nChanged 224 SP:Iteration 9Q (2629.633592 sec): 3 clusters Score: Raw -539538.886362 + Penalty 1634.081850 = -537904.804512 nChanged 212 SP:Iteration 10Q (2629.685203 sec): 3 clusters Score: Raw -539666.615501 + Penalty 1634.081850 = -538032.533651 nChanged 169 SP:Iteration 11Q (2629.744238 sec): 3 clusters Score: Raw -539751.808504 + Penalty 1634.081850 = -538117.726653 nChanged 146 SP:Iteration 12Q (2629.783918 sec): 3 clusters Score: Raw -539814.677117 + Penalty 1634.081850 = -538180.595267 nChanged 122 SP:Iteration 13Q (2629.831407 sec): 3 clusters Score: Raw -539859.905100 + Penalty 1634.081850 = -538225.823250 nChanged 94 SP:Iteration 14Q (2629.877731 sec): 3 clusters Score: Raw -539889.810089 + Penalty 1634.081850 = -538255.728239 nChanged 72 SP:Iteration 15Q (2629.922108 sec): 3 clusters Score: Raw -539911.574566 + Penalty 1634.081850 = -538277.492716 nChanged 46 SP:Iteration 16Q (2629.970381 sec): 3 clusters Score: Raw -539923.826734 + Penalty 1634.081850 = -538289.744884 nChanged 45 SP:Iteration 17Q (2630.006826 sec): 3 clusters Score: Raw -539936.810251 + Penalty 1634.081850 = -538302.728401 nChanged 37 SP:Iteration 18Q (2630.057817 sec): 3 clusters Score: Raw -539949.487217 + Penalty 1634.081850 = -538315.405366 nChanged 49 SP:Iteration 19Q (2630.104029 sec): 3 clusters Score: Raw -539963.187129 + Penalty 1634.081850 = -538329.105279 nChanged 44 SP:Iteration 20F (2630.149017 sec): 3 clusters Score: Raw -539971.924879 + Penalty 1634.081850 = -538337.843029 nChanged 36 SP:Iteration 21Q (2630.202361 sec): 3 clusters Score: Raw -539979.416272 + Penalty 1634.081850 = -538345.334422 nChanged 29 SP:Iteration 22Q (2630.254998 sec): 3 clusters Score: Raw -539984.989911 + Penalty 1634.081850 = -538350.908060 nChanged 23 SP:Iteration 23Q (2630.297647 sec): 3 clusters Score: Raw -539990.332068 + Penalty 1634.081850 = -538356.250218 nChanged 23 SP:Iteration 24Q (2630.342830 sec): 3 clusters Score: Raw -539995.804909 + Penalty 1634.081850 = -538361.723059 nChanged 21 SP:Iteration 25Q (2630.388922 sec): 3 clusters Score: Raw -540000.708434 + Penalty 1634.081850 = -538366.626584 nChanged 19 SP:Iteration 26Q (2630.431445 sec): 3 clusters Score: Raw -540004.027781 + Penalty 1634.081850 = -538369.945931 nChanged 13 SP:Iteration 27Q (2630.485465 sec): 3 clusters Score: Raw -540006.534836 + Penalty 1634.081850 = -538372.452986 nChanged 7 SP:Iteration 28Q (2630.528418 sec): 3 clusters Score: Raw -540007.291630 + Penalty 1634.081850 = -538373.209780 nChanged 6 SP:Iteration 29Q (2630.570308 sec): 3 clusters Score: Raw -540008.027230 + Penalty 1634.081850 = -538373.945380 nChanged 8 SP:Iteration 30Q (2630.618145 sec): 3 clusters Score: Raw -540008.940452 + Penalty 1634.081850 = -538374.858602 nChanged 7 SP:Iteration 31Q (2630.664157 sec): 3 clusters Score: Raw -540009.974815 + Penalty 1634.081850 = -538375.892965 nChanged 6 SP:Iteration 32Q (2630.713447 sec): 3 clusters Score: Raw -540010.848803 + Penalty 1634.081850 = -538376.766953 nChanged 9 SP:Iteration 33Q (2630.749426 sec): 3 clusters Score: Raw -540012.087865 + Penalty 1634.081850 = -538378.006015 nChanged 11 SP:Iteration 34Q (2630.796537 sec): 3 clusters Score: Raw -540013.960410 + Penalty 1634.081850 = -538379.878560 nChanged 8 SP:Iteration 35Q (2630.836677 sec): 3 clusters Score: Raw -540015.322949 + Penalty 1634.081850 = -538381.241099 nChanged 8 SP:Iteration 36Q (2630.880192 sec): 3 clusters Score: Raw -540016.098205 + Penalty 1634.081850 = -538382.016355 nChanged 4 SP:Iteration 37Q (2630.937791 sec): 3 clusters Score: Raw -540016.582505 + Penalty 1634.081850 = -538382.500654 nChanged 5 SP:Iteration 38Q (2630.981086 sec): 3 clusters Score: Raw -540016.881273 + Penalty 1634.081850 = -538382.799423 nChanged 5 SP:Iteration 39Q (2631.036863 sec): 3 clusters Score: Raw -540017.470589 + Penalty 1634.081850 = -538383.388739 nChanged 1 SP:Iteration 40F (2631.074567 sec): 3 clusters Score: Raw -540017.597132 + Penalty 1634.081850 = -538383.515282 nChanged 3 SP:Iteration 41Q (2631.123639 sec): 3 clusters Score: Raw -540017.899953 + Penalty 1634.081850 = -538383.818103 nChanged 0 SP:Iteration 42F (2631.172842 sec): 3 clusters Score: Raw -540017.899953 + Penalty 1634.081850 = -538383.818103 nChanged 0 Trying to split cluster 10 (82066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2631.283812 sec): 2 clusters Score: Raw -7917808.856064 + Penalty 1074.951513 = -7916733.904551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2631.428994 sec): 3 clusters Score: Raw -7864130.581827 + Penalty 2149.903025 = -7861980.678802 nChanged 39418 SP:Iteration 1F (2631.564438 sec): 3 clusters Score: Raw -7889207.924877 + Penalty 2149.903025 = -7887058.021852 nChanged 5080 SP:Iteration 2F (2631.708447 sec): 3 clusters Score: Raw -7892110.059668 + Penalty 2149.903025 = -7889960.156643 nChanged 5548 SP:Iteration 3F (2631.848397 sec): 3 clusters Score: Raw -7895561.360109 + Penalty 2149.903025 = -7893411.457084 nChanged 5701 SP:Iteration 4F (2631.984994 sec): 3 clusters Score: Raw -7899032.395742 + Penalty 2149.903025 = -7896882.492717 nChanged 5276 SP:Iteration 5F (2632.130106 sec): 3 clusters Score: Raw -7902262.277763 + Penalty 2149.903025 = -7900112.374737 nChanged 4683 SP:Iteration 6F (2632.263887 sec): 3 clusters Score: Raw -7905068.339817 + Penalty 2149.903025 = -7902918.436792 nChanged 3704 SP:Iteration 7Q (2632.407789 sec): 3 clusters Score: Raw -7907123.275574 + Penalty 2149.903025 = -7904973.372549 nChanged 2956 SP:Iteration 8Q (2632.553095 sec): 3 clusters Score: Raw -7908670.725448 + Penalty 2149.903025 = -7906520.822423 nChanged 2448 SP:Iteration 9Q (2632.693856 sec): 3 clusters Score: Raw -7909802.630426 + Penalty 2149.903025 = -7907652.727401 nChanged 2030 SP:Iteration 10Q (2632.830710 sec): 3 clusters Score: Raw -7910648.681804 + Penalty 2149.903025 = -7908498.778779 nChanged 1723 SP:Iteration 11Q (2632.978033 sec): 3 clusters Score: Raw -7911312.895048 + Penalty 2149.903025 = -7909162.992023 nChanged 1591 SP:Iteration 12Q (2633.118402 sec): 3 clusters Score: Raw -7911903.024555 + Penalty 2149.903025 = -7909753.121529 nChanged 1563 SP:Iteration 13Q (2633.257183 sec): 3 clusters Score: Raw -7912497.143149 + Penalty 2149.903025 = -7910347.240123 nChanged 1524 SP:Iteration 14Q (2633.403657 sec): 3 clusters Score: Raw -7913077.140417 + Penalty 2149.903025 = -7910927.237392 nChanged 1505 SP:Iteration 15Q (2633.553973 sec): 3 clusters Score: Raw -7913634.869222 + Penalty 2149.903025 = -7911484.966196 nChanged 1476 SP:Iteration 16Q (2633.694637 sec): 3 clusters Score: Raw -7914171.173248 + Penalty 2149.903025 = -7912021.270223 nChanged 1411 SP:Iteration 17Q (2633.827475 sec): 3 clusters Score: Raw -7914699.517742 + Penalty 2149.903025 = -7912549.614717 nChanged 1315 SP:Iteration 18Q (2633.959885 sec): 3 clusters Score: Raw -7915184.789874 + Penalty 2149.903025 = -7913034.886849 nChanged 1196 SP:Iteration 19Q (2634.090571 sec): 3 clusters Score: Raw -7915627.539051 + Penalty 2149.903025 = -7913477.636025 nChanged 1162 SP:Iteration 20F (2634.229783 sec): 3 clusters Score: Raw -7916067.588245 + Penalty 2149.903025 = -7913917.685220 nChanged 1069 SP:Iteration 21Q (2634.364288 sec): 3 clusters Score: Raw -7916465.744492 + Penalty 2149.903025 = -7914315.841467 nChanged 930 SP:Iteration 22Q (2634.497683 sec): 3 clusters Score: Raw -7916803.342240 + Penalty 2149.903025 = -7914653.439214 nChanged 791 SP:Iteration 23Q (2634.629553 sec): 3 clusters Score: Raw -7917082.646969 + Penalty 2149.903025 = -7914932.743944 nChanged 682 SP:Iteration 24Q (2634.765003 sec): 3 clusters Score: Raw -7917320.760061 + Penalty 2149.903025 = -7915170.857036 nChanged 603 SP:Iteration 25Q (2634.887725 sec): 3 clusters Score: Raw -7917528.450822 + Penalty 2149.903025 = -7915378.547797 nChanged 531 SP:Iteration 26Q (2635.022773 sec): 3 clusters Score: Raw -7917705.269056 + Penalty 2149.903025 = -7915555.366031 nChanged 468 SP:Iteration 27Q (2635.153124 sec): 3 clusters Score: Raw -7917860.430098 + Penalty 2149.903025 = -7915710.527073 nChanged 386 SP:Iteration 28Q (2635.278299 sec): 3 clusters Score: Raw -7917984.187704 + Penalty 2149.903025 = -7915834.284679 nChanged 345 SP:Iteration 29Q (2635.403374 sec): 3 clusters Score: Raw -7918092.785985 + Penalty 2149.903025 = -7915942.882960 nChanged 303 SP:Iteration 30Q (2635.538821 sec): 3 clusters Score: Raw -7918191.333966 + Penalty 2149.903025 = -7916041.430940 nChanged 252 SP:Iteration 31Q (2635.673999 sec): 3 clusters Score: Raw -7918268.792795 + Penalty 2149.903025 = -7916118.889770 nChanged 210 SP:Iteration 32Q (2635.801222 sec): 3 clusters Score: Raw -7918337.866025 + Penalty 2149.903025 = -7916187.962999 nChanged 189 SP:Iteration 33Q (2635.935034 sec): 3 clusters Score: Raw -7918402.384031 + Penalty 2149.903025 = -7916252.481006 nChanged 136 SP:Iteration 34Q (2636.070011 sec): 3 clusters Score: Raw -7918438.426115 + Penalty 2149.903025 = -7916288.523090 nChanged 117 SP:Iteration 35Q (2636.197946 sec): 3 clusters Score: Raw -7918468.808461 + Penalty 2149.903025 = -7916318.905436 nChanged 112 SP:Iteration 36Q (2636.323638 sec): 3 clusters Score: Raw -7918494.818254 + Penalty 2149.903025 = -7916344.915229 nChanged 90 SP:Iteration 37Q (2636.444482 sec): 3 clusters Score: Raw -7918512.725179 + Penalty 2149.903025 = -7916362.822154 nChanged 90 SP:Iteration 38Q (2636.571680 sec): 3 clusters Score: Raw -7918534.665273 + Penalty 2149.903025 = -7916384.762247 nChanged 89 SP:Iteration 39Q (2636.697910 sec): 3 clusters Score: Raw -7918557.390282 + Penalty 2149.903025 = -7916407.487257 nChanged 90 SP:Iteration 40F (2636.837281 sec): 3 clusters Score: Raw -7918580.792169 + Penalty 2149.903025 = -7916430.889144 nChanged 90 SP:Iteration 41Q (2636.955794 sec): 3 clusters Score: Raw -7918607.704253 + Penalty 2149.903025 = -7916457.801228 nChanged 88 SP:Iteration 42Q (2637.083764 sec): 3 clusters Score: Raw -7918631.234149 + Penalty 2149.903025 = -7916481.331123 nChanged 71 SP:Iteration 43Q (2637.214378 sec): 3 clusters Score: Raw -7918650.421807 + Penalty 2149.903025 = -7916500.518782 nChanged 75 SP:Iteration 44Q (2637.337330 sec): 3 clusters Score: Raw -7918670.886650 + Penalty 2149.903025 = -7916520.983624 nChanged 77 SP:Iteration 45Q (2637.463013 sec): 3 clusters Score: Raw -7918694.906349 + Penalty 2149.903025 = -7916545.003324 nChanged 71 SP:Iteration 46Q (2637.577944 sec): 3 clusters Score: Raw -7918714.549349 + Penalty 2149.903025 = -7916564.646323 nChanged 69 SP:Iteration 47Q (2637.711593 sec): 3 clusters Score: Raw -7918732.540062 + Penalty 2149.903025 = -7916582.637037 nChanged 73 SP:Iteration 48Q (2637.827757 sec): 3 clusters Score: Raw -7918756.630805 + Penalty 2149.903025 = -7916606.727780 nChanged 76 SP:Iteration 49Q (2637.957939 sec): 3 clusters Score: Raw -7918781.401020 + Penalty 2149.903025 = -7916631.497994 nChanged 79 SP:Iteration 50Q (2638.088349 sec): 3 clusters Score: Raw -7918807.030454 + Penalty 2149.903025 = -7916657.127429 nChanged 73 SP:Iteration 51Q (2638.209061 sec): 3 clusters Score: Raw -7918831.404594 + Penalty 2149.903025 = -7916681.501569 nChanged 72 SP:Iteration 52Q (2638.341683 sec): 3 clusters Score: Raw -7918851.999626 + Penalty 2149.903025 = -7916702.096601 nChanged 62 SP:Iteration 53Q (2638.473312 sec): 3 clusters Score: Raw -7918865.479441 + Penalty 2149.903025 = -7916715.576416 nChanged 60 SP:Iteration 54Q (2638.593910 sec): 3 clusters Score: Raw -7918876.689858 + Penalty 2149.903025 = -7916726.786833 nChanged 44 SP:Iteration 55Q (2638.716621 sec): 3 clusters Score: Raw -7918887.892330 + Penalty 2149.903025 = -7916737.989305 nChanged 60 SP:Iteration 56Q (2638.841531 sec): 3 clusters Score: Raw -7918901.424636 + Penalty 2149.903025 = -7916751.521610 nChanged 54 SP:Iteration 57Q (2638.961921 sec): 3 clusters Score: Raw -7918913.298500 + Penalty 2149.903025 = -7916763.395475 nChanged 30 SP:Iteration 58Q (2639.093883 sec): 3 clusters Score: Raw -7918919.274040 + Penalty 2149.903025 = -7916769.371015 nChanged 38 SP:Iteration 59Q (2639.218219 sec): 3 clusters Score: Raw -7918926.164549 + Penalty 2149.903025 = -7916776.261524 nChanged 32 SP:Iteration 60F (2639.366163 sec): 3 clusters Score: Raw -7918948.544161 + Penalty 2149.903025 = -7916798.641135 nChanged 43 SP:Iteration 61Q (2639.487860 sec): 3 clusters Score: Raw -7918969.692101 + Penalty 2149.903025 = -7916819.789075 nChanged 49 SP:Iteration 62Q (2639.612588 sec): 3 clusters Score: Raw -7918985.220534 + Penalty 2149.903025 = -7916835.317509 nChanged 53 SP:Iteration 63Q (2639.732235 sec): 3 clusters Score: Raw -7919004.818618 + Penalty 2149.903025 = -7916854.915593 nChanged 60 SP:Iteration 64Q (2639.864957 sec): 3 clusters Score: Raw -7919031.091836 + Penalty 2149.903025 = -7916881.188810 nChanged 78 SP:Iteration 65Q (2639.994467 sec): 3 clusters Score: Raw -7919067.934329 + Penalty 2149.903025 = -7916918.031303 nChanged 80 SP:Iteration 66Q (2640.121692 sec): 3 clusters Score: Raw -7919096.338687 + Penalty 2149.903025 = -7916946.435662 nChanged 81 SP:Iteration 67Q (2640.251456 sec): 3 clusters Score: Raw -7919124.017460 + Penalty 2149.903025 = -7916974.114434 nChanged 90 SP:Iteration 68Q (2640.382558 sec): 3 clusters Score: Raw -7919164.683820 + Penalty 2149.903025 = -7917014.780795 nChanged 109 SP:Iteration 69Q (2640.502082 sec): 3 clusters Score: Raw -7919202.746910 + Penalty 2149.903025 = -7917052.843885 nChanged 92 SP:Iteration 70Q (2640.624823 sec): 3 clusters Score: Raw -7919226.285146 + Penalty 2149.903025 = -7917076.382121 nChanged 84 SP:Iteration 71Q (2640.754184 sec): 3 clusters Score: Raw -7919246.446760 + Penalty 2149.903025 = -7917096.543735 nChanged 81 SP:Iteration 72Q (2640.881515 sec): 3 clusters Score: Raw -7919262.670241 + Penalty 2149.903025 = -7917112.767215 nChanged 67 SP:Iteration 73Q (2641.003043 sec): 3 clusters Score: Raw -7919275.581364 + Penalty 2149.903025 = -7917125.678338 nChanged 69 SP:Iteration 74Q (2641.135734 sec): 3 clusters Score: Raw -7919290.860593 + Penalty 2149.903025 = -7917140.957568 nChanged 60 SP:Iteration 75Q (2641.269653 sec): 3 clusters Score: Raw -7919305.559449 + Penalty 2149.903025 = -7917155.656423 nChanged 69 SP:Iteration 76Q (2641.399590 sec): 3 clusters Score: Raw -7919326.282408 + Penalty 2149.903025 = -7917176.379383 nChanged 64 SP:Iteration 77Q (2641.515976 sec): 3 clusters Score: Raw -7919347.839720 + Penalty 2149.903025 = -7917197.936695 nChanged 64 SP:Iteration 78Q (2641.648451 sec): 3 clusters Score: Raw -7919364.723077 + Penalty 2149.903025 = -7917214.820052 nChanged 64 SP:Iteration 79Q (2641.772484 sec): 3 clusters Score: Raw -7919377.968391 + Penalty 2149.903025 = -7917228.065366 nChanged 40 SP:Iteration 80F (2641.911482 sec): 3 clusters Score: Raw -7919527.942437 + Penalty 2149.903025 = -7917378.039411 nChanged 117 SP:Iteration 81Q (2642.036442 sec): 3 clusters Score: Raw -7919643.710072 + Penalty 2149.903025 = -7917493.807047 nChanged 144 SP:Iteration 82Q (2642.168523 sec): 3 clusters Score: Raw -7919730.584795 + Penalty 2149.903025 = -7917580.681770 nChanged 139 SP:Iteration 83Q (2642.288581 sec): 3 clusters Score: Raw -7919808.175314 + Penalty 2149.903025 = -7917658.272289 nChanged 174 SP:Iteration 84Q (2642.404527 sec): 3 clusters Score: Raw -7919914.324748 + Penalty 2149.903025 = -7917764.421723 nChanged 209 SP:Iteration 85Q (2642.542438 sec): 3 clusters Score: Raw -7920039.376680 + Penalty 2149.903025 = -7917889.473655 nChanged 240 SP:Iteration 86Q (2642.678281 sec): 3 clusters Score: Raw -7920191.561649 + Penalty 2149.903025 = -7918041.658623 nChanged 258 SP:Iteration 87Q (2642.809184 sec): 3 clusters Score: Raw -7920341.236242 + Penalty 2149.903025 = -7918191.333217 nChanged 275 SP:Iteration 88Q (2642.930166 sec): 3 clusters Score: Raw -7920509.246290 + Penalty 2149.903025 = -7918359.343264 nChanged 300 SP:Iteration 89Q (2643.062061 sec): 3 clusters Score: Raw -7920686.624433 + Penalty 2149.903025 = -7918536.721408 nChanged 263 SP:Iteration 90Q (2643.189086 sec): 3 clusters Score: Raw -7920847.832599 + Penalty 2149.903025 = -7918697.929574 nChanged 248 SP:Iteration 91Q (2643.321529 sec): 3 clusters Score: Raw -7920988.349245 + Penalty 2149.903025 = -7918838.446220 nChanged 208 SP:Iteration 92Q (2643.451639 sec): 3 clusters Score: Raw -7921135.007020 + Penalty 2149.903025 = -7918985.103994 nChanged 201 SP:Iteration 93Q (2643.583697 sec): 3 clusters Score: Raw -7921262.350395 + Penalty 2149.903025 = -7919112.447369 nChanged 172 SP:Iteration 94Q (2643.718036 sec): 3 clusters Score: Raw -7921328.459854 + Penalty 2149.903025 = -7919178.556828 nChanged 123 SP:Iteration 95Q (2643.845082 sec): 3 clusters Score: Raw -7921353.475435 + Penalty 2149.903025 = -7919203.572409 nChanged 75 SP:Iteration 96Q (2643.971402 sec): 3 clusters Score: Raw -7921364.211783 + Penalty 2149.903025 = -7919214.308758 nChanged 41 SP:Iteration 97Q (2644.092775 sec): 3 clusters Score: Raw -7921369.227846 + Penalty 2149.903025 = -7919219.324820 nChanged 29 SP:Iteration 98Q (2644.213004 sec): 3 clusters Score: Raw -7921372.045515 + Penalty 2149.903025 = -7919222.142489 nChanged 21 SP:Iteration 99Q (2644.337591 sec): 3 clusters Score: Raw -7921375.500308 + Penalty 2149.903025 = -7919225.597282 nChanged 16 SP:Iteration 100F (2644.488929 sec): 3 clusters Score: Raw -7921862.258299 + Penalty 2149.903025 = -7919712.355274 nChanged 369 SP:Iteration 101Q (2644.615314 sec): 3 clusters Score: Raw -7922292.460799 + Penalty 2149.903025 = -7920142.557773 nChanged 461 SP:Iteration 102Q (2644.746960 sec): 3 clusters Score: Raw -7922682.323366 + Penalty 2149.903025 = -7920532.420340 nChanged 496 SP:Iteration 103Q (2644.858409 sec): 3 clusters Score: Raw -7923012.036203 + Penalty 2149.903025 = -7920862.133178 nChanged 514 SP:Iteration 104Q (2644.984123 sec): 3 clusters Score: Raw -7923298.865401 + Penalty 2149.903025 = -7921148.962376 nChanged 453 SP:Iteration 105Q (2645.110837 sec): 3 clusters Score: Raw -7923497.704488 + Penalty 2149.903025 = -7921347.801463 nChanged 404 SP:Iteration 106Q (2645.240013 sec): 3 clusters Score: Raw -7923639.242380 + Penalty 2149.903025 = -7921489.339354 nChanged 322 SP:Iteration 107Q (2645.362251 sec): 3 clusters Score: Raw -7923736.052851 + Penalty 2149.903025 = -7921586.149825 nChanged 283 SP:Iteration 108Q (2645.493821 sec): 3 clusters Score: Raw -7923803.739579 + Penalty 2149.903025 = -7921653.836554 nChanged 224 SP:Iteration 109Q (2645.621196 sec): 3 clusters Score: Raw -7923845.072363 + Penalty 2149.903025 = -7921695.169338 nChanged 175 SP:Iteration 110Q (2645.747542 sec): 3 clusters Score: Raw -7923869.680252 + Penalty 2149.903025 = -7921719.777226 nChanged 116 SP:Iteration 111Q (2645.875321 sec): 3 clusters Score: Raw -7923884.057223 + Penalty 2149.903025 = -7921734.154198 nChanged 85 SP:Iteration 112Q (2646.000734 sec): 3 clusters Score: Raw -7923892.245285 + Penalty 2149.903025 = -7921742.342260 nChanged 66 SP:Iteration 113Q (2646.135277 sec): 3 clusters Score: Raw -7923897.224094 + Penalty 2149.903025 = -7921747.321068 nChanged 46 SP:Iteration 114Q (2646.265561 sec): 3 clusters Score: Raw -7923899.448255 + Penalty 2149.903025 = -7921749.545229 nChanged 32 SP:Iteration 115Q (2646.397399 sec): 3 clusters Score: Raw -7923902.703024 + Penalty 2149.903025 = -7921752.799999 nChanged 28 SP:Iteration 116Q (2646.536803 sec): 3 clusters Score: Raw -7923903.576566 + Penalty 2149.903025 = -7921753.673541 nChanged 19 SP:Iteration 117Q (2646.673884 sec): 3 clusters Score: Raw -7923904.934108 + Penalty 2149.903025 = -7921755.031082 nChanged 8 SP:Iteration 118Q (2646.794245 sec): 3 clusters Score: Raw -7923905.138189 + Penalty 2149.903025 = -7921755.235164 nChanged 8 SP:Iteration 119Q (2646.926775 sec): 3 clusters Score: Raw -7923905.431155 + Penalty 2149.903025 = -7921755.528130 nChanged 11 SP:Iteration 120F (2647.058530 sec): 3 clusters Score: Raw -7923991.959114 + Penalty 2149.903025 = -7921842.056088 nChanged 110 SP:Iteration 121Q (2647.199795 sec): 3 clusters Score: Raw -7924029.736238 + Penalty 2149.903025 = -7921879.833212 nChanged 126 SP:Iteration 122Q (2647.335699 sec): 3 clusters Score: Raw -7924049.762379 + Penalty 2149.903025 = -7921899.859353 nChanged 113 SP:Iteration 123Q (2647.466331 sec): 3 clusters Score: Raw -7924061.751138 + Penalty 2149.903025 = -7921911.848113 nChanged 96 SP:Iteration 124Q (2647.607127 sec): 3 clusters Score: Raw -7924071.513343 + Penalty 2149.903025 = -7921921.610317 nChanged 82 SP:Iteration 125Q (2647.740177 sec): 3 clusters Score: Raw -7924078.991551 + Penalty 2149.903025 = -7921929.088526 nChanged 74 SP:Iteration 126Q (2647.868553 sec): 3 clusters Score: Raw -7924084.754774 + Penalty 2149.903025 = -7921934.851749 nChanged 55 SP:Iteration 127Q (2648.003604 sec): 3 clusters Score: Raw -7924088.312246 + Penalty 2149.903025 = -7921938.409221 nChanged 50 SP:Iteration 128Q (2648.140846 sec): 3 clusters Score: Raw -7924091.227147 + Penalty 2149.903025 = -7921941.324122 nChanged 42 SP:Iteration 129Q (2648.275454 sec): 3 clusters Score: Raw -7924093.845687 + Penalty 2149.903025 = -7921943.942661 nChanged 31 SP:Iteration 130Q (2648.412005 sec): 3 clusters Score: Raw -7924095.639609 + Penalty 2149.903025 = -7921945.736584 nChanged 31 SP:Iteration 131Q (2648.546672 sec): 3 clusters Score: Raw -7924097.771344 + Penalty 2149.903025 = -7921947.868319 nChanged 37 SP:Iteration 132Q (2648.674649 sec): 3 clusters Score: Raw -7924100.165400 + Penalty 2149.903025 = -7921950.262375 nChanged 29 SP:Iteration 133Q (2648.820224 sec): 3 clusters Score: Raw -7924101.558631 + Penalty 2149.903025 = -7921951.655605 nChanged 25 SP:Iteration 134Q (2648.951085 sec): 3 clusters Score: Raw -7924102.566467 + Penalty 2149.903025 = -7921952.663442 nChanged 20 SP:Iteration 135Q (2649.073794 sec): 3 clusters Score: Raw -7924103.218306 + Penalty 2149.903025 = -7921953.315280 nChanged 11 SP:Iteration 136Q (2649.208495 sec): 3 clusters Score: Raw -7924103.657974 + Penalty 2149.903025 = -7921953.754949 nChanged 15 SP:Iteration 137Q (2649.338825 sec): 3 clusters Score: Raw -7924104.294836 + Penalty 2149.903025 = -7921954.391811 nChanged 13 SP:Iteration 138Q (2649.470526 sec): 3 clusters Score: Raw -7924104.715280 + Penalty 2149.903025 = -7921954.812255 nChanged 13 SP:Iteration 139Q (2649.602752 sec): 3 clusters Score: Raw -7924105.119284 + Penalty 2149.903025 = -7921955.216259 nChanged 9 SP:Iteration 140F (2649.748285 sec): 3 clusters Score: Raw -7924105.431946 + Penalty 2149.903025 = -7921955.528920 nChanged 10 SP:Iteration 141Q (2649.881451 sec): 3 clusters Score: Raw -7924105.799263 + Penalty 2149.903025 = -7921955.896238 nChanged 13 SP:Iteration 142Q (2650.018728 sec): 3 clusters Score: Raw -7924106.194040 + Penalty 2149.903025 = -7921956.291015 nChanged 14 SP:Iteration 143Q (2650.155419 sec): 3 clusters Score: Raw -7924106.631697 + Penalty 2149.903025 = -7921956.728672 nChanged 11 SP:Iteration 144Q (2650.281564 sec): 3 clusters Score: Raw -7924107.023894 + Penalty 2149.903025 = -7921957.120868 nChanged 12 SP:Iteration 145Q (2650.416783 sec): 3 clusters Score: Raw -7924107.349080 + Penalty 2149.903025 = -7921957.446055 nChanged 5 SP:Iteration 146Q (2650.548665 sec): 3 clusters Score: Raw -7924107.496605 + Penalty 2149.903025 = -7921957.593580 nChanged 2 SP:Iteration 147Q (2650.677646 sec): 3 clusters Score: Raw -7924107.536075 + Penalty 2149.903025 = -7921957.633049 nChanged 3 SP:Iteration 148Q (2650.811132 sec): 3 clusters Score: Raw -7924107.638028 + Penalty 2149.903025 = -7921957.735003 nChanged 2 SP:Iteration 149Q (2650.940096 sec): 3 clusters Score: Raw -7924107.681863 + Penalty 2149.903025 = -7921957.778837 nChanged 1 SP:Iteration 150Q (2651.066884 sec): 3 clusters Score: Raw -7924107.696445 + Penalty 2149.903025 = -7921957.793420 nChanged 0 SP:Iteration 151F (2651.211808 sec): 3 clusters Score: Raw -7924107.696445 + Penalty 2149.903025 = -7921957.793420 nChanged 0 Score: Raw -58340527.654638 + Penalty 31686.552023 = -58308841.102616 Splitting cluster 10 changes total score from -58179911.704347 to -58308841.102616 So it's getting split into cluster 25. Trying to split cluster 11 (25185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2658.516639 sec): 2 clusters Score: Raw -2302097.125648 + Penalty 962.730367 = -2301134.395282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2658.589359 sec): 3 clusters Score: Raw -2286404.740691 + Penalty 1925.460733 = -2284479.279958 nChanged 11727 SP:Iteration 1F (2658.654343 sec): 3 clusters Score: Raw -2293457.892484 + Penalty 1925.460733 = -2291532.431751 nChanged 1458 SP:Iteration 2F (2658.734506 sec): 3 clusters Score: Raw -2294154.374561 + Penalty 1925.460733 = -2292228.913828 nChanged 1532 SP:Iteration 3F (2658.795453 sec): 3 clusters Score: Raw -2295036.262490 + Penalty 1925.460733 = -2293110.801757 nChanged 1605 SP:Iteration 4F (2658.870943 sec): 3 clusters Score: Raw -2296058.030690 + Penalty 1925.460733 = -2294132.569957 nChanged 1593 SP:Iteration 5F (2658.948986 sec): 3 clusters Score: Raw -2297176.956033 + Penalty 1925.460733 = -2295251.495300 nChanged 1539 SP:Iteration 6F (2659.019012 sec): 3 clusters Score: Raw -2298256.162052 + Penalty 1925.460733 = -2296330.701319 nChanged 1451 SP:Iteration 7F (2659.102922 sec): 3 clusters Score: Raw -2299224.432812 + Penalty 1925.460733 = -2297298.972079 nChanged 1168 SP:Iteration 8Q (2659.169478 sec): 3 clusters Score: Raw -2299857.628243 + Penalty 1925.460733 = -2297932.167510 nChanged 916 SP:Iteration 9Q (2659.246874 sec): 3 clusters Score: Raw -2300253.999176 + Penalty 1925.460733 = -2298328.538443 nChanged 632 SP:Iteration 10Q (2659.332886 sec): 3 clusters Score: Raw -2300457.925164 + Penalty 1925.460733 = -2298532.464431 nChanged 466 SP:Iteration 11Q (2659.403517 sec): 3 clusters Score: Raw -2300588.934148 + Penalty 1925.460733 = -2298663.473415 nChanged 369 SP:Iteration 12Q (2659.467960 sec): 3 clusters Score: Raw -2300679.125277 + Penalty 1925.460733 = -2298753.664544 nChanged 299 SP:Iteration 13Q (2659.547317 sec): 3 clusters Score: Raw -2300756.398060 + Penalty 1925.460733 = -2298830.937327 nChanged 293 SP:Iteration 14Q (2659.628611 sec): 3 clusters Score: Raw -2300828.878412 + Penalty 1925.460733 = -2298903.417679 nChanged 274 SP:Iteration 15Q (2659.697631 sec): 3 clusters Score: Raw -2300889.941705 + Penalty 1925.460733 = -2298964.480971 nChanged 268 SP:Iteration 16Q (2659.770383 sec): 3 clusters Score: Raw -2300952.036743 + Penalty 1925.460733 = -2299026.576009 nChanged 249 SP:Iteration 17Q (2659.840461 sec): 3 clusters Score: Raw -2301013.866946 + Penalty 1925.460733 = -2299088.406213 nChanged 276 SP:Iteration 18Q (2659.926007 sec): 3 clusters Score: Raw -2301088.916484 + Penalty 1925.460733 = -2299163.455751 nChanged 296 SP:Iteration 19Q (2660.003331 sec): 3 clusters Score: Raw -2301155.182785 + Penalty 1925.460733 = -2299229.722052 nChanged 267 SP:Iteration 20F (2660.068075 sec): 3 clusters Score: Raw -2301222.089892 + Penalty 1925.460733 = -2299296.629159 nChanged 272 SP:Iteration 21Q (2660.136572 sec): 3 clusters Score: Raw -2301281.479287 + Penalty 1925.460733 = -2299356.018554 nChanged 255 SP:Iteration 22Q (2660.208388 sec): 3 clusters Score: Raw -2301335.090850 + Penalty 1925.460733 = -2299409.630117 nChanged 236 SP:Iteration 23Q (2660.275207 sec): 3 clusters Score: Raw -2301374.136505 + Penalty 1925.460733 = -2299448.675772 nChanged 173 SP:Iteration 24Q (2660.349692 sec): 3 clusters Score: Raw -2301403.745022 + Penalty 1925.460733 = -2299478.284289 nChanged 173 SP:Iteration 25Q (2660.420580 sec): 3 clusters Score: Raw -2301431.505379 + Penalty 1925.460733 = -2299506.044646 nChanged 180 SP:Iteration 26Q (2660.497990 sec): 3 clusters Score: Raw -2301461.570692 + Penalty 1925.460733 = -2299536.109958 nChanged 176 SP:Iteration 27Q (2660.572719 sec): 3 clusters Score: Raw -2301493.211799 + Penalty 1925.460733 = -2299567.751066 nChanged 169 SP:Iteration 28Q (2660.645538 sec): 3 clusters Score: Raw -2301523.175273 + Penalty 1925.460733 = -2299597.714540 nChanged 161 SP:Iteration 29Q (2660.713836 sec): 3 clusters Score: Raw -2301553.611886 + Penalty 1925.460733 = -2299628.151153 nChanged 164 SP:Iteration 30Q (2660.794042 sec): 3 clusters Score: Raw -2301580.957824 + Penalty 1925.460733 = -2299655.497091 nChanged 155 SP:Iteration 31Q (2660.854630 sec): 3 clusters Score: Raw -2301604.942789 + Penalty 1925.460733 = -2299679.482056 nChanged 136 SP:Iteration 32Q (2660.938960 sec): 3 clusters Score: Raw -2301624.300106 + Penalty 1925.460733 = -2299698.839373 nChanged 134 SP:Iteration 33Q (2661.017030 sec): 3 clusters Score: Raw -2301644.544606 + Penalty 1925.460733 = -2299719.083873 nChanged 118 SP:Iteration 34Q (2661.095859 sec): 3 clusters Score: Raw -2301665.301119 + Penalty 1925.460733 = -2299739.840386 nChanged 153 SP:Iteration 35Q (2661.168664 sec): 3 clusters Score: Raw -2301690.732334 + Penalty 1925.460733 = -2299765.271601 nChanged 150 SP:Iteration 36Q (2661.232148 sec): 3 clusters Score: Raw -2301711.836671 + Penalty 1925.460733 = -2299786.375938 nChanged 146 SP:Iteration 37Q (2661.316259 sec): 3 clusters Score: Raw -2301737.991157 + Penalty 1925.460733 = -2299812.530424 nChanged 136 SP:Iteration 38Q (2661.391103 sec): 3 clusters Score: Raw -2301761.223357 + Penalty 1925.460733 = -2299835.762624 nChanged 133 SP:Iteration 39Q (2661.466987 sec): 3 clusters Score: Raw -2301782.058995 + Penalty 1925.460733 = -2299856.598262 nChanged 137 SP:Iteration 40F (2661.539289 sec): 3 clusters Score: Raw -2301800.402302 + Penalty 1925.460733 = -2299874.941569 nChanged 117 SP:Iteration 41Q (2661.615143 sec): 3 clusters Score: Raw -2301818.713561 + Penalty 1925.460733 = -2299893.252828 nChanged 124 SP:Iteration 42Q (2661.696310 sec): 3 clusters Score: Raw -2301836.333882 + Penalty 1925.460733 = -2299910.873149 nChanged 119 SP:Iteration 43Q (2661.766069 sec): 3 clusters Score: Raw -2301852.700535 + Penalty 1925.460733 = -2299927.239801 nChanged 113 SP:Iteration 44Q (2661.850600 sec): 3 clusters Score: Raw -2301868.531859 + Penalty 1925.460733 = -2299943.071126 nChanged 106 SP:Iteration 45Q (2661.916182 sec): 3 clusters Score: Raw -2301882.160233 + Penalty 1925.460733 = -2299956.699500 nChanged 103 SP:Iteration 46Q (2661.993321 sec): 3 clusters Score: Raw -2301893.627745 + Penalty 1925.460733 = -2299968.167012 nChanged 81 SP:Iteration 47Q (2662.062370 sec): 3 clusters Score: Raw -2301903.195693 + Penalty 1925.460733 = -2299977.734960 nChanged 91 SP:Iteration 48Q (2662.146966 sec): 3 clusters Score: Raw -2301913.354021 + Penalty 1925.460733 = -2299987.893288 nChanged 73 SP:Iteration 49Q (2662.226772 sec): 3 clusters Score: Raw -2301922.308310 + Penalty 1925.460733 = -2299996.847577 nChanged 80 SP:Iteration 50Q (2662.300507 sec): 3 clusters Score: Raw -2301932.713433 + Penalty 1925.460733 = -2300007.252700 nChanged 92 SP:Iteration 51Q (2662.380074 sec): 3 clusters Score: Raw -2301941.493003 + Penalty 1925.460733 = -2300016.032270 nChanged 70 SP:Iteration 52Q (2662.442144 sec): 3 clusters Score: Raw -2301948.730582 + Penalty 1925.460733 = -2300023.269849 nChanged 73 SP:Iteration 53Q (2662.515836 sec): 3 clusters Score: Raw -2301957.399307 + Penalty 1925.460733 = -2300031.938573 nChanged 82 SP:Iteration 54Q (2662.585975 sec): 3 clusters Score: Raw -2301964.980943 + Penalty 1925.460733 = -2300039.520210 nChanged 78 SP:Iteration 55Q (2662.671398 sec): 3 clusters Score: Raw -2301972.908309 + Penalty 1925.460733 = -2300047.447576 nChanged 65 SP:Iteration 56Q (2662.735521 sec): 3 clusters Score: Raw -2301978.562570 + Penalty 1925.460733 = -2300053.101837 nChanged 51 SP:Iteration 57Q (2662.812472 sec): 3 clusters Score: Raw -2301982.648695 + Penalty 1925.460733 = -2300057.187962 nChanged 61 SP:Iteration 58Q (2662.891232 sec): 3 clusters Score: Raw -2301989.198998 + Penalty 1925.460733 = -2300063.738265 nChanged 75 SP:Iteration 59Q (2662.966107 sec): 3 clusters Score: Raw -2301996.407424 + Penalty 1925.460733 = -2300070.946691 nChanged 67 SP:Iteration 60F (2663.033866 sec): 3 clusters Score: Raw -2302002.341696 + Penalty 1925.460733 = -2300076.880963 nChanged 57 SP:Iteration 61Q (2663.117744 sec): 3 clusters Score: Raw -2302006.804669 + Penalty 1925.460733 = -2300081.343936 nChanged 56 SP:Iteration 62Q (2663.196765 sec): 3 clusters Score: Raw -2302011.821464 + Penalty 1925.460733 = -2300086.360731 nChanged 66 SP:Iteration 63Q (2663.275675 sec): 3 clusters Score: Raw -2302017.188576 + Penalty 1925.460733 = -2300091.727843 nChanged 47 SP:Iteration 64Q (2663.354009 sec): 3 clusters Score: Raw -2302021.398790 + Penalty 1925.460733 = -2300095.938056 nChanged 65 SP:Iteration 65Q (2663.431521 sec): 3 clusters Score: Raw -2302028.410610 + Penalty 1925.460733 = -2300102.949877 nChanged 70 SP:Iteration 66Q (2663.506066 sec): 3 clusters Score: Raw -2302037.495630 + Penalty 1925.460733 = -2300112.034897 nChanged 77 SP:Iteration 67Q (2663.577418 sec): 3 clusters Score: Raw -2302045.871049 + Penalty 1925.460733 = -2300120.410316 nChanged 73 SP:Iteration 68Q (2663.653727 sec): 3 clusters Score: Raw -2302054.576890 + Penalty 1925.460733 = -2300129.116157 nChanged 70 SP:Iteration 69Q (2663.732789 sec): 3 clusters Score: Raw -2302062.265789 + Penalty 1925.460733 = -2300136.805056 nChanged 73 SP:Iteration 70Q (2663.807466 sec): 3 clusters Score: Raw -2302070.225383 + Penalty 1925.460733 = -2300144.764650 nChanged 77 SP:Iteration 71Q (2663.883538 sec): 3 clusters Score: Raw -2302079.701049 + Penalty 1925.460733 = -2300154.240316 nChanged 101 SP:Iteration 72Q (2663.958456 sec): 3 clusters Score: Raw -2302096.702810 + Penalty 1925.460733 = -2300171.242077 nChanged 119 SP:Iteration 73Q (2664.027972 sec): 3 clusters Score: Raw -2302120.253381 + Penalty 1925.460733 = -2300194.792648 nChanged 140 SP:Iteration 74Q (2664.102177 sec): 3 clusters Score: Raw -2302146.507748 + Penalty 1925.460733 = -2300221.047015 nChanged 146 SP:Iteration 75Q (2664.173343 sec): 3 clusters Score: Raw -2302173.421651 + Penalty 1925.460733 = -2300247.960918 nChanged 133 SP:Iteration 76Q (2664.232145 sec): 3 clusters Score: Raw -2302196.672805 + Penalty 1925.460733 = -2300271.212072 nChanged 144 SP:Iteration 77Q (2664.307382 sec): 3 clusters Score: Raw -2302231.389161 + Penalty 1925.460733 = -2300305.928428 nChanged 146 SP:Iteration 78Q (2664.383604 sec): 3 clusters Score: Raw -2302264.676531 + Penalty 1925.460733 = -2300339.215798 nChanged 169 SP:Iteration 79Q (2664.451462 sec): 3 clusters Score: Raw -2302312.246824 + Penalty 1925.460733 = -2300386.786091 nChanged 182 SP:Iteration 80F (2664.531796 sec): 3 clusters Score: Raw -2302368.094721 + Penalty 1925.460733 = -2300442.633988 nChanged 203 SP:Iteration 81Q (2664.614715 sec): 3 clusters Score: Raw -2302429.423859 + Penalty 1925.460733 = -2300503.963126 nChanged 204 SP:Iteration 82Q (2664.686609 sec): 3 clusters Score: Raw -2302486.498238 + Penalty 1925.460733 = -2300561.037505 nChanged 186 SP:Iteration 83Q (2664.755323 sec): 3 clusters Score: Raw -2302530.819936 + Penalty 1925.460733 = -2300605.359202 nChanged 171 SP:Iteration 84Q (2664.816070 sec): 3 clusters Score: Raw -2302568.170833 + Penalty 1925.460733 = -2300642.710100 nChanged 162 SP:Iteration 85Q (2664.878160 sec): 3 clusters Score: Raw -2302597.384049 + Penalty 1925.460733 = -2300671.923316 nChanged 147 SP:Iteration 86Q (2664.952255 sec): 3 clusters Score: Raw -2302623.987356 + Penalty 1925.460733 = -2300698.526623 nChanged 143 SP:Iteration 87Q (2665.010617 sec): 3 clusters Score: Raw -2302652.038977 + Penalty 1925.460733 = -2300726.578244 nChanged 135 SP:Iteration 88Q (2665.090196 sec): 3 clusters Score: Raw -2302677.665874 + Penalty 1925.460733 = -2300752.205141 nChanged 124 SP:Iteration 89Q (2665.170624 sec): 3 clusters Score: Raw -2302697.856301 + Penalty 1925.460733 = -2300772.395568 nChanged 104 SP:Iteration 90Q (2665.241479 sec): 3 clusters Score: Raw -2302713.099367 + Penalty 1925.460733 = -2300787.638634 nChanged 93 SP:Iteration 91Q (2665.311513 sec): 3 clusters Score: Raw -2302728.957027 + Penalty 1925.460733 = -2300803.496294 nChanged 92 SP:Iteration 92Q (2665.378540 sec): 3 clusters Score: Raw -2302743.248572 + Penalty 1925.460733 = -2300817.787839 nChanged 87 SP:Iteration 93Q (2665.451676 sec): 3 clusters Score: Raw -2302755.514572 + Penalty 1925.460733 = -2300830.053839 nChanged 72 SP:Iteration 94Q (2665.523238 sec): 3 clusters Score: Raw -2302766.495132 + Penalty 1925.460733 = -2300841.034399 nChanged 87 SP:Iteration 95Q (2665.602023 sec): 3 clusters Score: Raw -2302778.936321 + Penalty 1925.460733 = -2300853.475588 nChanged 77 SP:Iteration 96Q (2665.669445 sec): 3 clusters Score: Raw -2302791.537850 + Penalty 1925.460733 = -2300866.077117 nChanged 73 SP:Iteration 97Q (2665.750755 sec): 3 clusters Score: Raw -2302803.643149 + Penalty 1925.460733 = -2300878.182416 nChanged 76 SP:Iteration 98Q (2665.830672 sec): 3 clusters Score: Raw -2302817.005841 + Penalty 1925.460733 = -2300891.545108 nChanged 73 SP:Iteration 99Q (2665.901851 sec): 3 clusters Score: Raw -2302831.351495 + Penalty 1925.460733 = -2300905.890762 nChanged 87 SP:Iteration 100F (2665.972795 sec): 3 clusters Score: Raw -2302847.129936 + Penalty 1925.460733 = -2300921.669203 nChanged 82 SP:Iteration 101Q (2666.058435 sec): 3 clusters Score: Raw -2302863.071961 + Penalty 1925.460733 = -2300937.611228 nChanged 81 SP:Iteration 102Q (2666.124415 sec): 3 clusters Score: Raw -2302886.844789 + Penalty 1925.460733 = -2300961.384056 nChanged 84 SP:Iteration 103Q (2666.195327 sec): 3 clusters Score: Raw -2302911.279851 + Penalty 1925.460733 = -2300985.819118 nChanged 90 SP:Iteration 104Q (2666.266487 sec): 3 clusters Score: Raw -2302929.835365 + Penalty 1925.460733 = -2301004.374632 nChanged 86 SP:Iteration 105Q (2666.339706 sec): 3 clusters Score: Raw -2302948.631721 + Penalty 1925.460733 = -2301023.170988 nChanged 86 SP:Iteration 106Q (2666.406824 sec): 3 clusters Score: Raw -2302967.490039 + Penalty 1925.460733 = -2301042.029306 nChanged 72 SP:Iteration 107Q (2666.482578 sec): 3 clusters Score: Raw -2302980.112931 + Penalty 1925.460733 = -2301054.652198 nChanged 63 SP:Iteration 108Q (2666.560204 sec): 3 clusters Score: Raw -2302991.515840 + Penalty 1925.460733 = -2301066.055107 nChanged 71 SP:Iteration 109Q (2666.637457 sec): 3 clusters Score: Raw -2303001.955462 + Penalty 1925.460733 = -2301076.494729 nChanged 51 SP:Iteration 110Q (2666.713388 sec): 3 clusters Score: Raw -2303012.179009 + Penalty 1925.460733 = -2301086.718276 nChanged 59 SP:Iteration 111Q (2666.796303 sec): 3 clusters Score: Raw -2303023.619667 + Penalty 1925.460733 = -2301098.158934 nChanged 55 SP:Iteration 112Q (2666.865936 sec): 3 clusters Score: Raw -2303038.214361 + Penalty 1925.460733 = -2301112.753628 nChanged 53 SP:Iteration 113Q (2666.943278 sec): 3 clusters Score: Raw -2303051.827501 + Penalty 1925.460733 = -2301126.366768 nChanged 52 SP:Iteration 114Q (2667.018676 sec): 3 clusters Score: Raw -2303064.117775 + Penalty 1925.460733 = -2301138.657042 nChanged 48 SP:Iteration 115Q (2667.094496 sec): 3 clusters Score: Raw -2303078.442788 + Penalty 1925.460733 = -2301152.982054 nChanged 52 SP:Iteration 116Q (2667.167501 sec): 3 clusters Score: Raw -2303097.135984 + Penalty 1925.460733 = -2301171.675251 nChanged 55 SP:Iteration 117Q (2667.231538 sec): 3 clusters Score: Raw -2303118.931358 + Penalty 1925.460733 = -2301193.470625 nChanged 59 SP:Iteration 118Q (2667.314067 sec): 3 clusters Score: Raw -2303145.941901 + Penalty 1925.460733 = -2301220.481168 nChanged 72 SP:Iteration 119Q (2667.392299 sec): 3 clusters Score: Raw -2303174.457074 + Penalty 1925.460733 = -2301248.996341 nChanged 73 SP:Iteration 120F (2667.476758 sec): 3 clusters Score: Raw -2303203.373024 + Penalty 1925.460733 = -2301277.912291 nChanged 78 SP:Iteration 121Q (2667.555652 sec): 3 clusters Score: Raw -2303241.653123 + Penalty 1925.460733 = -2301316.192390 nChanged 79 SP:Iteration 122Q (2667.634520 sec): 3 clusters Score: Raw -2303273.695544 + Penalty 1925.460733 = -2301348.234811 nChanged 71 SP:Iteration 123Q (2667.704284 sec): 3 clusters Score: Raw -2303307.578120 + Penalty 1925.460733 = -2301382.117386 nChanged 70 SP:Iteration 124Q (2667.780424 sec): 3 clusters Score: Raw -2303335.080977 + Penalty 1925.460733 = -2301409.620243 nChanged 83 SP:Iteration 125Q (2667.859835 sec): 3 clusters Score: Raw -2303363.325231 + Penalty 1925.460733 = -2301437.864498 nChanged 51 SP:Iteration 126Q (2667.937866 sec): 3 clusters Score: Raw -2303380.805618 + Penalty 1925.460733 = -2301455.344885 nChanged 53 SP:Iteration 127Q (2668.013641 sec): 3 clusters Score: Raw -2303395.498987 + Penalty 1925.460733 = -2301470.038254 nChanged 37 SP:Iteration 128Q (2668.093379 sec): 3 clusters Score: Raw -2303405.605473 + Penalty 1925.460733 = -2301480.144740 nChanged 41 SP:Iteration 129Q (2668.170828 sec): 3 clusters Score: Raw -2303415.099173 + Penalty 1925.460733 = -2301489.638440 nChanged 37 SP:Iteration 130Q (2668.247834 sec): 3 clusters Score: Raw -2303423.591352 + Penalty 1925.460733 = -2301498.130619 nChanged 40 SP:Iteration 131Q (2668.312496 sec): 3 clusters Score: Raw -2303431.855391 + Penalty 1925.460733 = -2301506.394658 nChanged 28 SP:Iteration 132Q (2668.391131 sec): 3 clusters Score: Raw -2303436.123736 + Penalty 1925.460733 = -2301510.663003 nChanged 19 SP:Iteration 133Q (2668.466534 sec): 3 clusters Score: Raw -2303439.590749 + Penalty 1925.460733 = -2301514.130016 nChanged 27 SP:Iteration 134Q (2668.538657 sec): 3 clusters Score: Raw -2303443.322894 + Penalty 1925.460733 = -2301517.862161 nChanged 19 SP:Iteration 135Q (2668.604909 sec): 3 clusters Score: Raw -2303446.197007 + Penalty 1925.460733 = -2301520.736274 nChanged 18 SP:Iteration 136Q (2668.673347 sec): 3 clusters Score: Raw -2303448.082900 + Penalty 1925.460733 = -2301522.622167 nChanged 7 SP:Iteration 137Q (2668.740019 sec): 3 clusters Score: Raw -2303448.793005 + Penalty 1925.460733 = -2301523.332272 nChanged 6 SP:Iteration 138Q (2668.823815 sec): 3 clusters Score: Raw -2303449.372797 + Penalty 1925.460733 = -2301523.912064 nChanged 6 SP:Iteration 139Q (2668.897875 sec): 3 clusters Score: Raw -2303449.787110 + Penalty 1925.460733 = -2301524.326377 nChanged 1 SP:Iteration 140F (2668.974274 sec): 3 clusters Score: Raw -2303449.830964 + Penalty 1925.460733 = -2301524.370231 nChanged 0 Score: Raw -58341880.359954 + Penalty 32954.014103 = -58308926.345851 Splitting cluster 11 changes total score from -58179911.704347 to -58308926.345851 So it's getting split into cluster 26. Trying to split cluster 12 (131328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2676.845352 sec): 2 clusters Score: Raw -12645965.070572 + Penalty 1119.618063 = -12644845.452509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2677.055688 sec): 3 clusters Score: Raw -12558925.643097 + Penalty 2239.236125 = -12556686.406972 nChanged 63847 SP:Iteration 1F (2677.270161 sec): 3 clusters Score: Raw -12597083.594351 + Penalty 2239.236125 = -12594844.358226 nChanged 5617 SP:Iteration 2Q (2677.492210 sec): 3 clusters Score: Raw -12599091.593474 + Penalty 2239.236125 = -12596852.357349 nChanged 6566 SP:Iteration 3Q (2677.705902 sec): 3 clusters Score: Raw -12602372.435225 + Penalty 2239.236125 = -12600133.199100 nChanged 8281 SP:Iteration 4F (2677.916481 sec): 3 clusters Score: Raw -12608180.979778 + Penalty 2239.236125 = -12605941.743653 nChanged 10015 SP:Iteration 5F (2678.122217 sec): 3 clusters Score: Raw -12616938.337660 + Penalty 2239.236125 = -12614699.101535 nChanged 10726 SP:Iteration 6F (2678.326484 sec): 3 clusters Score: Raw -12626917.603153 + Penalty 2239.236125 = -12624678.367028 nChanged 9913 SP:Iteration 7F (2678.534829 sec): 3 clusters Score: Raw -12635047.859476 + Penalty 2239.236125 = -12632808.623351 nChanged 7857 SP:Iteration 8F (2678.736946 sec): 3 clusters Score: Raw -12640232.210855 + Penalty 2239.236125 = -12637992.974730 nChanged 5634 SP:Iteration 9Q (2678.948705 sec): 3 clusters Score: Raw -12643123.278566 + Penalty 2239.236125 = -12640884.042441 nChanged 3992 SP:Iteration 10Q (2679.156991 sec): 3 clusters Score: Raw -12644767.672665 + Penalty 2239.236125 = -12642528.436540 nChanged 3048 SP:Iteration 11Q (2679.359850 sec): 3 clusters Score: Raw -12645828.980514 + Penalty 2239.236125 = -12643589.744389 nChanged 2350 SP:Iteration 12Q (2679.572018 sec): 3 clusters Score: Raw -12646485.587666 + Penalty 2239.236125 = -12644246.351541 nChanged 1874 SP:Iteration 13Q (2679.783488 sec): 3 clusters Score: Raw -12646942.254160 + Penalty 2239.236125 = -12644703.018035 nChanged 1562 SP:Iteration 14Q (2679.993648 sec): 3 clusters Score: Raw -12647258.280601 + Penalty 2239.236125 = -12645019.044476 nChanged 1262 SP:Iteration 15Q (2680.213128 sec): 3 clusters Score: Raw -12647486.061400 + Penalty 2239.236125 = -12645246.825275 nChanged 1129 SP:Iteration 16Q (2680.430838 sec): 3 clusters Score: Raw -12647680.823930 + Penalty 2239.236125 = -12645441.587805 nChanged 1042 SP:Iteration 17Q (2680.640398 sec): 3 clusters Score: Raw -12647854.526234 + Penalty 2239.236125 = -12645615.290109 nChanged 920 SP:Iteration 18Q (2680.849087 sec): 3 clusters Score: Raw -12647987.748790 + Penalty 2239.236125 = -12645748.512664 nChanged 812 SP:Iteration 19Q (2681.056882 sec): 3 clusters Score: Raw -12648100.786203 + Penalty 2239.236125 = -12645861.550078 nChanged 757 SP:Iteration 20F (2681.255862 sec): 3 clusters Score: Raw -12648199.943585 + Penalty 2239.236125 = -12645960.707460 nChanged 681 SP:Iteration 21Q (2681.464612 sec): 3 clusters Score: Raw -12648276.417647 + Penalty 2239.236125 = -12646037.181522 nChanged 617 SP:Iteration 22Q (2681.678379 sec): 3 clusters Score: Raw -12648342.210025 + Penalty 2239.236125 = -12646102.973900 nChanged 594 SP:Iteration 23Q (2681.881963 sec): 3 clusters Score: Raw -12648403.085523 + Penalty 2239.236125 = -12646163.849398 nChanged 575 SP:Iteration 24Q (2682.095755 sec): 3 clusters Score: Raw -12648456.075826 + Penalty 2239.236125 = -12646216.839701 nChanged 526 SP:Iteration 25Q (2682.312995 sec): 3 clusters Score: Raw -12648504.443716 + Penalty 2239.236125 = -12646265.207590 nChanged 546 SP:Iteration 26Q (2682.528106 sec): 3 clusters Score: Raw -12648550.325123 + Penalty 2239.236125 = -12646311.088998 nChanged 504 SP:Iteration 27Q (2682.732356 sec): 3 clusters Score: Raw -12648591.526275 + Penalty 2239.236125 = -12646352.290150 nChanged 472 SP:Iteration 28Q (2682.938607 sec): 3 clusters Score: Raw -12648631.092467 + Penalty 2239.236125 = -12646391.856342 nChanged 489 SP:Iteration 29Q (2683.143727 sec): 3 clusters Score: Raw -12648667.008170 + Penalty 2239.236125 = -12646427.772045 nChanged 447 SP:Iteration 30Q (2683.353518 sec): 3 clusters Score: Raw -12648698.844804 + Penalty 2239.236125 = -12646459.608679 nChanged 471 SP:Iteration 31Q (2683.564911 sec): 3 clusters Score: Raw -12648733.221185 + Penalty 2239.236125 = -12646493.985060 nChanged 499 SP:Iteration 32Q (2683.774201 sec): 3 clusters Score: Raw -12648768.177156 + Penalty 2239.236125 = -12646528.941031 nChanged 504 SP:Iteration 33Q (2683.979604 sec): 3 clusters Score: Raw -12648801.680184 + Penalty 2239.236125 = -12646562.444059 nChanged 496 SP:Iteration 34Q (2684.194061 sec): 3 clusters Score: Raw -12648835.680205 + Penalty 2239.236125 = -12646596.444080 nChanged 527 SP:Iteration 35Q (2684.410093 sec): 3 clusters Score: Raw -12648871.822886 + Penalty 2239.236125 = -12646632.586761 nChanged 536 SP:Iteration 36Q (2684.616875 sec): 3 clusters Score: Raw -12648908.788641 + Penalty 2239.236125 = -12646669.552516 nChanged 533 SP:Iteration 37Q (2684.813100 sec): 3 clusters Score: Raw -12648947.233251 + Penalty 2239.236125 = -12646707.997126 nChanged 546 SP:Iteration 38Q (2685.011971 sec): 3 clusters Score: Raw -12648987.120877 + Penalty 2239.236125 = -12646747.884752 nChanged 573 SP:Iteration 39Q (2685.214653 sec): 3 clusters Score: Raw -12649029.261073 + Penalty 2239.236125 = -12646790.024948 nChanged 581 SP:Iteration 40F (2685.419593 sec): 3 clusters Score: Raw -12649071.676238 + Penalty 2239.236125 = -12646832.440113 nChanged 558 SP:Iteration 41Q (2685.625185 sec): 3 clusters Score: Raw -12649110.149815 + Penalty 2239.236125 = -12646870.913690 nChanged 530 SP:Iteration 42Q (2685.834717 sec): 3 clusters Score: Raw -12649144.569312 + Penalty 2239.236125 = -12646905.333187 nChanged 504 SP:Iteration 43Q (2686.038822 sec): 3 clusters Score: Raw -12649179.027164 + Penalty 2239.236125 = -12646939.791039 nChanged 553 SP:Iteration 44Q (2686.250418 sec): 3 clusters Score: Raw -12649219.860556 + Penalty 2239.236125 = -12646980.624431 nChanged 538 SP:Iteration 45Q (2686.452545 sec): 3 clusters Score: Raw -12649259.560978 + Penalty 2239.236125 = -12647020.324853 nChanged 564 SP:Iteration 46Q (2686.659548 sec): 3 clusters Score: Raw -12649302.037449 + Penalty 2239.236125 = -12647062.801324 nChanged 552 SP:Iteration 47Q (2686.860029 sec): 3 clusters Score: Raw -12649342.766331 + Penalty 2239.236125 = -12647103.530206 nChanged 594 SP:Iteration 48Q (2687.064674 sec): 3 clusters Score: Raw -12649388.823014 + Penalty 2239.236125 = -12647149.586889 nChanged 621 SP:Iteration 49Q (2687.278791 sec): 3 clusters Score: Raw -12649437.080117 + Penalty 2239.236125 = -12647197.843992 nChanged 612 SP:Iteration 50Q (2687.485407 sec): 3 clusters Score: Raw -12649481.884769 + Penalty 2239.236125 = -12647242.648644 nChanged 586 SP:Iteration 51Q (2687.689077 sec): 3 clusters Score: Raw -12649525.151720 + Penalty 2239.236125 = -12647285.915595 nChanged 577 SP:Iteration 52Q (2687.885368 sec): 3 clusters Score: Raw -12649568.577072 + Penalty 2239.236125 = -12647329.340947 nChanged 603 SP:Iteration 53Q (2688.100233 sec): 3 clusters Score: Raw -12649613.188697 + Penalty 2239.236125 = -12647373.952572 nChanged 609 SP:Iteration 54Q (2688.314159 sec): 3 clusters Score: Raw -12649659.793944 + Penalty 2239.236125 = -12647420.557819 nChanged 613 SP:Iteration 55Q (2688.525638 sec): 3 clusters Score: Raw -12649705.271987 + Penalty 2239.236125 = -12647466.035862 nChanged 608 SP:Iteration 56Q (2688.723079 sec): 3 clusters Score: Raw -12649752.505018 + Penalty 2239.236125 = -12647513.268893 nChanged 627 SP:Iteration 57Q (2688.919366 sec): 3 clusters Score: Raw -12649800.382232 + Penalty 2239.236125 = -12647561.146107 nChanged 609 SP:Iteration 58Q (2689.111753 sec): 3 clusters Score: Raw -12649847.353681 + Penalty 2239.236125 = -12647608.117556 nChanged 632 SP:Iteration 59Q (2689.321269 sec): 3 clusters Score: Raw -12649894.791220 + Penalty 2239.236125 = -12647655.555095 nChanged 596 SP:Iteration 60F (2689.530056 sec): 3 clusters Score: Raw -12649938.332580 + Penalty 2239.236125 = -12647699.096455 nChanged 595 SP:Iteration 61Q (2689.729792 sec): 3 clusters Score: Raw -12649981.795836 + Penalty 2239.236125 = -12647742.559711 nChanged 595 SP:Iteration 62Q (2689.939267 sec): 3 clusters Score: Raw -12650024.784231 + Penalty 2239.236125 = -12647785.548106 nChanged 646 SP:Iteration 63Q (2690.128533 sec): 3 clusters Score: Raw -12650074.208094 + Penalty 2239.236125 = -12647834.971969 nChanged 623 SP:Iteration 64Q (2690.334671 sec): 3 clusters Score: Raw -12650119.936224 + Penalty 2239.236125 = -12647880.700099 nChanged 594 SP:Iteration 65Q (2690.537181 sec): 3 clusters Score: Raw -12650163.419595 + Penalty 2239.236125 = -12647924.183470 nChanged 597 SP:Iteration 66Q (2690.738736 sec): 3 clusters Score: Raw -12650208.094842 + Penalty 2239.236125 = -12647968.858717 nChanged 574 SP:Iteration 67Q (2690.941932 sec): 3 clusters Score: Raw -12650250.400450 + Penalty 2239.236125 = -12648011.164325 nChanged 611 SP:Iteration 68Q (2691.146288 sec): 3 clusters Score: Raw -12650295.700651 + Penalty 2239.236125 = -12648056.464526 nChanged 546 SP:Iteration 69Q (2691.337839 sec): 3 clusters Score: Raw -12650335.026145 + Penalty 2239.236125 = -12648095.790020 nChanged 573 SP:Iteration 70Q (2691.542084 sec): 3 clusters Score: Raw -12650376.541859 + Penalty 2239.236125 = -12648137.305734 nChanged 585 SP:Iteration 71Q (2691.749485 sec): 3 clusters Score: Raw -12650418.778033 + Penalty 2239.236125 = -12648179.541908 nChanged 559 SP:Iteration 72Q (2691.955685 sec): 3 clusters Score: Raw -12650456.438279 + Penalty 2239.236125 = -12648217.202154 nChanged 539 SP:Iteration 73Q (2692.159037 sec): 3 clusters Score: Raw -12650493.258148 + Penalty 2239.236125 = -12648254.022023 nChanged 540 SP:Iteration 74Q (2692.358481 sec): 3 clusters Score: Raw -12650531.411621 + Penalty 2239.236125 = -12648292.175496 nChanged 562 SP:Iteration 75Q (2692.553216 sec): 3 clusters Score: Raw -12650569.866827 + Penalty 2239.236125 = -12648330.630702 nChanged 531 SP:Iteration 76Q (2692.749587 sec): 3 clusters Score: Raw -12650606.288709 + Penalty 2239.236125 = -12648367.052584 nChanged 504 SP:Iteration 77Q (2692.946746 sec): 3 clusters Score: Raw -12650641.443670 + Penalty 2239.236125 = -12648402.207545 nChanged 520 SP:Iteration 78Q (2693.135297 sec): 3 clusters Score: Raw -12650676.083027 + Penalty 2239.236125 = -12648436.846902 nChanged 517 SP:Iteration 79Q (2693.330323 sec): 3 clusters Score: Raw -12650711.216449 + Penalty 2239.236125 = -12648471.980323 nChanged 513 SP:Iteration 80F (2693.540626 sec): 3 clusters Score: Raw -12650744.587824 + Penalty 2239.236125 = -12648505.351699 nChanged 505 SP:Iteration 81Q (2693.738545 sec): 3 clusters Score: Raw -12650778.616277 + Penalty 2239.236125 = -12648539.380152 nChanged 506 SP:Iteration 82Q (2693.943704 sec): 3 clusters Score: Raw -12650811.432410 + Penalty 2239.236125 = -12648572.196285 nChanged 477 SP:Iteration 83Q (2694.141430 sec): 3 clusters Score: Raw -12650843.001985 + Penalty 2239.236125 = -12648603.765860 nChanged 487 SP:Iteration 84Q (2694.339539 sec): 3 clusters Score: Raw -12650877.317110 + Penalty 2239.236125 = -12648638.080985 nChanged 472 SP:Iteration 85Q (2694.538652 sec): 3 clusters Score: Raw -12650908.035661 + Penalty 2239.236125 = -12648668.799535 nChanged 473 SP:Iteration 86Q (2694.735430 sec): 3 clusters Score: Raw -12650938.788283 + Penalty 2239.236125 = -12648699.552158 nChanged 448 SP:Iteration 87Q (2694.939799 sec): 3 clusters Score: Raw -12650969.641775 + Penalty 2239.236125 = -12648730.405650 nChanged 455 SP:Iteration 88Q (2695.138686 sec): 3 clusters Score: Raw -12651001.285856 + Penalty 2239.236125 = -12648762.049731 nChanged 446 SP:Iteration 89Q (2695.342611 sec): 3 clusters Score: Raw -12651030.023890 + Penalty 2239.236125 = -12648790.787765 nChanged 428 SP:Iteration 90Q (2695.544053 sec): 3 clusters Score: Raw -12651055.391271 + Penalty 2239.236125 = -12648816.155146 nChanged 395 SP:Iteration 91Q (2695.739910 sec): 3 clusters Score: Raw -12651078.897416 + Penalty 2239.236125 = -12648839.661291 nChanged 391 SP:Iteration 92Q (2695.948827 sec): 3 clusters Score: Raw -12651100.316080 + Penalty 2239.236125 = -12648861.079955 nChanged 366 SP:Iteration 93Q (2696.154717 sec): 3 clusters Score: Raw -12651119.685772 + Penalty 2239.236125 = -12648880.449647 nChanged 369 SP:Iteration 94Q (2696.358500 sec): 3 clusters Score: Raw -12651139.845149 + Penalty 2239.236125 = -12648900.609024 nChanged 379 SP:Iteration 95Q (2696.563240 sec): 3 clusters Score: Raw -12651161.735551 + Penalty 2239.236125 = -12648922.499426 nChanged 376 SP:Iteration 96Q (2696.758505 sec): 3 clusters Score: Raw -12651182.917242 + Penalty 2239.236125 = -12648943.681117 nChanged 378 SP:Iteration 97Q (2696.959506 sec): 3 clusters Score: Raw -12651203.605121 + Penalty 2239.236125 = -12648964.368996 nChanged 333 SP:Iteration 98Q (2697.160213 sec): 3 clusters Score: Raw -12651220.364831 + Penalty 2239.236125 = -12648981.128706 nChanged 312 SP:Iteration 99Q (2697.362545 sec): 3 clusters Score: Raw -12651234.224668 + Penalty 2239.236125 = -12648994.988543 nChanged 300 SP:Iteration 100F (2697.570005 sec): 3 clusters Score: Raw -12651248.801664 + Penalty 2239.236125 = -12649009.565539 nChanged 301 SP:Iteration 101Q (2697.774280 sec): 3 clusters Score: Raw -12651262.071496 + Penalty 2239.236125 = -12649022.835371 nChanged 283 SP:Iteration 102Q (2697.975139 sec): 3 clusters Score: Raw -12651274.269190 + Penalty 2239.236125 = -12649035.033065 nChanged 271 SP:Iteration 103Q (2698.178895 sec): 3 clusters Score: Raw -12651286.337447 + Penalty 2239.236125 = -12649047.101322 nChanged 245 SP:Iteration 104Q (2698.373606 sec): 3 clusters Score: Raw -12651296.229262 + Penalty 2239.236125 = -12649056.993137 nChanged 214 SP:Iteration 105Q (2698.564605 sec): 3 clusters Score: Raw -12651303.383293 + Penalty 2239.236125 = -12649064.147168 nChanged 182 SP:Iteration 106Q (2698.764227 sec): 3 clusters Score: Raw -12651309.178160 + Penalty 2239.236125 = -12649069.942035 nChanged 180 SP:Iteration 107Q (2698.958991 sec): 3 clusters Score: Raw -12651314.556730 + Penalty 2239.236125 = -12649075.320605 nChanged 164 SP:Iteration 108Q (2699.159502 sec): 3 clusters Score: Raw -12651319.698683 + Penalty 2239.236125 = -12649080.462558 nChanged 158 SP:Iteration 109Q (2699.354268 sec): 3 clusters Score: Raw -12651324.751037 + Penalty 2239.236125 = -12649085.514912 nChanged 174 SP:Iteration 110Q (2699.552812 sec): 3 clusters Score: Raw -12651329.899368 + Penalty 2239.236125 = -12649090.663243 nChanged 158 SP:Iteration 111Q (2699.748757 sec): 3 clusters Score: Raw -12651334.762241 + Penalty 2239.236125 = -12649095.526116 nChanged 138 SP:Iteration 112Q (2699.948490 sec): 3 clusters Score: Raw -12651338.907192 + Penalty 2239.236125 = -12649099.671067 nChanged 155 SP:Iteration 113Q (2700.147676 sec): 3 clusters Score: Raw -12651343.642841 + Penalty 2239.236125 = -12649104.406716 nChanged 139 SP:Iteration 114Q (2700.338684 sec): 3 clusters Score: Raw -12651347.830063 + Penalty 2239.236125 = -12649108.593938 nChanged 142 SP:Iteration 115Q (2700.542404 sec): 3 clusters Score: Raw -12651352.319758 + Penalty 2239.236125 = -12649113.083633 nChanged 155 SP:Iteration 116Q (2700.737872 sec): 3 clusters Score: Raw -12651357.485381 + Penalty 2239.236125 = -12649118.249256 nChanged 157 SP:Iteration 117Q (2700.928684 sec): 3 clusters Score: Raw -12651362.071090 + Penalty 2239.236125 = -12649122.834965 nChanged 130 SP:Iteration 118Q (2701.134484 sec): 3 clusters Score: Raw -12651365.509901 + Penalty 2239.236125 = -12649126.273776 nChanged 135 SP:Iteration 119Q (2701.330606 sec): 3 clusters Score: Raw -12651368.882221 + Penalty 2239.236125 = -12649129.646096 nChanged 123 SP:Iteration 120F (2701.540757 sec): 3 clusters Score: Raw -12651371.927844 + Penalty 2239.236125 = -12649132.691719 nChanged 118 SP:Iteration 121Q (2701.740631 sec): 3 clusters Score: Raw -12651375.087688 + Penalty 2239.236125 = -12649135.851563 nChanged 115 SP:Iteration 122Q (2701.941439 sec): 3 clusters Score: Raw -12651378.248190 + Penalty 2239.236125 = -12649139.012065 nChanged 116 SP:Iteration 123Q (2702.138285 sec): 3 clusters Score: Raw -12651381.299071 + Penalty 2239.236125 = -12649142.062946 nChanged 112 SP:Iteration 124Q (2702.335693 sec): 3 clusters Score: Raw -12651384.106305 + Penalty 2239.236125 = -12649144.870180 nChanged 102 SP:Iteration 125Q (2702.530553 sec): 3 clusters Score: Raw -12651386.450720 + Penalty 2239.236125 = -12649147.214595 nChanged 106 SP:Iteration 126Q (2702.724636 sec): 3 clusters Score: Raw -12651388.944790 + Penalty 2239.236125 = -12649149.708665 nChanged 106 SP:Iteration 127Q (2702.914322 sec): 3 clusters Score: Raw -12651391.554798 + Penalty 2239.236125 = -12649152.318673 nChanged 94 SP:Iteration 128Q (2703.109786 sec): 3 clusters Score: Raw -12651393.350486 + Penalty 2239.236125 = -12649154.114361 nChanged 70 SP:Iteration 129Q (2703.312006 sec): 3 clusters Score: Raw -12651394.951503 + Penalty 2239.236125 = -12649155.715378 nChanged 75 SP:Iteration 130Q (2703.508508 sec): 3 clusters Score: Raw -12651396.669501 + Penalty 2239.236125 = -12649157.433376 nChanged 79 SP:Iteration 131Q (2703.697513 sec): 3 clusters Score: Raw -12651398.408320 + Penalty 2239.236125 = -12649159.172195 nChanged 69 SP:Iteration 132Q (2703.880579 sec): 3 clusters Score: Raw -12651399.997698 + Penalty 2239.236125 = -12649160.761573 nChanged 67 SP:Iteration 133Q (2704.083130 sec): 3 clusters Score: Raw -12651401.380696 + Penalty 2239.236125 = -12649162.144571 nChanged 52 SP:Iteration 134Q (2704.275277 sec): 3 clusters Score: Raw -12651402.441152 + Penalty 2239.236125 = -12649163.205027 nChanged 50 SP:Iteration 135Q (2704.475548 sec): 3 clusters Score: Raw -12651403.301913 + Penalty 2239.236125 = -12649164.065788 nChanged 56 SP:Iteration 136Q (2704.670651 sec): 3 clusters Score: Raw -12651404.309992 + Penalty 2239.236125 = -12649165.073867 nChanged 37 SP:Iteration 137Q (2704.862094 sec): 3 clusters Score: Raw -12651405.039916 + Penalty 2239.236125 = -12649165.803791 nChanged 41 SP:Iteration 138Q (2705.064809 sec): 3 clusters Score: Raw -12651405.873130 + Penalty 2239.236125 = -12649166.637005 nChanged 42 SP:Iteration 139Q (2705.259722 sec): 3 clusters Score: Raw -12651406.527817 + Penalty 2239.236125 = -12649167.291692 nChanged 40 SP:Iteration 140F (2705.471841 sec): 3 clusters Score: Raw -12651407.031091 + Penalty 2239.236125 = -12649167.794966 nChanged 37 SP:Iteration 141Q (2705.661110 sec): 3 clusters Score: Raw -12651407.529988 + Penalty 2239.236125 = -12649168.293863 nChanged 35 SP:Iteration 142Q (2705.852197 sec): 3 clusters Score: Raw -12651408.040021 + Penalty 2239.236125 = -12649168.803896 nChanged 23 SP:Iteration 143Q (2706.044756 sec): 3 clusters Score: Raw -12651408.360326 + Penalty 2239.236125 = -12649169.124201 nChanged 25 SP:Iteration 144Q (2706.247848 sec): 3 clusters Score: Raw -12651408.708796 + Penalty 2239.236125 = -12649169.472671 nChanged 29 SP:Iteration 145Q (2706.442304 sec): 3 clusters Score: Raw -12651409.189141 + Penalty 2239.236125 = -12649169.953016 nChanged 27 SP:Iteration 146Q (2706.633419 sec): 3 clusters Score: Raw -12651409.569764 + Penalty 2239.236125 = -12649170.333639 nChanged 25 SP:Iteration 147Q (2706.841020 sec): 3 clusters Score: Raw -12651409.894602 + Penalty 2239.236125 = -12649170.658477 nChanged 21 SP:Iteration 148Q (2707.028643 sec): 3 clusters Score: Raw -12651410.156421 + Penalty 2239.236125 = -12649170.920296 nChanged 17 SP:Iteration 149Q (2707.222474 sec): 3 clusters Score: Raw -12651410.286926 + Penalty 2239.236125 = -12649171.050801 nChanged 6 SP:Iteration 150Q (2707.424300 sec): 3 clusters Score: Raw -12651410.329307 + Penalty 2239.236125 = -12649171.093182 nChanged 5 SP:Iteration 151Q (2707.619763 sec): 3 clusters Score: Raw -12651410.358913 + Penalty 2239.236125 = -12649171.122788 nChanged 5 SP:Iteration 152Q (2707.812329 sec): 3 clusters Score: Raw -12651410.404222 + Penalty 2239.236125 = -12649171.168097 nChanged 5 SP:Iteration 153Q (2708.012942 sec): 3 clusters Score: Raw -12651410.457372 + Penalty 2239.236125 = -12649171.221247 nChanged 3 SP:Iteration 154Q (2708.202076 sec): 3 clusters Score: Raw -12651410.475880 + Penalty 2239.236125 = -12649171.239755 nChanged 5 SP:Iteration 155Q (2708.406462 sec): 3 clusters Score: Raw -12651410.513320 + Penalty 2239.236125 = -12649171.277195 nChanged 4 SP:Iteration 156Q (2708.591818 sec): 3 clusters Score: Raw -12651410.564536 + Penalty 2239.236125 = -12649171.328411 nChanged 7 SP:Iteration 157Q (2708.797250 sec): 3 clusters Score: Raw -12651410.634660 + Penalty 2239.236125 = -12649171.398535 nChanged 11 SP:Iteration 158Q (2708.995697 sec): 3 clusters Score: Raw -12651410.791551 + Penalty 2239.236125 = -12649171.555426 nChanged 15 SP:Iteration 159Q (2709.193044 sec): 3 clusters Score: Raw -12651410.948371 + Penalty 2239.236125 = -12649171.712246 nChanged 14 SP:Iteration 160F (2709.398736 sec): 3 clusters Score: Raw -12651411.112462 + Penalty 2239.236125 = -12649171.876337 nChanged 9 SP:Iteration 161Q (2709.584702 sec): 3 clusters Score: Raw -12651411.207288 + Penalty 2239.236125 = -12649171.971163 nChanged 7 SP:Iteration 162Q (2709.766684 sec): 3 clusters Score: Raw -12651411.291318 + Penalty 2239.236125 = -12649172.055193 nChanged 7 SP:Iteration 163Q (2709.967022 sec): 3 clusters Score: Raw -12651411.358313 + Penalty 2239.236125 = -12649172.122188 nChanged 4 SP:Iteration 164Q (2710.159439 sec): 3 clusters Score: Raw -12651411.394809 + Penalty 2239.236125 = -12649172.158684 nChanged 5 SP:Iteration 165Q (2710.354148 sec): 3 clusters Score: Raw -12651411.442766 + Penalty 2239.236125 = -12649172.206641 nChanged 5 SP:Iteration 166Q (2710.552551 sec): 3 clusters Score: Raw -12651411.492288 + Penalty 2239.236125 = -12649172.256163 nChanged 5 SP:Iteration 167Q (2710.737255 sec): 3 clusters Score: Raw -12651411.530984 + Penalty 2239.236125 = -12649172.294859 nChanged 7 SP:Iteration 168Q (2710.910786 sec): 3 clusters Score: Raw -12651411.575960 + Penalty 2239.236125 = -12649172.339835 nChanged 7 SP:Iteration 169Q (2711.109402 sec): 3 clusters Score: Raw -12651411.631041 + Penalty 2239.236125 = -12649172.394915 nChanged 6 SP:Iteration 170Q (2711.316032 sec): 3 clusters Score: Raw -12651411.677233 + Penalty 2239.236125 = -12649172.441108 nChanged 2 SP:Iteration 171Q (2711.518667 sec): 3 clusters Score: Raw -12651411.692253 + Penalty 2239.236125 = -12649172.456128 nChanged 4 SP:Iteration 172Q (2711.717180 sec): 3 clusters Score: Raw -12651411.736820 + Penalty 2239.236125 = -12649172.500695 nChanged 7 SP:Iteration 173Q (2711.912087 sec): 3 clusters Score: Raw -12651411.799974 + Penalty 2239.236125 = -12649172.563849 nChanged 9 SP:Iteration 174Q (2712.104278 sec): 3 clusters Score: Raw -12651411.880663 + Penalty 2239.236125 = -12649172.644538 nChanged 6 SP:Iteration 175Q (2712.301760 sec): 3 clusters Score: Raw -12651411.931056 + Penalty 2239.236125 = -12649172.694931 nChanged 10 SP:Iteration 176Q (2712.500345 sec): 3 clusters Score: Raw -12651412.045600 + Penalty 2239.236125 = -12649172.809475 nChanged 15 SP:Iteration 177Q (2712.689999 sec): 3 clusters Score: Raw -12651412.181242 + Penalty 2239.236125 = -12649172.945117 nChanged 14 SP:Iteration 178Q (2712.887598 sec): 3 clusters Score: Raw -12651412.305994 + Penalty 2239.236125 = -12649173.069869 nChanged 14 SP:Iteration 179Q (2713.074491 sec): 3 clusters Score: Raw -12651412.430791 + Penalty 2239.236125 = -12649173.194666 nChanged 8 SP:Iteration 180F (2713.279151 sec): 3 clusters Score: Raw -12651412.478573 + Penalty 2239.236125 = -12649173.242448 nChanged 5 SP:Iteration 181Q (2713.471797 sec): 3 clusters Score: Raw -12651412.509155 + Penalty 2239.236125 = -12649173.273030 nChanged 3 SP:Iteration 182Q (2713.671082 sec): 3 clusters Score: Raw -12651412.525099 + Penalty 2239.236125 = -12649173.288974 nChanged 5 SP:Iteration 183Q (2713.859246 sec): 3 clusters Score: Raw -12651412.555969 + Penalty 2239.236125 = -12649173.319844 nChanged 4 SP:Iteration 184Q (2714.054086 sec): 3 clusters Score: Raw -12651412.582559 + Penalty 2239.236125 = -12649173.346434 nChanged 6 SP:Iteration 185Q (2714.247267 sec): 3 clusters Score: Raw -12651412.629141 + Penalty 2239.236125 = -12649173.393016 nChanged 6 SP:Iteration 186Q (2714.442806 sec): 3 clusters Score: Raw -12651412.662778 + Penalty 2239.236125 = -12649173.426653 nChanged 3 SP:Iteration 187Q (2714.644818 sec): 3 clusters Score: Raw -12651412.683949 + Penalty 2239.236125 = -12649173.447824 nChanged 2 SP:Iteration 188Q (2714.841671 sec): 3 clusters Score: Raw -12651412.695038 + Penalty 2239.236125 = -12649173.458913 nChanged 3 SP:Iteration 189Q (2715.033316 sec): 3 clusters Score: Raw -12651412.721397 + Penalty 2239.236125 = -12649173.485272 nChanged 2 SP:Iteration 190Q (2715.225482 sec): 3 clusters Score: Raw -12651412.736893 + Penalty 2239.236125 = -12649173.500768 nChanged 2 SP:Iteration 191Q (2715.426133 sec): 3 clusters Score: Raw -12651412.748469 + Penalty 2239.236125 = -12649173.512344 nChanged 4 SP:Iteration 192Q (2715.614852 sec): 3 clusters Score: Raw -12651412.788187 + Penalty 2239.236125 = -12649173.552062 nChanged 7 SP:Iteration 193Q (2715.812509 sec): 3 clusters Score: Raw -12651412.845979 + Penalty 2239.236125 = -12649173.609854 nChanged 8 SP:Iteration 194Q (2716.009234 sec): 3 clusters Score: Raw -12651412.905347 + Penalty 2239.236125 = -12649173.669222 nChanged 9 SP:Iteration 195Q (2716.218577 sec): 3 clusters Score: Raw -12651412.978937 + Penalty 2239.236125 = -12649173.742812 nChanged 3 SP:Iteration 196Q (2716.417743 sec): 3 clusters Score: Raw -12651413.007599 + Penalty 2239.236125 = -12649173.771474 nChanged 4 SP:Iteration 197Q (2716.611826 sec): 3 clusters Score: Raw -12651413.041649 + Penalty 2239.236125 = -12649173.805524 nChanged 7 SP:Iteration 198Q (2716.803552 sec): 3 clusters Score: Raw -12651413.113911 + Penalty 2239.236125 = -12649173.877786 nChanged 14 SP:Iteration 199Q (2717.005028 sec): 3 clusters Score: Raw -12651413.238421 + Penalty 2239.236125 = -12649174.002296 nChanged 7 SP:Iteration 200F (2717.212071 sec): 3 clusters Score: Raw -12651413.307078 + Penalty 2239.236125 = -12649174.070953 nChanged 12 SP:Iteration 201Q (2717.409431 sec): 3 clusters Score: Raw -12651413.416663 + Penalty 2239.236125 = -12649174.180538 nChanged 14 SP:Iteration 202Q (2717.592534 sec): 3 clusters Score: Raw -12651413.514477 + Penalty 2239.236125 = -12649174.278352 nChanged 7 SP:Iteration 203Q (2717.785884 sec): 3 clusters Score: Raw -12651413.562141 + Penalty 2239.236125 = -12649174.326016 nChanged 7 SP:Iteration 204Q (2717.978925 sec): 3 clusters Score: Raw -12651413.631265 + Penalty 2239.236125 = -12649174.395140 nChanged 3 SP:Iteration 205Q (2718.177596 sec): 3 clusters Score: Raw -12651413.647884 + Penalty 2239.236125 = -12649174.411759 nChanged 5 SP:Iteration 206Q (2718.370854 sec): 3 clusters Score: Raw -12651413.707757 + Penalty 2239.236125 = -12649174.471632 nChanged 4 SP:Iteration 207Q (2718.564733 sec): 3 clusters Score: Raw -12651413.740061 + Penalty 2239.236125 = -12649174.503936 nChanged 2 SP:Iteration 208Q (2718.763951 sec): 3 clusters Score: Raw -12651413.754883 + Penalty 2239.236125 = -12649174.518758 nChanged 1 SP:Iteration 209Q (2718.960976 sec): 3 clusters Score: Raw -12651413.759085 + Penalty 2239.236125 = -12649174.522960 nChanged 1 SP:Iteration 210Q (2719.156564 sec): 3 clusters Score: Raw -12651413.763567 + Penalty 2239.236125 = -12649174.527442 nChanged 0 SP:Iteration 211F (2719.372506 sec): 3 clusters Score: Raw -12651413.763567 + Penalty 2239.236125 = -12649174.527442 nChanged 0 Score: Raw -58347329.052949 + Penalty 34221.476184 = -58313107.576764 Splitting cluster 12 changes total score from -58179911.704347 to -58313107.576764 So it's getting split into cluster 27. Trying to split cluster 13 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2727.363886 sec): 2 clusters Score: Raw -69165.815358 + Penalty 636.686235 = -68529.129124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2727.405178 sec): 3 clusters Score: Raw -68871.511877 + Penalty 1273.372470 = -67598.139407 nChanged 281 SP:Iteration 1F (2727.440141 sec): 3 clusters Score: Raw -69165.690852 + Penalty 1273.372470 = -67892.318382 nChanged 70 SP:Iteration 2F (2727.488683 sec): 3 clusters Score: Raw -69266.914140 + Penalty 1273.372470 = -67993.541671 nChanged 42 SP:Iteration 3F (2727.522234 sec): 3 clusters Score: Raw -69341.111179 + Penalty 1273.372470 = -68067.738709 nChanged 31 SP:Iteration 4Q (2727.576137 sec): 3 clusters Score: Raw -69397.283120 + Penalty 1273.372470 = -68123.910651 nChanged 48 SP:Iteration 5F (2727.615416 sec): 3 clusters Score: Raw -69485.905555 + Penalty 1273.372470 = -68212.533085 nChanged 46 SP:Iteration 6F (2727.656479 sec): 3 clusters Score: Raw -69649.184881 + Penalty 1273.372470 = -68375.812412 nChanged 57 SP:Iteration 7F (2727.700121 sec): 3 clusters Score: Raw -69804.037615 + Penalty 1273.372470 = -68530.665146 nChanged 51 SP:Iteration 8F (2727.746977 sec): 3 clusters Score: Raw -69956.823619 + Penalty 1273.372470 = -68683.451150 nChanged 41 SP:Iteration 9F (2727.785363 sec): 3 clusters Score: Raw -70110.563736 + Penalty 1273.372470 = -68837.191266 nChanged 34 SP:Iteration 10Q (2727.828313 sec): 3 clusters Score: Raw -70239.783188 + Penalty 1273.372470 = -68966.410718 nChanged 23 SP:Iteration 11Q (2727.862569 sec): 3 clusters Score: Raw -70347.099196 + Penalty 1273.372470 = -69073.726726 nChanged 8 SP:Iteration 12Q (2727.897756 sec): 3 clusters Score: Raw -70395.995077 + Penalty 1273.372470 = -69122.622608 nChanged 4 SP:Iteration 13Q (2727.948727 sec): 3 clusters Score: Raw -70427.572078 + Penalty 1273.372470 = -69154.199609 nChanged 4 SP:Iteration 14Q (2727.996265 sec): 3 clusters Score: Raw -70433.669948 + Penalty 1273.372470 = -69160.297478 nChanged 0 SP:Iteration 15F (2728.033130 sec): 3 clusters Score: Raw -70433.669948 + Penalty 1273.372470 = -69160.297478 nChanged 0 Score: Raw -58348596.907538 + Penalty 35488.938265 = -58313107.969273 Splitting cluster 13 changes total score from -58179911.704347 to -58313107.969273 So it's getting split into cluster 28. Trying to split cluster 14 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2736.328056 sec): 2 clusters Score: Raw -15436.954748 + Penalty 546.494401 = -14890.460347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2736.374228 sec): 3 clusters Score: Raw -15545.041360 + Penalty 1092.988801 = -14452.052558 nChanged 96 SP:Iteration 1F (2736.412791 sec): 3 clusters Score: Raw -15840.469785 + Penalty 1092.988801 = -14747.480984 nChanged 34 SP:Iteration 2F (2736.465968 sec): 3 clusters Score: Raw -16057.707173 + Penalty 1092.988801 = -14964.718371 nChanged 20 SP:Iteration 3F (2736.506031 sec): 3 clusters Score: Raw -16118.691848 + Penalty 1092.988801 = -15025.703046 nChanged 11 SP:Iteration 4Q (2736.556751 sec): 3 clusters Score: Raw -16204.899040 + Penalty 1092.988801 = -15111.910239 nChanged 10 SP:Iteration 5Q (2736.596685 sec): 3 clusters Score: Raw -16315.085742 + Penalty 1092.988801 = -15222.096941 nChanged 8 SP:Iteration 6Q (2736.642607 sec): 3 clusters Score: Raw -16399.724904 + Penalty 1092.988801 = -15306.736103 nChanged 4 SP:Iteration 7Q (2736.681539 sec): 3 clusters Score: Raw -16423.730032 + Penalty 1092.988801 = -15330.741230 nChanged 1 SP:Iteration 8Q (2736.729431 sec): 3 clusters Score: Raw -16424.636796 + Penalty 1092.988801 = -15331.647994 nChanged 1 SP:Iteration 9Q (2736.774559 sec): 3 clusters Score: Raw -16432.816637 + Penalty 1092.988801 = -15339.827836 nChanged 0 SP:Iteration 10F (2736.813099 sec): 3 clusters Score: Raw -16433.864704 + Penalty 1092.988801 = -15340.875903 nChanged 1 SP:Iteration 11Q (2736.855221 sec): 3 clusters Score: Raw -16471.926598 + Penalty 1092.988801 = -15378.937797 nChanged 4 SP:Iteration 12Q (2736.902830 sec): 3 clusters Score: Raw -16490.250617 + Penalty 1092.988801 = -15397.261816 nChanged 2 SP:Iteration 13Q (2736.949541 sec): 3 clusters Score: Raw -16498.235635 + Penalty 1092.988801 = -15405.246834 nChanged 1 SP:Iteration 14Q (2736.997010 sec): 3 clusters Score: Raw -16516.192489 + Penalty 1092.988801 = -15423.203688 nChanged 2 SP:Iteration 15Q (2737.037087 sec): 3 clusters Score: Raw -16520.838841 + Penalty 1092.988801 = -15427.850040 nChanged 0 SP:Iteration 16F (2737.091438 sec): 3 clusters Score: Raw -16521.928370 + Penalty 1092.988801 = -15428.939569 nChanged 1 SP:Iteration 17Q (2737.133462 sec): 3 clusters Score: Raw -16547.210096 + Penalty 1092.988801 = -15454.221295 nChanged 2 SP:Iteration 18Q (2737.182365 sec): 3 clusters Score: Raw -16581.082746 + Penalty 1092.988801 = -15488.093945 nChanged 7 SP:Iteration 19Q (2737.226222 sec): 3 clusters Score: Raw -16639.693893 + Penalty 1092.988801 = -15546.705092 nChanged 7 SP:Iteration 20F (2737.260180 sec): 3 clusters Score: Raw -16669.880654 + Penalty 1092.988801 = -15576.891853 nChanged 7 SP:Iteration 21Q (2737.304512 sec): 3 clusters Score: Raw -16701.831250 + Penalty 1092.988801 = -15608.842448 nChanged 3 SP:Iteration 22Q (2737.349563 sec): 3 clusters Score: Raw -16739.156710 + Penalty 1092.988801 = -15646.167909 nChanged 5 SP:Iteration 23Q (2737.397844 sec): 3 clusters Score: Raw -16758.063545 + Penalty 1092.988801 = -15665.074744 nChanged 0 SP:Iteration 24F (2737.453279 sec): 3 clusters Score: Raw -16758.063545 + Penalty 1092.988801 = -15665.074744 nChanged 0 Score: Raw -58349918.016335 + Penalty 36756.400346 = -58313161.615989 Splitting cluster 14 changes total score from -58179911.704347 to -58313161.615989 So it's getting split into cluster 29. Trying to split cluster 15 (29402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2746.033277 sec): 2 clusters Score: Raw -2731105.414615 + Penalty 977.437708 = -2730127.976907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2746.116086 sec): 3 clusters Score: Raw -2712372.943123 + Penalty 1954.875416 = -2710418.067707 nChanged 13984 SP:Iteration 1F (2746.199304 sec): 3 clusters Score: Raw -2720952.658112 + Penalty 1954.875416 = -2718997.782696 nChanged 1642 SP:Iteration 2F (2746.283423 sec): 3 clusters Score: Raw -2721747.753268 + Penalty 1954.875416 = -2719792.877852 nChanged 1650 SP:Iteration 3F (2746.356369 sec): 3 clusters Score: Raw -2722656.230652 + Penalty 1954.875416 = -2720701.355236 nChanged 1778 SP:Iteration 4F (2746.439070 sec): 3 clusters Score: Raw -2723682.321619 + Penalty 1954.875416 = -2721727.446203 nChanged 1715 SP:Iteration 5F (2746.521944 sec): 3 clusters Score: Raw -2724663.094919 + Penalty 1954.875416 = -2722708.219503 nChanged 1498 SP:Iteration 6F (2746.603637 sec): 3 clusters Score: Raw -2725471.869686 + Penalty 1954.875416 = -2723516.994270 nChanged 1316 SP:Iteration 7Q (2746.671409 sec): 3 clusters Score: Raw -2726229.190367 + Penalty 1954.875416 = -2724274.314951 nChanged 1178 SP:Iteration 8Q (2746.752451 sec): 3 clusters Score: Raw -2726979.492358 + Penalty 1954.875416 = -2725024.616942 nChanged 1064 SP:Iteration 9Q (2746.845315 sec): 3 clusters Score: Raw -2727733.376489 + Penalty 1954.875416 = -2725778.501073 nChanged 996 SP:Iteration 10Q (2746.932079 sec): 3 clusters Score: Raw -2728606.690078 + Penalty 1954.875416 = -2726651.814662 nChanged 832 SP:Iteration 11Q (2747.012540 sec): 3 clusters Score: Raw -2729734.055955 + Penalty 1954.875416 = -2727779.180539 nChanged 769 SP:Iteration 12Q (2747.088843 sec): 3 clusters Score: Raw -2731770.545764 + Penalty 1954.875416 = -2729815.670348 nChanged 779 SP:Iteration 13Q (2747.174246 sec): 3 clusters Score: Raw -2733828.640631 + Penalty 1954.875416 = -2731873.765215 nChanged 1030 SP:Iteration 14Q (2747.252224 sec): 3 clusters Score: Raw -2734924.423528 + Penalty 1954.875416 = -2732969.548112 nChanged 1113 SP:Iteration 15Q (2747.330936 sec): 3 clusters Score: Raw -2736068.632423 + Penalty 1954.875416 = -2734113.757008 nChanged 1246 SP:Iteration 16Q (2747.414935 sec): 3 clusters Score: Raw -2737364.015756 + Penalty 1954.875416 = -2735409.140340 nChanged 1273 SP:Iteration 17Q (2747.497477 sec): 3 clusters Score: Raw -2738658.845113 + Penalty 1954.875416 = -2736703.969697 nChanged 1195 SP:Iteration 18Q (2747.568889 sec): 3 clusters Score: Raw -2739740.917413 + Penalty 1954.875416 = -2737786.041997 nChanged 822 SP:Iteration 19Q (2747.646085 sec): 3 clusters Score: Raw -2740402.406879 + Penalty 1954.875416 = -2738447.531463 nChanged 512 SP:Iteration 20F (2747.721086 sec): 3 clusters Score: Raw -2741532.900124 + Penalty 1954.875416 = -2739578.024708 nChanged 944 SP:Iteration 21Q (2747.801192 sec): 3 clusters Score: Raw -2742636.336055 + Penalty 1954.875416 = -2740681.460639 nChanged 531 SP:Iteration 22Q (2747.873317 sec): 3 clusters Score: Raw -2743004.102253 + Penalty 1954.875416 = -2741049.226837 nChanged 240 SP:Iteration 23Q (2747.964574 sec): 3 clusters Score: Raw -2743094.570466 + Penalty 1954.875416 = -2741139.695050 nChanged 148 SP:Iteration 24Q (2748.047218 sec): 3 clusters Score: Raw -2743138.820671 + Penalty 1954.875416 = -2741183.945255 nChanged 136 SP:Iteration 25Q (2748.120382 sec): 3 clusters Score: Raw -2743175.260797 + Penalty 1954.875416 = -2741220.385381 nChanged 109 SP:Iteration 26Q (2748.196777 sec): 3 clusters Score: Raw -2743199.745634 + Penalty 1954.875416 = -2741244.870218 nChanged 115 SP:Iteration 27Q (2748.287651 sec): 3 clusters Score: Raw -2743227.635438 + Penalty 1954.875416 = -2741272.760022 nChanged 115 SP:Iteration 28Q (2748.369538 sec): 3 clusters Score: Raw -2743259.245663 + Penalty 1954.875416 = -2741304.370247 nChanged 110 SP:Iteration 29Q (2748.450321 sec): 3 clusters Score: Raw -2743285.426242 + Penalty 1954.875416 = -2741330.550827 nChanged 102 SP:Iteration 30Q (2748.533067 sec): 3 clusters Score: Raw -2743308.198911 + Penalty 1954.875416 = -2741353.323496 nChanged 107 SP:Iteration 31Q (2748.606564 sec): 3 clusters Score: Raw -2743331.256471 + Penalty 1954.875416 = -2741376.381055 nChanged 86 SP:Iteration 32Q (2748.696369 sec): 3 clusters Score: Raw -2743348.331177 + Penalty 1954.875416 = -2741393.455762 nChanged 77 SP:Iteration 33Q (2748.779281 sec): 3 clusters Score: Raw -2743362.621999 + Penalty 1954.875416 = -2741407.746583 nChanged 85 SP:Iteration 34Q (2748.857590 sec): 3 clusters Score: Raw -2743376.926958 + Penalty 1954.875416 = -2741422.051542 nChanged 70 SP:Iteration 35Q (2748.945173 sec): 3 clusters Score: Raw -2743388.880093 + Penalty 1954.875416 = -2741434.004677 nChanged 81 SP:Iteration 36Q (2749.026618 sec): 3 clusters Score: Raw -2743405.702779 + Penalty 1954.875416 = -2741450.827363 nChanged 80 SP:Iteration 37Q (2749.107126 sec): 3 clusters Score: Raw -2743421.230218 + Penalty 1954.875416 = -2741466.354802 nChanged 72 SP:Iteration 38Q (2749.180286 sec): 3 clusters Score: Raw -2743435.940551 + Penalty 1954.875416 = -2741481.065135 nChanged 83 SP:Iteration 39Q (2749.255643 sec): 3 clusters Score: Raw -2743450.737297 + Penalty 1954.875416 = -2741495.861881 nChanged 59 SP:Iteration 40F (2749.341671 sec): 3 clusters Score: Raw -2743500.711250 + Penalty 1954.875416 = -2741545.835834 nChanged 87 SP:Iteration 41Q (2749.419957 sec): 3 clusters Score: Raw -2743544.448954 + Penalty 1954.875416 = -2741589.573538 nChanged 115 SP:Iteration 42Q (2749.501943 sec): 3 clusters Score: Raw -2743599.232699 + Penalty 1954.875416 = -2741644.357283 nChanged 128 SP:Iteration 43Q (2749.574440 sec): 3 clusters Score: Raw -2743659.087430 + Penalty 1954.875416 = -2741704.212014 nChanged 140 SP:Iteration 44Q (2749.654266 sec): 3 clusters Score: Raw -2743729.619509 + Penalty 1954.875416 = -2741774.744093 nChanged 139 SP:Iteration 45Q (2749.745586 sec): 3 clusters Score: Raw -2743801.839655 + Penalty 1954.875416 = -2741846.964239 nChanged 143 SP:Iteration 46Q (2749.825138 sec): 3 clusters Score: Raw -2743892.700479 + Penalty 1954.875416 = -2741937.825063 nChanged 145 SP:Iteration 47Q (2749.895179 sec): 3 clusters Score: Raw -2744028.221172 + Penalty 1954.875416 = -2742073.345757 nChanged 157 SP:Iteration 48Q (2749.972999 sec): 3 clusters Score: Raw -2744199.530145 + Penalty 1954.875416 = -2742244.654729 nChanged 99 SP:Iteration 49Q (2750.058325 sec): 3 clusters Score: Raw -2744291.537379 + Penalty 1954.875416 = -2742336.661963 nChanged 55 SP:Iteration 50Q (2750.145122 sec): 3 clusters Score: Raw -2744342.665491 + Penalty 1954.875416 = -2742387.790075 nChanged 29 SP:Iteration 51Q (2750.216141 sec): 3 clusters Score: Raw -2744371.641852 + Penalty 1954.875416 = -2742416.766436 nChanged 21 SP:Iteration 52Q (2750.303620 sec): 3 clusters Score: Raw -2744386.518315 + Penalty 1954.875416 = -2742431.642899 nChanged 8 SP:Iteration 53Q (2750.371625 sec): 3 clusters Score: Raw -2744393.291145 + Penalty 1954.875416 = -2742438.415729 nChanged 3 SP:Iteration 54Q (2750.462341 sec): 3 clusters Score: Raw -2744393.509755 + Penalty 1954.875416 = -2742438.634339 nChanged 2 SP:Iteration 55Q (2750.544230 sec): 3 clusters Score: Raw -2744393.562967 + Penalty 1954.875416 = -2742438.687551 nChanged 0 SP:Iteration 56F (2750.628989 sec): 3 clusters Score: Raw -2744500.756993 + Penalty 1954.875416 = -2742545.881577 nChanged 60 SP:Iteration 57Q (2750.710717 sec): 3 clusters Score: Raw -2744650.104569 + Penalty 1954.875416 = -2742695.229154 nChanged 48 SP:Iteration 58Q (2750.790860 sec): 3 clusters Score: Raw -2744762.551876 + Penalty 1954.875416 = -2742807.676460 nChanged 32 SP:Iteration 59Q (2750.871627 sec): 3 clusters Score: Raw -2744854.175183 + Penalty 1954.875416 = -2742899.299767 nChanged 20 SP:Iteration 60F (2750.941224 sec): 3 clusters Score: Raw -2744901.918887 + Penalty 1954.875416 = -2742947.043471 nChanged 11 SP:Iteration 61Q (2751.022833 sec): 3 clusters Score: Raw -2744922.817664 + Penalty 1954.875416 = -2742967.942248 nChanged 5 SP:Iteration 62Q (2751.093954 sec): 3 clusters Score: Raw -2744930.408785 + Penalty 1954.875416 = -2742975.533369 nChanged 3 SP:Iteration 63Q (2751.176355 sec): 3 clusters Score: Raw -2744932.193344 + Penalty 1954.875416 = -2742977.317928 nChanged 1 SP:Iteration 64Q (2751.253038 sec): 3 clusters Score: Raw -2744932.703750 + Penalty 1954.875416 = -2742977.828334 nChanged 0 SP:Iteration 65F (2751.334576 sec): 3 clusters Score: Raw -2744932.703750 + Penalty 1954.875416 = -2742977.828334 nChanged 0 Score: Raw -58363745.305470 + Penalty 38023.862427 = -58325721.443043 Splitting cluster 15 changes total score from -58179911.704347 to -58325721.443043 So it's getting split into cluster 30. Trying to split cluster 16 (19222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2760.149527 sec): 2 clusters Score: Raw -1747482.875284 + Penalty 937.062020 = -1746545.813264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.224451 sec): 3 clusters Score: Raw -1735482.054766 + Penalty 1874.124040 = -1733607.930726 nChanged 8971 SP:Iteration 1F (2760.290829 sec): 3 clusters Score: Raw -1740998.057829 + Penalty 1874.124040 = -1739123.933789 nChanged 1533 SP:Iteration 2F (2760.358228 sec): 3 clusters Score: Raw -1741989.951163 + Penalty 1874.124040 = -1740115.827123 nChanged 1663 SP:Iteration 3F (2760.427708 sec): 3 clusters Score: Raw -1743171.074329 + Penalty 1874.124040 = -1741296.950289 nChanged 1540 SP:Iteration 4F (2760.493277 sec): 3 clusters Score: Raw -1744222.271352 + Penalty 1874.124040 = -1742348.147312 nChanged 1189 SP:Iteration 5F (2760.570302 sec): 3 clusters Score: Raw -1744897.224581 + Penalty 1874.124040 = -1743023.100541 nChanged 880 SP:Iteration 6Q (2760.650361 sec): 3 clusters Score: Raw -1745343.484878 + Penalty 1874.124040 = -1743469.360838 nChanged 648 SP:Iteration 7Q (2760.715769 sec): 3 clusters Score: Raw -1745681.923028 + Penalty 1874.124040 = -1743807.798988 nChanged 542 SP:Iteration 8Q (2760.779838 sec): 3 clusters Score: Raw -1746012.109778 + Penalty 1874.124040 = -1744137.985739 nChanged 459 SP:Iteration 9Q (2760.859288 sec): 3 clusters Score: Raw -1746322.067696 + Penalty 1874.124040 = -1744447.943656 nChanged 425 SP:Iteration 10Q (2760.920364 sec): 3 clusters Score: Raw -1746617.923106 + Penalty 1874.124040 = -1744743.799067 nChanged 365 SP:Iteration 11Q (2760.996416 sec): 3 clusters Score: Raw -1746853.879113 + Penalty 1874.124040 = -1744979.755074 nChanged 304 SP:Iteration 12Q (2761.052605 sec): 3 clusters Score: Raw -1747043.377642 + Penalty 1874.124040 = -1745169.253603 nChanged 244 SP:Iteration 13Q (2761.113576 sec): 3 clusters Score: Raw -1747173.743955 + Penalty 1874.124040 = -1745299.619915 nChanged 204 SP:Iteration 14Q (2761.179404 sec): 3 clusters Score: Raw -1747277.573799 + Penalty 1874.124040 = -1745403.449760 nChanged 175 SP:Iteration 15Q (2761.247373 sec): 3 clusters Score: Raw -1747356.537681 + Penalty 1874.124040 = -1745482.413641 nChanged 144 SP:Iteration 16Q (2761.325117 sec): 3 clusters Score: Raw -1747427.901177 + Penalty 1874.124040 = -1745553.777137 nChanged 127 SP:Iteration 17Q (2761.392876 sec): 3 clusters Score: Raw -1747485.058952 + Penalty 1874.124040 = -1745610.934912 nChanged 100 SP:Iteration 18Q (2761.465725 sec): 3 clusters Score: Raw -1747521.042416 + Penalty 1874.124040 = -1745646.918376 nChanged 63 SP:Iteration 19Q (2761.532741 sec): 3 clusters Score: Raw -1747541.752134 + Penalty 1874.124040 = -1745667.628094 nChanged 60 SP:Iteration 20F (2761.597133 sec): 3 clusters Score: Raw -1747567.705227 + Penalty 1874.124040 = -1745693.581188 nChanged 58 SP:Iteration 21Q (2761.651021 sec): 3 clusters Score: Raw -1747588.496536 + Penalty 1874.124040 = -1745714.372496 nChanged 52 SP:Iteration 22Q (2761.715442 sec): 3 clusters Score: Raw -1747610.594341 + Penalty 1874.124040 = -1745736.470302 nChanged 49 SP:Iteration 23Q (2761.781917 sec): 3 clusters Score: Raw -1747633.817819 + Penalty 1874.124040 = -1745759.693779 nChanged 37 SP:Iteration 24Q (2761.849713 sec): 3 clusters Score: Raw -1747651.321008 + Penalty 1874.124040 = -1745777.196968 nChanged 42 SP:Iteration 25Q (2761.920292 sec): 3 clusters Score: Raw -1747665.911251 + Penalty 1874.124040 = -1745791.787212 nChanged 35 SP:Iteration 26Q (2761.981606 sec): 3 clusters Score: Raw -1747678.641132 + Penalty 1874.124040 = -1745804.517092 nChanged 39 SP:Iteration 27Q (2762.051626 sec): 3 clusters Score: Raw -1747693.678294 + Penalty 1874.124040 = -1745819.554254 nChanged 38 SP:Iteration 28Q (2762.119521 sec): 3 clusters Score: Raw -1747708.150053 + Penalty 1874.124040 = -1745834.026014 nChanged 49 SP:Iteration 29Q (2762.189880 sec): 3 clusters Score: Raw -1747722.364577 + Penalty 1874.124040 = -1745848.240537 nChanged 35 SP:Iteration 30Q (2762.256376 sec): 3 clusters Score: Raw -1747734.725900 + Penalty 1874.124040 = -1745860.601860 nChanged 39 SP:Iteration 31Q (2762.322583 sec): 3 clusters Score: Raw -1747749.904601 + Penalty 1874.124040 = -1745875.780561 nChanged 43 SP:Iteration 32Q (2762.390246 sec): 3 clusters Score: Raw -1747770.922118 + Penalty 1874.124040 = -1745896.798079 nChanged 37 SP:Iteration 33Q (2762.455958 sec): 3 clusters Score: Raw -1747785.436876 + Penalty 1874.124040 = -1745911.312836 nChanged 34 SP:Iteration 34Q (2762.521665 sec): 3 clusters Score: Raw -1747797.481563 + Penalty 1874.124040 = -1745923.357523 nChanged 32 SP:Iteration 35Q (2762.586947 sec): 3 clusters Score: Raw -1747810.323828 + Penalty 1874.124040 = -1745936.199788 nChanged 27 SP:Iteration 36Q (2762.644061 sec): 3 clusters Score: Raw -1747822.279331 + Penalty 1874.124040 = -1745948.155291 nChanged 24 SP:Iteration 37Q (2762.714057 sec): 3 clusters Score: Raw -1747831.052510 + Penalty 1874.124040 = -1745956.928471 nChanged 20 SP:Iteration 38Q (2762.783561 sec): 3 clusters Score: Raw -1747836.497594 + Penalty 1874.124040 = -1745962.373554 nChanged 16 SP:Iteration 39Q (2762.850771 sec): 3 clusters Score: Raw -1747840.940829 + Penalty 1874.124040 = -1745966.816789 nChanged 9 SP:Iteration 40F (2762.920479 sec): 3 clusters Score: Raw -1747842.546676 + Penalty 1874.124040 = -1745968.422636 nChanged 10 SP:Iteration 41Q (2762.987186 sec): 3 clusters Score: Raw -1747845.892130 + Penalty 1874.124040 = -1745971.768090 nChanged 5 SP:Iteration 42Q (2763.055429 sec): 3 clusters Score: Raw -1747847.289121 + Penalty 1874.124040 = -1745973.165081 nChanged 7 SP:Iteration 43Q (2763.108227 sec): 3 clusters Score: Raw -1747848.954390 + Penalty 1874.124040 = -1745974.830351 nChanged 7 SP:Iteration 44Q (2763.173281 sec): 3 clusters Score: Raw -1747850.759000 + Penalty 1874.124040 = -1745976.634961 nChanged 3 SP:Iteration 45Q (2763.248869 sec): 3 clusters Score: Raw -1747851.394719 + Penalty 1874.124040 = -1745977.270679 nChanged 1 SP:Iteration 46Q (2763.315080 sec): 3 clusters Score: Raw -1747851.555586 + Penalty 1874.124040 = -1745977.431546 nChanged 0 SP:Iteration 47F (2763.375548 sec): 3 clusters Score: Raw -1747851.555586 + Penalty 1874.124040 = -1745977.431546 nChanged 0 Trying to split cluster 17 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2763.400830 sec): 2 clusters Score: Raw -28853.182610 + Penalty 563.814949 = -28289.367662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2763.455021 sec): 3 clusters Score: Raw -28848.300726 + Penalty 1127.629897 = -27720.670828 nChanged 109 SP:Iteration 1F (2763.505251 sec): 3 clusters Score: Raw -29017.787318 + Penalty 1127.629897 = -27890.157421 nChanged 57 SP:Iteration 2F (2763.548382 sec): 3 clusters Score: Raw -29180.933365 + Penalty 1127.629897 = -28053.303468 nChanged 42 SP:Iteration 3F (2763.588035 sec): 3 clusters Score: Raw -29269.638378 + Penalty 1127.629897 = -28142.008481 nChanged 12 SP:Iteration 4Q (2763.636864 sec): 3 clusters Score: Raw -29336.371714 + Penalty 1127.629897 = -28208.741817 nChanged 8 SP:Iteration 5Q (2763.669047 sec): 3 clusters Score: Raw -29382.558216 + Penalty 1127.629897 = -28254.928319 nChanged 10 SP:Iteration 6Q (2763.716074 sec): 3 clusters Score: Raw -29429.706055 + Penalty 1127.629897 = -28302.076158 nChanged 10 SP:Iteration 7Q (2763.764311 sec): 3 clusters Score: Raw -29494.350906 + Penalty 1127.629897 = -28366.721009 nChanged 12 SP:Iteration 8Q (2763.813341 sec): 3 clusters Score: Raw -29556.930821 + Penalty 1127.629897 = -28429.300924 nChanged 10 SP:Iteration 9Q (2763.865569 sec): 3 clusters Score: Raw -29609.130037 + Penalty 1127.629897 = -28481.500140 nChanged 6 SP:Iteration 10Q (2763.913196 sec): 3 clusters Score: Raw -29667.063710 + Penalty 1127.629897 = -28539.433813 nChanged 4 SP:Iteration 11Q (2763.951721 sec): 3 clusters Score: Raw -29700.623004 + Penalty 1127.629897 = -28572.993107 nChanged 10 SP:Iteration 12Q (2763.992562 sec): 3 clusters Score: Raw -29733.952871 + Penalty 1127.629897 = -28606.322973 nChanged 8 SP:Iteration 13Q (2764.038602 sec): 3 clusters Score: Raw -29750.624262 + Penalty 1127.629897 = -28622.994365 nChanged 2 SP:Iteration 14Q (2764.091486 sec): 3 clusters Score: Raw -29754.274855 + Penalty 1127.629897 = -28626.644957 nChanged 1 SP:Iteration 15Q (2764.125212 sec): 3 clusters Score: Raw -29756.705170 + Penalty 1127.629897 = -28629.075273 nChanged 1 SP:Iteration 16Q (2764.183771 sec): 3 clusters Score: Raw -29758.210093 + Penalty 1127.629897 = -28630.580196 nChanged 1 SP:Iteration 17Q (2764.216451 sec): 3 clusters Score: Raw -29761.000370 + Penalty 1127.629897 = -28633.370473 nChanged 0 SP:Iteration 18F (2764.263190 sec): 3 clusters Score: Raw -29761.000370 + Penalty 1127.629897 = -28633.370473 nChanged 0 Score: Raw -58364653.123230 + Penalty 39291.324508 = -58325361.798722 Splitting cluster 17 changes total score from -58179911.704347 to -58325361.798722 So it's getting split into cluster 31. Trying to split cluster 18 (142924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2773.510266 sec): 2 clusters Score: Raw -14113418.048389 + Penalty 1127.656488 = -14112290.391901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2773.742808 sec): 3 clusters Score: Raw -14018327.541693 + Penalty 2255.312977 = -14016072.228716 nChanged 69345 SP:Iteration 1F (2773.956003 sec): 3 clusters Score: Raw -14061671.739502 + Penalty 2255.312977 = -14059416.426525 nChanged 8506 SP:Iteration 2F (2774.175683 sec): 3 clusters Score: Raw -14075094.871123 + Penalty 2255.312977 = -14072839.558146 nChanged 16865 SP:Iteration 3F (2774.396195 sec): 3 clusters Score: Raw -14099216.874161 + Penalty 2255.312977 = -14096961.561184 nChanged 20346 SP:Iteration 4F (2774.614796 sec): 3 clusters Score: Raw -14123606.258948 + Penalty 2255.312977 = -14121350.945971 nChanged 13607 SP:Iteration 5F (2774.829039 sec): 3 clusters Score: Raw -14136053.432540 + Penalty 2255.312977 = -14133798.119563 nChanged 5743 SP:Iteration 6Q (2775.068615 sec): 3 clusters Score: Raw -14139622.098190 + Penalty 2255.312977 = -14137366.785213 nChanged 2264 SP:Iteration 7Q (2775.302703 sec): 3 clusters Score: Raw -14140546.776379 + Penalty 2255.312977 = -14138291.463402 nChanged 1296 SP:Iteration 8Q (2775.541265 sec): 3 clusters Score: Raw -14140916.702327 + Penalty 2255.312977 = -14138661.389350 nChanged 972 SP:Iteration 9Q (2775.769763 sec): 3 clusters Score: Raw -14141155.474190 + Penalty 2255.312977 = -14138900.161213 nChanged 795 SP:Iteration 10Q (2775.993211 sec): 3 clusters Score: Raw -14141325.694345 + Penalty 2255.312977 = -14139070.381369 nChanged 633 SP:Iteration 11Q (2776.222602 sec): 3 clusters Score: Raw -14141446.076966 + Penalty 2255.312977 = -14139190.763989 nChanged 512 SP:Iteration 12Q (2776.448621 sec): 3 clusters Score: Raw -14141528.324417 + Penalty 2255.312977 = -14139273.011440 nChanged 425 SP:Iteration 13Q (2776.671113 sec): 3 clusters Score: Raw -14141586.742173 + Penalty 2255.312977 = -14139331.429196 nChanged 330 SP:Iteration 14Q (2776.896737 sec): 3 clusters Score: Raw -14141624.214248 + Penalty 2255.312977 = -14139368.901271 nChanged 275 SP:Iteration 15Q (2777.120317 sec): 3 clusters Score: Raw -14141653.503889 + Penalty 2255.312977 = -14139398.190912 nChanged 257 SP:Iteration 16Q (2777.356542 sec): 3 clusters Score: Raw -14141677.080634 + Penalty 2255.312977 = -14139421.767657 nChanged 204 SP:Iteration 17Q (2777.576814 sec): 3 clusters Score: Raw -14141693.753124 + Penalty 2255.312977 = -14139438.440147 nChanged 189 SP:Iteration 18Q (2777.801574 sec): 3 clusters Score: Raw -14141707.944481 + Penalty 2255.312977 = -14139452.631504 nChanged 148 SP:Iteration 19Q (2778.034249 sec): 3 clusters Score: Raw -14141717.036303 + Penalty 2255.312977 = -14139461.723326 nChanged 121 SP:Iteration 20F (2778.246563 sec): 3 clusters Score: Raw -14141723.371541 + Penalty 2255.312977 = -14139468.058564 nChanged 86 SP:Iteration 21Q (2778.481825 sec): 3 clusters Score: Raw -14141726.723904 + Penalty 2255.312977 = -14139471.410927 nChanged 69 SP:Iteration 22Q (2778.712375 sec): 3 clusters Score: Raw -14141729.216449 + Penalty 2255.312977 = -14139473.903472 nChanged 59 SP:Iteration 23Q (2778.949238 sec): 3 clusters Score: Raw -14141731.088055 + Penalty 2255.312977 = -14139475.775079 nChanged 54 SP:Iteration 24Q (2779.171782 sec): 3 clusters Score: Raw -14141732.616786 + Penalty 2255.312977 = -14139477.303809 nChanged 46 SP:Iteration 25Q (2779.401120 sec): 3 clusters Score: Raw -14141733.801998 + Penalty 2255.312977 = -14139478.489021 nChanged 39 SP:Iteration 26Q (2779.632360 sec): 3 clusters Score: Raw -14141734.974513 + Penalty 2255.312977 = -14139479.661536 nChanged 33 SP:Iteration 27Q (2779.859208 sec): 3 clusters Score: Raw -14141735.728316 + Penalty 2255.312977 = -14139480.415339 nChanged 31 SP:Iteration 28Q (2780.094649 sec): 3 clusters Score: Raw -14141736.559653 + Penalty 2255.312977 = -14139481.246677 nChanged 26 SP:Iteration 29Q (2780.320445 sec): 3 clusters Score: Raw -14141737.014410 + Penalty 2255.312977 = -14139481.701433 nChanged 14 SP:Iteration 30Q (2780.559800 sec): 3 clusters Score: Raw -14141737.201463 + Penalty 2255.312977 = -14139481.888486 nChanged 10 SP:Iteration 31Q (2780.795115 sec): 3 clusters Score: Raw -14141737.379809 + Penalty 2255.312977 = -14139482.066832 nChanged 9 SP:Iteration 32Q (2781.032953 sec): 3 clusters Score: Raw -14141737.591669 + Penalty 2255.312977 = -14139482.278692 nChanged 9 SP:Iteration 33Q (2781.278294 sec): 3 clusters Score: Raw -14141737.705810 + Penalty 2255.312977 = -14139482.392833 nChanged 8 SP:Iteration 34Q (2781.503980 sec): 3 clusters Score: Raw -14141737.799484 + Penalty 2255.312977 = -14139482.486508 nChanged 8 SP:Iteration 35Q (2781.744113 sec): 3 clusters Score: Raw -14141737.900742 + Penalty 2255.312977 = -14139482.587765 nChanged 11 SP:Iteration 36Q (2781.978842 sec): 3 clusters Score: Raw -14141738.048877 + Penalty 2255.312977 = -14139482.735900 nChanged 6 SP:Iteration 37Q (2782.213056 sec): 3 clusters Score: Raw -14141738.153337 + Penalty 2255.312977 = -14139482.840360 nChanged 8 SP:Iteration 38Q (2782.449818 sec): 3 clusters Score: Raw -14141738.304397 + Penalty 2255.312977 = -14139482.991420 nChanged 9 SP:Iteration 39Q (2782.695425 sec): 3 clusters Score: Raw -14141738.483123 + Penalty 2255.312977 = -14139483.170146 nChanged 9 SP:Iteration 40F (2782.923855 sec): 3 clusters Score: Raw -14141738.618851 + Penalty 2255.312977 = -14139483.305874 nChanged 9 SP:Iteration 41Q (2783.158238 sec): 3 clusters Score: Raw -14141738.704292 + Penalty 2255.312977 = -14139483.391315 nChanged 5 SP:Iteration 42Q (2783.386797 sec): 3 clusters Score: Raw -14141738.769286 + Penalty 2255.312977 = -14139483.456309 nChanged 5 SP:Iteration 43Q (2783.621117 sec): 3 clusters Score: Raw -14141738.822362 + Penalty 2255.312977 = -14139483.509385 nChanged 4 SP:Iteration 44Q (2783.853803 sec): 3 clusters Score: Raw -14141738.894949 + Penalty 2255.312977 = -14139483.581972 nChanged 4 SP:Iteration 45Q (2784.076319 sec): 3 clusters Score: Raw -14141738.964118 + Penalty 2255.312977 = -14139483.651141 nChanged 7 SP:Iteration 46Q (2784.308679 sec): 3 clusters Score: Raw -14141739.047956 + Penalty 2255.312977 = -14139483.734980 nChanged 4 SP:Iteration 47Q (2784.536789 sec): 3 clusters Score: Raw -14141739.076078 + Penalty 2255.312977 = -14139483.763101 nChanged 6 SP:Iteration 48Q (2784.768442 sec): 3 clusters Score: Raw -14141739.146100 + Penalty 2255.312977 = -14139483.833123 nChanged 5 SP:Iteration 49Q (2784.995368 sec): 3 clusters Score: Raw -14141739.194205 + Penalty 2255.312977 = -14139483.881228 nChanged 6 SP:Iteration 50Q (2785.222151 sec): 3 clusters Score: Raw -14141739.269676 + Penalty 2255.312977 = -14139483.956699 nChanged 5 SP:Iteration 51Q (2785.491895 sec): 3 clusters Score: Raw -14141739.337807 + Penalty 2255.312977 = -14139484.024830 nChanged 2 SP:Iteration 52Q (2785.710356 sec): 3 clusters Score: Raw -14141739.356022 + Penalty 2255.312977 = -14139484.043045 nChanged 1 SP:Iteration 53Q (2785.930590 sec): 3 clusters Score: Raw -14141739.364900 + Penalty 2255.312977 = -14139484.051923 nChanged 1 SP:Iteration 54Q (2786.161683 sec): 3 clusters Score: Raw -14141739.369916 + Penalty 2255.312977 = -14139484.056939 nChanged 2 SP:Iteration 55Q (2786.394735 sec): 3 clusters Score: Raw -14141739.401504 + Penalty 2255.312977 = -14139484.088527 nChanged 3 SP:Iteration 56Q (2786.625939 sec): 3 clusters Score: Raw -14141739.423807 + Penalty 2255.312977 = -14139484.110830 nChanged 0 SP:Iteration 57F (2786.850773 sec): 3 clusters Score: Raw -14141739.423807 + Penalty 2255.312977 = -14139484.110830 nChanged 0 Score: Raw -58392974.498648 + Penalty 40558.786589 = -58352415.712059 Splitting cluster 18 changes total score from -58179911.704347 to -58352415.712059 So it's getting split into cluster 32. Trying to split cluster 19 (7941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2796.250441 sec): 2 clusters Score: Raw -641165.438124 + Penalty 853.080477 = -640312.357648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2796.306205 sec): 3 clusters Score: Raw -636495.641543 + Penalty 1706.160953 = -634789.480589 nChanged 3571 SP:Iteration 1F (2796.361301 sec): 3 clusters Score: Raw -638651.868683 + Penalty 1706.160953 = -636945.707730 nChanged 655 SP:Iteration 2F (2796.415474 sec): 3 clusters Score: Raw -639224.344665 + Penalty 1706.160953 = -637518.183712 nChanged 674 SP:Iteration 3F (2796.472746 sec): 3 clusters Score: Raw -639871.701508 + Penalty 1706.160953 = -638165.540555 nChanged 667 SP:Iteration 4F (2796.523935 sec): 3 clusters Score: Raw -640472.364512 + Penalty 1706.160953 = -638766.203559 nChanged 522 SP:Iteration 5F (2796.583600 sec): 3 clusters Score: Raw -640891.724912 + Penalty 1706.160953 = -639185.563959 nChanged 472 SP:Iteration 6F (2796.637153 sec): 3 clusters Score: Raw -641213.275677 + Penalty 1706.160953 = -639507.114724 nChanged 340 SP:Iteration 7Q (2796.695305 sec): 3 clusters Score: Raw -641434.226056 + Penalty 1706.160953 = -639728.065103 nChanged 278 SP:Iteration 8Q (2796.743106 sec): 3 clusters Score: Raw -641564.371519 + Penalty 1706.160953 = -639858.210566 nChanged 217 SP:Iteration 9Q (2796.807289 sec): 3 clusters Score: Raw -641669.558659 + Penalty 1706.160953 = -639963.397705 nChanged 191 SP:Iteration 10Q (2796.864859 sec): 3 clusters Score: Raw -641755.700567 + Penalty 1706.160953 = -640049.539614 nChanged 152 SP:Iteration 11Q (2796.919787 sec): 3 clusters Score: Raw -641808.396461 + Penalty 1706.160953 = -640102.235508 nChanged 114 SP:Iteration 12Q (2796.963471 sec): 3 clusters Score: Raw -641854.434563 + Penalty 1706.160953 = -640148.273609 nChanged 135 SP:Iteration 13Q (2797.014101 sec): 3 clusters Score: Raw -641909.457995 + Penalty 1706.160953 = -640203.297042 nChanged 144 SP:Iteration 14Q (2797.066711 sec): 3 clusters Score: Raw -641963.064716 + Penalty 1706.160953 = -640256.903763 nChanged 131 SP:Iteration 15Q (2797.119947 sec): 3 clusters Score: Raw -642009.134765 + Penalty 1706.160953 = -640302.973811 nChanged 122 SP:Iteration 16Q (2797.165978 sec): 3 clusters Score: Raw -642051.182651 + Penalty 1706.160953 = -640345.021698 nChanged 116 SP:Iteration 17Q (2797.234241 sec): 3 clusters Score: Raw -642090.345486 + Penalty 1706.160953 = -640384.184533 nChanged 100 SP:Iteration 18Q (2797.290967 sec): 3 clusters Score: Raw -642121.642676 + Penalty 1706.160953 = -640415.481722 nChanged 87 SP:Iteration 19Q (2797.337771 sec): 3 clusters Score: Raw -642148.742597 + Penalty 1706.160953 = -640442.581644 nChanged 110 SP:Iteration 20F (2797.395242 sec): 3 clusters Score: Raw -642183.895993 + Penalty 1706.160953 = -640477.735039 nChanged 83 SP:Iteration 21Q (2797.451590 sec): 3 clusters Score: Raw -642208.190840 + Penalty 1706.160953 = -640502.029886 nChanged 87 SP:Iteration 22Q (2797.512263 sec): 3 clusters Score: Raw -642235.957082 + Penalty 1706.160953 = -640529.796129 nChanged 81 SP:Iteration 23Q (2797.575709 sec): 3 clusters Score: Raw -642259.797315 + Penalty 1706.160953 = -640553.636362 nChanged 75 SP:Iteration 24Q (2797.621490 sec): 3 clusters Score: Raw -642280.436627 + Penalty 1706.160953 = -640574.275674 nChanged 77 SP:Iteration 25Q (2797.684194 sec): 3 clusters Score: Raw -642298.689407 + Penalty 1706.160953 = -640592.528454 nChanged 58 SP:Iteration 26Q (2797.737695 sec): 3 clusters Score: Raw -642311.200626 + Penalty 1706.160953 = -640605.039672 nChanged 49 SP:Iteration 27Q (2797.784093 sec): 3 clusters Score: Raw -642322.270401 + Penalty 1706.160953 = -640616.109448 nChanged 39 SP:Iteration 28Q (2797.839732 sec): 3 clusters Score: Raw -642329.909911 + Penalty 1706.160953 = -640623.748958 nChanged 29 SP:Iteration 29Q (2797.897824 sec): 3 clusters Score: Raw -642335.080698 + Penalty 1706.160953 = -640628.919745 nChanged 30 SP:Iteration 30Q (2797.946445 sec): 3 clusters Score: Raw -642341.030932 + Penalty 1706.160953 = -640634.869978 nChanged 32 SP:Iteration 31Q (2798.009729 sec): 3 clusters Score: Raw -642347.040902 + Penalty 1706.160953 = -640640.879948 nChanged 37 SP:Iteration 32Q (2798.069439 sec): 3 clusters Score: Raw -642352.495306 + Penalty 1706.160953 = -640646.334353 nChanged 27 SP:Iteration 33Q (2798.126563 sec): 3 clusters Score: Raw -642357.782427 + Penalty 1706.160953 = -640651.621474 nChanged 30 SP:Iteration 34Q (2798.171929 sec): 3 clusters Score: Raw -642364.540728 + Penalty 1706.160953 = -640658.379775 nChanged 33 SP:Iteration 35Q (2798.238759 sec): 3 clusters Score: Raw -642371.637719 + Penalty 1706.160953 = -640665.476766 nChanged 30 SP:Iteration 36Q (2798.286893 sec): 3 clusters Score: Raw -642377.864452 + Penalty 1706.160953 = -640671.703499 nChanged 29 SP:Iteration 37Q (2798.339538 sec): 3 clusters Score: Raw -642382.557006 + Penalty 1706.160953 = -640676.396053 nChanged 25 SP:Iteration 38Q (2798.399122 sec): 3 clusters Score: Raw -642387.445856 + Penalty 1706.160953 = -640681.284903 nChanged 26 SP:Iteration 39Q (2798.459248 sec): 3 clusters Score: Raw -642392.437820 + Penalty 1706.160953 = -640686.276867 nChanged 17 SP:Iteration 40F (2798.516789 sec): 3 clusters Score: Raw -642394.926884 + Penalty 1706.160953 = -640688.765930 nChanged 11 SP:Iteration 41Q (2798.574752 sec): 3 clusters Score: Raw -642396.355446 + Penalty 1706.160953 = -640690.194493 nChanged 12 SP:Iteration 42Q (2798.631250 sec): 3 clusters Score: Raw -642397.819338 + Penalty 1706.160953 = -640691.658384 nChanged 10 SP:Iteration 43Q (2798.677994 sec): 3 clusters Score: Raw -642399.082451 + Penalty 1706.160953 = -640692.921497 nChanged 8 SP:Iteration 44Q (2798.730087 sec): 3 clusters Score: Raw -642400.096984 + Penalty 1706.160953 = -640693.936031 nChanged 5 SP:Iteration 45Q (2798.791165 sec): 3 clusters Score: Raw -642401.103665 + Penalty 1706.160953 = -640694.942711 nChanged 3 SP:Iteration 46Q (2798.848113 sec): 3 clusters Score: Raw -642401.421691 + Penalty 1706.160953 = -640695.260737 nChanged 4 SP:Iteration 47Q (2798.900706 sec): 3 clusters Score: Raw -642401.777122 + Penalty 1706.160953 = -640695.616169 nChanged 5 SP:Iteration 48Q (2798.950468 sec): 3 clusters Score: Raw -642402.287545 + Penalty 1706.160953 = -640696.126592 nChanged 1 SP:Iteration 49Q (2799.003082 sec): 3 clusters Score: Raw -642402.367019 + Penalty 1706.160953 = -640696.206066 nChanged 2 SP:Iteration 50Q (2799.058971 sec): 3 clusters Score: Raw -642402.583360 + Penalty 1706.160953 = -640696.422407 nChanged 1 SP:Iteration 51Q (2799.113965 sec): 3 clusters Score: Raw -642402.718423 + Penalty 1706.160953 = -640696.557470 nChanged 1 SP:Iteration 52Q (2799.171693 sec): 3 clusters Score: Raw -642402.748561 + Penalty 1706.160953 = -640696.587608 nChanged 1 SP:Iteration 53Q (2799.223104 sec): 3 clusters Score: Raw -642402.766575 + Penalty 1706.160953 = -640696.605622 nChanged 0 SP:Iteration 54F (2799.275366 sec): 3 clusters Score: Raw -642402.766575 + Penalty 1706.160953 = -640696.605622 nChanged 0 Score: Raw -58394211.827098 + Penalty 41826.248670 = -58352385.578429 Splitting cluster 19 changes total score from -58179911.704347 to -58352385.578429 So it's getting split into cluster 33. Trying to split cluster 20 (30365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2809.027876 sec): 2 clusters Score: Raw -2671684.519407 + Penalty 980.499361 = -2670704.020045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2809.120638 sec): 3 clusters Score: Raw -2652500.446966 + Penalty 1960.998723 = -2650539.448243 nChanged 14155 SP:Iteration 1F (2809.209326 sec): 3 clusters Score: Raw -2661170.503528 + Penalty 1960.998723 = -2659209.504806 nChanged 2167 SP:Iteration 2F (2809.294354 sec): 3 clusters Score: Raw -2662589.195338 + Penalty 1960.998723 = -2660628.196615 nChanged 2486 SP:Iteration 3F (2809.376159 sec): 3 clusters Score: Raw -2664435.940381 + Penalty 1960.998723 = -2662474.941659 nChanged 2544 SP:Iteration 4F (2809.463219 sec): 3 clusters Score: Raw -2666223.117435 + Penalty 1960.998723 = -2664262.118712 nChanged 2057 SP:Iteration 5F (2809.548652 sec): 3 clusters Score: Raw -2667402.533259 + Penalty 1960.998723 = -2665441.534537 nChanged 1529 SP:Iteration 6F (2809.631569 sec): 3 clusters Score: Raw -2668136.031735 + Penalty 1960.998723 = -2666175.033012 nChanged 1091 SP:Iteration 7Q (2809.715993 sec): 3 clusters Score: Raw -2668601.991212 + Penalty 1960.998723 = -2666640.992490 nChanged 829 SP:Iteration 8Q (2809.801995 sec): 3 clusters Score: Raw -2668952.726308 + Penalty 1960.998723 = -2666991.727586 nChanged 706 SP:Iteration 9Q (2809.889395 sec): 3 clusters Score: Raw -2669285.249594 + Penalty 1960.998723 = -2667324.250871 nChanged 629 SP:Iteration 10Q (2809.972987 sec): 3 clusters Score: Raw -2669574.590651 + Penalty 1960.998723 = -2667613.591928 nChanged 562 SP:Iteration 11Q (2810.067549 sec): 3 clusters Score: Raw -2669801.701597 + Penalty 1960.998723 = -2667840.702875 nChanged 496 SP:Iteration 12Q (2810.152738 sec): 3 clusters Score: Raw -2669991.957785 + Penalty 1960.998723 = -2668030.959062 nChanged 425 SP:Iteration 13Q (2810.244205 sec): 3 clusters Score: Raw -2670134.332047 + Penalty 1960.998723 = -2668173.333325 nChanged 364 SP:Iteration 14Q (2810.330999 sec): 3 clusters Score: Raw -2670245.614019 + Penalty 1960.998723 = -2668284.615296 nChanged 334 SP:Iteration 15Q (2810.412364 sec): 3 clusters Score: Raw -2670333.051872 + Penalty 1960.998723 = -2668372.053150 nChanged 322 SP:Iteration 16Q (2810.497162 sec): 3 clusters Score: Raw -2670406.779421 + Penalty 1960.998723 = -2668445.780698 nChanged 294 SP:Iteration 17Q (2810.580113 sec): 3 clusters Score: Raw -2670469.762472 + Penalty 1960.998723 = -2668508.763750 nChanged 291 SP:Iteration 18Q (2810.662450 sec): 3 clusters Score: Raw -2670535.229895 + Penalty 1960.998723 = -2668574.231172 nChanged 305 SP:Iteration 19Q (2810.756796 sec): 3 clusters Score: Raw -2670607.540997 + Penalty 1960.998723 = -2668646.542274 nChanged 302 SP:Iteration 20F (2810.842424 sec): 3 clusters Score: Raw -2670680.039377 + Penalty 1960.998723 = -2668719.040655 nChanged 314 SP:Iteration 21Q (2810.927422 sec): 3 clusters Score: Raw -2670760.615853 + Penalty 1960.998723 = -2668799.617131 nChanged 318 SP:Iteration 22Q (2811.007798 sec): 3 clusters Score: Raw -2670846.797132 + Penalty 1960.998723 = -2668885.798409 nChanged 319 SP:Iteration 23Q (2811.088935 sec): 3 clusters Score: Raw -2670925.698119 + Penalty 1960.998723 = -2668964.699397 nChanged 297 SP:Iteration 24Q (2811.170342 sec): 3 clusters Score: Raw -2671003.977858 + Penalty 1960.998723 = -2669042.979135 nChanged 306 SP:Iteration 25Q (2811.254581 sec): 3 clusters Score: Raw -2671087.037494 + Penalty 1960.998723 = -2669126.038771 nChanged 276 SP:Iteration 26Q (2811.343290 sec): 3 clusters Score: Raw -2671158.417125 + Penalty 1960.998723 = -2669197.418403 nChanged 253 SP:Iteration 27Q (2811.425668 sec): 3 clusters Score: Raw -2671226.483637 + Penalty 1960.998723 = -2669265.484915 nChanged 235 SP:Iteration 28Q (2811.506461 sec): 3 clusters Score: Raw -2671288.478992 + Penalty 1960.998723 = -2669327.480269 nChanged 249 SP:Iteration 29Q (2811.591761 sec): 3 clusters Score: Raw -2671359.880588 + Penalty 1960.998723 = -2669398.881866 nChanged 255 SP:Iteration 30Q (2811.672367 sec): 3 clusters Score: Raw -2671444.328517 + Penalty 1960.998723 = -2669483.329794 nChanged 249 SP:Iteration 31Q (2811.756854 sec): 3 clusters Score: Raw -2671534.768611 + Penalty 1960.998723 = -2669573.769888 nChanged 242 SP:Iteration 32Q (2811.832960 sec): 3 clusters Score: Raw -2671616.611677 + Penalty 1960.998723 = -2669655.612955 nChanged 227 SP:Iteration 33Q (2811.912834 sec): 3 clusters Score: Raw -2671697.957066 + Penalty 1960.998723 = -2669736.958343 nChanged 213 SP:Iteration 34Q (2811.994871 sec): 3 clusters Score: Raw -2671773.076267 + Penalty 1960.998723 = -2669812.077544 nChanged 192 SP:Iteration 35Q (2812.073759 sec): 3 clusters Score: Raw -2671835.717678 + Penalty 1960.998723 = -2669874.718956 nChanged 182 SP:Iteration 36Q (2812.154981 sec): 3 clusters Score: Raw -2671890.604303 + Penalty 1960.998723 = -2669929.605580 nChanged 158 SP:Iteration 37Q (2812.228796 sec): 3 clusters Score: Raw -2671935.629485 + Penalty 1960.998723 = -2669974.630763 nChanged 143 SP:Iteration 38Q (2812.309055 sec): 3 clusters Score: Raw -2671974.035409 + Penalty 1960.998723 = -2670013.036686 nChanged 112 SP:Iteration 39Q (2812.391671 sec): 3 clusters Score: Raw -2671998.475440 + Penalty 1960.998723 = -2670037.476717 nChanged 103 SP:Iteration 40F (2812.475396 sec): 3 clusters Score: Raw -2672019.866494 + Penalty 1960.998723 = -2670058.867771 nChanged 95 SP:Iteration 41Q (2812.558976 sec): 3 clusters Score: Raw -2672039.271229 + Penalty 1960.998723 = -2670078.272506 nChanged 89 SP:Iteration 42Q (2812.625262 sec): 3 clusters Score: Raw -2672057.295121 + Penalty 1960.998723 = -2670096.296398 nChanged 75 SP:Iteration 43Q (2812.704388 sec): 3 clusters Score: Raw -2672071.493155 + Penalty 1960.998723 = -2670110.494432 nChanged 64 SP:Iteration 44Q (2812.794182 sec): 3 clusters Score: Raw -2672081.867631 + Penalty 1960.998723 = -2670120.868909 nChanged 49 SP:Iteration 45Q (2812.878952 sec): 3 clusters Score: Raw -2672089.566418 + Penalty 1960.998723 = -2670128.567696 nChanged 58 SP:Iteration 46Q (2812.948303 sec): 3 clusters Score: Raw -2672097.614658 + Penalty 1960.998723 = -2670136.615935 nChanged 40 SP:Iteration 47Q (2813.036222 sec): 3 clusters Score: Raw -2672102.527176 + Penalty 1960.998723 = -2670141.528454 nChanged 31 SP:Iteration 48Q (2813.118341 sec): 3 clusters Score: Raw -2672106.219917 + Penalty 1960.998723 = -2670145.221195 nChanged 37 SP:Iteration 49Q (2813.193380 sec): 3 clusters Score: Raw -2672111.667446 + Penalty 1960.998723 = -2670150.668723 nChanged 38 SP:Iteration 50Q (2813.274934 sec): 3 clusters Score: Raw -2672116.852854 + Penalty 1960.998723 = -2670155.854132 nChanged 38 SP:Iteration 51Q (2813.351294 sec): 3 clusters Score: Raw -2672122.701494 + Penalty 1960.998723 = -2670161.702771 nChanged 31 SP:Iteration 52Q (2813.422943 sec): 3 clusters Score: Raw -2672126.422223 + Penalty 1960.998723 = -2670165.423500 nChanged 27 SP:Iteration 53Q (2813.498917 sec): 3 clusters Score: Raw -2672130.059518 + Penalty 1960.998723 = -2670169.060796 nChanged 27 SP:Iteration 54Q (2813.574692 sec): 3 clusters Score: Raw -2672133.855888 + Penalty 1960.998723 = -2670172.857165 nChanged 30 SP:Iteration 55Q (2813.651443 sec): 3 clusters Score: Raw -2672137.618338 + Penalty 1960.998723 = -2670176.619616 nChanged 26 SP:Iteration 56Q (2813.729708 sec): 3 clusters Score: Raw -2672140.898128 + Penalty 1960.998723 = -2670179.899406 nChanged 13 SP:Iteration 57Q (2813.797692 sec): 3 clusters Score: Raw -2672142.100941 + Penalty 1960.998723 = -2670181.102218 nChanged 10 SP:Iteration 58Q (2813.882910 sec): 3 clusters Score: Raw -2672143.080111 + Penalty 1960.998723 = -2670182.081388 nChanged 10 SP:Iteration 59Q (2813.971581 sec): 3 clusters Score: Raw -2672143.918810 + Penalty 1960.998723 = -2670182.920088 nChanged 8 SP:Iteration 60F (2814.058601 sec): 3 clusters Score: Raw -2672144.758780 + Penalty 1960.998723 = -2670183.760058 nChanged 8 SP:Iteration 61Q (2814.140549 sec): 3 clusters Score: Raw -2672145.848080 + Penalty 1960.998723 = -2670184.849358 nChanged 12 SP:Iteration 62Q (2814.220872 sec): 3 clusters Score: Raw -2672147.217174 + Penalty 1960.998723 = -2670186.218452 nChanged 14 SP:Iteration 63Q (2814.302385 sec): 3 clusters Score: Raw -2672149.033531 + Penalty 1960.998723 = -2670188.034808 nChanged 17 SP:Iteration 64Q (2814.380493 sec): 3 clusters Score: Raw -2672151.444264 + Penalty 1960.998723 = -2670190.445541 nChanged 15 SP:Iteration 65Q (2814.460892 sec): 3 clusters Score: Raw -2672154.099420 + Penalty 1960.998723 = -2670193.100697 nChanged 18 SP:Iteration 66Q (2814.534852 sec): 3 clusters Score: Raw -2672156.370062 + Penalty 1960.998723 = -2670195.371339 nChanged 21 SP:Iteration 67Q (2814.611830 sec): 3 clusters Score: Raw -2672159.614392 + Penalty 1960.998723 = -2670198.615669 nChanged 21 SP:Iteration 68Q (2814.689248 sec): 3 clusters Score: Raw -2672163.431865 + Penalty 1960.998723 = -2670202.433143 nChanged 22 SP:Iteration 69Q (2814.767853 sec): 3 clusters Score: Raw -2672166.407095 + Penalty 1960.998723 = -2670205.408372 nChanged 18 SP:Iteration 70Q (2814.842598 sec): 3 clusters Score: Raw -2672168.364868 + Penalty 1960.998723 = -2670207.366146 nChanged 18 SP:Iteration 71Q (2814.915649 sec): 3 clusters Score: Raw -2672170.726080 + Penalty 1960.998723 = -2670209.727357 nChanged 17 SP:Iteration 72Q (2815.001266 sec): 3 clusters Score: Raw -2672173.046055 + Penalty 1960.998723 = -2670212.047332 nChanged 17 SP:Iteration 73Q (2815.084636 sec): 3 clusters Score: Raw -2672175.151727 + Penalty 1960.998723 = -2670214.153004 nChanged 17 SP:Iteration 74Q (2815.160560 sec): 3 clusters Score: Raw -2672177.293183 + Penalty 1960.998723 = -2670216.294460 nChanged 11 SP:Iteration 75Q (2815.241183 sec): 3 clusters Score: Raw -2672178.639108 + Penalty 1960.998723 = -2670217.640385 nChanged 9 SP:Iteration 76Q (2815.319709 sec): 3 clusters Score: Raw -2672179.606172 + Penalty 1960.998723 = -2670218.607449 nChanged 4 SP:Iteration 77Q (2815.396525 sec): 3 clusters Score: Raw -2672179.871558 + Penalty 1960.998723 = -2670218.872835 nChanged 3 SP:Iteration 78Q (2815.467461 sec): 3 clusters Score: Raw -2672180.176559 + Penalty 1960.998723 = -2670219.177836 nChanged 1 SP:Iteration 79Q (2815.544076 sec): 3 clusters Score: Raw -2672180.231723 + Penalty 1960.998723 = -2670219.233001 nChanged 1 SP:Iteration 80F (2815.634383 sec): 3 clusters Score: Raw -2672180.286562 + Penalty 1960.998723 = -2670219.287839 nChanged 0 Deleting Class 2 (906 points): Lose 1243.229355 but Gain 1267.462081 Iteration 20F (2825.408742 sec): 33 clusters Score: Raw -58416294.098632 + Penalty 40558.786589 = -58375735.312043 nChanged 32368 Iteration 21F (2834.901675 sec): 33 clusters Score: Raw -58433401.426315 + Penalty 40558.786589 = -58392842.639726 nChanged 16350 Iteration 22Q (2839.589174 sec): 33 clusters Score: Raw -58439263.454799 + Penalty 40558.786589 = -58398704.668210 nChanged 11997 Iteration 23Q (2844.396835 sec): 33 clusters Score: Raw -58442815.995010 + Penalty 40558.786589 = -58402257.208421 nChanged 9725 Iteration 24Q (2849.359160 sec): 33 clusters Score: Raw -58445350.649636 + Penalty 40558.786589 = -58404791.863047 nChanged 8361 Iteration 25Q (2854.083371 sec): 33 clusters Score: Raw -58447315.299818 + Penalty 40558.786589 = -58406756.513230 nChanged 7367 Iteration 26Q (2858.709058 sec): 33 clusters Score: Raw -58448892.276316 + Penalty 40558.786589 = -58408333.489727 nChanged 6419 Iteration 27Q (2863.531130 sec): 33 clusters Score: Raw -58450165.594239 + Penalty 40558.786589 = -58409606.807651 nChanged 5855 Iteration 28Q (2868.472896 sec): 33 clusters Score: Raw -58451237.899721 + Penalty 40558.786589 = -58410679.113132 nChanged 5387 Iteration 29Q (2873.272579 sec): 33 clusters Score: Raw -58452191.963332 + Penalty 40558.786589 = -58411633.176743 nChanged 5027 Iteration 30Q (2878.054901 sec): 33 clusters Score: Raw -58453074.280570 + Penalty 40558.786589 = -58412515.493981 nChanged 4536 Iteration 31Q (2883.108691 sec): 33 clusters Score: Raw -58453952.455321 + Penalty 40558.786589 = -58413393.668732 nChanged 4256 Iteration 32Q (2887.891372 sec): 33 clusters Score: Raw -58455290.385095 + Penalty 40558.786589 = -58414731.598506 nChanged 4169 Iteration 33Q (2892.476204 sec): 33 clusters Score: Raw -58456455.920119 + Penalty 40558.786589 = -58415897.133530 nChanged 3988 Iteration 34Q (2897.208553 sec): 33 clusters Score: Raw -58457331.095023 + Penalty 40558.786589 = -58416772.308434 nChanged 3866 Iteration 35Q (2902.033884 sec): 33 clusters Score: Raw -58458040.112967 + Penalty 40558.786589 = -58417481.326378 nChanged 3630 Iteration 36Q (2906.480357 sec): 33 clusters Score: Raw -58458619.555709 + Penalty 40558.786589 = -58418060.769121 nChanged 3387 Iteration 37Q (2910.977510 sec): 33 clusters Score: Raw -58459102.007890 + Penalty 40558.786589 = -58418543.221301 nChanged 3080 Iteration 38Q (2915.365181 sec): 33 clusters Score: Raw -58459485.908858 + Penalty 40558.786589 = -58418927.122269 nChanged 2820 Iteration 39Q (2920.031182 sec): 33 clusters Score: Raw -58459798.999290 + Penalty 40558.786589 = -58419240.212702 nChanged 2595 Iteration 40F (2929.375867 sec): 33 clusters Score: Raw -58460238.165223 + Penalty 40558.786589 = -58419679.378634 nChanged 2565 Iteration 41Q (2934.156667 sec): 33 clusters Score: Raw -58460654.563593 + Penalty 40558.786589 = -58420095.777005 nChanged 2591 Iteration 42Q (2938.855188 sec): 33 clusters Score: Raw -58461037.737260 + Penalty 40558.786589 = -58420478.950671 nChanged 2412 Iteration 43Q (2943.604606 sec): 33 clusters Score: Raw -58461359.279106 + Penalty 40558.786589 = -58420800.492517 nChanged 2375 Iteration 44Q (2948.345994 sec): 33 clusters Score: Raw -58461694.273040 + Penalty 40558.786589 = -58421135.486451 nChanged 2379 Iteration 45Q (2953.081487 sec): 33 clusters Score: Raw -58461993.965994 + Penalty 40558.786589 = -58421435.179405 nChanged 2247 Iteration 46Q (2957.704421 sec): 33 clusters Score: Raw -58462260.800886 + Penalty 40558.786589 = -58421702.014297 nChanged 2128 Iteration 47Q (2962.199685 sec): 33 clusters Score: Raw -58462509.601210 + Penalty 40558.786589 = -58421950.814622 nChanged 2016 Iteration 48Q (2966.861435 sec): 33 clusters Score: Raw -58462749.866860 + Penalty 40558.786589 = -58422191.080271 nChanged 2087 Iteration 49Q (2971.274794 sec): 33 clusters Score: Raw -58463012.827272 + Penalty 40558.786589 = -58422454.040683 nChanged 2148 Iteration 50Q (2975.698537 sec): 33 clusters Score: Raw -58463274.147434 + Penalty 40558.786589 = -58422715.360845 nChanged 2095 Iteration 51Q (2980.303722 sec): 33 clusters Score: Raw -58463512.549596 + Penalty 40558.786589 = -58422953.763008 nChanged 2095 Iteration 52Q (2984.968925 sec): 33 clusters Score: Raw -58463744.497041 + Penalty 40558.786589 = -58423185.710452 nChanged 2034 Iteration 53Q (2989.820957 sec): 33 clusters Score: Raw -58463962.614586 + Penalty 40558.786589 = -58423403.827997 nChanged 1984 Iteration 54Q (2994.746252 sec): 33 clusters Score: Raw -58464173.382814 + Penalty 40558.786589 = -58423614.596225 nChanged 1952 Iteration 55Q (2999.568194 sec): 33 clusters Score: Raw -58464366.581408 + Penalty 40558.786589 = -58423807.794819 nChanged 1855 Iteration 56Q (3004.355917 sec): 33 clusters Score: Raw -58464543.723669 + Penalty 40558.786589 = -58423984.937080 nChanged 1866 Iteration 57Q (3008.868718 sec): 33 clusters Score: Raw -58464709.444913 + Penalty 40558.786589 = -58424150.658324 nChanged 1780 Iteration 58Q (3013.363409 sec): 33 clusters Score: Raw -58464855.494808 + Penalty 40558.786589 = -58424296.708219 nChanged 1727 Writing temp clu file Because OldScore, -58424150.658324, is greater than current (better) Score,-58424296.708219 Compute initial score before splitting: Score: Raw -58464855.494808 + Penalty 40558.786589 = -58424296.708219 Trying to split cluster 1 (5477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3013.574824 sec): 2 clusters Score: Raw -515863.085966 + Penalty 817.789715 = -515045.296251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3013.630672 sec): 3 clusters Score: Raw -512779.664894 + Penalty 1635.579429 = -511144.085465 nChanged 2405 SP:Iteration 1F (3013.673610 sec): 3 clusters Score: Raw -514346.920006 + Penalty 1635.579429 = -512711.340577 nChanged 419 SP:Iteration 2F (3013.724912 sec): 3 clusters Score: Raw -514630.557649 + Penalty 1635.579429 = -512994.978220 nChanged 370 SP:Iteration 3F (3013.791839 sec): 3 clusters Score: Raw -514846.359153 + Penalty 1635.579429 = -513210.779724 nChanged 277 SP:Iteration 4F (3013.836713 sec): 3 clusters Score: Raw -514988.032036 + Penalty 1635.579429 = -513352.452607 nChanged 218 SP:Iteration 5Q (3013.903669 sec): 3 clusters Score: Raw -515090.644762 + Penalty 1635.579429 = -513455.065332 nChanged 169 SP:Iteration 6Q (3013.954892 sec): 3 clusters Score: Raw -515161.456692 + Penalty 1635.579429 = -513525.877263 nChanged 155 SP:Iteration 7Q (3014.001148 sec): 3 clusters Score: Raw -515223.908244 + Penalty 1635.579429 = -513588.328815 nChanged 117 SP:Iteration 8Q (3014.044946 sec): 3 clusters Score: Raw -515268.710887 + Penalty 1635.579429 = -513633.131458 nChanged 120 SP:Iteration 9Q (3014.105312 sec): 3 clusters Score: Raw -515308.832778 + Penalty 1635.579429 = -513673.253349 nChanged 95 SP:Iteration 10Q (3014.149520 sec): 3 clusters Score: Raw -515343.526385 + Penalty 1635.579429 = -513707.946956 nChanged 97 SP:Iteration 11Q (3014.194950 sec): 3 clusters Score: Raw -515384.427009 + Penalty 1635.579429 = -513748.847580 nChanged 108 SP:Iteration 12Q (3014.260046 sec): 3 clusters Score: Raw -515426.501309 + Penalty 1635.579429 = -513790.921880 nChanged 97 SP:Iteration 13Q (3014.317565 sec): 3 clusters Score: Raw -515467.215071 + Penalty 1635.579429 = -513831.635642 nChanged 99 SP:Iteration 14Q (3014.367629 sec): 3 clusters Score: Raw -515514.272058 + Penalty 1635.579429 = -513878.692629 nChanged 109 SP:Iteration 15Q (3014.422052 sec): 3 clusters Score: Raw -515559.170631 + Penalty 1635.579429 = -513923.591202 nChanged 110 SP:Iteration 16Q (3014.475232 sec): 3 clusters Score: Raw -515598.113842 + Penalty 1635.579429 = -513962.534413 nChanged 92 SP:Iteration 17Q (3014.534475 sec): 3 clusters Score: Raw -515627.959893 + Penalty 1635.579429 = -513992.380464 nChanged 85 SP:Iteration 18Q (3014.585974 sec): 3 clusters Score: Raw -515652.880324 + Penalty 1635.579429 = -514017.300895 nChanged 76 SP:Iteration 19Q (3014.643882 sec): 3 clusters Score: Raw -515673.813094 + Penalty 1635.579429 = -514038.233665 nChanged 70 SP:Iteration 20F (3014.696391 sec): 3 clusters Score: Raw -515695.457462 + Penalty 1635.579429 = -514059.878033 nChanged 63 SP:Iteration 21Q (3014.751060 sec): 3 clusters Score: Raw -515718.500359 + Penalty 1635.579429 = -514082.920929 nChanged 57 SP:Iteration 22Q (3014.804574 sec): 3 clusters Score: Raw -515734.855030 + Penalty 1635.579429 = -514099.275601 nChanged 44 SP:Iteration 23Q (3014.861239 sec): 3 clusters Score: Raw -515744.670445 + Penalty 1635.579429 = -514109.091016 nChanged 47 SP:Iteration 24Q (3014.918481 sec): 3 clusters Score: Raw -515758.839452 + Penalty 1635.579429 = -514123.260023 nChanged 57 SP:Iteration 25Q (3014.959791 sec): 3 clusters Score: Raw -515776.368177 + Penalty 1635.579429 = -514140.788748 nChanged 54 SP:Iteration 26Q (3015.024049 sec): 3 clusters Score: Raw -515794.075982 + Penalty 1635.579429 = -514158.496553 nChanged 44 SP:Iteration 27Q (3015.073324 sec): 3 clusters Score: Raw -515808.942022 + Penalty 1635.579429 = -514173.362593 nChanged 46 SP:Iteration 28Q (3015.119225 sec): 3 clusters Score: Raw -515825.753059 + Penalty 1635.579429 = -514190.173630 nChanged 56 SP:Iteration 29Q (3015.174650 sec): 3 clusters Score: Raw -515839.159680 + Penalty 1635.579429 = -514203.580251 nChanged 47 SP:Iteration 30Q (3015.211090 sec): 3 clusters Score: Raw -515853.288043 + Penalty 1635.579429 = -514217.708613 nChanged 51 SP:Iteration 31Q (3015.254402 sec): 3 clusters Score: Raw -515867.083266 + Penalty 1635.579429 = -514231.503837 nChanged 47 SP:Iteration 32Q (3015.309879 sec): 3 clusters Score: Raw -515881.067701 + Penalty 1635.579429 = -514245.488272 nChanged 44 SP:Iteration 33Q (3015.343040 sec): 3 clusters Score: Raw -515889.802572 + Penalty 1635.579429 = -514254.223143 nChanged 27 SP:Iteration 34Q (3015.392915 sec): 3 clusters Score: Raw -515897.596693 + Penalty 1635.579429 = -514262.017263 nChanged 27 SP:Iteration 35Q (3015.432446 sec): 3 clusters Score: Raw -515903.791217 + Penalty 1635.579429 = -514268.211788 nChanged 30 SP:Iteration 36Q (3015.490266 sec): 3 clusters Score: Raw -515909.559680 + Penalty 1635.579429 = -514273.980251 nChanged 24 SP:Iteration 37Q (3015.530573 sec): 3 clusters Score: Raw -515913.815972 + Penalty 1635.579429 = -514278.236543 nChanged 25 SP:Iteration 38Q (3015.582366 sec): 3 clusters Score: Raw -515918.190496 + Penalty 1635.579429 = -514282.611067 nChanged 18 SP:Iteration 39Q (3015.624977 sec): 3 clusters Score: Raw -515921.435150 + Penalty 1635.579429 = -514285.855721 nChanged 16 SP:Iteration 40F (3015.665624 sec): 3 clusters Score: Raw -515924.059803 + Penalty 1635.579429 = -514288.480374 nChanged 14 SP:Iteration 41Q (3015.716563 sec): 3 clusters Score: Raw -515927.213408 + Penalty 1635.579429 = -514291.633979 nChanged 16 SP:Iteration 42Q (3015.762756 sec): 3 clusters Score: Raw -515931.489210 + Penalty 1635.579429 = -514295.909781 nChanged 19 SP:Iteration 43Q (3015.808075 sec): 3 clusters Score: Raw -515935.912817 + Penalty 1635.579429 = -514300.333388 nChanged 20 SP:Iteration 44Q (3015.852878 sec): 3 clusters Score: Raw -515941.146062 + Penalty 1635.579429 = -514305.566633 nChanged 23 SP:Iteration 45Q (3015.896964 sec): 3 clusters Score: Raw -515945.782765 + Penalty 1635.579429 = -514310.203336 nChanged 22 SP:Iteration 46Q (3015.957877 sec): 3 clusters Score: Raw -515950.660743 + Penalty 1635.579429 = -514315.081314 nChanged 23 SP:Iteration 47Q (3016.001972 sec): 3 clusters Score: Raw -515955.957024 + Penalty 1635.579429 = -514320.377594 nChanged 17 SP:Iteration 48Q (3016.056198 sec): 3 clusters Score: Raw -515960.093199 + Penalty 1635.579429 = -514324.513770 nChanged 22 SP:Iteration 49Q (3016.104938 sec): 3 clusters Score: Raw -515964.225147 + Penalty 1635.579429 = -514328.645718 nChanged 17 SP:Iteration 50Q (3016.156265 sec): 3 clusters Score: Raw -515967.961241 + Penalty 1635.579429 = -514332.381812 nChanged 16 SP:Iteration 51Q (3016.198881 sec): 3 clusters Score: Raw -515970.969905 + Penalty 1635.579429 = -514335.390476 nChanged 15 SP:Iteration 52Q (3016.246129 sec): 3 clusters Score: Raw -515974.063626 + Penalty 1635.579429 = -514338.484196 nChanged 15 SP:Iteration 53Q (3016.306820 sec): 3 clusters Score: Raw -515978.826529 + Penalty 1635.579429 = -514343.247100 nChanged 14 SP:Iteration 54Q (3016.358756 sec): 3 clusters Score: Raw -515981.413022 + Penalty 1635.579429 = -514345.833593 nChanged 9 SP:Iteration 55Q (3016.408679 sec): 3 clusters Score: Raw -515983.170321 + Penalty 1635.579429 = -514347.590892 nChanged 11 SP:Iteration 56Q (3016.464595 sec): 3 clusters Score: Raw -515985.038540 + Penalty 1635.579429 = -514349.459111 nChanged 11 SP:Iteration 57Q (3016.493931 sec): 3 clusters Score: Raw -515987.297458 + Penalty 1635.579429 = -514351.718028 nChanged 15 SP:Iteration 58Q (3016.534406 sec): 3 clusters Score: Raw -515990.349947 + Penalty 1635.579429 = -514354.770518 nChanged 17 SP:Iteration 59Q (3016.587628 sec): 3 clusters Score: Raw -515993.512449 + Penalty 1635.579429 = -514357.933020 nChanged 15 SP:Iteration 60F (3016.641415 sec): 3 clusters Score: Raw -515995.848314 + Penalty 1635.579429 = -514360.268885 nChanged 11 SP:Iteration 61Q (3016.694712 sec): 3 clusters Score: Raw -515998.671771 + Penalty 1635.579429 = -514363.092342 nChanged 13 SP:Iteration 62Q (3016.744211 sec): 3 clusters Score: Raw -516000.581282 + Penalty 1635.579429 = -514365.001853 nChanged 11 SP:Iteration 63Q (3016.805986 sec): 3 clusters Score: Raw -516001.977501 + Penalty 1635.579429 = -514366.398072 nChanged 12 SP:Iteration 64Q (3016.850723 sec): 3 clusters Score: Raw -516003.631091 + Penalty 1635.579429 = -514368.051661 nChanged 8 SP:Iteration 65Q (3016.902202 sec): 3 clusters Score: Raw -516005.121961 + Penalty 1635.579429 = -514369.542532 nChanged 7 SP:Iteration 66Q (3016.953153 sec): 3 clusters Score: Raw -516006.488623 + Penalty 1635.579429 = -514370.909194 nChanged 8 SP:Iteration 67Q (3017.008922 sec): 3 clusters Score: Raw -516007.812126 + Penalty 1635.579429 = -514372.232697 nChanged 7 SP:Iteration 68Q (3017.048988 sec): 3 clusters Score: Raw -516009.359300 + Penalty 1635.579429 = -514373.779871 nChanged 14 SP:Iteration 69Q (3017.096722 sec): 3 clusters Score: Raw -516011.282044 + Penalty 1635.579429 = -514375.702615 nChanged 10 SP:Iteration 70Q (3017.155355 sec): 3 clusters Score: Raw -516013.430407 + Penalty 1635.579429 = -514377.850978 nChanged 16 SP:Iteration 71Q (3017.205780 sec): 3 clusters Score: Raw -516017.357081 + Penalty 1635.579429 = -514381.777652 nChanged 14 SP:Iteration 72Q (3017.258034 sec): 3 clusters Score: Raw -516019.861548 + Penalty 1635.579429 = -514384.282119 nChanged 14 SP:Iteration 73Q (3017.300742 sec): 3 clusters Score: Raw -516021.458883 + Penalty 1635.579429 = -514385.879454 nChanged 11 SP:Iteration 74Q (3017.353619 sec): 3 clusters Score: Raw -516023.607688 + Penalty 1635.579429 = -514388.028259 nChanged 16 SP:Iteration 75Q (3017.399876 sec): 3 clusters Score: Raw -516028.444924 + Penalty 1635.579429 = -514392.865495 nChanged 12 SP:Iteration 76Q (3017.451620 sec): 3 clusters Score: Raw -516031.736754 + Penalty 1635.579429 = -514396.157325 nChanged 18 SP:Iteration 77Q (3017.498897 sec): 3 clusters Score: Raw -516036.720280 + Penalty 1635.579429 = -514401.140851 nChanged 17 SP:Iteration 78Q (3017.541187 sec): 3 clusters Score: Raw -516039.530103 + Penalty 1635.579429 = -514403.950674 nChanged 14 SP:Iteration 79Q (3017.589427 sec): 3 clusters Score: Raw -516041.156267 + Penalty 1635.579429 = -514405.576838 nChanged 11 SP:Iteration 80F (3017.638005 sec): 3 clusters Score: Raw -516042.540994 + Penalty 1635.579429 = -514406.961565 nChanged 7 SP:Iteration 81Q (3017.686384 sec): 3 clusters Score: Raw -516044.146057 + Penalty 1635.579429 = -514408.566628 nChanged 10 SP:Iteration 82Q (3017.750770 sec): 3 clusters Score: Raw -516045.963185 + Penalty 1635.579429 = -514410.383756 nChanged 3 SP:Iteration 83Q (3017.791805 sec): 3 clusters Score: Raw -516046.193315 + Penalty 1635.579429 = -514410.613885 nChanged 2 SP:Iteration 84Q (3017.852364 sec): 3 clusters Score: Raw -516046.466758 + Penalty 1635.579429 = -514410.887329 nChanged 4 SP:Iteration 85Q (3017.898672 sec): 3 clusters Score: Raw -516047.109011 + Penalty 1635.579429 = -514411.529582 nChanged 4 SP:Iteration 86Q (3017.941217 sec): 3 clusters Score: Raw -516047.623551 + Penalty 1635.579429 = -514412.044122 nChanged 5 SP:Iteration 87Q (3017.987445 sec): 3 clusters Score: Raw -516047.963748 + Penalty 1635.579429 = -514412.384319 nChanged 7 SP:Iteration 88Q (3018.030952 sec): 3 clusters Score: Raw -516048.910537 + Penalty 1635.579429 = -514413.331108 nChanged 5 SP:Iteration 89Q (3018.091874 sec): 3 clusters Score: Raw -516049.610451 + Penalty 1635.579429 = -514414.031022 nChanged 7 SP:Iteration 90Q (3018.127947 sec): 3 clusters Score: Raw -516050.803301 + Penalty 1635.579429 = -514415.223872 nChanged 9 SP:Iteration 91Q (3018.176498 sec): 3 clusters Score: Raw -516051.821361 + Penalty 1635.579429 = -514416.241932 nChanged 5 SP:Iteration 92Q (3018.227209 sec): 3 clusters Score: Raw -516052.231951 + Penalty 1635.579429 = -514416.652522 nChanged 1 SP:Iteration 93Q (3018.267794 sec): 3 clusters Score: Raw -516052.343352 + Penalty 1635.579429 = -514416.763923 nChanged 4 SP:Iteration 94Q (3018.320334 sec): 3 clusters Score: Raw -516053.163790 + Penalty 1635.579429 = -514417.584361 nChanged 7 SP:Iteration 95Q (3018.368163 sec): 3 clusters Score: Raw -516054.479285 + Penalty 1635.579429 = -514418.899856 nChanged 6 SP:Iteration 96Q (3018.410640 sec): 3 clusters Score: Raw -516055.286279 + Penalty 1635.579429 = -514419.706850 nChanged 6 SP:Iteration 97Q (3018.454993 sec): 3 clusters Score: Raw -516055.969382 + Penalty 1635.579429 = -514420.389953 nChanged 7 SP:Iteration 98Q (3018.501721 sec): 3 clusters Score: Raw -516056.566606 + Penalty 1635.579429 = -514420.987177 nChanged 1 SP:Iteration 99Q (3018.547708 sec): 3 clusters Score: Raw -516056.890875 + Penalty 1635.579429 = -514421.311446 nChanged 1 SP:Iteration 100F (3018.601021 sec): 3 clusters Score: Raw -516057.012870 + Penalty 1635.579429 = -514421.433441 nChanged 0 Trying to split cluster 3 (3570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3018.624385 sec): 2 clusters Score: Raw -311723.798943 + Penalty 777.130483 = -310946.668459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3018.665582 sec): 3 clusters Score: Raw -309850.156094 + Penalty 1554.260966 = -308295.895128 nChanged 1515 SP:Iteration 1F (3018.718996 sec): 3 clusters Score: Raw -310730.369406 + Penalty 1554.260966 = -309176.108440 nChanged 263 SP:Iteration 2F (3018.753473 sec): 3 clusters Score: Raw -310882.688415 + Penalty 1554.260966 = -309328.427449 nChanged 187 SP:Iteration 3F (3018.800698 sec): 3 clusters Score: Raw -310977.101211 + Penalty 1554.260966 = -309422.840245 nChanged 140 SP:Iteration 4Q (3018.845569 sec): 3 clusters Score: Raw -311053.867919 + Penalty 1554.260966 = -309499.606953 nChanged 150 SP:Iteration 5Q (3018.897097 sec): 3 clusters Score: Raw -311123.473309 + Penalty 1554.260966 = -309569.212343 nChanged 133 SP:Iteration 6Q (3018.943638 sec): 3 clusters Score: Raw -311191.569482 + Penalty 1554.260966 = -309637.308516 nChanged 129 SP:Iteration 7Q (3018.995879 sec): 3 clusters Score: Raw -311289.800222 + Penalty 1554.260966 = -309735.539256 nChanged 164 SP:Iteration 8Q (3019.047935 sec): 3 clusters Score: Raw -311411.677707 + Penalty 1554.260966 = -309857.416740 nChanged 151 SP:Iteration 9Q (3019.102882 sec): 3 clusters Score: Raw -311517.931757 + Penalty 1554.260966 = -309963.670791 nChanged 140 SP:Iteration 10Q (3019.135619 sec): 3 clusters Score: Raw -311618.965049 + Penalty 1554.260966 = -310064.704083 nChanged 146 SP:Iteration 11Q (3019.192479 sec): 3 clusters Score: Raw -311706.030027 + Penalty 1554.260966 = -310151.769060 nChanged 125 SP:Iteration 12Q (3019.239271 sec): 3 clusters Score: Raw -311779.404827 + Penalty 1554.260966 = -310225.143861 nChanged 96 SP:Iteration 13Q (3019.287171 sec): 3 clusters Score: Raw -311831.031090 + Penalty 1554.260966 = -310276.770124 nChanged 69 SP:Iteration 14Q (3019.342392 sec): 3 clusters Score: Raw -311865.787501 + Penalty 1554.260966 = -310311.526535 nChanged 58 SP:Iteration 15Q (3019.391733 sec): 3 clusters Score: Raw -311887.189344 + Penalty 1554.260966 = -310332.928378 nChanged 41 SP:Iteration 16Q (3019.430704 sec): 3 clusters Score: Raw -311903.554120 + Penalty 1554.260966 = -310349.293154 nChanged 31 SP:Iteration 17Q (3019.472480 sec): 3 clusters Score: Raw -311919.367048 + Penalty 1554.260966 = -310365.106082 nChanged 27 SP:Iteration 18Q (3019.522419 sec): 3 clusters Score: Raw -311931.964499 + Penalty 1554.260966 = -310377.703533 nChanged 24 SP:Iteration 19Q (3019.572164 sec): 3 clusters Score: Raw -311943.317424 + Penalty 1554.260966 = -310389.056457 nChanged 27 SP:Iteration 20F (3019.621342 sec): 3 clusters Score: Raw -311950.381078 + Penalty 1554.260966 = -310396.120112 nChanged 16 SP:Iteration 21Q (3019.670519 sec): 3 clusters Score: Raw -311955.719311 + Penalty 1554.260966 = -310401.458345 nChanged 13 SP:Iteration 22Q (3019.709463 sec): 3 clusters Score: Raw -311959.961186 + Penalty 1554.260966 = -310405.700220 nChanged 13 SP:Iteration 23Q (3019.764449 sec): 3 clusters Score: Raw -311963.529862 + Penalty 1554.260966 = -310409.268896 nChanged 9 SP:Iteration 24Q (3019.802910 sec): 3 clusters Score: Raw -311966.781342 + Penalty 1554.260966 = -310412.520376 nChanged 16 SP:Iteration 25Q (3019.861039 sec): 3 clusters Score: Raw -311971.973284 + Penalty 1554.260966 = -310417.712318 nChanged 21 SP:Iteration 26Q (3019.902282 sec): 3 clusters Score: Raw -311979.148570 + Penalty 1554.260966 = -310424.887604 nChanged 27 SP:Iteration 27Q (3019.951174 sec): 3 clusters Score: Raw -311988.451336 + Penalty 1554.260966 = -310434.190370 nChanged 22 SP:Iteration 28Q (3020.005540 sec): 3 clusters Score: Raw -311998.217915 + Penalty 1554.260966 = -310443.956949 nChanged 30 SP:Iteration 29Q (3020.046335 sec): 3 clusters Score: Raw -312009.981502 + Penalty 1554.260966 = -310455.720535 nChanged 30 SP:Iteration 30Q (3020.105823 sec): 3 clusters Score: Raw -312020.975864 + Penalty 1554.260966 = -310466.714897 nChanged 31 SP:Iteration 31Q (3020.155620 sec): 3 clusters Score: Raw -312032.206900 + Penalty 1554.260966 = -310477.945934 nChanged 32 SP:Iteration 32Q (3020.195902 sec): 3 clusters Score: Raw -312044.304992 + Penalty 1554.260966 = -310490.044026 nChanged 31 SP:Iteration 33Q (3020.244651 sec): 3 clusters Score: Raw -312058.044744 + Penalty 1554.260966 = -310503.783778 nChanged 29 SP:Iteration 34Q (3020.300556 sec): 3 clusters Score: Raw -312071.303444 + Penalty 1554.260966 = -310517.042478 nChanged 27 SP:Iteration 35Q (3020.350497 sec): 3 clusters Score: Raw -312081.173197 + Penalty 1554.260966 = -310526.912231 nChanged 24 SP:Iteration 36Q (3020.393895 sec): 3 clusters Score: Raw -312092.375625 + Penalty 1554.260966 = -310538.114658 nChanged 28 SP:Iteration 37Q (3020.439647 sec): 3 clusters Score: Raw -312107.740103 + Penalty 1554.260966 = -310553.479137 nChanged 30 SP:Iteration 38Q (3020.486601 sec): 3 clusters Score: Raw -312120.430838 + Penalty 1554.260966 = -310566.169872 nChanged 26 SP:Iteration 39Q (3020.538017 sec): 3 clusters Score: Raw -312130.769904 + Penalty 1554.260966 = -310576.508937 nChanged 21 SP:Iteration 40F (3020.593288 sec): 3 clusters Score: Raw -312141.801906 + Penalty 1554.260966 = -310587.540940 nChanged 26 SP:Iteration 41Q (3020.644740 sec): 3 clusters Score: Raw -312154.045768 + Penalty 1554.260966 = -310599.784802 nChanged 19 SP:Iteration 42Q (3020.687760 sec): 3 clusters Score: Raw -312164.557312 + Penalty 1554.260966 = -310610.296346 nChanged 21 SP:Iteration 43Q (3020.733990 sec): 3 clusters Score: Raw -312184.350237 + Penalty 1554.260966 = -310630.089271 nChanged 25 SP:Iteration 44Q (3020.772157 sec): 3 clusters Score: Raw -312202.896779 + Penalty 1554.260966 = -310648.635813 nChanged 29 SP:Iteration 45Q (3020.827539 sec): 3 clusters Score: Raw -312220.261451 + Penalty 1554.260966 = -310666.000484 nChanged 26 SP:Iteration 46Q (3020.869823 sec): 3 clusters Score: Raw -312237.524896 + Penalty 1554.260966 = -310683.263930 nChanged 29 SP:Iteration 47Q (3020.922318 sec): 3 clusters Score: Raw -312253.951818 + Penalty 1554.260966 = -310699.690852 nChanged 19 SP:Iteration 48Q (3020.975757 sec): 3 clusters Score: Raw -312264.744183 + Penalty 1554.260966 = -310710.483217 nChanged 16 SP:Iteration 49Q (3021.009020 sec): 3 clusters Score: Raw -312273.496155 + Penalty 1554.260966 = -310719.235189 nChanged 15 SP:Iteration 50Q (3021.046296 sec): 3 clusters Score: Raw -312277.295778 + Penalty 1554.260966 = -310723.034812 nChanged 5 SP:Iteration 51Q (3021.091043 sec): 3 clusters Score: Raw -312279.091437 + Penalty 1554.260966 = -310724.830470 nChanged 5 SP:Iteration 52Q (3021.133892 sec): 3 clusters Score: Raw -312281.136441 + Penalty 1554.260966 = -310726.875475 nChanged 4 SP:Iteration 53Q (3021.178315 sec): 3 clusters Score: Raw -312282.583522 + Penalty 1554.260966 = -310728.322556 nChanged 6 SP:Iteration 54Q (3021.222757 sec): 3 clusters Score: Raw -312285.096813 + Penalty 1554.260966 = -310730.835847 nChanged 6 SP:Iteration 55Q (3021.278553 sec): 3 clusters Score: Raw -312286.604129 + Penalty 1554.260966 = -310732.343163 nChanged 4 SP:Iteration 56Q (3021.322568 sec): 3 clusters Score: Raw -312286.924396 + Penalty 1554.260966 = -310732.663430 nChanged 1 SP:Iteration 57Q (3021.350643 sec): 3 clusters Score: Raw -312287.034949 + Penalty 1554.260966 = -310732.773983 nChanged 0 SP:Iteration 58F (3021.403497 sec): 3 clusters Score: Raw -312287.034949 + Penalty 1554.260966 = -310732.773983 nChanged 0 Trying to split cluster 4 (73171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3021.493119 sec): 2 clusters Score: Raw -7158735.120693 + Penalty 1064.052672 = -7157671.068021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3021.610791 sec): 3 clusters Score: Raw -7110835.931862 + Penalty 2128.105345 = -7108707.826518 nChanged 35314 SP:Iteration 1F (3021.744652 sec): 3 clusters Score: Raw -7132749.954311 + Penalty 2128.105345 = -7130621.848966 nChanged 3564 SP:Iteration 2Q (3021.855399 sec): 3 clusters Score: Raw -7134235.773457 + Penalty 2128.105345 = -7132107.668112 nChanged 3908 SP:Iteration 3F (3021.976804 sec): 3 clusters Score: Raw -7136347.619493 + Penalty 2128.105345 = -7134219.514148 nChanged 4393 SP:Iteration 4F (3022.106959 sec): 3 clusters Score: Raw -7139314.354911 + Penalty 2128.105345 = -7137186.249567 nChanged 4562 SP:Iteration 5F (3022.236125 sec): 3 clusters Score: Raw -7142807.627309 + Penalty 2128.105345 = -7140679.521964 nChanged 4469 SP:Iteration 6F (3022.352697 sec): 3 clusters Score: Raw -7146470.632881 + Penalty 2128.105345 = -7144342.527536 nChanged 3743 SP:Iteration 7F (3022.489604 sec): 3 clusters Score: Raw -7149332.384010 + Penalty 2128.105345 = -7147204.278665 nChanged 3001 SP:Iteration 8Q (3022.626483 sec): 3 clusters Score: Raw -7151241.701018 + Penalty 2128.105345 = -7149113.595673 nChanged 2325 SP:Iteration 9Q (3022.755818 sec): 3 clusters Score: Raw -7152584.522576 + Penalty 2128.105345 = -7150456.417231 nChanged 1923 SP:Iteration 10Q (3022.894365 sec): 3 clusters Score: Raw -7153743.575702 + Penalty 2128.105345 = -7151615.470357 nChanged 1663 SP:Iteration 11Q (3023.026848 sec): 3 clusters Score: Raw -7154834.285206 + Penalty 2128.105345 = -7152706.179861 nChanged 1504 SP:Iteration 12Q (3023.161849 sec): 3 clusters Score: Raw -7155976.849000 + Penalty 2128.105345 = -7153848.743655 nChanged 1282 SP:Iteration 13Q (3023.296731 sec): 3 clusters Score: Raw -7157036.364582 + Penalty 2128.105345 = -7154908.259237 nChanged 1081 SP:Iteration 14Q (3023.420426 sec): 3 clusters Score: Raw -7157866.303461 + Penalty 2128.105345 = -7155738.198117 nChanged 935 SP:Iteration 15Q (3023.545809 sec): 3 clusters Score: Raw -7158453.224140 + Penalty 2128.105345 = -7156325.118795 nChanged 757 SP:Iteration 16Q (3023.662172 sec): 3 clusters Score: Raw -7158834.995534 + Penalty 2128.105345 = -7156706.890189 nChanged 642 SP:Iteration 17Q (3023.787698 sec): 3 clusters Score: Raw -7159131.429333 + Penalty 2128.105345 = -7157003.323988 nChanged 584 SP:Iteration 18Q (3023.908767 sec): 3 clusters Score: Raw -7159350.722110 + Penalty 2128.105345 = -7157222.616766 nChanged 501 SP:Iteration 19Q (3024.026724 sec): 3 clusters Score: Raw -7159491.078727 + Penalty 2128.105345 = -7157362.973382 nChanged 371 SP:Iteration 20F (3024.158662 sec): 3 clusters Score: Raw -7159597.733058 + Penalty 2128.105345 = -7157469.627713 nChanged 350 SP:Iteration 21Q (3024.282717 sec): 3 clusters Score: Raw -7159692.153473 + Penalty 2128.105345 = -7157564.048129 nChanged 321 SP:Iteration 22Q (3024.407997 sec): 3 clusters Score: Raw -7159763.181377 + Penalty 2128.105345 = -7157635.076032 nChanged 277 SP:Iteration 23Q (3024.529223 sec): 3 clusters Score: Raw -7159812.222737 + Penalty 2128.105345 = -7157684.117392 nChanged 219 SP:Iteration 24Q (3024.648108 sec): 3 clusters Score: Raw -7159846.138560 + Penalty 2128.105345 = -7157718.033215 nChanged 217 SP:Iteration 25Q (3024.767080 sec): 3 clusters Score: Raw -7159879.695973 + Penalty 2128.105345 = -7157751.590629 nChanged 189 SP:Iteration 26Q (3024.885168 sec): 3 clusters Score: Raw -7159905.926979 + Penalty 2128.105345 = -7157777.821634 nChanged 154 SP:Iteration 27Q (3025.015346 sec): 3 clusters Score: Raw -7159925.615257 + Penalty 2128.105345 = -7157797.509912 nChanged 132 SP:Iteration 28Q (3025.145530 sec): 3 clusters Score: Raw -7159941.012502 + Penalty 2128.105345 = -7157812.907157 nChanged 132 SP:Iteration 29Q (3025.266996 sec): 3 clusters Score: Raw -7159955.440062 + Penalty 2128.105345 = -7157827.334717 nChanged 122 SP:Iteration 30Q (3025.386784 sec): 3 clusters Score: Raw -7159967.429867 + Penalty 2128.105345 = -7157839.324522 nChanged 102 SP:Iteration 31Q (3025.511108 sec): 3 clusters Score: Raw -7159976.890684 + Penalty 2128.105345 = -7157848.785339 nChanged 90 SP:Iteration 32Q (3025.634308 sec): 3 clusters Score: Raw -7159984.355420 + Penalty 2128.105345 = -7157856.250075 nChanged 84 SP:Iteration 33Q (3025.763660 sec): 3 clusters Score: Raw -7159990.938124 + Penalty 2128.105345 = -7157862.832779 nChanged 68 SP:Iteration 34Q (3025.876941 sec): 3 clusters Score: Raw -7159995.910101 + Penalty 2128.105345 = -7157867.804757 nChanged 62 SP:Iteration 35Q (3025.988236 sec): 3 clusters Score: Raw -7160000.106163 + Penalty 2128.105345 = -7157872.000818 nChanged 60 SP:Iteration 36Q (3026.114568 sec): 3 clusters Score: Raw -7160003.902161 + Penalty 2128.105345 = -7157875.796817 nChanged 49 SP:Iteration 37Q (3026.241298 sec): 3 clusters Score: Raw -7160006.398931 + Penalty 2128.105345 = -7157878.293586 nChanged 43 SP:Iteration 38Q (3026.352153 sec): 3 clusters Score: Raw -7160008.580421 + Penalty 2128.105345 = -7157880.475076 nChanged 49 SP:Iteration 39Q (3026.467034 sec): 3 clusters Score: Raw -7160011.144502 + Penalty 2128.105345 = -7157883.039158 nChanged 47 SP:Iteration 40F (3026.596812 sec): 3 clusters Score: Raw -7160013.274614 + Penalty 2128.105345 = -7157885.169269 nChanged 36 SP:Iteration 41Q (3026.707697 sec): 3 clusters Score: Raw -7160014.925859 + Penalty 2128.105345 = -7157886.820514 nChanged 29 SP:Iteration 42Q (3026.839153 sec): 3 clusters Score: Raw -7160016.356532 + Penalty 2128.105345 = -7157888.251187 nChanged 35 SP:Iteration 43Q (3026.968555 sec): 3 clusters Score: Raw -7160017.659049 + Penalty 2128.105345 = -7157889.553704 nChanged 30 SP:Iteration 44Q (3027.095687 sec): 3 clusters Score: Raw -7160018.724259 + Penalty 2128.105345 = -7157890.618914 nChanged 22 SP:Iteration 45Q (3027.222112 sec): 3 clusters Score: Raw -7160019.775129 + Penalty 2128.105345 = -7157891.669784 nChanged 27 SP:Iteration 46Q (3027.346629 sec): 3 clusters Score: Raw -7160020.765657 + Penalty 2128.105345 = -7157892.660312 nChanged 20 SP:Iteration 47Q (3027.468649 sec): 3 clusters Score: Raw -7160021.476191 + Penalty 2128.105345 = -7157893.370846 nChanged 18 SP:Iteration 48Q (3027.589200 sec): 3 clusters Score: Raw -7160022.007794 + Penalty 2128.105345 = -7157893.902450 nChanged 20 SP:Iteration 49Q (3027.715962 sec): 3 clusters Score: Raw -7160022.716988 + Penalty 2128.105345 = -7157894.611643 nChanged 23 SP:Iteration 50Q (3027.844161 sec): 3 clusters Score: Raw -7160023.460914 + Penalty 2128.105345 = -7157895.355570 nChanged 25 SP:Iteration 51Q (3027.975578 sec): 3 clusters Score: Raw -7160024.238397 + Penalty 2128.105345 = -7157896.133052 nChanged 17 SP:Iteration 52Q (3028.102557 sec): 3 clusters Score: Raw -7160025.159691 + Penalty 2128.105345 = -7157897.054347 nChanged 23 SP:Iteration 53Q (3028.232677 sec): 3 clusters Score: Raw -7160026.654061 + Penalty 2128.105345 = -7157898.548716 nChanged 25 SP:Iteration 54Q (3028.354917 sec): 3 clusters Score: Raw -7160028.254612 + Penalty 2128.105345 = -7157900.149267 nChanged 30 SP:Iteration 55Q (3028.484486 sec): 3 clusters Score: Raw -7160029.698762 + Penalty 2128.105345 = -7157901.593417 nChanged 29 SP:Iteration 56Q (3028.604992 sec): 3 clusters Score: Raw -7160031.061839 + Penalty 2128.105345 = -7157902.956494 nChanged 29 SP:Iteration 57Q (3028.734184 sec): 3 clusters Score: Raw -7160032.243531 + Penalty 2128.105345 = -7157904.138186 nChanged 19 SP:Iteration 58Q (3028.855939 sec): 3 clusters Score: Raw -7160032.867506 + Penalty 2128.105345 = -7157904.762161 nChanged 20 SP:Iteration 59Q (3028.980751 sec): 3 clusters Score: Raw -7160033.624587 + Penalty 2128.105345 = -7157905.519242 nChanged 21 SP:Iteration 60F (3029.115123 sec): 3 clusters Score: Raw -7160034.437984 + Penalty 2128.105345 = -7157906.332640 nChanged 25 SP:Iteration 61Q (3029.231969 sec): 3 clusters Score: Raw -7160035.425408 + Penalty 2128.105345 = -7157907.320063 nChanged 14 SP:Iteration 62Q (3029.358246 sec): 3 clusters Score: Raw -7160035.937305 + Penalty 2128.105345 = -7157907.831960 nChanged 9 SP:Iteration 63Q (3029.485327 sec): 3 clusters Score: Raw -7160036.157737 + Penalty 2128.105345 = -7157908.052392 nChanged 6 SP:Iteration 64Q (3029.606842 sec): 3 clusters Score: Raw -7160036.415766 + Penalty 2128.105345 = -7157908.310421 nChanged 7 SP:Iteration 65Q (3029.737623 sec): 3 clusters Score: Raw -7160036.713951 + Penalty 2128.105345 = -7157908.608606 nChanged 11 SP:Iteration 66Q (3029.865584 sec): 3 clusters Score: Raw -7160037.214224 + Penalty 2128.105345 = -7157909.108879 nChanged 12 SP:Iteration 67Q (3029.990264 sec): 3 clusters Score: Raw -7160037.695107 + Penalty 2128.105345 = -7157909.589762 nChanged 15 SP:Iteration 68Q (3030.107401 sec): 3 clusters Score: Raw -7160038.077644 + Penalty 2128.105345 = -7157909.972299 nChanged 7 SP:Iteration 69Q (3030.248833 sec): 3 clusters Score: Raw -7160038.270865 + Penalty 2128.105345 = -7157910.165520 nChanged 12 SP:Iteration 70Q (3030.367572 sec): 3 clusters Score: Raw -7160038.555433 + Penalty 2128.105345 = -7157910.450088 nChanged 13 SP:Iteration 71Q (3030.492440 sec): 3 clusters Score: Raw -7160038.905373 + Penalty 2128.105345 = -7157910.800029 nChanged 16 SP:Iteration 72Q (3030.629843 sec): 3 clusters Score: Raw -7160039.379242 + Penalty 2128.105345 = -7157911.273897 nChanged 15 SP:Iteration 73Q (3030.755158 sec): 3 clusters Score: Raw -7160039.786368 + Penalty 2128.105345 = -7157911.681023 nChanged 17 SP:Iteration 74Q (3030.881418 sec): 3 clusters Score: Raw -7160040.367910 + Penalty 2128.105345 = -7157912.262565 nChanged 15 SP:Iteration 75Q (3031.006788 sec): 3 clusters Score: Raw -7160040.821197 + Penalty 2128.105345 = -7157912.715852 nChanged 17 SP:Iteration 76Q (3031.121157 sec): 3 clusters Score: Raw -7160041.474389 + Penalty 2128.105345 = -7157913.369044 nChanged 19 SP:Iteration 77Q (3031.250753 sec): 3 clusters Score: Raw -7160042.222164 + Penalty 2128.105345 = -7157914.116819 nChanged 26 SP:Iteration 78Q (3031.374011 sec): 3 clusters Score: Raw -7160043.171928 + Penalty 2128.105345 = -7157915.066583 nChanged 23 SP:Iteration 79Q (3031.484008 sec): 3 clusters Score: Raw -7160044.079838 + Penalty 2128.105345 = -7157915.974493 nChanged 21 SP:Iteration 80F (3031.620302 sec): 3 clusters Score: Raw -7160044.792683 + Penalty 2128.105345 = -7157916.687338 nChanged 21 SP:Iteration 81Q (3031.744003 sec): 3 clusters Score: Raw -7160045.533504 + Penalty 2128.105345 = -7157917.428160 nChanged 17 SP:Iteration 82Q (3031.867586 sec): 3 clusters Score: Raw -7160046.132366 + Penalty 2128.105345 = -7157918.027021 nChanged 16 SP:Iteration 83Q (3031.984640 sec): 3 clusters Score: Raw -7160046.744663 + Penalty 2128.105345 = -7157918.639318 nChanged 15 SP:Iteration 84Q (3032.105801 sec): 3 clusters Score: Raw -7160047.402811 + Penalty 2128.105345 = -7157919.297466 nChanged 18 SP:Iteration 85Q (3032.233707 sec): 3 clusters Score: Raw -7160047.996194 + Penalty 2128.105345 = -7157919.890849 nChanged 14 SP:Iteration 86Q (3032.361270 sec): 3 clusters Score: Raw -7160048.468607 + Penalty 2128.105345 = -7157920.363262 nChanged 13 SP:Iteration 87Q (3032.486171 sec): 3 clusters Score: Raw -7160048.895938 + Penalty 2128.105345 = -7157920.790593 nChanged 11 SP:Iteration 88Q (3032.609823 sec): 3 clusters Score: Raw -7160049.240338 + Penalty 2128.105345 = -7157921.134993 nChanged 13 SP:Iteration 89Q (3032.737968 sec): 3 clusters Score: Raw -7160049.520332 + Penalty 2128.105345 = -7157921.414987 nChanged 12 SP:Iteration 90Q (3032.863128 sec): 3 clusters Score: Raw -7160049.897184 + Penalty 2128.105345 = -7157921.791839 nChanged 16 SP:Iteration 91Q (3032.990552 sec): 3 clusters Score: Raw -7160050.260679 + Penalty 2128.105345 = -7157922.155334 nChanged 11 SP:Iteration 92Q (3033.115866 sec): 3 clusters Score: Raw -7160050.486796 + Penalty 2128.105345 = -7157922.381451 nChanged 6 SP:Iteration 93Q (3033.240116 sec): 3 clusters Score: Raw -7160050.626831 + Penalty 2128.105345 = -7157922.521486 nChanged 6 SP:Iteration 94Q (3033.372536 sec): 3 clusters Score: Raw -7160050.749488 + Penalty 2128.105345 = -7157922.644143 nChanged 8 SP:Iteration 95Q (3033.483911 sec): 3 clusters Score: Raw -7160050.939568 + Penalty 2128.105345 = -7157922.834223 nChanged 12 SP:Iteration 96Q (3033.613456 sec): 3 clusters Score: Raw -7160051.256822 + Penalty 2128.105345 = -7157923.151478 nChanged 14 SP:Iteration 97Q (3033.728591 sec): 3 clusters Score: Raw -7160051.754522 + Penalty 2128.105345 = -7157923.649177 nChanged 19 SP:Iteration 98Q (3033.852686 sec): 3 clusters Score: Raw -7160052.328821 + Penalty 2128.105345 = -7157924.223476 nChanged 19 SP:Iteration 99Q (3033.972206 sec): 3 clusters Score: Raw -7160052.905870 + Penalty 2128.105345 = -7157924.800526 nChanged 16 SP:Iteration 100F (3034.099543 sec): 3 clusters Score: Raw -7160053.376719 + Penalty 2128.105345 = -7157925.271374 nChanged 15 SP:Iteration 101Q (3034.229533 sec): 3 clusters Score: Raw -7160053.785339 + Penalty 2128.105345 = -7157925.679994 nChanged 11 SP:Iteration 102Q (3034.351885 sec): 3 clusters Score: Raw -7160054.150200 + Penalty 2128.105345 = -7157926.044855 nChanged 16 SP:Iteration 103Q (3034.482238 sec): 3 clusters Score: Raw -7160054.796269 + Penalty 2128.105345 = -7157926.690925 nChanged 19 SP:Iteration 104Q (3034.618762 sec): 3 clusters Score: Raw -7160055.498079 + Penalty 2128.105345 = -7157927.392734 nChanged 20 SP:Iteration 105Q (3034.746575 sec): 3 clusters Score: Raw -7160056.193388 + Penalty 2128.105345 = -7157928.088043 nChanged 28 SP:Iteration 106Q (3034.868378 sec): 3 clusters Score: Raw -7160057.255184 + Penalty 2128.105345 = -7157929.149839 nChanged 25 SP:Iteration 107Q (3035.000659 sec): 3 clusters Score: Raw -7160058.104623 + Penalty 2128.105345 = -7157929.999278 nChanged 16 SP:Iteration 108Q (3035.114617 sec): 3 clusters Score: Raw -7160058.815204 + Penalty 2128.105345 = -7157930.709859 nChanged 25 SP:Iteration 109Q (3035.250677 sec): 3 clusters Score: Raw -7160059.761402 + Penalty 2128.105345 = -7157931.656057 nChanged 26 SP:Iteration 110Q (3035.367471 sec): 3 clusters Score: Raw -7160060.885382 + Penalty 2128.105345 = -7157932.780037 nChanged 32 SP:Iteration 111Q (3035.484144 sec): 3 clusters Score: Raw -7160062.445701 + Penalty 2128.105345 = -7157934.340356 nChanged 25 SP:Iteration 112Q (3035.614427 sec): 3 clusters Score: Raw -7160063.487313 + Penalty 2128.105345 = -7157935.381968 nChanged 25 SP:Iteration 113Q (3035.738194 sec): 3 clusters Score: Raw -7160064.335856 + Penalty 2128.105345 = -7157936.230511 nChanged 19 SP:Iteration 114Q (3035.872022 sec): 3 clusters Score: Raw -7160064.955067 + Penalty 2128.105345 = -7157936.849722 nChanged 20 SP:Iteration 115Q (3035.999092 sec): 3 clusters Score: Raw -7160065.647528 + Penalty 2128.105345 = -7157937.542183 nChanged 24 SP:Iteration 116Q (3036.128690 sec): 3 clusters Score: Raw -7160066.345650 + Penalty 2128.105345 = -7157938.240305 nChanged 22 SP:Iteration 117Q (3036.263993 sec): 3 clusters Score: Raw -7160067.092708 + Penalty 2128.105345 = -7157938.987363 nChanged 26 SP:Iteration 118Q (3036.396371 sec): 3 clusters Score: Raw -7160067.721986 + Penalty 2128.105345 = -7157939.616641 nChanged 19 SP:Iteration 119Q (3036.522905 sec): 3 clusters Score: Raw -7160068.188603 + Penalty 2128.105345 = -7157940.083258 nChanged 16 SP:Iteration 120F (3036.661818 sec): 3 clusters Score: Raw -7160068.602403 + Penalty 2128.105345 = -7157940.497059 nChanged 13 SP:Iteration 121Q (3036.793973 sec): 3 clusters Score: Raw -7160069.028220 + Penalty 2128.105345 = -7157940.922875 nChanged 17 SP:Iteration 122Q (3036.924339 sec): 3 clusters Score: Raw -7160069.575571 + Penalty 2128.105345 = -7157941.470226 nChanged 16 SP:Iteration 123Q (3037.056607 sec): 3 clusters Score: Raw -7160070.201666 + Penalty 2128.105345 = -7157942.096321 nChanged 22 SP:Iteration 124Q (3037.188174 sec): 3 clusters Score: Raw -7160071.060513 + Penalty 2128.105345 = -7157942.955168 nChanged 25 SP:Iteration 125Q (3037.317793 sec): 3 clusters Score: Raw -7160071.911593 + Penalty 2128.105345 = -7157943.806248 nChanged 21 SP:Iteration 126Q (3037.434597 sec): 3 clusters Score: Raw -7160072.488045 + Penalty 2128.105345 = -7157944.382700 nChanged 25 SP:Iteration 127Q (3037.556567 sec): 3 clusters Score: Raw -7160073.064230 + Penalty 2128.105345 = -7157944.958885 nChanged 21 SP:Iteration 128Q (3037.693094 sec): 3 clusters Score: Raw -7160073.694466 + Penalty 2128.105345 = -7157945.589121 nChanged 17 SP:Iteration 129Q (3037.821881 sec): 3 clusters Score: Raw -7160074.224303 + Penalty 2128.105345 = -7157946.118958 nChanged 23 SP:Iteration 130Q (3037.944501 sec): 3 clusters Score: Raw -7160074.951144 + Penalty 2128.105345 = -7157946.845799 nChanged 26 SP:Iteration 131Q (3038.078426 sec): 3 clusters Score: Raw -7160075.927558 + Penalty 2128.105345 = -7157947.822213 nChanged 31 SP:Iteration 132Q (3038.202399 sec): 3 clusters Score: Raw -7160076.904967 + Penalty 2128.105345 = -7157948.799622 nChanged 20 SP:Iteration 133Q (3038.331807 sec): 3 clusters Score: Raw -7160077.410628 + Penalty 2128.105345 = -7157949.305283 nChanged 19 SP:Iteration 134Q (3038.464863 sec): 3 clusters Score: Raw -7160077.787740 + Penalty 2128.105345 = -7157949.682395 nChanged 16 SP:Iteration 135Q (3038.579432 sec): 3 clusters Score: Raw -7160078.230989 + Penalty 2128.105345 = -7157950.125644 nChanged 19 SP:Iteration 136Q (3038.713313 sec): 3 clusters Score: Raw -7160078.813063 + Penalty 2128.105345 = -7157950.707718 nChanged 16 SP:Iteration 137Q (3038.844873 sec): 3 clusters Score: Raw -7160079.196670 + Penalty 2128.105345 = -7157951.091325 nChanged 11 SP:Iteration 138Q (3038.969081 sec): 3 clusters Score: Raw -7160079.465284 + Penalty 2128.105345 = -7157951.359939 nChanged 15 SP:Iteration 139Q (3039.089679 sec): 3 clusters Score: Raw -7160079.916064 + Penalty 2128.105345 = -7157951.810719 nChanged 19 SP:Iteration 140F (3039.227926 sec): 3 clusters Score: Raw -7160080.552785 + Penalty 2128.105345 = -7157952.447440 nChanged 13 SP:Iteration 141Q (3039.366463 sec): 3 clusters Score: Raw -7160080.943652 + Penalty 2128.105345 = -7157952.838307 nChanged 13 SP:Iteration 142Q (3039.468784 sec): 3 clusters Score: Raw -7160081.269727 + Penalty 2128.105345 = -7157953.164382 nChanged 10 SP:Iteration 143Q (3039.594344 sec): 3 clusters Score: Raw -7160081.555985 + Penalty 2128.105345 = -7157953.450640 nChanged 14 SP:Iteration 144Q (3039.730846 sec): 3 clusters Score: Raw -7160081.969979 + Penalty 2128.105345 = -7157953.864634 nChanged 13 SP:Iteration 145Q (3039.856636 sec): 3 clusters Score: Raw -7160082.348637 + Penalty 2128.105345 = -7157954.243292 nChanged 17 SP:Iteration 146Q (3039.973799 sec): 3 clusters Score: Raw -7160083.147750 + Penalty 2128.105345 = -7157955.042405 nChanged 17 SP:Iteration 147Q (3040.109876 sec): 3 clusters Score: Raw -7160084.027876 + Penalty 2128.105345 = -7157955.922531 nChanged 21 SP:Iteration 148Q (3040.236797 sec): 3 clusters Score: Raw -7160085.147593 + Penalty 2128.105345 = -7157957.042249 nChanged 28 SP:Iteration 149Q (3040.367625 sec): 3 clusters Score: Raw -7160086.337869 + Penalty 2128.105345 = -7157958.232524 nChanged 25 SP:Iteration 150Q (3040.485135 sec): 3 clusters Score: Raw -7160087.389673 + Penalty 2128.105345 = -7157959.284328 nChanged 22 SP:Iteration 151Q (3040.622627 sec): 3 clusters Score: Raw -7160088.083882 + Penalty 2128.105345 = -7157959.978537 nChanged 16 SP:Iteration 152Q (3040.751800 sec): 3 clusters Score: Raw -7160088.504079 + Penalty 2128.105345 = -7157960.398735 nChanged 15 SP:Iteration 153Q (3040.875260 sec): 3 clusters Score: Raw -7160088.944043 + Penalty 2128.105345 = -7157960.838698 nChanged 20 SP:Iteration 154Q (3041.010387 sec): 3 clusters Score: Raw -7160089.529755 + Penalty 2128.105345 = -7157961.424410 nChanged 17 SP:Iteration 155Q (3041.142897 sec): 3 clusters Score: Raw -7160090.050997 + Penalty 2128.105345 = -7157961.945652 nChanged 14 SP:Iteration 156Q (3041.270742 sec): 3 clusters Score: Raw -7160090.562708 + Penalty 2128.105345 = -7157962.457364 nChanged 12 SP:Iteration 157Q (3041.394157 sec): 3 clusters Score: Raw -7160091.058441 + Penalty 2128.105345 = -7157962.953096 nChanged 16 SP:Iteration 158Q (3041.522958 sec): 3 clusters Score: Raw -7160091.499362 + Penalty 2128.105345 = -7157963.394017 nChanged 15 SP:Iteration 159Q (3041.650994 sec): 3 clusters Score: Raw -7160091.906226 + Penalty 2128.105345 = -7157963.800881 nChanged 10 SP:Iteration 160F (3041.789717 sec): 3 clusters Score: Raw -7160092.175115 + Penalty 2128.105345 = -7157964.069770 nChanged 14 SP:Iteration 161Q (3041.929016 sec): 3 clusters Score: Raw -7160092.543245 + Penalty 2128.105345 = -7157964.437901 nChanged 10 SP:Iteration 162Q (3042.062961 sec): 3 clusters Score: Raw -7160092.811847 + Penalty 2128.105345 = -7157964.706502 nChanged 12 SP:Iteration 163Q (3042.190197 sec): 3 clusters Score: Raw -7160093.160617 + Penalty 2128.105345 = -7157965.055272 nChanged 11 SP:Iteration 164Q (3042.311415 sec): 3 clusters Score: Raw -7160093.376759 + Penalty 2128.105345 = -7157965.271414 nChanged 9 SP:Iteration 165Q (3042.440442 sec): 3 clusters Score: Raw -7160093.581120 + Penalty 2128.105345 = -7157965.475775 nChanged 11 SP:Iteration 166Q (3042.569319 sec): 3 clusters Score: Raw -7160093.897505 + Penalty 2128.105345 = -7157965.792160 nChanged 15 SP:Iteration 167Q (3042.685246 sec): 3 clusters Score: Raw -7160094.488013 + Penalty 2128.105345 = -7157966.382668 nChanged 18 SP:Iteration 168Q (3042.813338 sec): 3 clusters Score: Raw -7160094.890899 + Penalty 2128.105345 = -7157966.785554 nChanged 13 SP:Iteration 169Q (3042.937206 sec): 3 clusters Score: Raw -7160095.218644 + Penalty 2128.105345 = -7157967.113299 nChanged 7 SP:Iteration 170Q (3043.052603 sec): 3 clusters Score: Raw -7160095.324716 + Penalty 2128.105345 = -7157967.219371 nChanged 7 SP:Iteration 171Q (3043.174428 sec): 3 clusters Score: Raw -7160095.501336 + Penalty 2128.105345 = -7157967.395991 nChanged 5 SP:Iteration 172Q (3043.293665 sec): 3 clusters Score: Raw -7160095.633438 + Penalty 2128.105345 = -7157967.528093 nChanged 9 SP:Iteration 173Q (3043.421198 sec): 3 clusters Score: Raw -7160095.880402 + Penalty 2128.105345 = -7157967.775058 nChanged 8 SP:Iteration 174Q (3043.548685 sec): 3 clusters Score: Raw -7160096.013005 + Penalty 2128.105345 = -7157967.907660 nChanged 6 SP:Iteration 175Q (3043.673307 sec): 3 clusters Score: Raw -7160096.118538 + Penalty 2128.105345 = -7157968.013193 nChanged 6 SP:Iteration 176Q (3043.790741 sec): 3 clusters Score: Raw -7160096.213760 + Penalty 2128.105345 = -7157968.108415 nChanged 5 SP:Iteration 177Q (3043.912202 sec): 3 clusters Score: Raw -7160096.354661 + Penalty 2128.105345 = -7157968.249316 nChanged 6 SP:Iteration 178Q (3044.032409 sec): 3 clusters Score: Raw -7160096.519964 + Penalty 2128.105345 = -7157968.414619 nChanged 7 SP:Iteration 179Q (3044.157588 sec): 3 clusters Score: Raw -7160096.715552 + Penalty 2128.105345 = -7157968.610207 nChanged 8 SP:Iteration 180F (3044.284082 sec): 3 clusters Score: Raw -7160096.968311 + Penalty 2128.105345 = -7157968.862966 nChanged 4 SP:Iteration 181Q (3044.406615 sec): 3 clusters Score: Raw -7160097.095396 + Penalty 2128.105345 = -7157968.990051 nChanged 7 SP:Iteration 182Q (3044.530233 sec): 3 clusters Score: Raw -7160097.280872 + Penalty 2128.105345 = -7157969.175527 nChanged 7 SP:Iteration 183Q (3044.652580 sec): 3 clusters Score: Raw -7160097.445570 + Penalty 2128.105345 = -7157969.340225 nChanged 5 SP:Iteration 184Q (3044.773952 sec): 3 clusters Score: Raw -7160097.506795 + Penalty 2128.105345 = -7157969.401451 nChanged 5 SP:Iteration 185Q (3044.892408 sec): 3 clusters Score: Raw -7160097.591092 + Penalty 2128.105345 = -7157969.485747 nChanged 3 SP:Iteration 186Q (3045.023509 sec): 3 clusters Score: Raw -7160097.663923 + Penalty 2128.105345 = -7157969.558578 nChanged 6 SP:Iteration 187Q (3045.142766 sec): 3 clusters Score: Raw -7160097.743221 + Penalty 2128.105345 = -7157969.637876 nChanged 1 SP:Iteration 188Q (3045.269100 sec): 3 clusters Score: Raw -7160097.771149 + Penalty 2128.105345 = -7157969.665804 nChanged 3 SP:Iteration 189Q (3045.395329 sec): 3 clusters Score: Raw -7160097.852678 + Penalty 2128.105345 = -7157969.747333 nChanged 1 SP:Iteration 190Q (3045.515343 sec): 3 clusters Score: Raw -7160097.887516 + Penalty 2128.105345 = -7157969.782171 nChanged 3 SP:Iteration 191Q (3045.647955 sec): 3 clusters Score: Raw -7160097.964217 + Penalty 2128.105345 = -7157969.858872 nChanged 1 SP:Iteration 192Q (3045.772275 sec): 3 clusters Score: Raw -7160097.974489 + Penalty 2128.105345 = -7157969.869144 nChanged 0 SP:Iteration 193F (3045.909941 sec): 3 clusters Score: Raw -7160097.974489 + Penalty 2128.105345 = -7157969.869144 nChanged 0 Score: Raw -58466298.544708 + Penalty 41826.248670 = -58424472.296038 Splitting cluster 4 changes total score from -58424296.708219 to -58424472.296038 So it's getting split into cluster 2. Trying to split cluster 5 (2681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.590581 sec): 2 clusters Score: Raw -233741.649015 + Penalty 749.924788 = -232991.724227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.639198 sec): 3 clusters Score: Raw -232435.438780 + Penalty 1499.849576 = -230935.589203 nChanged 1073 SP:Iteration 1F (3055.688445 sec): 3 clusters Score: Raw -233133.301253 + Penalty 1499.849576 = -231633.451676 nChanged 195 SP:Iteration 2F (3055.731540 sec): 3 clusters Score: Raw -233275.813504 + Penalty 1499.849576 = -231775.963928 nChanged 165 SP:Iteration 3F (3055.771518 sec): 3 clusters Score: Raw -233385.346023 + Penalty 1499.849576 = -231885.496447 nChanged 130 SP:Iteration 4Q (3055.820317 sec): 3 clusters Score: Raw -233464.732452 + Penalty 1499.849576 = -231964.882876 nChanged 109 SP:Iteration 5Q (3055.869899 sec): 3 clusters Score: Raw -233523.674373 + Penalty 1499.849576 = -232023.824797 nChanged 87 SP:Iteration 6Q (3055.918344 sec): 3 clusters Score: Raw -233564.192486 + Penalty 1499.849576 = -232064.342910 nChanged 71 SP:Iteration 7Q (3055.972891 sec): 3 clusters Score: Raw -233596.873417 + Penalty 1499.849576 = -232097.023841 nChanged 69 SP:Iteration 8Q (3056.017000 sec): 3 clusters Score: Raw -233630.291903 + Penalty 1499.849576 = -232130.442327 nChanged 55 SP:Iteration 9Q (3056.058866 sec): 3 clusters Score: Raw -233668.525322 + Penalty 1499.849576 = -232168.675746 nChanged 60 SP:Iteration 10Q (3056.117863 sec): 3 clusters Score: Raw -233699.745557 + Penalty 1499.849576 = -232199.895981 nChanged 50 SP:Iteration 11Q (3056.164425 sec): 3 clusters Score: Raw -233721.350120 + Penalty 1499.849576 = -232221.500543 nChanged 49 SP:Iteration 12Q (3056.196094 sec): 3 clusters Score: Raw -233744.746238 + Penalty 1499.849576 = -232244.896662 nChanged 37 SP:Iteration 13Q (3056.247812 sec): 3 clusters Score: Raw -233762.412522 + Penalty 1499.849576 = -232262.562946 nChanged 39 SP:Iteration 14Q (3056.286985 sec): 3 clusters Score: Raw -233775.164756 + Penalty 1499.849576 = -232275.315180 nChanged 30 SP:Iteration 15Q (3056.327458 sec): 3 clusters Score: Raw -233785.961498 + Penalty 1499.849576 = -232286.111921 nChanged 29 SP:Iteration 16Q (3056.372204 sec): 3 clusters Score: Raw -233796.830195 + Penalty 1499.849576 = -232296.980618 nChanged 25 SP:Iteration 17Q (3056.426302 sec): 3 clusters Score: Raw -233806.033187 + Penalty 1499.849576 = -232306.183611 nChanged 22 SP:Iteration 18Q (3056.470961 sec): 3 clusters Score: Raw -233816.297945 + Penalty 1499.849576 = -232316.448369 nChanged 27 SP:Iteration 19Q (3056.522569 sec): 3 clusters Score: Raw -233825.263614 + Penalty 1499.849576 = -232325.414037 nChanged 24 SP:Iteration 20F (3056.574188 sec): 3 clusters Score: Raw -233832.349070 + Penalty 1499.849576 = -232332.499494 nChanged 23 SP:Iteration 21Q (3056.626287 sec): 3 clusters Score: Raw -233839.364747 + Penalty 1499.849576 = -232339.515171 nChanged 20 SP:Iteration 22Q (3056.671101 sec): 3 clusters Score: Raw -233844.726264 + Penalty 1499.849576 = -232344.876688 nChanged 20 SP:Iteration 23Q (3056.723841 sec): 3 clusters Score: Raw -233849.519371 + Penalty 1499.849576 = -232349.669795 nChanged 21 SP:Iteration 24Q (3056.761566 sec): 3 clusters Score: Raw -233857.951700 + Penalty 1499.849576 = -232358.102123 nChanged 28 SP:Iteration 25Q (3056.808725 sec): 3 clusters Score: Raw -233869.788116 + Penalty 1499.849576 = -232369.938540 nChanged 35 SP:Iteration 26Q (3056.857661 sec): 3 clusters Score: Raw -233883.781038 + Penalty 1499.849576 = -232383.931462 nChanged 36 SP:Iteration 27Q (3056.901118 sec): 3 clusters Score: Raw -233900.781078 + Penalty 1499.849576 = -232400.931502 nChanged 50 SP:Iteration 28Q (3056.944269 sec): 3 clusters Score: Raw -233933.106333 + Penalty 1499.849576 = -232433.256757 nChanged 56 SP:Iteration 29Q (3056.990984 sec): 3 clusters Score: Raw -233969.939653 + Penalty 1499.849576 = -232470.090077 nChanged 63 SP:Iteration 30Q (3057.038813 sec): 3 clusters Score: Raw -234015.723411 + Penalty 1499.849576 = -232515.873834 nChanged 68 SP:Iteration 31Q (3057.084744 sec): 3 clusters Score: Raw -234058.148542 + Penalty 1499.849576 = -232558.298965 nChanged 73 SP:Iteration 32Q (3057.119998 sec): 3 clusters Score: Raw -234098.271614 + Penalty 1499.849576 = -232598.422037 nChanged 66 SP:Iteration 33Q (3057.167686 sec): 3 clusters Score: Raw -234125.964321 + Penalty 1499.849576 = -232626.114745 nChanged 50 SP:Iteration 34Q (3057.205017 sec): 3 clusters Score: Raw -234149.504026 + Penalty 1499.849576 = -232649.654449 nChanged 57 SP:Iteration 35Q (3057.248640 sec): 3 clusters Score: Raw -234178.870742 + Penalty 1499.849576 = -232679.021165 nChanged 59 SP:Iteration 36Q (3057.290251 sec): 3 clusters Score: Raw -234212.076266 + Penalty 1499.849576 = -232712.226690 nChanged 51 SP:Iteration 37Q (3057.344616 sec): 3 clusters Score: Raw -234261.187641 + Penalty 1499.849576 = -232761.338065 nChanged 70 SP:Iteration 38Q (3057.383309 sec): 3 clusters Score: Raw -234321.718397 + Penalty 1499.849576 = -232821.868821 nChanged 65 SP:Iteration 39Q (3057.433780 sec): 3 clusters Score: Raw -234374.439476 + Penalty 1499.849576 = -232874.589900 nChanged 59 SP:Iteration 40F (3057.474854 sec): 3 clusters Score: Raw -234468.942404 + Penalty 1499.849576 = -232969.092828 nChanged 79 SP:Iteration 41Q (3057.518027 sec): 3 clusters Score: Raw -234664.621920 + Penalty 1499.849576 = -233164.772344 nChanged 87 SP:Iteration 42Q (3057.560708 sec): 3 clusters Score: Raw -234795.814189 + Penalty 1499.849576 = -233295.964613 nChanged 77 SP:Iteration 43Q (3057.607291 sec): 3 clusters Score: Raw -234875.075848 + Penalty 1499.849576 = -233375.226272 nChanged 59 SP:Iteration 44Q (3057.652645 sec): 3 clusters Score: Raw -234906.433322 + Penalty 1499.849576 = -233406.583745 nChanged 34 SP:Iteration 45Q (3057.698979 sec): 3 clusters Score: Raw -234922.589737 + Penalty 1499.849576 = -233422.740161 nChanged 16 SP:Iteration 46Q (3057.751018 sec): 3 clusters Score: Raw -234927.604944 + Penalty 1499.849576 = -233427.755368 nChanged 14 SP:Iteration 47Q (3057.796018 sec): 3 clusters Score: Raw -234929.981459 + Penalty 1499.849576 = -233430.131883 nChanged 5 SP:Iteration 48Q (3057.848905 sec): 3 clusters Score: Raw -234930.953344 + Penalty 1499.849576 = -233431.103767 nChanged 5 SP:Iteration 49Q (3057.902592 sec): 3 clusters Score: Raw -234931.676203 + Penalty 1499.849576 = -233431.826627 nChanged 5 SP:Iteration 50Q (3057.950714 sec): 3 clusters Score: Raw -234932.371727 + Penalty 1499.849576 = -233432.522150 nChanged 4 SP:Iteration 51Q (3057.999067 sec): 3 clusters Score: Raw -234932.713016 + Penalty 1499.849576 = -233432.863440 nChanged 1 SP:Iteration 52Q (3058.045032 sec): 3 clusters Score: Raw -234932.876222 + Penalty 1499.849576 = -233433.026646 nChanged 2 SP:Iteration 53Q (3058.085008 sec): 3 clusters Score: Raw -234933.153184 + Penalty 1499.849576 = -233433.303607 nChanged 2 SP:Iteration 54Q (3058.134520 sec): 3 clusters Score: Raw -234933.392808 + Penalty 1499.849576 = -233433.543232 nChanged 2 SP:Iteration 55Q (3058.177595 sec): 3 clusters Score: Raw -234933.890307 + Penalty 1499.849576 = -233434.040730 nChanged 3 SP:Iteration 56Q (3058.231025 sec): 3 clusters Score: Raw -234934.620413 + Penalty 1499.849576 = -233434.770837 nChanged 1 SP:Iteration 57Q (3058.279781 sec): 3 clusters Score: Raw -234934.837528 + Penalty 1499.849576 = -233434.987952 nChanged 1 SP:Iteration 58Q (3058.328817 sec): 3 clusters Score: Raw -234935.410280 + Penalty 1499.849576 = -233435.560704 nChanged 1 SP:Iteration 59Q (3058.374198 sec): 3 clusters Score: Raw -234935.615016 + Penalty 1499.849576 = -233435.765439 nChanged 1 SP:Iteration 60F (3058.411932 sec): 3 clusters Score: Raw -234935.831919 + Penalty 1499.849576 = -233435.982343 nChanged 2 SP:Iteration 61Q (3058.469067 sec): 3 clusters Score: Raw -234936.265649 + Penalty 1499.849576 = -233436.416073 nChanged 3 SP:Iteration 62Q (3058.514823 sec): 3 clusters Score: Raw -234937.046400 + Penalty 1499.849576 = -233437.196824 nChanged 4 SP:Iteration 63Q (3058.558511 sec): 3 clusters Score: Raw -234937.528296 + Penalty 1499.849576 = -233437.678720 nChanged 2 SP:Iteration 64Q (3058.592163 sec): 3 clusters Score: Raw -234938.201020 + Penalty 1499.849576 = -233438.351444 nChanged 3 SP:Iteration 65Q (3058.624572 sec): 3 clusters Score: Raw -234938.914676 + Penalty 1499.849576 = -233439.065100 nChanged 2 SP:Iteration 66Q (3058.675421 sec): 3 clusters Score: Raw -234939.150961 + Penalty 1499.849576 = -233439.301384 nChanged 1 SP:Iteration 67Q (3058.726684 sec): 3 clusters Score: Raw -234939.219399 + Penalty 1499.849576 = -233439.369822 nChanged 3 SP:Iteration 68Q (3058.776300 sec): 3 clusters Score: Raw -234939.632620 + Penalty 1499.849576 = -233439.783044 nChanged 1 SP:Iteration 69Q (3058.826911 sec): 3 clusters Score: Raw -234939.749535 + Penalty 1499.849576 = -233439.899958 nChanged 1 SP:Iteration 70Q (3058.871771 sec): 3 clusters Score: Raw -234939.893371 + Penalty 1499.849576 = -233440.043795 nChanged 1 SP:Iteration 71Q (3058.920553 sec): 3 clusters Score: Raw -234940.098179 + Penalty 1499.849576 = -233440.248603 nChanged 2 SP:Iteration 72Q (3058.970860 sec): 3 clusters Score: Raw -234940.261164 + Penalty 1499.849576 = -233440.411587 nChanged 2 SP:Iteration 73Q (3059.027300 sec): 3 clusters Score: Raw -234940.613994 + Penalty 1499.849576 = -233440.764418 nChanged 3 SP:Iteration 74Q (3059.065038 sec): 3 clusters Score: Raw -234941.371869 + Penalty 1499.849576 = -233441.522293 nChanged 3 SP:Iteration 75Q (3059.111165 sec): 3 clusters Score: Raw -234941.860165 + Penalty 1499.849576 = -233442.010589 nChanged 3 SP:Iteration 76Q (3059.151177 sec): 3 clusters Score: Raw -234942.341070 + Penalty 1499.849576 = -233442.491493 nChanged 3 SP:Iteration 77Q (3059.198579 sec): 3 clusters Score: Raw -234942.872569 + Penalty 1499.849576 = -233443.022992 nChanged 2 SP:Iteration 78Q (3059.244908 sec): 3 clusters Score: Raw -234943.217876 + Penalty 1499.849576 = -233443.368300 nChanged 2 SP:Iteration 79Q (3059.280843 sec): 3 clusters Score: Raw -234943.634116 + Penalty 1499.849576 = -233443.784540 nChanged 2 SP:Iteration 80F (3059.325585 sec): 3 clusters Score: Raw -234944.073385 + Penalty 1499.849576 = -233444.223809 nChanged 1 SP:Iteration 81Q (3059.373049 sec): 3 clusters Score: Raw -234944.135210 + Penalty 1499.849576 = -233444.285634 nChanged 0 SP:Iteration 82F (3059.423548 sec): 3 clusters Score: Raw -234944.135210 + Penalty 1499.849576 = -233444.285634 nChanged 0 Score: Raw -58467501.030902 + Penalty 43093.710751 = -58424407.320152 Splitting cluster 5 changes total score from -58424296.708219 to -58424407.320152 So it's getting split into cluster 34. Trying to split cluster 6 (5959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3069.479306 sec): 2 clusters Score: Raw -571190.981158 + Penalty 825.802506 = -570365.178651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.536213 sec): 3 clusters Score: Raw -567745.101088 + Penalty 1651.605013 = -566093.496075 nChanged 2633 SP:Iteration 1F (3069.586380 sec): 3 clusters Score: Raw -569134.427524 + Penalty 1651.605013 = -567482.822511 nChanged 452 SP:Iteration 2F (3069.641266 sec): 3 clusters Score: Raw -569373.137674 + Penalty 1651.605013 = -567721.532662 nChanged 418 SP:Iteration 3F (3069.681181 sec): 3 clusters Score: Raw -569612.337679 + Penalty 1651.605013 = -567960.732667 nChanged 394 SP:Iteration 4F (3069.728040 sec): 3 clusters Score: Raw -569880.964107 + Penalty 1651.605013 = -568229.359094 nChanged 374 SP:Iteration 5F (3069.782372 sec): 3 clusters Score: Raw -570194.999567 + Penalty 1651.605013 = -568543.394555 nChanged 329 SP:Iteration 6F (3069.824021 sec): 3 clusters Score: Raw -570472.706461 + Penalty 1651.605013 = -568821.101449 nChanged 271 SP:Iteration 7Q (3069.873089 sec): 3 clusters Score: Raw -570711.753934 + Penalty 1651.605013 = -569060.148921 nChanged 239 SP:Iteration 8Q (3069.916721 sec): 3 clusters Score: Raw -570896.915067 + Penalty 1651.605013 = -569245.310054 nChanged 162 SP:Iteration 9Q (3069.973278 sec): 3 clusters Score: Raw -571010.562275 + Penalty 1651.605013 = -569358.957263 nChanged 104 SP:Iteration 10Q (3070.029626 sec): 3 clusters Score: Raw -571080.619805 + Penalty 1651.605013 = -569429.014792 nChanged 72 SP:Iteration 11Q (3070.070724 sec): 3 clusters Score: Raw -571127.533071 + Penalty 1651.605013 = -569475.928059 nChanged 59 SP:Iteration 12Q (3070.117691 sec): 3 clusters Score: Raw -571164.930358 + Penalty 1651.605013 = -569513.325346 nChanged 54 SP:Iteration 13Q (3070.164525 sec): 3 clusters Score: Raw -571197.012638 + Penalty 1651.605013 = -569545.407626 nChanged 47 SP:Iteration 14Q (3070.222745 sec): 3 clusters Score: Raw -571223.567952 + Penalty 1651.605013 = -569571.962939 nChanged 37 SP:Iteration 15Q (3070.264399 sec): 3 clusters Score: Raw -571245.221061 + Penalty 1651.605013 = -569593.616048 nChanged 27 SP:Iteration 16Q (3070.320868 sec): 3 clusters Score: Raw -571261.893525 + Penalty 1651.605013 = -569610.288512 nChanged 18 SP:Iteration 17Q (3070.367886 sec): 3 clusters Score: Raw -571273.728021 + Penalty 1651.605013 = -569622.123009 nChanged 16 SP:Iteration 18Q (3070.407467 sec): 3 clusters Score: Raw -571284.198745 + Penalty 1651.605013 = -569632.593733 nChanged 15 SP:Iteration 19Q (3070.448953 sec): 3 clusters Score: Raw -571291.211246 + Penalty 1651.605013 = -569639.606233 nChanged 7 SP:Iteration 20F (3070.503671 sec): 3 clusters Score: Raw -571295.024806 + Penalty 1651.605013 = -569643.419794 nChanged 9 SP:Iteration 21Q (3070.557005 sec): 3 clusters Score: Raw -571297.983159 + Penalty 1651.605013 = -569646.378147 nChanged 6 SP:Iteration 22Q (3070.590672 sec): 3 clusters Score: Raw -571300.825881 + Penalty 1651.605013 = -569649.220869 nChanged 4 SP:Iteration 23Q (3070.637361 sec): 3 clusters Score: Raw -571302.589972 + Penalty 1651.605013 = -569650.984959 nChanged 7 SP:Iteration 24Q (3070.690870 sec): 3 clusters Score: Raw -571305.024160 + Penalty 1651.605013 = -569653.419148 nChanged 6 SP:Iteration 25Q (3070.733985 sec): 3 clusters Score: Raw -571307.688783 + Penalty 1651.605013 = -569656.083771 nChanged 5 SP:Iteration 26Q (3070.785532 sec): 3 clusters Score: Raw -571314.180584 + Penalty 1651.605013 = -569662.575572 nChanged 9 SP:Iteration 27Q (3070.835926 sec): 3 clusters Score: Raw -571320.687456 + Penalty 1651.605013 = -569669.082443 nChanged 7 SP:Iteration 28Q (3070.883353 sec): 3 clusters Score: Raw -571323.944638 + Penalty 1651.605013 = -569672.339625 nChanged 5 SP:Iteration 29Q (3070.938540 sec): 3 clusters Score: Raw -571327.692874 + Penalty 1651.605013 = -569676.087861 nChanged 6 SP:Iteration 30Q (3070.989885 sec): 3 clusters Score: Raw -571330.335277 + Penalty 1651.605013 = -569678.730264 nChanged 6 SP:Iteration 31Q (3071.034320 sec): 3 clusters Score: Raw -571332.965917 + Penalty 1651.605013 = -569681.360905 nChanged 2 SP:Iteration 32Q (3071.085542 sec): 3 clusters Score: Raw -571333.721972 + Penalty 1651.605013 = -569682.116960 nChanged 2 SP:Iteration 33Q (3071.133663 sec): 3 clusters Score: Raw -571334.755058 + Penalty 1651.605013 = -569683.150045 nChanged 4 SP:Iteration 34Q (3071.195432 sec): 3 clusters Score: Raw -571338.232707 + Penalty 1651.605013 = -569686.627695 nChanged 4 SP:Iteration 35Q (3071.239025 sec): 3 clusters Score: Raw -571341.168502 + Penalty 1651.605013 = -569689.563489 nChanged 3 SP:Iteration 36Q (3071.291353 sec): 3 clusters Score: Raw -571343.096904 + Penalty 1651.605013 = -569691.491892 nChanged 2 SP:Iteration 37Q (3071.340647 sec): 3 clusters Score: Raw -571344.016824 + Penalty 1651.605013 = -569692.411811 nChanged 2 SP:Iteration 38Q (3071.393269 sec): 3 clusters Score: Raw -571345.363966 + Penalty 1651.605013 = -569693.758954 nChanged 2 SP:Iteration 39Q (3071.444252 sec): 3 clusters Score: Raw -571345.778195 + Penalty 1651.605013 = -569694.173183 nChanged 1 SP:Iteration 40F (3071.500228 sec): 3 clusters Score: Raw -571346.729453 + Penalty 1651.605013 = -569695.124441 nChanged 1 SP:Iteration 41Q (3071.552546 sec): 3 clusters Score: Raw -571347.257818 + Penalty 1651.605013 = -569695.652805 nChanged 1 SP:Iteration 42Q (3071.605515 sec): 3 clusters Score: Raw -571347.560215 + Penalty 1651.605013 = -569695.955203 nChanged 1 SP:Iteration 43Q (3071.662932 sec): 3 clusters Score: Raw -571347.927784 + Penalty 1651.605013 = -569696.322772 nChanged 0 SP:Iteration 44F (3071.705033 sec): 3 clusters Score: Raw -571347.927784 + Penalty 1651.605013 = -569696.322772 nChanged 0 Trying to split cluster 7 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.738312 sec): 2 clusters Score: Raw -55939.523352 + Penalty 614.725953 = -55324.797399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.778804 sec): 3 clusters Score: Raw -55733.750113 + Penalty 1229.451906 = -54504.298207 nChanged 190 SP:Iteration 1F (3071.820221 sec): 3 clusters Score: Raw -55914.904978 + Penalty 1229.451906 = -54685.453073 nChanged 49 SP:Iteration 2F (3071.869416 sec): 3 clusters Score: Raw -55971.704330 + Penalty 1229.451906 = -54742.252424 nChanged 29 SP:Iteration 3Q (3071.910863 sec): 3 clusters Score: Raw -56012.211693 + Penalty 1229.451906 = -54782.759787 nChanged 24 SP:Iteration 4Q (3071.961536 sec): 3 clusters Score: Raw -56048.754103 + Penalty 1229.451906 = -54819.302198 nChanged 31 SP:Iteration 5Q (3071.999496 sec): 3 clusters Score: Raw -56095.932436 + Penalty 1229.451906 = -54866.480530 nChanged 20 SP:Iteration 6Q (3072.040533 sec): 3 clusters Score: Raw -56120.754304 + Penalty 1229.451906 = -54891.302398 nChanged 17 SP:Iteration 7Q (3072.077734 sec): 3 clusters Score: Raw -56143.424151 + Penalty 1229.451906 = -54913.972245 nChanged 12 SP:Iteration 8Q (3072.125819 sec): 3 clusters Score: Raw -56153.495626 + Penalty 1229.451906 = -54924.043720 nChanged 9 SP:Iteration 9Q (3072.174167 sec): 3 clusters Score: Raw -56159.892333 + Penalty 1229.451906 = -54930.440428 nChanged 1 SP:Iteration 10Q (3072.213708 sec): 3 clusters Score: Raw -56160.395002 + Penalty 1229.451906 = -54930.943096 nChanged 1 SP:Iteration 11Q (3072.262982 sec): 3 clusters Score: Raw -56160.777614 + Penalty 1229.451906 = -54931.325708 nChanged 0 SP:Iteration 12F (3072.320438 sec): 3 clusters Score: Raw -56160.777614 + Penalty 1229.451906 = -54931.325708 nChanged 0 Trying to split cluster 8 (42098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.391030 sec): 2 clusters Score: Raw -4134298.393831 + Penalty 1011.536774 = -4133286.857057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.482974 sec): 3 clusters Score: Raw -4107385.822683 + Penalty 2023.073547 = -4105362.749136 nChanged 19932 SP:Iteration 1F (3072.575350 sec): 3 clusters Score: Raw -4119104.550498 + Penalty 2023.073547 = -4117081.476951 nChanged 2232 SP:Iteration 2F (3072.678374 sec): 3 clusters Score: Raw -4120241.772585 + Penalty 2023.073547 = -4118218.699037 nChanged 2723 SP:Iteration 3F (3072.775833 sec): 3 clusters Score: Raw -4122128.973914 + Penalty 2023.073547 = -4120105.900367 nChanged 3266 SP:Iteration 4F (3072.869420 sec): 3 clusters Score: Raw -4124882.860986 + Penalty 2023.073547 = -4122859.787439 nChanged 3217 SP:Iteration 5F (3072.965652 sec): 3 clusters Score: Raw -4127651.917278 + Penalty 2023.073547 = -4125628.843731 nChanged 2680 SP:Iteration 6F (3073.060917 sec): 3 clusters Score: Raw -4129708.809577 + Penalty 2023.073547 = -4127685.736030 nChanged 2088 SP:Iteration 7Q (3073.152931 sec): 3 clusters Score: Raw -4131144.638256 + Penalty 2023.073547 = -4129121.564708 nChanged 1538 SP:Iteration 8Q (3073.254354 sec): 3 clusters Score: Raw -4132041.550481 + Penalty 2023.073547 = -4130018.476934 nChanged 1196 SP:Iteration 9Q (3073.347101 sec): 3 clusters Score: Raw -4132809.544207 + Penalty 2023.073547 = -4130786.470660 nChanged 1122 SP:Iteration 10Q (3073.446909 sec): 3 clusters Score: Raw -4133793.317213 + Penalty 2023.073547 = -4131770.243665 nChanged 1246 SP:Iteration 11Q (3073.552454 sec): 3 clusters Score: Raw -4135104.755417 + Penalty 2023.073547 = -4133081.681870 nChanged 1300 SP:Iteration 12Q (3073.648657 sec): 3 clusters Score: Raw -4136408.206849 + Penalty 2023.073547 = -4134385.133302 nChanged 1138 SP:Iteration 13Q (3073.750161 sec): 3 clusters Score: Raw -4137333.884011 + Penalty 2023.073547 = -4135310.810464 nChanged 892 SP:Iteration 14Q (3073.838534 sec): 3 clusters Score: Raw -4137878.169772 + Penalty 2023.073547 = -4135855.096225 nChanged 661 SP:Iteration 15Q (3073.925980 sec): 3 clusters Score: Raw -4138175.344306 + Penalty 2023.073547 = -4136152.270758 nChanged 521 SP:Iteration 16Q (3074.027652 sec): 3 clusters Score: Raw -4138349.027563 + Penalty 2023.073547 = -4136325.954015 nChanged 335 SP:Iteration 17Q (3074.122042 sec): 3 clusters Score: Raw -4138432.973339 + Penalty 2023.073547 = -4136409.899792 nChanged 243 SP:Iteration 18Q (3074.218267 sec): 3 clusters Score: Raw -4138476.874875 + Penalty 2023.073547 = -4136453.801327 nChanged 166 SP:Iteration 19Q (3074.313698 sec): 3 clusters Score: Raw -4138499.967049 + Penalty 2023.073547 = -4136476.893501 nChanged 137 SP:Iteration 20F (3074.412612 sec): 3 clusters Score: Raw -4138519.469775 + Penalty 2023.073547 = -4136496.396227 nChanged 126 SP:Iteration 21Q (3074.510073 sec): 3 clusters Score: Raw -4138531.642804 + Penalty 2023.073547 = -4136508.569257 nChanged 96 SP:Iteration 22Q (3074.600286 sec): 3 clusters Score: Raw -4138538.741798 + Penalty 2023.073547 = -4136515.668251 nChanged 77 SP:Iteration 23Q (3074.705029 sec): 3 clusters Score: Raw -4138543.885078 + Penalty 2023.073547 = -4136520.811530 nChanged 66 SP:Iteration 24Q (3074.801663 sec): 3 clusters Score: Raw -4138547.731372 + Penalty 2023.073547 = -4136524.657825 nChanged 51 SP:Iteration 25Q (3074.892147 sec): 3 clusters Score: Raw -4138550.055617 + Penalty 2023.073547 = -4136526.982070 nChanged 45 SP:Iteration 26Q (3074.985847 sec): 3 clusters Score: Raw -4138552.084926 + Penalty 2023.073547 = -4136529.011378 nChanged 47 SP:Iteration 27Q (3075.078258 sec): 3 clusters Score: Raw -4138554.341916 + Penalty 2023.073547 = -4136531.268369 nChanged 40 SP:Iteration 28Q (3075.177532 sec): 3 clusters Score: Raw -4138555.943468 + Penalty 2023.073547 = -4136532.869921 nChanged 29 SP:Iteration 29Q (3075.274624 sec): 3 clusters Score: Raw -4138557.037721 + Penalty 2023.073547 = -4136533.964173 nChanged 22 SP:Iteration 30Q (3075.373898 sec): 3 clusters Score: Raw -4138557.760643 + Penalty 2023.073547 = -4136534.687095 nChanged 16 SP:Iteration 31Q (3075.459094 sec): 3 clusters Score: Raw -4138558.217724 + Penalty 2023.073547 = -4136535.144176 nChanged 7 SP:Iteration 32Q (3075.553544 sec): 3 clusters Score: Raw -4138558.364994 + Penalty 2023.073547 = -4136535.291447 nChanged 7 SP:Iteration 33Q (3075.658578 sec): 3 clusters Score: Raw -4138558.518883 + Penalty 2023.073547 = -4136535.445336 nChanged 7 SP:Iteration 34Q (3075.757321 sec): 3 clusters Score: Raw -4138558.681016 + Penalty 2023.073547 = -4136535.607468 nChanged 4 SP:Iteration 35Q (3075.845992 sec): 3 clusters Score: Raw -4138558.742862 + Penalty 2023.073547 = -4136535.669315 nChanged 3 SP:Iteration 36Q (3075.929999 sec): 3 clusters Score: Raw -4138558.803325 + Penalty 2023.073547 = -4136535.729777 nChanged 5 SP:Iteration 37Q (3075.991268 sec): 3 clusters Score: Raw -4138558.886075 + Penalty 2023.073547 = -4136535.812528 nChanged 6 SP:Iteration 38Q (3076.051163 sec): 3 clusters Score: Raw -4138559.017140 + Penalty 2023.073547 = -4136535.943593 nChanged 6 SP:Iteration 39Q (3076.111889 sec): 3 clusters Score: Raw -4138559.143544 + Penalty 2023.073547 = -4136536.069997 nChanged 4 SP:Iteration 40F (3076.180272 sec): 3 clusters Score: Raw -4138559.211347 + Penalty 2023.073547 = -4136536.137800 nChanged 1 SP:Iteration 41Q (3076.279457 sec): 3 clusters Score: Raw -4138559.218120 + Penalty 2023.073547 = -4136536.144572 nChanged 0 SP:Iteration 42F (3076.374925 sec): 3 clusters Score: Raw -4138559.218120 + Penalty 2023.073547 = -4136536.144572 nChanged 0 Score: Raw -58471761.855192 + Penalty 44361.172832 = -58427400.682360 Splitting cluster 8 changes total score from -58424296.708219 to -58427400.682360 So it's getting split into cluster 35. Trying to split cluster 9 (4909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3086.765105 sec): 2 clusters Score: Raw -485534.340302 + Penalty 807.388426 = -484726.951876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3086.818336 sec): 3 clusters Score: Raw -482821.889351 + Penalty 1614.776851 = -481207.112500 nChanged 2118 SP:Iteration 1F (3086.857481 sec): 3 clusters Score: Raw -483948.221842 + Penalty 1614.776851 = -482333.444991 nChanged 325 SP:Iteration 2F (3086.907134 sec): 3 clusters Score: Raw -484114.310824 + Penalty 1614.776851 = -482499.533972 nChanged 263 SP:Iteration 3F (3086.952714 sec): 3 clusters Score: Raw -484239.453087 + Penalty 1614.776851 = -482624.676235 nChanged 242 SP:Iteration 4Q (3087.012419 sec): 3 clusters Score: Raw -484380.354209 + Penalty 1614.776851 = -482765.577357 nChanged 229 SP:Iteration 5Q (3087.051087 sec): 3 clusters Score: Raw -484509.205767 + Penalty 1614.776851 = -482894.428915 nChanged 214 SP:Iteration 6Q (3087.090664 sec): 3 clusters Score: Raw -484620.444690 + Penalty 1614.776851 = -483005.667839 nChanged 179 SP:Iteration 7Q (3087.136804 sec): 3 clusters Score: Raw -484703.819816 + Penalty 1614.776851 = -483089.042965 nChanged 159 SP:Iteration 8Q (3087.199955 sec): 3 clusters Score: Raw -484777.803577 + Penalty 1614.776851 = -483163.026726 nChanged 152 SP:Iteration 9Q (3087.236560 sec): 3 clusters Score: Raw -484852.105424 + Penalty 1614.776851 = -483237.328573 nChanged 150 SP:Iteration 10Q (3087.290356 sec): 3 clusters Score: Raw -484922.116156 + Penalty 1614.776851 = -483307.339304 nChanged 126 SP:Iteration 11Q (3087.335391 sec): 3 clusters Score: Raw -484983.442902 + Penalty 1614.776851 = -483368.666050 nChanged 102 SP:Iteration 12Q (3087.386173 sec): 3 clusters Score: Raw -485031.302164 + Penalty 1614.776851 = -483416.525313 nChanged 98 SP:Iteration 13Q (3087.410986 sec): 3 clusters Score: Raw -485075.051147 + Penalty 1614.776851 = -483460.274295 nChanged 84 SP:Iteration 14Q (3087.428358 sec): 3 clusters Score: Raw -485104.139422 + Penalty 1614.776851 = -483489.362570 nChanged 63 SP:Iteration 15Q (3087.487403 sec): 3 clusters Score: Raw -485130.232245 + Penalty 1614.776851 = -483515.455393 nChanged 67 SP:Iteration 16Q (3087.544395 sec): 3 clusters Score: Raw -485151.959874 + Penalty 1614.776851 = -483537.183022 nChanged 53 SP:Iteration 17Q (3087.582795 sec): 3 clusters Score: Raw -485170.417552 + Penalty 1614.776851 = -483555.640701 nChanged 53 SP:Iteration 18Q (3087.633439 sec): 3 clusters Score: Raw -485189.120965 + Penalty 1614.776851 = -483574.344113 nChanged 57 SP:Iteration 19Q (3087.682400 sec): 3 clusters Score: Raw -485211.259898 + Penalty 1614.776851 = -483596.483046 nChanged 51 SP:Iteration 20F (3087.732752 sec): 3 clusters Score: Raw -485232.291722 + Penalty 1614.776851 = -483617.514871 nChanged 49 SP:Iteration 21Q (3087.780363 sec): 3 clusters Score: Raw -485250.315345 + Penalty 1614.776851 = -483635.538494 nChanged 49 SP:Iteration 22Q (3087.823519 sec): 3 clusters Score: Raw -485266.713080 + Penalty 1614.776851 = -483651.936229 nChanged 39 SP:Iteration 23Q (3087.868746 sec): 3 clusters Score: Raw -485280.745531 + Penalty 1614.776851 = -483665.968680 nChanged 35 SP:Iteration 24Q (3087.917731 sec): 3 clusters Score: Raw -485289.012784 + Penalty 1614.776851 = -483674.235932 nChanged 32 SP:Iteration 25Q (3087.959097 sec): 3 clusters Score: Raw -485295.972193 + Penalty 1614.776851 = -483681.195341 nChanged 24 SP:Iteration 26Q (3088.008411 sec): 3 clusters Score: Raw -485302.015505 + Penalty 1614.776851 = -483687.238654 nChanged 20 SP:Iteration 27Q (3088.046703 sec): 3 clusters Score: Raw -485306.524833 + Penalty 1614.776851 = -483691.747982 nChanged 18 SP:Iteration 28Q (3088.101867 sec): 3 clusters Score: Raw -485311.645111 + Penalty 1614.776851 = -483696.868259 nChanged 27 SP:Iteration 29Q (3088.142560 sec): 3 clusters Score: Raw -485321.079163 + Penalty 1614.776851 = -483706.302311 nChanged 33 SP:Iteration 30Q (3088.202766 sec): 3 clusters Score: Raw -485329.920495 + Penalty 1614.776851 = -483715.143644 nChanged 33 SP:Iteration 31Q (3088.248667 sec): 3 clusters Score: Raw -485340.057031 + Penalty 1614.776851 = -483725.280180 nChanged 33 SP:Iteration 32Q (3088.294447 sec): 3 clusters Score: Raw -485348.998477 + Penalty 1614.776851 = -483734.221626 nChanged 21 SP:Iteration 33Q (3088.343350 sec): 3 clusters Score: Raw -485354.134869 + Penalty 1614.776851 = -483739.358018 nChanged 22 SP:Iteration 34Q (3088.402345 sec): 3 clusters Score: Raw -485358.406919 + Penalty 1614.776851 = -483743.630067 nChanged 18 SP:Iteration 35Q (3088.450865 sec): 3 clusters Score: Raw -485361.403374 + Penalty 1614.776851 = -483746.626523 nChanged 16 SP:Iteration 36Q (3088.499381 sec): 3 clusters Score: Raw -485364.978859 + Penalty 1614.776851 = -483750.202007 nChanged 14 SP:Iteration 37Q (3088.536596 sec): 3 clusters Score: Raw -485369.029239 + Penalty 1614.776851 = -483754.252388 nChanged 14 SP:Iteration 38Q (3088.583039 sec): 3 clusters Score: Raw -485373.425057 + Penalty 1614.776851 = -483758.648205 nChanged 16 SP:Iteration 39Q (3088.626420 sec): 3 clusters Score: Raw -485376.667074 + Penalty 1614.776851 = -483761.890222 nChanged 19 SP:Iteration 40F (3088.680843 sec): 3 clusters Score: Raw -485381.653416 + Penalty 1614.776851 = -483766.876565 nChanged 19 SP:Iteration 41Q (3088.718196 sec): 3 clusters Score: Raw -485387.042975 + Penalty 1614.776851 = -483772.266124 nChanged 21 SP:Iteration 42Q (3088.761971 sec): 3 clusters Score: Raw -485391.224777 + Penalty 1614.776851 = -483776.447925 nChanged 15 SP:Iteration 43Q (3088.813575 sec): 3 clusters Score: Raw -485394.231558 + Penalty 1614.776851 = -483779.454707 nChanged 14 SP:Iteration 44Q (3088.849675 sec): 3 clusters Score: Raw -485396.995039 + Penalty 1614.776851 = -483782.218188 nChanged 16 SP:Iteration 45Q (3088.909714 sec): 3 clusters Score: Raw -485400.651065 + Penalty 1614.776851 = -483785.874214 nChanged 18 SP:Iteration 46Q (3088.963481 sec): 3 clusters Score: Raw -485404.061942 + Penalty 1614.776851 = -483789.285091 nChanged 8 SP:Iteration 47Q (3089.001711 sec): 3 clusters Score: Raw -485405.148678 + Penalty 1614.776851 = -483790.371826 nChanged 6 SP:Iteration 48Q (3089.057351 sec): 3 clusters Score: Raw -485406.793440 + Penalty 1614.776851 = -483792.016588 nChanged 7 SP:Iteration 49Q (3089.109193 sec): 3 clusters Score: Raw -485408.099582 + Penalty 1614.776851 = -483793.322731 nChanged 5 SP:Iteration 50Q (3089.162143 sec): 3 clusters Score: Raw -485408.546677 + Penalty 1614.776851 = -483793.769826 nChanged 3 SP:Iteration 51Q (3089.199805 sec): 3 clusters Score: Raw -485408.993286 + Penalty 1614.776851 = -483794.216434 nChanged 5 SP:Iteration 52Q (3089.243794 sec): 3 clusters Score: Raw -485409.845989 + Penalty 1614.776851 = -483795.069138 nChanged 6 SP:Iteration 53Q (3089.292387 sec): 3 clusters Score: Raw -485411.185593 + Penalty 1614.776851 = -483796.408742 nChanged 7 SP:Iteration 54Q (3089.349487 sec): 3 clusters Score: Raw -485412.950317 + Penalty 1614.776851 = -483798.173465 nChanged 9 SP:Iteration 55Q (3089.391120 sec): 3 clusters Score: Raw -485414.611271 + Penalty 1614.776851 = -483799.834420 nChanged 6 SP:Iteration 56Q (3089.448985 sec): 3 clusters Score: Raw -485415.800009 + Penalty 1614.776851 = -483801.023158 nChanged 8 SP:Iteration 57Q (3089.495083 sec): 3 clusters Score: Raw -485416.968539 + Penalty 1614.776851 = -483802.191688 nChanged 4 SP:Iteration 58Q (3089.547547 sec): 3 clusters Score: Raw -485417.333304 + Penalty 1614.776851 = -483802.556452 nChanged 2 SP:Iteration 59Q (3089.606046 sec): 3 clusters Score: Raw -485417.559771 + Penalty 1614.776851 = -483802.782919 nChanged 3 SP:Iteration 60F (3089.653206 sec): 3 clusters Score: Raw -485418.181326 + Penalty 1614.776851 = -483803.404475 nChanged 2 SP:Iteration 61Q (3089.703131 sec): 3 clusters Score: Raw -485418.435939 + Penalty 1614.776851 = -483803.659088 nChanged 3 SP:Iteration 62Q (3089.750187 sec): 3 clusters Score: Raw -485419.094286 + Penalty 1614.776851 = -483804.317434 nChanged 4 SP:Iteration 63Q (3089.794102 sec): 3 clusters Score: Raw -485419.751358 + Penalty 1614.776851 = -483804.974507 nChanged 7 SP:Iteration 64Q (3089.843895 sec): 3 clusters Score: Raw -485421.053509 + Penalty 1614.776851 = -483806.276657 nChanged 8 SP:Iteration 65Q (3089.891018 sec): 3 clusters Score: Raw -485422.341790 + Penalty 1614.776851 = -483807.564938 nChanged 6 SP:Iteration 66Q (3089.950205 sec): 3 clusters Score: Raw -485423.318216 + Penalty 1614.776851 = -483808.541365 nChanged 4 SP:Iteration 67Q (3089.999984 sec): 3 clusters Score: Raw -485423.674564 + Penalty 1614.776851 = -483808.897713 nChanged 3 SP:Iteration 68Q (3090.040936 sec): 3 clusters Score: Raw -485424.017305 + Penalty 1614.776851 = -483809.240453 nChanged 2 SP:Iteration 69Q (3090.092232 sec): 3 clusters Score: Raw -485424.430963 + Penalty 1614.776851 = -483809.654112 nChanged 3 SP:Iteration 70Q (3090.149608 sec): 3 clusters Score: Raw -485424.790242 + Penalty 1614.776851 = -483810.013391 nChanged 0 SP:Iteration 71F (3090.187254 sec): 3 clusters Score: Raw -485424.790242 + Penalty 1614.776851 = -483810.013391 nChanged 0 Trying to split cluster 10 (49714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3090.273526 sec): 2 clusters Score: Raw -4864511.292377 + Penalty 1027.333977 = -4863483.958400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3090.381910 sec): 3 clusters Score: Raw -4832126.309310 + Penalty 2054.667954 = -4830071.641356 nChanged 23855 SP:Iteration 1F (3090.483196 sec): 3 clusters Score: Raw -4846137.849448 + Penalty 2054.667954 = -4844083.181494 nChanged 1998 SP:Iteration 2Q (3090.591069 sec): 3 clusters Score: Raw -4846759.602256 + Penalty 2054.667954 = -4844704.934302 nChanged 2106 SP:Iteration 3Q (3090.699339 sec): 3 clusters Score: Raw -4847611.065235 + Penalty 2054.667954 = -4845556.397282 nChanged 2478 SP:Iteration 4Q (3090.818414 sec): 3 clusters Score: Raw -4848943.260251 + Penalty 2054.667954 = -4846888.592297 nChanged 2944 SP:Iteration 5F (3090.910870 sec): 3 clusters Score: Raw -4850918.308353 + Penalty 2054.667954 = -4848863.640399 nChanged 3311 SP:Iteration 6F (3091.013142 sec): 3 clusters Score: Raw -4853502.703600 + Penalty 2054.667954 = -4851448.035646 nChanged 3278 SP:Iteration 7F (3091.111200 sec): 3 clusters Score: Raw -4855988.509006 + Penalty 2054.667954 = -4853933.841052 nChanged 2891 SP:Iteration 8F (3091.211042 sec): 3 clusters Score: Raw -4857822.967102 + Penalty 2054.667954 = -4855768.299148 nChanged 2167 SP:Iteration 9Q (3091.318868 sec): 3 clusters Score: Raw -4858872.203383 + Penalty 2054.667954 = -4856817.535429 nChanged 1553 SP:Iteration 10Q (3091.421103 sec): 3 clusters Score: Raw -4859436.350257 + Penalty 2054.667954 = -4857381.682303 nChanged 1113 SP:Iteration 11Q (3091.536944 sec): 3 clusters Score: Raw -4859787.063355 + Penalty 2054.667954 = -4857732.395401 nChanged 936 SP:Iteration 12Q (3091.637511 sec): 3 clusters Score: Raw -4860063.708634 + Penalty 2054.667954 = -4858009.040680 nChanged 838 SP:Iteration 13Q (3091.752111 sec): 3 clusters Score: Raw -4860301.921024 + Penalty 2054.667954 = -4858247.253070 nChanged 780 SP:Iteration 14Q (3091.858305 sec): 3 clusters Score: Raw -4860541.412215 + Penalty 2054.667954 = -4858486.744261 nChanged 806 SP:Iteration 15Q (3091.972584 sec): 3 clusters Score: Raw -4860805.264081 + Penalty 2054.667954 = -4858750.596127 nChanged 756 SP:Iteration 16Q (3092.078033 sec): 3 clusters Score: Raw -4861062.447152 + Penalty 2054.667954 = -4859007.779198 nChanged 804 SP:Iteration 17Q (3092.181976 sec): 3 clusters Score: Raw -4861383.808356 + Penalty 2054.667954 = -4859329.140402 nChanged 817 SP:Iteration 18Q (3092.300033 sec): 3 clusters Score: Raw -4861726.440776 + Penalty 2054.667954 = -4859671.772822 nChanged 866 SP:Iteration 19Q (3092.407315 sec): 3 clusters Score: Raw -4862187.823695 + Penalty 2054.667954 = -4860133.155741 nChanged 908 SP:Iteration 20F (3092.517982 sec): 3 clusters Score: Raw -4862729.360645 + Penalty 2054.667954 = -4860674.692691 nChanged 953 SP:Iteration 21Q (3092.624048 sec): 3 clusters Score: Raw -4863375.374004 + Penalty 2054.667954 = -4861320.706050 nChanged 946 SP:Iteration 22Q (3092.729246 sec): 3 clusters Score: Raw -4864056.428242 + Penalty 2054.667954 = -4862001.760288 nChanged 884 SP:Iteration 23Q (3092.843177 sec): 3 clusters Score: Raw -4864648.637292 + Penalty 2054.667954 = -4862593.969338 nChanged 807 SP:Iteration 24Q (3092.936658 sec): 3 clusters Score: Raw -4865080.861244 + Penalty 2054.667954 = -4863026.193290 nChanged 664 SP:Iteration 25Q (3093.050279 sec): 3 clusters Score: Raw -4865368.263263 + Penalty 2054.667954 = -4863313.595309 nChanged 560 SP:Iteration 26Q (3093.153009 sec): 3 clusters Score: Raw -4865564.626604 + Penalty 2054.667954 = -4863509.958650 nChanged 458 SP:Iteration 27Q (3093.246623 sec): 3 clusters Score: Raw -4865710.127212 + Penalty 2054.667954 = -4863655.459258 nChanged 411 SP:Iteration 28Q (3093.347581 sec): 3 clusters Score: Raw -4865827.592870 + Penalty 2054.667954 = -4863772.924916 nChanged 388 SP:Iteration 29Q (3093.459312 sec): 3 clusters Score: Raw -4865920.838061 + Penalty 2054.667954 = -4863866.170107 nChanged 344 SP:Iteration 30Q (3093.562765 sec): 3 clusters Score: Raw -4866005.247943 + Penalty 2054.667954 = -4863950.579989 nChanged 335 SP:Iteration 31Q (3093.666147 sec): 3 clusters Score: Raw -4866083.951921 + Penalty 2054.667954 = -4864029.283967 nChanged 314 SP:Iteration 32Q (3093.757642 sec): 3 clusters Score: Raw -4866151.281131 + Penalty 2054.667954 = -4864096.613177 nChanged 280 SP:Iteration 33Q (3093.877159 sec): 3 clusters Score: Raw -4866203.626276 + Penalty 2054.667954 = -4864148.958322 nChanged 249 SP:Iteration 34Q (3093.976091 sec): 3 clusters Score: Raw -4866247.945636 + Penalty 2054.667954 = -4864193.277682 nChanged 252 SP:Iteration 35Q (3094.080114 sec): 3 clusters Score: Raw -4866289.536093 + Penalty 2054.667954 = -4864234.868139 nChanged 220 SP:Iteration 36Q (3094.183163 sec): 3 clusters Score: Raw -4866320.668271 + Penalty 2054.667954 = -4864266.000317 nChanged 179 SP:Iteration 37Q (3094.281756 sec): 3 clusters Score: Raw -4866340.898314 + Penalty 2054.667954 = -4864286.230361 nChanged 135 SP:Iteration 38Q (3094.382361 sec): 3 clusters Score: Raw -4866356.198306 + Penalty 2054.667954 = -4864301.530352 nChanged 123 SP:Iteration 39Q (3094.482489 sec): 3 clusters Score: Raw -4866368.681027 + Penalty 2054.667954 = -4864314.013073 nChanged 102 SP:Iteration 40F (3094.587714 sec): 3 clusters Score: Raw -4866379.804337 + Penalty 2054.667954 = -4864325.136384 nChanged 106 SP:Iteration 41Q (3094.695413 sec): 3 clusters Score: Raw -4866388.852466 + Penalty 2054.667954 = -4864334.184512 nChanged 94 SP:Iteration 42Q (3094.785849 sec): 3 clusters Score: Raw -4866395.160806 + Penalty 2054.667954 = -4864340.492852 nChanged 75 SP:Iteration 43Q (3094.896287 sec): 3 clusters Score: Raw -4866399.979256 + Penalty 2054.667954 = -4864345.311302 nChanged 67 SP:Iteration 44Q (3094.984633 sec): 3 clusters Score: Raw -4866404.043060 + Penalty 2054.667954 = -4864349.375106 nChanged 55 SP:Iteration 45Q (3095.091224 sec): 3 clusters Score: Raw -4866407.203469 + Penalty 2054.667954 = -4864352.535515 nChanged 48 SP:Iteration 46Q (3095.192650 sec): 3 clusters Score: Raw -4866410.185836 + Penalty 2054.667954 = -4864355.517882 nChanged 49 SP:Iteration 47Q (3095.297849 sec): 3 clusters Score: Raw -4866413.452764 + Penalty 2054.667954 = -4864358.784811 nChanged 54 SP:Iteration 48Q (3095.389668 sec): 3 clusters Score: Raw -4866416.907571 + Penalty 2054.667954 = -4864362.239617 nChanged 60 SP:Iteration 49Q (3095.500544 sec): 3 clusters Score: Raw -4866421.385392 + Penalty 2054.667954 = -4864366.717438 nChanged 72 SP:Iteration 50Q (3095.593221 sec): 3 clusters Score: Raw -4866426.792609 + Penalty 2054.667954 = -4864372.124655 nChanged 54 SP:Iteration 51Q (3095.698780 sec): 3 clusters Score: Raw -4866430.208033 + Penalty 2054.667954 = -4864375.540079 nChanged 47 SP:Iteration 52Q (3095.804432 sec): 3 clusters Score: Raw -4866433.023111 + Penalty 2054.667954 = -4864378.355157 nChanged 43 SP:Iteration 53Q (3095.894115 sec): 3 clusters Score: Raw -4866436.133963 + Penalty 2054.667954 = -4864381.466009 nChanged 50 SP:Iteration 54Q (3096.001522 sec): 3 clusters Score: Raw -4866439.379102 + Penalty 2054.667954 = -4864384.711148 nChanged 46 SP:Iteration 55Q (3096.099603 sec): 3 clusters Score: Raw -4866442.078164 + Penalty 2054.667954 = -4864387.410210 nChanged 37 SP:Iteration 56Q (3096.204493 sec): 3 clusters Score: Raw -4866444.853569 + Penalty 2054.667954 = -4864390.185615 nChanged 43 SP:Iteration 57Q (3096.310535 sec): 3 clusters Score: Raw -4866448.295277 + Penalty 2054.667954 = -4864393.627323 nChanged 54 SP:Iteration 58Q (3096.415048 sec): 3 clusters Score: Raw -4866451.840280 + Penalty 2054.667954 = -4864397.172326 nChanged 57 SP:Iteration 59Q (3096.511557 sec): 3 clusters Score: Raw -4866455.886794 + Penalty 2054.667954 = -4864401.218840 nChanged 50 SP:Iteration 60F (3096.613826 sec): 3 clusters Score: Raw -4866459.511629 + Penalty 2054.667954 = -4864404.843675 nChanged 44 SP:Iteration 61Q (3096.708523 sec): 3 clusters Score: Raw -4866462.275637 + Penalty 2054.667954 = -4864407.607684 nChanged 47 SP:Iteration 62Q (3096.808642 sec): 3 clusters Score: Raw -4866465.873280 + Penalty 2054.667954 = -4864411.205326 nChanged 60 SP:Iteration 63Q (3096.901060 sec): 3 clusters Score: Raw -4866469.971281 + Penalty 2054.667954 = -4864415.303328 nChanged 57 SP:Iteration 64Q (3096.994281 sec): 3 clusters Score: Raw -4866473.268065 + Penalty 2054.667954 = -4864418.600112 nChanged 47 SP:Iteration 65Q (3097.087988 sec): 3 clusters Score: Raw -4866476.011457 + Penalty 2054.667954 = -4864421.343503 nChanged 40 SP:Iteration 66Q (3097.187153 sec): 3 clusters Score: Raw -4866478.075284 + Penalty 2054.667954 = -4864423.407330 nChanged 34 SP:Iteration 67Q (3097.275603 sec): 3 clusters Score: Raw -4866479.852589 + Penalty 2054.667954 = -4864425.184635 nChanged 37 SP:Iteration 68Q (3097.374881 sec): 3 clusters Score: Raw -4866481.583611 + Penalty 2054.667954 = -4864426.915657 nChanged 35 SP:Iteration 69Q (3097.475715 sec): 3 clusters Score: Raw -4866482.943535 + Penalty 2054.667954 = -4864428.275581 nChanged 24 SP:Iteration 70Q (3097.582392 sec): 3 clusters Score: Raw -4866483.847713 + Penalty 2054.667954 = -4864429.179759 nChanged 31 SP:Iteration 71Q (3097.685934 sec): 3 clusters Score: Raw -4866485.251269 + Penalty 2054.667954 = -4864430.583315 nChanged 26 SP:Iteration 72Q (3097.786770 sec): 3 clusters Score: Raw -4866486.330993 + Penalty 2054.667954 = -4864431.663039 nChanged 19 SP:Iteration 73Q (3097.882303 sec): 3 clusters Score: Raw -4866487.101813 + Penalty 2054.667954 = -4864432.433859 nChanged 22 SP:Iteration 74Q (3097.982018 sec): 3 clusters Score: Raw -4866488.210429 + Penalty 2054.667954 = -4864433.542475 nChanged 19 SP:Iteration 75Q (3098.087616 sec): 3 clusters Score: Raw -4866489.118417 + Penalty 2054.667954 = -4864434.450463 nChanged 18 SP:Iteration 76Q (3098.185872 sec): 3 clusters Score: Raw -4866489.872492 + Penalty 2054.667954 = -4864435.204539 nChanged 18 SP:Iteration 77Q (3098.287535 sec): 3 clusters Score: Raw -4866490.534676 + Penalty 2054.667954 = -4864435.866722 nChanged 13 SP:Iteration 78Q (3098.390938 sec): 3 clusters Score: Raw -4866490.984798 + Penalty 2054.667954 = -4864436.316844 nChanged 11 SP:Iteration 79Q (3098.479841 sec): 3 clusters Score: Raw -4866491.354390 + Penalty 2054.667954 = -4864436.686436 nChanged 12 SP:Iteration 80F (3098.574462 sec): 3 clusters Score: Raw -4866491.779121 + Penalty 2054.667954 = -4864437.111167 nChanged 9 SP:Iteration 81Q (3098.691364 sec): 3 clusters Score: Raw -4866492.056191 + Penalty 2054.667954 = -4864437.388237 nChanged 10 SP:Iteration 82Q (3098.777192 sec): 3 clusters Score: Raw -4866492.517151 + Penalty 2054.667954 = -4864437.849197 nChanged 14 SP:Iteration 83Q (3098.883213 sec): 3 clusters Score: Raw -4866493.162401 + Penalty 2054.667954 = -4864438.494447 nChanged 10 SP:Iteration 84Q (3098.988786 sec): 3 clusters Score: Raw -4866493.474627 + Penalty 2054.667954 = -4864438.806673 nChanged 5 SP:Iteration 85Q (3099.102397 sec): 3 clusters Score: Raw -4866493.649078 + Penalty 2054.667954 = -4864438.981124 nChanged 8 SP:Iteration 86Q (3099.205745 sec): 3 clusters Score: Raw -4866493.900634 + Penalty 2054.667954 = -4864439.232680 nChanged 3 SP:Iteration 87Q (3099.304817 sec): 3 clusters Score: Raw -4866494.002052 + Penalty 2054.667954 = -4864439.334098 nChanged 4 SP:Iteration 88Q (3099.405474 sec): 3 clusters Score: Raw -4866494.114531 + Penalty 2054.667954 = -4864439.446577 nChanged 3 SP:Iteration 89Q (3099.500386 sec): 3 clusters Score: Raw -4866494.155506 + Penalty 2054.667954 = -4864439.487552 nChanged 1 SP:Iteration 90Q (3099.596276 sec): 3 clusters Score: Raw -4866494.164552 + Penalty 2054.667954 = -4864439.496598 nChanged 1 SP:Iteration 91Q (3099.696711 sec): 3 clusters Score: Raw -4866494.183543 + Penalty 2054.667954 = -4864439.515589 nChanged 0 SP:Iteration 92F (3099.798635 sec): 3 clusters Score: Raw -4866494.183543 + Penalty 2054.667954 = -4864439.515589 nChanged 0 Score: Raw -58473744.746358 + Penalty 45628.634913 = -58428116.111445 Splitting cluster 10 changes total score from -58424296.708219 to -58428116.111445 So it's getting split into cluster 36. Trying to split cluster 11 (17459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3110.430790 sec): 2 clusters Score: Raw -1609367.523125 + Penalty 927.923003 = -1608439.600122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3110.498893 sec): 3 clusters Score: Raw -1598507.305206 + Penalty 1855.846005 = -1596651.459201 nChanged 8083 SP:Iteration 1F (3110.565585 sec): 3 clusters Score: Raw -1603590.015905 + Penalty 1855.846005 = -1601734.169899 nChanged 1174 SP:Iteration 2F (3110.634250 sec): 3 clusters Score: Raw -1604244.987904 + Penalty 1855.846005 = -1602389.141899 nChanged 1161 SP:Iteration 3F (3110.702928 sec): 3 clusters Score: Raw -1604980.185281 + Penalty 1855.846005 = -1603124.339276 nChanged 1183 SP:Iteration 4F (3110.771593 sec): 3 clusters Score: Raw -1605809.635896 + Penalty 1855.846005 = -1603953.789891 nChanged 1194 SP:Iteration 5F (3110.843562 sec): 3 clusters Score: Raw -1606678.910384 + Penalty 1855.846005 = -1604823.064379 nChanged 1092 SP:Iteration 6F (3110.909206 sec): 3 clusters Score: Raw -1607465.083871 + Penalty 1855.846005 = -1605609.237866 nChanged 902 SP:Iteration 7F (3110.966662 sec): 3 clusters Score: Raw -1608061.141945 + Penalty 1855.846005 = -1606205.295940 nChanged 685 SP:Iteration 8Q (3111.028017 sec): 3 clusters Score: Raw -1608400.081652 + Penalty 1855.846005 = -1606544.235647 nChanged 493 SP:Iteration 9Q (3111.090017 sec): 3 clusters Score: Raw -1608616.410313 + Penalty 1855.846005 = -1606760.564308 nChanged 369 SP:Iteration 10Q (3111.169228 sec): 3 clusters Score: Raw -1608766.067850 + Penalty 1855.846005 = -1606910.221845 nChanged 296 SP:Iteration 11Q (3111.238195 sec): 3 clusters Score: Raw -1608870.345991 + Penalty 1855.846005 = -1607014.499986 nChanged 244 SP:Iteration 12Q (3111.306194 sec): 3 clusters Score: Raw -1608947.018997 + Penalty 1855.846005 = -1607091.172992 nChanged 201 SP:Iteration 13Q (3111.374896 sec): 3 clusters Score: Raw -1608995.170465 + Penalty 1855.846005 = -1607139.324460 nChanged 172 SP:Iteration 14Q (3111.442306 sec): 3 clusters Score: Raw -1609036.530451 + Penalty 1855.846005 = -1607180.684446 nChanged 157 SP:Iteration 15Q (3111.508044 sec): 3 clusters Score: Raw -1609068.401200 + Penalty 1855.846005 = -1607212.555195 nChanged 123 SP:Iteration 16Q (3111.563730 sec): 3 clusters Score: Raw -1609093.493604 + Penalty 1855.846005 = -1607237.647599 nChanged 111 SP:Iteration 17Q (3111.637034 sec): 3 clusters Score: Raw -1609117.296651 + Penalty 1855.846005 = -1607261.450646 nChanged 107 SP:Iteration 18Q (3111.702446 sec): 3 clusters Score: Raw -1609133.728290 + Penalty 1855.846005 = -1607277.882284 nChanged 86 SP:Iteration 19Q (3111.758776 sec): 3 clusters Score: Raw -1609145.682542 + Penalty 1855.846005 = -1607289.836537 nChanged 80 SP:Iteration 20F (3111.829640 sec): 3 clusters Score: Raw -1609157.291875 + Penalty 1855.846005 = -1607301.445870 nChanged 87 SP:Iteration 21Q (3111.899144 sec): 3 clusters Score: Raw -1609171.843703 + Penalty 1855.846005 = -1607315.997698 nChanged 91 SP:Iteration 22Q (3111.959233 sec): 3 clusters Score: Raw -1609185.862216 + Penalty 1855.846005 = -1607330.016211 nChanged 101 SP:Iteration 23Q (3112.026466 sec): 3 clusters Score: Raw -1609203.094040 + Penalty 1855.846005 = -1607347.248035 nChanged 104 SP:Iteration 24Q (3112.085147 sec): 3 clusters Score: Raw -1609223.447276 + Penalty 1855.846005 = -1607367.601271 nChanged 116 SP:Iteration 25Q (3112.155880 sec): 3 clusters Score: Raw -1609246.033360 + Penalty 1855.846005 = -1607390.187355 nChanged 124 SP:Iteration 26Q (3112.229300 sec): 3 clusters Score: Raw -1609272.257248 + Penalty 1855.846005 = -1607416.411243 nChanged 119 SP:Iteration 27Q (3112.297980 sec): 3 clusters Score: Raw -1609295.089545 + Penalty 1855.846005 = -1607439.243540 nChanged 98 SP:Iteration 28Q (3112.357090 sec): 3 clusters Score: Raw -1609315.864817 + Penalty 1855.846005 = -1607460.018812 nChanged 110 SP:Iteration 29Q (3112.430028 sec): 3 clusters Score: Raw -1609337.114086 + Penalty 1855.846005 = -1607481.268080 nChanged 112 SP:Iteration 30Q (3112.490748 sec): 3 clusters Score: Raw -1609362.382085 + Penalty 1855.846005 = -1607506.536080 nChanged 123 SP:Iteration 31Q (3112.554425 sec): 3 clusters Score: Raw -1609388.851167 + Penalty 1855.846005 = -1607533.005162 nChanged 113 SP:Iteration 32Q (3112.610195 sec): 3 clusters Score: Raw -1609417.693775 + Penalty 1855.846005 = -1607561.847769 nChanged 123 SP:Iteration 33Q (3112.680392 sec): 3 clusters Score: Raw -1609446.473444 + Penalty 1855.846005 = -1607590.627438 nChanged 125 SP:Iteration 34Q (3112.753526 sec): 3 clusters Score: Raw -1609474.954434 + Penalty 1855.846005 = -1607619.108428 nChanged 115 SP:Iteration 35Q (3112.819682 sec): 3 clusters Score: Raw -1609500.460201 + Penalty 1855.846005 = -1607644.614196 nChanged 120 SP:Iteration 36Q (3112.876101 sec): 3 clusters Score: Raw -1609527.405883 + Penalty 1855.846005 = -1607671.559877 nChanged 114 SP:Iteration 37Q (3112.932347 sec): 3 clusters Score: Raw -1609555.150955 + Penalty 1855.846005 = -1607699.304950 nChanged 137 SP:Iteration 38Q (3112.989927 sec): 3 clusters Score: Raw -1609582.621779 + Penalty 1855.846005 = -1607726.775774 nChanged 125 SP:Iteration 39Q (3113.046884 sec): 3 clusters Score: Raw -1609607.144030 + Penalty 1855.846005 = -1607751.298025 nChanged 116 SP:Iteration 40F (3113.110181 sec): 3 clusters Score: Raw -1609628.532709 + Penalty 1855.846005 = -1607772.686704 nChanged 110 SP:Iteration 41Q (3113.186805 sec): 3 clusters Score: Raw -1609655.067017 + Penalty 1855.846005 = -1607799.221012 nChanged 106 SP:Iteration 42Q (3113.244390 sec): 3 clusters Score: Raw -1609680.095357 + Penalty 1855.846005 = -1607824.249352 nChanged 125 SP:Iteration 43Q (3113.316173 sec): 3 clusters Score: Raw -1609707.469249 + Penalty 1855.846005 = -1607851.623244 nChanged 110 SP:Iteration 44Q (3113.363864 sec): 3 clusters Score: Raw -1609730.517178 + Penalty 1855.846005 = -1607874.671173 nChanged 106 SP:Iteration 45Q (3113.442023 sec): 3 clusters Score: Raw -1609752.403700 + Penalty 1855.846005 = -1607896.557694 nChanged 118 SP:Iteration 46Q (3113.493534 sec): 3 clusters Score: Raw -1609775.555259 + Penalty 1855.846005 = -1607919.709254 nChanged 106 SP:Iteration 47Q (3113.562684 sec): 3 clusters Score: Raw -1609798.681618 + Penalty 1855.846005 = -1607942.835613 nChanged 113 SP:Iteration 48Q (3113.631302 sec): 3 clusters Score: Raw -1609825.559713 + Penalty 1855.846005 = -1607969.713707 nChanged 124 SP:Iteration 49Q (3113.693707 sec): 3 clusters Score: Raw -1609856.097371 + Penalty 1855.846005 = -1608000.251366 nChanged 151 SP:Iteration 50Q (3113.760342 sec): 3 clusters Score: Raw -1609900.467072 + Penalty 1855.846005 = -1608044.621067 nChanged 151 SP:Iteration 51Q (3113.827313 sec): 3 clusters Score: Raw -1609941.088732 + Penalty 1855.846005 = -1608085.242726 nChanged 139 SP:Iteration 52Q (3113.903725 sec): 3 clusters Score: Raw -1609976.098499 + Penalty 1855.846005 = -1608120.252493 nChanged 127 SP:Iteration 53Q (3113.963125 sec): 3 clusters Score: Raw -1610002.476523 + Penalty 1855.846005 = -1608146.630517 nChanged 111 SP:Iteration 54Q (3114.017084 sec): 3 clusters Score: Raw -1610024.562193 + Penalty 1855.846005 = -1608168.716188 nChanged 100 SP:Iteration 55Q (3114.083757 sec): 3 clusters Score: Raw -1610043.143184 + Penalty 1855.846005 = -1608187.297178 nChanged 87 SP:Iteration 56Q (3114.148629 sec): 3 clusters Score: Raw -1610057.402467 + Penalty 1855.846005 = -1608201.556462 nChanged 87 SP:Iteration 57Q (3114.212690 sec): 3 clusters Score: Raw -1610070.832507 + Penalty 1855.846005 = -1608214.986502 nChanged 83 SP:Iteration 58Q (3114.289711 sec): 3 clusters Score: Raw -1610084.948122 + Penalty 1855.846005 = -1608229.102116 nChanged 72 SP:Iteration 59Q (3114.350079 sec): 3 clusters Score: Raw -1610095.566597 + Penalty 1855.846005 = -1608239.720592 nChanged 75 SP:Iteration 60F (3114.424078 sec): 3 clusters Score: Raw -1610105.946614 + Penalty 1855.846005 = -1608250.100609 nChanged 61 SP:Iteration 61Q (3114.476635 sec): 3 clusters Score: Raw -1610113.785847 + Penalty 1855.846005 = -1608257.939841 nChanged 54 SP:Iteration 62Q (3114.553481 sec): 3 clusters Score: Raw -1610120.549355 + Penalty 1855.846005 = -1608264.703349 nChanged 53 SP:Iteration 63Q (3114.624703 sec): 3 clusters Score: Raw -1610128.078788 + Penalty 1855.846005 = -1608272.232782 nChanged 50 SP:Iteration 64Q (3114.688128 sec): 3 clusters Score: Raw -1610133.272882 + Penalty 1855.846005 = -1608277.426877 nChanged 37 SP:Iteration 65Q (3114.740699 sec): 3 clusters Score: Raw -1610137.247108 + Penalty 1855.846005 = -1608281.401103 nChanged 33 SP:Iteration 66Q (3114.777639 sec): 3 clusters Score: Raw -1610140.582791 + Penalty 1855.846005 = -1608284.736786 nChanged 30 SP:Iteration 67Q (3114.847083 sec): 3 clusters Score: Raw -1610143.646119 + Penalty 1855.846005 = -1608287.800114 nChanged 37 SP:Iteration 68Q (3114.912928 sec): 3 clusters Score: Raw -1610148.017999 + Penalty 1855.846005 = -1608292.171994 nChanged 38 SP:Iteration 69Q (3114.986916 sec): 3 clusters Score: Raw -1610151.441187 + Penalty 1855.846005 = -1608295.595182 nChanged 34 SP:Iteration 70Q (3115.051831 sec): 3 clusters Score: Raw -1610154.267675 + Penalty 1855.846005 = -1608298.421670 nChanged 30 SP:Iteration 71Q (3115.108437 sec): 3 clusters Score: Raw -1610157.023875 + Penalty 1855.846005 = -1608301.177869 nChanged 27 SP:Iteration 72Q (3115.183174 sec): 3 clusters Score: Raw -1610159.492429 + Penalty 1855.846005 = -1608303.646424 nChanged 27 SP:Iteration 73Q (3115.250517 sec): 3 clusters Score: Raw -1610162.088236 + Penalty 1855.846005 = -1608306.242230 nChanged 25 SP:Iteration 74Q (3115.315355 sec): 3 clusters Score: Raw -1610164.465571 + Penalty 1855.846005 = -1608308.619566 nChanged 23 SP:Iteration 75Q (3115.378969 sec): 3 clusters Score: Raw -1610166.512695 + Penalty 1855.846005 = -1608310.666690 nChanged 26 SP:Iteration 76Q (3115.440490 sec): 3 clusters Score: Raw -1610168.477531 + Penalty 1855.846005 = -1608312.631525 nChanged 23 SP:Iteration 77Q (3115.495851 sec): 3 clusters Score: Raw -1610170.548201 + Penalty 1855.846005 = -1608314.702196 nChanged 17 SP:Iteration 78Q (3115.563627 sec): 3 clusters Score: Raw -1610171.543933 + Penalty 1855.846005 = -1608315.697928 nChanged 6 SP:Iteration 79Q (3115.619036 sec): 3 clusters Score: Raw -1610171.830949 + Penalty 1855.846005 = -1608315.984944 nChanged 7 SP:Iteration 80F (3115.690432 sec): 3 clusters Score: Raw -1610172.160614 + Penalty 1855.846005 = -1608316.314608 nChanged 9 SP:Iteration 81Q (3115.756554 sec): 3 clusters Score: Raw -1610172.627445 + Penalty 1855.846005 = -1608316.781439 nChanged 6 SP:Iteration 82Q (3115.800844 sec): 3 clusters Score: Raw -1610172.861302 + Penalty 1855.846005 = -1608317.015297 nChanged 6 SP:Iteration 83Q (3115.864109 sec): 3 clusters Score: Raw -1610173.316154 + Penalty 1855.846005 = -1608317.470149 nChanged 5 SP:Iteration 84Q (3115.925636 sec): 3 clusters Score: Raw -1610173.695534 + Penalty 1855.846005 = -1608317.849529 nChanged 7 SP:Iteration 85Q (3115.977092 sec): 3 clusters Score: Raw -1610174.185506 + Penalty 1855.846005 = -1608318.339501 nChanged 10 SP:Iteration 86Q (3116.038122 sec): 3 clusters Score: Raw -1610174.813828 + Penalty 1855.846005 = -1608318.967823 nChanged 8 SP:Iteration 87Q (3116.105751 sec): 3 clusters Score: Raw -1610175.173283 + Penalty 1855.846005 = -1608319.327278 nChanged 5 SP:Iteration 88Q (3116.180072 sec): 3 clusters Score: Raw -1610175.645757 + Penalty 1855.846005 = -1608319.799752 nChanged 7 SP:Iteration 89Q (3116.238282 sec): 3 clusters Score: Raw -1610176.185156 + Penalty 1855.846005 = -1608320.339151 nChanged 9 SP:Iteration 90Q (3116.307284 sec): 3 clusters Score: Raw -1610177.056882 + Penalty 1855.846005 = -1608321.210877 nChanged 9 SP:Iteration 91Q (3116.366573 sec): 3 clusters Score: Raw -1610177.504788 + Penalty 1855.846005 = -1608321.658783 nChanged 8 SP:Iteration 92Q (3116.445251 sec): 3 clusters Score: Raw -1610177.865372 + Penalty 1855.846005 = -1608322.019367 nChanged 10 SP:Iteration 93Q (3116.510116 sec): 3 clusters Score: Raw -1610178.503696 + Penalty 1855.846005 = -1608322.657691 nChanged 12 SP:Iteration 94Q (3116.571956 sec): 3 clusters Score: Raw -1610179.176423 + Penalty 1855.846005 = -1608323.330417 nChanged 12 SP:Iteration 95Q (3116.636620 sec): 3 clusters Score: Raw -1610180.047658 + Penalty 1855.846005 = -1608324.201652 nChanged 20 SP:Iteration 96Q (3116.701609 sec): 3 clusters Score: Raw -1610181.811874 + Penalty 1855.846005 = -1608325.965869 nChanged 22 SP:Iteration 97Q (3116.769323 sec): 3 clusters Score: Raw -1610183.434547 + Penalty 1855.846005 = -1608327.588542 nChanged 23 SP:Iteration 98Q (3116.834803 sec): 3 clusters Score: Raw -1610184.829568 + Penalty 1855.846005 = -1608328.983563 nChanged 10 SP:Iteration 99Q (3116.900689 sec): 3 clusters Score: Raw -1610185.360323 + Penalty 1855.846005 = -1608329.514318 nChanged 5 SP:Iteration 100F (3116.962013 sec): 3 clusters Score: Raw -1610185.646730 + Penalty 1855.846005 = -1608329.800724 nChanged 3 SP:Iteration 101Q (3117.033123 sec): 3 clusters Score: Raw -1610185.849981 + Penalty 1855.846005 = -1608330.003976 nChanged 2 SP:Iteration 102Q (3117.094335 sec): 3 clusters Score: Raw -1610185.925314 + Penalty 1855.846005 = -1608330.079308 nChanged 2 SP:Iteration 103Q (3117.150996 sec): 3 clusters Score: Raw -1610186.064763 + Penalty 1855.846005 = -1608330.218757 nChanged 2 SP:Iteration 104Q (3117.226919 sec): 3 clusters Score: Raw -1610186.094968 + Penalty 1855.846005 = -1608330.248963 nChanged 0 SP:Iteration 105F (3117.281301 sec): 3 clusters Score: Raw -1610186.094968 + Penalty 1855.846005 = -1608330.248963 nChanged 0 Trying to split cluster 12 (96202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3117.406257 sec): 2 clusters Score: Raw -9197362.750342 + Penalty 1090.049516 = -9196272.700827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3117.570448 sec): 3 clusters Score: Raw -9134037.201297 + Penalty 2180.099031 = -9131857.102266 nChanged 46383 SP:Iteration 1F (3117.732397 sec): 3 clusters Score: Raw -9161251.360867 + Penalty 2180.099031 = -9159071.261836 nChanged 3592 SP:Iteration 2Q (3117.922721 sec): 3 clusters Score: Raw -9162317.408391 + Penalty 2180.099031 = -9160137.309360 nChanged 4326 SP:Iteration 3Q (3118.091800 sec): 3 clusters Score: Raw -9164039.770903 + Penalty 2180.099031 = -9161859.671872 nChanged 5484 SP:Iteration 4F (3118.250223 sec): 3 clusters Score: Raw -9166967.810666 + Penalty 2180.099031 = -9164787.711635 nChanged 6818 SP:Iteration 5F (3118.400745 sec): 3 clusters Score: Raw -9171576.392620 + Penalty 2180.099031 = -9169396.293589 nChanged 7545 SP:Iteration 6F (3118.564497 sec): 3 clusters Score: Raw -9177653.409472 + Penalty 2180.099031 = -9175473.310441 nChanged 6980 SP:Iteration 7F (3118.727559 sec): 3 clusters Score: Raw -9184020.574393 + Penalty 2180.099031 = -9181840.475362 nChanged 5056 SP:Iteration 8F (3118.885330 sec): 3 clusters Score: Raw -9189366.637372 + Penalty 2180.099031 = -9187186.538341 nChanged 3027 SP:Iteration 9Q (3119.056326 sec): 3 clusters Score: Raw -9193028.071404 + Penalty 2180.099031 = -9190847.972373 nChanged 1858 SP:Iteration 10Q (3119.215888 sec): 3 clusters Score: Raw -9194860.463210 + Penalty 2180.099031 = -9192680.364179 nChanged 1330 SP:Iteration 11Q (3119.361806 sec): 3 clusters Score: Raw -9195714.639654 + Penalty 2180.099031 = -9193534.540623 nChanged 908 SP:Iteration 12Q (3119.512618 sec): 3 clusters Score: Raw -9196187.840507 + Penalty 2180.099031 = -9194007.741476 nChanged 692 SP:Iteration 13Q (3119.664920 sec): 3 clusters Score: Raw -9196492.362910 + Penalty 2180.099031 = -9194312.263879 nChanged 548 SP:Iteration 14Q (3119.815005 sec): 3 clusters Score: Raw -9196695.835253 + Penalty 2180.099031 = -9194515.736222 nChanged 460 SP:Iteration 15Q (3119.961585 sec): 3 clusters Score: Raw -9196842.398045 + Penalty 2180.099031 = -9194662.299014 nChanged 392 SP:Iteration 16Q (3120.115392 sec): 3 clusters Score: Raw -9196955.447690 + Penalty 2180.099031 = -9194775.348659 nChanged 327 SP:Iteration 17Q (3120.274513 sec): 3 clusters Score: Raw -9197048.618983 + Penalty 2180.099031 = -9194868.519952 nChanged 305 SP:Iteration 18Q (3120.415989 sec): 3 clusters Score: Raw -9197126.086457 + Penalty 2180.099031 = -9194945.987426 nChanged 264 SP:Iteration 19Q (3120.550381 sec): 3 clusters Score: Raw -9197186.267370 + Penalty 2180.099031 = -9195006.168339 nChanged 218 SP:Iteration 20F (3120.701173 sec): 3 clusters Score: Raw -9197231.871487 + Penalty 2180.099031 = -9195051.772456 nChanged 188 SP:Iteration 21Q (3120.839844 sec): 3 clusters Score: Raw -9197268.675448 + Penalty 2180.099031 = -9195088.576417 nChanged 169 SP:Iteration 22Q (3120.995088 sec): 3 clusters Score: Raw -9197301.137496 + Penalty 2180.099031 = -9195121.038465 nChanged 151 SP:Iteration 23Q (3121.133033 sec): 3 clusters Score: Raw -9197328.838307 + Penalty 2180.099031 = -9195148.739276 nChanged 132 SP:Iteration 24Q (3121.276428 sec): 3 clusters Score: Raw -9197349.919930 + Penalty 2180.099031 = -9195169.820899 nChanged 117 SP:Iteration 25Q (3121.418235 sec): 3 clusters Score: Raw -9197367.586789 + Penalty 2180.099031 = -9195187.487758 nChanged 110 SP:Iteration 26Q (3121.576643 sec): 3 clusters Score: Raw -9197386.728882 + Penalty 2180.099031 = -9195206.629851 nChanged 121 SP:Iteration 27Q (3121.729076 sec): 3 clusters Score: Raw -9197407.187571 + Penalty 2180.099031 = -9195227.088540 nChanged 113 SP:Iteration 28Q (3121.862574 sec): 3 clusters Score: Raw -9197424.155254 + Penalty 2180.099031 = -9195244.056223 nChanged 109 SP:Iteration 29Q (3122.007698 sec): 3 clusters Score: Raw -9197440.849932 + Penalty 2180.099031 = -9195260.750901 nChanged 106 SP:Iteration 30Q (3122.156836 sec): 3 clusters Score: Raw -9197454.599113 + Penalty 2180.099031 = -9195274.500082 nChanged 100 SP:Iteration 31Q (3122.301450 sec): 3 clusters Score: Raw -9197469.567517 + Penalty 2180.099031 = -9195289.468486 nChanged 106 SP:Iteration 32Q (3122.450451 sec): 3 clusters Score: Raw -9197486.881173 + Penalty 2180.099031 = -9195306.782142 nChanged 95 SP:Iteration 33Q (3122.606437 sec): 3 clusters Score: Raw -9197501.705839 + Penalty 2180.099031 = -9195321.606808 nChanged 100 SP:Iteration 34Q (3122.751462 sec): 3 clusters Score: Raw -9197515.815607 + Penalty 2180.099031 = -9195335.716576 nChanged 86 SP:Iteration 35Q (3122.889914 sec): 3 clusters Score: Raw -9197530.145254 + Penalty 2180.099031 = -9195350.046223 nChanged 92 SP:Iteration 36Q (3123.027646 sec): 3 clusters Score: Raw -9197543.610247 + Penalty 2180.099031 = -9195363.511216 nChanged 79 SP:Iteration 37Q (3123.177008 sec): 3 clusters Score: Raw -9197554.016116 + Penalty 2180.099031 = -9195373.917085 nChanged 58 SP:Iteration 38Q (3123.325503 sec): 3 clusters Score: Raw -9197561.259885 + Penalty 2180.099031 = -9195381.160854 nChanged 52 SP:Iteration 39Q (3123.465234 sec): 3 clusters Score: Raw -9197567.085127 + Penalty 2180.099031 = -9195386.986096 nChanged 55 SP:Iteration 40F (3123.628134 sec): 3 clusters Score: Raw -9197573.137089 + Penalty 2180.099031 = -9195393.038058 nChanged 53 SP:Iteration 41Q (3123.781355 sec): 3 clusters Score: Raw -9197577.851106 + Penalty 2180.099031 = -9195397.752075 nChanged 28 SP:Iteration 42Q (3123.933504 sec): 3 clusters Score: Raw -9197580.284818 + Penalty 2180.099031 = -9195400.185787 nChanged 27 SP:Iteration 43Q (3124.077048 sec): 3 clusters Score: Raw -9197582.241812 + Penalty 2180.099031 = -9195402.142781 nChanged 26 SP:Iteration 44Q (3124.225015 sec): 3 clusters Score: Raw -9197584.198691 + Penalty 2180.099031 = -9195404.099660 nChanged 25 SP:Iteration 45Q (3124.359123 sec): 3 clusters Score: Raw -9197586.103007 + Penalty 2180.099031 = -9195406.003976 nChanged 27 SP:Iteration 46Q (3124.506379 sec): 3 clusters Score: Raw -9197588.646872 + Penalty 2180.099031 = -9195408.547841 nChanged 29 SP:Iteration 47Q (3124.642932 sec): 3 clusters Score: Raw -9197591.127367 + Penalty 2180.099031 = -9195411.028336 nChanged 26 SP:Iteration 48Q (3124.781081 sec): 3 clusters Score: Raw -9197594.861731 + Penalty 2180.099031 = -9195414.762700 nChanged 36 SP:Iteration 49Q (3124.935238 sec): 3 clusters Score: Raw -9197599.528800 + Penalty 2180.099031 = -9195419.429769 nChanged 33 SP:Iteration 50Q (3125.079583 sec): 3 clusters Score: Raw -9197602.383226 + Penalty 2180.099031 = -9195422.284195 nChanged 32 SP:Iteration 51Q (3125.223622 sec): 3 clusters Score: Raw -9197605.223488 + Penalty 2180.099031 = -9195425.124457 nChanged 25 SP:Iteration 52Q (3125.354922 sec): 3 clusters Score: Raw -9197607.217421 + Penalty 2180.099031 = -9195427.118390 nChanged 30 SP:Iteration 53Q (3125.490978 sec): 3 clusters Score: Raw -9197610.483997 + Penalty 2180.099031 = -9195430.384966 nChanged 37 SP:Iteration 54Q (3125.626241 sec): 3 clusters Score: Raw -9197614.947591 + Penalty 2180.099031 = -9195434.848560 nChanged 33 SP:Iteration 55Q (3125.770666 sec): 3 clusters Score: Raw -9197618.509120 + Penalty 2180.099031 = -9195438.410089 nChanged 40 SP:Iteration 56Q (3125.914333 sec): 3 clusters Score: Raw -9197622.868820 + Penalty 2180.099031 = -9195442.769789 nChanged 35 SP:Iteration 57Q (3126.051948 sec): 3 clusters Score: Raw -9197626.149724 + Penalty 2180.099031 = -9195446.050693 nChanged 32 SP:Iteration 58Q (3126.194295 sec): 3 clusters Score: Raw -9197628.874823 + Penalty 2180.099031 = -9195448.775792 nChanged 37 SP:Iteration 59Q (3126.342879 sec): 3 clusters Score: Raw -9197632.446094 + Penalty 2180.099031 = -9195452.347063 nChanged 30 SP:Iteration 60F (3126.498358 sec): 3 clusters Score: Raw -9197634.409940 + Penalty 2180.099031 = -9195454.310909 nChanged 17 SP:Iteration 61Q (3126.655661 sec): 3 clusters Score: Raw -9197636.100495 + Penalty 2180.099031 = -9195456.001464 nChanged 19 SP:Iteration 62Q (3126.800949 sec): 3 clusters Score: Raw -9197637.557879 + Penalty 2180.099031 = -9195457.458848 nChanged 20 SP:Iteration 63Q (3126.942629 sec): 3 clusters Score: Raw -9197638.923146 + Penalty 2180.099031 = -9195458.824115 nChanged 7 SP:Iteration 64Q (3127.080495 sec): 3 clusters Score: Raw -9197639.259246 + Penalty 2180.099031 = -9195459.160215 nChanged 3 SP:Iteration 65Q (3127.229279 sec): 3 clusters Score: Raw -9197639.326495 + Penalty 2180.099031 = -9195459.227464 nChanged 3 SP:Iteration 66Q (3127.353423 sec): 3 clusters Score: Raw -9197639.504758 + Penalty 2180.099031 = -9195459.405727 nChanged 0 SP:Iteration 67F (3127.523318 sec): 3 clusters Score: Raw -9197639.504758 + Penalty 2180.099031 = -9195459.405727 nChanged 0 Trying to split cluster 13 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3127.544803 sec): 2 clusters Score: Raw -22081.792366 + Penalty 524.158025 = -21557.634341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3127.588131 sec): 3 clusters Score: Raw -22093.664419 + Penalty 1048.316050 = -21045.348369 nChanged 50 SP:Iteration 1F (3127.631774 sec): 3 clusters Score: Raw -22181.673616 + Penalty 1048.316050 = -21133.357566 nChanged 10 SP:Iteration 2Q (3127.690964 sec): 3 clusters Score: Raw -22193.890453 + Penalty 1048.316050 = -21145.574402 nChanged 6 SP:Iteration 3Q (3127.724705 sec): 3 clusters Score: Raw -22205.525783 + Penalty 1048.316050 = -21157.209733 nChanged 5 SP:Iteration 4Q (3127.779212 sec): 3 clusters Score: Raw -22218.985821 + Penalty 1048.316050 = -21170.669770 nChanged 3 SP:Iteration 5Q (3127.811153 sec): 3 clusters Score: Raw -22232.767352 + Penalty 1048.316050 = -21184.451301 nChanged 3 SP:Iteration 6Q (3127.851752 sec): 3 clusters Score: Raw -22240.384623 + Penalty 1048.316050 = -21192.068573 nChanged 3 SP:Iteration 7Q (3127.889648 sec): 3 clusters Score: Raw -22242.987747 + Penalty 1048.316050 = -21194.671697 nChanged 2 SP:Iteration 8Q (3127.931602 sec): 3 clusters Score: Raw -22245.748505 + Penalty 1048.316050 = -21197.432455 nChanged 2 SP:Iteration 9Q (3127.965520 sec): 3 clusters Score: Raw -22249.953137 + Penalty 1048.316050 = -21201.637087 nChanged 0 SP:Iteration 10F (3128.007901 sec): 3 clusters Score: Raw -22249.953137 + Penalty 1048.316050 = -21201.637087 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3128.028676 sec): 2 clusters Score: Raw -10721.621762 + Penalty 489.562701 = -10232.059060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3128.071465 sec): 3 clusters Score: Raw -10838.826836 + Penalty 979.125403 = -9859.701434 nChanged 48 SP:Iteration 1F (3128.116770 sec): 3 clusters Score: Raw -11024.537230 + Penalty 979.125403 = -10045.411827 nChanged 8 SP:Iteration 2Q (3128.165453 sec): 3 clusters Score: Raw -11058.510097 + Penalty 979.125403 = -10079.384694 nChanged 5 SP:Iteration 3Q (3128.210136 sec): 3 clusters Score: Raw -11076.679892 + Penalty 979.125403 = -10097.554489 nChanged 3 SP:Iteration 4Q (3128.252901 sec): 3 clusters Score: Raw -11095.863982 + Penalty 979.125403 = -10116.738579 nChanged 2 SP:Iteration 5Q (3128.298571 sec): 3 clusters Score: Raw -11105.166209 + Penalty 979.125403 = -10126.040806 nChanged 2 SP:Iteration 6Q (3128.331118 sec): 3 clusters Score: Raw -11111.856318 + Penalty 979.125403 = -10132.730915 nChanged 0 SP:Iteration 7F (3128.374335 sec): 3 clusters Score: Raw -11111.856318 + Penalty 979.125403 = -10132.730915 nChanged 0 Trying to split cluster 15 (15244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3128.423409 sec): 2 clusters Score: Raw -1441275.885482 + Penalty 915.034420 = -1440360.851062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3128.485166 sec): 3 clusters Score: Raw -1431980.103111 + Penalty 1830.068840 = -1430150.034271 nChanged 6975 SP:Iteration 1F (3128.551160 sec): 3 clusters Score: Raw -1436033.010529 + Penalty 1830.068840 = -1434202.941689 nChanged 957 SP:Iteration 2F (3128.613778 sec): 3 clusters Score: Raw -1436598.707512 + Penalty 1830.068840 = -1434768.638672 nChanged 976 SP:Iteration 3F (3128.683018 sec): 3 clusters Score: Raw -1437290.458298 + Penalty 1830.068840 = -1435460.389458 nChanged 1024 SP:Iteration 4F (3128.744876 sec): 3 clusters Score: Raw -1438160.587459 + Penalty 1830.068840 = -1436330.518619 nChanged 1024 SP:Iteration 5F (3128.808837 sec): 3 clusters Score: Raw -1439074.859127 + Penalty 1830.068840 = -1437244.790287 nChanged 924 SP:Iteration 6F (3128.876954 sec): 3 clusters Score: Raw -1439830.162092 + Penalty 1830.068840 = -1438000.093252 nChanged 793 SP:Iteration 7F (3128.937216 sec): 3 clusters Score: Raw -1440349.418049 + Penalty 1830.068840 = -1438519.349209 nChanged 554 SP:Iteration 8Q (3129.000262 sec): 3 clusters Score: Raw -1440632.875911 + Penalty 1830.068840 = -1438802.807071 nChanged 406 SP:Iteration 9Q (3129.065199 sec): 3 clusters Score: Raw -1440813.216683 + Penalty 1830.068840 = -1438983.147844 nChanged 296 SP:Iteration 10Q (3129.128521 sec): 3 clusters Score: Raw -1440922.956101 + Penalty 1830.068840 = -1439092.887261 nChanged 233 SP:Iteration 11Q (3129.185313 sec): 3 clusters Score: Raw -1440994.445901 + Penalty 1830.068840 = -1439164.377061 nChanged 205 SP:Iteration 12Q (3129.248290 sec): 3 clusters Score: Raw -1441059.656458 + Penalty 1830.068840 = -1439229.587618 nChanged 212 SP:Iteration 13Q (3129.313872 sec): 3 clusters Score: Raw -1441117.381819 + Penalty 1830.068840 = -1439287.312979 nChanged 167 SP:Iteration 14Q (3129.360394 sec): 3 clusters Score: Raw -1441164.116095 + Penalty 1830.068840 = -1439334.047256 nChanged 168 SP:Iteration 15Q (3129.435058 sec): 3 clusters Score: Raw -1441217.148297 + Penalty 1830.068840 = -1439387.079457 nChanged 165 SP:Iteration 16Q (3129.482807 sec): 3 clusters Score: Raw -1441274.055405 + Penalty 1830.068840 = -1439443.986565 nChanged 184 SP:Iteration 17Q (3129.551559 sec): 3 clusters Score: Raw -1441317.621047 + Penalty 1830.068840 = -1439487.552208 nChanged 140 SP:Iteration 18Q (3129.603285 sec): 3 clusters Score: Raw -1441347.067002 + Penalty 1830.068840 = -1439516.998162 nChanged 128 SP:Iteration 19Q (3129.672081 sec): 3 clusters Score: Raw -1441373.714853 + Penalty 1830.068840 = -1439543.646013 nChanged 114 SP:Iteration 20F (3129.734908 sec): 3 clusters Score: Raw -1441395.003166 + Penalty 1830.068840 = -1439564.934326 nChanged 119 SP:Iteration 21Q (3129.795468 sec): 3 clusters Score: Raw -1441423.407194 + Penalty 1830.068840 = -1439593.338355 nChanged 112 SP:Iteration 22Q (3129.840335 sec): 3 clusters Score: Raw -1441448.018785 + Penalty 1830.068840 = -1439617.949945 nChanged 103 SP:Iteration 23Q (3129.907537 sec): 3 clusters Score: Raw -1441470.325246 + Penalty 1830.068840 = -1439640.256406 nChanged 76 SP:Iteration 24Q (3129.965426 sec): 3 clusters Score: Raw -1441484.176984 + Penalty 1830.068840 = -1439654.108145 nChanged 75 SP:Iteration 25Q (3130.013046 sec): 3 clusters Score: Raw -1441499.831362 + Penalty 1830.068840 = -1439669.762522 nChanged 87 SP:Iteration 26Q (3130.077991 sec): 3 clusters Score: Raw -1441515.185537 + Penalty 1830.068840 = -1439685.116697 nChanged 85 SP:Iteration 27Q (3130.139617 sec): 3 clusters Score: Raw -1441529.926160 + Penalty 1830.068840 = -1439699.857320 nChanged 71 SP:Iteration 28Q (3130.196941 sec): 3 clusters Score: Raw -1441543.889234 + Penalty 1830.068840 = -1439713.820395 nChanged 70 SP:Iteration 29Q (3130.271955 sec): 3 clusters Score: Raw -1441554.355416 + Penalty 1830.068840 = -1439724.286576 nChanged 67 SP:Iteration 30Q (3130.323829 sec): 3 clusters Score: Raw -1441564.690286 + Penalty 1830.068840 = -1439734.621446 nChanged 78 SP:Iteration 31Q (3130.396297 sec): 3 clusters Score: Raw -1441576.063700 + Penalty 1830.068840 = -1439745.994860 nChanged 62 SP:Iteration 32Q (3130.454506 sec): 3 clusters Score: Raw -1441584.712004 + Penalty 1830.068840 = -1439754.643164 nChanged 68 SP:Iteration 33Q (3130.519711 sec): 3 clusters Score: Raw -1441593.119408 + Penalty 1830.068840 = -1439763.050569 nChanged 47 SP:Iteration 34Q (3130.585165 sec): 3 clusters Score: Raw -1441597.619534 + Penalty 1830.068840 = -1439767.550694 nChanged 36 SP:Iteration 35Q (3130.652642 sec): 3 clusters Score: Raw -1441601.394598 + Penalty 1830.068840 = -1439771.325758 nChanged 29 SP:Iteration 36Q (3130.716662 sec): 3 clusters Score: Raw -1441603.793648 + Penalty 1830.068840 = -1439773.724808 nChanged 29 SP:Iteration 37Q (3130.772847 sec): 3 clusters Score: Raw -1441606.960420 + Penalty 1830.068840 = -1439776.891580 nChanged 31 SP:Iteration 38Q (3130.830607 sec): 3 clusters Score: Raw -1441609.599981 + Penalty 1830.068840 = -1439779.531142 nChanged 28 SP:Iteration 39Q (3130.898788 sec): 3 clusters Score: Raw -1441612.769335 + Penalty 1830.068840 = -1439782.700495 nChanged 27 SP:Iteration 40F (3130.955212 sec): 3 clusters Score: Raw -1441615.603490 + Penalty 1830.068840 = -1439785.534650 nChanged 34 SP:Iteration 41Q (3131.023232 sec): 3 clusters Score: Raw -1441618.873655 + Penalty 1830.068840 = -1439788.804816 nChanged 38 SP:Iteration 42Q (3131.088705 sec): 3 clusters Score: Raw -1441623.426352 + Penalty 1830.068840 = -1439793.357513 nChanged 38 SP:Iteration 43Q (3131.154817 sec): 3 clusters Score: Raw -1441627.691044 + Penalty 1830.068840 = -1439797.622205 nChanged 33 SP:Iteration 44Q (3131.207327 sec): 3 clusters Score: Raw -1441631.211679 + Penalty 1830.068840 = -1439801.142839 nChanged 36 SP:Iteration 45Q (3131.277117 sec): 3 clusters Score: Raw -1441635.480279 + Penalty 1830.068840 = -1439805.411439 nChanged 33 SP:Iteration 46Q (3131.335760 sec): 3 clusters Score: Raw -1441639.115988 + Penalty 1830.068840 = -1439809.047148 nChanged 27 SP:Iteration 47Q (3131.397726 sec): 3 clusters Score: Raw -1441641.285551 + Penalty 1830.068840 = -1439811.216711 nChanged 24 SP:Iteration 48Q (3131.461030 sec): 3 clusters Score: Raw -1441644.163338 + Penalty 1830.068840 = -1439814.094498 nChanged 29 SP:Iteration 49Q (3131.527999 sec): 3 clusters Score: Raw -1441646.738261 + Penalty 1830.068840 = -1439816.669421 nChanged 20 SP:Iteration 50Q (3131.589601 sec): 3 clusters Score: Raw -1441648.323059 + Penalty 1830.068840 = -1439818.254219 nChanged 17 SP:Iteration 51Q (3131.655611 sec): 3 clusters Score: Raw -1441649.776653 + Penalty 1830.068840 = -1439819.707813 nChanged 19 SP:Iteration 52Q (3131.707830 sec): 3 clusters Score: Raw -1441651.251025 + Penalty 1830.068840 = -1439821.182185 nChanged 22 SP:Iteration 53Q (3131.776627 sec): 3 clusters Score: Raw -1441652.921277 + Penalty 1830.068840 = -1439822.852438 nChanged 25 SP:Iteration 54Q (3131.843426 sec): 3 clusters Score: Raw -1441655.604665 + Penalty 1830.068840 = -1439825.535825 nChanged 32 SP:Iteration 55Q (3131.898786 sec): 3 clusters Score: Raw -1441658.098582 + Penalty 1830.068840 = -1439828.029743 nChanged 24 SP:Iteration 56Q (3131.973984 sec): 3 clusters Score: Raw -1441659.777633 + Penalty 1830.068840 = -1439829.708793 nChanged 25 SP:Iteration 57Q (3132.026662 sec): 3 clusters Score: Raw -1441661.805279 + Penalty 1830.068840 = -1439831.736439 nChanged 29 SP:Iteration 58Q (3132.091489 sec): 3 clusters Score: Raw -1441663.974147 + Penalty 1830.068840 = -1439833.905308 nChanged 26 SP:Iteration 59Q (3132.154012 sec): 3 clusters Score: Raw -1441665.903378 + Penalty 1830.068840 = -1439835.834539 nChanged 14 SP:Iteration 60F (3132.216002 sec): 3 clusters Score: Raw -1441666.526785 + Penalty 1830.068840 = -1439836.457946 nChanged 10 SP:Iteration 61Q (3132.277739 sec): 3 clusters Score: Raw -1441666.908760 + Penalty 1830.068840 = -1439836.839920 nChanged 9 SP:Iteration 62Q (3132.347314 sec): 3 clusters Score: Raw -1441667.479514 + Penalty 1830.068840 = -1439837.410674 nChanged 12 SP:Iteration 63Q (3132.394126 sec): 3 clusters Score: Raw -1441667.960604 + Penalty 1830.068840 = -1439837.891765 nChanged 6 SP:Iteration 64Q (3132.454379 sec): 3 clusters Score: Raw -1441668.255238 + Penalty 1830.068840 = -1439838.186399 nChanged 6 SP:Iteration 65Q (3132.516126 sec): 3 clusters Score: Raw -1441668.714005 + Penalty 1830.068840 = -1439838.645165 nChanged 6 SP:Iteration 66Q (3132.585485 sec): 3 clusters Score: Raw -1441669.130503 + Penalty 1830.068840 = -1439839.061663 nChanged 6 SP:Iteration 67Q (3132.646459 sec): 3 clusters Score: Raw -1441669.576221 + Penalty 1830.068840 = -1439839.507381 nChanged 5 SP:Iteration 68Q (3132.696429 sec): 3 clusters Score: Raw -1441669.828407 + Penalty 1830.068840 = -1439839.759567 nChanged 7 SP:Iteration 69Q (3132.763669 sec): 3 clusters Score: Raw -1441670.203013 + Penalty 1830.068840 = -1439840.134174 nChanged 8 SP:Iteration 70Q (3132.820675 sec): 3 clusters Score: Raw -1441670.833404 + Penalty 1830.068840 = -1439840.764564 nChanged 7 SP:Iteration 71Q (3132.877614 sec): 3 clusters Score: Raw -1441671.284570 + Penalty 1830.068840 = -1439841.215730 nChanged 5 SP:Iteration 72Q (3132.947996 sec): 3 clusters Score: Raw -1441671.653100 + Penalty 1830.068840 = -1439841.584260 nChanged 1 SP:Iteration 73Q (3133.007937 sec): 3 clusters Score: Raw -1441671.688901 + Penalty 1830.068840 = -1439841.620061 nChanged 3 SP:Iteration 74Q (3133.063248 sec): 3 clusters Score: Raw -1441672.018891 + Penalty 1830.068840 = -1439841.950051 nChanged 5 SP:Iteration 75Q (3133.137180 sec): 3 clusters Score: Raw -1441672.329786 + Penalty 1830.068840 = -1439842.260946 nChanged 4 SP:Iteration 76Q (3133.202493 sec): 3 clusters Score: Raw -1441672.724661 + Penalty 1830.068840 = -1439842.655821 nChanged 5 SP:Iteration 77Q (3133.268940 sec): 3 clusters Score: Raw -1441673.319833 + Penalty 1830.068840 = -1439843.250993 nChanged 8 SP:Iteration 78Q (3133.330416 sec): 3 clusters Score: Raw -1441674.362727 + Penalty 1830.068840 = -1439844.293887 nChanged 13 SP:Iteration 79Q (3133.391369 sec): 3 clusters Score: Raw -1441675.073392 + Penalty 1830.068840 = -1439845.004552 nChanged 12 SP:Iteration 80F (3133.460761 sec): 3 clusters Score: Raw -1441675.712201 + Penalty 1830.068840 = -1439845.643361 nChanged 5 SP:Iteration 81Q (3133.520136 sec): 3 clusters Score: Raw -1441676.092702 + Penalty 1830.068840 = -1439846.023863 nChanged 10 SP:Iteration 82Q (3133.576292 sec): 3 clusters Score: Raw -1441676.508905 + Penalty 1830.068840 = -1439846.440066 nChanged 5 SP:Iteration 83Q (3133.650230 sec): 3 clusters Score: Raw -1441677.015997 + Penalty 1830.068840 = -1439846.947157 nChanged 10 SP:Iteration 84Q (3133.714564 sec): 3 clusters Score: Raw -1441677.957881 + Penalty 1830.068840 = -1439847.889041 nChanged 11 SP:Iteration 85Q (3133.770871 sec): 3 clusters Score: Raw -1441678.894996 + Penalty 1830.068840 = -1439848.826156 nChanged 13 SP:Iteration 86Q (3133.829890 sec): 3 clusters Score: Raw -1441679.935580 + Penalty 1830.068840 = -1439849.866740 nChanged 12 SP:Iteration 87Q (3133.901560 sec): 3 clusters Score: Raw -1441681.158363 + Penalty 1830.068840 = -1439851.089523 nChanged 14 SP:Iteration 88Q (3133.963419 sec): 3 clusters Score: Raw -1441682.529184 + Penalty 1830.068840 = -1439852.460344 nChanged 16 SP:Iteration 89Q (3134.025476 sec): 3 clusters Score: Raw -1441684.044006 + Penalty 1830.068840 = -1439853.975166 nChanged 18 SP:Iteration 90Q (3134.087343 sec): 3 clusters Score: Raw -1441686.541723 + Penalty 1830.068840 = -1439856.472883 nChanged 23 SP:Iteration 91Q (3134.160345 sec): 3 clusters Score: Raw -1441689.476934 + Penalty 1830.068840 = -1439859.408094 nChanged 31 SP:Iteration 92Q (3134.216549 sec): 3 clusters Score: Raw -1441692.024678 + Penalty 1830.068840 = -1439861.955838 nChanged 26 SP:Iteration 93Q (3134.280381 sec): 3 clusters Score: Raw -1441694.062898 + Penalty 1830.068840 = -1439863.994058 nChanged 20 SP:Iteration 94Q (3134.336594 sec): 3 clusters Score: Raw -1441696.527773 + Penalty 1830.068840 = -1439866.458933 nChanged 23 SP:Iteration 95Q (3134.403127 sec): 3 clusters Score: Raw -1441699.092330 + Penalty 1830.068840 = -1439869.023490 nChanged 30 SP:Iteration 96Q (3134.456654 sec): 3 clusters Score: Raw -1441702.390859 + Penalty 1830.068840 = -1439872.322019 nChanged 32 SP:Iteration 97Q (3134.517504 sec): 3 clusters Score: Raw -1441705.731353 + Penalty 1830.068840 = -1439875.662513 nChanged 29 SP:Iteration 98Q (3134.584028 sec): 3 clusters Score: Raw -1441708.330411 + Penalty 1830.068840 = -1439878.261571 nChanged 24 SP:Iteration 99Q (3134.649687 sec): 3 clusters Score: Raw -1441710.252141 + Penalty 1830.068840 = -1439880.183301 nChanged 18 SP:Iteration 100F (3134.713365 sec): 3 clusters Score: Raw -1441711.553455 + Penalty 1830.068840 = -1439881.484615 nChanged 23 SP:Iteration 101Q (3134.780394 sec): 3 clusters Score: Raw -1441713.404211 + Penalty 1830.068840 = -1439883.335371 nChanged 14 SP:Iteration 102Q (3134.841790 sec): 3 clusters Score: Raw -1441714.405608 + Penalty 1830.068840 = -1439884.336769 nChanged 10 SP:Iteration 103Q (3134.906901 sec): 3 clusters Score: Raw -1441715.249979 + Penalty 1830.068840 = -1439885.181139 nChanged 16 SP:Iteration 104Q (3134.956918 sec): 3 clusters Score: Raw -1441716.388607 + Penalty 1830.068840 = -1439886.319767 nChanged 18 SP:Iteration 105Q (3135.020088 sec): 3 clusters Score: Raw -1441718.003638 + Penalty 1830.068840 = -1439887.934798 nChanged 11 SP:Iteration 106Q (3135.076480 sec): 3 clusters Score: Raw -1441718.860579 + Penalty 1830.068840 = -1439888.791740 nChanged 15 SP:Iteration 107Q (3135.136774 sec): 3 clusters Score: Raw -1441720.199737 + Penalty 1830.068840 = -1439890.130898 nChanged 20 SP:Iteration 108Q (3135.205560 sec): 3 clusters Score: Raw -1441721.665446 + Penalty 1830.068840 = -1439891.596606 nChanged 19 SP:Iteration 109Q (3135.260453 sec): 3 clusters Score: Raw -1441722.779747 + Penalty 1830.068840 = -1439892.710907 nChanged 15 SP:Iteration 110Q (3135.318322 sec): 3 clusters Score: Raw -1441723.681606 + Penalty 1830.068840 = -1439893.612766 nChanged 14 SP:Iteration 111Q (3135.365782 sec): 3 clusters Score: Raw -1441724.815438 + Penalty 1830.068840 = -1439894.746598 nChanged 19 SP:Iteration 112Q (3135.425491 sec): 3 clusters Score: Raw -1441726.495661 + Penalty 1830.068840 = -1439896.426821 nChanged 21 SP:Iteration 113Q (3135.486131 sec): 3 clusters Score: Raw -1441728.938283 + Penalty 1830.068840 = -1439898.869443 nChanged 28 SP:Iteration 114Q (3135.548435 sec): 3 clusters Score: Raw -1441731.903903 + Penalty 1830.068840 = -1439901.835063 nChanged 30 SP:Iteration 115Q (3135.622737 sec): 3 clusters Score: Raw -1441734.324250 + Penalty 1830.068840 = -1439904.255410 nChanged 27 SP:Iteration 116Q (3135.679222 sec): 3 clusters Score: Raw -1441736.566139 + Penalty 1830.068840 = -1439906.497299 nChanged 25 SP:Iteration 117Q (3135.733296 sec): 3 clusters Score: Raw -1441738.872184 + Penalty 1830.068840 = -1439908.803344 nChanged 23 SP:Iteration 118Q (3135.803288 sec): 3 clusters Score: Raw -1441740.694248 + Penalty 1830.068840 = -1439910.625409 nChanged 17 SP:Iteration 119Q (3135.858149 sec): 3 clusters Score: Raw -1441742.001709 + Penalty 1830.068840 = -1439911.932870 nChanged 17 SP:Iteration 120F (3135.920555 sec): 3 clusters Score: Raw -1441743.992844 + Penalty 1830.068840 = -1439913.924004 nChanged 17 SP:Iteration 121Q (3135.982747 sec): 3 clusters Score: Raw -1441745.238570 + Penalty 1830.068840 = -1439915.169730 nChanged 14 SP:Iteration 122Q (3136.038577 sec): 3 clusters Score: Raw -1441746.496484 + Penalty 1830.068840 = -1439916.427644 nChanged 21 SP:Iteration 123Q (3136.096328 sec): 3 clusters Score: Raw -1441748.781232 + Penalty 1830.068840 = -1439918.712392 nChanged 19 SP:Iteration 124Q (3136.156312 sec): 3 clusters Score: Raw -1441750.754762 + Penalty 1830.068840 = -1439920.685922 nChanged 21 SP:Iteration 125Q (3136.217669 sec): 3 clusters Score: Raw -1441752.611573 + Penalty 1830.068840 = -1439922.542734 nChanged 25 SP:Iteration 126Q (3136.266528 sec): 3 clusters Score: Raw -1441754.892454 + Penalty 1830.068840 = -1439924.823615 nChanged 13 SP:Iteration 127Q (3136.324696 sec): 3 clusters Score: Raw -1441756.220442 + Penalty 1830.068840 = -1439926.151602 nChanged 18 SP:Iteration 128Q (3136.378567 sec): 3 clusters Score: Raw -1441757.370784 + Penalty 1830.068840 = -1439927.301945 nChanged 13 SP:Iteration 129Q (3136.439081 sec): 3 clusters Score: Raw -1441758.124616 + Penalty 1830.068840 = -1439928.055776 nChanged 9 SP:Iteration 130Q (3136.496895 sec): 3 clusters Score: Raw -1441758.602815 + Penalty 1830.068840 = -1439928.533975 nChanged 10 SP:Iteration 131Q (3136.562036 sec): 3 clusters Score: Raw -1441759.136476 + Penalty 1830.068840 = -1439929.067636 nChanged 7 SP:Iteration 132Q (3136.628554 sec): 3 clusters Score: Raw -1441759.477536 + Penalty 1830.068840 = -1439929.408697 nChanged 2 SP:Iteration 133Q (3136.680448 sec): 3 clusters Score: Raw -1441759.551242 + Penalty 1830.068840 = -1439929.482402 nChanged 1 SP:Iteration 134Q (3136.739334 sec): 3 clusters Score: Raw -1441759.590469 + Penalty 1830.068840 = -1439929.521629 nChanged 0 SP:Iteration 135F (3136.802570 sec): 3 clusters Score: Raw -1441759.590469 + Penalty 1830.068840 = -1439929.521629 nChanged 0 Trying to split cluster 16 (28327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.856114 sec): 2 clusters Score: Raw -2638991.895433 + Penalty 973.899216 = -2638017.996217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.934165 sec): 3 clusters Score: Raw -2621084.324677 + Penalty 1947.798432 = -2619136.526246 nChanged 13251 SP:Iteration 1F (3137.009041 sec): 3 clusters Score: Raw -2628515.195007 + Penalty 1947.798432 = -2626567.396576 nChanged 1367 SP:Iteration 2Q (3137.099030 sec): 3 clusters Score: Raw -2629010.341801 + Penalty 1947.798432 = -2627062.543369 nChanged 1518 SP:Iteration 3F (3137.179359 sec): 3 clusters Score: Raw -2629670.449952 + Penalty 1947.798432 = -2627722.651520 nChanged 1684 SP:Iteration 4F (3137.242392 sec): 3 clusters Score: Raw -2630503.173019 + Penalty 1947.798432 = -2628555.374588 nChanged 1830 SP:Iteration 5F (3137.316420 sec): 3 clusters Score: Raw -2631604.415311 + Penalty 1947.798432 = -2629656.616880 nChanged 1924 SP:Iteration 6F (3137.396309 sec): 3 clusters Score: Raw -2632956.801779 + Penalty 1947.798432 = -2631009.003348 nChanged 1830 SP:Iteration 7F (3137.478760 sec): 3 clusters Score: Raw -2634484.206706 + Penalty 1947.798432 = -2632536.408275 nChanged 1611 SP:Iteration 8F (3137.550396 sec): 3 clusters Score: Raw -2635950.176821 + Penalty 1947.798432 = -2634002.378389 nChanged 1166 SP:Iteration 9Q (3137.640189 sec): 3 clusters Score: Raw -2637031.934594 + Penalty 1947.798432 = -2635084.136163 nChanged 788 SP:Iteration 10Q (3137.714285 sec): 3 clusters Score: Raw -2637727.343317 + Penalty 1947.798432 = -2635779.544885 nChanged 541 SP:Iteration 11Q (3137.784967 sec): 3 clusters Score: Raw -2638132.669283 + Penalty 1947.798432 = -2636184.870851 nChanged 354 SP:Iteration 12Q (3137.863935 sec): 3 clusters Score: Raw -2638350.701732 + Penalty 1947.798432 = -2636402.903300 nChanged 275 SP:Iteration 13Q (3137.924611 sec): 3 clusters Score: Raw -2638494.368003 + Penalty 1947.798432 = -2636546.569571 nChanged 223 SP:Iteration 14Q (3138.004715 sec): 3 clusters Score: Raw -2638598.161449 + Penalty 1947.798432 = -2636650.363018 nChanged 185 SP:Iteration 15Q (3138.075423 sec): 3 clusters Score: Raw -2638686.806205 + Penalty 1947.798432 = -2636739.007773 nChanged 170 SP:Iteration 16Q (3138.150807 sec): 3 clusters Score: Raw -2638769.763126 + Penalty 1947.798432 = -2636821.964695 nChanged 155 SP:Iteration 17Q (3138.227694 sec): 3 clusters Score: Raw -2638850.601382 + Penalty 1947.798432 = -2636902.802950 nChanged 131 SP:Iteration 18Q (3138.300784 sec): 3 clusters Score: Raw -2638909.903325 + Penalty 1947.798432 = -2636962.104894 nChanged 102 SP:Iteration 19Q (3138.378070 sec): 3 clusters Score: Raw -2638955.915789 + Penalty 1947.798432 = -2637008.117357 nChanged 79 SP:Iteration 20F (3138.450812 sec): 3 clusters Score: Raw -2638986.306547 + Penalty 1947.798432 = -2637038.508115 nChanged 63 SP:Iteration 21Q (3138.517963 sec): 3 clusters Score: Raw -2639012.672904 + Penalty 1947.798432 = -2637064.874472 nChanged 55 SP:Iteration 22Q (3138.583609 sec): 3 clusters Score: Raw -2639031.179669 + Penalty 1947.798432 = -2637083.381238 nChanged 44 SP:Iteration 23Q (3138.651225 sec): 3 clusters Score: Raw -2639047.213842 + Penalty 1947.798432 = -2637099.415410 nChanged 46 SP:Iteration 24Q (3138.716875 sec): 3 clusters Score: Raw -2639066.350567 + Penalty 1947.798432 = -2637118.552135 nChanged 48 SP:Iteration 25Q (3138.786266 sec): 3 clusters Score: Raw -2639087.895071 + Penalty 1947.798432 = -2637140.096640 nChanged 37 SP:Iteration 26Q (3138.849728 sec): 3 clusters Score: Raw -2639102.061360 + Penalty 1947.798432 = -2637154.262928 nChanged 27 SP:Iteration 27Q (3138.926508 sec): 3 clusters Score: Raw -2639116.122419 + Penalty 1947.798432 = -2637168.323987 nChanged 27 SP:Iteration 28Q (3138.990491 sec): 3 clusters Score: Raw -2639131.137106 + Penalty 1947.798432 = -2637183.338674 nChanged 29 SP:Iteration 29Q (3139.073115 sec): 3 clusters Score: Raw -2639143.401686 + Penalty 1947.798432 = -2637195.603254 nChanged 22 SP:Iteration 30Q (3139.141796 sec): 3 clusters Score: Raw -2639155.648517 + Penalty 1947.798432 = -2637207.850086 nChanged 21 SP:Iteration 31Q (3139.210467 sec): 3 clusters Score: Raw -2639166.727488 + Penalty 1947.798432 = -2637218.929057 nChanged 16 SP:Iteration 32Q (3139.284564 sec): 3 clusters Score: Raw -2639173.390650 + Penalty 1947.798432 = -2637225.592218 nChanged 9 SP:Iteration 33Q (3139.356444 sec): 3 clusters Score: Raw -2639178.369672 + Penalty 1947.798432 = -2637230.571240 nChanged 21 SP:Iteration 34Q (3139.428299 sec): 3 clusters Score: Raw -2639187.856744 + Penalty 1947.798432 = -2637240.058313 nChanged 19 SP:Iteration 35Q (3139.486995 sec): 3 clusters Score: Raw -2639196.160970 + Penalty 1947.798432 = -2637248.362538 nChanged 14 SP:Iteration 36Q (3139.562596 sec): 3 clusters Score: Raw -2639201.295947 + Penalty 1947.798432 = -2637253.497516 nChanged 8 SP:Iteration 37Q (3139.633266 sec): 3 clusters Score: Raw -2639204.689549 + Penalty 1947.798432 = -2637256.891117 nChanged 7 SP:Iteration 38Q (3139.701295 sec): 3 clusters Score: Raw -2639207.252802 + Penalty 1947.798432 = -2637259.454371 nChanged 3 SP:Iteration 39Q (3139.769951 sec): 3 clusters Score: Raw -2639207.973087 + Penalty 1947.798432 = -2637260.174656 nChanged 3 SP:Iteration 40F (3139.854774 sec): 3 clusters Score: Raw -2639208.429486 + Penalty 1947.798432 = -2637260.631055 nChanged 1 SP:Iteration 41Q (3139.928270 sec): 3 clusters Score: Raw -2639208.482401 + Penalty 1947.798432 = -2637260.683969 nChanged 0 SP:Iteration 42F (3140.009352 sec): 3 clusters Score: Raw -2639208.482401 + Penalty 1947.798432 = -2637260.683969 nChanged 0 Trying to split cluster 17 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3140.028019 sec): 2 clusters Score: Raw -17040.929156 + Penalty 503.340150 = -16537.589006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3140.070361 sec): 3 clusters Score: Raw -17085.130779 + Penalty 1006.680300 = -16078.450480 nChanged 45 SP:Iteration 1F (3140.109244 sec): 3 clusters Score: Raw -17162.142843 + Penalty 1006.680300 = -16155.462544 nChanged 8 SP:Iteration 2Q (3140.139424 sec): 3 clusters Score: Raw -17185.767395 + Penalty 1006.680300 = -16179.087095 nChanged 10 SP:Iteration 3Q (3140.176362 sec): 3 clusters Score: Raw -17202.846763 + Penalty 1006.680300 = -16196.166464 nChanged 6 SP:Iteration 4Q (3140.215240 sec): 3 clusters Score: Raw -17220.037106 + Penalty 1006.680300 = -16213.356806 nChanged 4 SP:Iteration 5Q (3140.264819 sec): 3 clusters Score: Raw -17229.685873 + Penalty 1006.680300 = -16223.005573 nChanged 7 SP:Iteration 6Q (3140.313052 sec): 3 clusters Score: Raw -17244.304044 + Penalty 1006.680300 = -16237.623744 nChanged 1 SP:Iteration 7Q (3140.351335 sec): 3 clusters Score: Raw -17245.269343 + Penalty 1006.680300 = -16238.589044 nChanged 0 SP:Iteration 8F (3140.394869 sec): 3 clusters Score: Raw -17245.269343 + Penalty 1006.680300 = -16238.589044 nChanged 0 Trying to split cluster 18 (131768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3140.557657 sec): 2 clusters Score: Raw -13097719.362571 + Penalty 1119.935818 = -13096599.426753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3140.758344 sec): 3 clusters Score: Raw -13009849.635004 + Penalty 2239.871635 = -13007609.763368 nChanged 64180 SP:Iteration 1F (3140.952532 sec): 3 clusters Score: Raw -13049360.591448 + Penalty 2239.871635 = -13047120.719813 nChanged 6419 SP:Iteration 2Q (3141.159867 sec): 3 clusters Score: Raw -13052260.922569 + Penalty 2239.871635 = -13050021.050934 nChanged 8580 SP:Iteration 3F (3141.350372 sec): 3 clusters Score: Raw -13057458.657269 + Penalty 2239.871635 = -13055218.785634 nChanged 10397 SP:Iteration 4F (3141.558924 sec): 3 clusters Score: Raw -13065550.894883 + Penalty 2239.871635 = -13063311.023248 nChanged 10810 SP:Iteration 5F (3141.764151 sec): 3 clusters Score: Raw -13075455.081146 + Penalty 2239.871635 = -13073215.209511 nChanged 8461 SP:Iteration 6F (3141.959013 sec): 3 clusters Score: Raw -13083924.718957 + Penalty 2239.871635 = -13081684.847322 nChanged 5160 SP:Iteration 7Q (3142.172833 sec): 3 clusters Score: Raw -13089541.941013 + Penalty 2239.871635 = -13087302.069378 nChanged 3169 SP:Iteration 8Q (3142.364272 sec): 3 clusters Score: Raw -13092669.788202 + Penalty 2239.871635 = -13090429.916567 nChanged 1989 SP:Iteration 9Q (3142.555051 sec): 3 clusters Score: Raw -13094317.510149 + Penalty 2239.871635 = -13092077.638514 nChanged 1291 SP:Iteration 10Q (3142.734905 sec): 3 clusters Score: Raw -13095281.587493 + Penalty 2239.871635 = -13093041.715858 nChanged 1055 SP:Iteration 11Q (3142.908027 sec): 3 clusters Score: Raw -13096004.694274 + Penalty 2239.871635 = -13093764.822639 nChanged 923 SP:Iteration 12Q (3143.101375 sec): 3 clusters Score: Raw -13096543.257234 + Penalty 2239.871635 = -13094303.385599 nChanged 789 SP:Iteration 13Q (3143.282634 sec): 3 clusters Score: Raw -13096932.329601 + Penalty 2239.871635 = -13094692.457966 nChanged 659 SP:Iteration 14Q (3143.453510 sec): 3 clusters Score: Raw -13097185.505061 + Penalty 2239.871635 = -13094945.633426 nChanged 556 SP:Iteration 15Q (3143.639007 sec): 3 clusters Score: Raw -13097366.832084 + Penalty 2239.871635 = -13095126.960449 nChanged 468 SP:Iteration 16Q (3143.813782 sec): 3 clusters Score: Raw -13097490.724133 + Penalty 2239.871635 = -13095250.852498 nChanged 346 SP:Iteration 17Q (3143.991863 sec): 3 clusters Score: Raw -13097560.411228 + Penalty 2239.871635 = -13095320.539593 nChanged 289 SP:Iteration 18Q (3144.168070 sec): 3 clusters Score: Raw -13097615.702322 + Penalty 2239.871635 = -13095375.830687 nChanged 231 SP:Iteration 19Q (3144.347528 sec): 3 clusters Score: Raw -13097655.097004 + Penalty 2239.871635 = -13095415.225369 nChanged 199 SP:Iteration 20F (3144.546083 sec): 3 clusters Score: Raw -13097686.581218 + Penalty 2239.871635 = -13095446.709583 nChanged 173 SP:Iteration 21Q (3144.721721 sec): 3 clusters Score: Raw -13097708.318615 + Penalty 2239.871635 = -13095468.446980 nChanged 142 SP:Iteration 22Q (3144.899559 sec): 3 clusters Score: Raw -13097722.320853 + Penalty 2239.871635 = -13095482.449218 nChanged 101 SP:Iteration 23Q (3145.080121 sec): 3 clusters Score: Raw -13097731.999401 + Penalty 2239.871635 = -13095492.127766 nChanged 94 SP:Iteration 24Q (3145.249227 sec): 3 clusters Score: Raw -13097738.879709 + Penalty 2239.871635 = -13095499.008074 nChanged 71 SP:Iteration 25Q (3145.425382 sec): 3 clusters Score: Raw -13097744.300189 + Penalty 2239.871635 = -13095504.428554 nChanged 60 SP:Iteration 26Q (3145.592330 sec): 3 clusters Score: Raw -13097747.705958 + Penalty 2239.871635 = -13095507.834323 nChanged 48 SP:Iteration 27Q (3145.770789 sec): 3 clusters Score: Raw -13097749.799047 + Penalty 2239.871635 = -13095509.927412 nChanged 27 SP:Iteration 28Q (3145.946239 sec): 3 clusters Score: Raw -13097750.904328 + Penalty 2239.871635 = -13095511.032693 nChanged 28 SP:Iteration 29Q (3146.109470 sec): 3 clusters Score: Raw -13097752.076914 + Penalty 2239.871635 = -13095512.205279 nChanged 25 SP:Iteration 30Q (3146.292582 sec): 3 clusters Score: Raw -13097753.007707 + Penalty 2239.871635 = -13095513.136072 nChanged 22 SP:Iteration 31Q (3146.467812 sec): 3 clusters Score: Raw -13097753.891217 + Penalty 2239.871635 = -13095514.019582 nChanged 16 SP:Iteration 32Q (3146.646064 sec): 3 clusters Score: Raw -13097754.409571 + Penalty 2239.871635 = -13095514.537936 nChanged 11 SP:Iteration 33Q (3146.827660 sec): 3 clusters Score: Raw -13097754.920954 + Penalty 2239.871635 = -13095515.049319 nChanged 13 SP:Iteration 34Q (3147.001550 sec): 3 clusters Score: Raw -13097755.262062 + Penalty 2239.871635 = -13095515.390427 nChanged 8 SP:Iteration 35Q (3147.174692 sec): 3 clusters Score: Raw -13097755.480740 + Penalty 2239.871635 = -13095515.609105 nChanged 8 SP:Iteration 36Q (3147.341526 sec): 3 clusters Score: Raw -13097755.651236 + Penalty 2239.871635 = -13095515.779601 nChanged 5 SP:Iteration 37Q (3147.515097 sec): 3 clusters Score: Raw -13097755.810698 + Penalty 2239.871635 = -13095515.939063 nChanged 6 SP:Iteration 38Q (3147.694037 sec): 3 clusters Score: Raw -13097755.976908 + Penalty 2239.871635 = -13095516.105273 nChanged 6 SP:Iteration 39Q (3147.866433 sec): 3 clusters Score: Raw -13097756.105253 + Penalty 2239.871635 = -13095516.233618 nChanged 2 SP:Iteration 40F (3148.069543 sec): 3 clusters Score: Raw -13097756.137989 + Penalty 2239.871635 = -13095516.266354 nChanged 2 SP:Iteration 41Q (3148.251595 sec): 3 clusters Score: Raw -13097756.185919 + Penalty 2239.871635 = -13095516.314284 nChanged 4 SP:Iteration 42Q (3148.430762 sec): 3 clusters Score: Raw -13097756.386644 + Penalty 2239.871635 = -13095516.515009 nChanged 6 SP:Iteration 43Q (3148.607965 sec): 3 clusters Score: Raw -13097756.515264 + Penalty 2239.871635 = -13095516.643629 nChanged 5 SP:Iteration 44Q (3148.794552 sec): 3 clusters Score: Raw -13097756.647747 + Penalty 2239.871635 = -13095516.776112 nChanged 5 SP:Iteration 45Q (3148.969222 sec): 3 clusters Score: Raw -13097756.744387 + Penalty 2239.871635 = -13095516.872752 nChanged 4 SP:Iteration 46Q (3149.150203 sec): 3 clusters Score: Raw -13097756.870730 + Penalty 2239.871635 = -13095516.999094 nChanged 6 SP:Iteration 47Q (3149.324374 sec): 3 clusters Score: Raw -13097756.985888 + Penalty 2239.871635 = -13095517.114253 nChanged 3 SP:Iteration 48Q (3149.506982 sec): 3 clusters Score: Raw -13097757.029273 + Penalty 2239.871635 = -13095517.157638 nChanged 2 SP:Iteration 49Q (3149.683374 sec): 3 clusters Score: Raw -13097757.071256 + Penalty 2239.871635 = -13095517.199621 nChanged 3 SP:Iteration 50Q (3149.864451 sec): 3 clusters Score: Raw -13097757.119425 + Penalty 2239.871635 = -13095517.247790 nChanged 3 SP:Iteration 51Q (3150.042833 sec): 3 clusters Score: Raw -13097757.157922 + Penalty 2239.871635 = -13095517.286287 nChanged 2 SP:Iteration 52Q (3150.223363 sec): 3 clusters Score: Raw -13097757.186861 + Penalty 2239.871635 = -13095517.315226 nChanged 2 SP:Iteration 53Q (3150.395936 sec): 3 clusters Score: Raw -13097757.225426 + Penalty 2239.871635 = -13095517.353791 nChanged 1 SP:Iteration 54Q (3150.568662 sec): 3 clusters Score: Raw -13097757.242868 + Penalty 2239.871635 = -13095517.371233 nChanged 0 SP:Iteration 55F (3150.768200 sec): 3 clusters Score: Raw -13097757.242868 + Penalty 2239.871635 = -13095517.371233 nChanged 0 Trying to split cluster 19 (2909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3150.801936 sec): 2 clusters Score: Raw -251598.778020 + Penalty 757.678643 = -250841.099378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3150.837441 sec): 3 clusters Score: Raw -250075.950629 + Penalty 1515.357285 = -248560.593344 nChanged 1187 SP:Iteration 1F (3150.880824 sec): 3 clusters Score: Raw -250873.572390 + Penalty 1515.357285 = -249358.215104 nChanged 237 SP:Iteration 2F (3150.941691 sec): 3 clusters Score: Raw -251054.570018 + Penalty 1515.357285 = -249539.212733 nChanged 190 SP:Iteration 3F (3150.978699 sec): 3 clusters Score: Raw -251202.751361 + Penalty 1515.357285 = -249687.394076 nChanged 148 SP:Iteration 4F (3151.028283 sec): 3 clusters Score: Raw -251319.064009 + Penalty 1515.357285 = -249803.706724 nChanged 120 SP:Iteration 5Q (3151.072467 sec): 3 clusters Score: Raw -251407.075755 + Penalty 1515.357285 = -249891.718470 nChanged 100 SP:Iteration 6Q (3151.118698 sec): 3 clusters Score: Raw -251475.108254 + Penalty 1515.357285 = -249959.750969 nChanged 81 SP:Iteration 7Q (3151.158054 sec): 3 clusters Score: Raw -251526.945616 + Penalty 1515.357285 = -250011.588330 nChanged 60 SP:Iteration 8Q (3151.208157 sec): 3 clusters Score: Raw -251577.469994 + Penalty 1515.357285 = -250062.112709 nChanged 66 SP:Iteration 9Q (3151.247195 sec): 3 clusters Score: Raw -251632.857694 + Penalty 1515.357285 = -250117.500409 nChanged 44 SP:Iteration 10Q (3151.294031 sec): 3 clusters Score: Raw -251667.631836 + Penalty 1515.357285 = -250152.274551 nChanged 42 SP:Iteration 11Q (3151.346924 sec): 3 clusters Score: Raw -251692.284312 + Penalty 1515.357285 = -250176.927027 nChanged 28 SP:Iteration 12Q (3151.389919 sec): 3 clusters Score: Raw -251713.054075 + Penalty 1515.357285 = -250197.696790 nChanged 28 SP:Iteration 13Q (3151.429224 sec): 3 clusters Score: Raw -251727.795487 + Penalty 1515.357285 = -250212.438202 nChanged 29 SP:Iteration 14Q (3151.483881 sec): 3 clusters Score: Raw -251742.571135 + Penalty 1515.357285 = -250227.213849 nChanged 20 SP:Iteration 15Q (3151.526152 sec): 3 clusters Score: Raw -251751.943606 + Penalty 1515.357285 = -250236.586321 nChanged 14 SP:Iteration 16Q (3151.568509 sec): 3 clusters Score: Raw -251757.220197 + Penalty 1515.357285 = -250241.862912 nChanged 13 SP:Iteration 17Q (3151.618907 sec): 3 clusters Score: Raw -251762.740397 + Penalty 1515.357285 = -250247.383112 nChanged 11 SP:Iteration 18Q (3151.664978 sec): 3 clusters Score: Raw -251767.735767 + Penalty 1515.357285 = -250252.378481 nChanged 10 SP:Iteration 19Q (3151.702908 sec): 3 clusters Score: Raw -251773.669137 + Penalty 1515.357285 = -250258.311852 nChanged 10 SP:Iteration 20F (3151.740027 sec): 3 clusters Score: Raw -251780.189027 + Penalty 1515.357285 = -250264.831742 nChanged 6 SP:Iteration 21Q (3151.786032 sec): 3 clusters Score: Raw -251784.103936 + Penalty 1515.357285 = -250268.746651 nChanged 5 SP:Iteration 22Q (3151.839390 sec): 3 clusters Score: Raw -251787.723513 + Penalty 1515.357285 = -250272.366228 nChanged 3 SP:Iteration 23Q (3151.879720 sec): 3 clusters Score: Raw -251789.902549 + Penalty 1515.357285 = -250274.545264 nChanged 3 SP:Iteration 24Q (3151.924943 sec): 3 clusters Score: Raw -251791.270405 + Penalty 1515.357285 = -250275.913120 nChanged 1 SP:Iteration 25Q (3151.980243 sec): 3 clusters Score: Raw -251791.590239 + Penalty 1515.357285 = -250276.232954 nChanged 1 SP:Iteration 26Q (3152.030532 sec): 3 clusters Score: Raw -251791.676078 + Penalty 1515.357285 = -250276.318793 nChanged 0 SP:Iteration 27F (3152.071408 sec): 3 clusters Score: Raw -251791.676078 + Penalty 1515.357285 = -250276.318793 nChanged 0 Trying to split cluster 20 (27468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3152.125583 sec): 2 clusters Score: Raw -2407945.852876 + Penalty 970.973812 = -2406974.879064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3152.218819 sec): 3 clusters Score: Raw -2390546.928204 + Penalty 1941.947624 = -2388604.980579 nChanged 12828 SP:Iteration 1F (3152.302155 sec): 3 clusters Score: Raw -2398307.752894 + Penalty 1941.947624 = -2396365.805270 nChanged 1512 SP:Iteration 2F (3152.383202 sec): 3 clusters Score: Raw -2399007.653803 + Penalty 1941.947624 = -2397065.706178 nChanged 1649 SP:Iteration 3F (3152.466152 sec): 3 clusters Score: Raw -2399861.847391 + Penalty 1941.947624 = -2397919.899767 nChanged 1712 SP:Iteration 4F (3152.541684 sec): 3 clusters Score: Raw -2400902.390542 + Penalty 1941.947624 = -2398960.442918 nChanged 1723 SP:Iteration 5F (3152.626396 sec): 3 clusters Score: Raw -2402190.244050 + Penalty 1941.947624 = -2400248.296425 nChanged 1665 SP:Iteration 6F (3152.708520 sec): 3 clusters Score: Raw -2403436.108482 + Penalty 1941.947624 = -2401494.160858 nChanged 1363 SP:Iteration 7Q (3152.788893 sec): 3 clusters Score: Raw -2404390.331946 + Penalty 1941.947624 = -2402448.384322 nChanged 1083 SP:Iteration 8Q (3152.870789 sec): 3 clusters Score: Raw -2404980.222735 + Penalty 1941.947624 = -2403038.275111 nChanged 802 SP:Iteration 9Q (3152.949023 sec): 3 clusters Score: Raw -2405304.747977 + Penalty 1941.947624 = -2403362.800353 nChanged 590 SP:Iteration 10Q (3153.032592 sec): 3 clusters Score: Raw -2405518.600000 + Penalty 1941.947624 = -2403576.652376 nChanged 490 SP:Iteration 11Q (3153.114896 sec): 3 clusters Score: Raw -2405689.288143 + Penalty 1941.947624 = -2403747.340519 nChanged 447 SP:Iteration 12Q (3153.196526 sec): 3 clusters Score: Raw -2405844.115735 + Penalty 1941.947624 = -2403902.168111 nChanged 436 SP:Iteration 13Q (3153.275546 sec): 3 clusters Score: Raw -2405993.957128 + Penalty 1941.947624 = -2404052.009504 nChanged 413 SP:Iteration 14Q (3153.357300 sec): 3 clusters Score: Raw -2406125.332024 + Penalty 1941.947624 = -2404183.384400 nChanged 384 SP:Iteration 15Q (3153.439235 sec): 3 clusters Score: Raw -2406245.383448 + Penalty 1941.947624 = -2404303.435824 nChanged 359 SP:Iteration 16Q (3153.520098 sec): 3 clusters Score: Raw -2406362.988375 + Penalty 1941.947624 = -2404421.040751 nChanged 355 SP:Iteration 17Q (3153.601651 sec): 3 clusters Score: Raw -2406480.866715 + Penalty 1941.947624 = -2404538.919091 nChanged 359 SP:Iteration 18Q (3153.682135 sec): 3 clusters Score: Raw -2406599.167959 + Penalty 1941.947624 = -2404657.220335 nChanged 346 SP:Iteration 19Q (3153.760313 sec): 3 clusters Score: Raw -2406722.691810 + Penalty 1941.947624 = -2404780.744186 nChanged 328 SP:Iteration 20F (3153.843776 sec): 3 clusters Score: Raw -2406842.789897 + Penalty 1941.947624 = -2404900.842273 nChanged 308 SP:Iteration 21Q (3153.913716 sec): 3 clusters Score: Raw -2406960.763597 + Penalty 1941.947624 = -2405018.815973 nChanged 319 SP:Iteration 22Q (3153.994769 sec): 3 clusters Score: Raw -2407087.935865 + Penalty 1941.947624 = -2405145.988241 nChanged 290 SP:Iteration 23Q (3154.073874 sec): 3 clusters Score: Raw -2407201.843106 + Penalty 1941.947624 = -2405259.895482 nChanged 254 SP:Iteration 24Q (3154.150033 sec): 3 clusters Score: Raw -2407299.358096 + Penalty 1941.947624 = -2405357.410472 nChanged 222 SP:Iteration 25Q (3154.228617 sec): 3 clusters Score: Raw -2407385.856658 + Penalty 1941.947624 = -2405443.909034 nChanged 203 SP:Iteration 26Q (3154.307639 sec): 3 clusters Score: Raw -2407458.152454 + Penalty 1941.947624 = -2405516.204829 nChanged 182 SP:Iteration 27Q (3154.382181 sec): 3 clusters Score: Raw -2407528.860793 + Penalty 1941.947624 = -2405586.913169 nChanged 176 SP:Iteration 28Q (3154.459245 sec): 3 clusters Score: Raw -2407602.459857 + Penalty 1941.947624 = -2405660.512232 nChanged 156 SP:Iteration 29Q (3154.534868 sec): 3 clusters Score: Raw -2407673.894310 + Penalty 1941.947624 = -2405731.946686 nChanged 132 SP:Iteration 30Q (3154.614991 sec): 3 clusters Score: Raw -2407733.104944 + Penalty 1941.947624 = -2405791.157320 nChanged 117 SP:Iteration 31Q (3154.693334 sec): 3 clusters Score: Raw -2407780.647870 + Penalty 1941.947624 = -2405838.700245 nChanged 99 SP:Iteration 32Q (3154.766808 sec): 3 clusters Score: Raw -2407814.028548 + Penalty 1941.947624 = -2405872.080924 nChanged 82 SP:Iteration 33Q (3154.837483 sec): 3 clusters Score: Raw -2407842.086382 + Penalty 1941.947624 = -2405900.138758 nChanged 73 SP:Iteration 34Q (3154.922019 sec): 3 clusters Score: Raw -2407863.947428 + Penalty 1941.947624 = -2405921.999804 nChanged 59 SP:Iteration 35Q (3154.993415 sec): 3 clusters Score: Raw -2407882.492453 + Penalty 1941.947624 = -2405940.544829 nChanged 58 SP:Iteration 36Q (3155.065326 sec): 3 clusters Score: Raw -2407899.058957 + Penalty 1941.947624 = -2405957.111333 nChanged 46 SP:Iteration 37Q (3155.141807 sec): 3 clusters Score: Raw -2407914.610015 + Penalty 1941.947624 = -2405972.662391 nChanged 45 SP:Iteration 38Q (3155.218586 sec): 3 clusters Score: Raw -2407931.346192 + Penalty 1941.947624 = -2405989.398568 nChanged 36 SP:Iteration 39Q (3155.293364 sec): 3 clusters Score: Raw -2407942.279399 + Penalty 1941.947624 = -2406000.331774 nChanged 33 SP:Iteration 40F (3155.364233 sec): 3 clusters Score: Raw -2407956.079148 + Penalty 1941.947624 = -2406014.131524 nChanged 34 SP:Iteration 41Q (3155.431732 sec): 3 clusters Score: Raw -2407970.363350 + Penalty 1941.947624 = -2406028.415725 nChanged 35 SP:Iteration 42Q (3155.501168 sec): 3 clusters Score: Raw -2407987.154761 + Penalty 1941.947624 = -2406045.207137 nChanged 33 SP:Iteration 43Q (3155.584291 sec): 3 clusters Score: Raw -2408005.484302 + Penalty 1941.947624 = -2406063.536678 nChanged 36 SP:Iteration 44Q (3155.658540 sec): 3 clusters Score: Raw -2408021.368186 + Penalty 1941.947624 = -2406079.420561 nChanged 27 SP:Iteration 45Q (3155.728288 sec): 3 clusters Score: Raw -2408033.424520 + Penalty 1941.947624 = -2406091.476896 nChanged 26 SP:Iteration 46Q (3155.802682 sec): 3 clusters Score: Raw -2408047.154961 + Penalty 1941.947624 = -2406105.207337 nChanged 24 SP:Iteration 47Q (3155.865594 sec): 3 clusters Score: Raw -2408056.311084 + Penalty 1941.947624 = -2406114.363460 nChanged 23 SP:Iteration 48Q (3155.947822 sec): 3 clusters Score: Raw -2408065.649366 + Penalty 1941.947624 = -2406123.701742 nChanged 18 SP:Iteration 49Q (3156.018516 sec): 3 clusters Score: Raw -2408074.102568 + Penalty 1941.947624 = -2406132.154943 nChanged 24 SP:Iteration 50Q (3156.086061 sec): 3 clusters Score: Raw -2408083.531079 + Penalty 1941.947624 = -2406141.583454 nChanged 15 SP:Iteration 51Q (3156.160958 sec): 3 clusters Score: Raw -2408088.988846 + Penalty 1941.947624 = -2406147.041222 nChanged 11 SP:Iteration 52Q (3156.237195 sec): 3 clusters Score: Raw -2408093.338627 + Penalty 1941.947624 = -2406151.391003 nChanged 10 SP:Iteration 53Q (3156.311983 sec): 3 clusters Score: Raw -2408097.054138 + Penalty 1941.947624 = -2406155.106514 nChanged 12 SP:Iteration 54Q (3156.384308 sec): 3 clusters Score: Raw -2408101.544998 + Penalty 1941.947624 = -2406159.597373 nChanged 6 SP:Iteration 55Q (3156.459094 sec): 3 clusters Score: Raw -2408103.781613 + Penalty 1941.947624 = -2406161.833989 nChanged 6 SP:Iteration 56Q (3156.532451 sec): 3 clusters Score: Raw -2408106.519821 + Penalty 1941.947624 = -2406164.572197 nChanged 5 SP:Iteration 57Q (3156.608634 sec): 3 clusters Score: Raw -2408109.469188 + Penalty 1941.947624 = -2406167.521564 nChanged 9 SP:Iteration 58Q (3156.684361 sec): 3 clusters Score: Raw -2408113.231377 + Penalty 1941.947624 = -2406171.283753 nChanged 5 SP:Iteration 59Q (3156.758613 sec): 3 clusters Score: Raw -2408114.300607 + Penalty 1941.947624 = -2406172.352982 nChanged 3 SP:Iteration 60F (3156.834761 sec): 3 clusters Score: Raw -2408114.859500 + Penalty 1941.947624 = -2406172.911875 nChanged 2 SP:Iteration 61Q (3156.905605 sec): 3 clusters Score: Raw -2408115.608424 + Penalty 1941.947624 = -2406173.660800 nChanged 3 SP:Iteration 62Q (3156.970007 sec): 3 clusters Score: Raw -2408117.397131 + Penalty 1941.947624 = -2406175.449506 nChanged 2 SP:Iteration 63Q (3157.037762 sec): 3 clusters Score: Raw -2408118.011826 + Penalty 1941.947624 = -2406176.064202 nChanged 3 SP:Iteration 64Q (3157.109479 sec): 3 clusters Score: Raw -2408118.800138 + Penalty 1941.947624 = -2406176.852514 nChanged 4 SP:Iteration 65Q (3157.173808 sec): 3 clusters Score: Raw -2408120.162259 + Penalty 1941.947624 = -2406178.214635 nChanged 1 SP:Iteration 66Q (3157.243437 sec): 3 clusters Score: Raw -2408120.354308 + Penalty 1941.947624 = -2406178.406684 nChanged 0 SP:Iteration 67F (3157.328428 sec): 3 clusters Score: Raw -2408120.354308 + Penalty 1941.947624 = -2406178.406684 nChanged 0 Trying to split cluster 21 (6504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3157.358238 sec): 2 clusters Score: Raw -616463.421082 + Penalty 834.116402 = -615629.304680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3157.406719 sec): 3 clusters Score: Raw -612711.668850 + Penalty 1668.232804 = -611043.436047 nChanged 2807 SP:Iteration 1F (3157.458641 sec): 3 clusters Score: Raw -614462.414893 + Penalty 1668.232804 = -612794.182089 nChanged 473 SP:Iteration 2F (3157.520575 sec): 3 clusters Score: Raw -614716.140745 + Penalty 1668.232804 = -613047.907942 nChanged 377 SP:Iteration 3F (3157.577280 sec): 3 clusters Score: Raw -614921.572671 + Penalty 1668.232804 = -613253.339868 nChanged 343 SP:Iteration 4F (3157.634184 sec): 3 clusters Score: Raw -615090.858067 + Penalty 1668.232804 = -613422.625264 nChanged 292 SP:Iteration 5Q (3157.692738 sec): 3 clusters Score: Raw -615238.378001 + Penalty 1668.232804 = -613570.145197 nChanged 283 SP:Iteration 6Q (3157.739826 sec): 3 clusters Score: Raw -615387.945758 + Penalty 1668.232804 = -613719.712954 nChanged 262 SP:Iteration 7Q (3157.805321 sec): 3 clusters Score: Raw -615539.195203 + Penalty 1668.232804 = -613870.962399 nChanged 278 SP:Iteration 8Q (3157.862901 sec): 3 clusters Score: Raw -615738.400390 + Penalty 1668.232804 = -614070.167586 nChanged 311 SP:Iteration 9Q (3157.920397 sec): 3 clusters Score: Raw -616039.928995 + Penalty 1668.232804 = -614371.696192 nChanged 342 SP:Iteration 10F (3157.962854 sec): 3 clusters Score: Raw -616396.316690 + Penalty 1668.232804 = -614728.083886 nChanged 311 SP:Iteration 11Q (3158.031471 sec): 3 clusters Score: Raw -616727.591665 + Penalty 1668.232804 = -615059.358861 nChanged 264 SP:Iteration 12Q (3158.075048 sec): 3 clusters Score: Raw -616995.719495 + Penalty 1668.232804 = -615327.486692 nChanged 228 SP:Iteration 13Q (3158.134818 sec): 3 clusters Score: Raw -617205.631684 + Penalty 1668.232804 = -615537.398880 nChanged 198 SP:Iteration 14Q (3158.183383 sec): 3 clusters Score: Raw -617399.952993 + Penalty 1668.232804 = -615731.720190 nChanged 154 SP:Iteration 15Q (3158.250449 sec): 3 clusters Score: Raw -617559.343920 + Penalty 1668.232804 = -615891.111116 nChanged 123 SP:Iteration 16Q (3158.292047 sec): 3 clusters Score: Raw -617661.843941 + Penalty 1668.232804 = -615993.611137 nChanged 97 SP:Iteration 17Q (3158.347125 sec): 3 clusters Score: Raw -617735.101496 + Penalty 1668.232804 = -616066.868692 nChanged 77 SP:Iteration 18Q (3158.407850 sec): 3 clusters Score: Raw -617786.527356 + Penalty 1668.232804 = -616118.294552 nChanged 58 SP:Iteration 19Q (3158.455210 sec): 3 clusters Score: Raw -617822.061179 + Penalty 1668.232804 = -616153.828375 nChanged 59 SP:Iteration 20F (3158.512540 sec): 3 clusters Score: Raw -617851.829040 + Penalty 1668.232804 = -616183.596236 nChanged 38 SP:Iteration 21Q (3158.567038 sec): 3 clusters Score: Raw -617864.886738 + Penalty 1668.232804 = -616196.653935 nChanged 36 SP:Iteration 22Q (3158.624020 sec): 3 clusters Score: Raw -617875.193777 + Penalty 1668.232804 = -616206.960974 nChanged 31 SP:Iteration 23Q (3158.679770 sec): 3 clusters Score: Raw -617886.421999 + Penalty 1668.232804 = -616218.189195 nChanged 41 SP:Iteration 24Q (3158.723886 sec): 3 clusters Score: Raw -617902.330905 + Penalty 1668.232804 = -616234.098101 nChanged 47 SP:Iteration 25Q (3158.785772 sec): 3 clusters Score: Raw -617922.554436 + Penalty 1668.232804 = -616254.321632 nChanged 43 SP:Iteration 26Q (3158.841189 sec): 3 clusters Score: Raw -617944.928910 + Penalty 1668.232804 = -616276.696106 nChanged 48 SP:Iteration 27Q (3158.897292 sec): 3 clusters Score: Raw -617976.623910 + Penalty 1668.232804 = -616308.391106 nChanged 63 SP:Iteration 28Q (3158.942505 sec): 3 clusters Score: Raw -618016.124037 + Penalty 1668.232804 = -616347.891233 nChanged 57 SP:Iteration 29Q (3158.994008 sec): 3 clusters Score: Raw -618058.435537 + Penalty 1668.232804 = -616390.202734 nChanged 74 SP:Iteration 30Q (3159.047547 sec): 3 clusters Score: Raw -618108.288378 + Penalty 1668.232804 = -616440.055574 nChanged 55 SP:Iteration 31Q (3159.105159 sec): 3 clusters Score: Raw -618145.904131 + Penalty 1668.232804 = -616477.671327 nChanged 59 SP:Iteration 32Q (3159.148505 sec): 3 clusters Score: Raw -618185.790421 + Penalty 1668.232804 = -616517.557618 nChanged 49 SP:Iteration 33Q (3159.195781 sec): 3 clusters Score: Raw -618212.713140 + Penalty 1668.232804 = -616544.480337 nChanged 33 SP:Iteration 34Q (3159.248116 sec): 3 clusters Score: Raw -618234.167697 + Penalty 1668.232804 = -616565.934893 nChanged 32 SP:Iteration 35Q (3159.304822 sec): 3 clusters Score: Raw -618258.261572 + Penalty 1668.232804 = -616590.028768 nChanged 25 SP:Iteration 36Q (3159.346880 sec): 3 clusters Score: Raw -618270.839941 + Penalty 1668.232804 = -616602.607137 nChanged 16 SP:Iteration 37Q (3159.412183 sec): 3 clusters Score: Raw -618282.508710 + Penalty 1668.232804 = -616614.275907 nChanged 13 SP:Iteration 38Q (3159.462458 sec): 3 clusters Score: Raw -618286.292775 + Penalty 1668.232804 = -616618.059971 nChanged 9 SP:Iteration 39Q (3159.520515 sec): 3 clusters Score: Raw -618293.122650 + Penalty 1668.232804 = -616624.889846 nChanged 10 SP:Iteration 40F (3159.575212 sec): 3 clusters Score: Raw -618345.960915 + Penalty 1668.232804 = -616677.728111 nChanged 35 SP:Iteration 41Q (3159.626642 sec): 3 clusters Score: Raw -618378.966835 + Penalty 1668.232804 = -616710.734031 nChanged 31 SP:Iteration 42Q (3159.668361 sec): 3 clusters Score: Raw -618392.881019 + Penalty 1668.232804 = -616724.648216 nChanged 24 SP:Iteration 43Q (3159.723738 sec): 3 clusters Score: Raw -618399.992639 + Penalty 1668.232804 = -616731.759835 nChanged 14 SP:Iteration 44Q (3159.767729 sec): 3 clusters Score: Raw -618404.180886 + Penalty 1668.232804 = -616735.948082 nChanged 15 SP:Iteration 45Q (3159.819786 sec): 3 clusters Score: Raw -618409.863065 + Penalty 1668.232804 = -616741.630261 nChanged 14 SP:Iteration 46Q (3159.863296 sec): 3 clusters Score: Raw -618413.783392 + Penalty 1668.232804 = -616745.550588 nChanged 12 SP:Iteration 47Q (3159.907686 sec): 3 clusters Score: Raw -618415.861523 + Penalty 1668.232804 = -616747.628719 nChanged 11 SP:Iteration 48Q (3159.954878 sec): 3 clusters Score: Raw -618417.707705 + Penalty 1668.232804 = -616749.474901 nChanged 8 SP:Iteration 49Q (3160.017221 sec): 3 clusters Score: Raw -618419.384794 + Penalty 1668.232804 = -616751.151990 nChanged 7 SP:Iteration 50Q (3160.069372 sec): 3 clusters Score: Raw -618420.072661 + Penalty 1668.232804 = -616751.839857 nChanged 2 SP:Iteration 51Q (3160.112977 sec): 3 clusters Score: Raw -618420.309242 + Penalty 1668.232804 = -616752.076439 nChanged 0 SP:Iteration 52F (3160.165544 sec): 3 clusters Score: Raw -618420.309242 + Penalty 1668.232804 = -616752.076439 nChanged 0 Score: Raw -58475701.634518 + Penalty 46896.096993 = -58428805.537524 Splitting cluster 21 changes total score from -58424296.708219 to -58428805.537524 So it's getting split into cluster 37. Trying to split cluster 22 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3170.990083 sec): 2 clusters Score: Raw -97917.428405 + Penalty 652.061322 = -97265.367083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3171.038892 sec): 3 clusters Score: Raw -97513.561961 + Penalty 1304.122644 = -96209.439316 nChanged 360 SP:Iteration 1F (3171.091167 sec): 3 clusters Score: Raw -97735.288861 + Penalty 1304.122644 = -96431.166217 nChanged 73 SP:Iteration 2F (3171.139152 sec): 3 clusters Score: Raw -97794.690209 + Penalty 1304.122644 = -96490.567565 nChanged 43 SP:Iteration 3Q (3171.177204 sec): 3 clusters Score: Raw -97830.208181 + Penalty 1304.122644 = -96526.085537 nChanged 20 SP:Iteration 4Q (3171.225657 sec): 3 clusters Score: Raw -97844.345218 + Penalty 1304.122644 = -96540.222574 nChanged 16 SP:Iteration 5Q (3171.277377 sec): 3 clusters Score: Raw -97854.301494 + Penalty 1304.122644 = -96550.178849 nChanged 19 SP:Iteration 6Q (3171.328032 sec): 3 clusters Score: Raw -97865.006966 + Penalty 1304.122644 = -96560.884322 nChanged 17 SP:Iteration 7Q (3171.360262 sec): 3 clusters Score: Raw -97878.664686 + Penalty 1304.122644 = -96574.542042 nChanged 14 SP:Iteration 8Q (3171.409654 sec): 3 clusters Score: Raw -97895.818118 + Penalty 1304.122644 = -96591.695473 nChanged 21 SP:Iteration 9Q (3171.456078 sec): 3 clusters Score: Raw -97918.697632 + Penalty 1304.122644 = -96614.574987 nChanged 22 SP:Iteration 10Q (3171.500216 sec): 3 clusters Score: Raw -97935.945419 + Penalty 1304.122644 = -96631.822774 nChanged 20 SP:Iteration 11Q (3171.533595 sec): 3 clusters Score: Raw -97955.271057 + Penalty 1304.122644 = -96651.148412 nChanged 19 SP:Iteration 12Q (3171.577072 sec): 3 clusters Score: Raw -97970.832666 + Penalty 1304.122644 = -96666.710022 nChanged 15 SP:Iteration 13Q (3171.627626 sec): 3 clusters Score: Raw -97978.861561 + Penalty 1304.122644 = -96674.738916 nChanged 11 SP:Iteration 14Q (3171.671525 sec): 3 clusters Score: Raw -97989.565764 + Penalty 1304.122644 = -96685.443119 nChanged 11 SP:Iteration 15Q (3171.730631 sec): 3 clusters Score: Raw -97995.268660 + Penalty 1304.122644 = -96691.146015 nChanged 8 SP:Iteration 16Q (3171.774175 sec): 3 clusters Score: Raw -98002.746817 + Penalty 1304.122644 = -96698.624172 nChanged 10 SP:Iteration 17Q (3171.825923 sec): 3 clusters Score: Raw -98008.641212 + Penalty 1304.122644 = -96704.518567 nChanged 10 SP:Iteration 18Q (3171.876346 sec): 3 clusters Score: Raw -98014.343642 + Penalty 1304.122644 = -96710.220998 nChanged 6 SP:Iteration 19Q (3171.923106 sec): 3 clusters Score: Raw -98018.783751 + Penalty 1304.122644 = -96714.661107 nChanged 2 SP:Iteration 20F (3171.960087 sec): 3 clusters Score: Raw -98019.683200 + Penalty 1304.122644 = -96715.560556 nChanged 5 SP:Iteration 21Q (3172.011240 sec): 3 clusters Score: Raw -98021.237634 + Penalty 1304.122644 = -96717.114989 nChanged 2 SP:Iteration 22Q (3172.053203 sec): 3 clusters Score: Raw -98021.731561 + Penalty 1304.122644 = -96717.608917 nChanged 0 SP:Iteration 23F (3172.095790 sec): 3 clusters Score: Raw -98021.731561 + Penalty 1304.122644 = -96717.608917 nChanged 0 Trying to split cluster 23 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3172.131424 sec): 2 clusters Score: Raw -44268.120039 + Penalty 590.767011 = -43677.353028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3172.170733 sec): 3 clusters Score: Raw -44165.377764 + Penalty 1181.534023 = -42983.843742 nChanged 143 SP:Iteration 1F (3172.214841 sec): 3 clusters Score: Raw -44335.536415 + Penalty 1181.534023 = -43154.002393 nChanged 46 SP:Iteration 2F (3172.264300 sec): 3 clusters Score: Raw -44408.130433 + Penalty 1181.534023 = -43226.596410 nChanged 25 SP:Iteration 3Q (3172.308465 sec): 3 clusters Score: Raw -44437.064170 + Penalty 1181.534023 = -43255.530147 nChanged 16 SP:Iteration 4Q (3172.363659 sec): 3 clusters Score: Raw -44456.674958 + Penalty 1181.534023 = -43275.140935 nChanged 11 SP:Iteration 5Q (3172.406357 sec): 3 clusters Score: Raw -44470.180344 + Penalty 1181.534023 = -43288.646321 nChanged 9 SP:Iteration 6Q (3172.459965 sec): 3 clusters Score: Raw -44480.159906 + Penalty 1181.534023 = -43298.625883 nChanged 10 SP:Iteration 7Q (3172.500387 sec): 3 clusters Score: Raw -44491.536661 + Penalty 1181.534023 = -43310.002639 nChanged 6 SP:Iteration 8Q (3172.544600 sec): 3 clusters Score: Raw -44505.150785 + Penalty 1181.534023 = -43323.616762 nChanged 9 SP:Iteration 9Q (3172.585325 sec): 3 clusters Score: Raw -44519.552569 + Penalty 1181.534023 = -43338.018546 nChanged 11 SP:Iteration 10Q (3172.634566 sec): 3 clusters Score: Raw -44540.432746 + Penalty 1181.534023 = -43358.898723 nChanged 8 SP:Iteration 11Q (3172.675769 sec): 3 clusters Score: Raw -44549.616377 + Penalty 1181.534023 = -43368.082354 nChanged 3 SP:Iteration 12Q (3172.715329 sec): 3 clusters Score: Raw -44551.887683 + Penalty 1181.534023 = -43370.353660 nChanged 2 SP:Iteration 13Q (3172.762794 sec): 3 clusters Score: Raw -44554.709875 + Penalty 1181.534023 = -43373.175852 nChanged 4 SP:Iteration 14Q (3172.824932 sec): 3 clusters Score: Raw -44561.288586 + Penalty 1181.534023 = -43379.754563 nChanged 3 SP:Iteration 15Q (3172.864701 sec): 3 clusters Score: Raw -44564.930498 + Penalty 1181.534023 = -43383.396476 nChanged 3 SP:Iteration 16Q (3172.912597 sec): 3 clusters Score: Raw -44569.375397 + Penalty 1181.534023 = -43387.841375 nChanged 1 SP:Iteration 17Q (3172.965347 sec): 3 clusters Score: Raw -44571.147158 + Penalty 1181.534023 = -43389.613135 nChanged 0 SP:Iteration 18F (3173.012318 sec): 3 clusters Score: Raw -44571.147158 + Penalty 1181.534023 = -43389.613135 nChanged 0 Trying to split cluster 24 (5743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3173.045669 sec): 2 clusters Score: Raw -571689.327259 + Penalty 822.295015 = -570867.032244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3173.089652 sec): 3 clusters Score: Raw -568409.337457 + Penalty 1644.590030 = -566764.747427 nChanged 2516 SP:Iteration 1F (3173.144204 sec): 3 clusters Score: Raw -569745.051544 + Penalty 1644.590030 = -568100.461514 nChanged 331 SP:Iteration 2F (3173.193909 sec): 3 clusters Score: Raw -569877.186546 + Penalty 1644.590030 = -568232.596515 nChanged 254 SP:Iteration 3Q (3173.245868 sec): 3 clusters Score: Raw -569979.309269 + Penalty 1644.590030 = -568334.719239 nChanged 227 SP:Iteration 4Q (3173.303053 sec): 3 clusters Score: Raw -570077.747102 + Penalty 1644.590030 = -568433.157072 nChanged 245 SP:Iteration 5Q (3173.353282 sec): 3 clusters Score: Raw -570195.273356 + Penalty 1644.590030 = -568550.683326 nChanged 307 SP:Iteration 6F (3173.404689 sec): 3 clusters Score: Raw -570387.282164 + Penalty 1644.590030 = -568742.692134 nChanged 309 SP:Iteration 7F (3173.453838 sec): 3 clusters Score: Raw -570589.270852 + Penalty 1644.590030 = -568944.680822 nChanged 323 SP:Iteration 8F (3173.508731 sec): 3 clusters Score: Raw -570811.699123 + Penalty 1644.590030 = -569167.109093 nChanged 297 SP:Iteration 9F (3173.559556 sec): 3 clusters Score: Raw -570986.808033 + Penalty 1644.590030 = -569342.218003 nChanged 231 SP:Iteration 10Q (3173.610519 sec): 3 clusters Score: Raw -571114.016693 + Penalty 1644.590030 = -569469.426663 nChanged 196 SP:Iteration 11Q (3173.660496 sec): 3 clusters Score: Raw -571231.524165 + Penalty 1644.590030 = -569586.934135 nChanged 169 SP:Iteration 12Q (3173.711730 sec): 3 clusters Score: Raw -571337.764230 + Penalty 1644.590030 = -569693.174200 nChanged 146 SP:Iteration 13Q (3173.764844 sec): 3 clusters Score: Raw -571428.006543 + Penalty 1644.590030 = -569783.416513 nChanged 120 SP:Iteration 14Q (3173.810459 sec): 3 clusters Score: Raw -571497.591235 + Penalty 1644.590030 = -569853.001205 nChanged 98 SP:Iteration 15Q (3173.861421 sec): 3 clusters Score: Raw -571543.965118 + Penalty 1644.590030 = -569899.375088 nChanged 71 SP:Iteration 16Q (3173.915790 sec): 3 clusters Score: Raw -571576.386726 + Penalty 1644.590030 = -569931.796696 nChanged 78 SP:Iteration 17Q (3173.963573 sec): 3 clusters Score: Raw -571606.119063 + Penalty 1644.590030 = -569961.529033 nChanged 61 SP:Iteration 18Q (3174.014346 sec): 3 clusters Score: Raw -571624.965903 + Penalty 1644.590030 = -569980.375872 nChanged 45 SP:Iteration 19Q (3174.058972 sec): 3 clusters Score: Raw -571639.472160 + Penalty 1644.590030 = -569994.882130 nChanged 38 SP:Iteration 20F (3174.115118 sec): 3 clusters Score: Raw -571649.252157 + Penalty 1644.590030 = -570004.662126 nChanged 31 SP:Iteration 21Q (3174.170486 sec): 3 clusters Score: Raw -571657.707055 + Penalty 1644.590030 = -570013.117025 nChanged 34 SP:Iteration 22Q (3174.216687 sec): 3 clusters Score: Raw -571666.149533 + Penalty 1644.590030 = -570021.559503 nChanged 28 SP:Iteration 23Q (3174.267848 sec): 3 clusters Score: Raw -571672.358771 + Penalty 1644.590030 = -570027.768741 nChanged 20 SP:Iteration 24Q (3174.312237 sec): 3 clusters Score: Raw -571675.997124 + Penalty 1644.590030 = -570031.407094 nChanged 15 SP:Iteration 25Q (3174.363160 sec): 3 clusters Score: Raw -571680.535088 + Penalty 1644.590030 = -570035.945058 nChanged 20 SP:Iteration 26Q (3174.412293 sec): 3 clusters Score: Raw -571684.975578 + Penalty 1644.590030 = -570040.385548 nChanged 15 SP:Iteration 27Q (3174.462857 sec): 3 clusters Score: Raw -571688.206337 + Penalty 1644.590030 = -570043.616307 nChanged 13 SP:Iteration 28Q (3174.514025 sec): 3 clusters Score: Raw -571690.115973 + Penalty 1644.590030 = -570045.525943 nChanged 10 SP:Iteration 29Q (3174.565577 sec): 3 clusters Score: Raw -571691.451243 + Penalty 1644.590030 = -570046.861213 nChanged 10 SP:Iteration 30Q (3174.615100 sec): 3 clusters Score: Raw -571693.341224 + Penalty 1644.590030 = -570048.751194 nChanged 8 SP:Iteration 31Q (3174.658541 sec): 3 clusters Score: Raw -571694.431413 + Penalty 1644.590030 = -570049.841382 nChanged 5 SP:Iteration 32Q (3174.710056 sec): 3 clusters Score: Raw -571694.845342 + Penalty 1644.590030 = -570050.255312 nChanged 1 SP:Iteration 33Q (3174.758391 sec): 3 clusters Score: Raw -571695.005787 + Penalty 1644.590030 = -570050.415757 nChanged 1 SP:Iteration 34Q (3174.809812 sec): 3 clusters Score: Raw -571695.147814 + Penalty 1644.590030 = -570050.557784 nChanged 0 SP:Iteration 35F (3174.853933 sec): 3 clusters Score: Raw -571695.147814 + Penalty 1644.590030 = -570050.557784 nChanged 0 Trying to split cluster 25 (11645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3174.887037 sec): 2 clusters Score: Raw -1147197.688308 + Penalty 889.450057 = -1146308.238250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3174.954386 sec): 3 clusters Score: Raw -1140158.308153 + Penalty 1778.900115 = -1138379.408038 nChanged 5261 SP:Iteration 1F (3175.007641 sec): 3 clusters Score: Raw -1143269.097347 + Penalty 1778.900115 = -1141490.197232 nChanged 706 SP:Iteration 2F (3175.058695 sec): 3 clusters Score: Raw -1143642.479686 + Penalty 1778.900115 = -1141863.579572 nChanged 781 SP:Iteration 3F (3175.125148 sec): 3 clusters Score: Raw -1144166.375568 + Penalty 1778.900115 = -1142387.475453 nChanged 843 SP:Iteration 4F (3175.177947 sec): 3 clusters Score: Raw -1144750.755467 + Penalty 1778.900115 = -1142971.855353 nChanged 794 SP:Iteration 5F (3175.246435 sec): 3 clusters Score: Raw -1145268.661950 + Penalty 1778.900115 = -1143489.761836 nChanged 721 SP:Iteration 6F (3175.308123 sec): 3 clusters Score: Raw -1145737.040732 + Penalty 1778.900115 = -1143958.140618 nChanged 646 SP:Iteration 7F (3175.354860 sec): 3 clusters Score: Raw -1146120.681200 + Penalty 1778.900115 = -1144341.781085 nChanged 470 SP:Iteration 8Q (3175.411668 sec): 3 clusters Score: Raw -1146384.115862 + Penalty 1778.900115 = -1144605.215747 nChanged 371 SP:Iteration 9Q (3175.469500 sec): 3 clusters Score: Raw -1146575.099101 + Penalty 1778.900115 = -1144796.198986 nChanged 305 SP:Iteration 10Q (3175.532610 sec): 3 clusters Score: Raw -1146720.809831 + Penalty 1778.900115 = -1144941.909717 nChanged 250 SP:Iteration 11Q (3175.583930 sec): 3 clusters Score: Raw -1146839.171426 + Penalty 1778.900115 = -1145060.271312 nChanged 214 SP:Iteration 12Q (3175.638692 sec): 3 clusters Score: Raw -1146939.786942 + Penalty 1778.900115 = -1145160.886827 nChanged 193 SP:Iteration 13Q (3175.703626 sec): 3 clusters Score: Raw -1147016.891026 + Penalty 1778.900115 = -1145237.990912 nChanged 167 SP:Iteration 14Q (3175.769304 sec): 3 clusters Score: Raw -1147079.465635 + Penalty 1778.900115 = -1145300.565520 nChanged 148 SP:Iteration 15Q (3175.826771 sec): 3 clusters Score: Raw -1147132.927532 + Penalty 1778.900115 = -1145354.027418 nChanged 119 SP:Iteration 16Q (3175.882287 sec): 3 clusters Score: Raw -1147170.866615 + Penalty 1778.900115 = -1145391.966501 nChanged 108 SP:Iteration 17Q (3175.939747 sec): 3 clusters Score: Raw -1147207.460340 + Penalty 1778.900115 = -1145428.560226 nChanged 109 SP:Iteration 18Q (3175.995202 sec): 3 clusters Score: Raw -1147242.743186 + Penalty 1778.900115 = -1145463.843072 nChanged 96 SP:Iteration 19Q (3176.048200 sec): 3 clusters Score: Raw -1147268.760985 + Penalty 1778.900115 = -1145489.860870 nChanged 101 SP:Iteration 20F (3176.114768 sec): 3 clusters Score: Raw -1147297.319037 + Penalty 1778.900115 = -1145518.418923 nChanged 100 SP:Iteration 21Q (3176.159327 sec): 3 clusters Score: Raw -1147323.584356 + Penalty 1778.900115 = -1145544.684241 nChanged 82 SP:Iteration 22Q (3176.215611 sec): 3 clusters Score: Raw -1147341.176162 + Penalty 1778.900115 = -1145562.276047 nChanged 60 SP:Iteration 23Q (3176.268127 sec): 3 clusters Score: Raw -1147351.209907 + Penalty 1778.900115 = -1145572.309792 nChanged 47 SP:Iteration 24Q (3176.317975 sec): 3 clusters Score: Raw -1147358.592897 + Penalty 1778.900115 = -1145579.692782 nChanged 38 SP:Iteration 25Q (3176.376734 sec): 3 clusters Score: Raw -1147365.803713 + Penalty 1778.900115 = -1145586.903598 nChanged 36 SP:Iteration 26Q (3176.441905 sec): 3 clusters Score: Raw -1147372.392562 + Penalty 1778.900115 = -1145593.492447 nChanged 39 SP:Iteration 27Q (3176.495134 sec): 3 clusters Score: Raw -1147379.846477 + Penalty 1778.900115 = -1145600.946362 nChanged 41 SP:Iteration 28Q (3176.551179 sec): 3 clusters Score: Raw -1147387.108813 + Penalty 1778.900115 = -1145608.208699 nChanged 36 SP:Iteration 29Q (3176.614751 sec): 3 clusters Score: Raw -1147393.276566 + Penalty 1778.900115 = -1145614.376452 nChanged 32 SP:Iteration 30Q (3176.670721 sec): 3 clusters Score: Raw -1147399.537037 + Penalty 1778.900115 = -1145620.636922 nChanged 35 SP:Iteration 31Q (3176.724243 sec): 3 clusters Score: Raw -1147405.913296 + Penalty 1778.900115 = -1145627.013181 nChanged 30 SP:Iteration 32Q (3176.783039 sec): 3 clusters Score: Raw -1147411.111499 + Penalty 1778.900115 = -1145632.211384 nChanged 28 SP:Iteration 33Q (3176.829071 sec): 3 clusters Score: Raw -1147416.266822 + Penalty 1778.900115 = -1145637.366707 nChanged 32 SP:Iteration 34Q (3176.893336 sec): 3 clusters Score: Raw -1147421.329175 + Penalty 1778.900115 = -1145642.429061 nChanged 29 SP:Iteration 35Q (3176.946780 sec): 3 clusters Score: Raw -1147424.996934 + Penalty 1778.900115 = -1145646.096819 nChanged 18 SP:Iteration 36Q (3177.014261 sec): 3 clusters Score: Raw -1147428.097392 + Penalty 1778.900115 = -1145649.197277 nChanged 20 SP:Iteration 37Q (3177.058584 sec): 3 clusters Score: Raw -1147431.304790 + Penalty 1778.900115 = -1145652.404675 nChanged 18 SP:Iteration 38Q (3177.122647 sec): 3 clusters Score: Raw -1147434.069870 + Penalty 1778.900115 = -1145655.169755 nChanged 15 SP:Iteration 39Q (3177.165766 sec): 3 clusters Score: Raw -1147437.141578 + Penalty 1778.900115 = -1145658.241464 nChanged 18 SP:Iteration 40F (3177.215584 sec): 3 clusters Score: Raw -1147440.713708 + Penalty 1778.900115 = -1145661.813593 nChanged 21 SP:Iteration 41Q (3177.274769 sec): 3 clusters Score: Raw -1147445.000713 + Penalty 1778.900115 = -1145666.100599 nChanged 25 SP:Iteration 42Q (3177.327675 sec): 3 clusters Score: Raw -1147449.479092 + Penalty 1778.900115 = -1145670.578978 nChanged 18 SP:Iteration 43Q (3177.376874 sec): 3 clusters Score: Raw -1147452.087722 + Penalty 1778.900115 = -1145673.187608 nChanged 11 SP:Iteration 44Q (3177.432544 sec): 3 clusters Score: Raw -1147453.304278 + Penalty 1778.900115 = -1145674.404163 nChanged 9 SP:Iteration 45Q (3177.484118 sec): 3 clusters Score: Raw -1147454.357260 + Penalty 1778.900115 = -1145675.457145 nChanged 8 SP:Iteration 46Q (3177.538841 sec): 3 clusters Score: Raw -1147455.113819 + Penalty 1778.900115 = -1145676.213704 nChanged 7 SP:Iteration 47Q (3177.594318 sec): 3 clusters Score: Raw -1147455.948105 + Penalty 1778.900115 = -1145677.047991 nChanged 4 SP:Iteration 48Q (3177.648486 sec): 3 clusters Score: Raw -1147457.117477 + Penalty 1778.900115 = -1145678.217362 nChanged 7 SP:Iteration 49Q (3177.705413 sec): 3 clusters Score: Raw -1147458.925105 + Penalty 1778.900115 = -1145680.024991 nChanged 11 SP:Iteration 50Q (3177.766023 sec): 3 clusters Score: Raw -1147460.190770 + Penalty 1778.900115 = -1145681.290655 nChanged 11 SP:Iteration 51Q (3177.823010 sec): 3 clusters Score: Raw -1147461.386585 + Penalty 1778.900115 = -1145682.486471 nChanged 6 SP:Iteration 52Q (3177.875263 sec): 3 clusters Score: Raw -1147462.294637 + Penalty 1778.900115 = -1145683.394522 nChanged 3 SP:Iteration 53Q (3177.925267 sec): 3 clusters Score: Raw -1147462.667852 + Penalty 1778.900115 = -1145683.767737 nChanged 3 SP:Iteration 54Q (3177.976813 sec): 3 clusters Score: Raw -1147463.287909 + Penalty 1778.900115 = -1145684.387794 nChanged 4 SP:Iteration 55Q (3178.038872 sec): 3 clusters Score: Raw -1147463.896142 + Penalty 1778.900115 = -1145684.996027 nChanged 6 SP:Iteration 56Q (3178.096024 sec): 3 clusters Score: Raw -1147464.462207 + Penalty 1778.900115 = -1145685.562092 nChanged 6 SP:Iteration 57Q (3178.157161 sec): 3 clusters Score: Raw -1147465.375001 + Penalty 1778.900115 = -1145686.474886 nChanged 4 SP:Iteration 58Q (3178.219880 sec): 3 clusters Score: Raw -1147465.809545 + Penalty 1778.900115 = -1145686.909430 nChanged 3 SP:Iteration 59Q (3178.269724 sec): 3 clusters Score: Raw -1147466.025111 + Penalty 1778.900115 = -1145687.124997 nChanged 3 SP:Iteration 60F (3178.327249 sec): 3 clusters Score: Raw -1147466.311493 + Penalty 1778.900115 = -1145687.411379 nChanged 2 SP:Iteration 61Q (3178.385848 sec): 3 clusters Score: Raw -1147466.435040 + Penalty 1778.900115 = -1145687.534925 nChanged 1 SP:Iteration 62Q (3178.446773 sec): 3 clusters Score: Raw -1147466.496108 + Penalty 1778.900115 = -1145687.595993 nChanged 0 SP:Iteration 63F (3178.496614 sec): 3 clusters Score: Raw -1147466.496108 + Penalty 1778.900115 = -1145687.595993 nChanged 0 Trying to split cluster 26 (2852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3178.517124 sec): 2 clusters Score: Raw -272627.030020 + Penalty 755.798699 = -271871.231321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3178.565592 sec): 3 clusters Score: Raw -271139.114290 + Penalty 1511.597398 = -269627.516892 nChanged 1158 SP:Iteration 1F (3178.606806 sec): 3 clusters Score: Raw -271757.936414 + Penalty 1511.597398 = -270246.339016 nChanged 227 SP:Iteration 2F (3178.654654 sec): 3 clusters Score: Raw -271868.736597 + Penalty 1511.597398 = -270357.139199 nChanged 138 SP:Iteration 3Q (3178.700753 sec): 3 clusters Score: Raw -271929.852445 + Penalty 1511.597398 = -270418.255047 nChanged 94 SP:Iteration 4Q (3178.749545 sec): 3 clusters Score: Raw -271972.787525 + Penalty 1511.597398 = -270461.190127 nChanged 89 SP:Iteration 5Q (3178.799935 sec): 3 clusters Score: Raw -272018.083638 + Penalty 1511.597398 = -270506.486239 nChanged 102 SP:Iteration 6Q (3178.846966 sec): 3 clusters Score: Raw -272066.385874 + Penalty 1511.597398 = -270554.788476 nChanged 81 SP:Iteration 7Q (3178.891853 sec): 3 clusters Score: Raw -272101.406432 + Penalty 1511.597398 = -270589.809034 nChanged 71 SP:Iteration 8Q (3178.933136 sec): 3 clusters Score: Raw -272134.283651 + Penalty 1511.597398 = -270622.686252 nChanged 72 SP:Iteration 9Q (3178.984679 sec): 3 clusters Score: Raw -272170.810911 + Penalty 1511.597398 = -270659.213512 nChanged 73 SP:Iteration 10Q (3179.023672 sec): 3 clusters Score: Raw -272212.774470 + Penalty 1511.597398 = -270701.177071 nChanged 79 SP:Iteration 11Q (3179.070204 sec): 3 clusters Score: Raw -272252.943103 + Penalty 1511.597398 = -270741.345705 nChanged 61 SP:Iteration 12Q (3179.109378 sec): 3 clusters Score: Raw -272280.754861 + Penalty 1511.597398 = -270769.157463 nChanged 46 SP:Iteration 13Q (3179.152830 sec): 3 clusters Score: Raw -272303.833157 + Penalty 1511.597398 = -270792.235758 nChanged 50 SP:Iteration 14Q (3179.199447 sec): 3 clusters Score: Raw -272318.907014 + Penalty 1511.597398 = -270807.309616 nChanged 30 SP:Iteration 15Q (3179.245699 sec): 3 clusters Score: Raw -272327.634314 + Penalty 1511.597398 = -270816.036916 nChanged 31 SP:Iteration 16Q (3179.290086 sec): 3 clusters Score: Raw -272343.389838 + Penalty 1511.597398 = -270831.792440 nChanged 45 SP:Iteration 17Q (3179.330574 sec): 3 clusters Score: Raw -272363.403896 + Penalty 1511.597398 = -270851.806497 nChanged 36 SP:Iteration 18Q (3179.372106 sec): 3 clusters Score: Raw -272377.547076 + Penalty 1511.597398 = -270865.949678 nChanged 30 SP:Iteration 19Q (3179.420348 sec): 3 clusters Score: Raw -272388.843853 + Penalty 1511.597398 = -270877.246455 nChanged 32 SP:Iteration 20F (3179.459220 sec): 3 clusters Score: Raw -272399.208253 + Penalty 1511.597398 = -270887.610855 nChanged 25 SP:Iteration 21Q (3179.499656 sec): 3 clusters Score: Raw -272404.829161 + Penalty 1511.597398 = -270893.231763 nChanged 19 SP:Iteration 22Q (3179.550385 sec): 3 clusters Score: Raw -272410.132701 + Penalty 1511.597398 = -270898.535302 nChanged 23 SP:Iteration 23Q (3179.590905 sec): 3 clusters Score: Raw -272416.148352 + Penalty 1511.597398 = -270904.550954 nChanged 25 SP:Iteration 24Q (3179.633828 sec): 3 clusters Score: Raw -272422.855139 + Penalty 1511.597398 = -270911.257741 nChanged 16 SP:Iteration 25Q (3179.674989 sec): 3 clusters Score: Raw -272428.857012 + Penalty 1511.597398 = -270917.259614 nChanged 21 SP:Iteration 26Q (3179.726149 sec): 3 clusters Score: Raw -272437.255130 + Penalty 1511.597398 = -270925.657731 nChanged 29 SP:Iteration 27Q (3179.765398 sec): 3 clusters Score: Raw -272450.762488 + Penalty 1511.597398 = -270939.165090 nChanged 30 SP:Iteration 28Q (3179.807327 sec): 3 clusters Score: Raw -272465.602737 + Penalty 1511.597398 = -270954.005338 nChanged 27 SP:Iteration 29Q (3179.865609 sec): 3 clusters Score: Raw -272476.294628 + Penalty 1511.597398 = -270964.697230 nChanged 23 SP:Iteration 30Q (3179.904830 sec): 3 clusters Score: Raw -272487.260084 + Penalty 1511.597398 = -270975.662685 nChanged 21 SP:Iteration 31Q (3179.963281 sec): 3 clusters Score: Raw -272497.378342 + Penalty 1511.597398 = -270985.780944 nChanged 29 SP:Iteration 32Q (3180.011386 sec): 3 clusters Score: Raw -272509.484202 + Penalty 1511.597398 = -270997.886804 nChanged 28 SP:Iteration 33Q (3180.046095 sec): 3 clusters Score: Raw -272519.257611 + Penalty 1511.597398 = -271007.660212 nChanged 24 SP:Iteration 34Q (3180.101844 sec): 3 clusters Score: Raw -272528.519187 + Penalty 1511.597398 = -271016.921789 nChanged 25 SP:Iteration 35Q (3180.147568 sec): 3 clusters Score: Raw -272538.877568 + Penalty 1511.597398 = -271027.280170 nChanged 22 SP:Iteration 36Q (3180.204636 sec): 3 clusters Score: Raw -272554.387384 + Penalty 1511.597398 = -271042.789986 nChanged 33 SP:Iteration 37Q (3180.247623 sec): 3 clusters Score: Raw -272576.805925 + Penalty 1511.597398 = -271065.208526 nChanged 35 SP:Iteration 38Q (3180.287251 sec): 3 clusters Score: Raw -272597.576811 + Penalty 1511.597398 = -271085.979412 nChanged 34 SP:Iteration 39Q (3180.331773 sec): 3 clusters Score: Raw -272617.214431 + Penalty 1511.597398 = -271105.617032 nChanged 32 SP:Iteration 40F (3180.376016 sec): 3 clusters Score: Raw -272632.866212 + Penalty 1511.597398 = -271121.268814 nChanged 30 SP:Iteration 41Q (3180.418086 sec): 3 clusters Score: Raw -272645.773311 + Penalty 1511.597398 = -271134.175912 nChanged 18 SP:Iteration 42Q (3180.466890 sec): 3 clusters Score: Raw -272656.340656 + Penalty 1511.597398 = -271144.743257 nChanged 21 SP:Iteration 43Q (3180.508640 sec): 3 clusters Score: Raw -272665.644823 + Penalty 1511.597398 = -271154.047424 nChanged 20 SP:Iteration 44Q (3180.557836 sec): 3 clusters Score: Raw -272675.770209 + Penalty 1511.597398 = -271164.172810 nChanged 20 SP:Iteration 45Q (3180.610058 sec): 3 clusters Score: Raw -272685.357402 + Penalty 1511.597398 = -271173.760004 nChanged 23 SP:Iteration 46Q (3180.644937 sec): 3 clusters Score: Raw -272694.656993 + Penalty 1511.597398 = -271183.059595 nChanged 17 SP:Iteration 47Q (3180.688448 sec): 3 clusters Score: Raw -272700.550990 + Penalty 1511.597398 = -271188.953591 nChanged 14 SP:Iteration 48Q (3180.734585 sec): 3 clusters Score: Raw -272705.280818 + Penalty 1511.597398 = -271193.683420 nChanged 16 SP:Iteration 49Q (3180.778671 sec): 3 clusters Score: Raw -272712.493488 + Penalty 1511.597398 = -271200.896090 nChanged 15 SP:Iteration 50Q (3180.824093 sec): 3 clusters Score: Raw -272717.873164 + Penalty 1511.597398 = -271206.275766 nChanged 11 SP:Iteration 51Q (3180.870245 sec): 3 clusters Score: Raw -272721.316641 + Penalty 1511.597398 = -271209.719242 nChanged 6 SP:Iteration 52Q (3180.919553 sec): 3 clusters Score: Raw -272723.159779 + Penalty 1511.597398 = -271211.562381 nChanged 4 SP:Iteration 53Q (3180.954147 sec): 3 clusters Score: Raw -272724.822594 + Penalty 1511.597398 = -271213.225196 nChanged 5 SP:Iteration 54Q (3180.989508 sec): 3 clusters Score: Raw -272726.464631 + Penalty 1511.597398 = -271214.867233 nChanged 7 SP:Iteration 55Q (3181.034663 sec): 3 clusters Score: Raw -272728.740576 + Penalty 1511.597398 = -271217.143177 nChanged 7 SP:Iteration 56Q (3181.077124 sec): 3 clusters Score: Raw -272730.513689 + Penalty 1511.597398 = -271218.916291 nChanged 7 SP:Iteration 57Q (3181.122397 sec): 3 clusters Score: Raw -272731.791750 + Penalty 1511.597398 = -271220.194352 nChanged 2 SP:Iteration 58Q (3181.168734 sec): 3 clusters Score: Raw -272732.543984 + Penalty 1511.597398 = -271220.946586 nChanged 1 SP:Iteration 59Q (3181.216263 sec): 3 clusters Score: Raw -272733.034360 + Penalty 1511.597398 = -271221.436961 nChanged 3 SP:Iteration 60F (3181.260180 sec): 3 clusters Score: Raw -272733.588119 + Penalty 1511.597398 = -271221.990720 nChanged 1 SP:Iteration 61Q (3181.295979 sec): 3 clusters Score: Raw -272734.036706 + Penalty 1511.597398 = -271222.439308 nChanged 5 SP:Iteration 62Q (3181.340302 sec): 3 clusters Score: Raw -272735.217604 + Penalty 1511.597398 = -271223.620206 nChanged 1 SP:Iteration 63Q (3181.385545 sec): 3 clusters Score: Raw -272735.343652 + Penalty 1511.597398 = -271223.746253 nChanged 1 SP:Iteration 64Q (3181.438139 sec): 3 clusters Score: Raw -272735.452348 + Penalty 1511.597398 = -271223.854950 nChanged 0 SP:Iteration 65F (3181.475112 sec): 3 clusters Score: Raw -272735.452348 + Penalty 1511.597398 = -271223.854950 nChanged 0 Trying to split cluster 27 (45438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3181.552676 sec): 2 clusters Score: Raw -4540344.697347 + Penalty 1018.789884 = -4539325.907463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3181.648940 sec): 3 clusters Score: Raw -4510922.604694 + Penalty 2037.579767 = -4508885.024927 nChanged 21663 SP:Iteration 1F (3181.751666 sec): 3 clusters Score: Raw -4523813.972149 + Penalty 2037.579767 = -4521776.392382 nChanged 2426 SP:Iteration 2F (3181.846551 sec): 3 clusters Score: Raw -4524837.291977 + Penalty 2037.579767 = -4522799.712209 nChanged 2646 SP:Iteration 3F (3181.947375 sec): 3 clusters Score: Raw -4526307.181410 + Penalty 2037.579767 = -4524269.601643 nChanged 2987 SP:Iteration 4F (3182.040044 sec): 3 clusters Score: Raw -4528403.015110 + Penalty 2037.579767 = -4526365.435342 nChanged 3170 SP:Iteration 5F (3182.148819 sec): 3 clusters Score: Raw -4530995.143692 + Penalty 2037.579767 = -4528957.563925 nChanged 2926 SP:Iteration 6F (3182.248900 sec): 3 clusters Score: Raw -4533468.723671 + Penalty 2037.579767 = -4531431.143904 nChanged 2335 SP:Iteration 7F (3182.352121 sec): 3 clusters Score: Raw -4535089.135120 + Penalty 2037.579767 = -4533051.555353 nChanged 1627 SP:Iteration 8Q (3182.441533 sec): 3 clusters Score: Raw -4535880.189704 + Penalty 2037.579767 = -4533842.609937 nChanged 1031 SP:Iteration 9Q (3182.537571 sec): 3 clusters Score: Raw -4536292.569644 + Penalty 2037.579767 = -4534254.989877 nChanged 716 SP:Iteration 10Q (3182.645705 sec): 3 clusters Score: Raw -4536557.967304 + Penalty 2037.579767 = -4534520.387537 nChanged 637 SP:Iteration 11Q (3182.746172 sec): 3 clusters Score: Raw -4536807.604752 + Penalty 2037.579767 = -4534770.024984 nChanged 587 SP:Iteration 12Q (3182.839121 sec): 3 clusters Score: Raw -4537025.190306 + Penalty 2037.579767 = -4534987.610539 nChanged 553 SP:Iteration 13Q (3182.934020 sec): 3 clusters Score: Raw -4537224.622373 + Penalty 2037.579767 = -4535187.042606 nChanged 537 SP:Iteration 14Q (3183.041214 sec): 3 clusters Score: Raw -4537416.202062 + Penalty 2037.579767 = -4535378.622294 nChanged 515 SP:Iteration 15Q (3183.142795 sec): 3 clusters Score: Raw -4537591.727808 + Penalty 2037.579767 = -4535554.148041 nChanged 468 SP:Iteration 16Q (3183.234457 sec): 3 clusters Score: Raw -4537753.514885 + Penalty 2037.579767 = -4535715.935118 nChanged 475 SP:Iteration 17Q (3183.332493 sec): 3 clusters Score: Raw -4537923.442690 + Penalty 2037.579767 = -4535885.862923 nChanged 486 SP:Iteration 18Q (3183.431374 sec): 3 clusters Score: Raw -4538103.782239 + Penalty 2037.579767 = -4536066.202472 nChanged 442 SP:Iteration 19Q (3183.524992 sec): 3 clusters Score: Raw -4538253.804130 + Penalty 2037.579767 = -4536216.224363 nChanged 390 SP:Iteration 20F (3183.633980 sec): 3 clusters Score: Raw -4538378.557207 + Penalty 2037.579767 = -4536340.977440 nChanged 391 SP:Iteration 21Q (3183.722315 sec): 3 clusters Score: Raw -4538503.550657 + Penalty 2037.579767 = -4536465.970890 nChanged 389 SP:Iteration 22Q (3183.827040 sec): 3 clusters Score: Raw -4538631.272975 + Penalty 2037.579767 = -4536593.693208 nChanged 356 SP:Iteration 23Q (3183.921809 sec): 3 clusters Score: Raw -4538748.066444 + Penalty 2037.579767 = -4536710.486677 nChanged 358 SP:Iteration 24Q (3184.026342 sec): 3 clusters Score: Raw -4538870.314016 + Penalty 2037.579767 = -4536832.734249 nChanged 352 SP:Iteration 25Q (3184.125267 sec): 3 clusters Score: Raw -4538993.992293 + Penalty 2037.579767 = -4536956.412525 nChanged 353 SP:Iteration 26Q (3184.217860 sec): 3 clusters Score: Raw -4539117.090882 + Penalty 2037.579767 = -4537079.511115 nChanged 342 SP:Iteration 27Q (3184.311567 sec): 3 clusters Score: Raw -4539245.703936 + Penalty 2037.579767 = -4537208.124169 nChanged 333 SP:Iteration 28Q (3184.406590 sec): 3 clusters Score: Raw -4539374.316069 + Penalty 2037.579767 = -4537336.736302 nChanged 326 SP:Iteration 29Q (3184.488144 sec): 3 clusters Score: Raw -4539496.418578 + Penalty 2037.579767 = -4537458.838811 nChanged 299 SP:Iteration 30Q (3184.588999 sec): 3 clusters Score: Raw -4539604.697773 + Penalty 2037.579767 = -4537567.118006 nChanged 273 SP:Iteration 31Q (3184.676128 sec): 3 clusters Score: Raw -4539709.848047 + Penalty 2037.579767 = -4537672.268280 nChanged 255 SP:Iteration 32Q (3184.772359 sec): 3 clusters Score: Raw -4539802.596961 + Penalty 2037.579767 = -4537765.017194 nChanged 225 SP:Iteration 33Q (3184.860735 sec): 3 clusters Score: Raw -4539888.158685 + Penalty 2037.579767 = -4537850.578918 nChanged 211 SP:Iteration 34Q (3184.964672 sec): 3 clusters Score: Raw -4539964.137767 + Penalty 2037.579767 = -4537926.557999 nChanged 182 SP:Iteration 35Q (3185.052271 sec): 3 clusters Score: Raw -4540033.233019 + Penalty 2037.579767 = -4537995.653251 nChanged 162 SP:Iteration 36Q (3185.141067 sec): 3 clusters Score: Raw -4540094.240574 + Penalty 2037.579767 = -4538056.660807 nChanged 145 SP:Iteration 37Q (3185.233155 sec): 3 clusters Score: Raw -4540143.975064 + Penalty 2037.579767 = -4538106.395297 nChanged 118 SP:Iteration 38Q (3185.324888 sec): 3 clusters Score: Raw -4540180.580293 + Penalty 2037.579767 = -4538143.000525 nChanged 90 SP:Iteration 39Q (3185.419525 sec): 3 clusters Score: Raw -4540204.735987 + Penalty 2037.579767 = -4538167.156220 nChanged 69 SP:Iteration 40F (3185.520172 sec): 3 clusters Score: Raw -4540224.679473 + Penalty 2037.579767 = -4538187.099706 nChanged 69 SP:Iteration 41Q (3185.617710 sec): 3 clusters Score: Raw -4540245.017102 + Penalty 2037.579767 = -4538207.437335 nChanged 75 SP:Iteration 42Q (3185.711752 sec): 3 clusters Score: Raw -4540267.186559 + Penalty 2037.579767 = -4538229.606792 nChanged 55 SP:Iteration 43Q (3185.801983 sec): 3 clusters Score: Raw -4540283.196460 + Penalty 2037.579767 = -4538245.616692 nChanged 56 SP:Iteration 44Q (3185.882512 sec): 3 clusters Score: Raw -4540301.959174 + Penalty 2037.579767 = -4538264.379407 nChanged 54 SP:Iteration 45Q (3185.980784 sec): 3 clusters Score: Raw -4540318.920403 + Penalty 2037.579767 = -4538281.340635 nChanged 57 SP:Iteration 46Q (3186.071781 sec): 3 clusters Score: Raw -4540336.654119 + Penalty 2037.579767 = -4538299.074351 nChanged 52 SP:Iteration 47Q (3186.159280 sec): 3 clusters Score: Raw -4540356.331205 + Penalty 2037.579767 = -4538318.751437 nChanged 56 SP:Iteration 48Q (3186.260020 sec): 3 clusters Score: Raw -4540377.744202 + Penalty 2037.579767 = -4538340.164435 nChanged 45 SP:Iteration 49Q (3186.338659 sec): 3 clusters Score: Raw -4540395.091065 + Penalty 2037.579767 = -4538357.511298 nChanged 43 SP:Iteration 50Q (3186.439001 sec): 3 clusters Score: Raw -4540414.899181 + Penalty 2037.579767 = -4538377.319414 nChanged 42 SP:Iteration 51Q (3186.530167 sec): 3 clusters Score: Raw -4540429.968480 + Penalty 2037.579767 = -4538392.388713 nChanged 23 SP:Iteration 52Q (3186.626701 sec): 3 clusters Score: Raw -4540437.469461 + Penalty 2037.579767 = -4538399.889694 nChanged 18 SP:Iteration 53Q (3186.719181 sec): 3 clusters Score: Raw -4540444.958450 + Penalty 2037.579767 = -4538407.378682 nChanged 21 SP:Iteration 54Q (3186.808822 sec): 3 clusters Score: Raw -4540453.597439 + Penalty 2037.579767 = -4538416.017671 nChanged 12 SP:Iteration 55Q (3186.896461 sec): 3 clusters Score: Raw -4540457.321469 + Penalty 2037.579767 = -4538419.741701 nChanged 9 SP:Iteration 56Q (3186.990648 sec): 3 clusters Score: Raw -4540460.036321 + Penalty 2037.579767 = -4538422.456553 nChanged 10 SP:Iteration 57Q (3187.082719 sec): 3 clusters Score: Raw -4540463.970347 + Penalty 2037.579767 = -4538426.390580 nChanged 18 SP:Iteration 58Q (3187.169214 sec): 3 clusters Score: Raw -4540474.302423 + Penalty 2037.579767 = -4538436.722656 nChanged 22 SP:Iteration 59Q (3187.263825 sec): 3 clusters Score: Raw -4540482.007631 + Penalty 2037.579767 = -4538444.427863 nChanged 14 SP:Iteration 60F (3187.367563 sec): 3 clusters Score: Raw -4540487.570719 + Penalty 2037.579767 = -4538449.990951 nChanged 13 SP:Iteration 61Q (3187.448317 sec): 3 clusters Score: Raw -4540492.239105 + Penalty 2037.579767 = -4538454.659338 nChanged 12 SP:Iteration 62Q (3187.543702 sec): 3 clusters Score: Raw -4540496.364281 + Penalty 2037.579767 = -4538458.784514 nChanged 11 SP:Iteration 63Q (3187.635632 sec): 3 clusters Score: Raw -4540499.933452 + Penalty 2037.579767 = -4538462.353685 nChanged 4 SP:Iteration 64Q (3187.720504 sec): 3 clusters Score: Raw -4540502.169655 + Penalty 2037.579767 = -4538464.589888 nChanged 10 SP:Iteration 65Q (3187.809214 sec): 3 clusters Score: Raw -4540505.526351 + Penalty 2037.579767 = -4538467.946583 nChanged 10 SP:Iteration 66Q (3187.888848 sec): 3 clusters Score: Raw -4540509.004604 + Penalty 2037.579767 = -4538471.424837 nChanged 8 SP:Iteration 67Q (3187.991374 sec): 3 clusters Score: Raw -4540511.252205 + Penalty 2037.579767 = -4538473.672437 nChanged 10 SP:Iteration 68Q (3188.085379 sec): 3 clusters Score: Raw -4540514.952343 + Penalty 2037.579767 = -4538477.372576 nChanged 8 SP:Iteration 69Q (3188.178404 sec): 3 clusters Score: Raw -4540519.166822 + Penalty 2037.579767 = -4538481.587055 nChanged 8 SP:Iteration 70Q (3188.268713 sec): 3 clusters Score: Raw -4540521.450049 + Penalty 2037.579767 = -4538483.870281 nChanged 6 SP:Iteration 71Q (3188.359493 sec): 3 clusters Score: Raw -4540522.611613 + Penalty 2037.579767 = -4538485.031846 nChanged 3 SP:Iteration 72Q (3188.452345 sec): 3 clusters Score: Raw -4540523.365364 + Penalty 2037.579767 = -4538485.785597 nChanged 6 SP:Iteration 73Q (3188.546995 sec): 3 clusters Score: Raw -4540524.811588 + Penalty 2037.579767 = -4538487.231821 nChanged 3 SP:Iteration 74Q (3188.635055 sec): 3 clusters Score: Raw -4540525.862929 + Penalty 2037.579767 = -4538488.283161 nChanged 1 SP:Iteration 75Q (3188.724974 sec): 3 clusters Score: Raw -4540526.185907 + Penalty 2037.579767 = -4538488.606140 nChanged 5 SP:Iteration 76Q (3188.818968 sec): 3 clusters Score: Raw -4540527.342829 + Penalty 2037.579767 = -4538489.763062 nChanged 4 SP:Iteration 77Q (3188.912802 sec): 3 clusters Score: Raw -4540528.488310 + Penalty 2037.579767 = -4538490.908542 nChanged 1 SP:Iteration 78Q (3189.006898 sec): 3 clusters Score: Raw -4540528.985268 + Penalty 2037.579767 = -4538491.405501 nChanged 1 SP:Iteration 79Q (3189.101904 sec): 3 clusters Score: Raw -4540529.418341 + Penalty 2037.579767 = -4538491.838574 nChanged 1 SP:Iteration 80F (3189.204397 sec): 3 clusters Score: Raw -4540529.562689 + Penalty 2037.579767 = -4538491.982922 nChanged 1 SP:Iteration 81Q (3189.297408 sec): 3 clusters Score: Raw -4540529.857592 + Penalty 2037.579767 = -4538492.277825 nChanged 0 SP:Iteration 82F (3189.401581 sec): 3 clusters Score: Raw -4540529.857592 + Penalty 2037.579767 = -4538492.277825 nChanged 0 Trying to split cluster 28 (1429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3189.431513 sec): 2 clusters Score: Raw -125257.766696 + Penalty 690.149367 = -124567.617329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3189.471156 sec): 3 clusters Score: Raw -124649.613376 + Penalty 1380.298734 = -123269.314642 nChanged 528 SP:Iteration 1F (3189.526378 sec): 3 clusters Score: Raw -125017.756736 + Penalty 1380.298734 = -123637.458002 nChanged 123 SP:Iteration 2F (3189.575830 sec): 3 clusters Score: Raw -125110.269600 + Penalty 1380.298734 = -123729.970866 nChanged 70 SP:Iteration 3Q (3189.627089 sec): 3 clusters Score: Raw -125154.408920 + Penalty 1380.298734 = -123774.110186 nChanged 50 SP:Iteration 4Q (3189.662254 sec): 3 clusters Score: Raw -125188.692299 + Penalty 1380.298734 = -123808.393565 nChanged 47 SP:Iteration 5Q (3189.704977 sec): 3 clusters Score: Raw -125219.716041 + Penalty 1380.298734 = -123839.417307 nChanged 35 SP:Iteration 6Q (3189.754669 sec): 3 clusters Score: Raw -125238.878245 + Penalty 1380.298734 = -123858.579511 nChanged 25 SP:Iteration 7Q (3189.805710 sec): 3 clusters Score: Raw -125252.625507 + Penalty 1380.298734 = -123872.326774 nChanged 25 SP:Iteration 8Q (3189.854080 sec): 3 clusters Score: Raw -125266.266260 + Penalty 1380.298734 = -123885.967527 nChanged 24 SP:Iteration 9Q (3189.901562 sec): 3 clusters Score: Raw -125281.250610 + Penalty 1380.298734 = -123900.951877 nChanged 23 SP:Iteration 10Q (3189.950393 sec): 3 clusters Score: Raw -125296.355243 + Penalty 1380.298734 = -123916.056510 nChanged 26 SP:Iteration 11Q (3190.000631 sec): 3 clusters Score: Raw -125318.736619 + Penalty 1380.298734 = -123938.437885 nChanged 24 SP:Iteration 12Q (3190.045168 sec): 3 clusters Score: Raw -125340.166415 + Penalty 1380.298734 = -123959.867681 nChanged 26 SP:Iteration 13Q (3190.091413 sec): 3 clusters Score: Raw -125361.293583 + Penalty 1380.298734 = -123980.994850 nChanged 21 SP:Iteration 14Q (3190.137169 sec): 3 clusters Score: Raw -125375.501602 + Penalty 1380.298734 = -123995.202868 nChanged 13 SP:Iteration 15Q (3190.186243 sec): 3 clusters Score: Raw -125384.974246 + Penalty 1380.298734 = -124004.675512 nChanged 19 SP:Iteration 16Q (3190.242492 sec): 3 clusters Score: Raw -125396.251627 + Penalty 1380.298734 = -124015.952893 nChanged 17 SP:Iteration 17Q (3190.291937 sec): 3 clusters Score: Raw -125409.665202 + Penalty 1380.298734 = -124029.366468 nChanged 16 SP:Iteration 18Q (3190.331963 sec): 3 clusters Score: Raw -125421.320633 + Penalty 1380.298734 = -124041.021899 nChanged 8 SP:Iteration 19Q (3190.378686 sec): 3 clusters Score: Raw -125425.514401 + Penalty 1380.298734 = -124045.215667 nChanged 7 SP:Iteration 20F (3190.426749 sec): 3 clusters Score: Raw -125430.408907 + Penalty 1380.298734 = -124050.110173 nChanged 8 SP:Iteration 21Q (3190.470280 sec): 3 clusters Score: Raw -125436.616905 + Penalty 1380.298734 = -124056.318171 nChanged 8 SP:Iteration 22Q (3190.524686 sec): 3 clusters Score: Raw -125443.704337 + Penalty 1380.298734 = -124063.405603 nChanged 7 SP:Iteration 23Q (3190.573912 sec): 3 clusters Score: Raw -125449.146873 + Penalty 1380.298734 = -124068.848139 nChanged 4 SP:Iteration 24Q (3190.622275 sec): 3 clusters Score: Raw -125452.134588 + Penalty 1380.298734 = -124071.835854 nChanged 4 SP:Iteration 25Q (3190.673535 sec): 3 clusters Score: Raw -125454.998231 + Penalty 1380.298734 = -124074.699497 nChanged 3 SP:Iteration 26Q (3190.721035 sec): 3 clusters Score: Raw -125457.074225 + Penalty 1380.298734 = -124076.775492 nChanged 3 SP:Iteration 27Q (3190.772748 sec): 3 clusters Score: Raw -125458.777944 + Penalty 1380.298734 = -124078.479210 nChanged 2 SP:Iteration 28Q (3190.819874 sec): 3 clusters Score: Raw -125459.730580 + Penalty 1380.298734 = -124079.431847 nChanged 1 SP:Iteration 29Q (3190.866839 sec): 3 clusters Score: Raw -125460.847335 + Penalty 1380.298734 = -124080.548602 nChanged 1 SP:Iteration 30Q (3190.920600 sec): 3 clusters Score: Raw -125461.284094 + Penalty 1380.298734 = -124080.985360 nChanged 1 SP:Iteration 31Q (3190.968899 sec): 3 clusters Score: Raw -125461.582773 + Penalty 1380.298734 = -124081.284039 nChanged 1 SP:Iteration 32Q (3191.014781 sec): 3 clusters Score: Raw -125462.531816 + Penalty 1380.298734 = -124082.233082 nChanged 2 SP:Iteration 33Q (3191.066907 sec): 3 clusters Score: Raw -125464.781382 + Penalty 1380.298734 = -124084.482648 nChanged 4 SP:Iteration 34Q (3191.121205 sec): 3 clusters Score: Raw -125466.805060 + Penalty 1380.298734 = -124086.506326 nChanged 3 SP:Iteration 35Q (3191.158747 sec): 3 clusters Score: Raw -125468.203093 + Penalty 1380.298734 = -124087.904359 nChanged 1 SP:Iteration 36Q (3191.212120 sec): 3 clusters Score: Raw -125468.883431 + Penalty 1380.298734 = -124088.584697 nChanged 5 SP:Iteration 37Q (3191.262171 sec): 3 clusters Score: Raw -125473.139522 + Penalty 1380.298734 = -124092.840788 nChanged 3 SP:Iteration 38Q (3191.305438 sec): 3 clusters Score: Raw -125474.435550 + Penalty 1380.298734 = -124094.136816 nChanged 1 SP:Iteration 39Q (3191.356012 sec): 3 clusters Score: Raw -125476.179348 + Penalty 1380.298734 = -124095.880615 nChanged 5 SP:Iteration 40F (3191.394463 sec): 3 clusters Score: Raw -125483.193455 + Penalty 1380.298734 = -124102.894721 nChanged 5 SP:Iteration 41Q (3191.446897 sec): 3 clusters Score: Raw -125491.874676 + Penalty 1380.298734 = -124111.575942 nChanged 6 SP:Iteration 42Q (3191.496648 sec): 3 clusters Score: Raw -125495.640638 + Penalty 1380.298734 = -124115.341904 nChanged 2 SP:Iteration 43Q (3191.539696 sec): 3 clusters Score: Raw -125496.528266 + Penalty 1380.298734 = -124116.229532 nChanged 0 SP:Iteration 44F (3191.600282 sec): 3 clusters Score: Raw -125496.528266 + Penalty 1380.298734 = -124116.229532 nChanged 0 Trying to split cluster 29 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3191.621396 sec): 2 clusters Score: Raw -7664.699341 + Penalty 494.380635 = -7170.318706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3191.674212 sec): 3 clusters Score: Raw -7800.050261 + Penalty 988.761271 = -6811.288991 nChanged 54 SP:Iteration 1F (3191.713003 sec): 3 clusters Score: Raw -7942.131158 + Penalty 988.761271 = -6953.369887 nChanged 15 SP:Iteration 2F (3191.761847 sec): 3 clusters Score: Raw -7997.847639 + Penalty 988.761271 = -7009.086369 nChanged 10 SP:Iteration 3F (3191.809766 sec): 3 clusters Score: Raw -8051.868911 + Penalty 988.761271 = -7063.107640 nChanged 5 SP:Iteration 4Q (3191.859464 sec): 3 clusters Score: Raw -8065.058326 + Penalty 988.761271 = -7076.297055 nChanged 3 SP:Iteration 5Q (3191.907638 sec): 3 clusters Score: Raw -8083.858705 + Penalty 988.761271 = -7095.097434 nChanged 3 SP:Iteration 6Q (3191.953265 sec): 3 clusters Score: Raw -8092.965049 + Penalty 988.761271 = -7104.203779 nChanged 1 SP:Iteration 7Q (3192.002384 sec): 3 clusters Score: Raw -8095.408130 + Penalty 988.761271 = -7106.646859 nChanged 2 SP:Iteration 8Q (3192.054207 sec): 3 clusters Score: Raw -8107.069546 + Penalty 988.761271 = -7118.308276 nChanged 0 SP:Iteration 9F (3192.095126 sec): 3 clusters Score: Raw -8107.069546 + Penalty 988.761271 = -7118.308276 nChanged 0 Trying to split cluster 30 (10092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3192.136423 sec): 2 clusters Score: Raw -941145.916667 + Penalty 875.852339 = -940270.064327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3192.184090 sec): 3 clusters Score: Raw -935165.791132 + Penalty 1751.704679 = -933414.086453 nChanged 4538 SP:Iteration 1F (3192.253614 sec): 3 clusters Score: Raw -937741.942934 + Penalty 1751.704679 = -935990.238255 nChanged 630 SP:Iteration 2F (3192.293521 sec): 3 clusters Score: Raw -938044.206544 + Penalty 1751.704679 = -936292.501865 nChanged 614 SP:Iteration 3F (3192.362318 sec): 3 clusters Score: Raw -938374.871333 + Penalty 1751.704679 = -936623.166654 nChanged 643 SP:Iteration 4F (3192.415995 sec): 3 clusters Score: Raw -938765.407183 + Penalty 1751.704679 = -937013.702504 nChanged 658 SP:Iteration 5F (3192.461725 sec): 3 clusters Score: Raw -939221.754577 + Penalty 1751.704679 = -937470.049898 nChanged 635 SP:Iteration 6F (3192.518858 sec): 3 clusters Score: Raw -939728.396302 + Penalty 1751.704679 = -937976.691623 nChanged 558 SP:Iteration 7F (3192.572289 sec): 3 clusters Score: Raw -940237.385552 + Penalty 1751.704679 = -938485.680873 nChanged 452 SP:Iteration 8Q (3192.629059 sec): 3 clusters Score: Raw -940648.143656 + Penalty 1751.704679 = -938896.438977 nChanged 281 SP:Iteration 9Q (3192.689015 sec): 3 clusters Score: Raw -940898.373245 + Penalty 1751.704679 = -939146.668566 nChanged 168 SP:Iteration 10Q (3192.739556 sec): 3 clusters Score: Raw -941056.455882 + Penalty 1751.704679 = -939304.751203 nChanged 95 SP:Iteration 11Q (3192.794360 sec): 3 clusters Score: Raw -941146.274708 + Penalty 1751.704679 = -939394.570029 nChanged 57 SP:Iteration 12Q (3192.846161 sec): 3 clusters Score: Raw -941192.891802 + Penalty 1751.704679 = -939441.187124 nChanged 35 SP:Iteration 13Q (3192.893265 sec): 3 clusters Score: Raw -941226.174319 + Penalty 1751.704679 = -939474.469640 nChanged 28 SP:Iteration 14Q (3192.949636 sec): 3 clusters Score: Raw -941254.214321 + Penalty 1751.704679 = -939502.509642 nChanged 27 SP:Iteration 15Q (3193.007676 sec): 3 clusters Score: Raw -941277.554181 + Penalty 1751.704679 = -939525.849502 nChanged 22 SP:Iteration 16Q (3193.048055 sec): 3 clusters Score: Raw -941292.735769 + Penalty 1751.704679 = -939541.031090 nChanged 15 SP:Iteration 17Q (3193.101292 sec): 3 clusters Score: Raw -941302.922098 + Penalty 1751.704679 = -939551.217419 nChanged 11 SP:Iteration 18Q (3193.150069 sec): 3 clusters Score: Raw -941310.629841 + Penalty 1751.704679 = -939558.925162 nChanged 12 SP:Iteration 19Q (3193.199918 sec): 3 clusters Score: Raw -941321.703509 + Penalty 1751.704679 = -939569.998830 nChanged 12 SP:Iteration 20F (3193.253333 sec): 3 clusters Score: Raw -941332.853300 + Penalty 1751.704679 = -939581.148621 nChanged 5 SP:Iteration 21Q (3193.312220 sec): 3 clusters Score: Raw -941337.482034 + Penalty 1751.704679 = -939585.777355 nChanged 9 SP:Iteration 22Q (3193.372107 sec): 3 clusters Score: Raw -941344.989445 + Penalty 1751.704679 = -939593.284766 nChanged 6 SP:Iteration 23Q (3193.413257 sec): 3 clusters Score: Raw -941350.824651 + Penalty 1751.704679 = -939599.119972 nChanged 6 SP:Iteration 24Q (3193.466456 sec): 3 clusters Score: Raw -941355.376680 + Penalty 1751.704679 = -939603.672001 nChanged 4 SP:Iteration 25Q (3193.512110 sec): 3 clusters Score: Raw -941357.511730 + Penalty 1751.704679 = -939605.807052 nChanged 3 SP:Iteration 26Q (3193.568766 sec): 3 clusters Score: Raw -941359.357222 + Penalty 1751.704679 = -939607.652543 nChanged 4 SP:Iteration 27Q (3193.613115 sec): 3 clusters Score: Raw -941362.471935 + Penalty 1751.704679 = -939610.767257 nChanged 3 SP:Iteration 28Q (3193.673738 sec): 3 clusters Score: Raw -941364.162153 + Penalty 1751.704679 = -939612.457474 nChanged 0 SP:Iteration 29F (3193.719965 sec): 3 clusters Score: Raw -941364.162153 + Penalty 1751.704679 = -939612.457474 nChanged 0 Trying to split cluster 31 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3193.737576 sec): 2 clusters Score: Raw -14487.578712 + Penalty 501.904354 = -13985.674358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3193.777762 sec): 3 clusters Score: Raw -14538.035358 + Penalty 1003.808708 = -13534.226649 nChanged 46 SP:Iteration 1F (3193.825833 sec): 3 clusters Score: Raw -14616.828214 + Penalty 1003.808708 = -13613.019506 nChanged 15 SP:Iteration 2F (3193.867405 sec): 3 clusters Score: Raw -14638.435797 + Penalty 1003.808708 = -13634.627088 nChanged 5 SP:Iteration 3Q (3193.905752 sec): 3 clusters Score: Raw -14648.749011 + Penalty 1003.808708 = -13644.940302 nChanged 3 SP:Iteration 4Q (3193.954666 sec): 3 clusters Score: Raw -14654.569846 + Penalty 1003.808708 = -13650.761137 nChanged 1 SP:Iteration 5Q (3193.991581 sec): 3 clusters Score: Raw -14655.497081 + Penalty 1003.808708 = -13651.688373 nChanged 0 SP:Iteration 6F (3194.036418 sec): 3 clusters Score: Raw -14655.497081 + Penalty 1003.808708 = -13651.688373 nChanged 0 Trying to split cluster 32 (22892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3194.093122 sec): 2 clusters Score: Raw -2200217.095606 + Penalty 953.661564 = -2199263.434042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3194.168913 sec): 3 clusters Score: Raw -2185988.867062 + Penalty 1907.323129 = -2184081.543933 nChanged 10647 SP:Iteration 1F (3194.244530 sec): 3 clusters Score: Raw -2192357.766620 + Penalty 1907.323129 = -2190450.443491 nChanged 1241 SP:Iteration 2F (3194.322697 sec): 3 clusters Score: Raw -2192978.145571 + Penalty 1907.323129 = -2191070.822442 nChanged 1457 SP:Iteration 3F (3194.393410 sec): 3 clusters Score: Raw -2193936.994945 + Penalty 1907.323129 = -2192029.671816 nChanged 1772 SP:Iteration 4F (3194.458962 sec): 3 clusters Score: Raw -2195325.275601 + Penalty 1907.323129 = -2193417.952472 nChanged 1968 SP:Iteration 5F (3194.544536 sec): 3 clusters Score: Raw -2197001.904155 + Penalty 1907.323129 = -2195094.581026 nChanged 1805 SP:Iteration 6F (3194.620063 sec): 3 clusters Score: Raw -2198420.261430 + Penalty 1907.323129 = -2196512.938301 nChanged 1331 SP:Iteration 7F (3194.693159 sec): 3 clusters Score: Raw -2199303.293395 + Penalty 1907.323129 = -2197395.970266 nChanged 853 SP:Iteration 8Q (3194.767851 sec): 3 clusters Score: Raw -2199765.986291 + Penalty 1907.323129 = -2197858.663162 nChanged 553 SP:Iteration 9Q (3194.838978 sec): 3 clusters Score: Raw -2199982.412238 + Penalty 1907.323129 = -2198075.089110 nChanged 358 SP:Iteration 10Q (3194.921040 sec): 3 clusters Score: Raw -2200096.265048 + Penalty 1907.323129 = -2198188.941920 nChanged 259 SP:Iteration 11Q (3194.989681 sec): 3 clusters Score: Raw -2200158.668739 + Penalty 1907.323129 = -2198251.345610 nChanged 170 SP:Iteration 12Q (3195.071714 sec): 3 clusters Score: Raw -2200197.333906 + Penalty 1907.323129 = -2198290.010777 nChanged 147 SP:Iteration 13Q (3195.139666 sec): 3 clusters Score: Raw -2200233.218595 + Penalty 1907.323129 = -2198325.895466 nChanged 136 SP:Iteration 14Q (3195.213621 sec): 3 clusters Score: Raw -2200261.708114 + Penalty 1907.323129 = -2198354.384985 nChanged 127 SP:Iteration 15Q (3195.288639 sec): 3 clusters Score: Raw -2200286.564111 + Penalty 1907.323129 = -2198379.240982 nChanged 111 SP:Iteration 16Q (3195.364214 sec): 3 clusters Score: Raw -2200304.653855 + Penalty 1907.323129 = -2198397.330726 nChanged 95 SP:Iteration 17Q (3195.429998 sec): 3 clusters Score: Raw -2200322.087856 + Penalty 1907.323129 = -2198414.764727 nChanged 95 SP:Iteration 18Q (3195.500977 sec): 3 clusters Score: Raw -2200340.474980 + Penalty 1907.323129 = -2198433.151851 nChanged 91 SP:Iteration 19Q (3195.585148 sec): 3 clusters Score: Raw -2200355.992043 + Penalty 1907.323129 = -2198448.668914 nChanged 92 SP:Iteration 20F (3195.659542 sec): 3 clusters Score: Raw -2200370.927855 + Penalty 1907.323129 = -2198463.604726 nChanged 99 SP:Iteration 21Q (3195.735498 sec): 3 clusters Score: Raw -2200388.377922 + Penalty 1907.323129 = -2198481.054794 nChanged 103 SP:Iteration 22Q (3195.810130 sec): 3 clusters Score: Raw -2200407.146231 + Penalty 1907.323129 = -2198499.823102 nChanged 95 SP:Iteration 23Q (3195.878507 sec): 3 clusters Score: Raw -2200425.471905 + Penalty 1907.323129 = -2198518.148776 nChanged 98 SP:Iteration 24Q (3195.952755 sec): 3 clusters Score: Raw -2200444.715578 + Penalty 1907.323129 = -2198537.392449 nChanged 101 SP:Iteration 25Q (3196.028458 sec): 3 clusters Score: Raw -2200467.075395 + Penalty 1907.323129 = -2198559.752266 nChanged 113 SP:Iteration 26Q (3196.103430 sec): 3 clusters Score: Raw -2200493.630293 + Penalty 1907.323129 = -2198586.307164 nChanged 128 SP:Iteration 27Q (3196.178947 sec): 3 clusters Score: Raw -2200523.984163 + Penalty 1907.323129 = -2198616.661035 nChanged 116 SP:Iteration 28Q (3196.253368 sec): 3 clusters Score: Raw -2200550.607313 + Penalty 1907.323129 = -2198643.284185 nChanged 96 SP:Iteration 29Q (3196.322460 sec): 3 clusters Score: Raw -2200570.878218 + Penalty 1907.323129 = -2198663.555089 nChanged 89 SP:Iteration 30Q (3196.386510 sec): 3 clusters Score: Raw -2200594.718752 + Penalty 1907.323129 = -2198687.395624 nChanged 88 SP:Iteration 31Q (3196.462778 sec): 3 clusters Score: Raw -2200620.805078 + Penalty 1907.323129 = -2198713.481949 nChanged 100 SP:Iteration 32Q (3196.531497 sec): 3 clusters Score: Raw -2200655.403860 + Penalty 1907.323129 = -2198748.080731 nChanged 118 SP:Iteration 33Q (3196.606680 sec): 3 clusters Score: Raw -2200689.976764 + Penalty 1907.323129 = -2198782.653636 nChanged 92 SP:Iteration 34Q (3196.674092 sec): 3 clusters Score: Raw -2200714.712197 + Penalty 1907.323129 = -2198807.389068 nChanged 90 SP:Iteration 35Q (3196.756994 sec): 3 clusters Score: Raw -2200742.355403 + Penalty 1907.323129 = -2198835.032274 nChanged 91 SP:Iteration 36Q (3196.809232 sec): 3 clusters Score: Raw -2200766.007964 + Penalty 1907.323129 = -2198858.684835 nChanged 84 SP:Iteration 37Q (3196.881064 sec): 3 clusters Score: Raw -2200789.117776 + Penalty 1907.323129 = -2198881.794647 nChanged 96 SP:Iteration 38Q (3196.945326 sec): 3 clusters Score: Raw -2200818.567153 + Penalty 1907.323129 = -2198911.244024 nChanged 74 SP:Iteration 39Q (3197.025112 sec): 3 clusters Score: Raw -2200844.993880 + Penalty 1907.323129 = -2198937.670751 nChanged 72 SP:Iteration 40F (3197.092868 sec): 3 clusters Score: Raw -2200875.339180 + Penalty 1907.323129 = -2198968.016052 nChanged 70 SP:Iteration 41Q (3197.165413 sec): 3 clusters Score: Raw -2200899.613369 + Penalty 1907.323129 = -2198992.290240 nChanged 79 SP:Iteration 42Q (3197.230570 sec): 3 clusters Score: Raw -2200933.259295 + Penalty 1907.323129 = -2199025.936166 nChanged 79 SP:Iteration 43Q (3197.307648 sec): 3 clusters Score: Raw -2200971.952675 + Penalty 1907.323129 = -2199064.629546 nChanged 72 SP:Iteration 44Q (3197.384150 sec): 3 clusters Score: Raw -2201013.494937 + Penalty 1907.323129 = -2199106.171808 nChanged 83 SP:Iteration 45Q (3197.455070 sec): 3 clusters Score: Raw -2201057.465180 + Penalty 1907.323129 = -2199150.142051 nChanged 68 SP:Iteration 46Q (3197.519440 sec): 3 clusters Score: Raw -2201085.539557 + Penalty 1907.323129 = -2199178.216428 nChanged 66 SP:Iteration 47Q (3197.596777 sec): 3 clusters Score: Raw -2201117.874886 + Penalty 1907.323129 = -2199210.551757 nChanged 50 SP:Iteration 48Q (3197.660826 sec): 3 clusters Score: Raw -2201141.182448 + Penalty 1907.323129 = -2199233.859319 nChanged 54 SP:Iteration 49Q (3197.720123 sec): 3 clusters Score: Raw -2201166.805937 + Penalty 1907.323129 = -2199259.482808 nChanged 65 SP:Iteration 50Q (3197.794898 sec): 3 clusters Score: Raw -2201190.124751 + Penalty 1907.323129 = -2199282.801622 nChanged 43 SP:Iteration 51Q (3197.856329 sec): 3 clusters Score: Raw -2201206.049729 + Penalty 1907.323129 = -2199298.726600 nChanged 41 SP:Iteration 52Q (3197.927960 sec): 3 clusters Score: Raw -2201218.394993 + Penalty 1907.323129 = -2199311.071864 nChanged 35 SP:Iteration 53Q (3197.999284 sec): 3 clusters Score: Raw -2201227.950567 + Penalty 1907.323129 = -2199320.627438 nChanged 42 SP:Iteration 54Q (3198.063549 sec): 3 clusters Score: Raw -2201247.217759 + Penalty 1907.323129 = -2199339.894630 nChanged 42 SP:Iteration 55Q (3198.130006 sec): 3 clusters Score: Raw -2201263.132100 + Penalty 1907.323129 = -2199355.808971 nChanged 31 SP:Iteration 56Q (3198.185316 sec): 3 clusters Score: Raw -2201273.409004 + Penalty 1907.323129 = -2199366.085875 nChanged 38 SP:Iteration 57Q (3198.259465 sec): 3 clusters Score: Raw -2201285.705649 + Penalty 1907.323129 = -2199378.382520 nChanged 27 SP:Iteration 58Q (3198.320052 sec): 3 clusters Score: Raw -2201293.206435 + Penalty 1907.323129 = -2199385.883306 nChanged 21 SP:Iteration 59Q (3198.391930 sec): 3 clusters Score: Raw -2201298.464550 + Penalty 1907.323129 = -2199391.141421 nChanged 23 SP:Iteration 60F (3198.454473 sec): 3 clusters Score: Raw -2201305.957510 + Penalty 1907.323129 = -2199398.634381 nChanged 21 SP:Iteration 61Q (3198.529532 sec): 3 clusters Score: Raw -2201312.093745 + Penalty 1907.323129 = -2199404.770617 nChanged 20 SP:Iteration 62Q (3198.597036 sec): 3 clusters Score: Raw -2201316.130287 + Penalty 1907.323129 = -2199408.807158 nChanged 17 SP:Iteration 63Q (3198.665001 sec): 3 clusters Score: Raw -2201319.016873 + Penalty 1907.323129 = -2199411.693744 nChanged 15 SP:Iteration 64Q (3198.722001 sec): 3 clusters Score: Raw -2201322.407280 + Penalty 1907.323129 = -2199415.084151 nChanged 13 SP:Iteration 65Q (3198.785883 sec): 3 clusters Score: Raw -2201325.933807 + Penalty 1907.323129 = -2199418.610678 nChanged 16 SP:Iteration 66Q (3198.859982 sec): 3 clusters Score: Raw -2201328.730936 + Penalty 1907.323129 = -2199421.407807 nChanged 10 SP:Iteration 67Q (3198.928578 sec): 3 clusters Score: Raw -2201330.208341 + Penalty 1907.323129 = -2199422.885212 nChanged 8 SP:Iteration 68Q (3198.990435 sec): 3 clusters Score: Raw -2201331.217940 + Penalty 1907.323129 = -2199423.894811 nChanged 9 SP:Iteration 69Q (3199.066525 sec): 3 clusters Score: Raw -2201332.882688 + Penalty 1907.323129 = -2199425.559559 nChanged 7 SP:Iteration 70Q (3199.139138 sec): 3 clusters Score: Raw -2201334.116155 + Penalty 1907.323129 = -2199426.793026 nChanged 6 SP:Iteration 71Q (3199.197689 sec): 3 clusters Score: Raw -2201335.208486 + Penalty 1907.323129 = -2199427.885357 nChanged 6 SP:Iteration 72Q (3199.268839 sec): 3 clusters Score: Raw -2201336.065040 + Penalty 1907.323129 = -2199428.741911 nChanged 5 SP:Iteration 73Q (3199.331962 sec): 3 clusters Score: Raw -2201336.991009 + Penalty 1907.323129 = -2199429.667880 nChanged 5 SP:Iteration 74Q (3199.410478 sec): 3 clusters Score: Raw -2201337.716198 + Penalty 1907.323129 = -2199430.393070 nChanged 7 SP:Iteration 75Q (3199.482873 sec): 3 clusters Score: Raw -2201338.357087 + Penalty 1907.323129 = -2199431.033958 nChanged 1 SP:Iteration 76Q (3199.554739 sec): 3 clusters Score: Raw -2201338.619529 + Penalty 1907.323129 = -2199431.296400 nChanged 1 SP:Iteration 77Q (3199.619872 sec): 3 clusters Score: Raw -2201338.635162 + Penalty 1907.323129 = -2199431.312033 nChanged 1 SP:Iteration 78Q (3199.690558 sec): 3 clusters Score: Raw -2201338.681980 + Penalty 1907.323129 = -2199431.358851 nChanged 0 SP:Iteration 79F (3199.766200 sec): 3 clusters Score: Raw -2201338.681980 + Penalty 1907.323129 = -2199431.358851 nChanged 0 Score: Raw -58476823.220892 + Penalty 48163.559074 = -58428659.661818 Splitting cluster 32 changes total score from -58424296.708219 to -58428659.661818 So it's getting split into cluster 38. Trying to split cluster 33 (5874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3210.809635 sec): 2 clusters Score: Raw -471878.883221 + Penalty 824.437656 = -471054.445565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3210.856129 sec): 3 clusters Score: Raw -468572.968651 + Penalty 1648.875311 = -466924.093340 nChanged 2529 SP:Iteration 1F (3210.906436 sec): 3 clusters Score: Raw -470002.555212 + Penalty 1648.875311 = -468353.679901 nChanged 370 SP:Iteration 2F (3210.962467 sec): 3 clusters Score: Raw -470163.103950 + Penalty 1648.875311 = -468514.228639 nChanged 276 SP:Iteration 3Q (3211.002212 sec): 3 clusters Score: Raw -470319.162273 + Penalty 1648.875311 = -468670.286962 nChanged 276 SP:Iteration 4Q (3211.051686 sec): 3 clusters Score: Raw -470481.454217 + Penalty 1648.875311 = -468832.578905 nChanged 270 SP:Iteration 5Q (3211.103031 sec): 3 clusters Score: Raw -470636.257104 + Penalty 1648.875311 = -468987.381793 nChanged 264 SP:Iteration 6Q (3211.159055 sec): 3 clusters Score: Raw -470784.395560 + Penalty 1648.875311 = -469135.520249 nChanged 266 SP:Iteration 7Q (3211.209981 sec): 3 clusters Score: Raw -470928.877027 + Penalty 1648.875311 = -469280.001716 nChanged 241 SP:Iteration 8Q (3211.251799 sec): 3 clusters Score: Raw -471072.596329 + Penalty 1648.875311 = -469423.721018 nChanged 212 SP:Iteration 9Q (3211.297207 sec): 3 clusters Score: Raw -471184.627636 + Penalty 1648.875311 = -469535.752325 nChanged 195 SP:Iteration 10Q (3211.349580 sec): 3 clusters Score: Raw -471270.073021 + Penalty 1648.875311 = -469621.197710 nChanged 152 SP:Iteration 11Q (3211.414024 sec): 3 clusters Score: Raw -471333.699049 + Penalty 1648.875311 = -469684.823737 nChanged 131 SP:Iteration 12Q (3211.454663 sec): 3 clusters Score: Raw -471385.640113 + Penalty 1648.875311 = -469736.764802 nChanged 129 SP:Iteration 13Q (3211.508234 sec): 3 clusters Score: Raw -471442.325665 + Penalty 1648.875311 = -469793.450354 nChanged 108 SP:Iteration 14Q (3211.546948 sec): 3 clusters Score: Raw -471490.656818 + Penalty 1648.875311 = -469841.781506 nChanged 91 SP:Iteration 15Q (3211.595573 sec): 3 clusters Score: Raw -471530.413289 + Penalty 1648.875311 = -469881.537978 nChanged 107 SP:Iteration 16Q (3211.653339 sec): 3 clusters Score: Raw -471587.012652 + Penalty 1648.875311 = -469938.137341 nChanged 114 SP:Iteration 17Q (3211.689051 sec): 3 clusters Score: Raw -471642.551139 + Penalty 1648.875311 = -469993.675828 nChanged 100 SP:Iteration 18Q (3211.739304 sec): 3 clusters Score: Raw -471687.428029 + Penalty 1648.875311 = -470038.552718 nChanged 86 SP:Iteration 19Q (3211.793422 sec): 3 clusters Score: Raw -471717.630609 + Penalty 1648.875311 = -470068.755298 nChanged 69 SP:Iteration 20F (3211.844330 sec): 3 clusters Score: Raw -471747.776806 + Penalty 1648.875311 = -470098.901495 nChanged 79 SP:Iteration 21Q (3211.882320 sec): 3 clusters Score: Raw -471773.668018 + Penalty 1648.875311 = -470124.792707 nChanged 72 SP:Iteration 22Q (3211.938967 sec): 3 clusters Score: Raw -471799.910931 + Penalty 1648.875311 = -470151.035620 nChanged 57 SP:Iteration 23Q (3211.974853 sec): 3 clusters Score: Raw -471820.484747 + Penalty 1648.875311 = -470171.609436 nChanged 62 SP:Iteration 24Q (3212.021841 sec): 3 clusters Score: Raw -471843.215416 + Penalty 1648.875311 = -470194.340105 nChanged 56 SP:Iteration 25Q (3212.067517 sec): 3 clusters Score: Raw -471859.391077 + Penalty 1648.875311 = -470210.515766 nChanged 45 SP:Iteration 26Q (3212.114302 sec): 3 clusters Score: Raw -471872.760572 + Penalty 1648.875311 = -470223.885261 nChanged 46 SP:Iteration 27Q (3212.162070 sec): 3 clusters Score: Raw -471891.796041 + Penalty 1648.875311 = -470242.920730 nChanged 50 SP:Iteration 28Q (3212.212001 sec): 3 clusters Score: Raw -471909.590933 + Penalty 1648.875311 = -470260.715622 nChanged 43 SP:Iteration 29Q (3212.260749 sec): 3 clusters Score: Raw -471924.149774 + Penalty 1648.875311 = -470275.274463 nChanged 42 SP:Iteration 30Q (3212.318171 sec): 3 clusters Score: Raw -471936.033676 + Penalty 1648.875311 = -470287.158365 nChanged 28 SP:Iteration 31Q (3212.358505 sec): 3 clusters Score: Raw -471944.076198 + Penalty 1648.875311 = -470295.200887 nChanged 23 SP:Iteration 32Q (3212.403987 sec): 3 clusters Score: Raw -471950.704060 + Penalty 1648.875311 = -470301.828749 nChanged 20 SP:Iteration 33Q (3212.452207 sec): 3 clusters Score: Raw -471956.161803 + Penalty 1648.875311 = -470307.286492 nChanged 22 SP:Iteration 34Q (3212.500831 sec): 3 clusters Score: Raw -471963.209810 + Penalty 1648.875311 = -470314.334499 nChanged 25 SP:Iteration 35Q (3212.555914 sec): 3 clusters Score: Raw -471972.537619 + Penalty 1648.875311 = -470323.662308 nChanged 23 SP:Iteration 36Q (3212.603021 sec): 3 clusters Score: Raw -471979.005545 + Penalty 1648.875311 = -470330.130233 nChanged 21 SP:Iteration 37Q (3212.641717 sec): 3 clusters Score: Raw -471985.748278 + Penalty 1648.875311 = -470336.872967 nChanged 20 SP:Iteration 38Q (3212.688433 sec): 3 clusters Score: Raw -471992.239317 + Penalty 1648.875311 = -470343.364006 nChanged 19 SP:Iteration 39Q (3212.752820 sec): 3 clusters Score: Raw -471999.584939 + Penalty 1648.875311 = -470350.709627 nChanged 21 SP:Iteration 40F (3212.804295 sec): 3 clusters Score: Raw -472006.113885 + Penalty 1648.875311 = -470357.238574 nChanged 13 SP:Iteration 41Q (3212.844715 sec): 3 clusters Score: Raw -472010.832485 + Penalty 1648.875311 = -470361.957174 nChanged 16 SP:Iteration 42Q (3212.885378 sec): 3 clusters Score: Raw -472015.491518 + Penalty 1648.875311 = -470366.616206 nChanged 20 SP:Iteration 43Q (3212.942079 sec): 3 clusters Score: Raw -472022.994094 + Penalty 1648.875311 = -470374.118783 nChanged 19 SP:Iteration 44Q (3212.994570 sec): 3 clusters Score: Raw -472030.424516 + Penalty 1648.875311 = -470381.549205 nChanged 11 SP:Iteration 45Q (3213.046347 sec): 3 clusters Score: Raw -472034.169540 + Penalty 1648.875311 = -470385.294228 nChanged 7 SP:Iteration 46Q (3213.100323 sec): 3 clusters Score: Raw -472035.759666 + Penalty 1648.875311 = -470386.884355 nChanged 9 SP:Iteration 47Q (3213.139686 sec): 3 clusters Score: Raw -472038.813446 + Penalty 1648.875311 = -470389.938135 nChanged 9 SP:Iteration 48Q (3213.191197 sec): 3 clusters Score: Raw -472042.348584 + Penalty 1648.875311 = -470393.473273 nChanged 5 SP:Iteration 49Q (3213.240483 sec): 3 clusters Score: Raw -472044.555005 + Penalty 1648.875311 = -470395.679694 nChanged 9 SP:Iteration 50Q (3213.279451 sec): 3 clusters Score: Raw -472047.256906 + Penalty 1648.875311 = -470398.381594 nChanged 3 SP:Iteration 51Q (3213.331363 sec): 3 clusters Score: Raw -472047.815083 + Penalty 1648.875311 = -470398.939772 nChanged 2 SP:Iteration 52Q (3213.383079 sec): 3 clusters Score: Raw -472048.510757 + Penalty 1648.875311 = -470399.635446 nChanged 5 SP:Iteration 53Q (3213.445504 sec): 3 clusters Score: Raw -472050.170969 + Penalty 1648.875311 = -470401.295658 nChanged 5 SP:Iteration 54Q (3213.489863 sec): 3 clusters Score: Raw -472051.702027 + Penalty 1648.875311 = -470402.826716 nChanged 5 SP:Iteration 55Q (3213.540739 sec): 3 clusters Score: Raw -472053.146936 + Penalty 1648.875311 = -470404.271625 nChanged 4 SP:Iteration 56Q (3213.590859 sec): 3 clusters Score: Raw -472054.665279 + Penalty 1648.875311 = -470405.789968 nChanged 6 SP:Iteration 57Q (3213.642847 sec): 3 clusters Score: Raw -472056.233949 + Penalty 1648.875311 = -470407.358638 nChanged 4 SP:Iteration 58Q (3213.697090 sec): 3 clusters Score: Raw -472057.049861 + Penalty 1648.875311 = -470408.174550 nChanged 1 SP:Iteration 59Q (3213.753506 sec): 3 clusters Score: Raw -472057.234011 + Penalty 1648.875311 = -470408.358700 nChanged 1 SP:Iteration 60F (3213.808900 sec): 3 clusters Score: Raw -472057.511277 + Penalty 1648.875311 = -470408.635966 nChanged 2 SP:Iteration 61Q (3213.852634 sec): 3 clusters Score: Raw -472057.847015 + Penalty 1648.875311 = -470408.971704 nChanged 2 SP:Iteration 62Q (3213.905986 sec): 3 clusters Score: Raw -472058.151132 + Penalty 1648.875311 = -470409.275821 nChanged 0 SP:Iteration 63F (3213.962172 sec): 3 clusters Score: Raw -472058.151132 + Penalty 1648.875311 = -470409.275821 nChanged 0 Iteration 59Q (3221.124909 sec): 39 clusters Score: Raw -58481094.512946 + Penalty 48163.559074 = -58432930.953872 nChanged 8310 Iteration 60F (3232.335235 sec): 39 clusters Score: Raw -58484397.562536 + Penalty 48163.559074 = -58436234.003462 nChanged 7610 Iteration 61Q (3237.653066 sec): 39 clusters Score: Raw -58485781.198484 + Penalty 48163.559074 = -58437617.639409 nChanged 4488 Iteration 62Q (3243.224854 sec): 39 clusters Score: Raw -58486497.404177 + Penalty 48163.559074 = -58438333.845103 nChanged 3582 Iteration 63Q (3248.989623 sec): 39 clusters Score: Raw -58486979.237303 + Penalty 48163.559074 = -58438815.678229 nChanged 3015 Iteration 64Q (3254.433436 sec): 39 clusters Score: Raw -58487346.356110 + Penalty 48163.559074 = -58439182.797036 nChanged 2681 Iteration 65Q (3259.875739 sec): 39 clusters Score: Raw -58487646.487274 + Penalty 48163.559074 = -58439482.928199 nChanged 2410 Iteration 66Q (3265.473507 sec): 39 clusters Score: Raw -58487892.301537 + Penalty 48163.559074 = -58439728.742463 nChanged 2200 Iteration 67Q (3271.110401 sec): 39 clusters Score: Raw -58488113.813828 + Penalty 48163.559074 = -58439950.254754 nChanged 2031 Iteration 68Q (3276.755203 sec): 39 clusters Score: Raw -58488307.173761 + Penalty 48163.559074 = -58440143.614687 nChanged 1881 Iteration 69Q (3282.397436 sec): 39 clusters Score: Raw -58488466.526858 + Penalty 48163.559074 = -58440302.967783 nChanged 1721 Iteration 70Q (3287.949801 sec): 39 clusters Score: Raw -58488604.399723 + Penalty 48163.559074 = -58440440.840649 nChanged 1573 Iteration 71Q (3293.674340 sec): 39 clusters Score: Raw -58488725.829541 + Penalty 48163.559074 = -58440562.270467 nChanged 1541 Iteration 72Q (3298.998292 sec): 39 clusters Score: Raw -58488845.785528 + Penalty 48163.559074 = -58440682.226454 nChanged 1462 Iteration 73Q (3304.449026 sec): 39 clusters Score: Raw -58488948.233177 + Penalty 48163.559074 = -58440784.674102 nChanged 1329 Iteration 74Q (3309.969131 sec): 39 clusters Score: Raw -58489034.732290 + Penalty 48163.559074 = -58440871.173215 nChanged 1194 Iteration 75Q (3315.770649 sec): 39 clusters Score: Raw -58489111.743693 + Penalty 48163.559074 = -58440948.184619 nChanged 1159 Iteration 76Q (3321.309393 sec): 39 clusters Score: Raw -58489184.100100 + Penalty 48163.559074 = -58441020.541026 nChanged 1131 Iteration 77Q (3326.492474 sec): 39 clusters Score: Raw -58489253.005311 + Penalty 48163.559074 = -58441089.446237 nChanged 1097 Iteration 78Q (3331.778553 sec): 39 clusters Score: Raw -58489320.618633 + Penalty 48163.559074 = -58441157.059559 nChanged 1093 Iteration 79Q (3337.540676 sec): 39 clusters Score: Raw -58489388.054745 + Penalty 48163.559074 = -58441224.495671 nChanged 1102 Iteration 80F (3348.725280 sec): 39 clusters Score: Raw -58489462.324309 + Penalty 48163.559074 = -58441298.765235 nChanged 1082 Iteration 81Q (3354.502407 sec): 39 clusters Score: Raw -58489536.697897 + Penalty 48163.559074 = -58441373.138822 nChanged 1087 Iteration 82Q (3360.159010 sec): 39 clusters Score: Raw -58489599.262253 + Penalty 48163.559074 = -58441435.703179 nChanged 1022 Iteration 83Q (3365.868236 sec): 39 clusters Score: Raw -58489656.170485 + Penalty 48163.559074 = -58441492.611411 nChanged 977 Iteration 84Q (3371.462010 sec): 39 clusters Score: Raw -58489708.271982 + Penalty 48163.559074 = -58441544.712907 nChanged 918 Iteration 85Q (3377.114170 sec): 39 clusters Score: Raw -58489756.946812 + Penalty 48163.559074 = -58441593.387737 nChanged 925 Iteration 86Q (3382.644517 sec): 39 clusters Score: Raw -58489806.510320 + Penalty 48163.559074 = -58441642.951246 nChanged 929 Iteration 87Q (3388.278296 sec): 39 clusters Score: Raw -58489857.020743 + Penalty 48163.559074 = -58441693.461669 nChanged 901 Iteration 88Q (3394.051819 sec): 39 clusters Score: Raw -58489901.825269 + Penalty 48163.559074 = -58441738.266194 nChanged 831 Iteration 89Q (3399.785597 sec): 39 clusters Score: Raw -58489940.863518 + Penalty 48163.559074 = -58441777.304443 nChanged 800 Iteration 90Q (3405.508631 sec): 39 clusters Score: Raw -58489977.113022 + Penalty 48163.559074 = -58441813.553948 nChanged 764 Iteration 91Q (3411.211362 sec): 39 clusters Score: Raw -58490008.786826 + Penalty 48163.559074 = -58441845.227751 nChanged 699 Iteration 92Q (3416.665643 sec): 39 clusters Score: Raw -58490037.642650 + Penalty 48163.559074 = -58441874.083575 nChanged 681 Iteration 93Q (3422.027396 sec): 39 clusters Score: Raw -58490065.592202 + Penalty 48163.559074 = -58441902.033127 nChanged 627 Iteration 94Q (3427.414082 sec): 39 clusters Score: Raw -58490091.664805 + Penalty 48163.559074 = -58441928.105731 nChanged 611 Iteration 95Q (3432.961129 sec): 39 clusters Score: Raw -58490116.038866 + Penalty 48163.559074 = -58441952.479792 nChanged 614 Iteration 96Q (3438.507810 sec): 39 clusters Score: Raw -58490141.164003 + Penalty 48163.559074 = -58441977.604928 nChanged 627 Iteration 97Q (3444.103006 sec): 39 clusters Score: Raw -58490164.714882 + Penalty 48163.559074 = -58442001.155807 nChanged 571 Iteration 98Q (3449.652823 sec): 39 clusters Score: Raw -58490185.276813 + Penalty 48163.559074 = -58442021.717738 nChanged 613 Writing temp clu file Because OldScore, -58442001.155807, is greater than current (better) Score,-58442021.717738 Compute initial score before splitting: Score: Raw -58490185.276813 + Penalty 48163.559074 = -58442021.717738 Trying to split cluster 1 (5471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3449.849015 sec): 2 clusters Score: Raw -516003.930281 + Penalty 817.685586 = -515186.244696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3449.901925 sec): 3 clusters Score: Raw -512885.278326 + Penalty 1635.371172 = -511249.907154 nChanged 2391 SP:Iteration 1F (3449.949493 sec): 3 clusters Score: Raw -514298.105678 + Penalty 1635.371172 = -512662.734507 nChanged 445 SP:Iteration 2F (3449.998201 sec): 3 clusters Score: Raw -514584.394895 + Penalty 1635.371172 = -512949.023723 nChanged 403 SP:Iteration 3F (3450.042906 sec): 3 clusters Score: Raw -514886.822090 + Penalty 1635.371172 = -513251.450919 nChanged 366 SP:Iteration 4F (3450.094870 sec): 3 clusters Score: Raw -515159.025375 + Penalty 1635.371172 = -513523.654203 nChanged 306 SP:Iteration 5F (3450.139340 sec): 3 clusters Score: Raw -515423.357245 + Penalty 1635.371172 = -513787.986073 nChanged 273 SP:Iteration 6Q (3450.188371 sec): 3 clusters Score: Raw -515671.880731 + Penalty 1635.371172 = -514036.509559 nChanged 219 SP:Iteration 7Q (3450.237672 sec): 3 clusters Score: Raw -515856.126338 + Penalty 1635.371172 = -514220.755166 nChanged 138 SP:Iteration 8Q (3450.286504 sec): 3 clusters Score: Raw -515957.696762 + Penalty 1635.371172 = -514322.325590 nChanged 101 SP:Iteration 9Q (3450.337753 sec): 3 clusters Score: Raw -516035.765821 + Penalty 1635.371172 = -514400.394649 nChanged 70 SP:Iteration 10Q (3450.388054 sec): 3 clusters Score: Raw -516116.292963 + Penalty 1635.371172 = -514480.921791 nChanged 54 SP:Iteration 11Q (3450.439634 sec): 3 clusters Score: Raw -516187.625129 + Penalty 1635.371172 = -514552.253958 nChanged 42 SP:Iteration 12Q (3450.482335 sec): 3 clusters Score: Raw -516239.807137 + Penalty 1635.371172 = -514604.435966 nChanged 39 SP:Iteration 13Q (3450.533191 sec): 3 clusters Score: Raw -516283.676456 + Penalty 1635.371172 = -514648.305284 nChanged 41 SP:Iteration 14Q (3450.583445 sec): 3 clusters Score: Raw -516331.876085 + Penalty 1635.371172 = -514696.504913 nChanged 36 SP:Iteration 15Q (3450.638569 sec): 3 clusters Score: Raw -516376.077181 + Penalty 1635.371172 = -514740.706009 nChanged 33 SP:Iteration 16Q (3450.684871 sec): 3 clusters Score: Raw -516398.334790 + Penalty 1635.371172 = -514762.963618 nChanged 20 SP:Iteration 17Q (3450.728906 sec): 3 clusters Score: Raw -516410.717008 + Penalty 1635.371172 = -514775.345836 nChanged 15 SP:Iteration 18Q (3450.788380 sec): 3 clusters Score: Raw -516423.434180 + Penalty 1635.371172 = -514788.063008 nChanged 12 SP:Iteration 19Q (3450.838420 sec): 3 clusters Score: Raw -516438.054481 + Penalty 1635.371172 = -514802.683309 nChanged 15 SP:Iteration 20F (3450.888160 sec): 3 clusters Score: Raw -516449.945872 + Penalty 1635.371172 = -514814.574701 nChanged 11 SP:Iteration 21Q (3450.937849 sec): 3 clusters Score: Raw -516455.775404 + Penalty 1635.371172 = -514820.404232 nChanged 10 SP:Iteration 22Q (3450.997718 sec): 3 clusters Score: Raw -516459.956303 + Penalty 1635.371172 = -514824.585131 nChanged 10 SP:Iteration 23Q (3451.040063 sec): 3 clusters Score: Raw -516465.912964 + Penalty 1635.371172 = -514830.541792 nChanged 5 SP:Iteration 24Q (3451.096362 sec): 3 clusters Score: Raw -516468.128774 + Penalty 1635.371172 = -514832.757602 nChanged 1 SP:Iteration 25Q (3451.140943 sec): 3 clusters Score: Raw -516468.237141 + Penalty 1635.371172 = -514832.865969 nChanged 0 SP:Iteration 26F (3451.181942 sec): 3 clusters Score: Raw -516468.237141 + Penalty 1635.371172 = -514832.865969 nChanged 0 Trying to split cluster 2 (59451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3451.273764 sec): 2 clusters Score: Raw -5822243.000886 + Penalty 1044.326234 = -5821198.674652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3451.392740 sec): 3 clusters Score: Raw -5783482.300810 + Penalty 2088.652467 = -5781393.648342 nChanged 28470 SP:Iteration 1F (3451.500856 sec): 3 clusters Score: Raw -5800078.256118 + Penalty 2088.652467 = -5797989.603650 nChanged 2270 SP:Iteration 2Q (3451.622681 sec): 3 clusters Score: Raw -5800738.323835 + Penalty 2088.652467 = -5798649.671368 nChanged 2480 SP:Iteration 3Q (3451.746068 sec): 3 clusters Score: Raw -5801647.738972 + Penalty 2088.652467 = -5799559.086505 nChanged 2829 SP:Iteration 4Q (3451.863102 sec): 3 clusters Score: Raw -5802957.104869 + Penalty 2088.652467 = -5800868.452402 nChanged 3241 SP:Iteration 5F (3451.974781 sec): 3 clusters Score: Raw -5804890.158242 + Penalty 2088.652467 = -5802801.505774 nChanged 3736 SP:Iteration 6F (3452.090270 sec): 3 clusters Score: Raw -5807563.603330 + Penalty 2088.652467 = -5805474.950863 nChanged 3975 SP:Iteration 7F (3452.219203 sec): 3 clusters Score: Raw -5810566.464893 + Penalty 2088.652467 = -5808477.812426 nChanged 3524 SP:Iteration 8F (3452.335536 sec): 3 clusters Score: Raw -5812661.871019 + Penalty 2088.652467 = -5810573.218552 nChanged 2413 SP:Iteration 9Q (3452.459365 sec): 3 clusters Score: Raw -5813593.067619 + Penalty 2088.652467 = -5811504.415152 nChanged 1476 SP:Iteration 10Q (3452.577859 sec): 3 clusters Score: Raw -5814042.841451 + Penalty 2088.652467 = -5811954.188984 nChanged 1019 SP:Iteration 11Q (3452.691360 sec): 3 clusters Score: Raw -5814361.271685 + Penalty 2088.652467 = -5812272.619217 nChanged 987 SP:Iteration 12Q (3452.812199 sec): 3 clusters Score: Raw -5814677.400206 + Penalty 2088.652467 = -5812588.747739 nChanged 980 SP:Iteration 13Q (3452.922614 sec): 3 clusters Score: Raw -5814999.538466 + Penalty 2088.652467 = -5812910.885998 nChanged 1030 SP:Iteration 14Q (3453.043520 sec): 3 clusters Score: Raw -5815359.957762 + Penalty 2088.652467 = -5813271.305295 nChanged 1024 SP:Iteration 15Q (3453.160165 sec): 3 clusters Score: Raw -5815723.834498 + Penalty 2088.652467 = -5813635.182031 nChanged 1024 SP:Iteration 16Q (3453.275696 sec): 3 clusters Score: Raw -5816119.031634 + Penalty 2088.652467 = -5814030.379167 nChanged 1095 SP:Iteration 17Q (3453.388039 sec): 3 clusters Score: Raw -5816568.765086 + Penalty 2088.652467 = -5814480.112618 nChanged 1110 SP:Iteration 18Q (3453.498579 sec): 3 clusters Score: Raw -5817070.470943 + Penalty 2088.652467 = -5814981.818475 nChanged 1120 SP:Iteration 19Q (3453.618360 sec): 3 clusters Score: Raw -5817596.398676 + Penalty 2088.652467 = -5815507.746209 nChanged 1083 SP:Iteration 20F (3453.712670 sec): 3 clusters Score: Raw -5818127.390522 + Penalty 2088.652467 = -5816038.738054 nChanged 1067 SP:Iteration 21Q (3453.825699 sec): 3 clusters Score: Raw -5818669.772667 + Penalty 2088.652467 = -5816581.120200 nChanged 972 SP:Iteration 22Q (3453.939385 sec): 3 clusters Score: Raw -5819158.162090 + Penalty 2088.652467 = -5817069.509623 nChanged 881 SP:Iteration 23Q (3454.048229 sec): 3 clusters Score: Raw -5819576.920356 + Penalty 2088.652467 = -5817488.267889 nChanged 832 SP:Iteration 24Q (3454.150162 sec): 3 clusters Score: Raw -5819951.544732 + Penalty 2088.652467 = -5817862.892264 nChanged 730 SP:Iteration 25Q (3454.258612 sec): 3 clusters Score: Raw -5820273.639054 + Penalty 2088.652467 = -5818184.986587 nChanged 634 SP:Iteration 26Q (3454.368038 sec): 3 clusters Score: Raw -5820546.142874 + Penalty 2088.652467 = -5818457.490407 nChanged 596 SP:Iteration 27Q (3454.473968 sec): 3 clusters Score: Raw -5820801.131328 + Penalty 2088.652467 = -5818712.478861 nChanged 535 SP:Iteration 28Q (3454.576092 sec): 3 clusters Score: Raw -5821022.069019 + Penalty 2088.652467 = -5818933.416552 nChanged 455 SP:Iteration 29Q (3454.677045 sec): 3 clusters Score: Raw -5821209.512035 + Penalty 2088.652467 = -5819120.859568 nChanged 418 SP:Iteration 30Q (3454.787239 sec): 3 clusters Score: Raw -5821375.149702 + Penalty 2088.652467 = -5819286.497234 nChanged 365 SP:Iteration 31Q (3454.887237 sec): 3 clusters Score: Raw -5821522.453564 + Penalty 2088.652467 = -5819433.801097 nChanged 316 SP:Iteration 32Q (3454.989938 sec): 3 clusters Score: Raw -5821643.572460 + Penalty 2088.652467 = -5819554.919993 nChanged 283 SP:Iteration 33Q (3455.092128 sec): 3 clusters Score: Raw -5821740.677131 + Penalty 2088.652467 = -5819652.024664 nChanged 251 SP:Iteration 34Q (3455.189526 sec): 3 clusters Score: Raw -5821830.811393 + Penalty 2088.652467 = -5819742.158926 nChanged 227 SP:Iteration 35Q (3455.293680 sec): 3 clusters Score: Raw -5821912.166762 + Penalty 2088.652467 = -5819823.514294 nChanged 210 SP:Iteration 36Q (3455.396755 sec): 3 clusters Score: Raw -5821983.341781 + Penalty 2088.652467 = -5819894.689314 nChanged 184 SP:Iteration 37Q (3455.494571 sec): 3 clusters Score: Raw -5822046.879890 + Penalty 2088.652467 = -5819958.227423 nChanged 158 SP:Iteration 38Q (3455.603444 sec): 3 clusters Score: Raw -5822098.895339 + Penalty 2088.652467 = -5820010.242871 nChanged 146 SP:Iteration 39Q (3455.709664 sec): 3 clusters Score: Raw -5822150.107470 + Penalty 2088.652467 = -5820061.455003 nChanged 129 SP:Iteration 40F (3455.819315 sec): 3 clusters Score: Raw -5822193.056013 + Penalty 2088.652467 = -5820104.403546 nChanged 113 SP:Iteration 41Q (3455.915895 sec): 3 clusters Score: Raw -5822232.108451 + Penalty 2088.652467 = -5820143.455983 nChanged 90 SP:Iteration 42Q (3456.021389 sec): 3 clusters Score: Raw -5822260.875157 + Penalty 2088.652467 = -5820172.222689 nChanged 91 SP:Iteration 43Q (3456.120575 sec): 3 clusters Score: Raw -5822291.027121 + Penalty 2088.652467 = -5820202.374654 nChanged 82 SP:Iteration 44Q (3456.227112 sec): 3 clusters Score: Raw -5822319.325950 + Penalty 2088.652467 = -5820230.673483 nChanged 80 SP:Iteration 45Q (3456.330889 sec): 3 clusters Score: Raw -5822345.721424 + Penalty 2088.652467 = -5820257.068956 nChanged 59 SP:Iteration 46Q (3456.433604 sec): 3 clusters Score: Raw -5822364.635115 + Penalty 2088.652467 = -5820275.982647 nChanged 43 SP:Iteration 47Q (3456.530555 sec): 3 clusters Score: Raw -5822381.739734 + Penalty 2088.652467 = -5820293.087267 nChanged 47 SP:Iteration 48Q (3456.635518 sec): 3 clusters Score: Raw -5822399.809035 + Penalty 2088.652467 = -5820311.156568 nChanged 37 SP:Iteration 49Q (3456.737201 sec): 3 clusters Score: Raw -5822413.118143 + Penalty 2088.652467 = -5820324.465676 nChanged 46 SP:Iteration 50Q (3456.834647 sec): 3 clusters Score: Raw -5822430.741651 + Penalty 2088.652467 = -5820342.089184 nChanged 38 SP:Iteration 51Q (3456.934957 sec): 3 clusters Score: Raw -5822444.490861 + Penalty 2088.652467 = -5820355.838393 nChanged 33 SP:Iteration 52Q (3457.039204 sec): 3 clusters Score: Raw -5822455.813581 + Penalty 2088.652467 = -5820367.161113 nChanged 25 SP:Iteration 53Q (3457.142252 sec): 3 clusters Score: Raw -5822462.992227 + Penalty 2088.652467 = -5820374.339760 nChanged 24 SP:Iteration 54Q (3457.235619 sec): 3 clusters Score: Raw -5822471.481082 + Penalty 2088.652467 = -5820382.828615 nChanged 21 SP:Iteration 55Q (3457.334240 sec): 3 clusters Score: Raw -5822477.208942 + Penalty 2088.652467 = -5820388.556474 nChanged 17 SP:Iteration 56Q (3457.435213 sec): 3 clusters Score: Raw -5822481.455528 + Penalty 2088.652467 = -5820392.803061 nChanged 11 SP:Iteration 57Q (3457.537619 sec): 3 clusters Score: Raw -5822484.891763 + Penalty 2088.652467 = -5820396.239296 nChanged 5 SP:Iteration 58Q (3457.632791 sec): 3 clusters Score: Raw -5822486.504698 + Penalty 2088.652467 = -5820397.852230 nChanged 5 SP:Iteration 59Q (3457.733576 sec): 3 clusters Score: Raw -5822488.361493 + Penalty 2088.652467 = -5820399.709026 nChanged 7 SP:Iteration 60F (3457.841727 sec): 3 clusters Score: Raw -5822489.902334 + Penalty 2088.652467 = -5820401.249866 nChanged 3 SP:Iteration 61Q (3457.943359 sec): 3 clusters Score: Raw -5822490.406921 + Penalty 2088.652467 = -5820401.754454 nChanged 1 SP:Iteration 62Q (3458.038538 sec): 3 clusters Score: Raw -5822490.735684 + Penalty 2088.652467 = -5820402.083217 nChanged 2 SP:Iteration 63Q (3458.138944 sec): 3 clusters Score: Raw -5822491.560087 + Penalty 2088.652467 = -5820402.907620 nChanged 3 SP:Iteration 64Q (3458.236050 sec): 3 clusters Score: Raw -5822492.021920 + Penalty 2088.652467 = -5820403.369453 nChanged 2 SP:Iteration 65Q (3458.346471 sec): 3 clusters Score: Raw -5822492.465369 + Penalty 2088.652467 = -5820403.812902 nChanged 1 SP:Iteration 66Q (3458.443736 sec): 3 clusters Score: Raw -5822492.748468 + Penalty 2088.652467 = -5820404.096000 nChanged 2 SP:Iteration 67Q (3458.538816 sec): 3 clusters Score: Raw -5822493.238863 + Penalty 2088.652467 = -5820404.586395 nChanged 0 SP:Iteration 68F (3458.650402 sec): 3 clusters Score: Raw -5822493.238863 + Penalty 2088.652467 = -5820404.586395 nChanged 0 Trying to split cluster 3 (3923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3458.677468 sec): 2 clusters Score: Raw -343139.760064 + Penalty 786.088135 = -342353.671929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3458.726486 sec): 3 clusters Score: Raw -341021.066970 + Penalty 1572.176270 = -339448.890700 nChanged 1662 SP:Iteration 1F (3458.785624 sec): 3 clusters Score: Raw -341963.505287 + Penalty 1572.176270 = -340391.329017 nChanged 310 SP:Iteration 2F (3458.826481 sec): 3 clusters Score: Raw -342174.157768 + Penalty 1572.176270 = -340601.981498 nChanged 253 SP:Iteration 3F (3458.871816 sec): 3 clusters Score: Raw -342357.050684 + Penalty 1572.176270 = -340784.874414 nChanged 223 SP:Iteration 4F (3458.914179 sec): 3 clusters Score: Raw -342520.809607 + Penalty 1572.176270 = -340948.633337 nChanged 193 SP:Iteration 5Q (3458.972284 sec): 3 clusters Score: Raw -342654.133263 + Penalty 1572.176270 = -341081.956993 nChanged 164 SP:Iteration 6Q (3459.018655 sec): 3 clusters Score: Raw -342750.928579 + Penalty 1572.176270 = -341178.752309 nChanged 140 SP:Iteration 7Q (3459.059004 sec): 3 clusters Score: Raw -342817.512129 + Penalty 1572.176270 = -341245.335859 nChanged 102 SP:Iteration 8Q (3459.102579 sec): 3 clusters Score: Raw -342871.470091 + Penalty 1572.176270 = -341299.293821 nChanged 91 SP:Iteration 9Q (3459.163159 sec): 3 clusters Score: Raw -342905.171853 + Penalty 1572.176270 = -341332.995583 nChanged 74 SP:Iteration 10Q (3459.204522 sec): 3 clusters Score: Raw -342930.101908 + Penalty 1572.176270 = -341357.925638 nChanged 66 SP:Iteration 11Q (3459.259232 sec): 3 clusters Score: Raw -342951.996038 + Penalty 1572.176270 = -341379.819768 nChanged 62 SP:Iteration 12Q (3459.303980 sec): 3 clusters Score: Raw -342974.260918 + Penalty 1572.176270 = -341402.084649 nChanged 56 SP:Iteration 13Q (3459.346417 sec): 3 clusters Score: Raw -342996.099521 + Penalty 1572.176270 = -341423.923251 nChanged 50 SP:Iteration 14Q (3459.396410 sec): 3 clusters Score: Raw -343015.354297 + Penalty 1572.176270 = -341443.178027 nChanged 54 SP:Iteration 15Q (3459.442953 sec): 3 clusters Score: Raw -343039.886539 + Penalty 1572.176270 = -341467.710269 nChanged 65 SP:Iteration 16Q (3459.488988 sec): 3 clusters Score: Raw -343067.833628 + Penalty 1572.176270 = -341495.657358 nChanged 66 SP:Iteration 17Q (3459.529732 sec): 3 clusters Score: Raw -343095.176877 + Penalty 1572.176270 = -341523.000607 nChanged 65 SP:Iteration 18Q (3459.587608 sec): 3 clusters Score: Raw -343127.535384 + Penalty 1572.176270 = -341555.359114 nChanged 60 SP:Iteration 19Q (3459.631345 sec): 3 clusters Score: Raw -343157.822023 + Penalty 1572.176270 = -341585.645753 nChanged 73 SP:Iteration 20F (3459.663460 sec): 3 clusters Score: Raw -343198.059583 + Penalty 1572.176270 = -341625.883313 nChanged 73 SP:Iteration 21Q (3459.705048 sec): 3 clusters Score: Raw -343245.700323 + Penalty 1572.176270 = -341673.524053 nChanged 86 SP:Iteration 22Q (3459.753633 sec): 3 clusters Score: Raw -343297.329790 + Penalty 1572.176270 = -341725.153520 nChanged 81 SP:Iteration 23Q (3459.799266 sec): 3 clusters Score: Raw -343344.045892 + Penalty 1572.176270 = -341771.869622 nChanged 84 SP:Iteration 24Q (3459.841094 sec): 3 clusters Score: Raw -343404.288922 + Penalty 1572.176270 = -341832.112652 nChanged 81 SP:Iteration 25Q (3459.885079 sec): 3 clusters Score: Raw -343460.631964 + Penalty 1572.176270 = -341888.455694 nChanged 86 SP:Iteration 26Q (3459.923978 sec): 3 clusters Score: Raw -343514.961978 + Penalty 1572.176270 = -341942.785708 nChanged 97 SP:Iteration 27Q (3459.981920 sec): 3 clusters Score: Raw -343583.143104 + Penalty 1572.176270 = -342010.966835 nChanged 84 SP:Iteration 28Q (3460.029501 sec): 3 clusters Score: Raw -343645.985007 + Penalty 1572.176270 = -342073.808737 nChanged 75 SP:Iteration 29Q (3460.077954 sec): 3 clusters Score: Raw -343688.105134 + Penalty 1572.176270 = -342115.928865 nChanged 51 SP:Iteration 30Q (3460.118122 sec): 3 clusters Score: Raw -343714.276719 + Penalty 1572.176270 = -342142.100450 nChanged 38 SP:Iteration 31Q (3460.167651 sec): 3 clusters Score: Raw -343739.645250 + Penalty 1572.176270 = -342167.468980 nChanged 35 SP:Iteration 32Q (3460.208529 sec): 3 clusters Score: Raw -343762.840911 + Penalty 1572.176270 = -342190.664642 nChanged 22 SP:Iteration 33Q (3460.259184 sec): 3 clusters Score: Raw -343772.480436 + Penalty 1572.176270 = -342200.304166 nChanged 24 SP:Iteration 34Q (3460.299739 sec): 3 clusters Score: Raw -343782.284028 + Penalty 1572.176270 = -342210.107759 nChanged 16 SP:Iteration 35Q (3460.342195 sec): 3 clusters Score: Raw -343788.396625 + Penalty 1572.176270 = -342216.220355 nChanged 19 SP:Iteration 36Q (3460.389854 sec): 3 clusters Score: Raw -343796.097894 + Penalty 1572.176270 = -342223.921624 nChanged 15 SP:Iteration 37Q (3460.428998 sec): 3 clusters Score: Raw -343800.316506 + Penalty 1572.176270 = -342228.140236 nChanged 7 SP:Iteration 38Q (3460.480528 sec): 3 clusters Score: Raw -343801.868595 + Penalty 1572.176270 = -342229.692325 nChanged 7 SP:Iteration 39Q (3460.532054 sec): 3 clusters Score: Raw -343806.492006 + Penalty 1572.176270 = -342234.315736 nChanged 13 SP:Iteration 40F (3460.578568 sec): 3 clusters Score: Raw -343812.260874 + Penalty 1572.176270 = -342240.084604 nChanged 12 SP:Iteration 41Q (3460.621757 sec): 3 clusters Score: Raw -343817.034047 + Penalty 1572.176270 = -342244.857778 nChanged 9 SP:Iteration 42Q (3460.670946 sec): 3 clusters Score: Raw -343819.107665 + Penalty 1572.176270 = -342246.931395 nChanged 2 SP:Iteration 43Q (3460.720021 sec): 3 clusters Score: Raw -343819.483501 + Penalty 1572.176270 = -342247.307231 nChanged 3 SP:Iteration 44Q (3460.753923 sec): 3 clusters Score: Raw -343820.031894 + Penalty 1572.176270 = -342247.855624 nChanged 3 SP:Iteration 45Q (3460.803105 sec): 3 clusters Score: Raw -343820.749670 + Penalty 1572.176270 = -342248.573401 nChanged 4 SP:Iteration 46Q (3460.852214 sec): 3 clusters Score: Raw -343822.364330 + Penalty 1572.176270 = -342250.188060 nChanged 0 SP:Iteration 47F (3460.909404 sec): 3 clusters Score: Raw -343822.364330 + Penalty 1572.176270 = -342250.188060 nChanged 0 Trying to split cluster 4 (12832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3460.945474 sec): 2 clusters Score: Raw -1285865.582900 + Penalty 898.671246 = -1284966.911654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3461.010171 sec): 3 clusters Score: Raw -1278106.642710 + Penalty 1797.342493 = -1276309.300217 nChanged 5812 SP:Iteration 1F (3461.073847 sec): 3 clusters Score: Raw -1281416.799243 + Penalty 1797.342493 = -1279619.456750 nChanged 766 SP:Iteration 2F (3461.125474 sec): 3 clusters Score: Raw -1281779.029279 + Penalty 1797.342493 = -1279981.686786 nChanged 827 SP:Iteration 3F (3461.194364 sec): 3 clusters Score: Raw -1282297.114622 + Penalty 1797.342493 = -1280499.772130 nChanged 958 SP:Iteration 4F (3461.249003 sec): 3 clusters Score: Raw -1283037.955002 + Penalty 1797.342493 = -1281240.612510 nChanged 982 SP:Iteration 5F (3461.304412 sec): 3 clusters Score: Raw -1283939.787284 + Penalty 1797.342493 = -1282142.444791 nChanged 889 SP:Iteration 6F (3461.362932 sec): 3 clusters Score: Raw -1284814.942657 + Penalty 1797.342493 = -1283017.600164 nChanged 568 SP:Iteration 7Q (3461.412917 sec): 3 clusters Score: Raw -1285340.366920 + Penalty 1797.342493 = -1283543.024427 nChanged 347 SP:Iteration 8Q (3461.471952 sec): 3 clusters Score: Raw -1285638.739189 + Penalty 1797.342493 = -1283841.396696 nChanged 216 SP:Iteration 9Q (3461.535174 sec): 3 clusters Score: Raw -1285792.474201 + Penalty 1797.342493 = -1283995.131709 nChanged 147 SP:Iteration 10Q (3461.591901 sec): 3 clusters Score: Raw -1285885.585859 + Penalty 1797.342493 = -1284088.243367 nChanged 93 SP:Iteration 11Q (3461.653840 sec): 3 clusters Score: Raw -1285934.537436 + Penalty 1797.342493 = -1284137.194943 nChanged 64 SP:Iteration 12Q (3461.704124 sec): 3 clusters Score: Raw -1285969.066218 + Penalty 1797.342493 = -1284171.723726 nChanged 48 SP:Iteration 13Q (3461.760300 sec): 3 clusters Score: Raw -1285990.550927 + Penalty 1797.342493 = -1284193.208434 nChanged 36 SP:Iteration 14Q (3461.816598 sec): 3 clusters Score: Raw -1286006.661318 + Penalty 1797.342493 = -1284209.318825 nChanged 28 SP:Iteration 15Q (3461.872610 sec): 3 clusters Score: Raw -1286020.691574 + Penalty 1797.342493 = -1284223.349081 nChanged 21 SP:Iteration 16Q (3461.936908 sec): 3 clusters Score: Raw -1286031.630228 + Penalty 1797.342493 = -1284234.287735 nChanged 14 SP:Iteration 17Q (3461.987732 sec): 3 clusters Score: Raw -1286037.331793 + Penalty 1797.342493 = -1284239.989300 nChanged 11 SP:Iteration 18Q (3462.041212 sec): 3 clusters Score: Raw -1286044.022969 + Penalty 1797.342493 = -1284246.680477 nChanged 11 SP:Iteration 19Q (3462.099222 sec): 3 clusters Score: Raw -1286051.204490 + Penalty 1797.342493 = -1284253.861997 nChanged 7 SP:Iteration 20F (3462.166871 sec): 3 clusters Score: Raw -1286053.672722 + Penalty 1797.342493 = -1284256.330230 nChanged 8 SP:Iteration 21Q (3462.222084 sec): 3 clusters Score: Raw -1286056.839423 + Penalty 1797.342493 = -1284259.496930 nChanged 9 SP:Iteration 22Q (3462.268648 sec): 3 clusters Score: Raw -1286059.950146 + Penalty 1797.342493 = -1284262.607654 nChanged 5 SP:Iteration 23Q (3462.328962 sec): 3 clusters Score: Raw -1286062.896346 + Penalty 1797.342493 = -1284265.553853 nChanged 4 SP:Iteration 24Q (3462.385029 sec): 3 clusters Score: Raw -1286064.618026 + Penalty 1797.342493 = -1284267.275534 nChanged 4 SP:Iteration 25Q (3462.445562 sec): 3 clusters Score: Raw -1286066.387013 + Penalty 1797.342493 = -1284269.044521 nChanged 3 SP:Iteration 26Q (3462.494862 sec): 3 clusters Score: Raw -1286066.976072 + Penalty 1797.342493 = -1284269.633579 nChanged 1 SP:Iteration 27Q (3462.545052 sec): 3 clusters Score: Raw -1286067.689458 + Penalty 1797.342493 = -1284270.346966 nChanged 3 SP:Iteration 28Q (3462.610365 sec): 3 clusters Score: Raw -1286069.760720 + Penalty 1797.342493 = -1284272.418227 nChanged 3 SP:Iteration 29Q (3462.656210 sec): 3 clusters Score: Raw -1286071.081485 + Penalty 1797.342493 = -1284273.738992 nChanged 2 SP:Iteration 30Q (3462.722385 sec): 3 clusters Score: Raw -1286072.667589 + Penalty 1797.342493 = -1284275.325097 nChanged 3 SP:Iteration 31Q (3462.770610 sec): 3 clusters Score: Raw -1286073.953186 + Penalty 1797.342493 = -1284276.610693 nChanged 3 SP:Iteration 32Q (3462.826863 sec): 3 clusters Score: Raw -1286075.409351 + Penalty 1797.342493 = -1284278.066859 nChanged 1 SP:Iteration 33Q (3462.885492 sec): 3 clusters Score: Raw -1286075.778449 + Penalty 1797.342493 = -1284278.435956 nChanged 2 SP:Iteration 34Q (3462.931890 sec): 3 clusters Score: Raw -1286076.865378 + Penalty 1797.342493 = -1284279.522885 nChanged 0 SP:Iteration 35F (3462.988062 sec): 3 clusters Score: Raw -1286076.865378 + Penalty 1797.342493 = -1284279.522885 nChanged 0 Trying to split cluster 5 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.009119 sec): 2 clusters Score: Raw -110125.486177 + Penalty 679.242099 = -109446.244077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.057656 sec): 3 clusters Score: Raw -109577.393788 + Penalty 1358.484199 = -108218.909589 nChanged 461 SP:Iteration 1F (3463.104575 sec): 3 clusters Score: Raw -109919.535048 + Penalty 1358.484199 = -108561.050849 nChanged 101 SP:Iteration 2F (3463.146024 sec): 3 clusters Score: Raw -110014.601920 + Penalty 1358.484199 = -108656.117721 nChanged 78 SP:Iteration 3F (3463.182574 sec): 3 clusters Score: Raw -110077.997249 + Penalty 1358.484199 = -108719.513050 nChanged 54 SP:Iteration 4Q (3463.226643 sec): 3 clusters Score: Raw -110117.445257 + Penalty 1358.484199 = -108758.961058 nChanged 32 SP:Iteration 5Q (3463.269183 sec): 3 clusters Score: Raw -110135.975282 + Penalty 1358.484199 = -108777.491083 nChanged 18 SP:Iteration 6Q (3463.306755 sec): 3 clusters Score: Raw -110149.695262 + Penalty 1358.484199 = -108791.211063 nChanged 20 SP:Iteration 7Q (3463.344646 sec): 3 clusters Score: Raw -110161.916835 + Penalty 1358.484199 = -108803.432636 nChanged 16 SP:Iteration 8Q (3463.386157 sec): 3 clusters Score: Raw -110170.490668 + Penalty 1358.484199 = -108812.006469 nChanged 17 SP:Iteration 9Q (3463.421644 sec): 3 clusters Score: Raw -110178.507582 + Penalty 1358.484199 = -108820.023383 nChanged 14 SP:Iteration 10Q (3463.481078 sec): 3 clusters Score: Raw -110187.605672 + Penalty 1358.484199 = -108829.121473 nChanged 15 SP:Iteration 11Q (3463.522164 sec): 3 clusters Score: Raw -110197.004641 + Penalty 1358.484199 = -108838.520442 nChanged 13 SP:Iteration 12Q (3463.560304 sec): 3 clusters Score: Raw -110204.674209 + Penalty 1358.484199 = -108846.190010 nChanged 14 SP:Iteration 13Q (3463.612875 sec): 3 clusters Score: Raw -110215.699848 + Penalty 1358.484199 = -108857.215649 nChanged 14 SP:Iteration 14Q (3463.639487 sec): 3 clusters Score: Raw -110227.298535 + Penalty 1358.484199 = -108868.814336 nChanged 10 SP:Iteration 15Q (3463.670969 sec): 3 clusters Score: Raw -110234.519939 + Penalty 1358.484199 = -108876.035740 nChanged 7 SP:Iteration 16Q (3463.717397 sec): 3 clusters Score: Raw -110236.867342 + Penalty 1358.484199 = -108878.383143 nChanged 5 SP:Iteration 17Q (3463.747357 sec): 3 clusters Score: Raw -110240.645465 + Penalty 1358.484199 = -108882.161266 nChanged 8 SP:Iteration 18Q (3463.798600 sec): 3 clusters Score: Raw -110244.529767 + Penalty 1358.484199 = -108886.045568 nChanged 4 SP:Iteration 19Q (3463.835390 sec): 3 clusters Score: Raw -110246.414513 + Penalty 1358.484199 = -108887.930314 nChanged 6 SP:Iteration 20F (3463.888014 sec): 3 clusters Score: Raw -110248.376818 + Penalty 1358.484199 = -108889.892619 nChanged 6 SP:Iteration 21Q (3463.923716 sec): 3 clusters Score: Raw -110250.429945 + Penalty 1358.484199 = -108891.945746 nChanged 3 SP:Iteration 22Q (3463.959142 sec): 3 clusters Score: Raw -110251.573289 + Penalty 1358.484199 = -108893.089091 nChanged 3 SP:Iteration 23Q (3464.008084 sec): 3 clusters Score: Raw -110253.922346 + Penalty 1358.484199 = -108895.438147 nChanged 5 SP:Iteration 24Q (3464.039742 sec): 3 clusters Score: Raw -110256.245517 + Penalty 1358.484199 = -108897.761318 nChanged 7 SP:Iteration 25Q (3464.084166 sec): 3 clusters Score: Raw -110259.055258 + Penalty 1358.484199 = -108900.571059 nChanged 8 SP:Iteration 26Q (3464.114522 sec): 3 clusters Score: Raw -110263.404181 + Penalty 1358.484199 = -108904.919983 nChanged 6 SP:Iteration 27Q (3464.160824 sec): 3 clusters Score: Raw -110265.222684 + Penalty 1358.484199 = -108906.738485 nChanged 4 SP:Iteration 28Q (3464.197597 sec): 3 clusters Score: Raw -110266.815996 + Penalty 1358.484199 = -108908.331797 nChanged 4 SP:Iteration 29Q (3464.241844 sec): 3 clusters Score: Raw -110269.350261 + Penalty 1358.484199 = -108910.866062 nChanged 8 SP:Iteration 30Q (3464.281888 sec): 3 clusters Score: Raw -110273.089703 + Penalty 1358.484199 = -108914.605505 nChanged 5 SP:Iteration 31Q (3464.317543 sec): 3 clusters Score: Raw -110274.695058 + Penalty 1358.484199 = -108916.210859 nChanged 4 SP:Iteration 32Q (3464.355760 sec): 3 clusters Score: Raw -110276.646615 + Penalty 1358.484199 = -108918.162416 nChanged 2 SP:Iteration 33Q (3464.401099 sec): 3 clusters Score: Raw -110277.183066 + Penalty 1358.484199 = -108918.698867 nChanged 0 SP:Iteration 34F (3464.435852 sec): 3 clusters Score: Raw -110277.183066 + Penalty 1358.484199 = -108918.698867 nChanged 0 Trying to split cluster 6 (6179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3464.463739 sec): 2 clusters Score: Raw -591417.061256 + Penalty 829.246614 = -590587.814642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3464.519024 sec): 3 clusters Score: Raw -587952.448000 + Penalty 1658.493228 = -586293.954772 nChanged 2705 SP:Iteration 1F (3464.569262 sec): 3 clusters Score: Raw -589450.820933 + Penalty 1658.493228 = -587792.327705 nChanged 429 SP:Iteration 2F (3464.613155 sec): 3 clusters Score: Raw -589642.571673 + Penalty 1658.493228 = -587984.078446 nChanged 362 SP:Iteration 3F (3464.668623 sec): 3 clusters Score: Raw -589832.526640 + Penalty 1658.493228 = -588174.033412 nChanged 347 SP:Iteration 4F (3464.720452 sec): 3 clusters Score: Raw -590022.074680 + Penalty 1658.493228 = -588363.581452 nChanged 319 SP:Iteration 5F (3464.763712 sec): 3 clusters Score: Raw -590168.819879 + Penalty 1658.493228 = -588510.326651 nChanged 247 SP:Iteration 6Q (3464.817971 sec): 3 clusters Score: Raw -590294.318971 + Penalty 1658.493228 = -588635.825743 nChanged 226 SP:Iteration 7Q (3464.869122 sec): 3 clusters Score: Raw -590425.674466 + Penalty 1658.493228 = -588767.181238 nChanged 203 SP:Iteration 8Q (3464.919354 sec): 3 clusters Score: Raw -590553.762265 + Penalty 1658.493228 = -588895.269037 nChanged 207 SP:Iteration 9Q (3464.967469 sec): 3 clusters Score: Raw -590702.844485 + Penalty 1658.493228 = -589044.351257 nChanged 205 SP:Iteration 10Q (3465.013014 sec): 3 clusters Score: Raw -590850.628800 + Penalty 1658.493228 = -589192.135573 nChanged 173 SP:Iteration 11Q (3465.071162 sec): 3 clusters Score: Raw -590970.108359 + Penalty 1658.493228 = -589311.615131 nChanged 142 SP:Iteration 12Q (3465.116955 sec): 3 clusters Score: Raw -591061.467921 + Penalty 1658.493228 = -589402.974693 nChanged 129 SP:Iteration 13Q (3465.169012 sec): 3 clusters Score: Raw -591127.661041 + Penalty 1658.493228 = -589469.167814 nChanged 111 SP:Iteration 14Q (3465.219564 sec): 3 clusters Score: Raw -591184.700282 + Penalty 1658.493228 = -589526.207054 nChanged 77 SP:Iteration 15Q (3465.253608 sec): 3 clusters Score: Raw -591236.144684 + Penalty 1658.493228 = -589577.651456 nChanged 84 SP:Iteration 16Q (3465.308097 sec): 3 clusters Score: Raw -591290.803404 + Penalty 1658.493228 = -589632.310177 nChanged 73 SP:Iteration 17Q (3465.352106 sec): 3 clusters Score: Raw -591332.815276 + Penalty 1658.493228 = -589674.322048 nChanged 64 SP:Iteration 18Q (3465.399527 sec): 3 clusters Score: Raw -591365.354314 + Penalty 1658.493228 = -589706.861086 nChanged 62 SP:Iteration 19Q (3465.444990 sec): 3 clusters Score: Raw -591397.727118 + Penalty 1658.493228 = -589739.233891 nChanged 51 SP:Iteration 20F (3465.503614 sec): 3 clusters Score: Raw -591427.033339 + Penalty 1658.493228 = -589768.540111 nChanged 43 SP:Iteration 21Q (3465.562926 sec): 3 clusters Score: Raw -591452.495777 + Penalty 1658.493228 = -589794.002549 nChanged 40 SP:Iteration 22Q (3465.610915 sec): 3 clusters Score: Raw -591474.983363 + Penalty 1658.493228 = -589816.490135 nChanged 48 SP:Iteration 23Q (3465.652994 sec): 3 clusters Score: Raw -591499.581030 + Penalty 1658.493228 = -589841.087802 nChanged 31 SP:Iteration 24Q (3465.708205 sec): 3 clusters Score: Raw -591515.892626 + Penalty 1658.493228 = -589857.399398 nChanged 25 SP:Iteration 25Q (3465.750198 sec): 3 clusters Score: Raw -591525.855118 + Penalty 1658.493228 = -589867.361890 nChanged 18 SP:Iteration 26Q (3465.796150 sec): 3 clusters Score: Raw -591531.250680 + Penalty 1658.493228 = -589872.757452 nChanged 10 SP:Iteration 27Q (3465.853667 sec): 3 clusters Score: Raw -591533.973719 + Penalty 1658.493228 = -589875.480491 nChanged 6 SP:Iteration 28Q (3465.904408 sec): 3 clusters Score: Raw -591535.681419 + Penalty 1658.493228 = -589877.188191 nChanged 5 SP:Iteration 29Q (3465.945095 sec): 3 clusters Score: Raw -591538.577994 + Penalty 1658.493228 = -589880.084767 nChanged 4 SP:Iteration 30Q (3465.996253 sec): 3 clusters Score: Raw -591540.189775 + Penalty 1658.493228 = -589881.696547 nChanged 4 SP:Iteration 31Q (3466.039792 sec): 3 clusters Score: Raw -591542.074737 + Penalty 1658.493228 = -589883.581510 nChanged 7 SP:Iteration 32Q (3466.095716 sec): 3 clusters Score: Raw -591544.839149 + Penalty 1658.493228 = -589886.345921 nChanged 7 SP:Iteration 33Q (3466.141507 sec): 3 clusters Score: Raw -591546.478644 + Penalty 1658.493228 = -589887.985416 nChanged 3 SP:Iteration 34Q (3466.180446 sec): 3 clusters Score: Raw -591547.240219 + Penalty 1658.493228 = -589888.746992 nChanged 0 SP:Iteration 35F (3466.233837 sec): 3 clusters Score: Raw -591547.240219 + Penalty 1658.493228 = -589888.746992 nChanged 0 Trying to split cluster 7 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3466.256810 sec): 2 clusters Score: Raw -47043.509928 + Penalty 597.874831 = -46445.635097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3466.298743 sec): 3 clusters Score: Raw -46953.774429 + Penalty 1195.749663 = -45758.024766 nChanged 166 SP:Iteration 1F (3466.328977 sec): 3 clusters Score: Raw -47117.265433 + Penalty 1195.749663 = -45921.515770 nChanged 43 SP:Iteration 2F (3466.370914 sec): 3 clusters Score: Raw -47174.398645 + Penalty 1195.749663 = -45978.648982 nChanged 34 SP:Iteration 3F (3466.423282 sec): 3 clusters Score: Raw -47225.189762 + Penalty 1195.749663 = -46029.440099 nChanged 25 SP:Iteration 4Q (3466.453002 sec): 3 clusters Score: Raw -47274.051003 + Penalty 1195.749663 = -46078.301340 nChanged 21 SP:Iteration 5Q (3466.493979 sec): 3 clusters Score: Raw -47323.947332 + Penalty 1195.749663 = -46128.197669 nChanged 15 SP:Iteration 6Q (3466.536626 sec): 3 clusters Score: Raw -47356.478525 + Penalty 1195.749663 = -46160.728862 nChanged 9 SP:Iteration 7Q (3466.577651 sec): 3 clusters Score: Raw -47373.706189 + Penalty 1195.749663 = -46177.956526 nChanged 11 SP:Iteration 8Q (3466.622404 sec): 3 clusters Score: Raw -47405.992162 + Penalty 1195.749663 = -46210.242499 nChanged 15 SP:Iteration 9Q (3466.665352 sec): 3 clusters Score: Raw -47462.025353 + Penalty 1195.749663 = -46266.275690 nChanged 17 SP:Iteration 10Q (3466.723139 sec): 3 clusters Score: Raw -47546.481895 + Penalty 1195.749663 = -46350.732232 nChanged 17 SP:Iteration 11Q (3466.759238 sec): 3 clusters Score: Raw -47638.460775 + Penalty 1195.749663 = -46442.711112 nChanged 13 SP:Iteration 12Q (3466.808299 sec): 3 clusters Score: Raw -47695.914388 + Penalty 1195.749663 = -46500.164725 nChanged 7 SP:Iteration 13Q (3466.849735 sec): 3 clusters Score: Raw -47714.339449 + Penalty 1195.749663 = -46518.589786 nChanged 6 SP:Iteration 14Q (3466.888318 sec): 3 clusters Score: Raw -47724.367848 + Penalty 1195.749663 = -46528.618185 nChanged 4 SP:Iteration 15Q (3466.915516 sec): 3 clusters Score: Raw -47729.924210 + Penalty 1195.749663 = -46534.174547 nChanged 2 SP:Iteration 16Q (3466.965546 sec): 3 clusters Score: Raw -47732.435858 + Penalty 1195.749663 = -46536.686195 nChanged 3 SP:Iteration 17Q (3467.010409 sec): 3 clusters Score: Raw -47736.011917 + Penalty 1195.749663 = -46540.262254 nChanged 0 SP:Iteration 18F (3467.053552 sec): 3 clusters Score: Raw -47736.011917 + Penalty 1195.749663 = -46540.262254 nChanged 0 Score: Raw -58490892.001650 + Penalty 49431.021155 = -58441460.980495 Splitting cluster 7 changes total score from -58442021.717738 to -58441460.980495 So it's not getting split. Trying to split cluster 8 (24439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3478.401833 sec): 2 clusters Score: Raw -2425165.288773 + Penalty 959.873872 = -2424205.414901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3478.463067 sec): 3 clusters Score: Raw -2409738.141022 + Penalty 1919.747744 = -2407818.393278 nChanged 11430 SP:Iteration 1F (3478.542874 sec): 3 clusters Score: Raw -2415949.863480 + Penalty 1919.747744 = -2414030.115736 nChanged 1081 SP:Iteration 2Q (3478.612160 sec): 3 clusters Score: Raw -2416280.145278 + Penalty 1919.747744 = -2414360.397534 nChanged 1053 SP:Iteration 3Q (3478.687350 sec): 3 clusters Score: Raw -2416642.802449 + Penalty 1919.747744 = -2414723.054705 nChanged 1097 SP:Iteration 4Q (3478.766317 sec): 3 clusters Score: Raw -2417065.993052 + Penalty 1919.747744 = -2415146.245308 nChanged 1099 SP:Iteration 5Q (3478.835176 sec): 3 clusters Score: Raw -2417542.565645 + Penalty 1919.747744 = -2415622.817900 nChanged 1187 SP:Iteration 6Q (3478.918764 sec): 3 clusters Score: Raw -2418118.748962 + Penalty 1919.747744 = -2416199.001218 nChanged 1259 SP:Iteration 7F (3478.995495 sec): 3 clusters Score: Raw -2418831.297135 + Penalty 1919.747744 = -2416911.549391 nChanged 1345 SP:Iteration 8F (3479.065849 sec): 3 clusters Score: Raw -2419688.695334 + Penalty 1919.747744 = -2417768.947590 nChanged 1366 SP:Iteration 9F (3479.130816 sec): 3 clusters Score: Raw -2420629.436058 + Penalty 1919.747744 = -2418709.688314 nChanged 1341 SP:Iteration 10F (3479.205396 sec): 3 clusters Score: Raw -2421577.327516 + Penalty 1919.747744 = -2419657.579772 nChanged 1204 SP:Iteration 11Q (3479.287994 sec): 3 clusters Score: Raw -2422401.633196 + Penalty 1919.747744 = -2420481.885452 nChanged 1076 SP:Iteration 12Q (3479.349120 sec): 3 clusters Score: Raw -2423051.261040 + Penalty 1919.747744 = -2421131.513296 nChanged 790 SP:Iteration 13Q (3479.427901 sec): 3 clusters Score: Raw -2423436.113646 + Penalty 1919.747744 = -2421516.365902 nChanged 598 SP:Iteration 14Q (3479.504364 sec): 3 clusters Score: Raw -2423679.075747 + Penalty 1919.747744 = -2421759.328003 nChanged 438 SP:Iteration 15Q (3479.571564 sec): 3 clusters Score: Raw -2423823.193071 + Penalty 1919.747744 = -2421903.445327 nChanged 340 SP:Iteration 16Q (3479.648331 sec): 3 clusters Score: Raw -2423923.661246 + Penalty 1919.747744 = -2422003.913502 nChanged 302 SP:Iteration 17Q (3479.712918 sec): 3 clusters Score: Raw -2423998.518095 + Penalty 1919.747744 = -2422078.770351 nChanged 256 SP:Iteration 18Q (3479.789912 sec): 3 clusters Score: Raw -2424055.474605 + Penalty 1919.747744 = -2422135.726861 nChanged 213 SP:Iteration 19Q (3479.867676 sec): 3 clusters Score: Raw -2424093.832488 + Penalty 1919.747744 = -2422174.084744 nChanged 178 SP:Iteration 20F (3479.939798 sec): 3 clusters Score: Raw -2424120.625360 + Penalty 1919.747744 = -2422200.877616 nChanged 140 SP:Iteration 21Q (3480.003354 sec): 3 clusters Score: Raw -2424139.983118 + Penalty 1919.747744 = -2422220.235374 nChanged 136 SP:Iteration 22Q (3480.079311 sec): 3 clusters Score: Raw -2424157.777688 + Penalty 1919.747744 = -2422238.029944 nChanged 114 SP:Iteration 23Q (3480.158305 sec): 3 clusters Score: Raw -2424172.646624 + Penalty 1919.747744 = -2422252.898879 nChanged 88 SP:Iteration 24Q (3480.224244 sec): 3 clusters Score: Raw -2424180.713478 + Penalty 1919.747744 = -2422260.965734 nChanged 69 SP:Iteration 25Q (3480.303026 sec): 3 clusters Score: Raw -2424185.813324 + Penalty 1919.747744 = -2422266.065580 nChanged 56 SP:Iteration 26Q (3480.376215 sec): 3 clusters Score: Raw -2424190.722977 + Penalty 1919.747744 = -2422270.975233 nChanged 65 SP:Iteration 27Q (3480.444628 sec): 3 clusters Score: Raw -2424197.196390 + Penalty 1919.747744 = -2422277.448645 nChanged 61 SP:Iteration 28Q (3480.523320 sec): 3 clusters Score: Raw -2424202.288914 + Penalty 1919.747744 = -2422282.541170 nChanged 49 SP:Iteration 29Q (3480.595625 sec): 3 clusters Score: Raw -2424206.364193 + Penalty 1919.747744 = -2422286.616449 nChanged 54 SP:Iteration 30Q (3480.665009 sec): 3 clusters Score: Raw -2424210.692081 + Penalty 1919.747744 = -2422290.944337 nChanged 51 SP:Iteration 31Q (3480.735080 sec): 3 clusters Score: Raw -2424216.101958 + Penalty 1919.747744 = -2422296.354214 nChanged 48 SP:Iteration 32Q (3480.798955 sec): 3 clusters Score: Raw -2424220.827641 + Penalty 1919.747744 = -2422301.079897 nChanged 59 SP:Iteration 33Q (3480.875440 sec): 3 clusters Score: Raw -2424225.957335 + Penalty 1919.747744 = -2422306.209590 nChanged 54 SP:Iteration 34Q (3480.945295 sec): 3 clusters Score: Raw -2424230.833086 + Penalty 1919.747744 = -2422311.085341 nChanged 44 SP:Iteration 35Q (3481.022893 sec): 3 clusters Score: Raw -2424233.683825 + Penalty 1919.747744 = -2422313.936081 nChanged 39 SP:Iteration 36Q (3481.096312 sec): 3 clusters Score: Raw -2424236.324008 + Penalty 1919.747744 = -2422316.576264 nChanged 35 SP:Iteration 37Q (3481.161188 sec): 3 clusters Score: Raw -2424238.534988 + Penalty 1919.747744 = -2422318.787243 nChanged 25 SP:Iteration 38Q (3481.236324 sec): 3 clusters Score: Raw -2424239.776489 + Penalty 1919.747744 = -2422320.028745 nChanged 26 SP:Iteration 39Q (3481.314721 sec): 3 clusters Score: Raw -2424241.553614 + Penalty 1919.747744 = -2422321.805869 nChanged 20 SP:Iteration 40F (3481.381062 sec): 3 clusters Score: Raw -2424242.816575 + Penalty 1919.747744 = -2422323.068831 nChanged 18 SP:Iteration 41Q (3481.449049 sec): 3 clusters Score: Raw -2424244.262403 + Penalty 1919.747744 = -2422324.514659 nChanged 19 SP:Iteration 42Q (3481.521060 sec): 3 clusters Score: Raw -2424245.536211 + Penalty 1919.747744 = -2422325.788466 nChanged 14 SP:Iteration 43Q (3481.590523 sec): 3 clusters Score: Raw -2424246.409761 + Penalty 1919.747744 = -2422326.662017 nChanged 13 SP:Iteration 44Q (3481.659930 sec): 3 clusters Score: Raw -2424246.958027 + Penalty 1919.747744 = -2422327.210282 nChanged 18 SP:Iteration 45Q (3481.728339 sec): 3 clusters Score: Raw -2424247.842075 + Penalty 1919.747744 = -2422328.094330 nChanged 20 SP:Iteration 46Q (3481.803775 sec): 3 clusters Score: Raw -2424248.764478 + Penalty 1919.747744 = -2422329.016734 nChanged 21 SP:Iteration 47Q (3481.870378 sec): 3 clusters Score: Raw -2424250.292616 + Penalty 1919.747744 = -2422330.544872 nChanged 27 SP:Iteration 48Q (3481.943356 sec): 3 clusters Score: Raw -2424251.954998 + Penalty 1919.747744 = -2422332.207253 nChanged 30 SP:Iteration 49Q (3482.008481 sec): 3 clusters Score: Raw -2424253.784128 + Penalty 1919.747744 = -2422334.036384 nChanged 31 SP:Iteration 50Q (3482.075858 sec): 3 clusters Score: Raw -2424256.228741 + Penalty 1919.747744 = -2422336.480997 nChanged 36 SP:Iteration 51Q (3482.144697 sec): 3 clusters Score: Raw -2424259.288081 + Penalty 1919.747744 = -2422339.540337 nChanged 38 SP:Iteration 52Q (3482.207658 sec): 3 clusters Score: Raw -2424262.207923 + Penalty 1919.747744 = -2422342.460179 nChanged 45 SP:Iteration 53Q (3482.278228 sec): 3 clusters Score: Raw -2424266.598111 + Penalty 1919.747744 = -2422346.850366 nChanged 47 SP:Iteration 54Q (3482.347500 sec): 3 clusters Score: Raw -2424272.121537 + Penalty 1919.747744 = -2422352.373793 nChanged 59 SP:Iteration 55Q (3482.426059 sec): 3 clusters Score: Raw -2424278.466608 + Penalty 1919.747744 = -2422358.718864 nChanged 56 SP:Iteration 56Q (3482.483978 sec): 3 clusters Score: Raw -2424283.386988 + Penalty 1919.747744 = -2422363.639243 nChanged 58 SP:Iteration 57Q (3482.557652 sec): 3 clusters Score: Raw -2424288.241498 + Penalty 1919.747744 = -2422368.493754 nChanged 55 SP:Iteration 58Q (3482.619591 sec): 3 clusters Score: Raw -2424294.625439 + Penalty 1919.747744 = -2422374.877695 nChanged 71 SP:Iteration 59Q (3482.684344 sec): 3 clusters Score: Raw -2424302.334112 + Penalty 1919.747744 = -2422382.586368 nChanged 75 SP:Iteration 60F (3482.759108 sec): 3 clusters Score: Raw -2424309.952095 + Penalty 1919.747744 = -2422390.204351 nChanged 72 SP:Iteration 61Q (3482.839361 sec): 3 clusters Score: Raw -2424315.839484 + Penalty 1919.747744 = -2422396.091740 nChanged 62 SP:Iteration 62Q (3482.902885 sec): 3 clusters Score: Raw -2424321.568721 + Penalty 1919.747744 = -2422401.820977 nChanged 59 SP:Iteration 63Q (3482.974393 sec): 3 clusters Score: Raw -2424326.732695 + Penalty 1919.747744 = -2422406.984950 nChanged 68 SP:Iteration 64Q (3483.042117 sec): 3 clusters Score: Raw -2424333.329867 + Penalty 1919.747744 = -2422413.582123 nChanged 65 SP:Iteration 65Q (3483.124390 sec): 3 clusters Score: Raw -2424339.964322 + Penalty 1919.747744 = -2422420.216578 nChanged 63 SP:Iteration 66Q (3483.190281 sec): 3 clusters Score: Raw -2424347.499716 + Penalty 1919.747744 = -2422427.751971 nChanged 74 SP:Iteration 67Q (3483.259679 sec): 3 clusters Score: Raw -2424356.286535 + Penalty 1919.747744 = -2422436.538791 nChanged 77 SP:Iteration 68Q (3483.331229 sec): 3 clusters Score: Raw -2424364.173910 + Penalty 1919.747744 = -2422444.426166 nChanged 69 SP:Iteration 69Q (3483.403363 sec): 3 clusters Score: Raw -2424371.005484 + Penalty 1919.747744 = -2422451.257740 nChanged 73 SP:Iteration 70Q (3483.463330 sec): 3 clusters Score: Raw -2424380.395300 + Penalty 1919.747744 = -2422460.647556 nChanged 83 SP:Iteration 71Q (3483.530539 sec): 3 clusters Score: Raw -2424391.367561 + Penalty 1919.747744 = -2422471.619816 nChanged 90 SP:Iteration 72Q (3483.600322 sec): 3 clusters Score: Raw -2424402.797840 + Penalty 1919.747744 = -2422483.050095 nChanged 85 SP:Iteration 73Q (3483.677330 sec): 3 clusters Score: Raw -2424413.678449 + Penalty 1919.747744 = -2422493.930704 nChanged 84 SP:Iteration 74Q (3483.751039 sec): 3 clusters Score: Raw -2424424.271607 + Penalty 1919.747744 = -2422504.523863 nChanged 100 SP:Iteration 75Q (3483.809677 sec): 3 clusters Score: Raw -2424438.417587 + Penalty 1919.747744 = -2422518.669843 nChanged 99 SP:Iteration 76Q (3483.891787 sec): 3 clusters Score: Raw -2424454.667577 + Penalty 1919.747744 = -2422534.919832 nChanged 86 SP:Iteration 77Q (3483.943282 sec): 3 clusters Score: Raw -2424466.550555 + Penalty 1919.747744 = -2422546.802811 nChanged 87 SP:Iteration 78Q (3484.020841 sec): 3 clusters Score: Raw -2424478.455389 + Penalty 1919.747744 = -2422558.707645 nChanged 92 SP:Iteration 79Q (3484.079228 sec): 3 clusters Score: Raw -2424493.460085 + Penalty 1919.747744 = -2422573.712341 nChanged 117 SP:Iteration 80F (3484.158060 sec): 3 clusters Score: Raw -2424516.016157 + Penalty 1919.747744 = -2422596.268413 nChanged 126 SP:Iteration 81Q (3484.226571 sec): 3 clusters Score: Raw -2424537.854324 + Penalty 1919.747744 = -2422618.106580 nChanged 109 SP:Iteration 82Q (3484.298846 sec): 3 clusters Score: Raw -2424555.514824 + Penalty 1919.747744 = -2422635.767080 nChanged 120 SP:Iteration 83Q (3484.367130 sec): 3 clusters Score: Raw -2424576.029868 + Penalty 1919.747744 = -2422656.282123 nChanged 113 SP:Iteration 84Q (3484.437009 sec): 3 clusters Score: Raw -2424595.308092 + Penalty 1919.747744 = -2422675.560348 nChanged 104 SP:Iteration 85Q (3484.510607 sec): 3 clusters Score: Raw -2424613.648347 + Penalty 1919.747744 = -2422693.900603 nChanged 107 SP:Iteration 86Q (3484.573386 sec): 3 clusters Score: Raw -2424635.645723 + Penalty 1919.747744 = -2422715.897979 nChanged 105 SP:Iteration 87Q (3484.648561 sec): 3 clusters Score: Raw -2424657.131373 + Penalty 1919.747744 = -2422737.383629 nChanged 91 SP:Iteration 88Q (3484.716041 sec): 3 clusters Score: Raw -2424674.227950 + Penalty 1919.747744 = -2422754.480206 nChanged 95 SP:Iteration 89Q (3484.782548 sec): 3 clusters Score: Raw -2424691.921994 + Penalty 1919.747744 = -2422772.174249 nChanged 82 SP:Iteration 90Q (3484.862316 sec): 3 clusters Score: Raw -2424705.150756 + Penalty 1919.747744 = -2422785.403012 nChanged 78 SP:Iteration 91Q (3484.929217 sec): 3 clusters Score: Raw -2424720.473991 + Penalty 1919.747744 = -2422800.726246 nChanged 87 SP:Iteration 92Q (3485.005819 sec): 3 clusters Score: Raw -2424738.289079 + Penalty 1919.747744 = -2422818.541335 nChanged 88 SP:Iteration 93Q (3485.071984 sec): 3 clusters Score: Raw -2424759.284870 + Penalty 1919.747744 = -2422839.537125 nChanged 108 SP:Iteration 94Q (3485.149828 sec): 3 clusters Score: Raw -2424792.489323 + Penalty 1919.747744 = -2422872.741578 nChanged 122 SP:Iteration 95Q (3485.214803 sec): 3 clusters Score: Raw -2424824.436538 + Penalty 1919.747744 = -2422904.688794 nChanged 117 SP:Iteration 96Q (3485.293730 sec): 3 clusters Score: Raw -2424855.816017 + Penalty 1919.747744 = -2422936.068273 nChanged 113 SP:Iteration 97Q (3485.357978 sec): 3 clusters Score: Raw -2424885.155663 + Penalty 1919.747744 = -2422965.407919 nChanged 103 SP:Iteration 98Q (3485.427940 sec): 3 clusters Score: Raw -2424911.575997 + Penalty 1919.747744 = -2422991.828253 nChanged 92 SP:Iteration 99Q (3485.493185 sec): 3 clusters Score: Raw -2424937.579564 + Penalty 1919.747744 = -2423017.831819 nChanged 91 SP:Iteration 100F (3485.572349 sec): 3 clusters Score: Raw -2424965.698085 + Penalty 1919.747744 = -2423045.950341 nChanged 86 SP:Iteration 101Q (3485.636409 sec): 3 clusters Score: Raw -2424994.058595 + Penalty 1919.747744 = -2423074.310851 nChanged 78 SP:Iteration 102Q (3485.701714 sec): 3 clusters Score: Raw -2425016.954375 + Penalty 1919.747744 = -2423097.206631 nChanged 71 SP:Iteration 103Q (3485.767034 sec): 3 clusters Score: Raw -2425035.051329 + Penalty 1919.747744 = -2423115.303585 nChanged 59 SP:Iteration 104Q (3485.841138 sec): 3 clusters Score: Raw -2425049.599095 + Penalty 1919.747744 = -2423129.851350 nChanged 51 SP:Iteration 105Q (3485.902848 sec): 3 clusters Score: Raw -2425065.076566 + Penalty 1919.747744 = -2423145.328822 nChanged 51 SP:Iteration 106Q (3485.969526 sec): 3 clusters Score: Raw -2425077.255914 + Penalty 1919.747744 = -2423157.508170 nChanged 45 SP:Iteration 107Q (3486.043144 sec): 3 clusters Score: Raw -2425090.214799 + Penalty 1919.747744 = -2423170.467055 nChanged 41 SP:Iteration 108Q (3486.107138 sec): 3 clusters Score: Raw -2425100.864957 + Penalty 1919.747744 = -2423181.117213 nChanged 31 SP:Iteration 109Q (3486.175770 sec): 3 clusters Score: Raw -2425110.827080 + Penalty 1919.747744 = -2423191.079336 nChanged 44 SP:Iteration 110Q (3486.249520 sec): 3 clusters Score: Raw -2425127.884759 + Penalty 1919.747744 = -2423208.137015 nChanged 40 SP:Iteration 111Q (3486.304400 sec): 3 clusters Score: Raw -2425141.059858 + Penalty 1919.747744 = -2423221.312114 nChanged 42 SP:Iteration 112Q (3486.374921 sec): 3 clusters Score: Raw -2425151.879534 + Penalty 1919.747744 = -2423232.131790 nChanged 34 SP:Iteration 113Q (3486.439061 sec): 3 clusters Score: Raw -2425161.415361 + Penalty 1919.747744 = -2423241.667617 nChanged 35 SP:Iteration 114Q (3486.505216 sec): 3 clusters Score: Raw -2425168.499688 + Penalty 1919.747744 = -2423248.751944 nChanged 25 SP:Iteration 115Q (3486.584250 sec): 3 clusters Score: Raw -2425175.555197 + Penalty 1919.747744 = -2423255.807453 nChanged 22 SP:Iteration 116Q (3486.649204 sec): 3 clusters Score: Raw -2425183.875421 + Penalty 1919.747744 = -2423264.127677 nChanged 26 SP:Iteration 117Q (3486.687899 sec): 3 clusters Score: Raw -2425191.692192 + Penalty 1919.747744 = -2423271.944448 nChanged 22 SP:Iteration 118Q (3486.752805 sec): 3 clusters Score: Raw -2425197.480652 + Penalty 1919.747744 = -2423277.732908 nChanged 21 SP:Iteration 119Q (3486.823007 sec): 3 clusters Score: Raw -2425203.241543 + Penalty 1919.747744 = -2423283.493799 nChanged 27 SP:Iteration 120F (3486.900900 sec): 3 clusters Score: Raw -2425211.114231 + Penalty 1919.747744 = -2423291.366487 nChanged 20 SP:Iteration 121Q (3486.965348 sec): 3 clusters Score: Raw -2425217.435117 + Penalty 1919.747744 = -2423297.687372 nChanged 16 SP:Iteration 122Q (3487.037532 sec): 3 clusters Score: Raw -2425221.310419 + Penalty 1919.747744 = -2423301.562674 nChanged 15 SP:Iteration 123Q (3487.099849 sec): 3 clusters Score: Raw -2425225.674923 + Penalty 1919.747744 = -2423305.927179 nChanged 16 SP:Iteration 124Q (3487.173813 sec): 3 clusters Score: Raw -2425230.480358 + Penalty 1919.747744 = -2423310.732614 nChanged 17 SP:Iteration 125Q (3487.240680 sec): 3 clusters Score: Raw -2425235.901163 + Penalty 1919.747744 = -2423316.153418 nChanged 14 SP:Iteration 126Q (3487.302475 sec): 3 clusters Score: Raw -2425240.306701 + Penalty 1919.747744 = -2423320.558957 nChanged 15 SP:Iteration 127Q (3487.371249 sec): 3 clusters Score: Raw -2425245.290355 + Penalty 1919.747744 = -2423325.542611 nChanged 17 SP:Iteration 128Q (3487.449130 sec): 3 clusters Score: Raw -2425251.683356 + Penalty 1919.747744 = -2423331.935611 nChanged 19 SP:Iteration 129Q (3487.509097 sec): 3 clusters Score: Raw -2425258.467969 + Penalty 1919.747744 = -2423338.720224 nChanged 19 SP:Iteration 130Q (3487.573726 sec): 3 clusters Score: Raw -2425265.721729 + Penalty 1919.747744 = -2423345.973985 nChanged 20 SP:Iteration 131Q (3487.638740 sec): 3 clusters Score: Raw -2425271.598922 + Penalty 1919.747744 = -2423351.851178 nChanged 22 SP:Iteration 132Q (3487.715186 sec): 3 clusters Score: Raw -2425277.888004 + Penalty 1919.747744 = -2423358.140260 nChanged 11 SP:Iteration 133Q (3487.769449 sec): 3 clusters Score: Raw -2425281.923814 + Penalty 1919.747744 = -2423362.176070 nChanged 15 SP:Iteration 134Q (3487.839789 sec): 3 clusters Score: Raw -2425287.059401 + Penalty 1919.747744 = -2423367.311657 nChanged 9 SP:Iteration 135Q (3487.899568 sec): 3 clusters Score: Raw -2425288.942040 + Penalty 1919.747744 = -2423369.194295 nChanged 5 SP:Iteration 136Q (3487.958800 sec): 3 clusters Score: Raw -2425289.957167 + Penalty 1919.747744 = -2423370.209423 nChanged 4 SP:Iteration 137Q (3488.025810 sec): 3 clusters Score: Raw -2425291.352988 + Penalty 1919.747744 = -2423371.605244 nChanged 3 SP:Iteration 138Q (3488.096641 sec): 3 clusters Score: Raw -2425292.445182 + Penalty 1919.747744 = -2423372.697438 nChanged 2 SP:Iteration 139Q (3488.153537 sec): 3 clusters Score: Raw -2425292.712564 + Penalty 1919.747744 = -2423372.964820 nChanged 0 SP:Iteration 140F (3488.232318 sec): 3 clusters Score: Raw -2425292.712564 + Penalty 1919.747744 = -2423372.964820 nChanged 0 Trying to split cluster 9 (4416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3488.252046 sec): 2 clusters Score: Raw -436608.041572 + Penalty 797.334011 = -435810.707561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3488.306966 sec): 3 clusters Score: Raw -434127.123864 + Penalty 1594.668022 = -432532.455842 nChanged 1879 SP:Iteration 1F (3488.344344 sec): 3 clusters Score: Raw -435162.012916 + Penalty 1594.668022 = -433567.344895 nChanged 258 SP:Iteration 2F (3488.403709 sec): 3 clusters Score: Raw -435279.384976 + Penalty 1594.668022 = -433684.716954 nChanged 223 SP:Iteration 3F (3488.446677 sec): 3 clusters Score: Raw -435397.354446 + Penalty 1594.668022 = -433802.686425 nChanged 202 SP:Iteration 4Q (3488.504561 sec): 3 clusters Score: Raw -435501.807383 + Penalty 1594.668022 = -433907.139361 nChanged 191 SP:Iteration 5Q (3488.555196 sec): 3 clusters Score: Raw -435618.635508 + Penalty 1594.668022 = -434023.967487 nChanged 192 SP:Iteration 6Q (3488.592464 sec): 3 clusters Score: Raw -435722.175676 + Penalty 1594.668022 = -434127.507654 nChanged 177 SP:Iteration 7Q (3488.628308 sec): 3 clusters Score: Raw -435819.435931 + Penalty 1594.668022 = -434224.767909 nChanged 181 SP:Iteration 8Q (3488.671236 sec): 3 clusters Score: Raw -435932.109218 + Penalty 1594.668022 = -434337.441196 nChanged 207 SP:Iteration 9Q (3488.708801 sec): 3 clusters Score: Raw -436073.224386 + Penalty 1594.668022 = -434478.556364 nChanged 184 SP:Iteration 10Q (3488.749903 sec): 3 clusters Score: Raw -436211.330885 + Penalty 1594.668022 = -434616.662863 nChanged 179 SP:Iteration 11Q (3488.800022 sec): 3 clusters Score: Raw -436355.286818 + Penalty 1594.668022 = -434760.618796 nChanged 143 SP:Iteration 12Q (3488.840459 sec): 3 clusters Score: Raw -436482.794750 + Penalty 1594.668022 = -434888.126729 nChanged 100 SP:Iteration 13Q (3488.905315 sec): 3 clusters Score: Raw -436579.331329 + Penalty 1594.668022 = -434984.663307 nChanged 66 SP:Iteration 14Q (3488.950812 sec): 3 clusters Score: Raw -436642.540769 + Penalty 1594.668022 = -435047.872747 nChanged 37 SP:Iteration 15Q (3488.993773 sec): 3 clusters Score: Raw -436669.969085 + Penalty 1594.668022 = -435075.301064 nChanged 14 SP:Iteration 16Q (3489.037355 sec): 3 clusters Score: Raw -436683.167904 + Penalty 1594.668022 = -435088.499882 nChanged 9 SP:Iteration 17Q (3489.077805 sec): 3 clusters Score: Raw -436693.426436 + Penalty 1594.668022 = -435098.758414 nChanged 14 SP:Iteration 18Q (3489.129845 sec): 3 clusters Score: Raw -436706.587851 + Penalty 1594.668022 = -435111.919829 nChanged 12 SP:Iteration 19Q (3489.184635 sec): 3 clusters Score: Raw -436720.899539 + Penalty 1594.668022 = -435126.231517 nChanged 11 SP:Iteration 20F (3489.233555 sec): 3 clusters Score: Raw -436731.441584 + Penalty 1594.668022 = -435136.773563 nChanged 7 SP:Iteration 21Q (3489.270720 sec): 3 clusters Score: Raw -436737.312226 + Penalty 1594.668022 = -435142.644204 nChanged 1 SP:Iteration 22Q (3489.331787 sec): 3 clusters Score: Raw -436737.575177 + Penalty 1594.668022 = -435142.907155 nChanged 0 SP:Iteration 23F (3489.347135 sec): 3 clusters Score: Raw -436737.575177 + Penalty 1594.668022 = -435142.907155 nChanged 0 Trying to split cluster 10 (11381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3489.387561 sec): 2 clusters Score: Raw -1121873.362104 + Penalty 887.271555 = -1120986.090549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3489.442212 sec): 3 clusters Score: Raw -1115116.239615 + Penalty 1774.543110 = -1113341.696505 nChanged 5077 SP:Iteration 1F (3489.499954 sec): 3 clusters Score: Raw -1118147.342098 + Penalty 1774.543110 = -1116372.798988 nChanged 813 SP:Iteration 2F (3489.560153 sec): 3 clusters Score: Raw -1118607.371828 + Penalty 1774.543110 = -1116832.828719 nChanged 751 SP:Iteration 3F (3489.608806 sec): 3 clusters Score: Raw -1119080.412905 + Penalty 1774.543110 = -1117305.869795 nChanged 727 SP:Iteration 4F (3489.664620 sec): 3 clusters Score: Raw -1119601.893875 + Penalty 1774.543110 = -1117827.350766 nChanged 719 SP:Iteration 5F (3489.728235 sec): 3 clusters Score: Raw -1120094.194055 + Penalty 1774.543110 = -1118319.650945 nChanged 572 SP:Iteration 6F (3489.773997 sec): 3 clusters Score: Raw -1120470.621572 + Penalty 1774.543110 = -1118696.078463 nChanged 478 SP:Iteration 7Q (3489.832079 sec): 3 clusters Score: Raw -1120741.261515 + Penalty 1774.543110 = -1118966.718405 nChanged 377 SP:Iteration 8Q (3489.895197 sec): 3 clusters Score: Raw -1120930.599211 + Penalty 1774.543110 = -1119156.056101 nChanged 280 SP:Iteration 9Q (3489.946946 sec): 3 clusters Score: Raw -1121063.098949 + Penalty 1774.543110 = -1119288.555839 nChanged 234 SP:Iteration 10Q (3489.996508 sec): 3 clusters Score: Raw -1121171.589702 + Penalty 1774.543110 = -1119397.046592 nChanged 198 SP:Iteration 11Q (3490.049449 sec): 3 clusters Score: Raw -1121257.658928 + Penalty 1774.543110 = -1119483.115818 nChanged 176 SP:Iteration 12Q (3490.096952 sec): 3 clusters Score: Raw -1121338.595693 + Penalty 1774.543110 = -1119564.052583 nChanged 195 SP:Iteration 13Q (3490.167561 sec): 3 clusters Score: Raw -1121429.257131 + Penalty 1774.543110 = -1119654.714021 nChanged 160 SP:Iteration 14Q (3490.224273 sec): 3 clusters Score: Raw -1121492.431799 + Penalty 1774.543110 = -1119717.888689 nChanged 135 SP:Iteration 15Q (3490.278838 sec): 3 clusters Score: Raw -1121544.393188 + Penalty 1774.543110 = -1119769.850078 nChanged 112 SP:Iteration 16Q (3490.337358 sec): 3 clusters Score: Raw -1121592.774700 + Penalty 1774.543110 = -1119818.231590 nChanged 115 SP:Iteration 17Q (3490.391007 sec): 3 clusters Score: Raw -1121642.806917 + Penalty 1774.543110 = -1119868.263807 nChanged 113 SP:Iteration 18Q (3490.439263 sec): 3 clusters Score: Raw -1121686.319310 + Penalty 1774.543110 = -1119911.776200 nChanged 102 SP:Iteration 19Q (3490.504180 sec): 3 clusters Score: Raw -1121727.317521 + Penalty 1774.543110 = -1119952.774412 nChanged 93 SP:Iteration 20F (3490.568571 sec): 3 clusters Score: Raw -1121755.092278 + Penalty 1774.543110 = -1119980.549168 nChanged 64 SP:Iteration 21Q (3490.615127 sec): 3 clusters Score: Raw -1121774.589984 + Penalty 1774.543110 = -1120000.046874 nChanged 70 SP:Iteration 22Q (3490.682385 sec): 3 clusters Score: Raw -1121797.195285 + Penalty 1774.543110 = -1120022.652175 nChanged 64 SP:Iteration 23Q (3490.736620 sec): 3 clusters Score: Raw -1121814.544410 + Penalty 1774.543110 = -1120040.001300 nChanged 46 SP:Iteration 24Q (3490.779160 sec): 3 clusters Score: Raw -1121825.530123 + Penalty 1774.543110 = -1120050.987014 nChanged 51 SP:Iteration 25Q (3490.833246 sec): 3 clusters Score: Raw -1121837.324500 + Penalty 1774.543110 = -1120062.781390 nChanged 46 SP:Iteration 26Q (3490.897064 sec): 3 clusters Score: Raw -1121849.643744 + Penalty 1774.543110 = -1120075.100635 nChanged 49 SP:Iteration 27Q (3490.954705 sec): 3 clusters Score: Raw -1121863.992543 + Penalty 1774.543110 = -1120089.449433 nChanged 43 SP:Iteration 28Q (3491.005099 sec): 3 clusters Score: Raw -1121876.643923 + Penalty 1774.543110 = -1120102.100814 nChanged 39 SP:Iteration 29Q (3491.069316 sec): 3 clusters Score: Raw -1121887.597117 + Penalty 1774.543110 = -1120113.054008 nChanged 34 SP:Iteration 30Q (3491.112528 sec): 3 clusters Score: Raw -1121895.010446 + Penalty 1774.543110 = -1120120.467336 nChanged 32 SP:Iteration 31Q (3491.168689 sec): 3 clusters Score: Raw -1121902.926142 + Penalty 1774.543110 = -1120128.383032 nChanged 25 SP:Iteration 32Q (3491.223386 sec): 3 clusters Score: Raw -1121907.999822 + Penalty 1774.543110 = -1120133.456712 nChanged 23 SP:Iteration 33Q (3491.281782 sec): 3 clusters Score: Raw -1121912.602257 + Penalty 1774.543110 = -1120138.059147 nChanged 20 SP:Iteration 34Q (3491.334243 sec): 3 clusters Score: Raw -1121917.650671 + Penalty 1774.543110 = -1120143.107561 nChanged 19 SP:Iteration 35Q (3491.391235 sec): 3 clusters Score: Raw -1121921.800240 + Penalty 1774.543110 = -1120147.257130 nChanged 17 SP:Iteration 36Q (3491.445006 sec): 3 clusters Score: Raw -1121925.402751 + Penalty 1774.543110 = -1120150.859642 nChanged 20 SP:Iteration 37Q (3491.500904 sec): 3 clusters Score: Raw -1121931.394498 + Penalty 1774.543110 = -1120156.851388 nChanged 20 SP:Iteration 38Q (3491.555135 sec): 3 clusters Score: Raw -1121936.672771 + Penalty 1774.543110 = -1120162.129661 nChanged 20 SP:Iteration 39Q (3491.614006 sec): 3 clusters Score: Raw -1121940.055922 + Penalty 1774.543110 = -1120165.512812 nChanged 16 SP:Iteration 40F (3491.667431 sec): 3 clusters Score: Raw -1121943.914376 + Penalty 1774.543110 = -1120169.371266 nChanged 22 SP:Iteration 41Q (3491.725967 sec): 3 clusters Score: Raw -1121947.851425 + Penalty 1774.543110 = -1120173.308315 nChanged 14 SP:Iteration 42Q (3491.770341 sec): 3 clusters Score: Raw -1121949.883006 + Penalty 1774.543110 = -1120175.339896 nChanged 21 SP:Iteration 43Q (3491.826964 sec): 3 clusters Score: Raw -1121953.383417 + Penalty 1774.543110 = -1120178.840308 nChanged 21 SP:Iteration 44Q (3491.893217 sec): 3 clusters Score: Raw -1121957.905112 + Penalty 1774.543110 = -1120183.362002 nChanged 23 SP:Iteration 45Q (3491.938901 sec): 3 clusters Score: Raw -1121964.005453 + Penalty 1774.543110 = -1120189.462343 nChanged 27 SP:Iteration 46Q (3491.991343 sec): 3 clusters Score: Raw -1121970.606876 + Penalty 1774.543110 = -1120196.063767 nChanged 25 SP:Iteration 47Q (3492.048913 sec): 3 clusters Score: Raw -1121976.034025 + Penalty 1774.543110 = -1120201.490916 nChanged 23 SP:Iteration 48Q (3492.097849 sec): 3 clusters Score: Raw -1121980.721304 + Penalty 1774.543110 = -1120206.178194 nChanged 23 SP:Iteration 49Q (3492.151132 sec): 3 clusters Score: Raw -1121985.142977 + Penalty 1774.543110 = -1120210.599867 nChanged 18 SP:Iteration 50Q (3492.209075 sec): 3 clusters Score: Raw -1121987.565709 + Penalty 1774.543110 = -1120213.022599 nChanged 14 SP:Iteration 51Q (3492.268170 sec): 3 clusters Score: Raw -1121990.162665 + Penalty 1774.543110 = -1120215.619555 nChanged 21 SP:Iteration 52Q (3492.322787 sec): 3 clusters Score: Raw -1121995.108830 + Penalty 1774.543110 = -1120220.565720 nChanged 20 SP:Iteration 53Q (3492.371947 sec): 3 clusters Score: Raw -1122000.483920 + Penalty 1774.543110 = -1120225.940810 nChanged 20 SP:Iteration 54Q (3492.426172 sec): 3 clusters Score: Raw -1122006.046167 + Penalty 1774.543110 = -1120231.503058 nChanged 17 SP:Iteration 55Q (3492.478166 sec): 3 clusters Score: Raw -1122010.007028 + Penalty 1774.543110 = -1120235.463919 nChanged 21 SP:Iteration 56Q (3492.528123 sec): 3 clusters Score: Raw -1122014.706899 + Penalty 1774.543110 = -1120240.163790 nChanged 24 SP:Iteration 57Q (3492.593489 sec): 3 clusters Score: Raw -1122021.207517 + Penalty 1774.543110 = -1120246.664407 nChanged 17 SP:Iteration 58Q (3492.645194 sec): 3 clusters Score: Raw -1122025.280224 + Penalty 1774.543110 = -1120250.737115 nChanged 13 SP:Iteration 59Q (3492.693950 sec): 3 clusters Score: Raw -1122028.426240 + Penalty 1774.543110 = -1120253.883130 nChanged 11 SP:Iteration 60F (3492.754373 sec): 3 clusters Score: Raw -1122031.100183 + Penalty 1774.543110 = -1120256.557073 nChanged 11 SP:Iteration 61Q (3492.816347 sec): 3 clusters Score: Raw -1122033.184004 + Penalty 1774.543110 = -1120258.640894 nChanged 11 SP:Iteration 62Q (3492.869407 sec): 3 clusters Score: Raw -1122036.518014 + Penalty 1774.543110 = -1120261.974904 nChanged 15 SP:Iteration 63Q (3492.927562 sec): 3 clusters Score: Raw -1122040.849665 + Penalty 1774.543110 = -1120266.306555 nChanged 13 SP:Iteration 64Q (3492.975138 sec): 3 clusters Score: Raw -1122045.624799 + Penalty 1774.543110 = -1120271.081689 nChanged 15 SP:Iteration 65Q (3493.020311 sec): 3 clusters Score: Raw -1122049.286944 + Penalty 1774.543110 = -1120274.743835 nChanged 16 SP:Iteration 66Q (3493.079113 sec): 3 clusters Score: Raw -1122053.083896 + Penalty 1774.543110 = -1120278.540787 nChanged 12 SP:Iteration 67Q (3493.143417 sec): 3 clusters Score: Raw -1122056.755197 + Penalty 1774.543110 = -1120282.212087 nChanged 19 SP:Iteration 68Q (3493.199207 sec): 3 clusters Score: Raw -1122061.074826 + Penalty 1774.543110 = -1120286.531717 nChanged 12 SP:Iteration 69Q (3493.242909 sec): 3 clusters Score: Raw -1122063.695750 + Penalty 1774.543110 = -1120289.152641 nChanged 12 SP:Iteration 70Q (3493.296388 sec): 3 clusters Score: Raw -1122066.731849 + Penalty 1774.543110 = -1120292.188739 nChanged 10 SP:Iteration 71Q (3493.357868 sec): 3 clusters Score: Raw -1122068.138304 + Penalty 1774.543110 = -1120293.595195 nChanged 5 SP:Iteration 72Q (3493.402086 sec): 3 clusters Score: Raw -1122069.272168 + Penalty 1774.543110 = -1120294.729059 nChanged 4 SP:Iteration 73Q (3493.454860 sec): 3 clusters Score: Raw -1122070.359222 + Penalty 1774.543110 = -1120295.816113 nChanged 5 SP:Iteration 74Q (3493.516851 sec): 3 clusters Score: Raw -1122071.632196 + Penalty 1774.543110 = -1120297.089086 nChanged 8 SP:Iteration 75Q (3493.568992 sec): 3 clusters Score: Raw -1122073.199337 + Penalty 1774.543110 = -1120298.656227 nChanged 5 SP:Iteration 76Q (3493.613078 sec): 3 clusters Score: Raw -1122074.937125 + Penalty 1774.543110 = -1120300.394015 nChanged 8 SP:Iteration 77Q (3493.666134 sec): 3 clusters Score: Raw -1122076.570118 + Penalty 1774.543110 = -1120302.027008 nChanged 9 SP:Iteration 78Q (3493.727643 sec): 3 clusters Score: Raw -1122079.382376 + Penalty 1774.543110 = -1120304.839267 nChanged 8 SP:Iteration 79Q (3493.775545 sec): 3 clusters Score: Raw -1122081.046889 + Penalty 1774.543110 = -1120306.503780 nChanged 7 SP:Iteration 80F (3493.836909 sec): 3 clusters Score: Raw -1122082.307670 + Penalty 1774.543110 = -1120307.764560 nChanged 7 SP:Iteration 81Q (3493.894708 sec): 3 clusters Score: Raw -1122083.718073 + Penalty 1774.543110 = -1120309.174963 nChanged 3 SP:Iteration 82Q (3493.949098 sec): 3 clusters Score: Raw -1122084.000473 + Penalty 1774.543110 = -1120309.457363 nChanged 1 SP:Iteration 83Q (3493.995536 sec): 3 clusters Score: Raw -1122084.135228 + Penalty 1774.543110 = -1120309.592119 nChanged 0 SP:Iteration 84F (3494.045311 sec): 3 clusters Score: Raw -1122084.135228 + Penalty 1774.543110 = -1120309.592119 nChanged 0 Trying to split cluster 11 (16216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3494.092648 sec): 2 clusters Score: Raw -1499436.869355 + Penalty 920.906600 = -1498515.962755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3494.149757 sec): 3 clusters Score: Raw -1489379.635552 + Penalty 1841.813201 = -1487537.822352 nChanged 7496 SP:Iteration 1F (3494.209877 sec): 3 clusters Score: Raw -1493897.496739 + Penalty 1841.813201 = -1492055.683538 nChanged 1027 SP:Iteration 2F (3494.270484 sec): 3 clusters Score: Raw -1494489.265727 + Penalty 1841.813201 = -1492647.452526 nChanged 1140 SP:Iteration 3F (3494.331262 sec): 3 clusters Score: Raw -1495168.535788 + Penalty 1841.813201 = -1493326.722587 nChanged 1119 SP:Iteration 4F (3494.403319 sec): 3 clusters Score: Raw -1495898.933206 + Penalty 1841.813201 = -1494057.120005 nChanged 1034 SP:Iteration 5F (3494.468944 sec): 3 clusters Score: Raw -1496543.123908 + Penalty 1841.813201 = -1494701.310707 nChanged 865 SP:Iteration 6F (3494.529978 sec): 3 clusters Score: Raw -1497038.210363 + Penalty 1841.813201 = -1495196.397163 nChanged 738 SP:Iteration 7Q (3494.589936 sec): 3 clusters Score: Raw -1497428.803473 + Penalty 1841.813201 = -1495586.990273 nChanged 652 SP:Iteration 8Q (3494.653218 sec): 3 clusters Score: Raw -1497767.059452 + Penalty 1841.813201 = -1495925.246252 nChanged 578 SP:Iteration 9Q (3494.721864 sec): 3 clusters Score: Raw -1498074.345848 + Penalty 1841.813201 = -1496232.532648 nChanged 556 SP:Iteration 10Q (3494.780240 sec): 3 clusters Score: Raw -1498372.054877 + Penalty 1841.813201 = -1496530.241676 nChanged 475 SP:Iteration 11Q (3494.858031 sec): 3 clusters Score: Raw -1498638.712268 + Penalty 1841.813201 = -1496796.899067 nChanged 460 SP:Iteration 12Q (3494.913557 sec): 3 clusters Score: Raw -1498939.730924 + Penalty 1841.813201 = -1497097.917724 nChanged 369 SP:Iteration 13Q (3494.981179 sec): 3 clusters Score: Raw -1499183.261133 + Penalty 1841.813201 = -1497341.447932 nChanged 320 SP:Iteration 14Q (3495.049060 sec): 3 clusters Score: Raw -1499383.529980 + Penalty 1841.813201 = -1497541.716780 nChanged 206 SP:Iteration 15Q (3495.109493 sec): 3 clusters Score: Raw -1499498.318924 + Penalty 1841.813201 = -1497656.505723 nChanged 158 SP:Iteration 16Q (3495.174732 sec): 3 clusters Score: Raw -1499590.607062 + Penalty 1841.813201 = -1497748.793861 nChanged 129 SP:Iteration 17Q (3495.230959 sec): 3 clusters Score: Raw -1499661.626571 + Penalty 1841.813201 = -1497819.813370 nChanged 87 SP:Iteration 18Q (3495.292822 sec): 3 clusters Score: Raw -1499712.910560 + Penalty 1841.813201 = -1497871.097359 nChanged 52 SP:Iteration 19Q (3495.356393 sec): 3 clusters Score: Raw -1499739.708736 + Penalty 1841.813201 = -1497897.895535 nChanged 38 SP:Iteration 20F (3495.414194 sec): 3 clusters Score: Raw -1499762.719132 + Penalty 1841.813201 = -1497920.905931 nChanged 27 SP:Iteration 21Q (3495.474093 sec): 3 clusters Score: Raw -1499780.183535 + Penalty 1841.813201 = -1497938.370335 nChanged 29 SP:Iteration 22Q (3495.538303 sec): 3 clusters Score: Raw -1499795.800856 + Penalty 1841.813201 = -1497953.987655 nChanged 19 SP:Iteration 23Q (3495.614489 sec): 3 clusters Score: Raw -1499809.057077 + Penalty 1841.813201 = -1497967.243876 nChanged 21 SP:Iteration 24Q (3495.663568 sec): 3 clusters Score: Raw -1499817.656822 + Penalty 1841.813201 = -1497975.843621 nChanged 10 SP:Iteration 25Q (3495.729501 sec): 3 clusters Score: Raw -1499820.798661 + Penalty 1841.813201 = -1497978.985460 nChanged 8 SP:Iteration 26Q (3495.777031 sec): 3 clusters Score: Raw -1499823.590579 + Penalty 1841.813201 = -1497981.777378 nChanged 6 SP:Iteration 27Q (3495.839166 sec): 3 clusters Score: Raw -1499825.564723 + Penalty 1841.813201 = -1497983.751522 nChanged 8 SP:Iteration 28Q (3495.900933 sec): 3 clusters Score: Raw -1499832.773984 + Penalty 1841.813201 = -1497990.960783 nChanged 9 SP:Iteration 29Q (3495.955689 sec): 3 clusters Score: Raw -1499838.900963 + Penalty 1841.813201 = -1497997.087762 nChanged 13 SP:Iteration 30Q (3496.023283 sec): 3 clusters Score: Raw -1499852.145961 + Penalty 1841.813201 = -1498010.332760 nChanged 14 SP:Iteration 31Q (3496.087928 sec): 3 clusters Score: Raw -1499862.517513 + Penalty 1841.813201 = -1498020.704312 nChanged 4 SP:Iteration 32Q (3496.150314 sec): 3 clusters Score: Raw -1499865.368781 + Penalty 1841.813201 = -1498023.555580 nChanged 5 SP:Iteration 33Q (3496.195124 sec): 3 clusters Score: Raw -1499867.367967 + Penalty 1841.813201 = -1498025.554766 nChanged 2 SP:Iteration 34Q (3496.263122 sec): 3 clusters Score: Raw -1499868.515918 + Penalty 1841.813201 = -1498026.702717 nChanged 1 SP:Iteration 35Q (3496.313399 sec): 3 clusters Score: Raw -1499868.620221 + Penalty 1841.813201 = -1498026.807021 nChanged 0 SP:Iteration 36F (3496.375205 sec): 3 clusters Score: Raw -1499868.620221 + Penalty 1841.813201 = -1498026.807021 nChanged 0 Trying to split cluster 12 (99530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3496.501197 sec): 2 clusters Score: Raw -9527249.284270 + Penalty 1093.280367 = -9526156.003903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3496.672253 sec): 3 clusters Score: Raw -9461817.807853 + Penalty 2186.560733 = -9459631.247120 nChanged 48020 SP:Iteration 1F (3496.834121 sec): 3 clusters Score: Raw -9491966.293138 + Penalty 2186.560733 = -9489779.732405 nChanged 5710 SP:Iteration 2F (3496.999259 sec): 3 clusters Score: Raw -9495001.552191 + Penalty 2186.560733 = -9492814.991458 nChanged 7084 SP:Iteration 3F (3497.159497 sec): 3 clusters Score: Raw -9499859.849237 + Penalty 2186.560733 = -9497673.288504 nChanged 8004 SP:Iteration 4F (3497.327280 sec): 3 clusters Score: Raw -9506365.945076 + Penalty 2186.560733 = -9504179.384342 nChanged 7813 SP:Iteration 5F (3497.491950 sec): 3 clusters Score: Raw -9513275.984549 + Penalty 2186.560733 = -9511089.423816 nChanged 6438 SP:Iteration 6F (3497.652947 sec): 3 clusters Score: Raw -9519162.843156 + Penalty 2186.560733 = -9516976.282423 nChanged 4436 SP:Iteration 7Q (3497.815242 sec): 3 clusters Score: Raw -9523128.760637 + Penalty 2186.560733 = -9520942.199904 nChanged 2625 SP:Iteration 8Q (3497.975598 sec): 3 clusters Score: Raw -9525347.672300 + Penalty 2186.560733 = -9523161.111566 nChanged 1374 SP:Iteration 9Q (3498.126655 sec): 3 clusters Score: Raw -9526449.325944 + Penalty 2186.560733 = -9524262.765211 nChanged 664 SP:Iteration 10Q (3498.278113 sec): 3 clusters Score: Raw -9526950.350814 + Penalty 2186.560733 = -9524763.790081 nChanged 310 SP:Iteration 11Q (3498.422256 sec): 3 clusters Score: Raw -9527188.288450 + Penalty 2186.560733 = -9525001.727716 nChanged 142 SP:Iteration 12Q (3498.557240 sec): 3 clusters Score: Raw -9527299.642964 + Penalty 2186.560733 = -9525113.082231 nChanged 69 SP:Iteration 13Q (3498.704949 sec): 3 clusters Score: Raw -9527356.651554 + Penalty 2186.560733 = -9525170.090820 nChanged 48 SP:Iteration 14Q (3498.842280 sec): 3 clusters Score: Raw -9527395.312152 + Penalty 2186.560733 = -9525208.751419 nChanged 31 SP:Iteration 15Q (3498.972615 sec): 3 clusters Score: Raw -9527419.028517 + Penalty 2186.560733 = -9525232.467784 nChanged 25 SP:Iteration 16Q (3499.121717 sec): 3 clusters Score: Raw -9527434.787502 + Penalty 2186.560733 = -9525248.226769 nChanged 15 SP:Iteration 17Q (3499.262992 sec): 3 clusters Score: Raw -9527445.840691 + Penalty 2186.560733 = -9525259.279958 nChanged 12 SP:Iteration 18Q (3499.399713 sec): 3 clusters Score: Raw -9527454.894361 + Penalty 2186.560733 = -9525268.333628 nChanged 12 SP:Iteration 19Q (3499.541114 sec): 3 clusters Score: Raw -9527464.748950 + Penalty 2186.560733 = -9525278.188217 nChanged 7 SP:Iteration 20F (3499.723448 sec): 3 clusters Score: Raw -9527468.422251 + Penalty 2186.560733 = -9525281.861518 nChanged 4 SP:Iteration 21Q (3499.857328 sec): 3 clusters Score: Raw -9527470.351914 + Penalty 2186.560733 = -9525283.791181 nChanged 2 SP:Iteration 22Q (3499.989982 sec): 3 clusters Score: Raw -9527471.585810 + Penalty 2186.560733 = -9525285.025077 nChanged 2 SP:Iteration 23Q (3500.112759 sec): 3 clusters Score: Raw -9527472.244003 + Penalty 2186.560733 = -9525285.683270 nChanged 3 SP:Iteration 24Q (3500.257823 sec): 3 clusters Score: Raw -9527472.859755 + Penalty 2186.560733 = -9525286.299022 nChanged 1 SP:Iteration 25Q (3500.403270 sec): 3 clusters Score: Raw -9527473.006474 + Penalty 2186.560733 = -9525286.445740 nChanged 0 SP:Iteration 26F (3500.556924 sec): 3 clusters Score: Raw -9527473.006474 + Penalty 2186.560733 = -9525286.445740 nChanged 0 Trying to split cluster 13 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3500.590544 sec): 2 clusters Score: Raw -21898.855578 + Penalty 523.391892 = -21375.463686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3500.627933 sec): 3 clusters Score: Raw -21900.529322 + Penalty 1046.783784 = -20853.745538 nChanged 61 SP:Iteration 1F (3500.674517 sec): 3 clusters Score: Raw -22011.504473 + Penalty 1046.783784 = -20964.720689 nChanged 17 SP:Iteration 2F (3500.711303 sec): 3 clusters Score: Raw -22039.561250 + Penalty 1046.783784 = -20992.777466 nChanged 5 SP:Iteration 3Q (3500.749851 sec): 3 clusters Score: Raw -22045.282808 + Penalty 1046.783784 = -20998.499024 nChanged 4 SP:Iteration 4Q (3500.794949 sec): 3 clusters Score: Raw -22056.986481 + Penalty 1046.783784 = -21010.202697 nChanged 3 SP:Iteration 5Q (3500.829641 sec): 3 clusters Score: Raw -22061.171083 + Penalty 1046.783784 = -21014.387299 nChanged 1 SP:Iteration 6Q (3500.871187 sec): 3 clusters Score: Raw -22062.740563 + Penalty 1046.783784 = -21015.956779 nChanged 0 SP:Iteration 7F (3500.902709 sec): 3 clusters Score: Raw -22062.740563 + Penalty 1046.783784 = -21015.956779 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3500.926872 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3500.963509 sec): 3 clusters Score: Raw -10803.791706 + Penalty 979.125403 = -9824.666303 nChanged 34 SP:Iteration 1F (3501.003651 sec): 3 clusters Score: Raw -10930.959203 + Penalty 979.125403 = -9951.833800 nChanged 12 SP:Iteration 2F (3501.041021 sec): 3 clusters Score: Raw -10992.992071 + Penalty 979.125403 = -10013.866669 nChanged 5 SP:Iteration 3Q (3501.071988 sec): 3 clusters Score: Raw -11005.767427 + Penalty 979.125403 = -10026.642024 nChanged 1 SP:Iteration 4Q (3501.113756 sec): 3 clusters Score: Raw -11012.019426 + Penalty 979.125403 = -10032.894023 nChanged 3 SP:Iteration 5Q (3501.145373 sec): 3 clusters Score: Raw -11019.039935 + Penalty 979.125403 = -10039.914532 nChanged 1 SP:Iteration 6Q (3501.189544 sec): 3 clusters Score: Raw -11022.465540 + Penalty 979.125403 = -10043.340137 nChanged 1 SP:Iteration 7Q (3501.229785 sec): 3 clusters Score: Raw -11027.894701 + Penalty 979.125403 = -10048.769298 nChanged 1 SP:Iteration 8Q (3501.273598 sec): 3 clusters Score: Raw -11042.046304 + Penalty 979.125403 = -10062.920901 nChanged 0 SP:Iteration 9F (3501.316544 sec): 3 clusters Score: Raw -11046.772870 + Penalty 979.125403 = -10067.647467 nChanged 1 SP:Iteration 10Q (3501.362390 sec): 3 clusters Score: Raw -11089.746961 + Penalty 979.125403 = -10110.621558 nChanged 4 SP:Iteration 11Q (3501.397132 sec): 3 clusters Score: Raw -11099.536807 + Penalty 979.125403 = -10120.411404 nChanged 2 SP:Iteration 12Q (3501.447244 sec): 3 clusters Score: Raw -11102.070815 + Penalty 979.125403 = -10122.945412 nChanged 2 SP:Iteration 13Q (3501.474528 sec): 3 clusters Score: Raw -11103.190103 + Penalty 979.125403 = -10124.064700 nChanged 1 SP:Iteration 14Q (3501.514182 sec): 3 clusters Score: Raw -11103.760684 + Penalty 979.125403 = -10124.635281 nChanged 0 SP:Iteration 15F (3501.547406 sec): 3 clusters Score: Raw -11103.760684 + Penalty 979.125403 = -10124.635281 nChanged 0 Trying to split cluster 15 (14770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3501.598729 sec): 2 clusters Score: Raw -1407881.616799 + Penalty 912.033571 = -1406969.583228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3501.650648 sec): 3 clusters Score: Raw -1398925.871794 + Penalty 1824.067141 = -1397101.804652 nChanged 6718 SP:Iteration 1F (3501.707803 sec): 3 clusters Score: Raw -1402920.292764 + Penalty 1824.067141 = -1401096.225623 nChanged 854 SP:Iteration 2F (3501.777664 sec): 3 clusters Score: Raw -1403373.841705 + Penalty 1824.067141 = -1401549.774564 nChanged 854 SP:Iteration 3F (3501.838336 sec): 3 clusters Score: Raw -1403943.388402 + Penalty 1824.067141 = -1402119.321260 nChanged 917 SP:Iteration 4F (3501.891440 sec): 3 clusters Score: Raw -1404587.237539 + Penalty 1824.067141 = -1402763.170397 nChanged 996 SP:Iteration 5F (3501.949086 sec): 3 clusters Score: Raw -1405351.393339 + Penalty 1824.067141 = -1403527.326198 nChanged 1000 SP:Iteration 6F (3502.017797 sec): 3 clusters Score: Raw -1406099.573564 + Penalty 1824.067141 = -1404275.506423 nChanged 852 SP:Iteration 7F (3502.077651 sec): 3 clusters Score: Raw -1406622.944322 + Penalty 1824.067141 = -1404798.877180 nChanged 613 SP:Iteration 8Q (3502.141905 sec): 3 clusters Score: Raw -1406947.107857 + Penalty 1824.067141 = -1405123.040716 nChanged 494 SP:Iteration 9Q (3502.195824 sec): 3 clusters Score: Raw -1407177.513557 + Penalty 1824.067141 = -1405353.446415 nChanged 367 SP:Iteration 10Q (3502.252804 sec): 3 clusters Score: Raw -1407355.882039 + Penalty 1824.067141 = -1405531.814898 nChanged 325 SP:Iteration 11Q (3502.319171 sec): 3 clusters Score: Raw -1407501.211787 + Penalty 1824.067141 = -1405677.144646 nChanged 290 SP:Iteration 12Q (3502.366175 sec): 3 clusters Score: Raw -1407635.345679 + Penalty 1824.067141 = -1405811.278538 nChanged 284 SP:Iteration 13Q (3502.428561 sec): 3 clusters Score: Raw -1407759.903781 + Penalty 1824.067141 = -1405935.836640 nChanged 232 SP:Iteration 14Q (3502.498539 sec): 3 clusters Score: Raw -1407881.165834 + Penalty 1824.067141 = -1406057.098693 nChanged 246 SP:Iteration 15Q (3502.553197 sec): 3 clusters Score: Raw -1408025.671841 + Penalty 1824.067141 = -1406201.604700 nChanged 218 SP:Iteration 16Q (3502.620977 sec): 3 clusters Score: Raw -1408168.474472 + Penalty 1824.067141 = -1406344.407331 nChanged 195 SP:Iteration 17Q (3502.682278 sec): 3 clusters Score: Raw -1408274.043964 + Penalty 1824.067141 = -1406449.976823 nChanged 165 SP:Iteration 18Q (3502.746098 sec): 3 clusters Score: Raw -1408340.711905 + Penalty 1824.067141 = -1406516.644763 nChanged 137 SP:Iteration 19Q (3502.800173 sec): 3 clusters Score: Raw -1408396.237342 + Penalty 1824.067141 = -1406572.170201 nChanged 118 SP:Iteration 20F (3502.866391 sec): 3 clusters Score: Raw -1408440.708041 + Penalty 1824.067141 = -1406616.640899 nChanged 113 SP:Iteration 21Q (3502.929669 sec): 3 clusters Score: Raw -1408476.684482 + Penalty 1824.067141 = -1406652.617341 nChanged 97 SP:Iteration 22Q (3502.983570 sec): 3 clusters Score: Raw -1408497.313301 + Penalty 1824.067141 = -1406673.246160 nChanged 55 SP:Iteration 23Q (3503.053668 sec): 3 clusters Score: Raw -1408506.101620 + Penalty 1824.067141 = -1406682.034479 nChanged 60 SP:Iteration 24Q (3503.104945 sec): 3 clusters Score: Raw -1408516.264542 + Penalty 1824.067141 = -1406692.197400 nChanged 64 SP:Iteration 25Q (3503.166794 sec): 3 clusters Score: Raw -1408526.964030 + Penalty 1824.067141 = -1406702.896889 nChanged 65 SP:Iteration 26Q (3503.224253 sec): 3 clusters Score: Raw -1408539.794270 + Penalty 1824.067141 = -1406715.727129 nChanged 65 SP:Iteration 27Q (3503.290082 sec): 3 clusters Score: Raw -1408554.038435 + Penalty 1824.067141 = -1406729.971294 nChanged 61 SP:Iteration 28Q (3503.354156 sec): 3 clusters Score: Raw -1408563.325585 + Penalty 1824.067141 = -1406739.258444 nChanged 42 SP:Iteration 29Q (3503.402016 sec): 3 clusters Score: Raw -1408568.693958 + Penalty 1824.067141 = -1406744.626816 nChanged 39 SP:Iteration 30Q (3503.469469 sec): 3 clusters Score: Raw -1408573.699068 + Penalty 1824.067141 = -1406749.631926 nChanged 33 SP:Iteration 31Q (3503.519040 sec): 3 clusters Score: Raw -1408577.518443 + Penalty 1824.067141 = -1406753.451302 nChanged 33 SP:Iteration 32Q (3503.581915 sec): 3 clusters Score: Raw -1408581.127769 + Penalty 1824.067141 = -1406757.060627 nChanged 24 SP:Iteration 33Q (3503.647421 sec): 3 clusters Score: Raw -1408583.109150 + Penalty 1824.067141 = -1406759.042009 nChanged 15 SP:Iteration 34Q (3503.708396 sec): 3 clusters Score: Raw -1408584.357727 + Penalty 1824.067141 = -1406760.290586 nChanged 18 SP:Iteration 35Q (3503.754463 sec): 3 clusters Score: Raw -1408586.112123 + Penalty 1824.067141 = -1406762.044982 nChanged 15 SP:Iteration 36Q (3503.824053 sec): 3 clusters Score: Raw -1408587.378604 + Penalty 1824.067141 = -1406763.311463 nChanged 13 SP:Iteration 37Q (3503.887067 sec): 3 clusters Score: Raw -1408588.482130 + Penalty 1824.067141 = -1406764.414988 nChanged 12 SP:Iteration 38Q (3503.950017 sec): 3 clusters Score: Raw -1408589.238686 + Penalty 1824.067141 = -1406765.171545 nChanged 7 SP:Iteration 39Q (3504.002970 sec): 3 clusters Score: Raw -1408589.785389 + Penalty 1824.067141 = -1406765.718247 nChanged 10 SP:Iteration 40F (3504.075269 sec): 3 clusters Score: Raw -1408590.366804 + Penalty 1824.067141 = -1406766.299662 nChanged 5 SP:Iteration 41Q (3504.127547 sec): 3 clusters Score: Raw -1408590.567767 + Penalty 1824.067141 = -1406766.500626 nChanged 6 SP:Iteration 42Q (3504.191876 sec): 3 clusters Score: Raw -1408590.943481 + Penalty 1824.067141 = -1406766.876340 nChanged 8 SP:Iteration 43Q (3504.262017 sec): 3 clusters Score: Raw -1408591.606779 + Penalty 1824.067141 = -1406767.539638 nChanged 10 SP:Iteration 44Q (3504.309701 sec): 3 clusters Score: Raw -1408592.279093 + Penalty 1824.067141 = -1406768.211952 nChanged 11 SP:Iteration 45Q (3504.372370 sec): 3 clusters Score: Raw -1408593.286292 + Penalty 1824.067141 = -1406769.219151 nChanged 5 SP:Iteration 46Q (3504.434908 sec): 3 clusters Score: Raw -1408593.514406 + Penalty 1824.067141 = -1406769.447265 nChanged 3 SP:Iteration 47Q (3504.467027 sec): 3 clusters Score: Raw -1408593.693797 + Penalty 1824.067141 = -1406769.626655 nChanged 3 SP:Iteration 48Q (3504.529989 sec): 3 clusters Score: Raw -1408593.963340 + Penalty 1824.067141 = -1406769.896198 nChanged 5 SP:Iteration 49Q (3504.594695 sec): 3 clusters Score: Raw -1408594.286494 + Penalty 1824.067141 = -1406770.219352 nChanged 7 SP:Iteration 50Q (3504.643529 sec): 3 clusters Score: Raw -1408594.903184 + Penalty 1824.067141 = -1406770.836043 nChanged 7 SP:Iteration 51Q (3504.708728 sec): 3 clusters Score: Raw -1408595.576795 + Penalty 1824.067141 = -1406771.509653 nChanged 11 SP:Iteration 52Q (3504.766350 sec): 3 clusters Score: Raw -1408596.639967 + Penalty 1824.067141 = -1406772.572826 nChanged 13 SP:Iteration 53Q (3504.824037 sec): 3 clusters Score: Raw -1408597.667162 + Penalty 1824.067141 = -1406773.600020 nChanged 11 SP:Iteration 54Q (3504.883487 sec): 3 clusters Score: Raw -1408598.514022 + Penalty 1824.067141 = -1406774.446881 nChanged 7 SP:Iteration 55Q (3504.939767 sec): 3 clusters Score: Raw -1408599.128603 + Penalty 1824.067141 = -1406775.061462 nChanged 7 SP:Iteration 56Q (3505.006896 sec): 3 clusters Score: Raw -1408599.580524 + Penalty 1824.067141 = -1406775.513382 nChanged 4 SP:Iteration 57Q (3505.062172 sec): 3 clusters Score: Raw -1408599.826440 + Penalty 1824.067141 = -1406775.759299 nChanged 7 SP:Iteration 58Q (3505.120703 sec): 3 clusters Score: Raw -1408600.309578 + Penalty 1824.067141 = -1406776.242437 nChanged 5 SP:Iteration 59Q (3505.166712 sec): 3 clusters Score: Raw -1408600.869234 + Penalty 1824.067141 = -1406776.802092 nChanged 6 SP:Iteration 60F (3505.229987 sec): 3 clusters Score: Raw -1408601.429265 + Penalty 1824.067141 = -1406777.362123 nChanged 5 SP:Iteration 61Q (3505.281221 sec): 3 clusters Score: Raw -1408601.838848 + Penalty 1824.067141 = -1406777.771706 nChanged 4 SP:Iteration 62Q (3505.342274 sec): 3 clusters Score: Raw -1408602.143946 + Penalty 1824.067141 = -1406778.076805 nChanged 5 SP:Iteration 63Q (3505.401306 sec): 3 clusters Score: Raw -1408602.520462 + Penalty 1824.067141 = -1406778.453320 nChanged 4 SP:Iteration 64Q (3505.457158 sec): 3 clusters Score: Raw -1408602.974675 + Penalty 1824.067141 = -1406778.907534 nChanged 4 SP:Iteration 65Q (3505.518259 sec): 3 clusters Score: Raw -1408603.351269 + Penalty 1824.067141 = -1406779.284127 nChanged 4 SP:Iteration 66Q (3505.588354 sec): 3 clusters Score: Raw -1408603.938184 + Penalty 1824.067141 = -1406779.871043 nChanged 5 SP:Iteration 67Q (3505.637568 sec): 3 clusters Score: Raw -1408604.513515 + Penalty 1824.067141 = -1406780.446374 nChanged 4 SP:Iteration 68Q (3505.700932 sec): 3 clusters Score: Raw -1408604.744953 + Penalty 1824.067141 = -1406780.677812 nChanged 4 SP:Iteration 69Q (3505.762655 sec): 3 clusters Score: Raw -1408604.997205 + Penalty 1824.067141 = -1406780.930063 nChanged 4 SP:Iteration 70Q (3505.825354 sec): 3 clusters Score: Raw -1408605.355554 + Penalty 1824.067141 = -1406781.288413 nChanged 4 SP:Iteration 71Q (3505.883912 sec): 3 clusters Score: Raw -1408605.919929 + Penalty 1824.067141 = -1406781.852788 nChanged 4 SP:Iteration 72Q (3505.955523 sec): 3 clusters Score: Raw -1408606.348541 + Penalty 1824.067141 = -1406782.281400 nChanged 3 SP:Iteration 73Q (3506.006241 sec): 3 clusters Score: Raw -1408606.786516 + Penalty 1824.067141 = -1406782.719375 nChanged 2 SP:Iteration 74Q (3506.064747 sec): 3 clusters Score: Raw -1408606.957006 + Penalty 1824.067141 = -1406782.889865 nChanged 0 SP:Iteration 75F (3506.123628 sec): 3 clusters Score: Raw -1408606.957006 + Penalty 1824.067141 = -1406782.889865 nChanged 0 Trying to split cluster 16 (32918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3506.179678 sec): 2 clusters Score: Raw -3067771.995654 + Penalty 988.168615 = -3066783.827039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3506.274533 sec): 3 clusters Score: Raw -3046895.183859 + Penalty 1976.337231 = -3044918.846628 nChanged 15417 SP:Iteration 1F (3506.359243 sec): 3 clusters Score: Raw -3056103.145945 + Penalty 1976.337231 = -3054126.808714 nChanged 2052 SP:Iteration 2F (3506.438562 sec): 3 clusters Score: Raw -3057157.694305 + Penalty 1976.337231 = -3055181.357074 nChanged 2339 SP:Iteration 3F (3506.516478 sec): 3 clusters Score: Raw -3058619.712937 + Penalty 1976.337231 = -3056643.375706 nChanged 2534 SP:Iteration 4F (3506.595361 sec): 3 clusters Score: Raw -3060545.157244 + Penalty 1976.337231 = -3058568.820013 nChanged 2470 SP:Iteration 5F (3506.676137 sec): 3 clusters Score: Raw -3062655.089247 + Penalty 1976.337231 = -3060678.752016 nChanged 2166 SP:Iteration 6F (3506.755281 sec): 3 clusters Score: Raw -3064616.740392 + Penalty 1976.337231 = -3062640.403161 nChanged 1619 SP:Iteration 7Q (3506.834475 sec): 3 clusters Score: Raw -3066094.167722 + Penalty 1976.337231 = -3064117.830491 nChanged 1033 SP:Iteration 8Q (3506.918292 sec): 3 clusters Score: Raw -3066975.207047 + Penalty 1976.337231 = -3064998.869816 nChanged 565 SP:Iteration 9Q (3507.011253 sec): 3 clusters Score: Raw -3067462.235823 + Penalty 1976.337231 = -3065485.898592 nChanged 274 SP:Iteration 10Q (3507.096364 sec): 3 clusters Score: Raw -3067693.764634 + Penalty 1976.337231 = -3065717.427403 nChanged 119 SP:Iteration 11Q (3507.173701 sec): 3 clusters Score: Raw -3067786.093484 + Penalty 1976.337231 = -3065809.756253 nChanged 54 SP:Iteration 12Q (3507.257028 sec): 3 clusters Score: Raw -3067825.363403 + Penalty 1976.337231 = -3065849.026172 nChanged 34 SP:Iteration 13Q (3507.339973 sec): 3 clusters Score: Raw -3067854.921558 + Penalty 1976.337231 = -3065878.584327 nChanged 23 SP:Iteration 14Q (3507.416190 sec): 3 clusters Score: Raw -3067880.036986 + Penalty 1976.337231 = -3065903.699756 nChanged 23 SP:Iteration 15Q (3507.497474 sec): 3 clusters Score: Raw -3067901.524345 + Penalty 1976.337231 = -3065925.187114 nChanged 14 SP:Iteration 16Q (3507.579513 sec): 3 clusters Score: Raw -3067914.201510 + Penalty 1976.337231 = -3065937.864279 nChanged 8 SP:Iteration 17Q (3507.660559 sec): 3 clusters Score: Raw -3067924.943017 + Penalty 1976.337231 = -3065948.605786 nChanged 7 SP:Iteration 18Q (3507.738594 sec): 3 clusters Score: Raw -3067934.436283 + Penalty 1976.337231 = -3065958.099052 nChanged 6 SP:Iteration 19Q (3507.816704 sec): 3 clusters Score: Raw -3067939.346568 + Penalty 1976.337231 = -3065963.009337 nChanged 3 SP:Iteration 20F (3507.887405 sec): 3 clusters Score: Raw -3067943.605447 + Penalty 1976.337231 = -3065967.268216 nChanged 4 SP:Iteration 21Q (3507.956589 sec): 3 clusters Score: Raw -3067948.337922 + Penalty 1976.337231 = -3065972.000691 nChanged 3 SP:Iteration 22Q (3508.034741 sec): 3 clusters Score: Raw -3067951.302159 + Penalty 1976.337231 = -3065974.964928 nChanged 5 SP:Iteration 23Q (3508.122500 sec): 3 clusters Score: Raw -3067957.607355 + Penalty 1976.337231 = -3065981.270124 nChanged 2 SP:Iteration 24Q (3508.204533 sec): 3 clusters Score: Raw -3067958.589008 + Penalty 1976.337231 = -3065982.251777 nChanged 1 SP:Iteration 25Q (3508.273656 sec): 3 clusters Score: Raw -3067959.430713 + Penalty 1976.337231 = -3065983.093482 nChanged 2 SP:Iteration 26Q (3508.353363 sec): 3 clusters Score: Raw -3067960.517931 + Penalty 1976.337231 = -3065984.180700 nChanged 2 SP:Iteration 27Q (3508.429970 sec): 3 clusters Score: Raw -3067962.315074 + Penalty 1976.337231 = -3065985.977843 nChanged 2 SP:Iteration 28Q (3508.518327 sec): 3 clusters Score: Raw -3067964.268048 + Penalty 1976.337231 = -3065987.930817 nChanged 2 SP:Iteration 29Q (3508.598900 sec): 3 clusters Score: Raw -3067965.292553 + Penalty 1976.337231 = -3065988.955323 nChanged 1 SP:Iteration 30Q (3508.679667 sec): 3 clusters Score: Raw -3067965.724752 + Penalty 1976.337231 = -3065989.387521 nChanged 0 SP:Iteration 31F (3508.768750 sec): 3 clusters Score: Raw -3067965.724752 + Penalty 1976.337231 = -3065989.387521 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3508.797456 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3508.845477 sec): 3 clusters Score: Raw -17020.061058 + Penalty 1005.727917 = -16014.333141 nChanged 52 SP:Iteration 1F (3508.880350 sec): 3 clusters Score: Raw -17150.022286 + Penalty 1005.727917 = -16144.294369 nChanged 9 SP:Iteration 2Q (3508.929897 sec): 3 clusters Score: Raw -17169.504217 + Penalty 1005.727917 = -16163.776300 nChanged 6 SP:Iteration 3Q (3508.977934 sec): 3 clusters Score: Raw -17180.087428 + Penalty 1005.727917 = -16174.359511 nChanged 2 SP:Iteration 4Q (3509.028888 sec): 3 clusters Score: Raw -17182.902613 + Penalty 1005.727917 = -16177.174696 nChanged 1 SP:Iteration 5Q (3509.078792 sec): 3 clusters Score: Raw -17184.012291 + Penalty 1005.727917 = -16178.284374 nChanged 4 SP:Iteration 6Q (3509.124433 sec): 3 clusters Score: Raw -17199.976197 + Penalty 1005.727917 = -16194.248280 nChanged 4 SP:Iteration 7Q (3509.179633 sec): 3 clusters Score: Raw -17213.042965 + Penalty 1005.727917 = -16207.315048 nChanged 3 SP:Iteration 8Q (3509.228730 sec): 3 clusters Score: Raw -17221.836033 + Penalty 1005.727917 = -16216.108117 nChanged 0 SP:Iteration 9F (3509.278553 sec): 3 clusters Score: Raw -17221.836033 + Penalty 1005.727917 = -16216.108117 nChanged 0 Trying to split cluster 18 (130607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3509.427970 sec): 2 clusters Score: Raw -12989795.675573 + Penalty 1119.095069 = -12988676.580504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3509.648668 sec): 3 clusters Score: Raw -12903126.461835 + Penalty 2238.190138 = -12900888.271697 nChanged 63493 SP:Iteration 1F (3509.847879 sec): 3 clusters Score: Raw -12941242.353701 + Penalty 2238.190138 = -12939004.163563 nChanged 4630 SP:Iteration 2Q (3510.065295 sec): 3 clusters Score: Raw -12942580.702931 + Penalty 2238.190138 = -12940342.512794 nChanged 5177 SP:Iteration 3Q (3510.288259 sec): 3 clusters Score: Raw -12944386.761459 + Penalty 2238.190138 = -12942148.571321 nChanged 5898 SP:Iteration 4Q (3510.500755 sec): 3 clusters Score: Raw -12946943.820952 + Penalty 2238.190138 = -12944705.630815 nChanged 6773 SP:Iteration 5F (3510.711277 sec): 3 clusters Score: Raw -12950459.911583 + Penalty 2238.190138 = -12948221.721445 nChanged 7434 SP:Iteration 6F (3510.919350 sec): 3 clusters Score: Raw -12954881.447581 + Penalty 2238.190138 = -12952643.257443 nChanged 7521 SP:Iteration 7F (3511.126666 sec): 3 clusters Score: Raw -12959986.193173 + Penalty 2238.190138 = -12957748.003036 nChanged 7440 SP:Iteration 8F (3511.331512 sec): 3 clusters Score: Raw -12965183.997197 + Penalty 2238.190138 = -12962945.807060 nChanged 6669 SP:Iteration 9F (3511.538990 sec): 3 clusters Score: Raw -12969175.759892 + Penalty 2238.190138 = -12966937.569754 nChanged 5148 SP:Iteration 10Q (3511.745075 sec): 3 clusters Score: Raw -12971486.062809 + Penalty 2238.190138 = -12969247.872671 nChanged 3759 SP:Iteration 11Q (3511.957968 sec): 3 clusters Score: Raw -12972852.191620 + Penalty 2238.190138 = -12970614.001483 nChanged 2856 SP:Iteration 12Q (3512.168968 sec): 3 clusters Score: Raw -12973813.908275 + Penalty 2238.190138 = -12971575.718137 nChanged 2485 SP:Iteration 13Q (3512.373958 sec): 3 clusters Score: Raw -12974596.931221 + Penalty 2238.190138 = -12972358.741083 nChanged 2250 SP:Iteration 14Q (3512.576369 sec): 3 clusters Score: Raw -12975266.977445 + Penalty 2238.190138 = -12973028.787307 nChanged 2112 SP:Iteration 15Q (3512.781986 sec): 3 clusters Score: Raw -12975835.910151 + Penalty 2238.190138 = -12973597.720013 nChanged 2020 SP:Iteration 16Q (3512.983977 sec): 3 clusters Score: Raw -12976348.108725 + Penalty 2238.190138 = -12974109.918587 nChanged 1952 SP:Iteration 17Q (3513.197881 sec): 3 clusters Score: Raw -12976830.115728 + Penalty 2238.190138 = -12974591.925591 nChanged 1866 SP:Iteration 18Q (3513.396260 sec): 3 clusters Score: Raw -12977294.018011 + Penalty 2238.190138 = -12975055.827874 nChanged 1829 SP:Iteration 19Q (3513.598875 sec): 3 clusters Score: Raw -12977752.914214 + Penalty 2238.190138 = -12975514.724076 nChanged 1756 SP:Iteration 20F (3513.808072 sec): 3 clusters Score: Raw -12978194.297570 + Penalty 2238.190138 = -12975956.107432 nChanged 1730 SP:Iteration 21Q (3514.010994 sec): 3 clusters Score: Raw -12978647.682809 + Penalty 2238.190138 = -12976409.492671 nChanged 1710 SP:Iteration 22Q (3514.211488 sec): 3 clusters Score: Raw -12979110.554969 + Penalty 2238.190138 = -12976872.364831 nChanged 1715 SP:Iteration 23Q (3514.405102 sec): 3 clusters Score: Raw -12979580.351300 + Penalty 2238.190138 = -12977342.161162 nChanged 1626 SP:Iteration 24Q (3514.583735 sec): 3 clusters Score: Raw -12980037.785736 + Penalty 2238.190138 = -12977799.595599 nChanged 1685 SP:Iteration 25Q (3514.790353 sec): 3 clusters Score: Raw -12980542.788725 + Penalty 2238.190138 = -12978304.598587 nChanged 1679 SP:Iteration 26Q (3514.988560 sec): 3 clusters Score: Raw -12981089.559364 + Penalty 2238.190138 = -12978851.369226 nChanged 1734 SP:Iteration 27Q (3515.188552 sec): 3 clusters Score: Raw -12981666.750356 + Penalty 2238.190138 = -12979428.560219 nChanged 1723 SP:Iteration 28Q (3515.385066 sec): 3 clusters Score: Raw -12982282.538161 + Penalty 2238.190138 = -12980044.348024 nChanged 1641 SP:Iteration 29Q (3515.566953 sec): 3 clusters Score: Raw -12982821.640343 + Penalty 2238.190138 = -12980583.450205 nChanged 1532 SP:Iteration 30Q (3515.767179 sec): 3 clusters Score: Raw -12983263.588715 + Penalty 2238.190138 = -12981025.398577 nChanged 1428 SP:Iteration 31Q (3515.967511 sec): 3 clusters Score: Raw -12983631.163199 + Penalty 2238.190138 = -12981392.973062 nChanged 1321 SP:Iteration 32Q (3516.163383 sec): 3 clusters Score: Raw -12983923.484828 + Penalty 2238.190138 = -12981685.294690 nChanged 1238 SP:Iteration 33Q (3516.364961 sec): 3 clusters Score: Raw -12984171.617779 + Penalty 2238.190138 = -12981933.427641 nChanged 1170 SP:Iteration 34Q (3516.570431 sec): 3 clusters Score: Raw -12984388.786219 + Penalty 2238.190138 = -12982150.596081 nChanged 1111 SP:Iteration 35Q (3516.767627 sec): 3 clusters Score: Raw -12984584.984750 + Penalty 2238.190138 = -12982346.794612 nChanged 1081 SP:Iteration 36Q (3516.970368 sec): 3 clusters Score: Raw -12984758.684975 + Penalty 2238.190138 = -12982520.494837 nChanged 1046 SP:Iteration 37Q (3517.171579 sec): 3 clusters Score: Raw -12984917.284838 + Penalty 2238.190138 = -12982679.094700 nChanged 964 SP:Iteration 38Q (3517.378062 sec): 3 clusters Score: Raw -12985057.859666 + Penalty 2238.190138 = -12982819.669528 nChanged 938 SP:Iteration 39Q (3517.581073 sec): 3 clusters Score: Raw -12985194.003809 + Penalty 2238.190138 = -12982955.813671 nChanged 910 SP:Iteration 40F (3517.780102 sec): 3 clusters Score: Raw -12985378.004229 + Penalty 2238.190138 = -12983139.814091 nChanged 979 SP:Iteration 41Q (3517.989851 sec): 3 clusters Score: Raw -12985529.397177 + Penalty 2238.190138 = -12983291.207039 nChanged 923 SP:Iteration 42Q (3518.199850 sec): 3 clusters Score: Raw -12985661.765834 + Penalty 2238.190138 = -12983423.575697 nChanged 846 SP:Iteration 43Q (3518.392599 sec): 3 clusters Score: Raw -12985779.791664 + Penalty 2238.190138 = -12983541.601526 nChanged 852 SP:Iteration 44Q (3518.596901 sec): 3 clusters Score: Raw -12985893.072521 + Penalty 2238.190138 = -12983654.882383 nChanged 810 SP:Iteration 45Q (3518.798733 sec): 3 clusters Score: Raw -12985999.786941 + Penalty 2238.190138 = -12983761.596803 nChanged 826 SP:Iteration 46Q (3519.005611 sec): 3 clusters Score: Raw -12986105.865857 + Penalty 2238.190138 = -12983867.675719 nChanged 754 SP:Iteration 47Q (3519.200303 sec): 3 clusters Score: Raw -12986202.392521 + Penalty 2238.190138 = -12983964.202383 nChanged 768 SP:Iteration 48Q (3519.410807 sec): 3 clusters Score: Raw -12986301.992113 + Penalty 2238.190138 = -12984063.801975 nChanged 797 SP:Iteration 49Q (3519.604675 sec): 3 clusters Score: Raw -12986406.517087 + Penalty 2238.190138 = -12984168.326949 nChanged 796 SP:Iteration 50Q (3519.799201 sec): 3 clusters Score: Raw -12986513.953108 + Penalty 2238.190138 = -12984275.762970 nChanged 784 SP:Iteration 51Q (3520.001657 sec): 3 clusters Score: Raw -12986616.261841 + Penalty 2238.190138 = -12984378.071703 nChanged 755 SP:Iteration 52Q (3520.196065 sec): 3 clusters Score: Raw -12986714.746830 + Penalty 2238.190138 = -12984476.556693 nChanged 743 SP:Iteration 53Q (3520.381249 sec): 3 clusters Score: Raw -12986808.925641 + Penalty 2238.190138 = -12984570.735504 nChanged 731 SP:Iteration 54Q (3520.587522 sec): 3 clusters Score: Raw -12986901.299261 + Penalty 2238.190138 = -12984663.109124 nChanged 692 SP:Iteration 55Q (3520.778287 sec): 3 clusters Score: Raw -12986986.665097 + Penalty 2238.190138 = -12984748.474959 nChanged 678 SP:Iteration 56Q (3520.980614 sec): 3 clusters Score: Raw -12987071.138718 + Penalty 2238.190138 = -12984832.948581 nChanged 687 SP:Iteration 57Q (3521.174434 sec): 3 clusters Score: Raw -12987159.450856 + Penalty 2238.190138 = -12984921.260718 nChanged 703 SP:Iteration 58Q (3521.369925 sec): 3 clusters Score: Raw -12987251.650519 + Penalty 2238.190138 = -12985013.460381 nChanged 686 SP:Iteration 59Q (3521.567883 sec): 3 clusters Score: Raw -12987339.527191 + Penalty 2238.190138 = -12985101.337053 nChanged 675 SP:Iteration 60F (3521.773783 sec): 3 clusters Score: Raw -12987424.219378 + Penalty 2238.190138 = -12985186.029240 nChanged 641 SP:Iteration 61Q (3521.972170 sec): 3 clusters Score: Raw -12987501.827651 + Penalty 2238.190138 = -12985263.637514 nChanged 586 SP:Iteration 62Q (3522.169184 sec): 3 clusters Score: Raw -12987568.132732 + Penalty 2238.190138 = -12985329.942594 nChanged 548 SP:Iteration 63Q (3522.365329 sec): 3 clusters Score: Raw -12987627.439352 + Penalty 2238.190138 = -12985389.249214 nChanged 519 SP:Iteration 64Q (3522.569793 sec): 3 clusters Score: Raw -12987684.712919 + Penalty 2238.190138 = -12985446.522782 nChanged 547 SP:Iteration 65Q (3522.762882 sec): 3 clusters Score: Raw -12987745.989183 + Penalty 2238.190138 = -12985507.799045 nChanged 550 SP:Iteration 66Q (3522.957977 sec): 3 clusters Score: Raw -12987809.311298 + Penalty 2238.190138 = -12985571.121160 nChanged 554 SP:Iteration 67Q (3523.148925 sec): 3 clusters Score: Raw -12987874.285452 + Penalty 2238.190138 = -12985636.095314 nChanged 509 SP:Iteration 68Q (3523.351653 sec): 3 clusters Score: Raw -12987927.357258 + Penalty 2238.190138 = -12985689.167121 nChanged 461 SP:Iteration 69Q (3523.550361 sec): 3 clusters Score: Raw -12987973.012284 + Penalty 2238.190138 = -12985734.822146 nChanged 444 SP:Iteration 70Q (3523.742692 sec): 3 clusters Score: Raw -12988014.147514 + Penalty 2238.190138 = -12985775.957376 nChanged 432 SP:Iteration 71Q (3523.927341 sec): 3 clusters Score: Raw -12988056.836266 + Penalty 2238.190138 = -12985818.646128 nChanged 436 SP:Iteration 72Q (3524.107211 sec): 3 clusters Score: Raw -12988100.843211 + Penalty 2238.190138 = -12985862.653073 nChanged 451 SP:Iteration 73Q (3524.296263 sec): 3 clusters Score: Raw -12988146.684450 + Penalty 2238.190138 = -12985908.494313 nChanged 443 SP:Iteration 74Q (3524.492423 sec): 3 clusters Score: Raw -12988191.735365 + Penalty 2238.190138 = -12985953.545227 nChanged 434 SP:Iteration 75Q (3524.689130 sec): 3 clusters Score: Raw -12988236.512683 + Penalty 2238.190138 = -12985998.322545 nChanged 428 SP:Iteration 76Q (3524.885421 sec): 3 clusters Score: Raw -12988280.638106 + Penalty 2238.190138 = -12986042.447969 nChanged 425 SP:Iteration 77Q (3525.075915 sec): 3 clusters Score: Raw -12988323.953037 + Penalty 2238.190138 = -12986085.762899 nChanged 404 SP:Iteration 78Q (3525.258480 sec): 3 clusters Score: Raw -12988361.497163 + Penalty 2238.190138 = -12986123.307026 nChanged 369 SP:Iteration 79Q (3525.451257 sec): 3 clusters Score: Raw -12988396.807686 + Penalty 2238.190138 = -12986158.617549 nChanged 361 SP:Iteration 80F (3525.653863 sec): 3 clusters Score: Raw -12988429.813949 + Penalty 2238.190138 = -12986191.623811 nChanged 383 SP:Iteration 81Q (3525.854940 sec): 3 clusters Score: Raw -12988466.521822 + Penalty 2238.190138 = -12986228.331685 nChanged 364 SP:Iteration 82Q (3526.038051 sec): 3 clusters Score: Raw -12988501.746950 + Penalty 2238.190138 = -12986263.556813 nChanged 354 SP:Iteration 83Q (3526.225838 sec): 3 clusters Score: Raw -12988535.030261 + Penalty 2238.190138 = -12986296.840123 nChanged 334 SP:Iteration 84Q (3526.418182 sec): 3 clusters Score: Raw -12988566.319626 + Penalty 2238.190138 = -12986328.129488 nChanged 333 SP:Iteration 85Q (3526.606378 sec): 3 clusters Score: Raw -12988595.548035 + Penalty 2238.190138 = -12986357.357897 nChanged 320 SP:Iteration 86Q (3526.790576 sec): 3 clusters Score: Raw -12988622.559058 + Penalty 2238.190138 = -12986384.368921 nChanged 280 SP:Iteration 87Q (3526.981739 sec): 3 clusters Score: Raw -12988644.735849 + Penalty 2238.190138 = -12986406.545711 nChanged 262 SP:Iteration 88Q (3527.170712 sec): 3 clusters Score: Raw -12988664.256908 + Penalty 2238.190138 = -12986426.066770 nChanged 240 SP:Iteration 89Q (3527.370373 sec): 3 clusters Score: Raw -12988681.115499 + Penalty 2238.190138 = -12986442.925361 nChanged 226 SP:Iteration 90Q (3527.561565 sec): 3 clusters Score: Raw -12988697.343939 + Penalty 2238.190138 = -12986459.153801 nChanged 250 SP:Iteration 91Q (3527.747095 sec): 3 clusters Score: Raw -12988716.568324 + Penalty 2238.190138 = -12986478.378186 nChanged 278 SP:Iteration 92Q (3527.937941 sec): 3 clusters Score: Raw -12988739.118967 + Penalty 2238.190138 = -12986500.928829 nChanged 258 SP:Iteration 93Q (3528.126285 sec): 3 clusters Score: Raw -12988760.249803 + Penalty 2238.190138 = -12986522.059665 nChanged 236 SP:Iteration 94Q (3528.307408 sec): 3 clusters Score: Raw -12988778.837283 + Penalty 2238.190138 = -12986540.647145 nChanged 254 SP:Iteration 95Q (3528.504059 sec): 3 clusters Score: Raw -12988799.011457 + Penalty 2238.190138 = -12986560.821319 nChanged 260 SP:Iteration 96Q (3528.701057 sec): 3 clusters Score: Raw -12988819.262424 + Penalty 2238.190138 = -12986581.072286 nChanged 231 SP:Iteration 97Q (3528.897003 sec): 3 clusters Score: Raw -12988836.359267 + Penalty 2238.190138 = -12986598.169130 nChanged 232 SP:Iteration 98Q (3529.083322 sec): 3 clusters Score: Raw -12988852.651006 + Penalty 2238.190138 = -12986614.460869 nChanged 213 SP:Iteration 99Q (3529.267917 sec): 3 clusters Score: Raw -12988867.658605 + Penalty 2238.190138 = -12986629.468467 nChanged 205 SP:Iteration 100F (3529.454685 sec): 3 clusters Score: Raw -12988884.232316 + Penalty 2238.190138 = -12986646.042179 nChanged 237 SP:Iteration 101Q (3529.638444 sec): 3 clusters Score: Raw -12988903.830793 + Penalty 2238.190138 = -12986665.640656 nChanged 248 SP:Iteration 102Q (3529.826925 sec): 3 clusters Score: Raw -12988925.395106 + Penalty 2238.190138 = -12986687.204969 nChanged 268 SP:Iteration 103Q (3530.015123 sec): 3 clusters Score: Raw -12988948.291435 + Penalty 2238.190138 = -12986710.101298 nChanged 241 SP:Iteration 104Q (3530.196012 sec): 3 clusters Score: Raw -12988968.038637 + Penalty 2238.190138 = -12986729.848500 nChanged 216 SP:Iteration 105Q (3530.385246 sec): 3 clusters Score: Raw -12988984.829339 + Penalty 2238.190138 = -12986746.639202 nChanged 239 SP:Iteration 106Q (3530.572474 sec): 3 clusters Score: Raw -12989004.442026 + Penalty 2238.190138 = -12986766.251889 nChanged 232 SP:Iteration 107Q (3530.760651 sec): 3 clusters Score: Raw -12989023.097529 + Penalty 2238.190138 = -12986784.907391 nChanged 197 SP:Iteration 108Q (3530.941503 sec): 3 clusters Score: Raw -12989036.983515 + Penalty 2238.190138 = -12986798.793377 nChanged 198 SP:Iteration 109Q (3531.131778 sec): 3 clusters Score: Raw -12989051.483921 + Penalty 2238.190138 = -12986813.293783 nChanged 164 SP:Iteration 110Q (3531.317828 sec): 3 clusters Score: Raw -12989061.618431 + Penalty 2238.190138 = -12986823.428294 nChanged 147 SP:Iteration 111Q (3531.510220 sec): 3 clusters Score: Raw -12989070.137854 + Penalty 2238.190138 = -12986831.947716 nChanged 148 SP:Iteration 112Q (3531.696473 sec): 3 clusters Score: Raw -12989079.184455 + Penalty 2238.190138 = -12986840.994317 nChanged 142 SP:Iteration 113Q (3531.871796 sec): 3 clusters Score: Raw -12989087.994060 + Penalty 2238.190138 = -12986849.803922 nChanged 138 SP:Iteration 114Q (3532.055992 sec): 3 clusters Score: Raw -12989095.954946 + Penalty 2238.190138 = -12986857.764809 nChanged 127 SP:Iteration 115Q (3532.242874 sec): 3 clusters Score: Raw -12989103.195161 + Penalty 2238.190138 = -12986865.005023 nChanged 127 SP:Iteration 116Q (3532.424878 sec): 3 clusters Score: Raw -12989109.965408 + Penalty 2238.190138 = -12986871.775271 nChanged 123 SP:Iteration 117Q (3532.593841 sec): 3 clusters Score: Raw -12989116.594804 + Penalty 2238.190138 = -12986878.404666 nChanged 111 SP:Iteration 118Q (3532.785258 sec): 3 clusters Score: Raw -12989122.498871 + Penalty 2238.190138 = -12986884.308734 nChanged 111 SP:Iteration 119Q (3532.973834 sec): 3 clusters Score: Raw -12989129.474107 + Penalty 2238.190138 = -12986891.283969 nChanged 109 SP:Iteration 120F (3533.187671 sec): 3 clusters Score: Raw -12989135.622275 + Penalty 2238.190138 = -12986897.432137 nChanged 112 SP:Iteration 121Q (3533.380381 sec): 3 clusters Score: Raw -12989141.721507 + Penalty 2238.190138 = -12986903.531369 nChanged 94 SP:Iteration 122Q (3533.570358 sec): 3 clusters Score: Raw -12989146.005873 + Penalty 2238.190138 = -12986907.815735 nChanged 88 SP:Iteration 123Q (3533.756247 sec): 3 clusters Score: Raw -12989149.678765 + Penalty 2238.190138 = -12986911.488627 nChanged 78 SP:Iteration 124Q (3533.936166 sec): 3 clusters Score: Raw -12989153.277582 + Penalty 2238.190138 = -12986915.087445 nChanged 89 SP:Iteration 125Q (3534.117590 sec): 3 clusters Score: Raw -12989157.523996 + Penalty 2238.190138 = -12986919.333859 nChanged 94 SP:Iteration 126Q (3534.300313 sec): 3 clusters Score: Raw -12989162.052497 + Penalty 2238.190138 = -12986923.862359 nChanged 98 SP:Iteration 127Q (3534.480986 sec): 3 clusters Score: Raw -12989167.036488 + Penalty 2238.190138 = -12986928.846350 nChanged 102 SP:Iteration 128Q (3534.663713 sec): 3 clusters Score: Raw -12989173.320979 + Penalty 2238.190138 = -12986935.130841 nChanged 115 SP:Iteration 129Q (3534.848240 sec): 3 clusters Score: Raw -12989179.931546 + Penalty 2238.190138 = -12986941.741408 nChanged 101 SP:Iteration 130Q (3535.025563 sec): 3 clusters Score: Raw -12989185.525551 + Penalty 2238.190138 = -12986947.335413 nChanged 104 SP:Iteration 131Q (3535.206649 sec): 3 clusters Score: Raw -12989191.825647 + Penalty 2238.190138 = -12986953.635509 nChanged 106 SP:Iteration 132Q (3535.395529 sec): 3 clusters Score: Raw -12989198.305353 + Penalty 2238.190138 = -12986960.115215 nChanged 113 SP:Iteration 133Q (3535.579590 sec): 3 clusters Score: Raw -12989204.933973 + Penalty 2238.190138 = -12986966.743835 nChanged 96 SP:Iteration 134Q (3535.758515 sec): 3 clusters Score: Raw -12989211.184526 + Penalty 2238.190138 = -12986972.994388 nChanged 109 SP:Iteration 135Q (3535.940404 sec): 3 clusters Score: Raw -12989218.397617 + Penalty 2238.190138 = -12986980.207479 nChanged 106 SP:Iteration 136Q (3536.128186 sec): 3 clusters Score: Raw -12989224.271568 + Penalty 2238.190138 = -12986986.081430 nChanged 94 SP:Iteration 137Q (3536.316028 sec): 3 clusters Score: Raw -12989229.037821 + Penalty 2238.190138 = -12986990.847683 nChanged 92 SP:Iteration 138Q (3536.498901 sec): 3 clusters Score: Raw -12989233.566599 + Penalty 2238.190138 = -12986995.376461 nChanged 95 SP:Iteration 139Q (3536.684917 sec): 3 clusters Score: Raw -12989239.372758 + Penalty 2238.190138 = -12987001.182621 nChanged 102 SP:Iteration 140F (3536.883150 sec): 3 clusters Score: Raw -12989245.504197 + Penalty 2238.190138 = -12987007.314060 nChanged 94 SP:Iteration 141Q (3537.063559 sec): 3 clusters Score: Raw -12989250.727219 + Penalty 2238.190138 = -12987012.537082 nChanged 91 SP:Iteration 142Q (3537.248863 sec): 3 clusters Score: Raw -12989256.109776 + Penalty 2238.190138 = -12987017.919638 nChanged 99 SP:Iteration 143Q (3537.427125 sec): 3 clusters Score: Raw -12989261.410772 + Penalty 2238.190138 = -12987023.220634 nChanged 103 SP:Iteration 144Q (3537.611307 sec): 3 clusters Score: Raw -12989267.737590 + Penalty 2238.190138 = -12987029.547453 nChanged 95 SP:Iteration 145Q (3537.806591 sec): 3 clusters Score: Raw -12989273.060647 + Penalty 2238.190138 = -12987034.870509 nChanged 89 SP:Iteration 146Q (3537.988757 sec): 3 clusters Score: Raw -12989278.074278 + Penalty 2238.190138 = -12987039.884140 nChanged 75 SP:Iteration 147Q (3538.166986 sec): 3 clusters Score: Raw -12989282.108649 + Penalty 2238.190138 = -12987043.918511 nChanged 78 SP:Iteration 148Q (3538.347427 sec): 3 clusters Score: Raw -12989285.738507 + Penalty 2238.190138 = -12987047.548369 nChanged 77 SP:Iteration 149Q (3538.523270 sec): 3 clusters Score: Raw -12989289.901505 + Penalty 2238.190138 = -12987051.711368 nChanged 82 SP:Iteration 150Q (3538.706009 sec): 3 clusters Score: Raw -12989293.515451 + Penalty 2238.190138 = -12987055.325313 nChanged 76 SP:Iteration 151Q (3538.895856 sec): 3 clusters Score: Raw -12989296.640110 + Penalty 2238.190138 = -12987058.449973 nChanged 67 SP:Iteration 152Q (3539.080105 sec): 3 clusters Score: Raw -12989299.735296 + Penalty 2238.190138 = -12987061.545158 nChanged 79 SP:Iteration 153Q (3539.253459 sec): 3 clusters Score: Raw -12989303.781925 + Penalty 2238.190138 = -12987065.591787 nChanged 66 SP:Iteration 154Q (3539.435338 sec): 3 clusters Score: Raw -12989306.570355 + Penalty 2238.190138 = -12987068.380217 nChanged 63 SP:Iteration 155Q (3539.611293 sec): 3 clusters Score: Raw -12989308.938900 + Penalty 2238.190138 = -12987070.748763 nChanged 57 SP:Iteration 156Q (3539.788546 sec): 3 clusters Score: Raw -12989311.339296 + Penalty 2238.190138 = -12987073.149158 nChanged 69 SP:Iteration 157Q (3539.968830 sec): 3 clusters Score: Raw -12989314.554525 + Penalty 2238.190138 = -12987076.364388 nChanged 59 SP:Iteration 158Q (3540.151771 sec): 3 clusters Score: Raw -12989317.197855 + Penalty 2238.190138 = -12987079.007718 nChanged 73 SP:Iteration 159Q (3540.327838 sec): 3 clusters Score: Raw -12989320.885702 + Penalty 2238.190138 = -12987082.695564 nChanged 70 SP:Iteration 160F (3540.529620 sec): 3 clusters Score: Raw -12989323.944588 + Penalty 2238.190138 = -12987085.754451 nChanged 59 SP:Iteration 161Q (3540.712000 sec): 3 clusters Score: Raw -12989326.798754 + Penalty 2238.190138 = -12987088.608616 nChanged 76 SP:Iteration 162Q (3540.893982 sec): 3 clusters Score: Raw -12989330.915335 + Penalty 2238.190138 = -12987092.725198 nChanged 72 SP:Iteration 163Q (3541.081059 sec): 3 clusters Score: Raw -12989334.040013 + Penalty 2238.190138 = -12987095.849875 nChanged 59 SP:Iteration 164Q (3541.254891 sec): 3 clusters Score: Raw -12989336.428737 + Penalty 2238.190138 = -12987098.238599 nChanged 60 SP:Iteration 165Q (3541.434321 sec): 3 clusters Score: Raw -12989339.002192 + Penalty 2238.190138 = -12987100.812054 nChanged 46 SP:Iteration 166Q (3541.620154 sec): 3 clusters Score: Raw -12989341.494696 + Penalty 2238.190138 = -12987103.304558 nChanged 61 SP:Iteration 167Q (3541.796396 sec): 3 clusters Score: Raw -12989345.691784 + Penalty 2238.190138 = -12987107.501647 nChanged 73 SP:Iteration 168Q (3541.979522 sec): 3 clusters Score: Raw -12989350.336540 + Penalty 2238.190138 = -12987112.146402 nChanged 83 SP:Iteration 169Q (3542.160288 sec): 3 clusters Score: Raw -12989356.309437 + Penalty 2238.190138 = -12987118.119300 nChanged 100 SP:Iteration 170Q (3542.355062 sec): 3 clusters Score: Raw -12989362.520537 + Penalty 2238.190138 = -12987124.330400 nChanged 91 SP:Iteration 171Q (3542.532339 sec): 3 clusters Score: Raw -12989368.151257 + Penalty 2238.190138 = -12987129.961119 nChanged 93 SP:Iteration 172Q (3542.703552 sec): 3 clusters Score: Raw -12989373.606896 + Penalty 2238.190138 = -12987135.416759 nChanged 80 SP:Iteration 173Q (3542.889218 sec): 3 clusters Score: Raw -12989377.823348 + Penalty 2238.190138 = -12987139.633210 nChanged 78 SP:Iteration 174Q (3543.067225 sec): 3 clusters Score: Raw -12989381.377709 + Penalty 2238.190138 = -12987143.187571 nChanged 69 SP:Iteration 175Q (3543.244307 sec): 3 clusters Score: Raw -12989384.239450 + Penalty 2238.190138 = -12987146.049313 nChanged 57 SP:Iteration 176Q (3543.421349 sec): 3 clusters Score: Raw -12989386.688671 + Penalty 2238.190138 = -12987148.498533 nChanged 55 SP:Iteration 177Q (3543.602972 sec): 3 clusters Score: Raw -12989389.115666 + Penalty 2238.190138 = -12987150.925528 nChanged 48 SP:Iteration 178Q (3543.782593 sec): 3 clusters Score: Raw -12989390.903350 + Penalty 2238.190138 = -12987152.713212 nChanged 44 SP:Iteration 179Q (3543.970579 sec): 3 clusters Score: Raw -12989392.572182 + Penalty 2238.190138 = -12987154.382044 nChanged 45 SP:Iteration 180F (3544.176034 sec): 3 clusters Score: Raw -12989394.219344 + Penalty 2238.190138 = -12987156.029206 nChanged 40 SP:Iteration 181Q (3544.362444 sec): 3 clusters Score: Raw -12989395.579496 + Penalty 2238.190138 = -12987157.389358 nChanged 42 SP:Iteration 182Q (3544.547309 sec): 3 clusters Score: Raw -12989397.479459 + Penalty 2238.190138 = -12987159.289321 nChanged 42 SP:Iteration 183Q (3544.732504 sec): 3 clusters Score: Raw -12989399.406947 + Penalty 2238.190138 = -12987161.216809 nChanged 43 SP:Iteration 184Q (3544.913605 sec): 3 clusters Score: Raw -12989401.667979 + Penalty 2238.190138 = -12987163.477842 nChanged 59 SP:Iteration 185Q (3545.094557 sec): 3 clusters Score: Raw -12989405.171659 + Penalty 2238.190138 = -12987166.981522 nChanged 66 SP:Iteration 186Q (3545.268956 sec): 3 clusters Score: Raw -12989408.529788 + Penalty 2238.190138 = -12987170.339650 nChanged 62 SP:Iteration 187Q (3545.446236 sec): 3 clusters Score: Raw -12989411.619203 + Penalty 2238.190138 = -12987173.429066 nChanged 65 SP:Iteration 188Q (3545.625518 sec): 3 clusters Score: Raw -12989414.874121 + Penalty 2238.190138 = -12987176.683983 nChanged 63 SP:Iteration 189Q (3545.800419 sec): 3 clusters Score: Raw -12989417.839421 + Penalty 2238.190138 = -12987179.649283 nChanged 49 SP:Iteration 190Q (3545.966823 sec): 3 clusters Score: Raw -12989420.120265 + Penalty 2238.190138 = -12987181.930127 nChanged 41 SP:Iteration 191Q (3546.149265 sec): 3 clusters Score: Raw -12989421.623405 + Penalty 2238.190138 = -12987183.433267 nChanged 37 SP:Iteration 192Q (3546.321106 sec): 3 clusters Score: Raw -12989423.250567 + Penalty 2238.190138 = -12987185.060429 nChanged 36 SP:Iteration 193Q (3546.500036 sec): 3 clusters Score: Raw -12989424.568428 + Penalty 2238.190138 = -12987186.378291 nChanged 34 SP:Iteration 194Q (3546.684494 sec): 3 clusters Score: Raw -12989425.852382 + Penalty 2238.190138 = -12987187.662245 nChanged 25 SP:Iteration 195Q (3546.880971 sec): 3 clusters Score: Raw -12989426.778902 + Penalty 2238.190138 = -12987188.588764 nChanged 33 SP:Iteration 196Q (3547.070198 sec): 3 clusters Score: Raw -12989428.156888 + Penalty 2238.190138 = -12987189.966751 nChanged 37 SP:Iteration 197Q (3547.244388 sec): 3 clusters Score: Raw -12989430.003237 + Penalty 2238.190138 = -12987191.813099 nChanged 39 SP:Iteration 198Q (3547.430319 sec): 3 clusters Score: Raw -12989431.764781 + Penalty 2238.190138 = -12987193.574644 nChanged 31 SP:Iteration 199Q (3547.611639 sec): 3 clusters Score: Raw -12989433.055223 + Penalty 2238.190138 = -12987194.865085 nChanged 33 SP:Iteration 200F (3547.814336 sec): 3 clusters Score: Raw -12989434.265455 + Penalty 2238.190138 = -12987196.075317 nChanged 24 SP:Iteration 201Q (3547.993401 sec): 3 clusters Score: Raw -12989435.009574 + Penalty 2238.190138 = -12987196.819436 nChanged 30 SP:Iteration 202Q (3548.176043 sec): 3 clusters Score: Raw -12989436.131109 + Penalty 2238.190138 = -12987197.940971 nChanged 23 SP:Iteration 203Q (3548.352339 sec): 3 clusters Score: Raw -12989437.099587 + Penalty 2238.190138 = -12987198.909449 nChanged 29 SP:Iteration 204Q (3548.526263 sec): 3 clusters Score: Raw -12989438.448702 + Penalty 2238.190138 = -12987200.258564 nChanged 30 SP:Iteration 205Q (3548.703891 sec): 3 clusters Score: Raw -12989439.524233 + Penalty 2238.190138 = -12987201.334095 nChanged 27 SP:Iteration 206Q (3548.886635 sec): 3 clusters Score: Raw -12989440.425487 + Penalty 2238.190138 = -12987202.235349 nChanged 28 SP:Iteration 207Q (3549.063889 sec): 3 clusters Score: Raw -12989441.547926 + Penalty 2238.190138 = -12987203.357788 nChanged 32 SP:Iteration 208Q (3549.251533 sec): 3 clusters Score: Raw -12989442.847268 + Penalty 2238.190138 = -12987204.657130 nChanged 38 SP:Iteration 209Q (3549.427466 sec): 3 clusters Score: Raw -12989444.390920 + Penalty 2238.190138 = -12987206.200782 nChanged 30 SP:Iteration 210Q (3549.591937 sec): 3 clusters Score: Raw -12989445.546358 + Penalty 2238.190138 = -12987207.356221 nChanged 29 SP:Iteration 211Q (3549.750157 sec): 3 clusters Score: Raw -12989446.301650 + Penalty 2238.190138 = -12987208.111513 nChanged 20 SP:Iteration 212Q (3549.929652 sec): 3 clusters Score: Raw -12989446.820994 + Penalty 2238.190138 = -12987208.630856 nChanged 8 SP:Iteration 213Q (3550.113184 sec): 3 clusters Score: Raw -12989446.994518 + Penalty 2238.190138 = -12987208.804380 nChanged 8 SP:Iteration 214Q (3550.285480 sec): 3 clusters Score: Raw -12989447.234334 + Penalty 2238.190138 = -12987209.044197 nChanged 12 SP:Iteration 215Q (3550.460400 sec): 3 clusters Score: Raw -12989447.488569 + Penalty 2238.190138 = -12987209.298431 nChanged 8 SP:Iteration 216Q (3550.647399 sec): 3 clusters Score: Raw -12989447.643916 + Penalty 2238.190138 = -12987209.453779 nChanged 9 SP:Iteration 217Q (3550.837828 sec): 3 clusters Score: Raw -12989447.892607 + Penalty 2238.190138 = -12987209.702470 nChanged 4 SP:Iteration 218Q (3551.020325 sec): 3 clusters Score: Raw -12989447.978197 + Penalty 2238.190138 = -12987209.788060 nChanged 2 SP:Iteration 219Q (3551.197327 sec): 3 clusters Score: Raw -12989447.986223 + Penalty 2238.190138 = -12987209.796086 nChanged 0 SP:Iteration 220F (3551.393124 sec): 3 clusters Score: Raw -12989447.986223 + Penalty 2238.190138 = -12987209.796086 nChanged 0 Trying to split cluster 19 (2920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3551.443018 sec): 2 clusters Score: Raw -252377.426205 + Penalty 758.037195 = -251619.389010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3551.495798 sec): 3 clusters Score: Raw -250872.539478 + Penalty 1516.074390 = -249356.465088 nChanged 1176 SP:Iteration 1F (3551.546799 sec): 3 clusters Score: Raw -251573.928360 + Penalty 1516.074390 = -250057.853970 nChanged 236 SP:Iteration 2F (3551.592888 sec): 3 clusters Score: Raw -251759.845141 + Penalty 1516.074390 = -250243.770751 nChanged 194 SP:Iteration 3F (3551.646484 sec): 3 clusters Score: Raw -251894.116063 + Penalty 1516.074390 = -250378.041673 nChanged 171 SP:Iteration 4F (3551.693594 sec): 3 clusters Score: Raw -252012.475995 + Penalty 1516.074390 = -250496.401605 nChanged 136 SP:Iteration 5Q (3551.741173 sec): 3 clusters Score: Raw -252105.200491 + Penalty 1516.074390 = -250589.126101 nChanged 109 SP:Iteration 6Q (3551.782490 sec): 3 clusters Score: Raw -252179.981447 + Penalty 1516.074390 = -250663.907056 nChanged 83 SP:Iteration 7Q (3551.832796 sec): 3 clusters Score: Raw -252227.915287 + Penalty 1516.074390 = -250711.840897 nChanged 54 SP:Iteration 8Q (3551.887249 sec): 3 clusters Score: Raw -252251.419867 + Penalty 1516.074390 = -250735.345477 nChanged 36 SP:Iteration 9Q (3551.928188 sec): 3 clusters Score: Raw -252266.779149 + Penalty 1516.074390 = -250750.704759 nChanged 30 SP:Iteration 10Q (3551.991420 sec): 3 clusters Score: Raw -252278.264749 + Penalty 1516.074390 = -250762.190359 nChanged 31 SP:Iteration 11Q (3552.032467 sec): 3 clusters Score: Raw -252291.473534 + Penalty 1516.074390 = -250775.399144 nChanged 31 SP:Iteration 12Q (3552.084796 sec): 3 clusters Score: Raw -252305.359076 + Penalty 1516.074390 = -250789.284686 nChanged 21 SP:Iteration 13Q (3552.131652 sec): 3 clusters Score: Raw -252316.209392 + Penalty 1516.074390 = -250800.135002 nChanged 22 SP:Iteration 14Q (3552.181605 sec): 3 clusters Score: Raw -252326.145704 + Penalty 1516.074390 = -250810.071314 nChanged 15 SP:Iteration 15Q (3552.231344 sec): 3 clusters Score: Raw -252335.317669 + Penalty 1516.074390 = -250819.243279 nChanged 18 SP:Iteration 16Q (3552.278609 sec): 3 clusters Score: Raw -252344.708795 + Penalty 1516.074390 = -250828.634405 nChanged 16 SP:Iteration 17Q (3552.328794 sec): 3 clusters Score: Raw -252355.707194 + Penalty 1516.074390 = -250839.632804 nChanged 16 SP:Iteration 18Q (3552.376171 sec): 3 clusters Score: Raw -252364.482048 + Penalty 1516.074390 = -250848.407658 nChanged 16 SP:Iteration 19Q (3552.432789 sec): 3 clusters Score: Raw -252374.135788 + Penalty 1516.074390 = -250858.061398 nChanged 18 SP:Iteration 20F (3552.480294 sec): 3 clusters Score: Raw -252383.712662 + Penalty 1516.074390 = -250867.638272 nChanged 20 SP:Iteration 21Q (3552.533411 sec): 3 clusters Score: Raw -252393.987987 + Penalty 1516.074390 = -250877.913597 nChanged 15 SP:Iteration 22Q (3552.585275 sec): 3 clusters Score: Raw -252401.446982 + Penalty 1516.074390 = -250885.372592 nChanged 13 SP:Iteration 23Q (3552.625621 sec): 3 clusters Score: Raw -252408.143257 + Penalty 1516.074390 = -250892.068867 nChanged 15 SP:Iteration 24Q (3552.669742 sec): 3 clusters Score: Raw -252415.648391 + Penalty 1516.074390 = -250899.574001 nChanged 10 SP:Iteration 25Q (3552.721346 sec): 3 clusters Score: Raw -252419.543323 + Penalty 1516.074390 = -250903.468933 nChanged 9 SP:Iteration 26Q (3552.778264 sec): 3 clusters Score: Raw -252421.522844 + Penalty 1516.074390 = -250905.448453 nChanged 4 SP:Iteration 27Q (3552.815497 sec): 3 clusters Score: Raw -252422.249214 + Penalty 1516.074390 = -250906.174823 nChanged 3 SP:Iteration 28Q (3552.879613 sec): 3 clusters Score: Raw -252425.751910 + Penalty 1516.074390 = -250909.677520 nChanged 11 SP:Iteration 29Q (3552.919328 sec): 3 clusters Score: Raw -252430.865694 + Penalty 1516.074390 = -250914.791304 nChanged 15 SP:Iteration 30Q (3552.970429 sec): 3 clusters Score: Raw -252438.252634 + Penalty 1516.074390 = -250922.178244 nChanged 13 SP:Iteration 31Q (3553.016874 sec): 3 clusters Score: Raw -252442.002703 + Penalty 1516.074390 = -250925.928313 nChanged 8 SP:Iteration 32Q (3553.070720 sec): 3 clusters Score: Raw -252444.389981 + Penalty 1516.074390 = -250928.315591 nChanged 4 SP:Iteration 33Q (3553.127420 sec): 3 clusters Score: Raw -252445.774139 + Penalty 1516.074390 = -250929.699748 nChanged 2 SP:Iteration 34Q (3553.175593 sec): 3 clusters Score: Raw -252447.223653 + Penalty 1516.074390 = -250931.149263 nChanged 1 SP:Iteration 35Q (3553.231294 sec): 3 clusters Score: Raw -252447.995054 + Penalty 1516.074390 = -250931.920664 nChanged 1 SP:Iteration 36Q (3553.284348 sec): 3 clusters Score: Raw -252448.180786 + Penalty 1516.074390 = -250932.106396 nChanged 0 SP:Iteration 37F (3553.327663 sec): 3 clusters Score: Raw -252448.180786 + Penalty 1516.074390 = -250932.106396 nChanged 0 Trying to split cluster 20 (27007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.381748 sec): 2 clusters Score: Raw -2369867.009459 + Penalty 969.365880 = -2368897.643579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.462379 sec): 3 clusters Score: Raw -2352779.863495 + Penalty 1938.731760 = -2350841.131735 nChanged 12735 SP:Iteration 1F (3553.539230 sec): 3 clusters Score: Raw -2360172.802728 + Penalty 1938.731760 = -2358234.070968 nChanged 1154 SP:Iteration 2Q (3553.613655 sec): 3 clusters Score: Raw -2360548.067098 + Penalty 1938.731760 = -2358609.335338 nChanged 1109 SP:Iteration 3Q (3553.699914 sec): 3 clusters Score: Raw -2360929.517455 + Penalty 1938.731760 = -2358990.785695 nChanged 1092 SP:Iteration 4Q (3553.781877 sec): 3 clusters Score: Raw -2361342.309867 + Penalty 1938.731760 = -2359403.578107 nChanged 1183 SP:Iteration 5Q (3553.862417 sec): 3 clusters Score: Raw -2361898.366477 + Penalty 1938.731760 = -2359959.634717 nChanged 1347 SP:Iteration 6Q (3553.934866 sec): 3 clusters Score: Raw -2362667.106022 + Penalty 1938.731760 = -2360728.374262 nChanged 1498 SP:Iteration 7F (3554.022013 sec): 3 clusters Score: Raw -2363605.917222 + Penalty 1938.731760 = -2361667.185462 nChanged 1568 SP:Iteration 8F (3554.094402 sec): 3 clusters Score: Raw -2364727.706553 + Penalty 1938.731760 = -2362788.974793 nChanged 1509 SP:Iteration 9F (3554.172547 sec): 3 clusters Score: Raw -2365799.501668 + Penalty 1938.731760 = -2363860.769907 nChanged 1207 SP:Iteration 10Q (3554.255669 sec): 3 clusters Score: Raw -2366555.640792 + Penalty 1938.731760 = -2364616.909031 nChanged 889 SP:Iteration 11Q (3554.343891 sec): 3 clusters Score: Raw -2366985.714319 + Penalty 1938.731760 = -2365046.982558 nChanged 638 SP:Iteration 12Q (3554.423735 sec): 3 clusters Score: Raw -2367235.987408 + Penalty 1938.731760 = -2365297.255647 nChanged 503 SP:Iteration 13Q (3554.508941 sec): 3 clusters Score: Raw -2367446.797044 + Penalty 1938.731760 = -2365508.065283 nChanged 502 SP:Iteration 14Q (3554.584690 sec): 3 clusters Score: Raw -2367648.526458 + Penalty 1938.731760 = -2365709.794698 nChanged 475 SP:Iteration 15Q (3554.665115 sec): 3 clusters Score: Raw -2367832.696910 + Penalty 1938.731760 = -2365893.965149 nChanged 445 SP:Iteration 16Q (3554.732615 sec): 3 clusters Score: Raw -2368002.118086 + Penalty 1938.731760 = -2366063.386325 nChanged 439 SP:Iteration 17Q (3554.818779 sec): 3 clusters Score: Raw -2368178.396030 + Penalty 1938.731760 = -2366239.664269 nChanged 402 SP:Iteration 18Q (3554.887562 sec): 3 clusters Score: Raw -2368333.618008 + Penalty 1938.731760 = -2366394.886248 nChanged 396 SP:Iteration 19Q (3554.971179 sec): 3 clusters Score: Raw -2368491.811826 + Penalty 1938.731760 = -2366553.080066 nChanged 369 SP:Iteration 20F (3555.055085 sec): 3 clusters Score: Raw -2368640.260290 + Penalty 1938.731760 = -2366701.528530 nChanged 362 SP:Iteration 21Q (3555.137848 sec): 3 clusters Score: Raw -2368792.998979 + Penalty 1938.731760 = -2366854.267219 nChanged 344 SP:Iteration 22Q (3555.214102 sec): 3 clusters Score: Raw -2368945.838998 + Penalty 1938.731760 = -2367007.107238 nChanged 336 SP:Iteration 23Q (3555.287856 sec): 3 clusters Score: Raw -2369113.446249 + Penalty 1938.731760 = -2367174.714489 nChanged 326 SP:Iteration 24Q (3555.370687 sec): 3 clusters Score: Raw -2369293.790494 + Penalty 1938.731760 = -2367355.058734 nChanged 303 SP:Iteration 25Q (3555.446566 sec): 3 clusters Score: Raw -2369457.185062 + Penalty 1938.731760 = -2367518.453302 nChanged 251 SP:Iteration 26Q (3555.507541 sec): 3 clusters Score: Raw -2369587.758731 + Penalty 1938.731760 = -2367649.026971 nChanged 199 SP:Iteration 27Q (3555.584916 sec): 3 clusters Score: Raw -2369696.602440 + Penalty 1938.731760 = -2367757.870680 nChanged 159 SP:Iteration 28Q (3555.669243 sec): 3 clusters Score: Raw -2369780.103080 + Penalty 1938.731760 = -2367841.371320 nChanged 120 SP:Iteration 29Q (3555.734223 sec): 3 clusters Score: Raw -2369842.120443 + Penalty 1938.731760 = -2367903.388683 nChanged 108 SP:Iteration 30Q (3555.809513 sec): 3 clusters Score: Raw -2369894.736643 + Penalty 1938.731760 = -2367956.004883 nChanged 85 SP:Iteration 31Q (3555.873170 sec): 3 clusters Score: Raw -2369931.392701 + Penalty 1938.731760 = -2367992.660941 nChanged 63 SP:Iteration 32Q (3555.957184 sec): 3 clusters Score: Raw -2369961.107343 + Penalty 1938.731760 = -2368022.375583 nChanged 62 SP:Iteration 33Q (3556.018136 sec): 3 clusters Score: Raw -2369988.097615 + Penalty 1938.731760 = -2368049.365854 nChanged 41 SP:Iteration 34Q (3556.103150 sec): 3 clusters Score: Raw -2370005.035894 + Penalty 1938.731760 = -2368066.304133 nChanged 33 SP:Iteration 35Q (3556.179303 sec): 3 clusters Score: Raw -2370017.865907 + Penalty 1938.731760 = -2368079.134147 nChanged 31 SP:Iteration 36Q (3556.247477 sec): 3 clusters Score: Raw -2370031.191378 + Penalty 1938.731760 = -2368092.459618 nChanged 30 SP:Iteration 37Q (3556.321308 sec): 3 clusters Score: Raw -2370041.437327 + Penalty 1938.731760 = -2368102.705567 nChanged 23 SP:Iteration 38Q (3556.392676 sec): 3 clusters Score: Raw -2370050.716336 + Penalty 1938.731760 = -2368111.984576 nChanged 19 SP:Iteration 39Q (3556.458189 sec): 3 clusters Score: Raw -2370059.250316 + Penalty 1938.731760 = -2368120.518556 nChanged 18 SP:Iteration 40F (3556.546851 sec): 3 clusters Score: Raw -2370068.560510 + Penalty 1938.731760 = -2368129.828749 nChanged 19 SP:Iteration 41Q (3556.623077 sec): 3 clusters Score: Raw -2370078.358818 + Penalty 1938.731760 = -2368139.627058 nChanged 14 SP:Iteration 42Q (3556.683032 sec): 3 clusters Score: Raw -2370083.509923 + Penalty 1938.731760 = -2368144.778163 nChanged 10 SP:Iteration 43Q (3556.742606 sec): 3 clusters Score: Raw -2370088.551046 + Penalty 1938.731760 = -2368149.819286 nChanged 8 SP:Iteration 44Q (3556.822296 sec): 3 clusters Score: Raw -2370091.480391 + Penalty 1938.731760 = -2368152.748630 nChanged 6 SP:Iteration 45Q (3556.897045 sec): 3 clusters Score: Raw -2370094.464489 + Penalty 1938.731760 = -2368155.732729 nChanged 5 SP:Iteration 46Q (3556.966063 sec): 3 clusters Score: Raw -2370096.101411 + Penalty 1938.731760 = -2368157.369650 nChanged 5 SP:Iteration 47Q (3557.042855 sec): 3 clusters Score: Raw -2370099.188406 + Penalty 1938.731760 = -2368160.456646 nChanged 10 SP:Iteration 48Q (3557.115413 sec): 3 clusters Score: Raw -2370105.214223 + Penalty 1938.731760 = -2368166.482463 nChanged 9 SP:Iteration 49Q (3557.177029 sec): 3 clusters Score: Raw -2370109.727744 + Penalty 1938.731760 = -2368170.995984 nChanged 3 SP:Iteration 50Q (3557.255198 sec): 3 clusters Score: Raw -2370110.164402 + Penalty 1938.731760 = -2368171.432641 nChanged 1 SP:Iteration 51Q (3557.321235 sec): 3 clusters Score: Raw -2370110.778288 + Penalty 1938.731760 = -2368172.046527 nChanged 1 SP:Iteration 52Q (3557.387558 sec): 3 clusters Score: Raw -2370110.960212 + Penalty 1938.731760 = -2368172.228452 nChanged 0 SP:Iteration 53F (3557.466674 sec): 3 clusters Score: Raw -2370110.960212 + Penalty 1938.731760 = -2368172.228452 nChanged 0 Trying to split cluster 21 (2770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3557.482385 sec): 2 clusters Score: Raw -265201.901782 + Penalty 753.027247 = -264448.874535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3557.532101 sec): 3 clusters Score: Raw -263771.538709 + Penalty 1506.054494 = -262265.484215 nChanged 1126 SP:Iteration 1F (3557.573654 sec): 3 clusters Score: Raw -264400.703822 + Penalty 1506.054494 = -262894.649328 nChanged 209 SP:Iteration 2F (3557.628381 sec): 3 clusters Score: Raw -264538.079888 + Penalty 1506.054494 = -263032.025394 nChanged 174 SP:Iteration 3F (3557.671911 sec): 3 clusters Score: Raw -264649.449177 + Penalty 1506.054494 = -263143.394683 nChanged 138 SP:Iteration 4Q (3557.716343 sec): 3 clusters Score: Raw -264728.533083 + Penalty 1506.054494 = -263222.478589 nChanged 112 SP:Iteration 5Q (3557.755839 sec): 3 clusters Score: Raw -264801.091234 + Penalty 1506.054494 = -263295.036740 nChanged 106 SP:Iteration 6Q (3557.803513 sec): 3 clusters Score: Raw -264867.687854 + Penalty 1506.054494 = -263361.633360 nChanged 93 SP:Iteration 7Q (3557.849405 sec): 3 clusters Score: Raw -264929.071730 + Penalty 1506.054494 = -263423.017236 nChanged 87 SP:Iteration 8Q (3557.901761 sec): 3 clusters Score: Raw -264982.030242 + Penalty 1506.054494 = -263475.975748 nChanged 66 SP:Iteration 9Q (3557.945059 sec): 3 clusters Score: Raw -265022.132579 + Penalty 1506.054494 = -263516.078085 nChanged 70 SP:Iteration 10Q (3558.000371 sec): 3 clusters Score: Raw -265062.420902 + Penalty 1506.054494 = -263556.366408 nChanged 67 SP:Iteration 11Q (3558.046773 sec): 3 clusters Score: Raw -265100.421854 + Penalty 1506.054494 = -263594.367360 nChanged 54 SP:Iteration 12Q (3558.089497 sec): 3 clusters Score: Raw -265135.919210 + Penalty 1506.054494 = -263629.864716 nChanged 37 SP:Iteration 13Q (3558.137455 sec): 3 clusters Score: Raw -265162.887810 + Penalty 1506.054494 = -263656.833316 nChanged 41 SP:Iteration 14Q (3558.172580 sec): 3 clusters Score: Raw -265193.475157 + Penalty 1506.054494 = -263687.420663 nChanged 44 SP:Iteration 15Q (3558.218993 sec): 3 clusters Score: Raw -265220.429220 + Penalty 1506.054494 = -263714.374726 nChanged 34 SP:Iteration 16Q (3558.266254 sec): 3 clusters Score: Raw -265235.088211 + Penalty 1506.054494 = -263729.033717 nChanged 26 SP:Iteration 17Q (3558.323116 sec): 3 clusters Score: Raw -265248.638633 + Penalty 1506.054494 = -263742.584140 nChanged 29 SP:Iteration 18Q (3558.371113 sec): 3 clusters Score: Raw -265262.081369 + Penalty 1506.054494 = -263756.026875 nChanged 26 SP:Iteration 19Q (3558.415024 sec): 3 clusters Score: Raw -265283.085843 + Penalty 1506.054494 = -263777.031349 nChanged 27 SP:Iteration 20F (3558.469830 sec): 3 clusters Score: Raw -265304.333202 + Penalty 1506.054494 = -263798.278708 nChanged 29 SP:Iteration 21Q (3558.508806 sec): 3 clusters Score: Raw -265331.671244 + Penalty 1506.054494 = -263825.616750 nChanged 31 SP:Iteration 22Q (3558.557059 sec): 3 clusters Score: Raw -265358.438841 + Penalty 1506.054494 = -263852.384347 nChanged 33 SP:Iteration 23Q (3558.598061 sec): 3 clusters Score: Raw -265380.340605 + Penalty 1506.054494 = -263874.286111 nChanged 36 SP:Iteration 24Q (3558.652267 sec): 3 clusters Score: Raw -265403.747460 + Penalty 1506.054494 = -263897.692966 nChanged 34 SP:Iteration 25Q (3558.698806 sec): 3 clusters Score: Raw -265420.100613 + Penalty 1506.054494 = -263914.046119 nChanged 33 SP:Iteration 26Q (3558.750057 sec): 3 clusters Score: Raw -265434.310940 + Penalty 1506.054494 = -263928.256447 nChanged 31 SP:Iteration 27Q (3558.795743 sec): 3 clusters Score: Raw -265447.204034 + Penalty 1506.054494 = -263941.149540 nChanged 27 SP:Iteration 28Q (3558.842284 sec): 3 clusters Score: Raw -265457.167959 + Penalty 1506.054494 = -263951.113465 nChanged 23 SP:Iteration 29Q (3558.886376 sec): 3 clusters Score: Raw -265466.291586 + Penalty 1506.054494 = -263960.237092 nChanged 25 SP:Iteration 30Q (3558.936666 sec): 3 clusters Score: Raw -265476.374132 + Penalty 1506.054494 = -263970.319638 nChanged 19 SP:Iteration 31Q (3558.976365 sec): 3 clusters Score: Raw -265483.841212 + Penalty 1506.054494 = -263977.786718 nChanged 18 SP:Iteration 32Q (3559.033926 sec): 3 clusters Score: Raw -265489.826404 + Penalty 1506.054494 = -263983.771911 nChanged 18 SP:Iteration 33Q (3559.067933 sec): 3 clusters Score: Raw -265495.590762 + Penalty 1506.054494 = -263989.536268 nChanged 16 SP:Iteration 34Q (3559.115629 sec): 3 clusters Score: Raw -265498.607844 + Penalty 1506.054494 = -263992.553350 nChanged 10 SP:Iteration 35Q (3559.168855 sec): 3 clusters Score: Raw -265501.643197 + Penalty 1506.054494 = -263995.588703 nChanged 9 SP:Iteration 36Q (3559.212212 sec): 3 clusters Score: Raw -265504.158238 + Penalty 1506.054494 = -263998.103744 nChanged 10 SP:Iteration 37Q (3559.257582 sec): 3 clusters Score: Raw -265507.428311 + Penalty 1506.054494 = -264001.373817 nChanged 11 SP:Iteration 38Q (3559.306475 sec): 3 clusters Score: Raw -265511.561283 + Penalty 1506.054494 = -264005.506789 nChanged 12 SP:Iteration 39Q (3559.352681 sec): 3 clusters Score: Raw -265515.656830 + Penalty 1506.054494 = -264009.602336 nChanged 9 SP:Iteration 40F (3559.398781 sec): 3 clusters Score: Raw -265518.179570 + Penalty 1506.054494 = -264012.125076 nChanged 11 SP:Iteration 41Q (3559.437289 sec): 3 clusters Score: Raw -265523.620009 + Penalty 1506.054494 = -264017.565515 nChanged 19 SP:Iteration 42Q (3559.486612 sec): 3 clusters Score: Raw -265532.388428 + Penalty 1506.054494 = -264026.333934 nChanged 22 SP:Iteration 43Q (3559.535175 sec): 3 clusters Score: Raw -265541.682268 + Penalty 1506.054494 = -264035.627774 nChanged 19 SP:Iteration 44Q (3559.569927 sec): 3 clusters Score: Raw -265550.821549 + Penalty 1506.054494 = -264044.767056 nChanged 17 SP:Iteration 45Q (3559.619008 sec): 3 clusters Score: Raw -265555.857756 + Penalty 1506.054494 = -264049.803262 nChanged 9 SP:Iteration 46Q (3559.663519 sec): 3 clusters Score: Raw -265559.102511 + Penalty 1506.054494 = -264053.048017 nChanged 12 SP:Iteration 47Q (3559.710140 sec): 3 clusters Score: Raw -265562.733149 + Penalty 1506.054494 = -264056.678655 nChanged 7 SP:Iteration 48Q (3559.769624 sec): 3 clusters Score: Raw -265563.905406 + Penalty 1506.054494 = -264057.850912 nChanged 1 SP:Iteration 49Q (3559.809304 sec): 3 clusters Score: Raw -265564.122368 + Penalty 1506.054494 = -264058.067874 nChanged 2 SP:Iteration 50Q (3559.851214 sec): 3 clusters Score: Raw -265564.561118 + Penalty 1506.054494 = -264058.506624 nChanged 2 SP:Iteration 51Q (3559.894986 sec): 3 clusters Score: Raw -265564.708240 + Penalty 1506.054494 = -264058.653746 nChanged 0 SP:Iteration 52F (3559.934809 sec): 3 clusters Score: Raw -265564.708240 + Penalty 1506.054494 = -264058.653746 nChanged 0 Trying to split cluster 22 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3559.958199 sec): 2 clusters Score: Raw -94850.632370 + Penalty 648.933052 = -94201.699317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3559.999198 sec): 3 clusters Score: Raw -94483.118049 + Penalty 1297.866105 = -93185.251945 nChanged 333 SP:Iteration 1F (3560.035945 sec): 3 clusters Score: Raw -94730.725056 + Penalty 1297.866105 = -93432.858952 nChanged 72 SP:Iteration 2F (3560.086860 sec): 3 clusters Score: Raw -94794.116102 + Penalty 1297.866105 = -93496.249998 nChanged 51 SP:Iteration 3F (3560.121610 sec): 3 clusters Score: Raw -94833.163558 + Penalty 1297.866105 = -93535.297453 nChanged 22 SP:Iteration 4Q (3560.161640 sec): 3 clusters Score: Raw -94850.023899 + Penalty 1297.866105 = -93552.157795 nChanged 17 SP:Iteration 5Q (3560.205124 sec): 3 clusters Score: Raw -94865.390608 + Penalty 1297.866105 = -93567.524504 nChanged 11 SP:Iteration 6Q (3560.246773 sec): 3 clusters Score: Raw -94873.000727 + Penalty 1297.866105 = -93575.134622 nChanged 8 SP:Iteration 7Q (3560.302278 sec): 3 clusters Score: Raw -94878.156785 + Penalty 1297.866105 = -93580.290681 nChanged 7 SP:Iteration 8Q (3560.348830 sec): 3 clusters Score: Raw -94881.842664 + Penalty 1297.866105 = -93583.976559 nChanged 4 SP:Iteration 9Q (3560.383831 sec): 3 clusters Score: Raw -94884.764494 + Penalty 1297.866105 = -93586.898389 nChanged 4 SP:Iteration 10Q (3560.433748 sec): 3 clusters Score: Raw -94888.688135 + Penalty 1297.866105 = -93590.822031 nChanged 6 SP:Iteration 11Q (3560.480896 sec): 3 clusters Score: Raw -94892.385896 + Penalty 1297.866105 = -93594.519791 nChanged 4 SP:Iteration 12Q (3560.525919 sec): 3 clusters Score: Raw -94894.841060 + Penalty 1297.866105 = -93596.974955 nChanged 4 SP:Iteration 13Q (3560.562190 sec): 3 clusters Score: Raw -94896.573139 + Penalty 1297.866105 = -93598.707035 nChanged 2 SP:Iteration 14Q (3560.608853 sec): 3 clusters Score: Raw -94897.628222 + Penalty 1297.866105 = -93599.762118 nChanged 0 SP:Iteration 15F (3560.656855 sec): 3 clusters Score: Raw -94897.628222 + Penalty 1297.866105 = -93599.762118 nChanged 0 Trying to split cluster 23 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3560.682006 sec): 2 clusters Score: Raw -44330.290354 + Penalty 590.956066 = -43739.334288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3560.723486 sec): 3 clusters Score: Raw -44233.004197 + Penalty 1181.912132 = -43051.092064 nChanged 151 SP:Iteration 1F (3560.755796 sec): 3 clusters Score: Raw -44409.267804 + Penalty 1181.912132 = -43227.355672 nChanged 46 SP:Iteration 2F (3560.807399 sec): 3 clusters Score: Raw -44461.146041 + Penalty 1181.912132 = -43279.233909 nChanged 23 SP:Iteration 3Q (3560.842571 sec): 3 clusters Score: Raw -44485.848367 + Penalty 1181.912132 = -43303.936235 nChanged 10 SP:Iteration 4Q (3560.892876 sec): 3 clusters Score: Raw -44497.086563 + Penalty 1181.912132 = -43315.174431 nChanged 7 SP:Iteration 5Q (3560.936374 sec): 3 clusters Score: Raw -44505.121793 + Penalty 1181.912132 = -43323.209661 nChanged 4 SP:Iteration 6Q (3560.977951 sec): 3 clusters Score: Raw -44513.562308 + Penalty 1181.912132 = -43331.650175 nChanged 3 SP:Iteration 7Q (3561.012598 sec): 3 clusters Score: Raw -44514.648807 + Penalty 1181.912132 = -43332.736675 nChanged 3 SP:Iteration 8Q (3561.070701 sec): 3 clusters Score: Raw -44516.567618 + Penalty 1181.912132 = -43334.655486 nChanged 2 SP:Iteration 9Q (3561.112917 sec): 3 clusters Score: Raw -44517.450761 + Penalty 1181.912132 = -43335.538629 nChanged 1 SP:Iteration 10Q (3561.153252 sec): 3 clusters Score: Raw -44518.223577 + Penalty 1181.912132 = -43336.311445 nChanged 1 SP:Iteration 11Q (3561.196242 sec): 3 clusters Score: Raw -44519.026054 + Penalty 1181.912132 = -43337.113922 nChanged 1 SP:Iteration 12Q (3561.244060 sec): 3 clusters Score: Raw -44520.284194 + Penalty 1181.912132 = -43338.372062 nChanged 1 SP:Iteration 13Q (3561.283380 sec): 3 clusters Score: Raw -44521.150138 + Penalty 1181.912132 = -43339.238006 nChanged 0 SP:Iteration 14F (3561.328367 sec): 3 clusters Score: Raw -44521.150138 + Penalty 1181.912132 = -43339.238006 nChanged 0 Trying to split cluster 24 (5811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3561.361389 sec): 2 clusters Score: Raw -577565.893796 + Penalty 823.413255 = -576742.480541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3561.421799 sec): 3 clusters Score: Raw -574272.773852 + Penalty 1646.826511 = -572625.947341 nChanged 2545 SP:Iteration 1F (3561.460204 sec): 3 clusters Score: Raw -575560.954408 + Penalty 1646.826511 = -573914.127897 nChanged 344 SP:Iteration 2F (3561.524487 sec): 3 clusters Score: Raw -575705.606752 + Penalty 1646.826511 = -574058.780241 nChanged 299 SP:Iteration 3F (3561.561363 sec): 3 clusters Score: Raw -575830.417034 + Penalty 1646.826511 = -574183.590523 nChanged 278 SP:Iteration 4Q (3561.614091 sec): 3 clusters Score: Raw -575959.221782 + Penalty 1646.826511 = -574312.395271 nChanged 297 SP:Iteration 5F (3561.665183 sec): 3 clusters Score: Raw -576098.661512 + Penalty 1646.826511 = -574451.835002 nChanged 266 SP:Iteration 6Q (3561.718427 sec): 3 clusters Score: Raw -576209.746122 + Penalty 1646.826511 = -574562.919611 nChanged 234 SP:Iteration 7Q (3561.774375 sec): 3 clusters Score: Raw -576304.323154 + Penalty 1646.826511 = -574657.496643 nChanged 218 SP:Iteration 8Q (3561.830993 sec): 3 clusters Score: Raw -576384.200088 + Penalty 1646.826511 = -574737.373577 nChanged 189 SP:Iteration 9Q (3561.872430 sec): 3 clusters Score: Raw -576453.729042 + Penalty 1646.826511 = -574806.902531 nChanged 171 SP:Iteration 10Q (3561.936672 sec): 3 clusters Score: Raw -576509.107340 + Penalty 1646.826511 = -574862.280829 nChanged 152 SP:Iteration 11Q (3561.977906 sec): 3 clusters Score: Raw -576564.175757 + Penalty 1646.826511 = -574917.349246 nChanged 132 SP:Iteration 12Q (3562.028882 sec): 3 clusters Score: Raw -576615.748922 + Penalty 1646.826511 = -574968.922411 nChanged 129 SP:Iteration 13Q (3562.076904 sec): 3 clusters Score: Raw -576673.223277 + Penalty 1646.826511 = -575026.396767 nChanged 137 SP:Iteration 14Q (3562.117839 sec): 3 clusters Score: Raw -576734.644809 + Penalty 1646.826511 = -575087.818298 nChanged 144 SP:Iteration 15Q (3562.172014 sec): 3 clusters Score: Raw -576795.135424 + Penalty 1646.826511 = -575148.308913 nChanged 132 SP:Iteration 16Q (3562.220754 sec): 3 clusters Score: Raw -576855.929308 + Penalty 1646.826511 = -575209.102797 nChanged 144 SP:Iteration 17Q (3562.262047 sec): 3 clusters Score: Raw -576913.126856 + Penalty 1646.826511 = -575266.300345 nChanged 126 SP:Iteration 18Q (3562.303850 sec): 3 clusters Score: Raw -576960.954934 + Penalty 1646.826511 = -575314.128423 nChanged 104 SP:Iteration 19Q (3562.354177 sec): 3 clusters Score: Raw -576992.625147 + Penalty 1646.826511 = -575345.798637 nChanged 80 SP:Iteration 20F (3562.406348 sec): 3 clusters Score: Raw -577011.459046 + Penalty 1646.826511 = -575364.632535 nChanged 56 SP:Iteration 21Q (3562.455488 sec): 3 clusters Score: Raw -577024.601173 + Penalty 1646.826511 = -575377.774662 nChanged 47 SP:Iteration 22Q (3562.496533 sec): 3 clusters Score: Raw -577037.252076 + Penalty 1646.826511 = -575390.425565 nChanged 51 SP:Iteration 23Q (3562.548906 sec): 3 clusters Score: Raw -577049.138964 + Penalty 1646.826511 = -575402.312454 nChanged 38 SP:Iteration 24Q (3562.596706 sec): 3 clusters Score: Raw -577059.845560 + Penalty 1646.826511 = -575413.019049 nChanged 35 SP:Iteration 25Q (3562.647969 sec): 3 clusters Score: Raw -577069.354973 + Penalty 1646.826511 = -575422.528463 nChanged 38 SP:Iteration 26Q (3562.699552 sec): 3 clusters Score: Raw -577076.255948 + Penalty 1646.826511 = -575429.429437 nChanged 41 SP:Iteration 27Q (3562.745018 sec): 3 clusters Score: Raw -577084.576645 + Penalty 1646.826511 = -575437.750134 nChanged 28 SP:Iteration 28Q (3562.797350 sec): 3 clusters Score: Raw -577090.483913 + Penalty 1646.826511 = -575443.657402 nChanged 29 SP:Iteration 29Q (3562.845292 sec): 3 clusters Score: Raw -577096.306680 + Penalty 1646.826511 = -575449.480169 nChanged 29 SP:Iteration 30Q (3562.897401 sec): 3 clusters Score: Raw -577103.371310 + Penalty 1646.826511 = -575456.544800 nChanged 35 SP:Iteration 31Q (3562.945131 sec): 3 clusters Score: Raw -577112.282101 + Penalty 1646.826511 = -575465.455590 nChanged 34 SP:Iteration 32Q (3562.989751 sec): 3 clusters Score: Raw -577119.376584 + Penalty 1646.826511 = -575472.550073 nChanged 34 SP:Iteration 33Q (3563.035930 sec): 3 clusters Score: Raw -577127.794214 + Penalty 1646.826511 = -575480.967703 nChanged 33 SP:Iteration 34Q (3563.079043 sec): 3 clusters Score: Raw -577135.346695 + Penalty 1646.826511 = -575488.520184 nChanged 24 SP:Iteration 35Q (3563.124904 sec): 3 clusters Score: Raw -577140.707279 + Penalty 1646.826511 = -575493.880768 nChanged 24 SP:Iteration 36Q (3563.177360 sec): 3 clusters Score: Raw -577145.141402 + Penalty 1646.826511 = -575498.314891 nChanged 23 SP:Iteration 37Q (3563.222665 sec): 3 clusters Score: Raw -577148.930657 + Penalty 1646.826511 = -575502.104146 nChanged 24 SP:Iteration 38Q (3563.273775 sec): 3 clusters Score: Raw -577153.104432 + Penalty 1646.826511 = -575506.277921 nChanged 22 SP:Iteration 39Q (3563.332348 sec): 3 clusters Score: Raw -577157.397113 + Penalty 1646.826511 = -575510.570602 nChanged 17 SP:Iteration 40F (3563.381414 sec): 3 clusters Score: Raw -577161.089219 + Penalty 1646.826511 = -575514.262708 nChanged 20 SP:Iteration 41Q (3563.424400 sec): 3 clusters Score: Raw -577164.600172 + Penalty 1646.826511 = -575517.773661 nChanged 18 SP:Iteration 42Q (3563.483633 sec): 3 clusters Score: Raw -577167.488241 + Penalty 1646.826511 = -575520.661730 nChanged 16 SP:Iteration 43Q (3563.537737 sec): 3 clusters Score: Raw -577169.294854 + Penalty 1646.826511 = -575522.468343 nChanged 18 SP:Iteration 44Q (3563.590710 sec): 3 clusters Score: Raw -577172.301604 + Penalty 1646.826511 = -575525.475093 nChanged 15 SP:Iteration 45Q (3563.646388 sec): 3 clusters Score: Raw -577175.693145 + Penalty 1646.826511 = -575528.866634 nChanged 19 SP:Iteration 46Q (3563.690706 sec): 3 clusters Score: Raw -577182.151233 + Penalty 1646.826511 = -575535.324722 nChanged 25 SP:Iteration 47Q (3563.750974 sec): 3 clusters Score: Raw -577190.599713 + Penalty 1646.826511 = -575543.773202 nChanged 24 SP:Iteration 48Q (3563.787846 sec): 3 clusters Score: Raw -577197.422952 + Penalty 1646.826511 = -575550.596441 nChanged 30 SP:Iteration 49Q (3563.840515 sec): 3 clusters Score: Raw -577204.669386 + Penalty 1646.826511 = -575557.842875 nChanged 33 SP:Iteration 50Q (3563.898981 sec): 3 clusters Score: Raw -577214.748754 + Penalty 1646.826511 = -575567.922243 nChanged 35 SP:Iteration 51Q (3563.950828 sec): 3 clusters Score: Raw -577225.770058 + Penalty 1646.826511 = -575578.943547 nChanged 38 SP:Iteration 52Q (3564.002754 sec): 3 clusters Score: Raw -577233.668511 + Penalty 1646.826511 = -575586.842000 nChanged 23 SP:Iteration 53Q (3564.052227 sec): 3 clusters Score: Raw -577238.763975 + Penalty 1646.826511 = -575591.937464 nChanged 22 SP:Iteration 54Q (3564.096176 sec): 3 clusters Score: Raw -577243.843330 + Penalty 1646.826511 = -575597.016819 nChanged 26 SP:Iteration 55Q (3564.161116 sec): 3 clusters Score: Raw -577249.284233 + Penalty 1646.826511 = -575602.457722 nChanged 22 SP:Iteration 56Q (3564.200279 sec): 3 clusters Score: Raw -577254.487883 + Penalty 1646.826511 = -575607.661372 nChanged 22 SP:Iteration 57Q (3564.251127 sec): 3 clusters Score: Raw -577257.965264 + Penalty 1646.826511 = -575611.138753 nChanged 18 SP:Iteration 58Q (3564.297883 sec): 3 clusters Score: Raw -577260.811639 + Penalty 1646.826511 = -575613.985128 nChanged 16 SP:Iteration 59Q (3564.342052 sec): 3 clusters Score: Raw -577262.977908 + Penalty 1646.826511 = -575616.151397 nChanged 12 SP:Iteration 60F (3564.388947 sec): 3 clusters Score: Raw -577265.254672 + Penalty 1646.826511 = -575618.428161 nChanged 16 SP:Iteration 61Q (3564.436339 sec): 3 clusters Score: Raw -577268.966544 + Penalty 1646.826511 = -575622.140033 nChanged 22 SP:Iteration 62Q (3564.480569 sec): 3 clusters Score: Raw -577273.924368 + Penalty 1646.826511 = -575627.097857 nChanged 17 SP:Iteration 63Q (3564.527350 sec): 3 clusters Score: Raw -577278.692565 + Penalty 1646.826511 = -575631.866054 nChanged 23 SP:Iteration 64Q (3564.572968 sec): 3 clusters Score: Raw -577284.435787 + Penalty 1646.826511 = -575637.609276 nChanged 23 SP:Iteration 65Q (3564.610821 sec): 3 clusters Score: Raw -577289.373583 + Penalty 1646.826511 = -575642.547072 nChanged 19 SP:Iteration 66Q (3564.662107 sec): 3 clusters Score: Raw -577292.935840 + Penalty 1646.826511 = -575646.109330 nChanged 14 SP:Iteration 67Q (3564.706453 sec): 3 clusters Score: Raw -577296.661153 + Penalty 1646.826511 = -575649.834642 nChanged 14 SP:Iteration 68Q (3564.762876 sec): 3 clusters Score: Raw -577299.464961 + Penalty 1646.826511 = -575652.638450 nChanged 15 SP:Iteration 69Q (3564.805401 sec): 3 clusters Score: Raw -577302.820927 + Penalty 1646.826511 = -575655.994416 nChanged 14 SP:Iteration 70Q (3564.855313 sec): 3 clusters Score: Raw -577306.186861 + Penalty 1646.826511 = -575659.360350 nChanged 16 SP:Iteration 71Q (3564.899894 sec): 3 clusters Score: Raw -577310.434390 + Penalty 1646.826511 = -575663.607879 nChanged 18 SP:Iteration 72Q (3564.951424 sec): 3 clusters Score: Raw -577314.366822 + Penalty 1646.826511 = -575667.540311 nChanged 24 SP:Iteration 73Q (3565.014508 sec): 3 clusters Score: Raw -577319.139263 + Penalty 1646.826511 = -575672.312752 nChanged 24 SP:Iteration 74Q (3565.061024 sec): 3 clusters Score: Raw -577325.214170 + Penalty 1646.826511 = -575678.387659 nChanged 22 SP:Iteration 75Q (3565.103850 sec): 3 clusters Score: Raw -577331.006073 + Penalty 1646.826511 = -575684.179563 nChanged 22 SP:Iteration 76Q (3565.158256 sec): 3 clusters Score: Raw -577335.491032 + Penalty 1646.826511 = -575688.664522 nChanged 22 SP:Iteration 77Q (3565.208661 sec): 3 clusters Score: Raw -577339.674518 + Penalty 1646.826511 = -575692.848007 nChanged 14 SP:Iteration 78Q (3565.259329 sec): 3 clusters Score: Raw -577342.373719 + Penalty 1646.826511 = -575695.547208 nChanged 15 SP:Iteration 79Q (3565.292690 sec): 3 clusters Score: Raw -577345.208731 + Penalty 1646.826511 = -575698.382220 nChanged 21 SP:Iteration 80F (3565.346418 sec): 3 clusters Score: Raw -577350.162431 + Penalty 1646.826511 = -575703.335920 nChanged 19 SP:Iteration 81Q (3565.384799 sec): 3 clusters Score: Raw -577357.181463 + Penalty 1646.826511 = -575710.354952 nChanged 26 SP:Iteration 82Q (3565.437460 sec): 3 clusters Score: Raw -577364.166112 + Penalty 1646.826511 = -575717.339601 nChanged 20 SP:Iteration 83Q (3565.495469 sec): 3 clusters Score: Raw -577369.937086 + Penalty 1646.826511 = -575723.110575 nChanged 22 SP:Iteration 84Q (3565.549808 sec): 3 clusters Score: Raw -577375.157311 + Penalty 1646.826511 = -575728.330800 nChanged 23 SP:Iteration 85Q (3565.600657 sec): 3 clusters Score: Raw -577380.946404 + Penalty 1646.826511 = -575734.119893 nChanged 19 SP:Iteration 86Q (3565.640864 sec): 3 clusters Score: Raw -577386.465864 + Penalty 1646.826511 = -575739.639353 nChanged 26 SP:Iteration 87Q (3565.688320 sec): 3 clusters Score: Raw -577394.317202 + Penalty 1646.826511 = -575747.490692 nChanged 21 SP:Iteration 88Q (3565.737427 sec): 3 clusters Score: Raw -577402.228742 + Penalty 1646.826511 = -575755.402232 nChanged 32 SP:Iteration 89Q (3565.782591 sec): 3 clusters Score: Raw -577411.351460 + Penalty 1646.826511 = -575764.524949 nChanged 34 SP:Iteration 90Q (3565.839182 sec): 3 clusters Score: Raw -577421.426684 + Penalty 1646.826511 = -575774.600173 nChanged 33 SP:Iteration 91Q (3565.879969 sec): 3 clusters Score: Raw -577431.322001 + Penalty 1646.826511 = -575784.495490 nChanged 24 SP:Iteration 92Q (3565.929689 sec): 3 clusters Score: Raw -577440.858091 + Penalty 1646.826511 = -575794.031580 nChanged 26 SP:Iteration 93Q (3565.982860 sec): 3 clusters Score: Raw -577450.319104 + Penalty 1646.826511 = -575803.492594 nChanged 21 SP:Iteration 94Q (3566.026723 sec): 3 clusters Score: Raw -577457.381542 + Penalty 1646.826511 = -575810.555031 nChanged 28 SP:Iteration 95Q (3566.074987 sec): 3 clusters Score: Raw -577467.522174 + Penalty 1646.826511 = -575820.695663 nChanged 29 SP:Iteration 96Q (3566.120985 sec): 3 clusters Score: Raw -577477.473236 + Penalty 1646.826511 = -575830.646725 nChanged 26 SP:Iteration 97Q (3566.173966 sec): 3 clusters Score: Raw -577488.405781 + Penalty 1646.826511 = -575841.579270 nChanged 26 SP:Iteration 98Q (3566.221407 sec): 3 clusters Score: Raw -577499.198024 + Penalty 1646.826511 = -575852.371513 nChanged 23 SP:Iteration 99Q (3566.268489 sec): 3 clusters Score: Raw -577509.532269 + Penalty 1646.826511 = -575862.705758 nChanged 24 SP:Iteration 100F (3566.324952 sec): 3 clusters Score: Raw -577523.308254 + Penalty 1646.826511 = -575876.481743 nChanged 34 SP:Iteration 101Q (3566.370490 sec): 3 clusters Score: Raw -577542.450193 + Penalty 1646.826511 = -575895.623682 nChanged 33 SP:Iteration 102Q (3566.424510 sec): 3 clusters Score: Raw -577565.705147 + Penalty 1646.826511 = -575918.878636 nChanged 33 SP:Iteration 103Q (3566.476046 sec): 3 clusters Score: Raw -577584.300522 + Penalty 1646.826511 = -575937.474011 nChanged 41 SP:Iteration 104Q (3566.522638 sec): 3 clusters Score: Raw -577614.443909 + Penalty 1646.826511 = -575967.617398 nChanged 38 SP:Iteration 105Q (3566.580242 sec): 3 clusters Score: Raw -577649.069075 + Penalty 1646.826511 = -576002.242564 nChanged 35 SP:Iteration 106Q (3566.633924 sec): 3 clusters Score: Raw -577671.512461 + Penalty 1646.826511 = -576024.685950 nChanged 21 SP:Iteration 107Q (3566.677785 sec): 3 clusters Score: Raw -577680.987712 + Penalty 1646.826511 = -576034.161201 nChanged 16 SP:Iteration 108Q (3566.731146 sec): 3 clusters Score: Raw -577687.994253 + Penalty 1646.826511 = -576041.167742 nChanged 14 SP:Iteration 109Q (3566.792143 sec): 3 clusters Score: Raw -577691.034029 + Penalty 1646.826511 = -576044.207518 nChanged 7 SP:Iteration 110Q (3566.843095 sec): 3 clusters Score: Raw -577691.972112 + Penalty 1646.826511 = -576045.145601 nChanged 4 SP:Iteration 111Q (3566.880523 sec): 3 clusters Score: Raw -577692.886264 + Penalty 1646.826511 = -576046.059753 nChanged 4 SP:Iteration 112Q (3566.937434 sec): 3 clusters Score: Raw -577693.505483 + Penalty 1646.826511 = -576046.678972 nChanged 1 SP:Iteration 113Q (3566.978595 sec): 3 clusters Score: Raw -577694.169785 + Penalty 1646.826511 = -576047.343274 nChanged 2 SP:Iteration 114Q (3567.033695 sec): 3 clusters Score: Raw -577694.615755 + Penalty 1646.826511 = -576047.789244 nChanged 4 SP:Iteration 115Q (3567.080594 sec): 3 clusters Score: Raw -577696.460179 + Penalty 1646.826511 = -576049.633668 nChanged 5 SP:Iteration 116Q (3567.129325 sec): 3 clusters Score: Raw -577697.913864 + Penalty 1646.826511 = -576051.087353 nChanged 5 SP:Iteration 117Q (3567.188739 sec): 3 clusters Score: Raw -577698.976016 + Penalty 1646.826511 = -576052.149506 nChanged 8 SP:Iteration 118Q (3567.245985 sec): 3 clusters Score: Raw -577701.071689 + Penalty 1646.826511 = -576054.245178 nChanged 5 SP:Iteration 119Q (3567.297833 sec): 3 clusters Score: Raw -577702.321021 + Penalty 1646.826511 = -576055.494510 nChanged 3 SP:Iteration 120F (3567.352436 sec): 3 clusters Score: Raw -577703.147337 + Penalty 1646.826511 = -576056.320827 nChanged 1 SP:Iteration 121Q (3567.402952 sec): 3 clusters Score: Raw -577703.401606 + Penalty 1646.826511 = -576056.575095 nChanged 1 SP:Iteration 122Q (3567.441640 sec): 3 clusters Score: Raw -577704.551240 + Penalty 1646.826511 = -576057.724729 nChanged 1 SP:Iteration 123Q (3567.492303 sec): 3 clusters Score: Raw -577704.946335 + Penalty 1646.826511 = -576058.119824 nChanged 0 SP:Iteration 124F (3567.539055 sec): 3 clusters Score: Raw -577704.946335 + Penalty 1646.826511 = -576058.119824 nChanged 0 Trying to split cluster 25 (14517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3567.588005 sec): 2 clusters Score: Raw -1424062.194098 + Penalty 910.392187 = -1423151.801911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3567.641148 sec): 3 clusters Score: Raw -1415330.927219 + Penalty 1820.784375 = -1413510.142844 nChanged 6560 SP:Iteration 1F (3567.717767 sec): 3 clusters Score: Raw -1419719.792068 + Penalty 1820.784375 = -1417899.007693 nChanged 1283 SP:Iteration 2F (3567.765475 sec): 3 clusters Score: Raw -1420774.256961 + Penalty 1820.784375 = -1418953.472587 nChanged 1228 SP:Iteration 3F (3567.828359 sec): 3 clusters Score: Raw -1421813.147836 + Penalty 1820.784375 = -1419992.363461 nChanged 997 SP:Iteration 4F (3567.893162 sec): 3 clusters Score: Raw -1422652.590923 + Penalty 1820.784375 = -1420831.806548 nChanged 670 SP:Iteration 5Q (3567.950566 sec): 3 clusters Score: Raw -1423144.622614 + Penalty 1820.784375 = -1421323.838240 nChanged 431 SP:Iteration 6Q (3568.023267 sec): 3 clusters Score: Raw -1423426.624075 + Penalty 1820.784375 = -1421605.839700 nChanged 316 SP:Iteration 7Q (3568.071199 sec): 3 clusters Score: Raw -1423577.522138 + Penalty 1820.784375 = -1421756.737764 nChanged 195 SP:Iteration 8Q (3568.133857 sec): 3 clusters Score: Raw -1423656.907316 + Penalty 1820.784375 = -1421836.122941 nChanged 149 SP:Iteration 9Q (3568.192007 sec): 3 clusters Score: Raw -1423714.857835 + Penalty 1820.784375 = -1421894.073460 nChanged 123 SP:Iteration 10Q (3568.249806 sec): 3 clusters Score: Raw -1423751.495229 + Penalty 1820.784375 = -1421930.710855 nChanged 87 SP:Iteration 11Q (3568.320372 sec): 3 clusters Score: Raw -1423775.452569 + Penalty 1820.784375 = -1421954.668195 nChanged 83 SP:Iteration 12Q (3568.365112 sec): 3 clusters Score: Raw -1423795.857428 + Penalty 1820.784375 = -1421975.073053 nChanged 78 SP:Iteration 13Q (3568.424952 sec): 3 clusters Score: Raw -1423814.955893 + Penalty 1820.784375 = -1421994.171519 nChanged 68 SP:Iteration 14Q (3568.488051 sec): 3 clusters Score: Raw -1423835.835009 + Penalty 1820.784375 = -1422015.050635 nChanged 81 SP:Iteration 15Q (3568.554628 sec): 3 clusters Score: Raw -1423857.939106 + Penalty 1820.784375 = -1422037.154731 nChanged 64 SP:Iteration 16Q (3568.591859 sec): 3 clusters Score: Raw -1423873.028106 + Penalty 1820.784375 = -1422052.243731 nChanged 63 SP:Iteration 17Q (3568.650074 sec): 3 clusters Score: Raw -1423891.323900 + Penalty 1820.784375 = -1422070.539525 nChanged 69 SP:Iteration 18Q (3568.706424 sec): 3 clusters Score: Raw -1423911.992974 + Penalty 1820.784375 = -1422091.208599 nChanged 67 SP:Iteration 19Q (3568.764772 sec): 3 clusters Score: Raw -1423933.467581 + Penalty 1820.784375 = -1422112.683207 nChanged 72 SP:Iteration 20F (3568.816667 sec): 3 clusters Score: Raw -1423953.077356 + Penalty 1820.784375 = -1422132.292982 nChanged 64 SP:Iteration 21Q (3568.876958 sec): 3 clusters Score: Raw -1423971.505524 + Penalty 1820.784375 = -1422150.721149 nChanged 60 SP:Iteration 22Q (3568.934383 sec): 3 clusters Score: Raw -1423986.204786 + Penalty 1820.784375 = -1422165.420411 nChanged 56 SP:Iteration 23Q (3568.994845 sec): 3 clusters Score: Raw -1423999.828786 + Penalty 1820.784375 = -1422179.044411 nChanged 53 SP:Iteration 24Q (3569.048129 sec): 3 clusters Score: Raw -1424014.624834 + Penalty 1820.784375 = -1422193.840460 nChanged 57 SP:Iteration 25Q (3569.121142 sec): 3 clusters Score: Raw -1424030.194948 + Penalty 1820.784375 = -1422209.410574 nChanged 51 SP:Iteration 26Q (3569.179631 sec): 3 clusters Score: Raw -1424042.992924 + Penalty 1820.784375 = -1422222.208549 nChanged 43 SP:Iteration 27Q (3569.246439 sec): 3 clusters Score: Raw -1424054.146272 + Penalty 1820.784375 = -1422233.361897 nChanged 44 SP:Iteration 28Q (3569.311712 sec): 3 clusters Score: Raw -1424064.987706 + Penalty 1820.784375 = -1422244.203331 nChanged 53 SP:Iteration 29Q (3569.370502 sec): 3 clusters Score: Raw -1424077.845267 + Penalty 1820.784375 = -1422257.060892 nChanged 38 SP:Iteration 30Q (3569.426645 sec): 3 clusters Score: Raw -1424087.815321 + Penalty 1820.784375 = -1422267.030946 nChanged 41 SP:Iteration 31Q (3569.490855 sec): 3 clusters Score: Raw -1424097.704930 + Penalty 1820.784375 = -1422276.920556 nChanged 40 SP:Iteration 32Q (3569.551203 sec): 3 clusters Score: Raw -1424106.075275 + Penalty 1820.784375 = -1422285.290901 nChanged 23 SP:Iteration 33Q (3569.609098 sec): 3 clusters Score: Raw -1424113.067055 + Penalty 1820.784375 = -1422292.282681 nChanged 30 SP:Iteration 34Q (3569.673051 sec): 3 clusters Score: Raw -1424121.967102 + Penalty 1820.784375 = -1422301.182727 nChanged 32 SP:Iteration 35Q (3569.735586 sec): 3 clusters Score: Raw -1424130.888934 + Penalty 1820.784375 = -1422310.104559 nChanged 23 SP:Iteration 36Q (3569.793787 sec): 3 clusters Score: Raw -1424135.417613 + Penalty 1820.784375 = -1422314.633238 nChanged 24 SP:Iteration 37Q (3569.858801 sec): 3 clusters Score: Raw -1424140.850810 + Penalty 1820.784375 = -1422320.066436 nChanged 20 SP:Iteration 38Q (3569.909497 sec): 3 clusters Score: Raw -1424145.817324 + Penalty 1820.784375 = -1422325.032950 nChanged 19 SP:Iteration 39Q (3569.966961 sec): 3 clusters Score: Raw -1424150.481087 + Penalty 1820.784375 = -1422329.696712 nChanged 19 SP:Iteration 40F (3570.042337 sec): 3 clusters Score: Raw -1424153.749598 + Penalty 1820.784375 = -1422332.965224 nChanged 10 SP:Iteration 41Q (3570.106401 sec): 3 clusters Score: Raw -1424156.544147 + Penalty 1820.784375 = -1422335.759772 nChanged 19 SP:Iteration 42Q (3570.157674 sec): 3 clusters Score: Raw -1424163.082884 + Penalty 1820.784375 = -1422342.298510 nChanged 23 SP:Iteration 43Q (3570.226287 sec): 3 clusters Score: Raw -1424169.033919 + Penalty 1820.784375 = -1422348.249544 nChanged 22 SP:Iteration 44Q (3570.286585 sec): 3 clusters Score: Raw -1424175.900613 + Penalty 1820.784375 = -1422355.116239 nChanged 25 SP:Iteration 45Q (3570.352501 sec): 3 clusters Score: Raw -1424183.597376 + Penalty 1820.784375 = -1422362.813002 nChanged 29 SP:Iteration 46Q (3570.412166 sec): 3 clusters Score: Raw -1424196.602273 + Penalty 1820.784375 = -1422375.817899 nChanged 33 SP:Iteration 47Q (3570.461471 sec): 3 clusters Score: Raw -1424209.030360 + Penalty 1820.784375 = -1422388.245986 nChanged 28 SP:Iteration 48Q (3570.532159 sec): 3 clusters Score: Raw -1424219.504712 + Penalty 1820.784375 = -1422398.720337 nChanged 27 SP:Iteration 49Q (3570.596633 sec): 3 clusters Score: Raw -1424231.620529 + Penalty 1820.784375 = -1422410.836155 nChanged 29 SP:Iteration 50Q (3570.646018 sec): 3 clusters Score: Raw -1424243.189173 + Penalty 1820.784375 = -1422422.404799 nChanged 26 SP:Iteration 51Q (3570.705773 sec): 3 clusters Score: Raw -1424253.934190 + Penalty 1820.784375 = -1422433.149815 nChanged 29 SP:Iteration 52Q (3570.763141 sec): 3 clusters Score: Raw -1424269.104989 + Penalty 1820.784375 = -1422448.320615 nChanged 35 SP:Iteration 53Q (3570.815917 sec): 3 clusters Score: Raw -1424279.821583 + Penalty 1820.784375 = -1422459.037208 nChanged 20 SP:Iteration 54Q (3570.877301 sec): 3 clusters Score: Raw -1424286.930801 + Penalty 1820.784375 = -1422466.146427 nChanged 28 SP:Iteration 55Q (3570.930030 sec): 3 clusters Score: Raw -1424299.969433 + Penalty 1820.784375 = -1422479.185059 nChanged 18 SP:Iteration 56Q (3570.998121 sec): 3 clusters Score: Raw -1424309.565347 + Penalty 1820.784375 = -1422488.780973 nChanged 24 SP:Iteration 57Q (3571.049813 sec): 3 clusters Score: Raw -1424322.499030 + Penalty 1820.784375 = -1422501.714656 nChanged 24 SP:Iteration 58Q (3571.105937 sec): 3 clusters Score: Raw -1424337.794401 + Penalty 1820.784375 = -1422517.010027 nChanged 29 SP:Iteration 59Q (3571.169970 sec): 3 clusters Score: Raw -1424352.165758 + Penalty 1820.784375 = -1422531.381384 nChanged 31 SP:Iteration 60F (3571.227764 sec): 3 clusters Score: Raw -1424364.378101 + Penalty 1820.784375 = -1422543.593726 nChanged 25 SP:Iteration 61Q (3571.282967 sec): 3 clusters Score: Raw -1424376.012524 + Penalty 1820.784375 = -1422555.228150 nChanged 19 SP:Iteration 62Q (3571.332433 sec): 3 clusters Score: Raw -1424383.087999 + Penalty 1820.784375 = -1422562.303624 nChanged 16 SP:Iteration 63Q (3571.397495 sec): 3 clusters Score: Raw -1424388.900454 + Penalty 1820.784375 = -1422568.116080 nChanged 17 SP:Iteration 64Q (3571.457350 sec): 3 clusters Score: Raw -1424393.072744 + Penalty 1820.784375 = -1422572.288370 nChanged 11 SP:Iteration 65Q (3571.509918 sec): 3 clusters Score: Raw -1424399.063981 + Penalty 1820.784375 = -1422578.279606 nChanged 13 SP:Iteration 66Q (3571.566784 sec): 3 clusters Score: Raw -1424406.762493 + Penalty 1820.784375 = -1422585.978118 nChanged 20 SP:Iteration 67Q (3571.637665 sec): 3 clusters Score: Raw -1424415.975591 + Penalty 1820.784375 = -1422595.191217 nChanged 12 SP:Iteration 68Q (3571.700482 sec): 3 clusters Score: Raw -1424420.033416 + Penalty 1820.784375 = -1422599.249041 nChanged 9 SP:Iteration 69Q (3571.755742 sec): 3 clusters Score: Raw -1424422.851103 + Penalty 1820.784375 = -1422602.066729 nChanged 9 SP:Iteration 70Q (3571.819454 sec): 3 clusters Score: Raw -1424425.218299 + Penalty 1820.784375 = -1422604.433925 nChanged 11 SP:Iteration 71Q (3571.883989 sec): 3 clusters Score: Raw -1424430.020556 + Penalty 1820.784375 = -1422609.236181 nChanged 11 SP:Iteration 72Q (3571.945536 sec): 3 clusters Score: Raw -1424433.767882 + Penalty 1820.784375 = -1422612.983508 nChanged 10 SP:Iteration 73Q (3572.010097 sec): 3 clusters Score: Raw -1424436.743021 + Penalty 1820.784375 = -1422615.958646 nChanged 5 SP:Iteration 74Q (3572.059035 sec): 3 clusters Score: Raw -1424439.502582 + Penalty 1820.784375 = -1422618.718207 nChanged 7 SP:Iteration 75Q (3572.128188 sec): 3 clusters Score: Raw -1424442.652459 + Penalty 1820.784375 = -1422621.868084 nChanged 8 SP:Iteration 76Q (3572.189533 sec): 3 clusters Score: Raw -1424444.318006 + Penalty 1820.784375 = -1422623.533632 nChanged 5 SP:Iteration 77Q (3572.242831 sec): 3 clusters Score: Raw -1424445.537963 + Penalty 1820.784375 = -1422624.753589 nChanged 3 SP:Iteration 78Q (3572.297580 sec): 3 clusters Score: Raw -1424446.002693 + Penalty 1820.784375 = -1422625.218318 nChanged 4 SP:Iteration 79Q (3572.362217 sec): 3 clusters Score: Raw -1424446.415913 + Penalty 1820.784375 = -1422625.631539 nChanged 0 SP:Iteration 80F (3572.427332 sec): 3 clusters Score: Raw -1424446.415913 + Penalty 1820.784375 = -1422625.631539 nChanged 0 Trying to split cluster 26 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3572.443634 sec): 2 clusters Score: Raw -315870.557782 + Penalty 769.745710 = -315100.812072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3572.490115 sec): 3 clusters Score: Raw -314126.602520 + Penalty 1539.491421 = -312587.111100 nChanged 1329 SP:Iteration 1F (3572.544488 sec): 3 clusters Score: Raw -314854.642736 + Penalty 1539.491421 = -313315.151315 nChanged 228 SP:Iteration 2F (3572.595940 sec): 3 clusters Score: Raw -314977.904360 + Penalty 1539.491421 = -313438.412939 nChanged 199 SP:Iteration 3F (3572.646036 sec): 3 clusters Score: Raw -315106.454254 + Penalty 1539.491421 = -313566.962833 nChanged 191 SP:Iteration 4F (3572.698365 sec): 3 clusters Score: Raw -315232.213354 + Penalty 1539.491421 = -313692.721934 nChanged 186 SP:Iteration 5F (3572.752721 sec): 3 clusters Score: Raw -315347.145079 + Penalty 1539.491421 = -313807.653658 nChanged 148 SP:Iteration 6Q (3572.801140 sec): 3 clusters Score: Raw -315430.473110 + Penalty 1539.491421 = -313890.981689 nChanged 126 SP:Iteration 7Q (3572.848250 sec): 3 clusters Score: Raw -315514.269362 + Penalty 1539.491421 = -313974.777941 nChanged 128 SP:Iteration 8Q (3572.894010 sec): 3 clusters Score: Raw -315596.042250 + Penalty 1539.491421 = -314056.550829 nChanged 106 SP:Iteration 9Q (3572.935279 sec): 3 clusters Score: Raw -315660.472106 + Penalty 1539.491421 = -314120.980685 nChanged 97 SP:Iteration 10Q (3572.986902 sec): 3 clusters Score: Raw -315717.543971 + Penalty 1539.491421 = -314178.052550 nChanged 89 SP:Iteration 11Q (3573.029219 sec): 3 clusters Score: Raw -315772.384764 + Penalty 1539.491421 = -314232.893343 nChanged 82 SP:Iteration 12Q (3573.083418 sec): 3 clusters Score: Raw -315816.704519 + Penalty 1539.491421 = -314277.213098 nChanged 67 SP:Iteration 13Q (3573.138746 sec): 3 clusters Score: Raw -315847.526457 + Penalty 1539.491421 = -314308.035036 nChanged 60 SP:Iteration 14Q (3573.185681 sec): 3 clusters Score: Raw -315875.310531 + Penalty 1539.491421 = -314335.819110 nChanged 46 SP:Iteration 15Q (3573.239288 sec): 3 clusters Score: Raw -315895.123809 + Penalty 1539.491421 = -314355.632388 nChanged 42 SP:Iteration 16Q (3573.290920 sec): 3 clusters Score: Raw -315908.963622 + Penalty 1539.491421 = -314369.472201 nChanged 27 SP:Iteration 17Q (3573.340974 sec): 3 clusters Score: Raw -315917.530374 + Penalty 1539.491421 = -314378.038953 nChanged 25 SP:Iteration 18Q (3573.404669 sec): 3 clusters Score: Raw -315925.375541 + Penalty 1539.491421 = -314385.884120 nChanged 20 SP:Iteration 19Q (3573.447028 sec): 3 clusters Score: Raw -315931.184513 + Penalty 1539.491421 = -314391.693093 nChanged 18 SP:Iteration 20F (3573.492455 sec): 3 clusters Score: Raw -315937.347305 + Penalty 1539.491421 = -314397.855884 nChanged 30 SP:Iteration 21Q (3573.535218 sec): 3 clusters Score: Raw -315946.803142 + Penalty 1539.491421 = -314407.311721 nChanged 26 SP:Iteration 22Q (3573.579883 sec): 3 clusters Score: Raw -315954.477460 + Penalty 1539.491421 = -314414.986039 nChanged 21 SP:Iteration 23Q (3573.629954 sec): 3 clusters Score: Raw -315960.493153 + Penalty 1539.491421 = -314421.001732 nChanged 23 SP:Iteration 24Q (3573.681279 sec): 3 clusters Score: Raw -315966.667248 + Penalty 1539.491421 = -314427.175827 nChanged 15 SP:Iteration 25Q (3573.732263 sec): 3 clusters Score: Raw -315970.260104 + Penalty 1539.491421 = -314430.768683 nChanged 10 SP:Iteration 26Q (3573.772905 sec): 3 clusters Score: Raw -315971.999582 + Penalty 1539.491421 = -314432.508161 nChanged 6 SP:Iteration 27Q (3573.817359 sec): 3 clusters Score: Raw -315972.982466 + Penalty 1539.491421 = -314433.491045 nChanged 6 SP:Iteration 28Q (3573.864236 sec): 3 clusters Score: Raw -315974.019027 + Penalty 1539.491421 = -314434.527606 nChanged 7 SP:Iteration 29Q (3573.898410 sec): 3 clusters Score: Raw -315975.615416 + Penalty 1539.491421 = -314436.123995 nChanged 9 SP:Iteration 30Q (3573.956031 sec): 3 clusters Score: Raw -315977.463525 + Penalty 1539.491421 = -314437.972104 nChanged 12 SP:Iteration 31Q (3573.996103 sec): 3 clusters Score: Raw -315980.772578 + Penalty 1539.491421 = -314441.281157 nChanged 10 SP:Iteration 32Q (3574.053202 sec): 3 clusters Score: Raw -315983.420109 + Penalty 1539.491421 = -314443.928688 nChanged 13 SP:Iteration 33Q (3574.096257 sec): 3 clusters Score: Raw -315988.459162 + Penalty 1539.491421 = -314448.967741 nChanged 16 SP:Iteration 34Q (3574.136683 sec): 3 clusters Score: Raw -315996.055136 + Penalty 1539.491421 = -314456.563715 nChanged 15 SP:Iteration 35Q (3574.186458 sec): 3 clusters Score: Raw -316002.296675 + Penalty 1539.491421 = -314462.805255 nChanged 19 SP:Iteration 36Q (3574.234068 sec): 3 clusters Score: Raw -316009.325069 + Penalty 1539.491421 = -314469.833648 nChanged 18 SP:Iteration 37Q (3574.283255 sec): 3 clusters Score: Raw -316016.536619 + Penalty 1539.491421 = -314477.045198 nChanged 20 SP:Iteration 38Q (3574.330247 sec): 3 clusters Score: Raw -316025.569762 + Penalty 1539.491421 = -314486.078342 nChanged 23 SP:Iteration 39Q (3574.382374 sec): 3 clusters Score: Raw -316034.679069 + Penalty 1539.491421 = -314495.187648 nChanged 21 SP:Iteration 40F (3574.433274 sec): 3 clusters Score: Raw -316041.644223 + Penalty 1539.491421 = -314502.152802 nChanged 18 SP:Iteration 41Q (3574.486590 sec): 3 clusters Score: Raw -316049.977207 + Penalty 1539.491421 = -314510.485786 nChanged 23 SP:Iteration 42Q (3574.534629 sec): 3 clusters Score: Raw -316058.782331 + Penalty 1539.491421 = -314519.290910 nChanged 23 SP:Iteration 43Q (3574.575178 sec): 3 clusters Score: Raw -316065.607559 + Penalty 1539.491421 = -314526.116138 nChanged 16 SP:Iteration 44Q (3574.622588 sec): 3 clusters Score: Raw -316070.513532 + Penalty 1539.491421 = -314531.022111 nChanged 11 SP:Iteration 45Q (3574.675074 sec): 3 clusters Score: Raw -316072.629726 + Penalty 1539.491421 = -314533.138305 nChanged 6 SP:Iteration 46Q (3574.723312 sec): 3 clusters Score: Raw -316073.592155 + Penalty 1539.491421 = -314534.100735 nChanged 1 SP:Iteration 47Q (3574.770913 sec): 3 clusters Score: Raw -316073.689803 + Penalty 1539.491421 = -314534.198382 nChanged 1 SP:Iteration 48Q (3574.819511 sec): 3 clusters Score: Raw -316073.899606 + Penalty 1539.491421 = -314534.408185 nChanged 0 SP:Iteration 49F (3574.865843 sec): 3 clusters Score: Raw -316073.899606 + Penalty 1539.491421 = -314534.408185 nChanged 0 Trying to split cluster 27 (44924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3574.936770 sec): 2 clusters Score: Raw -4494231.491207 + Penalty 1017.709108 = -4493213.782099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3575.028320 sec): 3 clusters Score: Raw -4465105.279149 + Penalty 2035.418216 = -4463069.860933 nChanged 21441 SP:Iteration 1F (3575.136685 sec): 3 clusters Score: Raw -4477439.745066 + Penalty 2035.418216 = -4475404.326850 nChanged 1873 SP:Iteration 2Q (3575.248041 sec): 3 clusters Score: Raw -4478154.671276 + Penalty 2035.418216 = -4476119.253060 nChanged 2464 SP:Iteration 3F (3575.350548 sec): 3 clusters Score: Raw -4479448.967917 + Penalty 2035.418216 = -4477413.549701 nChanged 3429 SP:Iteration 4F (3575.450062 sec): 3 clusters Score: Raw -4481909.200183 + Penalty 2035.418216 = -4479873.781968 nChanged 4303 SP:Iteration 5F (3575.539124 sec): 3 clusters Score: Raw -4485797.905807 + Penalty 2035.418216 = -4483762.487591 nChanged 4211 SP:Iteration 6F (3575.639056 sec): 3 clusters Score: Raw -4490084.147972 + Penalty 2035.418216 = -4488048.729756 nChanged 2768 SP:Iteration 7F (3575.732779 sec): 3 clusters Score: Raw -4492919.872320 + Penalty 2035.418216 = -4490884.454104 nChanged 1051 SP:Iteration 8Q (3575.830391 sec): 3 clusters Score: Raw -4493952.763697 + Penalty 2035.418216 = -4491917.345481 nChanged 256 SP:Iteration 9Q (3575.913692 sec): 3 clusters Score: Raw -4494210.918445 + Penalty 2035.418216 = -4492175.500229 nChanged 75 SP:Iteration 10Q (3575.988906 sec): 3 clusters Score: Raw -4494294.066472 + Penalty 2035.418216 = -4492258.648256 nChanged 35 SP:Iteration 11Q (3576.087431 sec): 3 clusters Score: Raw -4494345.395068 + Penalty 2035.418216 = -4492309.976853 nChanged 15 SP:Iteration 12Q (3576.169718 sec): 3 clusters Score: Raw -4494373.668742 + Penalty 2035.418216 = -4492338.250526 nChanged 8 SP:Iteration 13Q (3576.251645 sec): 3 clusters Score: Raw -4494384.989502 + Penalty 2035.418216 = -4492349.571286 nChanged 3 SP:Iteration 14Q (3576.336000 sec): 3 clusters Score: Raw -4494388.571130 + Penalty 2035.418216 = -4492353.152914 nChanged 4 SP:Iteration 15Q (3576.430975 sec): 3 clusters Score: Raw -4494393.206577 + Penalty 2035.418216 = -4492357.788361 nChanged 0 SP:Iteration 16F (3576.534204 sec): 3 clusters Score: Raw -4494393.448740 + Penalty 2035.418216 = -4492358.030524 nChanged 1 SP:Iteration 17Q (3576.610561 sec): 3 clusters Score: Raw -4494395.528694 + Penalty 2035.418216 = -4492360.110479 nChanged 1 SP:Iteration 18Q (3576.690638 sec): 3 clusters Score: Raw -4494400.194954 + Penalty 2035.418216 = -4492364.776739 nChanged 2 SP:Iteration 19Q (3576.789835 sec): 3 clusters Score: Raw -4494406.062078 + Penalty 2035.418216 = -4492370.643862 nChanged 2 SP:Iteration 20F (3576.884019 sec): 3 clusters Score: Raw -4494409.757030 + Penalty 2035.418216 = -4492374.338814 nChanged 3 SP:Iteration 21Q (3576.968619 sec): 3 clusters Score: Raw -4494414.652543 + Penalty 2035.418216 = -4492379.234327 nChanged 4 SP:Iteration 22Q (3577.055849 sec): 3 clusters Score: Raw -4494418.316255 + Penalty 2035.418216 = -4492382.898040 nChanged 0 SP:Iteration 23F (3577.139668 sec): 3 clusters Score: Raw -4494418.316255 + Penalty 2035.418216 = -4492382.898040 nChanged 0 Trying to split cluster 28 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3577.169700 sec): 2 clusters Score: Raw -126228.908346 + Penalty 690.877847 = -125538.030499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3577.206982 sec): 3 clusters Score: Raw -125639.188150 + Penalty 1381.755695 = -124257.432455 nChanged 499 SP:Iteration 1F (3577.246455 sec): 3 clusters Score: Raw -125999.316846 + Penalty 1381.755695 = -124617.561151 nChanged 116 SP:Iteration 2F (3577.291360 sec): 3 clusters Score: Raw -126071.493069 + Penalty 1381.755695 = -124689.737375 nChanged 64 SP:Iteration 3Q (3577.326728 sec): 3 clusters Score: Raw -126111.393488 + Penalty 1381.755695 = -124729.637794 nChanged 59 SP:Iteration 4Q (3577.365938 sec): 3 clusters Score: Raw -126147.592067 + Penalty 1381.755695 = -124765.836372 nChanged 40 SP:Iteration 5Q (3577.410985 sec): 3 clusters Score: Raw -126169.150429 + Penalty 1381.755695 = -124787.394734 nChanged 37 SP:Iteration 6Q (3577.456467 sec): 3 clusters Score: Raw -126187.217271 + Penalty 1381.755695 = -124805.461577 nChanged 28 SP:Iteration 7Q (3577.496952 sec): 3 clusters Score: Raw -126203.753007 + Penalty 1381.755695 = -124821.997312 nChanged 33 SP:Iteration 8Q (3577.541965 sec): 3 clusters Score: Raw -126222.093730 + Penalty 1381.755695 = -124840.338036 nChanged 28 SP:Iteration 9Q (3577.586999 sec): 3 clusters Score: Raw -126239.031890 + Penalty 1381.755695 = -124857.276196 nChanged 15 SP:Iteration 10Q (3577.639474 sec): 3 clusters Score: Raw -126244.986091 + Penalty 1381.755695 = -124863.230396 nChanged 14 SP:Iteration 11Q (3577.676021 sec): 3 clusters Score: Raw -126253.051363 + Penalty 1381.755695 = -124871.295669 nChanged 12 SP:Iteration 12Q (3577.724016 sec): 3 clusters Score: Raw -126261.014746 + Penalty 1381.755695 = -124879.259051 nChanged 11 SP:Iteration 13Q (3577.762552 sec): 3 clusters Score: Raw -126268.395566 + Penalty 1381.755695 = -124886.639871 nChanged 12 SP:Iteration 14Q (3577.807645 sec): 3 clusters Score: Raw -126275.789239 + Penalty 1381.755695 = -124894.033544 nChanged 11 SP:Iteration 15Q (3577.854561 sec): 3 clusters Score: Raw -126280.240629 + Penalty 1381.755695 = -124898.484935 nChanged 5 SP:Iteration 16Q (3577.905769 sec): 3 clusters Score: Raw -126282.080055 + Penalty 1381.755695 = -124900.324361 nChanged 4 SP:Iteration 17Q (3577.964668 sec): 3 clusters Score: Raw -126283.588363 + Penalty 1381.755695 = -124901.832668 nChanged 1 SP:Iteration 18Q (3578.000653 sec): 3 clusters Score: Raw -126284.150889 + Penalty 1381.755695 = -124902.395195 nChanged 1 SP:Iteration 19Q (3578.051742 sec): 3 clusters Score: Raw -126284.601322 + Penalty 1381.755695 = -124902.845628 nChanged 2 SP:Iteration 20F (3578.091787 sec): 3 clusters Score: Raw -126285.007721 + Penalty 1381.755695 = -124903.252026 nChanged 1 SP:Iteration 21Q (3578.122351 sec): 3 clusters Score: Raw -126285.262849 + Penalty 1381.755695 = -124903.507155 nChanged 0 SP:Iteration 22F (3578.160976 sec): 3 clusters Score: Raw -126285.262849 + Penalty 1381.755695 = -124903.507155 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3578.197793 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3578.233987 sec): 3 clusters Score: Raw -7869.635348 + Penalty 992.891868 = -6876.743480 nChanged 50 SP:Iteration 1F (3578.278252 sec): 3 clusters Score: Raw -8017.766164 + Penalty 992.891868 = -7024.874296 nChanged 11 SP:Iteration 2F (3578.320412 sec): 3 clusters Score: Raw -8107.825645 + Penalty 992.891868 = -7114.933777 nChanged 7 SP:Iteration 3Q (3578.364212 sec): 3 clusters Score: Raw -8131.305111 + Penalty 992.891868 = -7138.413243 nChanged 3 SP:Iteration 4Q (3578.402828 sec): 3 clusters Score: Raw -8138.834361 + Penalty 992.891868 = -7145.942493 nChanged 0 SP:Iteration 5F (3578.450635 sec): 3 clusters Score: Raw -8138.834361 + Penalty 992.891868 = -7145.942493 nChanged 0 Trying to split cluster 30 (9206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3578.477110 sec): 2 clusters Score: Raw -856485.655561 + Penalty 867.123019 = -855618.532542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3578.542033 sec): 3 clusters Score: Raw -851038.062037 + Penalty 1734.246038 = -849303.815999 nChanged 4113 SP:Iteration 1F (3578.596158 sec): 3 clusters Score: Raw -853400.845833 + Penalty 1734.246038 = -851666.599795 nChanged 523 SP:Iteration 2F (3578.631757 sec): 3 clusters Score: Raw -853633.737400 + Penalty 1734.246038 = -851899.491363 nChanged 444 SP:Iteration 3Q (3578.692108 sec): 3 clusters Score: Raw -853850.786855 + Penalty 1734.246038 = -852116.540818 nChanged 454 SP:Iteration 4Q (3578.753103 sec): 3 clusters Score: Raw -854047.386763 + Penalty 1734.246038 = -852313.140726 nChanged 420 SP:Iteration 5Q (3578.808980 sec): 3 clusters Score: Raw -854248.094764 + Penalty 1734.246038 = -852513.848727 nChanged 419 SP:Iteration 6Q (3578.860325 sec): 3 clusters Score: Raw -854474.589500 + Penalty 1734.246038 = -852740.343463 nChanged 420 SP:Iteration 7Q (3578.926486 sec): 3 clusters Score: Raw -854680.549562 + Penalty 1734.246038 = -852946.303524 nChanged 356 SP:Iteration 8Q (3578.979578 sec): 3 clusters Score: Raw -854851.162216 + Penalty 1734.246038 = -853116.916179 nChanged 341 SP:Iteration 9Q (3579.027982 sec): 3 clusters Score: Raw -855001.525321 + Penalty 1734.246038 = -853267.279283 nChanged 301 SP:Iteration 10Q (3579.086103 sec): 3 clusters Score: Raw -855128.014528 + Penalty 1734.246038 = -853393.768490 nChanged 264 SP:Iteration 11Q (3579.134149 sec): 3 clusters Score: Raw -855245.086895 + Penalty 1734.246038 = -853510.840857 nChanged 226 SP:Iteration 12Q (3579.181490 sec): 3 clusters Score: Raw -855344.739221 + Penalty 1734.246038 = -853610.493184 nChanged 210 SP:Iteration 13Q (3579.233819 sec): 3 clusters Score: Raw -855433.426308 + Penalty 1734.246038 = -853699.180270 nChanged 191 SP:Iteration 14Q (3579.285257 sec): 3 clusters Score: Raw -855515.454895 + Penalty 1734.246038 = -853781.208857 nChanged 175 SP:Iteration 15Q (3579.345876 sec): 3 clusters Score: Raw -855575.752650 + Penalty 1734.246038 = -853841.506612 nChanged 129 SP:Iteration 16Q (3579.397138 sec): 3 clusters Score: Raw -855620.751977 + Penalty 1734.246038 = -853886.505939 nChanged 138 SP:Iteration 17Q (3579.446731 sec): 3 clusters Score: Raw -855669.434750 + Penalty 1734.246038 = -853935.188713 nChanged 117 SP:Iteration 18Q (3579.501113 sec): 3 clusters Score: Raw -855711.546563 + Penalty 1734.246038 = -853977.300526 nChanged 119 SP:Iteration 19Q (3579.551035 sec): 3 clusters Score: Raw -855752.582008 + Penalty 1734.246038 = -854018.335971 nChanged 120 SP:Iteration 20F (3579.603323 sec): 3 clusters Score: Raw -855792.604652 + Penalty 1734.246038 = -854058.358614 nChanged 115 SP:Iteration 21Q (3579.667526 sec): 3 clusters Score: Raw -855828.176059 + Penalty 1734.246038 = -854093.930021 nChanged 103 SP:Iteration 22Q (3579.712050 sec): 3 clusters Score: Raw -855856.372307 + Penalty 1734.246038 = -854122.126269 nChanged 100 SP:Iteration 23Q (3579.764097 sec): 3 clusters Score: Raw -855887.006611 + Penalty 1734.246038 = -854152.760573 nChanged 100 SP:Iteration 24Q (3579.809152 sec): 3 clusters Score: Raw -855917.277046 + Penalty 1734.246038 = -854183.031009 nChanged 87 SP:Iteration 25Q (3579.853785 sec): 3 clusters Score: Raw -855944.050228 + Penalty 1734.246038 = -854209.804190 nChanged 92 SP:Iteration 26Q (3579.903637 sec): 3 clusters Score: Raw -855970.515582 + Penalty 1734.246038 = -854236.269545 nChanged 78 SP:Iteration 27Q (3579.956359 sec): 3 clusters Score: Raw -855990.129158 + Penalty 1734.246038 = -854255.883120 nChanged 68 SP:Iteration 28Q (3580.017341 sec): 3 clusters Score: Raw -856008.151306 + Penalty 1734.246038 = -854273.905268 nChanged 80 SP:Iteration 29Q (3580.065776 sec): 3 clusters Score: Raw -856029.866105 + Penalty 1734.246038 = -854295.620068 nChanged 68 SP:Iteration 30Q (3580.113515 sec): 3 clusters Score: Raw -856046.821402 + Penalty 1734.246038 = -854312.575365 nChanged 74 SP:Iteration 31Q (3580.158450 sec): 3 clusters Score: Raw -856066.130904 + Penalty 1734.246038 = -854331.884867 nChanged 72 SP:Iteration 32Q (3580.202928 sec): 3 clusters Score: Raw -856083.967611 + Penalty 1734.246038 = -854349.721573 nChanged 53 SP:Iteration 33Q (3580.266898 sec): 3 clusters Score: Raw -856094.668458 + Penalty 1734.246038 = -854360.422420 nChanged 49 SP:Iteration 34Q (3580.312522 sec): 3 clusters Score: Raw -856106.291484 + Penalty 1734.246038 = -854372.045446 nChanged 41 SP:Iteration 35Q (3580.368412 sec): 3 clusters Score: Raw -856113.574845 + Penalty 1734.246038 = -854379.328807 nChanged 31 SP:Iteration 36Q (3580.423026 sec): 3 clusters Score: Raw -856119.610283 + Penalty 1734.246038 = -854385.364246 nChanged 35 SP:Iteration 37Q (3580.479827 sec): 3 clusters Score: Raw -856126.794590 + Penalty 1734.246038 = -854392.548552 nChanged 43 SP:Iteration 38Q (3580.528253 sec): 3 clusters Score: Raw -856137.614319 + Penalty 1734.246038 = -854403.368282 nChanged 44 SP:Iteration 39Q (3580.579667 sec): 3 clusters Score: Raw -856145.872917 + Penalty 1734.246038 = -854411.626879 nChanged 42 SP:Iteration 40F (3580.632416 sec): 3 clusters Score: Raw -856154.644564 + Penalty 1734.246038 = -854420.398526 nChanged 40 SP:Iteration 41Q (3580.697302 sec): 3 clusters Score: Raw -856166.108921 + Penalty 1734.246038 = -854431.862883 nChanged 45 SP:Iteration 42Q (3580.749333 sec): 3 clusters Score: Raw -856184.419753 + Penalty 1734.246038 = -854450.173715 nChanged 47 SP:Iteration 43Q (3580.796265 sec): 3 clusters Score: Raw -856196.507043 + Penalty 1734.246038 = -854462.261005 nChanged 52 SP:Iteration 44Q (3580.853844 sec): 3 clusters Score: Raw -856207.694769 + Penalty 1734.246038 = -854473.448731 nChanged 35 SP:Iteration 45Q (3580.907070 sec): 3 clusters Score: Raw -856216.289012 + Penalty 1734.246038 = -854482.042974 nChanged 35 SP:Iteration 46Q (3580.960293 sec): 3 clusters Score: Raw -856226.789358 + Penalty 1734.246038 = -854492.543321 nChanged 32 SP:Iteration 47Q (3581.012207 sec): 3 clusters Score: Raw -856235.873105 + Penalty 1734.246038 = -854501.627068 nChanged 34 SP:Iteration 48Q (3581.060350 sec): 3 clusters Score: Raw -856244.372821 + Penalty 1734.246038 = -854510.126784 nChanged 38 SP:Iteration 49Q (3581.119608 sec): 3 clusters Score: Raw -856255.106238 + Penalty 1734.246038 = -854520.860200 nChanged 33 SP:Iteration 50Q (3581.172558 sec): 3 clusters Score: Raw -856262.625927 + Penalty 1734.246038 = -854528.379889 nChanged 39 SP:Iteration 51Q (3581.218779 sec): 3 clusters Score: Raw -856270.150660 + Penalty 1734.246038 = -854535.904622 nChanged 30 SP:Iteration 52Q (3581.264542 sec): 3 clusters Score: Raw -856277.325336 + Penalty 1734.246038 = -854543.079299 nChanged 29 SP:Iteration 53Q (3581.317191 sec): 3 clusters Score: Raw -856283.770431 + Penalty 1734.246038 = -854549.524393 nChanged 29 SP:Iteration 54Q (3581.376231 sec): 3 clusters Score: Raw -856289.152826 + Penalty 1734.246038 = -854554.906788 nChanged 27 SP:Iteration 55Q (3581.425705 sec): 3 clusters Score: Raw -856294.148304 + Penalty 1734.246038 = -854559.902266 nChanged 29 SP:Iteration 56Q (3581.477434 sec): 3 clusters Score: Raw -856299.429346 + Penalty 1734.246038 = -854565.183308 nChanged 25 SP:Iteration 57Q (3581.530984 sec): 3 clusters Score: Raw -856303.455881 + Penalty 1734.246038 = -854569.209843 nChanged 18 SP:Iteration 58Q (3581.575369 sec): 3 clusters Score: Raw -856307.996028 + Penalty 1734.246038 = -854573.749990 nChanged 23 SP:Iteration 59Q (3581.637469 sec): 3 clusters Score: Raw -856314.153426 + Penalty 1734.246038 = -854579.907388 nChanged 29 SP:Iteration 60F (3581.690846 sec): 3 clusters Score: Raw -856321.838710 + Penalty 1734.246038 = -854587.592672 nChanged 26 SP:Iteration 61Q (3581.736877 sec): 3 clusters Score: Raw -856329.814889 + Penalty 1734.246038 = -854595.568851 nChanged 28 SP:Iteration 62Q (3581.787130 sec): 3 clusters Score: Raw -856337.299871 + Penalty 1734.246038 = -854603.053833 nChanged 25 SP:Iteration 63Q (3581.841049 sec): 3 clusters Score: Raw -856343.880268 + Penalty 1734.246038 = -854609.634230 nChanged 24 SP:Iteration 64Q (3581.899735 sec): 3 clusters Score: Raw -856350.039517 + Penalty 1734.246038 = -854615.793480 nChanged 23 SP:Iteration 65Q (3581.941624 sec): 3 clusters Score: Raw -856355.385303 + Penalty 1734.246038 = -854621.139265 nChanged 21 SP:Iteration 66Q (3581.993936 sec): 3 clusters Score: Raw -856360.706900 + Penalty 1734.246038 = -854626.460862 nChanged 24 SP:Iteration 67Q (3582.050838 sec): 3 clusters Score: Raw -856366.543853 + Penalty 1734.246038 = -854632.297815 nChanged 22 SP:Iteration 68Q (3582.096418 sec): 3 clusters Score: Raw -856372.056184 + Penalty 1734.246038 = -854637.810147 nChanged 27 SP:Iteration 69Q (3582.142839 sec): 3 clusters Score: Raw -856379.198171 + Penalty 1734.246038 = -854644.952133 nChanged 29 SP:Iteration 70Q (3582.188446 sec): 3 clusters Score: Raw -856392.335214 + Penalty 1734.246038 = -854658.089177 nChanged 36 SP:Iteration 71Q (3582.242032 sec): 3 clusters Score: Raw -856407.242425 + Penalty 1734.246038 = -854672.996387 nChanged 40 SP:Iteration 72Q (3582.285301 sec): 3 clusters Score: Raw -856423.646821 + Penalty 1734.246038 = -854689.400783 nChanged 35 SP:Iteration 73Q (3582.348462 sec): 3 clusters Score: Raw -856439.609826 + Penalty 1734.246038 = -854705.363789 nChanged 49 SP:Iteration 74Q (3582.402652 sec): 3 clusters Score: Raw -856462.762458 + Penalty 1734.246038 = -854728.516420 nChanged 47 SP:Iteration 75Q (3582.450697 sec): 3 clusters Score: Raw -856481.956775 + Penalty 1734.246038 = -854747.710737 nChanged 37 SP:Iteration 76Q (3582.501880 sec): 3 clusters Score: Raw -856494.822458 + Penalty 1734.246038 = -854760.576420 nChanged 33 SP:Iteration 77Q (3582.555530 sec): 3 clusters Score: Raw -856505.708210 + Penalty 1734.246038 = -854771.462172 nChanged 29 SP:Iteration 78Q (3582.604899 sec): 3 clusters Score: Raw -856516.281915 + Penalty 1734.246038 = -854782.035878 nChanged 31 SP:Iteration 79Q (3582.656711 sec): 3 clusters Score: Raw -856531.995169 + Penalty 1734.246038 = -854797.749131 nChanged 37 SP:Iteration 80F (3582.723507 sec): 3 clusters Score: Raw -856550.200729 + Penalty 1734.246038 = -854815.954692 nChanged 27 SP:Iteration 81Q (3582.770682 sec): 3 clusters Score: Raw -856565.261482 + Penalty 1734.246038 = -854831.015445 nChanged 28 SP:Iteration 82Q (3582.820389 sec): 3 clusters Score: Raw -856578.768224 + Penalty 1734.246038 = -854844.522187 nChanged 24 SP:Iteration 83Q (3582.872791 sec): 3 clusters Score: Raw -856589.048590 + Penalty 1734.246038 = -854854.802553 nChanged 16 SP:Iteration 84Q (3582.919573 sec): 3 clusters Score: Raw -856597.387097 + Penalty 1734.246038 = -854863.141059 nChanged 15 SP:Iteration 85Q (3582.971911 sec): 3 clusters Score: Raw -856606.388752 + Penalty 1734.246038 = -854872.142714 nChanged 15 SP:Iteration 86Q (3583.048663 sec): 3 clusters Score: Raw -856615.236904 + Penalty 1734.246038 = -854880.990866 nChanged 16 SP:Iteration 87Q (3583.097383 sec): 3 clusters Score: Raw -856627.239877 + Penalty 1734.246038 = -854892.993839 nChanged 19 SP:Iteration 88Q (3583.147167 sec): 3 clusters Score: Raw -856639.835388 + Penalty 1734.246038 = -854905.589350 nChanged 16 SP:Iteration 89Q (3583.201968 sec): 3 clusters Score: Raw -856647.486347 + Penalty 1734.246038 = -854913.240309 nChanged 10 SP:Iteration 90Q (3583.245351 sec): 3 clusters Score: Raw -856651.071131 + Penalty 1734.246038 = -854916.825093 nChanged 10 SP:Iteration 91Q (3583.288719 sec): 3 clusters Score: Raw -856654.542431 + Penalty 1734.246038 = -854920.296393 nChanged 9 SP:Iteration 92Q (3583.344679 sec): 3 clusters Score: Raw -856661.491789 + Penalty 1734.246038 = -854927.245751 nChanged 5 SP:Iteration 93Q (3583.391341 sec): 3 clusters Score: Raw -856665.595786 + Penalty 1734.246038 = -854931.349748 nChanged 5 SP:Iteration 94Q (3583.436957 sec): 3 clusters Score: Raw -856669.521762 + Penalty 1734.246038 = -854935.275725 nChanged 7 SP:Iteration 95Q (3583.496453 sec): 3 clusters Score: Raw -856673.100696 + Penalty 1734.246038 = -854938.854658 nChanged 6 SP:Iteration 96Q (3583.539973 sec): 3 clusters Score: Raw -856676.326760 + Penalty 1734.246038 = -854942.080723 nChanged 6 SP:Iteration 97Q (3583.596311 sec): 3 clusters Score: Raw -856679.677737 + Penalty 1734.246038 = -854945.431699 nChanged 6 SP:Iteration 98Q (3583.646195 sec): 3 clusters Score: Raw -856683.798115 + Penalty 1734.246038 = -854949.552077 nChanged 3 SP:Iteration 99Q (3583.699745 sec): 3 clusters Score: Raw -856685.366550 + Penalty 1734.246038 = -854951.120512 nChanged 2 SP:Iteration 100F (3583.751759 sec): 3 clusters Score: Raw -856686.386447 + Penalty 1734.246038 = -854952.140410 nChanged 3 SP:Iteration 101Q (3583.802883 sec): 3 clusters Score: Raw -856687.535486 + Penalty 1734.246038 = -854953.289449 nChanged 3 SP:Iteration 102Q (3583.870445 sec): 3 clusters Score: Raw -856688.358693 + Penalty 1734.246038 = -854954.112656 nChanged 0 SP:Iteration 103F (3583.911540 sec): 3 clusters Score: Raw -856688.358693 + Penalty 1734.246038 = -854954.112656 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3583.944258 sec): 2 clusters Score: Raw -14847.463845 + Penalty 504.285431 = -14343.178414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3583.976820 sec): 3 clusters Score: Raw -14907.301610 + Penalty 1008.570863 = -13898.730748 nChanged 39 SP:Iteration 1F (3584.025300 sec): 3 clusters Score: Raw -14972.740130 + Penalty 1008.570863 = -13964.169268 nChanged 6 SP:Iteration 2Q (3584.060197 sec): 3 clusters Score: Raw -14985.817556 + Penalty 1008.570863 = -13977.246694 nChanged 3 SP:Iteration 3Q (3584.095818 sec): 3 clusters Score: Raw -14989.351256 + Penalty 1008.570863 = -13980.780393 nChanged 1 SP:Iteration 4Q (3584.128690 sec): 3 clusters Score: Raw -14992.014512 + Penalty 1008.570863 = -13983.443649 nChanged 1 SP:Iteration 5Q (3584.161194 sec): 3 clusters Score: Raw -14993.166307 + Penalty 1008.570863 = -13984.595444 nChanged 0 SP:Iteration 6F (3584.204519 sec): 3 clusters Score: Raw -14993.166307 + Penalty 1008.570863 = -13984.595444 nChanged 0 Trying to split cluster 32 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3584.242284 sec): 2 clusters Score: Raw -337565.981331 + Penalty 775.709545 = -336790.271786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3584.276458 sec): 3 clusters Score: Raw -335739.208323 + Penalty 1551.419090 = -334187.789233 nChanged 1440 SP:Iteration 1F (3584.319453 sec): 3 clusters Score: Raw -336582.148211 + Penalty 1551.419090 = -335030.729120 nChanged 254 SP:Iteration 2F (3584.360981 sec): 3 clusters Score: Raw -336732.864283 + Penalty 1551.419090 = -335181.445192 nChanged 209 SP:Iteration 3F (3584.408383 sec): 3 clusters Score: Raw -336862.509117 + Penalty 1551.419090 = -335311.090027 nChanged 180 SP:Iteration 4F (3584.449795 sec): 3 clusters Score: Raw -336977.432472 + Penalty 1551.419090 = -335426.013382 nChanged 167 SP:Iteration 5Q (3584.496027 sec): 3 clusters Score: Raw -337075.054450 + Penalty 1551.419090 = -335523.635360 nChanged 151 SP:Iteration 6Q (3584.551289 sec): 3 clusters Score: Raw -337176.929055 + Penalty 1551.419090 = -335625.509965 nChanged 135 SP:Iteration 7Q (3584.591410 sec): 3 clusters Score: Raw -337265.821588 + Penalty 1551.419090 = -335714.402498 nChanged 120 SP:Iteration 8Q (3584.649094 sec): 3 clusters Score: Raw -337352.502150 + Penalty 1551.419090 = -335801.083060 nChanged 95 SP:Iteration 9Q (3584.692619 sec): 3 clusters Score: Raw -337426.814129 + Penalty 1551.419090 = -335875.395039 nChanged 99 SP:Iteration 10Q (3584.734001 sec): 3 clusters Score: Raw -337501.179076 + Penalty 1551.419090 = -335949.759986 nChanged 87 SP:Iteration 11Q (3584.787488 sec): 3 clusters Score: Raw -337579.262440 + Penalty 1551.419090 = -336027.843350 nChanged 68 SP:Iteration 12Q (3584.824950 sec): 3 clusters Score: Raw -337626.932910 + Penalty 1551.419090 = -336075.513819 nChanged 51 SP:Iteration 13Q (3584.863607 sec): 3 clusters Score: Raw -337661.376950 + Penalty 1551.419090 = -336109.957860 nChanged 35 SP:Iteration 14Q (3584.916072 sec): 3 clusters Score: Raw -337678.800712 + Penalty 1551.419090 = -336127.381622 nChanged 28 SP:Iteration 15Q (3584.955582 sec): 3 clusters Score: Raw -337692.433372 + Penalty 1551.419090 = -336141.014282 nChanged 23 SP:Iteration 16Q (3584.999397 sec): 3 clusters Score: Raw -337703.855303 + Penalty 1551.419090 = -336152.436212 nChanged 16 SP:Iteration 17Q (3585.058800 sec): 3 clusters Score: Raw -337710.109741 + Penalty 1551.419090 = -336158.690650 nChanged 14 SP:Iteration 18Q (3585.098487 sec): 3 clusters Score: Raw -337715.077766 + Penalty 1551.419090 = -336163.658676 nChanged 6 SP:Iteration 19Q (3585.142798 sec): 3 clusters Score: Raw -337716.641464 + Penalty 1551.419090 = -336165.222374 nChanged 7 SP:Iteration 20F (3585.201808 sec): 3 clusters Score: Raw -337719.316765 + Penalty 1551.419090 = -336167.897675 nChanged 8 SP:Iteration 21Q (3585.238483 sec): 3 clusters Score: Raw -337721.674694 + Penalty 1551.419090 = -336170.255603 nChanged 3 SP:Iteration 22Q (3585.294747 sec): 3 clusters Score: Raw -337722.899149 + Penalty 1551.419090 = -336171.480059 nChanged 4 SP:Iteration 23Q (3585.342340 sec): 3 clusters Score: Raw -337724.125294 + Penalty 1551.419090 = -336172.706204 nChanged 2 SP:Iteration 24Q (3585.375574 sec): 3 clusters Score: Raw -337724.785022 + Penalty 1551.419090 = -336173.365931 nChanged 1 SP:Iteration 25Q (3585.430021 sec): 3 clusters Score: Raw -337724.915359 + Penalty 1551.419090 = -336173.496269 nChanged 1 SP:Iteration 26Q (3585.472695 sec): 3 clusters Score: Raw -337725.196225 + Penalty 1551.419090 = -336173.777135 nChanged 0 SP:Iteration 27F (3585.516945 sec): 3 clusters Score: Raw -337725.196225 + Penalty 1551.419090 = -336173.777135 nChanged 0 Trying to split cluster 33 (5937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3585.543531 sec): 2 clusters Score: Raw -477358.574062 + Penalty 825.451127 = -476533.122935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3585.593216 sec): 3 clusters Score: Raw -474028.510877 + Penalty 1650.902255 = -472377.608623 nChanged 2536 SP:Iteration 1F (3585.642537 sec): 3 clusters Score: Raw -475593.182196 + Penalty 1650.902255 = -473942.279941 nChanged 477 SP:Iteration 2F (3585.701781 sec): 3 clusters Score: Raw -475870.327850 + Penalty 1650.902255 = -474219.425595 nChanged 369 SP:Iteration 3F (3585.743513 sec): 3 clusters Score: Raw -476100.413058 + Penalty 1650.902255 = -474449.510804 nChanged 343 SP:Iteration 4F (3585.793669 sec): 3 clusters Score: Raw -476298.391860 + Penalty 1650.902255 = -474647.489606 nChanged 300 SP:Iteration 5F (3585.845049 sec): 3 clusters Score: Raw -476472.384021 + Penalty 1650.902255 = -474821.481766 nChanged 265 SP:Iteration 6Q (3585.892328 sec): 3 clusters Score: Raw -476612.760017 + Penalty 1650.902255 = -474961.857762 nChanged 224 SP:Iteration 7Q (3585.935771 sec): 3 clusters Score: Raw -476727.224381 + Penalty 1650.902255 = -475076.322127 nChanged 208 SP:Iteration 8Q (3585.981354 sec): 3 clusters Score: Raw -476828.810526 + Penalty 1650.902255 = -475177.908271 nChanged 185 SP:Iteration 9Q (3586.035019 sec): 3 clusters Score: Raw -476927.298966 + Penalty 1650.902255 = -475276.396711 nChanged 196 SP:Iteration 10Q (3586.076849 sec): 3 clusters Score: Raw -477037.188419 + Penalty 1650.902255 = -475386.286165 nChanged 204 SP:Iteration 11Q (3586.130815 sec): 3 clusters Score: Raw -477166.593524 + Penalty 1650.902255 = -475515.691269 nChanged 200 SP:Iteration 12Q (3586.182780 sec): 3 clusters Score: Raw -477305.528814 + Penalty 1650.902255 = -475654.626559 nChanged 200 SP:Iteration 13Q (3586.227127 sec): 3 clusters Score: Raw -477438.688027 + Penalty 1650.902255 = -475787.785772 nChanged 158 SP:Iteration 14Q (3586.266364 sec): 3 clusters Score: Raw -477524.461516 + Penalty 1650.902255 = -475873.559262 nChanged 106 SP:Iteration 15Q (3586.325122 sec): 3 clusters Score: Raw -477582.881283 + Penalty 1650.902255 = -475931.979028 nChanged 89 SP:Iteration 16Q (3586.380310 sec): 3 clusters Score: Raw -477637.808817 + Penalty 1650.902255 = -475986.906563 nChanged 73 SP:Iteration 17Q (3586.425548 sec): 3 clusters Score: Raw -477673.638289 + Penalty 1650.902255 = -476022.736034 nChanged 50 SP:Iteration 18Q (3586.472560 sec): 3 clusters Score: Raw -477701.106555 + Penalty 1650.902255 = -476050.204301 nChanged 48 SP:Iteration 19Q (3586.508066 sec): 3 clusters Score: Raw -477725.726635 + Penalty 1650.902255 = -476074.824380 nChanged 34 SP:Iteration 20F (3586.563357 sec): 3 clusters Score: Raw -477743.803115 + Penalty 1650.902255 = -476092.900860 nChanged 28 SP:Iteration 21Q (3586.611141 sec): 3 clusters Score: Raw -477760.583586 + Penalty 1650.902255 = -476109.681331 nChanged 15 SP:Iteration 22Q (3586.663671 sec): 3 clusters Score: Raw -477767.329423 + Penalty 1650.902255 = -476116.427169 nChanged 8 SP:Iteration 23Q (3586.721209 sec): 3 clusters Score: Raw -477769.611665 + Penalty 1650.902255 = -476118.709411 nChanged 4 SP:Iteration 24Q (3586.758136 sec): 3 clusters Score: Raw -477770.527028 + Penalty 1650.902255 = -476119.624773 nChanged 2 SP:Iteration 25Q (3586.802901 sec): 3 clusters Score: Raw -477771.766655 + Penalty 1650.902255 = -476120.864401 nChanged 4 SP:Iteration 26Q (3586.857041 sec): 3 clusters Score: Raw -477772.955019 + Penalty 1650.902255 = -476122.052764 nChanged 2 SP:Iteration 27Q (3586.902024 sec): 3 clusters Score: Raw -477773.539220 + Penalty 1650.902255 = -476122.636965 nChanged 1 SP:Iteration 28Q (3586.958539 sec): 3 clusters Score: Raw -477773.711250 + Penalty 1650.902255 = -476122.808996 nChanged 1 SP:Iteration 29Q (3587.007970 sec): 3 clusters Score: Raw -477773.916837 + Penalty 1650.902255 = -476123.014583 nChanged 1 SP:Iteration 30Q (3587.061064 sec): 3 clusters Score: Raw -477774.264925 + Penalty 1650.902255 = -476123.362671 nChanged 2 SP:Iteration 31Q (3587.104051 sec): 3 clusters Score: Raw -477774.595935 + Penalty 1650.902255 = -476123.693680 nChanged 0 SP:Iteration 32F (3587.145454 sec): 3 clusters Score: Raw -477774.595935 + Penalty 1650.902255 = -476123.693680 nChanged 0 Trying to split cluster 34 (2976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3587.170041 sec): 2 clusters Score: Raw -268389.933098 + Penalty 759.841863 = -267630.091236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3587.223810 sec): 3 clusters Score: Raw -266858.548234 + Penalty 1519.683725 = -265338.864509 nChanged 1235 SP:Iteration 1F (3587.262998 sec): 3 clusters Score: Raw -267559.005804 + Penalty 1519.683725 = -266039.322079 nChanged 225 SP:Iteration 2F (3587.298381 sec): 3 clusters Score: Raw -267723.170960 + Penalty 1519.683725 = -266203.487235 nChanged 190 SP:Iteration 3F (3587.350255 sec): 3 clusters Score: Raw -267838.876450 + Penalty 1519.683725 = -266319.192724 nChanged 145 SP:Iteration 4Q (3587.387652 sec): 3 clusters Score: Raw -267931.369562 + Penalty 1519.683725 = -266411.685837 nChanged 127 SP:Iteration 5Q (3587.433742 sec): 3 clusters Score: Raw -268002.985567 + Penalty 1519.683725 = -266483.301842 nChanged 105 SP:Iteration 6Q (3587.467489 sec): 3 clusters Score: Raw -268057.904416 + Penalty 1519.683725 = -266538.220691 nChanged 88 SP:Iteration 7Q (3587.519032 sec): 3 clusters Score: Raw -268100.181632 + Penalty 1519.683725 = -266580.497907 nChanged 84 SP:Iteration 8Q (3587.561344 sec): 3 clusters Score: Raw -268135.989423 + Penalty 1519.683725 = -266616.305698 nChanged 66 SP:Iteration 9Q (3587.593925 sec): 3 clusters Score: Raw -268158.373405 + Penalty 1519.683725 = -266638.689680 nChanged 59 SP:Iteration 10Q (3587.636972 sec): 3 clusters Score: Raw -268176.548265 + Penalty 1519.683725 = -266656.864540 nChanged 46 SP:Iteration 11Q (3587.684499 sec): 3 clusters Score: Raw -268190.276389 + Penalty 1519.683725 = -266670.592663 nChanged 33 SP:Iteration 12Q (3587.728811 sec): 3 clusters Score: Raw -268203.277248 + Penalty 1519.683725 = -266683.593522 nChanged 38 SP:Iteration 13Q (3587.776452 sec): 3 clusters Score: Raw -268214.749476 + Penalty 1519.683725 = -266695.065751 nChanged 31 SP:Iteration 14Q (3587.811096 sec): 3 clusters Score: Raw -268224.729422 + Penalty 1519.683725 = -266705.045697 nChanged 33 SP:Iteration 15Q (3587.856327 sec): 3 clusters Score: Raw -268237.858332 + Penalty 1519.683725 = -266718.174607 nChanged 40 SP:Iteration 16Q (3587.912777 sec): 3 clusters Score: Raw -268256.169386 + Penalty 1519.683725 = -266736.485661 nChanged 44 SP:Iteration 17Q (3587.963977 sec): 3 clusters Score: Raw -268273.270212 + Penalty 1519.683725 = -266753.586487 nChanged 46 SP:Iteration 18Q (3588.001364 sec): 3 clusters Score: Raw -268288.660477 + Penalty 1519.683725 = -266768.976751 nChanged 32 SP:Iteration 19Q (3588.049608 sec): 3 clusters Score: Raw -268301.883925 + Penalty 1519.683725 = -266782.200200 nChanged 35 SP:Iteration 20F (3588.103400 sec): 3 clusters Score: Raw -268316.982895 + Penalty 1519.683725 = -266797.299170 nChanged 42 SP:Iteration 21Q (3588.152414 sec): 3 clusters Score: Raw -268332.334743 + Penalty 1519.683725 = -266812.651017 nChanged 40 SP:Iteration 22Q (3588.189371 sec): 3 clusters Score: Raw -268347.074396 + Penalty 1519.683725 = -266827.390670 nChanged 38 SP:Iteration 23Q (3588.227700 sec): 3 clusters Score: Raw -268358.454672 + Penalty 1519.683725 = -266838.770947 nChanged 26 SP:Iteration 24Q (3588.260857 sec): 3 clusters Score: Raw -268367.271513 + Penalty 1519.683725 = -266847.587787 nChanged 28 SP:Iteration 25Q (3588.308730 sec): 3 clusters Score: Raw -268374.067780 + Penalty 1519.683725 = -266854.384055 nChanged 29 SP:Iteration 26Q (3588.353248 sec): 3 clusters Score: Raw -268379.858057 + Penalty 1519.683725 = -266860.174332 nChanged 17 SP:Iteration 27Q (3588.414238 sec): 3 clusters Score: Raw -268383.660727 + Penalty 1519.683725 = -266863.977001 nChanged 17 SP:Iteration 28Q (3588.448990 sec): 3 clusters Score: Raw -268386.953321 + Penalty 1519.683725 = -266867.269595 nChanged 13 SP:Iteration 29Q (3588.507486 sec): 3 clusters Score: Raw -268389.712491 + Penalty 1519.683725 = -266870.028765 nChanged 13 SP:Iteration 30Q (3588.549028 sec): 3 clusters Score: Raw -268392.310869 + Penalty 1519.683725 = -266872.627143 nChanged 19 SP:Iteration 31Q (3588.595590 sec): 3 clusters Score: Raw -268395.683281 + Penalty 1519.683725 = -266875.999556 nChanged 20 SP:Iteration 32Q (3588.650926 sec): 3 clusters Score: Raw -268401.161144 + Penalty 1519.683725 = -266881.477418 nChanged 17 SP:Iteration 33Q (3588.696662 sec): 3 clusters Score: Raw -268407.036190 + Penalty 1519.683725 = -266887.352465 nChanged 24 SP:Iteration 34Q (3588.742644 sec): 3 clusters Score: Raw -268413.868571 + Penalty 1519.683725 = -266894.184846 nChanged 28 SP:Iteration 35Q (3588.792735 sec): 3 clusters Score: Raw -268421.451560 + Penalty 1519.683725 = -266901.767834 nChanged 25 SP:Iteration 36Q (3588.838209 sec): 3 clusters Score: Raw -268428.733641 + Penalty 1519.683725 = -266909.049916 nChanged 25 SP:Iteration 37Q (3588.883901 sec): 3 clusters Score: Raw -268436.366860 + Penalty 1519.683725 = -266916.683134 nChanged 31 SP:Iteration 38Q (3588.930495 sec): 3 clusters Score: Raw -268445.435447 + Penalty 1519.683725 = -266925.751721 nChanged 26 SP:Iteration 39Q (3588.974215 sec): 3 clusters Score: Raw -268455.767342 + Penalty 1519.683725 = -266936.083617 nChanged 30 SP:Iteration 40F (3589.010144 sec): 3 clusters Score: Raw -268465.027093 + Penalty 1519.683725 = -266945.343368 nChanged 27 SP:Iteration 41Q (3589.052000 sec): 3 clusters Score: Raw -268472.902177 + Penalty 1519.683725 = -266953.218452 nChanged 32 SP:Iteration 42Q (3589.106115 sec): 3 clusters Score: Raw -268482.306202 + Penalty 1519.683725 = -266962.622477 nChanged 24 SP:Iteration 43Q (3589.152051 sec): 3 clusters Score: Raw -268490.449888 + Penalty 1519.683725 = -266970.766163 nChanged 26 SP:Iteration 44Q (3589.200296 sec): 3 clusters Score: Raw -268497.151647 + Penalty 1519.683725 = -266977.467922 nChanged 17 SP:Iteration 45Q (3589.238608 sec): 3 clusters Score: Raw -268501.764356 + Penalty 1519.683725 = -266982.080630 nChanged 14 SP:Iteration 46Q (3589.299265 sec): 3 clusters Score: Raw -268505.991044 + Penalty 1519.683725 = -266986.307319 nChanged 12 SP:Iteration 47Q (3589.347412 sec): 3 clusters Score: Raw -268510.182043 + Penalty 1519.683725 = -266990.498318 nChanged 13 SP:Iteration 48Q (3589.398237 sec): 3 clusters Score: Raw -268515.023103 + Penalty 1519.683725 = -266995.339378 nChanged 11 SP:Iteration 49Q (3589.436818 sec): 3 clusters Score: Raw -268520.613818 + Penalty 1519.683725 = -267000.930093 nChanged 13 SP:Iteration 50Q (3589.490649 sec): 3 clusters Score: Raw -268525.620645 + Penalty 1519.683725 = -267005.936920 nChanged 10 SP:Iteration 51Q (3589.547634 sec): 3 clusters Score: Raw -268530.324354 + Penalty 1519.683725 = -267010.640629 nChanged 17 SP:Iteration 52Q (3589.586946 sec): 3 clusters Score: Raw -268542.142054 + Penalty 1519.683725 = -267022.458329 nChanged 19 SP:Iteration 53Q (3589.635083 sec): 3 clusters Score: Raw -268550.303884 + Penalty 1519.683725 = -267030.620158 nChanged 14 SP:Iteration 54Q (3589.685753 sec): 3 clusters Score: Raw -268555.631203 + Penalty 1519.683725 = -267035.947478 nChanged 11 SP:Iteration 55Q (3589.732420 sec): 3 clusters Score: Raw -268558.961757 + Penalty 1519.683725 = -267039.278032 nChanged 8 SP:Iteration 56Q (3589.778367 sec): 3 clusters Score: Raw -268561.089578 + Penalty 1519.683725 = -267041.405853 nChanged 10 SP:Iteration 57Q (3589.818316 sec): 3 clusters Score: Raw -268564.265883 + Penalty 1519.683725 = -267044.582158 nChanged 9 SP:Iteration 58Q (3589.869798 sec): 3 clusters Score: Raw -268566.911102 + Penalty 1519.683725 = -267047.227377 nChanged 11 SP:Iteration 59Q (3589.919317 sec): 3 clusters Score: Raw -268570.765277 + Penalty 1519.683725 = -267051.081552 nChanged 11 SP:Iteration 60F (3589.953296 sec): 3 clusters Score: Raw -268573.302332 + Penalty 1519.683725 = -267053.618606 nChanged 6 SP:Iteration 61Q (3589.998178 sec): 3 clusters Score: Raw -268574.940021 + Penalty 1519.683725 = -267055.256295 nChanged 4 SP:Iteration 62Q (3590.024322 sec): 3 clusters Score: Raw -268575.802868 + Penalty 1519.683725 = -267056.119142 nChanged 5 SP:Iteration 63Q (3590.075158 sec): 3 clusters Score: Raw -268576.679491 + Penalty 1519.683725 = -267056.995766 nChanged 3 SP:Iteration 64Q (3590.122081 sec): 3 clusters Score: Raw -268577.138382 + Penalty 1519.683725 = -267057.454657 nChanged 0 SP:Iteration 65F (3590.162055 sec): 3 clusters Score: Raw -268577.138382 + Penalty 1519.683725 = -267057.454657 nChanged 0 Trying to split cluster 35 (17438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3590.197099 sec): 2 clusters Score: Raw -1724823.293980 + Penalty 927.808666 = -1723895.485314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3590.262723 sec): 3 clusters Score: Raw -1714049.438124 + Penalty 1855.617332 = -1712193.820792 nChanged 8062 SP:Iteration 1F (3590.338212 sec): 3 clusters Score: Raw -1718931.289402 + Penalty 1855.617332 = -1717075.672070 nChanged 1069 SP:Iteration 2F (3590.393204 sec): 3 clusters Score: Raw -1719576.016982 + Penalty 1855.617332 = -1717720.399649 nChanged 1087 SP:Iteration 3F (3590.455694 sec): 3 clusters Score: Raw -1720263.797195 + Penalty 1855.617332 = -1718408.179862 nChanged 1071 SP:Iteration 4F (3590.525247 sec): 3 clusters Score: Raw -1720976.800516 + Penalty 1855.617332 = -1719121.183183 nChanged 1044 SP:Iteration 5F (3590.583035 sec): 3 clusters Score: Raw -1721720.132883 + Penalty 1855.617332 = -1719864.515551 nChanged 956 SP:Iteration 6F (3590.650306 sec): 3 clusters Score: Raw -1722408.979635 + Penalty 1855.617332 = -1720553.362303 nChanged 816 SP:Iteration 7Q (3590.716212 sec): 3 clusters Score: Raw -1722904.769219 + Penalty 1855.617332 = -1721049.151887 nChanged 614 SP:Iteration 8Q (3590.774230 sec): 3 clusters Score: Raw -1723207.279868 + Penalty 1855.617332 = -1721351.662536 nChanged 464 SP:Iteration 9Q (3590.836529 sec): 3 clusters Score: Raw -1723416.724561 + Penalty 1855.617332 = -1721561.107228 nChanged 317 SP:Iteration 10Q (3590.903111 sec): 3 clusters Score: Raw -1723528.117438 + Penalty 1855.617332 = -1721672.500106 nChanged 241 SP:Iteration 11Q (3590.966563 sec): 3 clusters Score: Raw -1723601.330718 + Penalty 1855.617332 = -1721745.713386 nChanged 187 SP:Iteration 12Q (3591.031116 sec): 3 clusters Score: Raw -1723646.596974 + Penalty 1855.617332 = -1721790.979642 nChanged 165 SP:Iteration 13Q (3591.094627 sec): 3 clusters Score: Raw -1723690.686302 + Penalty 1855.617332 = -1721835.068970 nChanged 163 SP:Iteration 14Q (3591.152930 sec): 3 clusters Score: Raw -1723732.366455 + Penalty 1855.617332 = -1721876.749123 nChanged 160 SP:Iteration 15Q (3591.216890 sec): 3 clusters Score: Raw -1723776.380350 + Penalty 1855.617332 = -1721920.763018 nChanged 182 SP:Iteration 16Q (3591.281880 sec): 3 clusters Score: Raw -1723829.129215 + Penalty 1855.617332 = -1721973.511882 nChanged 186 SP:Iteration 17Q (3591.348968 sec): 3 clusters Score: Raw -1723882.852781 + Penalty 1855.617332 = -1722027.235449 nChanged 197 SP:Iteration 18Q (3591.403871 sec): 3 clusters Score: Raw -1723943.553160 + Penalty 1855.617332 = -1722087.935828 nChanged 175 SP:Iteration 19Q (3591.475674 sec): 3 clusters Score: Raw -1724006.912134 + Penalty 1855.617332 = -1722151.294801 nChanged 184 SP:Iteration 20F (3591.535184 sec): 3 clusters Score: Raw -1724071.334117 + Penalty 1855.617332 = -1722215.716785 nChanged 174 SP:Iteration 21Q (3591.599563 sec): 3 clusters Score: Raw -1724130.675258 + Penalty 1855.617332 = -1722275.057925 nChanged 174 SP:Iteration 22Q (3591.651416 sec): 3 clusters Score: Raw -1724190.447208 + Penalty 1855.617332 = -1722334.829875 nChanged 178 SP:Iteration 23Q (3591.715394 sec): 3 clusters Score: Raw -1724254.695887 + Penalty 1855.617332 = -1722399.078554 nChanged 162 SP:Iteration 24Q (3591.773830 sec): 3 clusters Score: Raw -1724310.437258 + Penalty 1855.617332 = -1722454.819926 nChanged 144 SP:Iteration 25Q (3591.834564 sec): 3 clusters Score: Raw -1724357.103659 + Penalty 1855.617332 = -1722501.486327 nChanged 134 SP:Iteration 26Q (3591.895319 sec): 3 clusters Score: Raw -1724401.956961 + Penalty 1855.617332 = -1722546.339629 nChanged 123 SP:Iteration 27Q (3591.953944 sec): 3 clusters Score: Raw -1724444.363765 + Penalty 1855.617332 = -1722588.746432 nChanged 104 SP:Iteration 28Q (3592.012682 sec): 3 clusters Score: Raw -1724484.231761 + Penalty 1855.617332 = -1722628.614429 nChanged 116 SP:Iteration 29Q (3592.077079 sec): 3 clusters Score: Raw -1724538.161812 + Penalty 1855.617332 = -1722682.544480 nChanged 110 SP:Iteration 30Q (3592.149304 sec): 3 clusters Score: Raw -1724601.695631 + Penalty 1855.617332 = -1722746.078299 nChanged 111 SP:Iteration 31Q (3592.216014 sec): 3 clusters Score: Raw -1724667.703533 + Penalty 1855.617332 = -1722812.086201 nChanged 100 SP:Iteration 32Q (3592.273615 sec): 3 clusters Score: Raw -1724717.299027 + Penalty 1855.617332 = -1722861.681695 nChanged 93 SP:Iteration 33Q (3592.324020 sec): 3 clusters Score: Raw -1724760.394554 + Penalty 1855.617332 = -1722904.777222 nChanged 77 SP:Iteration 34Q (3592.393619 sec): 3 clusters Score: Raw -1724796.815836 + Penalty 1855.617332 = -1722941.198504 nChanged 65 SP:Iteration 35Q (3592.458976 sec): 3 clusters Score: Raw -1724826.356783 + Penalty 1855.617332 = -1722970.739451 nChanged 47 SP:Iteration 36Q (3592.508328 sec): 3 clusters Score: Raw -1724852.042683 + Penalty 1855.617332 = -1722996.425351 nChanged 40 SP:Iteration 37Q (3592.568816 sec): 3 clusters Score: Raw -1724872.158849 + Penalty 1855.617332 = -1723016.541517 nChanged 32 SP:Iteration 38Q (3592.627226 sec): 3 clusters Score: Raw -1724884.556440 + Penalty 1855.617332 = -1723028.939108 nChanged 23 SP:Iteration 39Q (3592.677546 sec): 3 clusters Score: Raw -1724895.079090 + Penalty 1855.617332 = -1723039.461758 nChanged 22 SP:Iteration 40F (3592.741577 sec): 3 clusters Score: Raw -1724904.892896 + Penalty 1855.617332 = -1723049.275564 nChanged 21 SP:Iteration 41Q (3592.802636 sec): 3 clusters Score: Raw -1724913.164538 + Penalty 1855.617332 = -1723057.547206 nChanged 22 SP:Iteration 42Q (3592.869754 sec): 3 clusters Score: Raw -1724924.138208 + Penalty 1855.617332 = -1723068.520876 nChanged 16 SP:Iteration 43Q (3592.927558 sec): 3 clusters Score: Raw -1724929.990553 + Penalty 1855.617332 = -1723074.373221 nChanged 11 SP:Iteration 44Q (3592.989537 sec): 3 clusters Score: Raw -1724934.415465 + Penalty 1855.617332 = -1723078.798133 nChanged 11 SP:Iteration 45Q (3593.039846 sec): 3 clusters Score: Raw -1724938.315556 + Penalty 1855.617332 = -1723082.698224 nChanged 10 SP:Iteration 46Q (3593.107745 sec): 3 clusters Score: Raw -1724942.316138 + Penalty 1855.617332 = -1723086.698806 nChanged 11 SP:Iteration 47Q (3593.165182 sec): 3 clusters Score: Raw -1724946.978379 + Penalty 1855.617332 = -1723091.361047 nChanged 7 SP:Iteration 48Q (3593.219602 sec): 3 clusters Score: Raw -1724950.514474 + Penalty 1855.617332 = -1723094.897142 nChanged 5 SP:Iteration 49Q (3593.274233 sec): 3 clusters Score: Raw -1724952.654807 + Penalty 1855.617332 = -1723097.037475 nChanged 1 SP:Iteration 50Q (3593.334853 sec): 3 clusters Score: Raw -1724952.868854 + Penalty 1855.617332 = -1723097.251522 nChanged 1 SP:Iteration 51Q (3593.404301 sec): 3 clusters Score: Raw -1724953.283244 + Penalty 1855.617332 = -1723097.665912 nChanged 2 SP:Iteration 52Q (3593.461994 sec): 3 clusters Score: Raw -1724953.856540 + Penalty 1855.617332 = -1723098.239208 nChanged 1 SP:Iteration 53Q (3593.526071 sec): 3 clusters Score: Raw -1724954.182364 + Penalty 1855.617332 = -1723098.565032 nChanged 1 SP:Iteration 54Q (3593.571193 sec): 3 clusters Score: Raw -1724954.618526 + Penalty 1855.617332 = -1723099.001194 nChanged 2 SP:Iteration 55Q (3593.628076 sec): 3 clusters Score: Raw -1724955.227108 + Penalty 1855.617332 = -1723099.609775 nChanged 2 SP:Iteration 56Q (3593.687709 sec): 3 clusters Score: Raw -1724956.154736 + Penalty 1855.617332 = -1723100.537403 nChanged 3 SP:Iteration 57Q (3593.739978 sec): 3 clusters Score: Raw -1724958.403293 + Penalty 1855.617332 = -1723102.785960 nChanged 3 SP:Iteration 58Q (3593.806259 sec): 3 clusters Score: Raw -1724961.002365 + Penalty 1855.617332 = -1723105.385032 nChanged 2 SP:Iteration 59Q (3593.849487 sec): 3 clusters Score: Raw -1724961.844331 + Penalty 1855.617332 = -1723106.226999 nChanged 2 SP:Iteration 60F (3593.913869 sec): 3 clusters Score: Raw -1724962.413134 + Penalty 1855.617332 = -1723106.795802 nChanged 1 SP:Iteration 61Q (3593.979191 sec): 3 clusters Score: Raw -1724962.469337 + Penalty 1855.617332 = -1723106.852005 nChanged 0 SP:Iteration 62F (3594.045435 sec): 3 clusters Score: Raw -1724962.469337 + Penalty 1855.617332 = -1723106.852005 nChanged 0 Trying to split cluster 36 (30064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3594.104696 sec): 2 clusters Score: Raw -2976457.941608 + Penalty 979.552954 = -2975478.388655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3594.183084 sec): 3 clusters Score: Raw -2957366.346583 + Penalty 1959.105907 = -2955407.240676 nChanged 14088 SP:Iteration 1F (3594.267706 sec): 3 clusters Score: Raw -2965606.299428 + Penalty 1959.105907 = -2963647.193521 nChanged 1516 SP:Iteration 2F (3594.344062 sec): 3 clusters Score: Raw -2966206.762988 + Penalty 1959.105907 = -2964247.657081 nChanged 1611 SP:Iteration 3F (3594.426779 sec): 3 clusters Score: Raw -2966911.489266 + Penalty 1959.105907 = -2964952.383359 nChanged 1612 SP:Iteration 4F (3594.510778 sec): 3 clusters Score: Raw -2967756.337411 + Penalty 1959.105907 = -2965797.231504 nChanged 1710 SP:Iteration 5F (3594.579653 sec): 3 clusters Score: Raw -2968839.411739 + Penalty 1959.105907 = -2966880.305832 nChanged 1784 SP:Iteration 6F (3594.668906 sec): 3 clusters Score: Raw -2970057.038264 + Penalty 1959.105907 = -2968097.932357 nChanged 1719 SP:Iteration 7F (3594.741307 sec): 3 clusters Score: Raw -2971174.597643 + Penalty 1959.105907 = -2969215.491736 nChanged 1516 SP:Iteration 8F (3594.811976 sec): 3 clusters Score: Raw -2971907.777962 + Penalty 1959.105907 = -2969948.672054 nChanged 1066 SP:Iteration 9Q (3594.889107 sec): 3 clusters Score: Raw -2972291.205136 + Penalty 1959.105907 = -2970332.099229 nChanged 724 SP:Iteration 10Q (3594.972407 sec): 3 clusters Score: Raw -2972483.438259 + Penalty 1959.105907 = -2970524.332352 nChanged 492 SP:Iteration 11Q (3595.051978 sec): 3 clusters Score: Raw -2972589.919479 + Penalty 1959.105907 = -2970630.813572 nChanged 387 SP:Iteration 12Q (3595.134187 sec): 3 clusters Score: Raw -2972680.025581 + Penalty 1959.105907 = -2970720.919674 nChanged 381 SP:Iteration 13Q (3595.223837 sec): 3 clusters Score: Raw -2972773.900609 + Penalty 1959.105907 = -2970814.794702 nChanged 378 SP:Iteration 14Q (3595.298764 sec): 3 clusters Score: Raw -2972863.513151 + Penalty 1959.105907 = -2970904.407244 nChanged 359 SP:Iteration 15Q (3595.377234 sec): 3 clusters Score: Raw -2972948.523753 + Penalty 1959.105907 = -2970989.417845 nChanged 354 SP:Iteration 16Q (3595.456150 sec): 3 clusters Score: Raw -2973026.087366 + Penalty 1959.105907 = -2971066.981459 nChanged 296 SP:Iteration 17Q (3595.541241 sec): 3 clusters Score: Raw -2973085.362259 + Penalty 1959.105907 = -2971126.256352 nChanged 281 SP:Iteration 18Q (3595.628641 sec): 3 clusters Score: Raw -2973140.051374 + Penalty 1959.105907 = -2971180.945467 nChanged 301 SP:Iteration 19Q (3595.717955 sec): 3 clusters Score: Raw -2973204.276534 + Penalty 1959.105907 = -2971245.170626 nChanged 325 SP:Iteration 20F (3595.802668 sec): 3 clusters Score: Raw -2973280.015549 + Penalty 1959.105907 = -2971320.909642 nChanged 338 SP:Iteration 21Q (3595.873082 sec): 3 clusters Score: Raw -2973360.465056 + Penalty 1959.105907 = -2971401.359149 nChanged 322 SP:Iteration 22Q (3595.956692 sec): 3 clusters Score: Raw -2973444.093143 + Penalty 1959.105907 = -2971484.987236 nChanged 347 SP:Iteration 23Q (3596.030332 sec): 3 clusters Score: Raw -2973550.845052 + Penalty 1959.105907 = -2971591.739145 nChanged 426 SP:Iteration 24Q (3596.116863 sec): 3 clusters Score: Raw -2973689.206197 + Penalty 1959.105907 = -2971730.100290 nChanged 423 SP:Iteration 25Q (3596.194900 sec): 3 clusters Score: Raw -2973837.903257 + Penalty 1959.105907 = -2971878.797350 nChanged 457 SP:Iteration 26Q (3596.268413 sec): 3 clusters Score: Raw -2974004.828576 + Penalty 1959.105907 = -2972045.722668 nChanged 446 SP:Iteration 27Q (3596.345882 sec): 3 clusters Score: Raw -2974192.433905 + Penalty 1959.105907 = -2972233.327998 nChanged 469 SP:Iteration 28Q (3596.431655 sec): 3 clusters Score: Raw -2974402.290390 + Penalty 1959.105907 = -2972443.184483 nChanged 460 SP:Iteration 29Q (3596.506294 sec): 3 clusters Score: Raw -2974620.690840 + Penalty 1959.105907 = -2972661.584933 nChanged 455 SP:Iteration 30Q (3596.590937 sec): 3 clusters Score: Raw -2974825.735121 + Penalty 1959.105907 = -2972866.629214 nChanged 450 SP:Iteration 31Q (3596.669493 sec): 3 clusters Score: Raw -2975028.466412 + Penalty 1959.105907 = -2973069.360505 nChanged 440 SP:Iteration 32Q (3596.743379 sec): 3 clusters Score: Raw -2975198.956842 + Penalty 1959.105907 = -2973239.850935 nChanged 363 SP:Iteration 33Q (3596.827048 sec): 3 clusters Score: Raw -2975332.462489 + Penalty 1959.105907 = -2973373.356582 nChanged 333 SP:Iteration 34Q (3596.900215 sec): 3 clusters Score: Raw -2975452.639036 + Penalty 1959.105907 = -2973493.533129 nChanged 288 SP:Iteration 35Q (3596.971355 sec): 3 clusters Score: Raw -2975548.414532 + Penalty 1959.105907 = -2973589.308625 nChanged 253 SP:Iteration 36Q (3597.050770 sec): 3 clusters Score: Raw -2975625.419273 + Penalty 1959.105907 = -2973666.313365 nChanged 239 SP:Iteration 37Q (3597.122219 sec): 3 clusters Score: Raw -2975698.626179 + Penalty 1959.105907 = -2973739.520272 nChanged 216 SP:Iteration 38Q (3597.198073 sec): 3 clusters Score: Raw -2975752.288108 + Penalty 1959.105907 = -2973793.182201 nChanged 181 SP:Iteration 39Q (3597.278062 sec): 3 clusters Score: Raw -2975799.307704 + Penalty 1959.105907 = -2973840.201797 nChanged 173 SP:Iteration 40F (3597.351939 sec): 3 clusters Score: Raw -2975844.110853 + Penalty 1959.105907 = -2973885.004946 nChanged 175 SP:Iteration 41Q (3597.423470 sec): 3 clusters Score: Raw -2975887.840125 + Penalty 1959.105907 = -2973928.734218 nChanged 170 SP:Iteration 42Q (3597.506496 sec): 3 clusters Score: Raw -2975925.438462 + Penalty 1959.105907 = -2973966.332555 nChanged 158 SP:Iteration 43Q (3597.589246 sec): 3 clusters Score: Raw -2975960.147038 + Penalty 1959.105907 = -2974001.041131 nChanged 156 SP:Iteration 44Q (3597.666640 sec): 3 clusters Score: Raw -2975994.213680 + Penalty 1959.105907 = -2974035.107773 nChanged 138 SP:Iteration 45Q (3597.743080 sec): 3 clusters Score: Raw -2976019.588408 + Penalty 1959.105907 = -2974060.482501 nChanged 129 SP:Iteration 46Q (3597.811079 sec): 3 clusters Score: Raw -2976041.520989 + Penalty 1959.105907 = -2974082.415082 nChanged 106 SP:Iteration 47Q (3597.896757 sec): 3 clusters Score: Raw -2976058.840705 + Penalty 1959.105907 = -2974099.734798 nChanged 105 SP:Iteration 48Q (3597.962106 sec): 3 clusters Score: Raw -2976075.697645 + Penalty 1959.105907 = -2974116.591738 nChanged 99 SP:Iteration 49Q (3598.049774 sec): 3 clusters Score: Raw -2976090.004496 + Penalty 1959.105907 = -2974130.898589 nChanged 81 SP:Iteration 50Q (3598.128022 sec): 3 clusters Score: Raw -2976101.093281 + Penalty 1959.105907 = -2974141.987374 nChanged 74 SP:Iteration 51Q (3598.194401 sec): 3 clusters Score: Raw -2976110.669905 + Penalty 1959.105907 = -2974151.563998 nChanged 76 SP:Iteration 52Q (3598.278915 sec): 3 clusters Score: Raw -2976119.756673 + Penalty 1959.105907 = -2974160.650766 nChanged 66 SP:Iteration 53Q (3598.355676 sec): 3 clusters Score: Raw -2976129.499068 + Penalty 1959.105907 = -2974170.393161 nChanged 84 SP:Iteration 54Q (3598.427012 sec): 3 clusters Score: Raw -2976141.922090 + Penalty 1959.105907 = -2974182.816183 nChanged 84 SP:Iteration 55Q (3598.504357 sec): 3 clusters Score: Raw -2976152.947473 + Penalty 1959.105907 = -2974193.841566 nChanged 70 SP:Iteration 56Q (3598.579860 sec): 3 clusters Score: Raw -2976162.066081 + Penalty 1959.105907 = -2974202.960174 nChanged 65 SP:Iteration 57Q (3598.660778 sec): 3 clusters Score: Raw -2976171.432218 + Penalty 1959.105907 = -2974212.326310 nChanged 62 SP:Iteration 58Q (3598.738845 sec): 3 clusters Score: Raw -2976178.580960 + Penalty 1959.105907 = -2974219.475053 nChanged 57 SP:Iteration 59Q (3598.813568 sec): 3 clusters Score: Raw -2976184.911969 + Penalty 1959.105907 = -2974225.806062 nChanged 53 SP:Iteration 60F (3598.901472 sec): 3 clusters Score: Raw -2976190.925111 + Penalty 1959.105907 = -2974231.819204 nChanged 56 SP:Iteration 61Q (3598.969055 sec): 3 clusters Score: Raw -2976198.220339 + Penalty 1959.105907 = -2974239.114432 nChanged 54 SP:Iteration 62Q (3599.040343 sec): 3 clusters Score: Raw -2976203.904379 + Penalty 1959.105907 = -2974244.798472 nChanged 40 SP:Iteration 63Q (3599.113702 sec): 3 clusters Score: Raw -2976207.587640 + Penalty 1959.105907 = -2974248.481732 nChanged 39 SP:Iteration 64Q (3599.193159 sec): 3 clusters Score: Raw -2976211.646930 + Penalty 1959.105907 = -2974252.541023 nChanged 40 SP:Iteration 65Q (3599.259924 sec): 3 clusters Score: Raw -2976215.867091 + Penalty 1959.105907 = -2974256.761184 nChanged 36 SP:Iteration 66Q (3599.341307 sec): 3 clusters Score: Raw -2976219.689717 + Penalty 1959.105907 = -2974260.583810 nChanged 35 SP:Iteration 67Q (3599.424361 sec): 3 clusters Score: Raw -2976223.647769 + Penalty 1959.105907 = -2974264.541862 nChanged 43 SP:Iteration 68Q (3599.493476 sec): 3 clusters Score: Raw -2976229.510553 + Penalty 1959.105907 = -2974270.404646 nChanged 46 SP:Iteration 69Q (3599.568152 sec): 3 clusters Score: Raw -2976235.347002 + Penalty 1959.105907 = -2974276.241095 nChanged 55 SP:Iteration 70Q (3599.641102 sec): 3 clusters Score: Raw -2976244.759829 + Penalty 1959.105907 = -2974285.653922 nChanged 72 SP:Iteration 71Q (3599.700728 sec): 3 clusters Score: Raw -2976257.629521 + Penalty 1959.105907 = -2974298.523614 nChanged 78 SP:Iteration 72Q (3599.774517 sec): 3 clusters Score: Raw -2976273.878456 + Penalty 1959.105907 = -2974314.772548 nChanged 85 SP:Iteration 73Q (3599.850135 sec): 3 clusters Score: Raw -2976289.229604 + Penalty 1959.105907 = -2974330.123697 nChanged 62 SP:Iteration 74Q (3599.935119 sec): 3 clusters Score: Raw -2976300.300171 + Penalty 1959.105907 = -2974341.194263 nChanged 66 SP:Iteration 75Q (3599.996114 sec): 3 clusters Score: Raw -2976314.136659 + Penalty 1959.105907 = -2974355.030751 nChanged 83 SP:Iteration 76Q (3600.080805 sec): 3 clusters Score: Raw -2976329.667900 + Penalty 1959.105907 = -2974370.561992 nChanged 72 SP:Iteration 77Q (3600.145740 sec): 3 clusters Score: Raw -2976342.585593 + Penalty 1959.105907 = -2974383.479685 nChanged 57 SP:Iteration 78Q (3600.229771 sec): 3 clusters Score: Raw -2976351.610379 + Penalty 1959.105907 = -2974392.504472 nChanged 61 SP:Iteration 79Q (3600.304905 sec): 3 clusters Score: Raw -2976362.041792 + Penalty 1959.105907 = -2974402.935885 nChanged 61 SP:Iteration 80F (3600.382053 sec): 3 clusters Score: Raw -2976371.981665 + Penalty 1959.105907 = -2974412.875758 nChanged 67 SP:Iteration 81Q (3600.442868 sec): 3 clusters Score: Raw -2976383.472617 + Penalty 1959.105907 = -2974424.366710 nChanged 57 SP:Iteration 82Q (3600.515199 sec): 3 clusters Score: Raw -2976392.333686 + Penalty 1959.105907 = -2974433.227779 nChanged 52 SP:Iteration 83Q (3600.589555 sec): 3 clusters Score: Raw -2976400.507321 + Penalty 1959.105907 = -2974441.401414 nChanged 55 SP:Iteration 84Q (3600.658077 sec): 3 clusters Score: Raw -2976408.806119 + Penalty 1959.105907 = -2974449.700212 nChanged 48 SP:Iteration 85Q (3600.743249 sec): 3 clusters Score: Raw -2976416.383791 + Penalty 1959.105907 = -2974457.277884 nChanged 41 SP:Iteration 86Q (3600.819899 sec): 3 clusters Score: Raw -2976422.907741 + Penalty 1959.105907 = -2974463.801833 nChanged 32 SP:Iteration 87Q (3600.886561 sec): 3 clusters Score: Raw -2976426.330553 + Penalty 1959.105907 = -2974467.224645 nChanged 26 SP:Iteration 88Q (3600.955965 sec): 3 clusters Score: Raw -2976429.095692 + Penalty 1959.105907 = -2974469.989784 nChanged 24 SP:Iteration 89Q (3601.031866 sec): 3 clusters Score: Raw -2976431.631683 + Penalty 1959.105907 = -2974472.525775 nChanged 18 SP:Iteration 90Q (3601.102994 sec): 3 clusters Score: Raw -2976433.860012 + Penalty 1959.105907 = -2974474.754105 nChanged 20 SP:Iteration 91Q (3601.178701 sec): 3 clusters Score: Raw -2976435.756351 + Penalty 1959.105907 = -2974476.650444 nChanged 17 SP:Iteration 92Q (3601.262231 sec): 3 clusters Score: Raw -2976437.217128 + Penalty 1959.105907 = -2974478.111221 nChanged 12 SP:Iteration 93Q (3601.335265 sec): 3 clusters Score: Raw -2976439.038536 + Penalty 1959.105907 = -2974479.932629 nChanged 21 SP:Iteration 94Q (3601.399994 sec): 3 clusters Score: Raw -2976441.796065 + Penalty 1959.105907 = -2974482.690158 nChanged 23 SP:Iteration 95Q (3601.475345 sec): 3 clusters Score: Raw -2976444.005911 + Penalty 1959.105907 = -2974484.900004 nChanged 19 SP:Iteration 96Q (3601.547660 sec): 3 clusters Score: Raw -2976445.556404 + Penalty 1959.105907 = -2974486.450497 nChanged 14 SP:Iteration 97Q (3601.624309 sec): 3 clusters Score: Raw -2976446.993847 + Penalty 1959.105907 = -2974487.887940 nChanged 19 SP:Iteration 98Q (3601.698935 sec): 3 clusters Score: Raw -2976448.713267 + Penalty 1959.105907 = -2974489.607360 nChanged 22 SP:Iteration 99Q (3601.768468 sec): 3 clusters Score: Raw -2976450.617291 + Penalty 1959.105907 = -2974491.511384 nChanged 14 SP:Iteration 100F (3601.856782 sec): 3 clusters Score: Raw -2976452.056032 + Penalty 1959.105907 = -2974492.950124 nChanged 19 SP:Iteration 101Q (3601.932147 sec): 3 clusters Score: Raw -2976455.009129 + Penalty 1959.105907 = -2974495.903222 nChanged 20 SP:Iteration 102Q (3601.998418 sec): 3 clusters Score: Raw -2976457.591992 + Penalty 1959.105907 = -2974498.486085 nChanged 27 SP:Iteration 103Q (3602.077276 sec): 3 clusters Score: Raw -2976461.032732 + Penalty 1959.105907 = -2974501.926825 nChanged 24 SP:Iteration 104Q (3602.156935 sec): 3 clusters Score: Raw -2976463.940729 + Penalty 1959.105907 = -2974504.834822 nChanged 26 SP:Iteration 105Q (3602.219100 sec): 3 clusters Score: Raw -2976467.112677 + Penalty 1959.105907 = -2974508.006770 nChanged 25 SP:Iteration 106Q (3602.301047 sec): 3 clusters Score: Raw -2976469.970219 + Penalty 1959.105907 = -2974510.864311 nChanged 28 SP:Iteration 107Q (3602.376030 sec): 3 clusters Score: Raw -2976473.897361 + Penalty 1959.105907 = -2974514.791454 nChanged 39 SP:Iteration 108Q (3602.443701 sec): 3 clusters Score: Raw -2976479.775190 + Penalty 1959.105907 = -2974520.669282 nChanged 33 SP:Iteration 109Q (3602.518380 sec): 3 clusters Score: Raw -2976486.076090 + Penalty 1959.105907 = -2974526.970183 nChanged 41 SP:Iteration 110Q (3602.590829 sec): 3 clusters Score: Raw -2976492.235831 + Penalty 1959.105907 = -2974533.129924 nChanged 35 SP:Iteration 111Q (3602.669048 sec): 3 clusters Score: Raw -2976498.818244 + Penalty 1959.105907 = -2974539.712337 nChanged 37 SP:Iteration 112Q (3602.744463 sec): 3 clusters Score: Raw -2976504.696018 + Penalty 1959.105907 = -2974545.590111 nChanged 39 SP:Iteration 113Q (3602.831744 sec): 3 clusters Score: Raw -2976511.051426 + Penalty 1959.105907 = -2974551.945519 nChanged 30 SP:Iteration 114Q (3602.907526 sec): 3 clusters Score: Raw -2976515.149313 + Penalty 1959.105907 = -2974556.043406 nChanged 25 SP:Iteration 115Q (3602.985713 sec): 3 clusters Score: Raw -2976519.062713 + Penalty 1959.105907 = -2974559.956806 nChanged 23 SP:Iteration 116Q (3603.049409 sec): 3 clusters Score: Raw -2976522.325939 + Penalty 1959.105907 = -2974563.220032 nChanged 30 SP:Iteration 117Q (3603.124374 sec): 3 clusters Score: Raw -2976527.320312 + Penalty 1959.105907 = -2974568.214405 nChanged 28 SP:Iteration 118Q (3603.196058 sec): 3 clusters Score: Raw -2976532.266565 + Penalty 1959.105907 = -2974573.160658 nChanged 27 SP:Iteration 119Q (3603.270859 sec): 3 clusters Score: Raw -2976535.856704 + Penalty 1959.105907 = -2974576.750797 nChanged 20 SP:Iteration 120F (3603.351166 sec): 3 clusters Score: Raw -2976538.879937 + Penalty 1959.105907 = -2974579.774030 nChanged 17 SP:Iteration 121Q (3603.431896 sec): 3 clusters Score: Raw -2976541.549358 + Penalty 1959.105907 = -2974582.443451 nChanged 22 SP:Iteration 122Q (3603.503340 sec): 3 clusters Score: Raw -2976545.198453 + Penalty 1959.105907 = -2974586.092546 nChanged 14 SP:Iteration 123Q (3603.577208 sec): 3 clusters Score: Raw -2976547.353234 + Penalty 1959.105907 = -2974588.247327 nChanged 13 SP:Iteration 124Q (3603.642613 sec): 3 clusters Score: Raw -2976548.586586 + Penalty 1959.105907 = -2974589.480679 nChanged 8 SP:Iteration 125Q (3603.726471 sec): 3 clusters Score: Raw -2976549.307603 + Penalty 1959.105907 = -2974590.201696 nChanged 9 SP:Iteration 126Q (3603.799118 sec): 3 clusters Score: Raw -2976550.292414 + Penalty 1959.105907 = -2974591.186507 nChanged 12 SP:Iteration 127Q (3603.865478 sec): 3 clusters Score: Raw -2976552.309921 + Penalty 1959.105907 = -2974593.204014 nChanged 13 SP:Iteration 128Q (3603.941311 sec): 3 clusters Score: Raw -2976554.569331 + Penalty 1959.105907 = -2974595.463424 nChanged 12 SP:Iteration 129Q (3604.018695 sec): 3 clusters Score: Raw -2976556.560735 + Penalty 1959.105907 = -2974597.454828 nChanged 16 SP:Iteration 130Q (3604.091413 sec): 3 clusters Score: Raw -2976559.326895 + Penalty 1959.105907 = -2974600.220988 nChanged 20 SP:Iteration 131Q (3604.156951 sec): 3 clusters Score: Raw -2976562.733263 + Penalty 1959.105907 = -2974603.627355 nChanged 17 SP:Iteration 132Q (3604.234495 sec): 3 clusters Score: Raw -2976565.498329 + Penalty 1959.105907 = -2974606.392422 nChanged 21 SP:Iteration 133Q (3604.310129 sec): 3 clusters Score: Raw -2976568.519222 + Penalty 1959.105907 = -2974609.413315 nChanged 16 SP:Iteration 134Q (3604.388731 sec): 3 clusters Score: Raw -2976570.615442 + Penalty 1959.105907 = -2974611.509535 nChanged 9 SP:Iteration 135Q (3604.449907 sec): 3 clusters Score: Raw -2976571.946564 + Penalty 1959.105907 = -2974612.840657 nChanged 6 SP:Iteration 136Q (3604.519548 sec): 3 clusters Score: Raw -2976573.121967 + Penalty 1959.105907 = -2974614.016060 nChanged 5 SP:Iteration 137Q (3604.604211 sec): 3 clusters Score: Raw -2976573.808573 + Penalty 1959.105907 = -2974614.702666 nChanged 4 SP:Iteration 138Q (3604.665784 sec): 3 clusters Score: Raw -2976574.186293 + Penalty 1959.105907 = -2974615.080386 nChanged 3 SP:Iteration 139Q (3604.742434 sec): 3 clusters Score: Raw -2976574.456766 + Penalty 1959.105907 = -2974615.350859 nChanged 1 SP:Iteration 140F (3604.811985 sec): 3 clusters Score: Raw -2976574.517460 + Penalty 1959.105907 = -2974615.411552 nChanged 0 Trying to split cluster 37 (3766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3604.839346 sec): 2 clusters Score: Raw -362015.180458 + Penalty 782.208027 = -361232.972431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3604.883135 sec): 3 clusters Score: Raw -359982.335698 + Penalty 1564.416055 = -358417.919643 nChanged 1600 SP:Iteration 1F (3604.938858 sec): 3 clusters Score: Raw -360921.845520 + Penalty 1564.416055 = -359357.429465 nChanged 343 SP:Iteration 2F (3604.980976 sec): 3 clusters Score: Raw -361199.255986 + Penalty 1564.416055 = -359634.839931 nChanged 310 SP:Iteration 3F (3605.033765 sec): 3 clusters Score: Raw -361449.492319 + Penalty 1564.416055 = -359885.076265 nChanged 273 SP:Iteration 4F (3605.076109 sec): 3 clusters Score: Raw -361653.325466 + Penalty 1564.416055 = -360088.909411 nChanged 229 SP:Iteration 5F (3605.111494 sec): 3 clusters Score: Raw -361837.094742 + Penalty 1564.416055 = -360272.678687 nChanged 192 SP:Iteration 6F (3605.145073 sec): 3 clusters Score: Raw -361994.091870 + Penalty 1564.416055 = -360429.675816 nChanged 147 SP:Iteration 7Q (3605.188835 sec): 3 clusters Score: Raw -362099.908160 + Penalty 1564.416055 = -360535.492105 nChanged 91 SP:Iteration 8Q (3605.236563 sec): 3 clusters Score: Raw -362163.385243 + Penalty 1564.416055 = -360598.969188 nChanged 46 SP:Iteration 9Q (3605.292917 sec): 3 clusters Score: Raw -362192.014153 + Penalty 1564.416055 = -360627.598098 nChanged 33 SP:Iteration 10Q (3605.334389 sec): 3 clusters Score: Raw -362211.569444 + Penalty 1564.416055 = -360647.153390 nChanged 31 SP:Iteration 11Q (3605.379976 sec): 3 clusters Score: Raw -362228.832132 + Penalty 1564.416055 = -360664.416078 nChanged 24 SP:Iteration 12Q (3605.413711 sec): 3 clusters Score: Raw -362241.680369 + Penalty 1564.416055 = -360677.264314 nChanged 18 SP:Iteration 13Q (3605.463736 sec): 3 clusters Score: Raw -362249.762671 + Penalty 1564.416055 = -360685.346616 nChanged 17 SP:Iteration 14Q (3605.505037 sec): 3 clusters Score: Raw -362259.227263 + Penalty 1564.416055 = -360694.811208 nChanged 17 SP:Iteration 15Q (3605.557359 sec): 3 clusters Score: Raw -362270.665332 + Penalty 1564.416055 = -360706.249278 nChanged 11 SP:Iteration 16Q (3605.610435 sec): 3 clusters Score: Raw -362275.776204 + Penalty 1564.416055 = -360711.360150 nChanged 6 SP:Iteration 17Q (3605.663133 sec): 3 clusters Score: Raw -362280.374262 + Penalty 1564.416055 = -360715.958207 nChanged 4 SP:Iteration 18Q (3605.703696 sec): 3 clusters Score: Raw -362283.210807 + Penalty 1564.416055 = -360718.794752 nChanged 4 SP:Iteration 19Q (3605.749443 sec): 3 clusters Score: Raw -362285.462061 + Penalty 1564.416055 = -360721.046006 nChanged 4 SP:Iteration 20F (3605.810756 sec): 3 clusters Score: Raw -362287.364906 + Penalty 1564.416055 = -360722.948851 nChanged 0 Trying to split cluster 38 (20555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3605.857490 sec): 2 clusters Score: Raw -1981473.816549 + Penalty 943.431652 = -1980530.384897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3605.922885 sec): 3 clusters Score: Raw -1968762.686408 + Penalty 1886.863305 = -1966875.823103 nChanged 9529 SP:Iteration 1F (3605.989641 sec): 3 clusters Score: Raw -1974321.438666 + Penalty 1886.863305 = -1972434.575362 nChanged 992 SP:Iteration 2Q (3606.068627 sec): 3 clusters Score: Raw -1974747.979013 + Penalty 1886.863305 = -1972861.115708 nChanged 1045 SP:Iteration 3F (3606.136949 sec): 3 clusters Score: Raw -1975228.307685 + Penalty 1886.863305 = -1973341.444381 nChanged 1020 SP:Iteration 4Q (3606.205182 sec): 3 clusters Score: Raw -1975731.454847 + Penalty 1886.863305 = -1973844.591542 nChanged 1047 SP:Iteration 5F (3606.275132 sec): 3 clusters Score: Raw -1976321.673638 + Penalty 1886.863305 = -1974434.810333 nChanged 1128 SP:Iteration 6F (3606.340659 sec): 3 clusters Score: Raw -1977062.148872 + Penalty 1886.863305 = -1975175.285567 nChanged 1166 SP:Iteration 7F (3606.407058 sec): 3 clusters Score: Raw -1977925.388317 + Penalty 1886.863305 = -1976038.525013 nChanged 1215 SP:Iteration 8F (3606.475742 sec): 3 clusters Score: Raw -1978802.916059 + Penalty 1886.863305 = -1976916.052754 nChanged 1054 SP:Iteration 9F (3606.536471 sec): 3 clusters Score: Raw -1979399.575857 + Penalty 1886.863305 = -1977512.712552 nChanged 779 SP:Iteration 10Q (3606.602370 sec): 3 clusters Score: Raw -1979731.133751 + Penalty 1886.863305 = -1977844.270446 nChanged 606 SP:Iteration 11Q (3606.678967 sec): 3 clusters Score: Raw -1979970.186539 + Penalty 1886.863305 = -1978083.323234 nChanged 560 SP:Iteration 12Q (3606.748845 sec): 3 clusters Score: Raw -1980204.126742 + Penalty 1886.863305 = -1978317.263437 nChanged 530 SP:Iteration 13Q (3606.811535 sec): 3 clusters Score: Raw -1980426.105647 + Penalty 1886.863305 = -1978539.242342 nChanged 493 SP:Iteration 14Q (3606.879562 sec): 3 clusters Score: Raw -1980636.466498 + Penalty 1886.863305 = -1978749.603193 nChanged 500 SP:Iteration 15Q (3606.947265 sec): 3 clusters Score: Raw -1980860.162380 + Penalty 1886.863305 = -1978973.299075 nChanged 504 SP:Iteration 16Q (3607.019691 sec): 3 clusters Score: Raw -1981121.736952 + Penalty 1886.863305 = -1979234.873647 nChanged 482 SP:Iteration 17Q (3607.094811 sec): 3 clusters Score: Raw -1981372.391471 + Penalty 1886.863305 = -1979485.528166 nChanged 410 SP:Iteration 18Q (3607.161969 sec): 3 clusters Score: Raw -1981576.095555 + Penalty 1886.863305 = -1979689.232250 nChanged 341 SP:Iteration 19Q (3607.223850 sec): 3 clusters Score: Raw -1981736.653764 + Penalty 1886.863305 = -1979849.790459 nChanged 295 SP:Iteration 20F (3607.282134 sec): 3 clusters Score: Raw -1981864.513702 + Penalty 1886.863305 = -1979977.650397 nChanged 270 SP:Iteration 21Q (3607.358380 sec): 3 clusters Score: Raw -1981987.806770 + Penalty 1886.863305 = -1980100.943465 nChanged 247 SP:Iteration 22Q (3607.423243 sec): 3 clusters Score: Raw -1982090.486187 + Penalty 1886.863305 = -1980203.622882 nChanged 205 SP:Iteration 23Q (3607.486539 sec): 3 clusters Score: Raw -1982170.273792 + Penalty 1886.863305 = -1980283.410487 nChanged 179 SP:Iteration 24Q (3607.554295 sec): 3 clusters Score: Raw -1982228.202580 + Penalty 1886.863305 = -1980341.339275 nChanged 153 SP:Iteration 25Q (3607.617204 sec): 3 clusters Score: Raw -1982271.358534 + Penalty 1886.863305 = -1980384.495229 nChanged 133 SP:Iteration 26Q (3607.688705 sec): 3 clusters Score: Raw -1982308.442282 + Penalty 1886.863305 = -1980421.578977 nChanged 126 SP:Iteration 27Q (3607.762129 sec): 3 clusters Score: Raw -1982335.009673 + Penalty 1886.863305 = -1980448.146369 nChanged 100 SP:Iteration 28Q (3607.820897 sec): 3 clusters Score: Raw -1982353.178668 + Penalty 1886.863305 = -1980466.315364 nChanged 66 SP:Iteration 29Q (3607.880029 sec): 3 clusters Score: Raw -1982364.235192 + Penalty 1886.863305 = -1980477.371887 nChanged 70 SP:Iteration 30Q (3607.936076 sec): 3 clusters Score: Raw -1982376.806778 + Penalty 1886.863305 = -1980489.943473 nChanged 78 SP:Iteration 31Q (3608.001350 sec): 3 clusters Score: Raw -1982390.625243 + Penalty 1886.863305 = -1980503.761938 nChanged 63 SP:Iteration 32Q (3608.063866 sec): 3 clusters Score: Raw -1982400.958368 + Penalty 1886.863305 = -1980514.095063 nChanged 61 SP:Iteration 33Q (3608.132430 sec): 3 clusters Score: Raw -1982411.024612 + Penalty 1886.863305 = -1980524.161307 nChanged 69 SP:Iteration 34Q (3608.199624 sec): 3 clusters Score: Raw -1982423.238680 + Penalty 1886.863305 = -1980536.375375 nChanged 79 SP:Iteration 35Q (3608.255319 sec): 3 clusters Score: Raw -1982437.471337 + Penalty 1886.863305 = -1980550.608032 nChanged 80 SP:Iteration 36Q (3608.328732 sec): 3 clusters Score: Raw -1982453.921738 + Penalty 1886.863305 = -1980567.058433 nChanged 77 SP:Iteration 37Q (3608.396829 sec): 3 clusters Score: Raw -1982470.198128 + Penalty 1886.863305 = -1980583.334823 nChanged 62 SP:Iteration 38Q (3608.453582 sec): 3 clusters Score: Raw -1982479.588535 + Penalty 1886.863305 = -1980592.725231 nChanged 38 SP:Iteration 39Q (3608.515264 sec): 3 clusters Score: Raw -1982484.981121 + Penalty 1886.863305 = -1980598.117816 nChanged 43 SP:Iteration 40F (3608.591853 sec): 3 clusters Score: Raw -1982490.945711 + Penalty 1886.863305 = -1980604.082406 nChanged 43 SP:Iteration 41Q (3608.641752 sec): 3 clusters Score: Raw -1982496.695737 + Penalty 1886.863305 = -1980609.832432 nChanged 45 SP:Iteration 42Q (3608.720690 sec): 3 clusters Score: Raw -1982503.394044 + Penalty 1886.863305 = -1980616.530739 nChanged 45 SP:Iteration 43Q (3608.777094 sec): 3 clusters Score: Raw -1982508.963794 + Penalty 1886.863305 = -1980622.100489 nChanged 36 SP:Iteration 44Q (3608.846094 sec): 3 clusters Score: Raw -1982513.046667 + Penalty 1886.863305 = -1980626.183362 nChanged 36 SP:Iteration 45Q (3608.917152 sec): 3 clusters Score: Raw -1982516.670550 + Penalty 1886.863305 = -1980629.807245 nChanged 24 SP:Iteration 46Q (3608.987221 sec): 3 clusters Score: Raw -1982519.025973 + Penalty 1886.863305 = -1980632.162669 nChanged 24 SP:Iteration 47Q (3609.046563 sec): 3 clusters Score: Raw -1982521.047309 + Penalty 1886.863305 = -1980634.184005 nChanged 21 SP:Iteration 48Q (3609.126796 sec): 3 clusters Score: Raw -1982523.067920 + Penalty 1886.863305 = -1980636.204615 nChanged 15 SP:Iteration 49Q (3609.176895 sec): 3 clusters Score: Raw -1982524.951382 + Penalty 1886.863305 = -1980638.088077 nChanged 23 SP:Iteration 50Q (3609.235902 sec): 3 clusters Score: Raw -1982528.236977 + Penalty 1886.863305 = -1980641.373672 nChanged 28 SP:Iteration 51Q (3609.305217 sec): 3 clusters Score: Raw -1982532.695006 + Penalty 1886.863305 = -1980645.831701 nChanged 27 SP:Iteration 52Q (3609.370714 sec): 3 clusters Score: Raw -1982536.131483 + Penalty 1886.863305 = -1980649.268178 nChanged 22 SP:Iteration 53Q (3609.434773 sec): 3 clusters Score: Raw -1982538.589565 + Penalty 1886.863305 = -1980651.726260 nChanged 23 SP:Iteration 54Q (3609.499722 sec): 3 clusters Score: Raw -1982542.354822 + Penalty 1886.863305 = -1980655.491517 nChanged 30 SP:Iteration 55Q (3609.566951 sec): 3 clusters Score: Raw -1982546.906728 + Penalty 1886.863305 = -1980660.043424 nChanged 30 SP:Iteration 56Q (3609.627243 sec): 3 clusters Score: Raw -1982551.800706 + Penalty 1886.863305 = -1980664.937401 nChanged 34 SP:Iteration 57Q (3609.701745 sec): 3 clusters Score: Raw -1982556.652213 + Penalty 1886.863305 = -1980669.788908 nChanged 27 SP:Iteration 58Q (3609.771943 sec): 3 clusters Score: Raw -1982560.013077 + Penalty 1886.863305 = -1980673.149772 nChanged 28 SP:Iteration 59Q (3609.822418 sec): 3 clusters Score: Raw -1982563.726865 + Penalty 1886.863305 = -1980676.863560 nChanged 34 SP:Iteration 60F (3609.893076 sec): 3 clusters Score: Raw -1982568.501471 + Penalty 1886.863305 = -1980681.638166 nChanged 33 SP:Iteration 61Q (3609.961843 sec): 3 clusters Score: Raw -1982572.580068 + Penalty 1886.863305 = -1980685.716763 nChanged 28 SP:Iteration 62Q (3610.035108 sec): 3 clusters Score: Raw -1982576.400680 + Penalty 1886.863305 = -1980689.537375 nChanged 22 SP:Iteration 63Q (3610.090681 sec): 3 clusters Score: Raw -1982579.021103 + Penalty 1886.863305 = -1980692.157798 nChanged 27 SP:Iteration 64Q (3610.157204 sec): 3 clusters Score: Raw -1982583.219993 + Penalty 1886.863305 = -1980696.356688 nChanged 24 SP:Iteration 65Q (3610.218486 sec): 3 clusters Score: Raw -1982586.254869 + Penalty 1886.863305 = -1980699.391564 nChanged 22 SP:Iteration 66Q (3610.284348 sec): 3 clusters Score: Raw -1982588.699433 + Penalty 1886.863305 = -1980701.836128 nChanged 18 SP:Iteration 67Q (3610.357873 sec): 3 clusters Score: Raw -1982589.994190 + Penalty 1886.863305 = -1980703.130885 nChanged 11 SP:Iteration 68Q (3610.425474 sec): 3 clusters Score: Raw -1982590.732865 + Penalty 1886.863305 = -1980703.869560 nChanged 9 SP:Iteration 69Q (3610.491788 sec): 3 clusters Score: Raw -1982591.430941 + Penalty 1886.863305 = -1980704.567636 nChanged 7 SP:Iteration 70Q (3610.551265 sec): 3 clusters Score: Raw -1982592.167111 + Penalty 1886.863305 = -1980705.303806 nChanged 5 SP:Iteration 71Q (3610.623469 sec): 3 clusters Score: Raw -1982592.614942 + Penalty 1886.863305 = -1980705.751637 nChanged 4 SP:Iteration 72Q (3610.688978 sec): 3 clusters Score: Raw -1982592.860012 + Penalty 1886.863305 = -1980705.996707 nChanged 4 SP:Iteration 73Q (3610.752464 sec): 3 clusters Score: Raw -1982593.163635 + Penalty 1886.863305 = -1980706.300331 nChanged 2 SP:Iteration 74Q (3610.818893 sec): 3 clusters Score: Raw -1982593.238337 + Penalty 1886.863305 = -1980706.375032 nChanged 2 SP:Iteration 75Q (3610.876058 sec): 3 clusters Score: Raw -1982593.537599 + Penalty 1886.863305 = -1980706.674294 nChanged 1 SP:Iteration 76Q (3610.944835 sec): 3 clusters Score: Raw -1982593.558930 + Penalty 1886.863305 = -1980706.695625 nChanged 0 SP:Iteration 77F (3611.025731 sec): 3 clusters Score: Raw -1982593.558930 + Penalty 1886.863305 = -1980706.695625 nChanged 0 Score: Raw -58491319.242043 + Penalty 49431.021155 = -58441888.220888 Splitting cluster 38 changes total score from -58442021.717738 to -58441888.220888 So it's not getting split. Iteration 99Q (3627.451827 sec): 39 clusters Score: Raw -58490208.696571 + Penalty 48163.559074 = -58442045.137496 nChanged 605 Iteration 100F (3638.599535 sec): 39 clusters Score: Raw -58490232.106301 + Penalty 48163.559074 = -58442068.547227 nChanged 602 Iteration 101Q (3644.031642 sec): 39 clusters Score: Raw -58490255.215598 + Penalty 48163.559074 = -58442091.656524 nChanged 550 Iteration 102Q (3649.642312 sec): 39 clusters Score: Raw -58490278.526736 + Penalty 48163.559074 = -58442114.967662 nChanged 547 Iteration 103Q (3654.825578 sec): 39 clusters Score: Raw -58490304.504103 + Penalty 48163.559074 = -58442140.945029 nChanged 568 Iteration 104Q (3659.991279 sec): 39 clusters Score: Raw -58490329.952371 + Penalty 48163.559074 = -58442166.393296 nChanged 546 Iteration 105Q (3665.422579 sec): 39 clusters Score: Raw -58490356.211707 + Penalty 48163.559074 = -58442192.652633 nChanged 610 Iteration 106Q (3670.995812 sec): 39 clusters Score: Raw -58490388.510231 + Penalty 48163.559074 = -58442224.951156 nChanged 625 Iteration 107Q (3676.758697 sec): 39 clusters Score: Raw -58490422.619668 + Penalty 48163.559074 = -58442259.060594 nChanged 607 Iteration 108Q (3682.084236 sec): 39 clusters Score: Raw -58490454.852312 + Penalty 48163.559074 = -58442291.293237 nChanged 603 Iteration 109Q (3687.705376 sec): 39 clusters Score: Raw -58490486.471495 + Penalty 48163.559074 = -58442322.912421 nChanged 592 Iteration 110Q (3693.170598 sec): 39 clusters Score: Raw -58490516.983126 + Penalty 48163.559074 = -58442353.424052 nChanged 614 Iteration 111Q (3698.350918 sec): 39 clusters Score: Raw -58490552.093595 + Penalty 48163.559074 = -58442388.534521 nChanged 645 Iteration 112Q (3703.745410 sec): 39 clusters Score: Raw -58490589.043648 + Penalty 48163.559074 = -58442425.484574 nChanged 658 Iteration 113Q (3709.160169 sec): 39 clusters Score: Raw -58490634.774691 + Penalty 48163.559074 = -58442471.215617 nChanged 682 Iteration 114Q (3714.816809 sec): 39 clusters Score: Raw -58490679.328744 + Penalty 48163.559074 = -58442515.769670 nChanged 707 Iteration 115Q (3720.325583 sec): 39 clusters Score: Raw -58490731.145234 + Penalty 48163.559074 = -58442567.586160 nChanged 774 Iteration 116Q (3726.126800 sec): 39 clusters Score: Raw -58490787.936063 + Penalty 48163.559074 = -58442624.376989 nChanged 819 Iteration 117Q (3731.610808 sec): 39 clusters Score: Raw -58490844.934004 + Penalty 48163.559074 = -58442681.374929 nChanged 828 Iteration 118Q (3737.223964 sec): 39 clusters Score: Raw -58490907.790463 + Penalty 48163.559074 = -58442744.231389 nChanged 893 Iteration 119Q (3742.898178 sec): 39 clusters Score: Raw -58490980.632043 + Penalty 48163.559074 = -58442817.072969 nChanged 932 Iteration 120F (3754.152739 sec): 39 clusters Score: Raw -58491062.475326 + Penalty 48163.559074 = -58442898.916252 nChanged 988 Iteration 121Q (3759.420747 sec): 39 clusters Score: Raw -58491158.819436 + Penalty 48163.559074 = -58442995.260361 nChanged 1097 Iteration 122Q (3764.662568 sec): 39 clusters Score: Raw -58491265.435234 + Penalty 48163.559074 = -58443101.876160 nChanged 1137 Iteration 123Q (3770.210823 sec): 39 clusters Score: Raw -58491376.661152 + Penalty 48163.559074 = -58443213.102078 nChanged 1198 Iteration 124Q (3775.864815 sec): 39 clusters Score: Raw -58491505.175453 + Penalty 48163.559074 = -58443341.616379 nChanged 1222 Iteration 125Q (3781.400177 sec): 39 clusters Score: Raw -58491638.850946 + Penalty 48163.559074 = -58443475.291872 nChanged 1252 Iteration 126Q (3786.882706 sec): 39 clusters Score: Raw -58491776.945487 + Penalty 48163.559074 = -58443613.386413 nChanged 1273 Iteration 127Q (3791.945217 sec): 39 clusters Score: Raw -58491909.303186 + Penalty 48163.559074 = -58443745.744112 nChanged 1295 Iteration 128Q (3797.345149 sec): 39 clusters Score: Raw -58492043.388055 + Penalty 48163.559074 = -58443879.828980 nChanged 1328 Iteration 129Q (3802.828403 sec): 39 clusters Score: Raw -58492184.950961 + Penalty 48163.559074 = -58444021.391887 nChanged 1350 Iteration 130Q (3808.288931 sec): 39 clusters Score: Raw -58492327.708636 + Penalty 48163.559074 = -58444164.149561 nChanged 1377 Iteration 131Q (3813.630910 sec): 39 clusters Score: Raw -58492469.700531 + Penalty 48163.559074 = -58444306.141457 nChanged 1423 Iteration 132Q (3819.018179 sec): 39 clusters Score: Raw -58492606.241881 + Penalty 48163.559074 = -58444442.682807 nChanged 1309 Iteration 133Q (3824.658641 sec): 39 clusters Score: Raw -58492730.799199 + Penalty 48163.559074 = -58444567.240125 nChanged 1309 Iteration 134Q (3830.315870 sec): 39 clusters Score: Raw -58492854.648021 + Penalty 48163.559074 = -58444691.088946 nChanged 1286 Iteration 135Q (3835.812458 sec): 39 clusters Score: Raw -58492963.690414 + Penalty 48163.559074 = -58444800.131340 nChanged 1207 Iteration 136Q (3841.711845 sec): 39 clusters Score: Raw -58493062.006726 + Penalty 48163.559074 = -58444898.447652 nChanged 1152 Iteration 137Q (3847.435135 sec): 39 clusters Score: Raw -58493159.252811 + Penalty 48163.559074 = -58444995.693737 nChanged 1145 Iteration 138Q (3853.189232 sec): 39 clusters Score: Raw -58493250.982929 + Penalty 48163.559074 = -58445087.423855 nChanged 1137 Writing temp clu file Because OldScore, -58444995.693737, is greater than current (better) Score,-58445087.423855 Compute initial score before splitting: Score: Raw -58493250.982929 + Penalty 48163.559074 = -58445087.423855 Trying to split cluster 1 (5413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3853.413106 sec): 2 clusters Score: Raw -510852.821682 + Penalty 816.673081 = -510036.148601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3853.466913 sec): 3 clusters Score: Raw -507749.913728 + Penalty 1633.346162 = -506116.567566 nChanged 2373 SP:Iteration 1F (3853.517912 sec): 3 clusters Score: Raw -509161.744945 + Penalty 1633.346162 = -507528.398783 nChanged 437 SP:Iteration 2F (3853.560646 sec): 3 clusters Score: Raw -509441.333431 + Penalty 1633.346162 = -507807.987269 nChanged 412 SP:Iteration 3F (3853.612162 sec): 3 clusters Score: Raw -509701.288626 + Penalty 1633.346162 = -508067.942464 nChanged 353 SP:Iteration 4F (3853.665442 sec): 3 clusters Score: Raw -509924.163287 + Penalty 1633.346162 = -508290.817125 nChanged 298 SP:Iteration 5F (3853.711793 sec): 3 clusters Score: Raw -510111.599029 + Penalty 1633.346162 = -508478.252867 nChanged 228 SP:Iteration 6Q (3853.774019 sec): 3 clusters Score: Raw -510247.685482 + Penalty 1633.346162 = -508614.339320 nChanged 196 SP:Iteration 7Q (3853.821724 sec): 3 clusters Score: Raw -510380.684544 + Penalty 1633.346162 = -508747.338382 nChanged 160 SP:Iteration 8Q (3853.872230 sec): 3 clusters Score: Raw -510487.917462 + Penalty 1633.346162 = -508854.571300 nChanged 142 SP:Iteration 9Q (3853.927322 sec): 3 clusters Score: Raw -510603.970113 + Penalty 1633.346162 = -508970.623951 nChanged 130 SP:Iteration 10Q (3853.985062 sec): 3 clusters Score: Raw -510740.945465 + Penalty 1633.346162 = -509107.599303 nChanged 122 SP:Iteration 11Q (3854.035767 sec): 3 clusters Score: Raw -510845.243818 + Penalty 1633.346162 = -509211.897656 nChanged 96 SP:Iteration 12Q (3854.074491 sec): 3 clusters Score: Raw -510900.164693 + Penalty 1633.346162 = -509266.818531 nChanged 59 SP:Iteration 13Q (3854.130440 sec): 3 clusters Score: Raw -510928.653046 + Penalty 1633.346162 = -509295.306885 nChanged 43 SP:Iteration 14Q (3854.176953 sec): 3 clusters Score: Raw -510950.387013 + Penalty 1633.346162 = -509317.040852 nChanged 36 SP:Iteration 15Q (3854.235267 sec): 3 clusters Score: Raw -510965.635775 + Penalty 1633.346162 = -509332.289613 nChanged 26 SP:Iteration 16Q (3854.284563 sec): 3 clusters Score: Raw -510975.955888 + Penalty 1633.346162 = -509342.609726 nChanged 27 SP:Iteration 17Q (3854.329489 sec): 3 clusters Score: Raw -510984.025721 + Penalty 1633.346162 = -509350.679559 nChanged 19 SP:Iteration 18Q (3854.373686 sec): 3 clusters Score: Raw -510989.588765 + Penalty 1633.346162 = -509356.242603 nChanged 17 SP:Iteration 19Q (3854.423535 sec): 3 clusters Score: Raw -510995.398483 + Penalty 1633.346162 = -509362.052321 nChanged 21 SP:Iteration 20F (3854.472767 sec): 3 clusters Score: Raw -511001.015895 + Penalty 1633.346162 = -509367.669733 nChanged 13 SP:Iteration 21Q (3854.528639 sec): 3 clusters Score: Raw -511005.904444 + Penalty 1633.346162 = -509372.558282 nChanged 18 SP:Iteration 22Q (3854.581013 sec): 3 clusters Score: Raw -511010.979530 + Penalty 1633.346162 = -509377.633369 nChanged 10 SP:Iteration 23Q (3854.630270 sec): 3 clusters Score: Raw -511013.848953 + Penalty 1633.346162 = -509380.502791 nChanged 7 SP:Iteration 24Q (3854.670072 sec): 3 clusters Score: Raw -511015.524101 + Penalty 1633.346162 = -509382.177939 nChanged 6 SP:Iteration 25Q (3854.723948 sec): 3 clusters Score: Raw -511016.427063 + Penalty 1633.346162 = -509383.080901 nChanged 4 SP:Iteration 26Q (3854.776063 sec): 3 clusters Score: Raw -511017.209105 + Penalty 1633.346162 = -509383.862943 nChanged 2 SP:Iteration 27Q (3854.823957 sec): 3 clusters Score: Raw -511017.538578 + Penalty 1633.346162 = -509384.192416 nChanged 1 SP:Iteration 28Q (3854.868846 sec): 3 clusters Score: Raw -511017.661136 + Penalty 1633.346162 = -509384.314974 nChanged 2 SP:Iteration 29Q (3854.912821 sec): 3 clusters Score: Raw -511018.127358 + Penalty 1633.346162 = -509384.781196 nChanged 3 SP:Iteration 30Q (3854.967524 sec): 3 clusters Score: Raw -511019.317357 + Penalty 1633.346162 = -509385.971195 nChanged 9 SP:Iteration 31Q (3855.029138 sec): 3 clusters Score: Raw -511022.550047 + Penalty 1633.346162 = -509389.203885 nChanged 11 SP:Iteration 32Q (3855.065756 sec): 3 clusters Score: Raw -511025.831022 + Penalty 1633.346162 = -509392.484860 nChanged 13 SP:Iteration 33Q (3855.129386 sec): 3 clusters Score: Raw -511029.248086 + Penalty 1633.346162 = -509395.901924 nChanged 8 SP:Iteration 34Q (3855.179021 sec): 3 clusters Score: Raw -511032.135605 + Penalty 1633.346162 = -509398.789443 nChanged 6 SP:Iteration 35Q (3855.223056 sec): 3 clusters Score: Raw -511033.656625 + Penalty 1633.346162 = -509400.310463 nChanged 6 SP:Iteration 36Q (3855.282687 sec): 3 clusters Score: Raw -511034.910881 + Penalty 1633.346162 = -509401.564720 nChanged 3 SP:Iteration 37Q (3855.324189 sec): 3 clusters Score: Raw -511035.979345 + Penalty 1633.346162 = -509402.633184 nChanged 4 SP:Iteration 38Q (3855.369684 sec): 3 clusters Score: Raw -511036.733392 + Penalty 1633.346162 = -509403.387230 nChanged 8 SP:Iteration 39Q (3855.425133 sec): 3 clusters Score: Raw -511038.765170 + Penalty 1633.346162 = -509405.419008 nChanged 8 SP:Iteration 40F (3855.484003 sec): 3 clusters Score: Raw -511040.277396 + Penalty 1633.346162 = -509406.931234 nChanged 7 SP:Iteration 41Q (3855.532782 sec): 3 clusters Score: Raw -511042.193411 + Penalty 1633.346162 = -509408.847249 nChanged 7 SP:Iteration 42Q (3855.572534 sec): 3 clusters Score: Raw -511043.580202 + Penalty 1633.346162 = -509410.234040 nChanged 6 SP:Iteration 43Q (3855.620118 sec): 3 clusters Score: Raw -511045.928604 + Penalty 1633.346162 = -509412.582442 nChanged 6 SP:Iteration 44Q (3855.667845 sec): 3 clusters Score: Raw -511047.604392 + Penalty 1633.346162 = -509414.258230 nChanged 4 SP:Iteration 45Q (3855.721698 sec): 3 clusters Score: Raw -511049.225639 + Penalty 1633.346162 = -509415.879477 nChanged 4 SP:Iteration 46Q (3855.760977 sec): 3 clusters Score: Raw -511050.317007 + Penalty 1633.346162 = -509416.970845 nChanged 5 SP:Iteration 47Q (3855.815779 sec): 3 clusters Score: Raw -511052.228885 + Penalty 1633.346162 = -509418.882723 nChanged 6 SP:Iteration 48Q (3855.847615 sec): 3 clusters Score: Raw -511053.967899 + Penalty 1633.346162 = -509420.621737 nChanged 7 SP:Iteration 49Q (3855.893433 sec): 3 clusters Score: Raw -511055.743658 + Penalty 1633.346162 = -509422.397497 nChanged 4 SP:Iteration 50Q (3855.929981 sec): 3 clusters Score: Raw -511056.548954 + Penalty 1633.346162 = -509423.202792 nChanged 0 SP:Iteration 51F (3855.960238 sec): 3 clusters Score: Raw -511056.548954 + Penalty 1633.346162 = -509423.202792 nChanged 0 Trying to split cluster 2 (58261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3856.050984 sec): 2 clusters Score: Raw -5707364.744270 + Penalty 1042.405379 = -5706322.338892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3856.171666 sec): 3 clusters Score: Raw -5669463.373373 + Penalty 2084.810757 = -5667378.562616 nChanged 27926 SP:Iteration 1F (3856.289115 sec): 3 clusters Score: Raw -5686713.054008 + Penalty 2084.810757 = -5684628.243251 nChanged 3930 SP:Iteration 2F (3856.399343 sec): 3 clusters Score: Raw -5688977.960358 + Penalty 2084.810757 = -5686893.149601 nChanged 4620 SP:Iteration 3F (3856.505234 sec): 3 clusters Score: Raw -5692417.473979 + Penalty 2084.810757 = -5690332.663222 nChanged 5009 SP:Iteration 4F (3856.610997 sec): 3 clusters Score: Raw -5696833.812473 + Penalty 2084.810757 = -5694749.001716 nChanged 4540 SP:Iteration 5F (3856.728679 sec): 3 clusters Score: Raw -5700912.222678 + Penalty 2084.810757 = -5698827.411921 nChanged 3385 SP:Iteration 6F (3856.833654 sec): 3 clusters Score: Raw -5703836.379874 + Penalty 2084.810757 = -5701751.569117 nChanged 2237 SP:Iteration 7Q (3856.951703 sec): 3 clusters Score: Raw -5705666.472868 + Penalty 2084.810757 = -5703581.662111 nChanged 1401 SP:Iteration 8Q (3857.071424 sec): 3 clusters Score: Raw -5706696.854601 + Penalty 2084.810757 = -5704612.043844 nChanged 784 SP:Iteration 9Q (3857.189716 sec): 3 clusters Score: Raw -5707188.809231 + Penalty 2084.810757 = -5705103.998474 nChanged 465 SP:Iteration 10Q (3857.309355 sec): 3 clusters Score: Raw -5707453.428843 + Penalty 2084.810757 = -5705368.618086 nChanged 253 SP:Iteration 11Q (3857.409628 sec): 3 clusters Score: Raw -5707585.433640 + Penalty 2084.810757 = -5705500.622883 nChanged 157 SP:Iteration 12Q (3857.519534 sec): 3 clusters Score: Raw -5707665.993265 + Penalty 2084.810757 = -5705581.182508 nChanged 101 SP:Iteration 13Q (3857.631756 sec): 3 clusters Score: Raw -5707719.864079 + Penalty 2084.810757 = -5705635.053322 nChanged 74 SP:Iteration 14Q (3857.733633 sec): 3 clusters Score: Raw -5707748.632377 + Penalty 2084.810757 = -5705663.821620 nChanged 44 SP:Iteration 15Q (3857.843441 sec): 3 clusters Score: Raw -5707763.550120 + Penalty 2084.810757 = -5705678.739363 nChanged 30 SP:Iteration 16Q (3857.951125 sec): 3 clusters Score: Raw -5707774.684938 + Penalty 2084.810757 = -5705689.874181 nChanged 28 SP:Iteration 17Q (3858.052441 sec): 3 clusters Score: Raw -5707783.005833 + Penalty 2084.810757 = -5705698.195076 nChanged 21 SP:Iteration 18Q (3858.160598 sec): 3 clusters Score: Raw -5707790.872091 + Penalty 2084.810757 = -5705706.061334 nChanged 22 SP:Iteration 19Q (3858.269438 sec): 3 clusters Score: Raw -5707800.608521 + Penalty 2084.810757 = -5705715.797764 nChanged 19 SP:Iteration 20F (3858.386606 sec): 3 clusters Score: Raw -5707809.079046 + Penalty 2084.810757 = -5705724.268289 nChanged 22 SP:Iteration 21Q (3858.493967 sec): 3 clusters Score: Raw -5707819.661317 + Penalty 2084.810757 = -5705734.850560 nChanged 22 SP:Iteration 22Q (3858.599064 sec): 3 clusters Score: Raw -5707831.059375 + Penalty 2084.810757 = -5705746.248618 nChanged 21 SP:Iteration 23Q (3858.712236 sec): 3 clusters Score: Raw -5707840.639355 + Penalty 2084.810757 = -5705755.828598 nChanged 16 SP:Iteration 24Q (3858.817436 sec): 3 clusters Score: Raw -5707845.520939 + Penalty 2084.810757 = -5705760.710182 nChanged 13 SP:Iteration 25Q (3858.923407 sec): 3 clusters Score: Raw -5707848.611907 + Penalty 2084.810757 = -5705763.801150 nChanged 17 SP:Iteration 26Q (3859.017614 sec): 3 clusters Score: Raw -5707854.564996 + Penalty 2084.810757 = -5705769.754239 nChanged 16 SP:Iteration 27Q (3859.131852 sec): 3 clusters Score: Raw -5707863.089703 + Penalty 2084.810757 = -5705778.278946 nChanged 28 SP:Iteration 28Q (3859.236092 sec): 3 clusters Score: Raw -5707878.725913 + Penalty 2084.810757 = -5705793.915156 nChanged 34 SP:Iteration 29Q (3859.335589 sec): 3 clusters Score: Raw -5707898.661483 + Penalty 2084.810757 = -5705813.850725 nChanged 41 SP:Iteration 30Q (3859.446286 sec): 3 clusters Score: Raw -5707920.507265 + Penalty 2084.810757 = -5705835.696508 nChanged 41 SP:Iteration 31Q (3859.539074 sec): 3 clusters Score: Raw -5707942.897515 + Penalty 2084.810757 = -5705858.086758 nChanged 46 SP:Iteration 32Q (3859.652828 sec): 3 clusters Score: Raw -5707961.577545 + Penalty 2084.810757 = -5705876.766788 nChanged 34 SP:Iteration 33Q (3859.766508 sec): 3 clusters Score: Raw -5707973.291294 + Penalty 2084.810757 = -5705888.480537 nChanged 38 SP:Iteration 34Q (3859.877624 sec): 3 clusters Score: Raw -5707990.928940 + Penalty 2084.810757 = -5705906.118183 nChanged 31 SP:Iteration 35Q (3859.990211 sec): 3 clusters Score: Raw -5708005.522350 + Penalty 2084.810757 = -5705920.711593 nChanged 40 SP:Iteration 36Q (3860.086756 sec): 3 clusters Score: Raw -5708023.849636 + Penalty 2084.810757 = -5705939.038879 nChanged 43 SP:Iteration 37Q (3860.185074 sec): 3 clusters Score: Raw -5708045.115641 + Penalty 2084.810757 = -5705960.304884 nChanged 42 SP:Iteration 38Q (3860.298230 sec): 3 clusters Score: Raw -5708065.119664 + Penalty 2084.810757 = -5705980.308907 nChanged 31 SP:Iteration 39Q (3860.400524 sec): 3 clusters Score: Raw -5708078.630716 + Penalty 2084.810757 = -5705993.819959 nChanged 45 SP:Iteration 40F (3860.494479 sec): 3 clusters Score: Raw -5708097.424839 + Penalty 2084.810757 = -5706012.614082 nChanged 49 SP:Iteration 41Q (3860.606013 sec): 3 clusters Score: Raw -5708116.085286 + Penalty 2084.810757 = -5706031.274529 nChanged 47 SP:Iteration 42Q (3860.707090 sec): 3 clusters Score: Raw -5708134.696719 + Penalty 2084.810757 = -5706049.885962 nChanged 53 SP:Iteration 43Q (3860.798702 sec): 3 clusters Score: Raw -5708156.920924 + Penalty 2084.810757 = -5706072.110167 nChanged 44 SP:Iteration 44Q (3860.900843 sec): 3 clusters Score: Raw -5708177.733217 + Penalty 2084.810757 = -5706092.922460 nChanged 46 SP:Iteration 45Q (3860.996126 sec): 3 clusters Score: Raw -5708193.242244 + Penalty 2084.810757 = -5706108.431487 nChanged 36 SP:Iteration 46Q (3861.095558 sec): 3 clusters Score: Raw -5708203.130769 + Penalty 2084.810757 = -5706118.320012 nChanged 26 SP:Iteration 47Q (3861.200578 sec): 3 clusters Score: Raw -5708209.457279 + Penalty 2084.810757 = -5706124.646522 nChanged 21 SP:Iteration 48Q (3861.300730 sec): 3 clusters Score: Raw -5708213.692216 + Penalty 2084.810757 = -5706128.881459 nChanged 14 SP:Iteration 49Q (3861.401695 sec): 3 clusters Score: Raw -5708216.282253 + Penalty 2084.810757 = -5706131.471496 nChanged 11 SP:Iteration 50Q (3861.501539 sec): 3 clusters Score: Raw -5708217.485051 + Penalty 2084.810757 = -5706132.674294 nChanged 8 SP:Iteration 51Q (3861.610832 sec): 3 clusters Score: Raw -5708218.552666 + Penalty 2084.810757 = -5706133.741909 nChanged 6 SP:Iteration 52Q (3861.718730 sec): 3 clusters Score: Raw -5708219.927037 + Penalty 2084.810757 = -5706135.116280 nChanged 6 SP:Iteration 53Q (3861.829165 sec): 3 clusters Score: Raw -5708221.375043 + Penalty 2084.810757 = -5706136.564286 nChanged 6 SP:Iteration 54Q (3861.928032 sec): 3 clusters Score: Raw -5708222.772082 + Penalty 2084.810757 = -5706137.961325 nChanged 5 SP:Iteration 55Q (3862.038779 sec): 3 clusters Score: Raw -5708224.448236 + Penalty 2084.810757 = -5706139.637479 nChanged 7 SP:Iteration 56Q (3862.147255 sec): 3 clusters Score: Raw -5708226.480101 + Penalty 2084.810757 = -5706141.669344 nChanged 6 SP:Iteration 57Q (3862.254670 sec): 3 clusters Score: Raw -5708227.890419 + Penalty 2084.810757 = -5706143.079662 nChanged 6 SP:Iteration 58Q (3862.359315 sec): 3 clusters Score: Raw -5708229.030949 + Penalty 2084.810757 = -5706144.220192 nChanged 4 SP:Iteration 59Q (3862.463194 sec): 3 clusters Score: Raw -5708229.622895 + Penalty 2084.810757 = -5706144.812138 nChanged 4 SP:Iteration 60F (3862.590618 sec): 3 clusters Score: Raw -5708230.240121 + Penalty 2084.810757 = -5706145.429364 nChanged 3 SP:Iteration 61Q (3862.701640 sec): 3 clusters Score: Raw -5708230.459411 + Penalty 2084.810757 = -5706145.648654 nChanged 0 SP:Iteration 62F (3862.820509 sec): 3 clusters Score: Raw -5708230.459411 + Penalty 2084.810757 = -5706145.648654 nChanged 0 Trying to split cluster 3 (4031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3862.854454 sec): 2 clusters Score: Raw -352884.281194 + Penalty 788.668127 = -352095.613067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3862.900566 sec): 3 clusters Score: Raw -350747.704818 + Penalty 1577.336255 = -349170.368563 nChanged 1653 SP:Iteration 1F (3862.947827 sec): 3 clusters Score: Raw -351739.662642 + Penalty 1577.336255 = -350162.326387 nChanged 329 SP:Iteration 2F (3862.998276 sec): 3 clusters Score: Raw -351944.576193 + Penalty 1577.336255 = -350367.239938 nChanged 261 SP:Iteration 3F (3863.051026 sec): 3 clusters Score: Raw -352110.273068 + Penalty 1577.336255 = -350532.936813 nChanged 196 SP:Iteration 4Q (3863.099362 sec): 3 clusters Score: Raw -352225.019323 + Penalty 1577.336255 = -350647.683068 nChanged 165 SP:Iteration 5Q (3863.138605 sec): 3 clusters Score: Raw -352318.718061 + Penalty 1577.336255 = -350741.381806 nChanged 136 SP:Iteration 6Q (3863.189097 sec): 3 clusters Score: Raw -352399.215580 + Penalty 1577.336255 = -350821.879325 nChanged 132 SP:Iteration 7Q (3863.241366 sec): 3 clusters Score: Raw -352471.666725 + Penalty 1577.336255 = -350894.330470 nChanged 124 SP:Iteration 8Q (3863.282389 sec): 3 clusters Score: Raw -352545.276473 + Penalty 1577.336255 = -350967.940218 nChanged 133 SP:Iteration 9Q (3863.329168 sec): 3 clusters Score: Raw -352623.983721 + Penalty 1577.336255 = -351046.647466 nChanged 125 SP:Iteration 10Q (3863.373327 sec): 3 clusters Score: Raw -352710.153951 + Penalty 1577.336255 = -351132.817696 nChanged 131 SP:Iteration 11Q (3863.426211 sec): 3 clusters Score: Raw -352785.169075 + Penalty 1577.336255 = -351207.832820 nChanged 120 SP:Iteration 12Q (3863.480824 sec): 3 clusters Score: Raw -352846.476859 + Penalty 1577.336255 = -351269.140604 nChanged 86 SP:Iteration 13Q (3863.528918 sec): 3 clusters Score: Raw -352882.572218 + Penalty 1577.336255 = -351305.235963 nChanged 70 SP:Iteration 14Q (3863.580854 sec): 3 clusters Score: Raw -352919.421088 + Penalty 1577.336255 = -351342.084833 nChanged 68 SP:Iteration 15Q (3863.620169 sec): 3 clusters Score: Raw -352955.865608 + Penalty 1577.336255 = -351378.529353 nChanged 69 SP:Iteration 16Q (3863.664895 sec): 3 clusters Score: Raw -352996.271507 + Penalty 1577.336255 = -351418.935252 nChanged 54 SP:Iteration 17Q (3863.713280 sec): 3 clusters Score: Raw -353020.233900 + Penalty 1577.336255 = -351442.897645 nChanged 47 SP:Iteration 18Q (3863.765162 sec): 3 clusters Score: Raw -353042.426398 + Penalty 1577.336255 = -351465.090143 nChanged 31 SP:Iteration 19Q (3863.818960 sec): 3 clusters Score: Raw -353054.097239 + Penalty 1577.336255 = -351476.760984 nChanged 19 SP:Iteration 20F (3863.869197 sec): 3 clusters Score: Raw -353061.374152 + Penalty 1577.336255 = -351484.037897 nChanged 30 SP:Iteration 21Q (3863.920014 sec): 3 clusters Score: Raw -353073.389911 + Penalty 1577.336255 = -351496.053656 nChanged 35 SP:Iteration 22Q (3863.959146 sec): 3 clusters Score: Raw -353089.451668 + Penalty 1577.336255 = -351512.115413 nChanged 22 SP:Iteration 23Q (3864.021619 sec): 3 clusters Score: Raw -353097.141285 + Penalty 1577.336255 = -351519.805030 nChanged 22 SP:Iteration 24Q (3864.066936 sec): 3 clusters Score: Raw -353105.229119 + Penalty 1577.336255 = -351527.892864 nChanged 23 SP:Iteration 25Q (3864.119488 sec): 3 clusters Score: Raw -353114.683552 + Penalty 1577.336255 = -351537.347297 nChanged 25 SP:Iteration 26Q (3864.161695 sec): 3 clusters Score: Raw -353125.170475 + Penalty 1577.336255 = -351547.834220 nChanged 25 SP:Iteration 27Q (3864.220516 sec): 3 clusters Score: Raw -353133.281718 + Penalty 1577.336255 = -351555.945463 nChanged 20 SP:Iteration 28Q (3864.258168 sec): 3 clusters Score: Raw -353140.875156 + Penalty 1577.336255 = -351563.538901 nChanged 20 SP:Iteration 29Q (3864.318151 sec): 3 clusters Score: Raw -353146.122252 + Penalty 1577.336255 = -351568.785997 nChanged 13 SP:Iteration 30Q (3864.356762 sec): 3 clusters Score: Raw -353149.462352 + Penalty 1577.336255 = -351572.126097 nChanged 10 SP:Iteration 31Q (3864.403165 sec): 3 clusters Score: Raw -353151.107232 + Penalty 1577.336255 = -351573.770977 nChanged 6 SP:Iteration 32Q (3864.451049 sec): 3 clusters Score: Raw -353152.742532 + Penalty 1577.336255 = -351575.406277 nChanged 7 SP:Iteration 33Q (3864.503252 sec): 3 clusters Score: Raw -353154.274274 + Penalty 1577.336255 = -351576.938019 nChanged 6 SP:Iteration 34Q (3864.541232 sec): 3 clusters Score: Raw -353155.578059 + Penalty 1577.336255 = -351578.241805 nChanged 3 SP:Iteration 35Q (3864.586610 sec): 3 clusters Score: Raw -353156.132208 + Penalty 1577.336255 = -351578.795953 nChanged 8 SP:Iteration 36Q (3864.630783 sec): 3 clusters Score: Raw -353157.755991 + Penalty 1577.336255 = -351580.419736 nChanged 7 SP:Iteration 37Q (3864.676029 sec): 3 clusters Score: Raw -353159.622634 + Penalty 1577.336255 = -351582.286379 nChanged 7 SP:Iteration 38Q (3864.731302 sec): 3 clusters Score: Raw -353161.155892 + Penalty 1577.336255 = -351583.819637 nChanged 5 SP:Iteration 39Q (3864.766160 sec): 3 clusters Score: Raw -353162.302561 + Penalty 1577.336255 = -351584.966306 nChanged 5 SP:Iteration 40F (3864.821678 sec): 3 clusters Score: Raw -353163.315715 + Penalty 1577.336255 = -351585.979460 nChanged 4 SP:Iteration 41Q (3864.860400 sec): 3 clusters Score: Raw -353163.936414 + Penalty 1577.336255 = -351586.600159 nChanged 4 SP:Iteration 42Q (3864.905345 sec): 3 clusters Score: Raw -353165.158771 + Penalty 1577.336255 = -351587.822516 nChanged 6 SP:Iteration 43Q (3864.963432 sec): 3 clusters Score: Raw -353167.536790 + Penalty 1577.336255 = -351590.200535 nChanged 9 SP:Iteration 44Q (3865.001529 sec): 3 clusters Score: Raw -353169.484049 + Penalty 1577.336255 = -351592.147794 nChanged 8 SP:Iteration 45Q (3865.048285 sec): 3 clusters Score: Raw -353170.363550 + Penalty 1577.336255 = -351593.027295 nChanged 8 SP:Iteration 46Q (3865.099251 sec): 3 clusters Score: Raw -353171.518239 + Penalty 1577.336255 = -351594.181984 nChanged 4 SP:Iteration 47Q (3865.142901 sec): 3 clusters Score: Raw -353172.836122 + Penalty 1577.336255 = -351595.499867 nChanged 3 SP:Iteration 48Q (3865.188821 sec): 3 clusters Score: Raw -353173.680639 + Penalty 1577.336255 = -351596.344384 nChanged 5 SP:Iteration 49Q (3865.233291 sec): 3 clusters Score: Raw -353174.619225 + Penalty 1577.336255 = -351597.282970 nChanged 5 SP:Iteration 50Q (3865.277275 sec): 3 clusters Score: Raw -353175.668386 + Penalty 1577.336255 = -351598.332131 nChanged 2 SP:Iteration 51Q (3865.321132 sec): 3 clusters Score: Raw -353175.751378 + Penalty 1577.336255 = -351598.415123 nChanged 0 SP:Iteration 52F (3865.363092 sec): 3 clusters Score: Raw -353175.751378 + Penalty 1577.336255 = -351598.415123 nChanged 0 Trying to split cluster 4 (13511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3865.407619 sec): 2 clusters Score: Raw -1352804.053918 + Penalty 903.569648 = -1351900.484270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3865.466502 sec): 3 clusters Score: Raw -1344699.322932 + Penalty 1807.139295 = -1342892.183636 nChanged 6103 SP:Iteration 1F (3865.502899 sec): 3 clusters Score: Raw -1348276.325276 + Penalty 1807.139295 = -1346469.185981 nChanged 885 SP:Iteration 2F (3865.572383 sec): 3 clusters Score: Raw -1348792.293128 + Penalty 1807.139295 = -1346985.153833 nChanged 925 SP:Iteration 3F (3865.621691 sec): 3 clusters Score: Raw -1349389.706844 + Penalty 1807.139295 = -1347582.567548 nChanged 945 SP:Iteration 4F (3865.675027 sec): 3 clusters Score: Raw -1350095.873809 + Penalty 1807.139295 = -1348288.734514 nChanged 975 SP:Iteration 5F (3865.732166 sec): 3 clusters Score: Raw -1350868.342061 + Penalty 1807.139295 = -1349061.202766 nChanged 860 SP:Iteration 6F (3865.791117 sec): 3 clusters Score: Raw -1351512.241783 + Penalty 1807.139295 = -1349705.102488 nChanged 687 SP:Iteration 7F (3865.849769 sec): 3 clusters Score: Raw -1351912.521350 + Penalty 1807.139295 = -1350105.382055 nChanged 448 SP:Iteration 8Q (3865.905765 sec): 3 clusters Score: Raw -1352106.390057 + Penalty 1807.139295 = -1350299.250762 nChanged 286 SP:Iteration 9Q (3865.959536 sec): 3 clusters Score: Raw -1352219.003964 + Penalty 1807.139295 = -1350411.864669 nChanged 220 SP:Iteration 10Q (3866.013889 sec): 3 clusters Score: Raw -1352302.723026 + Penalty 1807.139295 = -1350495.583731 nChanged 191 SP:Iteration 11Q (3866.068162 sec): 3 clusters Score: Raw -1352371.535918 + Penalty 1807.139295 = -1350564.396623 nChanged 198 SP:Iteration 12Q (3866.127765 sec): 3 clusters Score: Raw -1352448.150746 + Penalty 1807.139295 = -1350641.011451 nChanged 192 SP:Iteration 13Q (3866.187359 sec): 3 clusters Score: Raw -1352509.551920 + Penalty 1807.139295 = -1350702.412625 nChanged 151 SP:Iteration 14Q (3866.247539 sec): 3 clusters Score: Raw -1352555.212595 + Penalty 1807.139295 = -1350748.073300 nChanged 148 SP:Iteration 15Q (3866.307240 sec): 3 clusters Score: Raw -1352603.900619 + Penalty 1807.139295 = -1350796.761324 nChanged 141 SP:Iteration 16Q (3866.375561 sec): 3 clusters Score: Raw -1352647.136944 + Penalty 1807.139295 = -1350839.997649 nChanged 122 SP:Iteration 17Q (3866.427487 sec): 3 clusters Score: Raw -1352680.024922 + Penalty 1807.139295 = -1350872.885627 nChanged 124 SP:Iteration 18Q (3866.494960 sec): 3 clusters Score: Raw -1352712.560713 + Penalty 1807.139295 = -1350905.421418 nChanged 114 SP:Iteration 19Q (3866.546722 sec): 3 clusters Score: Raw -1352743.422271 + Penalty 1807.139295 = -1350936.282976 nChanged 106 SP:Iteration 20F (3866.602777 sec): 3 clusters Score: Raw -1352773.797257 + Penalty 1807.139295 = -1350966.657962 nChanged 92 SP:Iteration 21Q (3866.665220 sec): 3 clusters Score: Raw -1352797.723594 + Penalty 1807.139295 = -1350990.584299 nChanged 87 SP:Iteration 22Q (3866.726911 sec): 3 clusters Score: Raw -1352818.949173 + Penalty 1807.139295 = -1351011.809878 nChanged 81 SP:Iteration 23Q (3866.779907 sec): 3 clusters Score: Raw -1352836.174320 + Penalty 1807.139295 = -1351029.035025 nChanged 75 SP:Iteration 24Q (3866.853561 sec): 3 clusters Score: Raw -1352852.372690 + Penalty 1807.139295 = -1351045.233395 nChanged 65 SP:Iteration 25Q (3866.907509 sec): 3 clusters Score: Raw -1352865.686627 + Penalty 1807.139295 = -1351058.547332 nChanged 66 SP:Iteration 26Q (3866.977493 sec): 3 clusters Score: Raw -1352878.687153 + Penalty 1807.139295 = -1351071.547858 nChanged 61 SP:Iteration 27Q (3867.035570 sec): 3 clusters Score: Raw -1352890.109374 + Penalty 1807.139295 = -1351082.970079 nChanged 54 SP:Iteration 28Q (3867.097458 sec): 3 clusters Score: Raw -1352899.442975 + Penalty 1807.139295 = -1351092.303680 nChanged 45 SP:Iteration 29Q (3867.150056 sec): 3 clusters Score: Raw -1352908.030957 + Penalty 1807.139295 = -1351100.891662 nChanged 53 SP:Iteration 30Q (3867.210947 sec): 3 clusters Score: Raw -1352919.254951 + Penalty 1807.139295 = -1351112.115656 nChanged 65 SP:Iteration 31Q (3867.278868 sec): 3 clusters Score: Raw -1352934.114575 + Penalty 1807.139295 = -1351126.975280 nChanged 58 SP:Iteration 32Q (3867.342342 sec): 3 clusters Score: Raw -1352948.489948 + Penalty 1807.139295 = -1351141.350653 nChanged 63 SP:Iteration 33Q (3867.395588 sec): 3 clusters Score: Raw -1352963.067566 + Penalty 1807.139295 = -1351155.928271 nChanged 63 SP:Iteration 34Q (3867.457253 sec): 3 clusters Score: Raw -1352973.918996 + Penalty 1807.139295 = -1351166.779701 nChanged 47 SP:Iteration 35Q (3867.511224 sec): 3 clusters Score: Raw -1352983.668979 + Penalty 1807.139295 = -1351176.529684 nChanged 41 SP:Iteration 36Q (3867.581794 sec): 3 clusters Score: Raw -1352991.720450 + Penalty 1807.139295 = -1351184.581155 nChanged 46 SP:Iteration 37Q (3867.644175 sec): 3 clusters Score: Raw -1353003.081078 + Penalty 1807.139295 = -1351195.941783 nChanged 56 SP:Iteration 38Q (3867.697519 sec): 3 clusters Score: Raw -1353014.344086 + Penalty 1807.139295 = -1351207.204791 nChanged 51 SP:Iteration 39Q (3867.770180 sec): 3 clusters Score: Raw -1353024.085956 + Penalty 1807.139295 = -1351216.946661 nChanged 49 SP:Iteration 40F (3867.822874 sec): 3 clusters Score: Raw -1353034.475465 + Penalty 1807.139295 = -1351227.336170 nChanged 66 SP:Iteration 41Q (3867.891622 sec): 3 clusters Score: Raw -1353049.155731 + Penalty 1807.139295 = -1351242.016436 nChanged 68 SP:Iteration 42Q (3867.951321 sec): 3 clusters Score: Raw -1353066.555616 + Penalty 1807.139295 = -1351259.416321 nChanged 67 SP:Iteration 43Q (3868.014567 sec): 3 clusters Score: Raw -1353085.361361 + Penalty 1807.139295 = -1351278.222066 nChanged 65 SP:Iteration 44Q (3868.065588 sec): 3 clusters Score: Raw -1353105.651313 + Penalty 1807.139295 = -1351298.512018 nChanged 62 SP:Iteration 45Q (3868.134018 sec): 3 clusters Score: Raw -1353124.089275 + Penalty 1807.139295 = -1351316.949980 nChanged 58 SP:Iteration 46Q (3868.192532 sec): 3 clusters Score: Raw -1353140.506480 + Penalty 1807.139295 = -1351333.367185 nChanged 54 SP:Iteration 47Q (3868.261746 sec): 3 clusters Score: Raw -1353160.276024 + Penalty 1807.139295 = -1351353.136729 nChanged 58 SP:Iteration 48Q (3868.319247 sec): 3 clusters Score: Raw -1353178.737317 + Penalty 1807.139295 = -1351371.598022 nChanged 47 SP:Iteration 49Q (3868.373917 sec): 3 clusters Score: Raw -1353193.676403 + Penalty 1807.139295 = -1351386.537108 nChanged 37 SP:Iteration 50Q (3868.434924 sec): 3 clusters Score: Raw -1353203.627400 + Penalty 1807.139295 = -1351396.488104 nChanged 32 SP:Iteration 51Q (3868.493839 sec): 3 clusters Score: Raw -1353210.722010 + Penalty 1807.139295 = -1351403.582715 nChanged 18 SP:Iteration 52Q (3868.556203 sec): 3 clusters Score: Raw -1353213.781321 + Penalty 1807.139295 = -1351406.642026 nChanged 14 SP:Iteration 53Q (3868.619750 sec): 3 clusters Score: Raw -1353216.303610 + Penalty 1807.139295 = -1351409.164315 nChanged 15 SP:Iteration 54Q (3868.679159 sec): 3 clusters Score: Raw -1353219.321437 + Penalty 1807.139295 = -1351412.182142 nChanged 16 SP:Iteration 55Q (3868.739667 sec): 3 clusters Score: Raw -1353222.908969 + Penalty 1807.139295 = -1351415.769674 nChanged 20 SP:Iteration 56Q (3868.803092 sec): 3 clusters Score: Raw -1353231.021241 + Penalty 1807.139295 = -1351423.881946 nChanged 20 SP:Iteration 57Q (3868.856132 sec): 3 clusters Score: Raw -1353237.842087 + Penalty 1807.139295 = -1351430.702792 nChanged 19 SP:Iteration 58Q (3868.918354 sec): 3 clusters Score: Raw -1353244.372725 + Penalty 1807.139295 = -1351437.233430 nChanged 24 SP:Iteration 59Q (3868.983633 sec): 3 clusters Score: Raw -1353251.183073 + Penalty 1807.139295 = -1351444.043778 nChanged 17 SP:Iteration 60F (3869.042215 sec): 3 clusters Score: Raw -1353256.768924 + Penalty 1807.139295 = -1351449.629629 nChanged 13 SP:Iteration 61Q (3869.107203 sec): 3 clusters Score: Raw -1353259.229481 + Penalty 1807.139295 = -1351452.090186 nChanged 6 SP:Iteration 62Q (3869.170610 sec): 3 clusters Score: Raw -1353260.099274 + Penalty 1807.139295 = -1351452.959979 nChanged 6 SP:Iteration 63Q (3869.232060 sec): 3 clusters Score: Raw -1353261.054530 + Penalty 1807.139295 = -1351453.915235 nChanged 8 SP:Iteration 64Q (3869.285279 sec): 3 clusters Score: Raw -1353262.504584 + Penalty 1807.139295 = -1351455.365289 nChanged 6 SP:Iteration 65Q (3869.347487 sec): 3 clusters Score: Raw -1353263.455964 + Penalty 1807.139295 = -1351456.316669 nChanged 4 SP:Iteration 66Q (3869.396556 sec): 3 clusters Score: Raw -1353263.806666 + Penalty 1807.139295 = -1351456.667371 nChanged 2 SP:Iteration 67Q (3869.454993 sec): 3 clusters Score: Raw -1353263.975350 + Penalty 1807.139295 = -1351456.836055 nChanged 0 SP:Iteration 68F (3869.514811 sec): 3 clusters Score: Raw -1353263.975350 + Penalty 1807.139295 = -1351456.836055 nChanged 0 Trying to split cluster 5 (1223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3869.545425 sec): 2 clusters Score: Raw -105486.884782 + Penalty 675.360903 = -104811.523880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3869.579664 sec): 3 clusters Score: Raw -104946.900988 + Penalty 1350.721806 = -103596.179182 nChanged 432 SP:Iteration 1F (3869.617524 sec): 3 clusters Score: Raw -105239.348060 + Penalty 1350.721806 = -103888.626254 nChanged 95 SP:Iteration 2F (3869.657377 sec): 3 clusters Score: Raw -105306.513886 + Penalty 1350.721806 = -103955.792081 nChanged 67 SP:Iteration 3F (3869.700579 sec): 3 clusters Score: Raw -105355.383869 + Penalty 1350.721806 = -104004.662063 nChanged 50 SP:Iteration 4Q (3869.735474 sec): 3 clusters Score: Raw -105393.163982 + Penalty 1350.721806 = -104042.442176 nChanged 39 SP:Iteration 5Q (3869.778100 sec): 3 clusters Score: Raw -105432.875654 + Penalty 1350.721806 = -104082.153848 nChanged 46 SP:Iteration 6Q (3869.820974 sec): 3 clusters Score: Raw -105459.870367 + Penalty 1350.721806 = -104109.148562 nChanged 28 SP:Iteration 7Q (3869.865584 sec): 3 clusters Score: Raw -105478.914132 + Penalty 1350.721806 = -104128.192326 nChanged 27 SP:Iteration 8Q (3869.908519 sec): 3 clusters Score: Raw -105513.852541 + Penalty 1350.721806 = -104163.130735 nChanged 34 SP:Iteration 9Q (3869.949534 sec): 3 clusters Score: Raw -105552.478479 + Penalty 1350.721806 = -104201.756673 nChanged 27 SP:Iteration 10Q (3869.994195 sec): 3 clusters Score: Raw -105573.529595 + Penalty 1350.721806 = -104222.807789 nChanged 18 SP:Iteration 11Q (3870.034962 sec): 3 clusters Score: Raw -105585.324831 + Penalty 1350.721806 = -104234.603025 nChanged 8 SP:Iteration 12Q (3870.080239 sec): 3 clusters Score: Raw -105589.490802 + Penalty 1350.721806 = -104238.768996 nChanged 11 SP:Iteration 13Q (3870.130184 sec): 3 clusters Score: Raw -105597.007496 + Penalty 1350.721806 = -104246.285691 nChanged 5 SP:Iteration 14Q (3870.173917 sec): 3 clusters Score: Raw -105598.933335 + Penalty 1350.721806 = -104248.211529 nChanged 3 SP:Iteration 15Q (3870.210737 sec): 3 clusters Score: Raw -105602.527086 + Penalty 1350.721806 = -104251.805281 nChanged 3 SP:Iteration 16Q (3870.256928 sec): 3 clusters Score: Raw -105605.271031 + Penalty 1350.721806 = -104254.549226 nChanged 2 SP:Iteration 17Q (3870.309797 sec): 3 clusters Score: Raw -105605.915768 + Penalty 1350.721806 = -104255.193962 nChanged 1 SP:Iteration 18Q (3870.355046 sec): 3 clusters Score: Raw -105606.189858 + Penalty 1350.721806 = -104255.468052 nChanged 1 SP:Iteration 19Q (3870.402605 sec): 3 clusters Score: Raw -105606.556094 + Penalty 1350.721806 = -104255.834288 nChanged 0 SP:Iteration 20F (3870.467453 sec): 3 clusters Score: Raw -105606.556094 + Penalty 1350.721806 = -104255.834288 nChanged 0 Trying to split cluster 6 (6047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3870.497230 sec): 2 clusters Score: Raw -578786.240423 + Penalty 827.195168 = -577959.045254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3870.544359 sec): 3 clusters Score: Raw -575310.973382 + Penalty 1654.390336 = -573656.583045 nChanged 2673 SP:Iteration 1F (3870.604853 sec): 3 clusters Score: Raw -576964.949194 + Penalty 1654.390336 = -575310.558857 nChanged 489 SP:Iteration 2F (3870.658724 sec): 3 clusters Score: Raw -577259.916451 + Penalty 1654.390336 = -575605.526114 nChanged 401 SP:Iteration 3F (3870.704598 sec): 3 clusters Score: Raw -577522.264256 + Penalty 1654.390336 = -575867.873919 nChanged 342 SP:Iteration 4F (3870.760991 sec): 3 clusters Score: Raw -577747.814727 + Penalty 1654.390336 = -576093.424391 nChanged 331 SP:Iteration 5F (3870.815449 sec): 3 clusters Score: Raw -577955.121776 + Penalty 1654.390336 = -576300.731439 nChanged 266 SP:Iteration 6Q (3870.871635 sec): 3 clusters Score: Raw -578122.904538 + Penalty 1654.390336 = -576468.514202 nChanged 227 SP:Iteration 7Q (3870.934285 sec): 3 clusters Score: Raw -578275.823567 + Penalty 1654.390336 = -576621.433230 nChanged 197 SP:Iteration 8Q (3870.989385 sec): 3 clusters Score: Raw -578416.058508 + Penalty 1654.390336 = -576761.668172 nChanged 166 SP:Iteration 9Q (3871.050238 sec): 3 clusters Score: Raw -578534.337848 + Penalty 1654.390336 = -576879.947512 nChanged 126 SP:Iteration 10Q (3871.103331 sec): 3 clusters Score: Raw -578619.131174 + Penalty 1654.390336 = -576964.740837 nChanged 93 SP:Iteration 11Q (3871.157355 sec): 3 clusters Score: Raw -578672.562556 + Penalty 1654.390336 = -577018.172220 nChanged 83 SP:Iteration 12Q (3871.195655 sec): 3 clusters Score: Raw -578731.108589 + Penalty 1654.390336 = -577076.718253 nChanged 86 SP:Iteration 13Q (3871.257560 sec): 3 clusters Score: Raw -578792.311511 + Penalty 1654.390336 = -577137.921175 nChanged 62 SP:Iteration 14Q (3871.311560 sec): 3 clusters Score: Raw -578839.370564 + Penalty 1654.390336 = -577184.980227 nChanged 71 SP:Iteration 15Q (3871.362285 sec): 3 clusters Score: Raw -578882.315672 + Penalty 1654.390336 = -577227.925336 nChanged 46 SP:Iteration 16Q (3871.409318 sec): 3 clusters Score: Raw -578913.575083 + Penalty 1654.390336 = -577259.184747 nChanged 40 SP:Iteration 17Q (3871.470102 sec): 3 clusters Score: Raw -578936.274797 + Penalty 1654.390336 = -577281.884460 nChanged 22 SP:Iteration 18Q (3871.527214 sec): 3 clusters Score: Raw -578947.531204 + Penalty 1654.390336 = -577293.140868 nChanged 20 SP:Iteration 19Q (3871.576992 sec): 3 clusters Score: Raw -578958.686011 + Penalty 1654.390336 = -577304.295675 nChanged 20 SP:Iteration 20F (3871.624361 sec): 3 clusters Score: Raw -578969.685705 + Penalty 1654.390336 = -577315.295369 nChanged 17 SP:Iteration 21Q (3871.670406 sec): 3 clusters Score: Raw -578979.378537 + Penalty 1654.390336 = -577324.988200 nChanged 14 SP:Iteration 22Q (3871.728153 sec): 3 clusters Score: Raw -578986.120309 + Penalty 1654.390336 = -577331.729972 nChanged 11 SP:Iteration 23Q (3871.782139 sec): 3 clusters Score: Raw -578989.566427 + Penalty 1654.390336 = -577335.176091 nChanged 5 SP:Iteration 24Q (3871.836414 sec): 3 clusters Score: Raw -578991.043633 + Penalty 1654.390336 = -577336.653296 nChanged 4 SP:Iteration 25Q (3871.886837 sec): 3 clusters Score: Raw -578993.098647 + Penalty 1654.390336 = -577338.708311 nChanged 4 SP:Iteration 26Q (3871.928695 sec): 3 clusters Score: Raw -578994.107093 + Penalty 1654.390336 = -577339.716756 nChanged 5 SP:Iteration 27Q (3871.978796 sec): 3 clusters Score: Raw -578995.097349 + Penalty 1654.390336 = -577340.707013 nChanged 4 SP:Iteration 28Q (3872.036038 sec): 3 clusters Score: Raw -578996.901418 + Penalty 1654.390336 = -577342.511081 nChanged 3 SP:Iteration 29Q (3872.083792 sec): 3 clusters Score: Raw -578998.613703 + Penalty 1654.390336 = -577344.223366 nChanged 3 SP:Iteration 30Q (3872.138534 sec): 3 clusters Score: Raw -578999.407058 + Penalty 1654.390336 = -577345.016721 nChanged 0 SP:Iteration 31F (3872.192117 sec): 3 clusters Score: Raw -578999.407058 + Penalty 1654.390336 = -577345.016721 nChanged 0 Trying to split cluster 7 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.217955 sec): 2 clusters Score: Raw -47400.121330 + Penalty 598.574650 = -46801.546680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.269521 sec): 3 clusters Score: Raw -47232.001017 + Penalty 1197.149301 = -46034.851716 nChanged 163 SP:Iteration 1F (3872.306660 sec): 3 clusters Score: Raw -47400.818697 + Penalty 1197.149301 = -46203.669396 nChanged 46 SP:Iteration 2F (3872.354803 sec): 3 clusters Score: Raw -47459.756050 + Penalty 1197.149301 = -46262.606749 nChanged 34 SP:Iteration 3F (3872.396994 sec): 3 clusters Score: Raw -47508.809406 + Penalty 1197.149301 = -46311.660105 nChanged 32 SP:Iteration 4F (3872.448131 sec): 3 clusters Score: Raw -47597.670091 + Penalty 1197.149301 = -46400.520790 nChanged 36 SP:Iteration 5F (3872.490592 sec): 3 clusters Score: Raw -47800.522436 + Penalty 1197.149301 = -46603.373135 nChanged 35 SP:Iteration 6F (3872.531987 sec): 3 clusters Score: Raw -47918.020644 + Penalty 1197.149301 = -46720.871344 nChanged 29 SP:Iteration 7F (3872.590533 sec): 3 clusters Score: Raw -48000.003587 + Penalty 1197.149301 = -46802.854286 nChanged 20 SP:Iteration 8Q (3872.624199 sec): 3 clusters Score: Raw -48043.767033 + Penalty 1197.149301 = -46846.617732 nChanged 5 SP:Iteration 9Q (3872.668397 sec): 3 clusters Score: Raw -48049.035155 + Penalty 1197.149301 = -46851.885854 nChanged 1 SP:Iteration 10Q (3872.709319 sec): 3 clusters Score: Raw -48050.501189 + Penalty 1197.149301 = -46853.351888 nChanged 1 SP:Iteration 11Q (3872.766358 sec): 3 clusters Score: Raw -48051.785763 + Penalty 1197.149301 = -46854.636462 nChanged 2 SP:Iteration 12Q (3872.812074 sec): 3 clusters Score: Raw -48055.430990 + Penalty 1197.149301 = -46858.281689 nChanged 3 SP:Iteration 13Q (3872.849064 sec): 3 clusters Score: Raw -48065.645266 + Penalty 1197.149301 = -46868.495965 nChanged 2 SP:Iteration 14Q (3872.894047 sec): 3 clusters Score: Raw -48068.631377 + Penalty 1197.149301 = -46871.482076 nChanged 5 SP:Iteration 15Q (3872.942031 sec): 3 clusters Score: Raw -48073.876200 + Penalty 1197.149301 = -46876.726899 nChanged 0 SP:Iteration 16F (3872.994341 sec): 3 clusters Score: Raw -48073.876200 + Penalty 1197.149301 = -46876.726899 nChanged 0 Score: Raw -58493974.866225 + Penalty 49431.021155 = -58444543.845070 Splitting cluster 7 changes total score from -58445087.423855 to -58444543.845070 So it's not getting split. Trying to split cluster 8 (24343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3884.507028 sec): 2 clusters Score: Raw -2415964.422725 + Penalty 959.499963 = -2415004.922762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3884.582506 sec): 3 clusters Score: Raw -2400607.402121 + Penalty 1918.999926 = -2398688.402194 nChanged 11374 SP:Iteration 1F (3884.645647 sec): 3 clusters Score: Raw -2407354.644988 + Penalty 1918.999926 = -2405435.645061 nChanged 1228 SP:Iteration 2F (3884.726634 sec): 3 clusters Score: Raw -2407788.733876 + Penalty 1918.999926 = -2405869.733950 nChanged 1209 SP:Iteration 3Q (3884.798982 sec): 3 clusters Score: Raw -2408257.680672 + Penalty 1918.999926 = -2406338.680746 nChanged 1207 SP:Iteration 4Q (3884.888397 sec): 3 clusters Score: Raw -2408771.924862 + Penalty 1918.999926 = -2406852.924935 nChanged 1214 SP:Iteration 5Q (3884.967738 sec): 3 clusters Score: Raw -2409393.522563 + Penalty 1918.999926 = -2407474.522636 nChanged 1330 SP:Iteration 6F (3885.039863 sec): 3 clusters Score: Raw -2410205.897058 + Penalty 1918.999926 = -2408286.897131 nChanged 1374 SP:Iteration 7F (3885.109010 sec): 3 clusters Score: Raw -2411147.614734 + Penalty 1918.999926 = -2409228.614808 nChanged 1473 SP:Iteration 8F (3885.191792 sec): 3 clusters Score: Raw -2412289.888774 + Penalty 1918.999926 = -2410370.888848 nChanged 1397 SP:Iteration 9F (3885.259380 sec): 3 clusters Score: Raw -2413272.313573 + Penalty 1918.999926 = -2411353.313647 nChanged 1062 SP:Iteration 10Q (3885.347805 sec): 3 clusters Score: Raw -2413807.003153 + Penalty 1918.999926 = -2411888.003227 nChanged 665 SP:Iteration 11Q (3885.424078 sec): 3 clusters Score: Raw -2414020.821588 + Penalty 1918.999926 = -2412101.821662 nChanged 405 SP:Iteration 12Q (3885.502361 sec): 3 clusters Score: Raw -2414124.509021 + Penalty 1918.999926 = -2412205.509094 nChanged 311 SP:Iteration 13Q (3885.579636 sec): 3 clusters Score: Raw -2414190.454176 + Penalty 1918.999926 = -2412271.454250 nChanged 222 SP:Iteration 14Q (3885.655427 sec): 3 clusters Score: Raw -2414234.494967 + Penalty 1918.999926 = -2412315.495041 nChanged 205 SP:Iteration 15Q (3885.721723 sec): 3 clusters Score: Raw -2414268.396617 + Penalty 1918.999926 = -2412349.396690 nChanged 162 SP:Iteration 16Q (3885.807912 sec): 3 clusters Score: Raw -2414288.302023 + Penalty 1918.999926 = -2412369.302097 nChanged 128 SP:Iteration 17Q (3885.886746 sec): 3 clusters Score: Raw -2414300.839285 + Penalty 1918.999926 = -2412381.839358 nChanged 100 SP:Iteration 18Q (3885.966174 sec): 3 clusters Score: Raw -2414310.352344 + Penalty 1918.999926 = -2412391.352417 nChanged 90 SP:Iteration 19Q (3886.041902 sec): 3 clusters Score: Raw -2414319.139684 + Penalty 1918.999926 = -2412400.139758 nChanged 73 SP:Iteration 20F (3886.120399 sec): 3 clusters Score: Raw -2414326.031495 + Penalty 1918.999926 = -2412407.031568 nChanged 72 SP:Iteration 21Q (3886.198428 sec): 3 clusters Score: Raw -2414331.768220 + Penalty 1918.999926 = -2412412.768294 nChanged 66 SP:Iteration 22Q (3886.278837 sec): 3 clusters Score: Raw -2414336.277549 + Penalty 1918.999926 = -2412417.277623 nChanged 45 SP:Iteration 23Q (3886.358383 sec): 3 clusters Score: Raw -2414339.377180 + Penalty 1918.999926 = -2412420.377253 nChanged 53 SP:Iteration 24Q (3886.436722 sec): 3 clusters Score: Raw -2414342.827920 + Penalty 1918.999926 = -2412423.827994 nChanged 49 SP:Iteration 25Q (3886.515148 sec): 3 clusters Score: Raw -2414345.310991 + Penalty 1918.999926 = -2412426.311064 nChanged 40 SP:Iteration 26Q (3886.585208 sec): 3 clusters Score: Raw -2414347.535062 + Penalty 1918.999926 = -2412428.535136 nChanged 39 SP:Iteration 27Q (3886.666314 sec): 3 clusters Score: Raw -2414350.211063 + Penalty 1918.999926 = -2412431.211137 nChanged 38 SP:Iteration 28Q (3886.745061 sec): 3 clusters Score: Raw -2414352.384299 + Penalty 1918.999926 = -2412433.384373 nChanged 31 SP:Iteration 29Q (3886.821210 sec): 3 clusters Score: Raw -2414354.171728 + Penalty 1918.999926 = -2412435.171802 nChanged 38 SP:Iteration 30Q (3886.900485 sec): 3 clusters Score: Raw -2414356.903636 + Penalty 1918.999926 = -2412437.903710 nChanged 45 SP:Iteration 31Q (3886.959889 sec): 3 clusters Score: Raw -2414359.402924 + Penalty 1918.999926 = -2412440.402997 nChanged 46 SP:Iteration 32Q (3887.046768 sec): 3 clusters Score: Raw -2414362.312446 + Penalty 1918.999926 = -2412443.312520 nChanged 38 SP:Iteration 33Q (3887.124618 sec): 3 clusters Score: Raw -2414364.340003 + Penalty 1918.999926 = -2412445.340077 nChanged 35 SP:Iteration 34Q (3887.202866 sec): 3 clusters Score: Raw -2414366.312654 + Penalty 1918.999926 = -2412447.312728 nChanged 37 SP:Iteration 35Q (3887.283228 sec): 3 clusters Score: Raw -2414368.903884 + Penalty 1918.999926 = -2412449.903958 nChanged 49 SP:Iteration 36Q (3887.356129 sec): 3 clusters Score: Raw -2414372.807056 + Penalty 1918.999926 = -2412453.807130 nChanged 47 SP:Iteration 37Q (3887.431766 sec): 3 clusters Score: Raw -2414377.783175 + Penalty 1918.999926 = -2412458.783248 nChanged 61 SP:Iteration 38Q (3887.497201 sec): 3 clusters Score: Raw -2414382.339426 + Penalty 1918.999926 = -2412463.339500 nChanged 49 SP:Iteration 39Q (3887.587969 sec): 3 clusters Score: Raw -2414385.307336 + Penalty 1918.999926 = -2412466.307409 nChanged 33 SP:Iteration 40F (3887.668375 sec): 3 clusters Score: Raw -2414386.893021 + Penalty 1918.999926 = -2412467.893095 nChanged 33 SP:Iteration 41Q (3887.748123 sec): 3 clusters Score: Raw -2414388.661167 + Penalty 1918.999926 = -2412469.661241 nChanged 30 SP:Iteration 42Q (3887.809143 sec): 3 clusters Score: Raw -2414390.484826 + Penalty 1918.999926 = -2412471.484900 nChanged 35 SP:Iteration 43Q (3887.881225 sec): 3 clusters Score: Raw -2414392.572206 + Penalty 1918.999926 = -2412473.572280 nChanged 33 SP:Iteration 44Q (3887.960166 sec): 3 clusters Score: Raw -2414394.545691 + Penalty 1918.999926 = -2412475.545765 nChanged 37 SP:Iteration 45Q (3888.035332 sec): 3 clusters Score: Raw -2414396.575048 + Penalty 1918.999926 = -2412477.575121 nChanged 37 SP:Iteration 46Q (3888.115240 sec): 3 clusters Score: Raw -2414398.640938 + Penalty 1918.999926 = -2412479.641012 nChanged 36 SP:Iteration 47Q (3888.182290 sec): 3 clusters Score: Raw -2414400.699033 + Penalty 1918.999926 = -2412481.699107 nChanged 46 SP:Iteration 48Q (3888.262575 sec): 3 clusters Score: Raw -2414403.361600 + Penalty 1918.999926 = -2412484.361673 nChanged 42 SP:Iteration 49Q (3888.344224 sec): 3 clusters Score: Raw -2414406.105710 + Penalty 1918.999926 = -2412487.105784 nChanged 47 SP:Iteration 50Q (3888.421495 sec): 3 clusters Score: Raw -2414409.914931 + Penalty 1918.999926 = -2412490.915004 nChanged 53 SP:Iteration 51Q (3888.494541 sec): 3 clusters Score: Raw -2414414.943793 + Penalty 1918.999926 = -2412495.943867 nChanged 57 SP:Iteration 52Q (3888.567125 sec): 3 clusters Score: Raw -2414420.057930 + Penalty 1918.999926 = -2412501.058004 nChanged 59 SP:Iteration 53Q (3888.646273 sec): 3 clusters Score: Raw -2414425.108389 + Penalty 1918.999926 = -2412506.108462 nChanged 60 SP:Iteration 54Q (3888.724358 sec): 3 clusters Score: Raw -2414431.263918 + Penalty 1918.999926 = -2412512.263992 nChanged 67 SP:Iteration 55Q (3888.802227 sec): 3 clusters Score: Raw -2414438.594199 + Penalty 1918.999926 = -2412519.594272 nChanged 78 SP:Iteration 56Q (3888.889180 sec): 3 clusters Score: Raw -2414447.916019 + Penalty 1918.999926 = -2412528.916093 nChanged 90 SP:Iteration 57Q (3888.963532 sec): 3 clusters Score: Raw -2414457.847818 + Penalty 1918.999926 = -2412538.847891 nChanged 92 SP:Iteration 58Q (3889.044578 sec): 3 clusters Score: Raw -2414467.163920 + Penalty 1918.999926 = -2412548.163994 nChanged 81 SP:Iteration 59Q (3889.112141 sec): 3 clusters Score: Raw -2414474.164025 + Penalty 1918.999926 = -2412555.164098 nChanged 82 SP:Iteration 60F (3889.182768 sec): 3 clusters Score: Raw -2414482.495372 + Penalty 1918.999926 = -2412563.495445 nChanged 91 SP:Iteration 61Q (3889.262513 sec): 3 clusters Score: Raw -2414492.823722 + Penalty 1918.999926 = -2412573.823796 nChanged 94 SP:Iteration 62Q (3889.335192 sec): 3 clusters Score: Raw -2414505.078122 + Penalty 1918.999926 = -2412586.078196 nChanged 104 SP:Iteration 63Q (3889.422314 sec): 3 clusters Score: Raw -2414518.450202 + Penalty 1918.999926 = -2412599.450275 nChanged 111 SP:Iteration 64Q (3889.502062 sec): 3 clusters Score: Raw -2414532.929723 + Penalty 1918.999926 = -2412613.929797 nChanged 104 SP:Iteration 65Q (3889.575539 sec): 3 clusters Score: Raw -2414546.264097 + Penalty 1918.999926 = -2412627.264171 nChanged 121 SP:Iteration 66Q (3889.639154 sec): 3 clusters Score: Raw -2414561.925158 + Penalty 1918.999926 = -2412642.925232 nChanged 117 SP:Iteration 67Q (3889.717943 sec): 3 clusters Score: Raw -2414577.779269 + Penalty 1918.999926 = -2412658.779343 nChanged 114 SP:Iteration 68Q (3889.790130 sec): 3 clusters Score: Raw -2414592.793778 + Penalty 1918.999926 = -2412673.793851 nChanged 117 SP:Iteration 69Q (3889.866666 sec): 3 clusters Score: Raw -2414608.310708 + Penalty 1918.999926 = -2412689.310782 nChanged 107 SP:Iteration 70Q (3889.937958 sec): 3 clusters Score: Raw -2414621.815949 + Penalty 1918.999926 = -2412702.816023 nChanged 115 SP:Iteration 71Q (3890.005927 sec): 3 clusters Score: Raw -2414635.526532 + Penalty 1918.999926 = -2412716.526605 nChanged 100 SP:Iteration 72Q (3890.088646 sec): 3 clusters Score: Raw -2414646.861017 + Penalty 1918.999926 = -2412727.861091 nChanged 103 SP:Iteration 73Q (3890.149097 sec): 3 clusters Score: Raw -2414658.644692 + Penalty 1918.999926 = -2412739.644766 nChanged 93 SP:Iteration 74Q (3890.229387 sec): 3 clusters Score: Raw -2414668.035797 + Penalty 1918.999926 = -2412749.035871 nChanged 74 SP:Iteration 75Q (3890.281679 sec): 3 clusters Score: Raw -2414674.664578 + Penalty 1918.999926 = -2412755.664651 nChanged 69 SP:Iteration 76Q (3890.362631 sec): 3 clusters Score: Raw -2414680.980325 + Penalty 1918.999926 = -2412761.980399 nChanged 71 SP:Iteration 77Q (3890.448666 sec): 3 clusters Score: Raw -2414687.661479 + Penalty 1918.999926 = -2412768.661552 nChanged 67 SP:Iteration 78Q (3890.527367 sec): 3 clusters Score: Raw -2414693.670966 + Penalty 1918.999926 = -2412774.671039 nChanged 76 SP:Iteration 79Q (3890.607671 sec): 3 clusters Score: Raw -2414700.787247 + Penalty 1918.999926 = -2412781.787321 nChanged 66 SP:Iteration 80F (3890.686647 sec): 3 clusters Score: Raw -2414708.175212 + Penalty 1918.999926 = -2412789.175286 nChanged 74 SP:Iteration 81Q (3890.744958 sec): 3 clusters Score: Raw -2414716.075712 + Penalty 1918.999926 = -2412797.075785 nChanged 83 SP:Iteration 82Q (3890.830635 sec): 3 clusters Score: Raw -2414724.106609 + Penalty 1918.999926 = -2412805.106683 nChanged 63 SP:Iteration 83Q (3890.903359 sec): 3 clusters Score: Raw -2414728.804161 + Penalty 1918.999926 = -2412809.804235 nChanged 58 SP:Iteration 84Q (3890.975171 sec): 3 clusters Score: Raw -2414732.949242 + Penalty 1918.999926 = -2412813.949316 nChanged 66 SP:Iteration 85Q (3891.047578 sec): 3 clusters Score: Raw -2414738.857327 + Penalty 1918.999926 = -2412819.857401 nChanged 72 SP:Iteration 86Q (3891.119185 sec): 3 clusters Score: Raw -2414746.552174 + Penalty 1918.999926 = -2412827.552247 nChanged 68 SP:Iteration 87Q (3891.199633 sec): 3 clusters Score: Raw -2414753.031543 + Penalty 1918.999926 = -2412834.031617 nChanged 70 SP:Iteration 88Q (3891.274512 sec): 3 clusters Score: Raw -2414759.644553 + Penalty 1918.999926 = -2412840.644626 nChanged 64 SP:Iteration 89Q (3891.353693 sec): 3 clusters Score: Raw -2414766.119675 + Penalty 1918.999926 = -2412847.119748 nChanged 74 SP:Iteration 90Q (3891.424984 sec): 3 clusters Score: Raw -2414773.634434 + Penalty 1918.999926 = -2412854.634508 nChanged 82 SP:Iteration 91Q (3891.508403 sec): 3 clusters Score: Raw -2414782.089041 + Penalty 1918.999926 = -2412863.089115 nChanged 84 SP:Iteration 92Q (3891.581440 sec): 3 clusters Score: Raw -2414790.791056 + Penalty 1918.999926 = -2412871.791129 nChanged 82 SP:Iteration 93Q (3891.644086 sec): 3 clusters Score: Raw -2414797.951189 + Penalty 1918.999926 = -2412878.951263 nChanged 80 SP:Iteration 94Q (3891.732885 sec): 3 clusters Score: Raw -2414805.479803 + Penalty 1918.999926 = -2412886.479877 nChanged 63 SP:Iteration 95Q (3891.809935 sec): 3 clusters Score: Raw -2414810.191445 + Penalty 1918.999926 = -2412891.191518 nChanged 49 SP:Iteration 96Q (3891.872041 sec): 3 clusters Score: Raw -2414813.752347 + Penalty 1918.999926 = -2412894.752420 nChanged 46 SP:Iteration 97Q (3891.960286 sec): 3 clusters Score: Raw -2414816.505647 + Penalty 1918.999926 = -2412897.505720 nChanged 42 SP:Iteration 98Q (3892.035916 sec): 3 clusters Score: Raw -2414819.648741 + Penalty 1918.999926 = -2412900.648815 nChanged 48 SP:Iteration 99Q (3892.106836 sec): 3 clusters Score: Raw -2414822.835024 + Penalty 1918.999926 = -2412903.835098 nChanged 49 SP:Iteration 100F (3892.180931 sec): 3 clusters Score: Raw -2414826.560560 + Penalty 1918.999926 = -2412907.560633 nChanged 50 SP:Iteration 101Q (3892.249969 sec): 3 clusters Score: Raw -2414831.344119 + Penalty 1918.999926 = -2412912.344192 nChanged 58 SP:Iteration 102Q (3892.327123 sec): 3 clusters Score: Raw -2414838.124562 + Penalty 1918.999926 = -2412919.124636 nChanged 64 SP:Iteration 103Q (3892.404574 sec): 3 clusters Score: Raw -2414845.721881 + Penalty 1918.999926 = -2412926.721954 nChanged 62 SP:Iteration 104Q (3892.481139 sec): 3 clusters Score: Raw -2414853.558298 + Penalty 1918.999926 = -2412934.558371 nChanged 76 SP:Iteration 105Q (3892.559916 sec): 3 clusters Score: Raw -2414860.459882 + Penalty 1918.999926 = -2412941.459955 nChanged 65 SP:Iteration 106Q (3892.640584 sec): 3 clusters Score: Raw -2414866.642825 + Penalty 1918.999926 = -2412947.642899 nChanged 60 SP:Iteration 107Q (3892.714168 sec): 3 clusters Score: Raw -2414872.140625 + Penalty 1918.999926 = -2412953.140698 nChanged 60 SP:Iteration 108Q (3892.786106 sec): 3 clusters Score: Raw -2414877.182584 + Penalty 1918.999926 = -2412958.182657 nChanged 57 SP:Iteration 109Q (3892.871768 sec): 3 clusters Score: Raw -2414881.271872 + Penalty 1918.999926 = -2412962.271945 nChanged 53 SP:Iteration 110Q (3892.949101 sec): 3 clusters Score: Raw -2414884.876494 + Penalty 1918.999926 = -2412965.876568 nChanged 49 SP:Iteration 111Q (3893.025633 sec): 3 clusters Score: Raw -2414888.715314 + Penalty 1918.999926 = -2412969.715388 nChanged 48 SP:Iteration 112Q (3893.098264 sec): 3 clusters Score: Raw -2414891.661421 + Penalty 1918.999926 = -2412972.661495 nChanged 36 SP:Iteration 113Q (3893.164742 sec): 3 clusters Score: Raw -2414893.279230 + Penalty 1918.999926 = -2412974.279304 nChanged 30 SP:Iteration 114Q (3893.237430 sec): 3 clusters Score: Raw -2414894.682452 + Penalty 1918.999926 = -2412975.682525 nChanged 28 SP:Iteration 115Q (3893.308257 sec): 3 clusters Score: Raw -2414896.128600 + Penalty 1918.999926 = -2412977.128674 nChanged 29 SP:Iteration 116Q (3893.394014 sec): 3 clusters Score: Raw -2414897.670209 + Penalty 1918.999926 = -2412978.670283 nChanged 33 SP:Iteration 117Q (3893.464270 sec): 3 clusters Score: Raw -2414899.442923 + Penalty 1918.999926 = -2412980.442997 nChanged 28 SP:Iteration 118Q (3893.540472 sec): 3 clusters Score: Raw -2414900.602700 + Penalty 1918.999926 = -2412981.602773 nChanged 23 SP:Iteration 119Q (3893.623297 sec): 3 clusters Score: Raw -2414901.667778 + Penalty 1918.999926 = -2412982.667851 nChanged 22 SP:Iteration 120F (3893.699154 sec): 3 clusters Score: Raw -2414903.044454 + Penalty 1918.999926 = -2412984.044527 nChanged 31 SP:Iteration 121Q (3893.770649 sec): 3 clusters Score: Raw -2414905.033996 + Penalty 1918.999926 = -2412986.034070 nChanged 43 SP:Iteration 122Q (3893.856039 sec): 3 clusters Score: Raw -2414908.362316 + Penalty 1918.999926 = -2412989.362390 nChanged 55 SP:Iteration 123Q (3893.925268 sec): 3 clusters Score: Raw -2414912.545393 + Penalty 1918.999926 = -2412993.545466 nChanged 50 SP:Iteration 124Q (3893.996671 sec): 3 clusters Score: Raw -2414916.825084 + Penalty 1918.999926 = -2412997.825158 nChanged 49 SP:Iteration 125Q (3894.070597 sec): 3 clusters Score: Raw -2414920.617662 + Penalty 1918.999926 = -2413001.617735 nChanged 56 SP:Iteration 126Q (3894.154164 sec): 3 clusters Score: Raw -2414924.625967 + Penalty 1918.999926 = -2413005.626040 nChanged 44 SP:Iteration 127Q (3894.224868 sec): 3 clusters Score: Raw -2414927.757612 + Penalty 1918.999926 = -2413008.757686 nChanged 47 SP:Iteration 128Q (3894.303093 sec): 3 clusters Score: Raw -2414930.934689 + Penalty 1918.999926 = -2413011.934762 nChanged 49 SP:Iteration 129Q (3894.380393 sec): 3 clusters Score: Raw -2414934.016859 + Penalty 1918.999926 = -2413015.016932 nChanged 41 SP:Iteration 130Q (3894.458761 sec): 3 clusters Score: Raw -2414936.540056 + Penalty 1918.999926 = -2413017.540130 nChanged 39 SP:Iteration 131Q (3894.538636 sec): 3 clusters Score: Raw -2414938.605877 + Penalty 1918.999926 = -2413019.605951 nChanged 31 SP:Iteration 132Q (3894.613139 sec): 3 clusters Score: Raw -2414940.240992 + Penalty 1918.999926 = -2413021.241066 nChanged 30 SP:Iteration 133Q (3894.685416 sec): 3 clusters Score: Raw -2414941.737713 + Penalty 1918.999926 = -2413022.737787 nChanged 24 SP:Iteration 134Q (3894.763140 sec): 3 clusters Score: Raw -2414943.079883 + Penalty 1918.999926 = -2413024.079956 nChanged 18 SP:Iteration 135Q (3894.838411 sec): 3 clusters Score: Raw -2414943.830126 + Penalty 1918.999926 = -2413024.830199 nChanged 24 SP:Iteration 136Q (3894.908097 sec): 3 clusters Score: Raw -2414944.762259 + Penalty 1918.999926 = -2413025.762332 nChanged 21 SP:Iteration 137Q (3894.986551 sec): 3 clusters Score: Raw -2414945.569992 + Penalty 1918.999926 = -2413026.570066 nChanged 16 SP:Iteration 138Q (3895.070758 sec): 3 clusters Score: Raw -2414945.950843 + Penalty 1918.999926 = -2413026.950917 nChanged 14 SP:Iteration 139Q (3895.150187 sec): 3 clusters Score: Raw -2414946.412855 + Penalty 1918.999926 = -2413027.412929 nChanged 15 SP:Iteration 140F (3895.223764 sec): 3 clusters Score: Raw -2414947.324382 + Penalty 1918.999926 = -2413028.324455 nChanged 20 SP:Iteration 141Q (3895.297760 sec): 3 clusters Score: Raw -2414948.289332 + Penalty 1918.999926 = -2413029.289406 nChanged 18 SP:Iteration 142Q (3895.373199 sec): 3 clusters Score: Raw -2414949.094471 + Penalty 1918.999926 = -2413030.094545 nChanged 22 SP:Iteration 143Q (3895.451768 sec): 3 clusters Score: Raw -2414950.004865 + Penalty 1918.999926 = -2413031.004939 nChanged 18 SP:Iteration 144Q (3895.516086 sec): 3 clusters Score: Raw -2414950.787881 + Penalty 1918.999926 = -2413031.787954 nChanged 13 SP:Iteration 145Q (3895.581450 sec): 3 clusters Score: Raw -2414951.463830 + Penalty 1918.999926 = -2413032.463903 nChanged 16 SP:Iteration 146Q (3895.665873 sec): 3 clusters Score: Raw -2414952.124143 + Penalty 1918.999926 = -2413033.124217 nChanged 17 SP:Iteration 147Q (3895.738225 sec): 3 clusters Score: Raw -2414953.270975 + Penalty 1918.999926 = -2413034.271049 nChanged 27 SP:Iteration 148Q (3895.813410 sec): 3 clusters Score: Raw -2414954.814008 + Penalty 1918.999926 = -2413035.814081 nChanged 28 SP:Iteration 149Q (3895.887800 sec): 3 clusters Score: Raw -2414956.462205 + Penalty 1918.999926 = -2413037.462278 nChanged 32 SP:Iteration 150Q (3895.965525 sec): 3 clusters Score: Raw -2414958.342840 + Penalty 1918.999926 = -2413039.342914 nChanged 35 SP:Iteration 151Q (3896.030138 sec): 3 clusters Score: Raw -2414960.330107 + Penalty 1918.999926 = -2413041.330181 nChanged 31 SP:Iteration 152Q (3896.107812 sec): 3 clusters Score: Raw -2414962.453264 + Penalty 1918.999926 = -2413043.453338 nChanged 35 SP:Iteration 153Q (3896.184246 sec): 3 clusters Score: Raw -2414964.227723 + Penalty 1918.999926 = -2413045.227796 nChanged 31 SP:Iteration 154Q (3896.262410 sec): 3 clusters Score: Raw -2414966.278496 + Penalty 1918.999926 = -2413047.278570 nChanged 37 SP:Iteration 155Q (3896.328042 sec): 3 clusters Score: Raw -2414967.898512 + Penalty 1918.999926 = -2413048.898586 nChanged 16 SP:Iteration 156Q (3896.414160 sec): 3 clusters Score: Raw -2414968.475471 + Penalty 1918.999926 = -2413049.475545 nChanged 10 SP:Iteration 157Q (3896.483612 sec): 3 clusters Score: Raw -2414968.741023 + Penalty 1918.999926 = -2413049.741096 nChanged 8 SP:Iteration 158Q (3896.567354 sec): 3 clusters Score: Raw -2414969.017277 + Penalty 1918.999926 = -2413050.017350 nChanged 6 SP:Iteration 159Q (3896.643119 sec): 3 clusters Score: Raw -2414969.253631 + Penalty 1918.999926 = -2413050.253704 nChanged 9 SP:Iteration 160F (3896.718523 sec): 3 clusters Score: Raw -2414969.576957 + Penalty 1918.999926 = -2413050.577031 nChanged 14 SP:Iteration 161Q (3896.787695 sec): 3 clusters Score: Raw -2414970.159835 + Penalty 1918.999926 = -2413051.159909 nChanged 16 SP:Iteration 162Q (3896.866987 sec): 3 clusters Score: Raw -2414970.958498 + Penalty 1918.999926 = -2413051.958572 nChanged 21 SP:Iteration 163Q (3896.941626 sec): 3 clusters Score: Raw -2414972.082021 + Penalty 1918.999926 = -2413053.082094 nChanged 20 SP:Iteration 164Q (3897.018760 sec): 3 clusters Score: Raw -2414972.950179 + Penalty 1918.999926 = -2413053.950252 nChanged 21 SP:Iteration 165Q (3897.094731 sec): 3 clusters Score: Raw -2414974.103105 + Penalty 1918.999926 = -2413055.103178 nChanged 16 SP:Iteration 166Q (3897.166103 sec): 3 clusters Score: Raw -2414974.727291 + Penalty 1918.999926 = -2413055.727364 nChanged 11 SP:Iteration 167Q (3897.236279 sec): 3 clusters Score: Raw -2414975.146169 + Penalty 1918.999926 = -2413056.146242 nChanged 8 SP:Iteration 168Q (3897.307279 sec): 3 clusters Score: Raw -2414975.438350 + Penalty 1918.999926 = -2413056.438423 nChanged 7 SP:Iteration 169Q (3897.382993 sec): 3 clusters Score: Raw -2414975.607768 + Penalty 1918.999926 = -2413056.607841 nChanged 5 SP:Iteration 170Q (3897.454113 sec): 3 clusters Score: Raw -2414975.829712 + Penalty 1918.999926 = -2413056.829785 nChanged 6 SP:Iteration 171Q (3897.541368 sec): 3 clusters Score: Raw -2414976.079718 + Penalty 1918.999926 = -2413057.079791 nChanged 10 SP:Iteration 172Q (3897.617813 sec): 3 clusters Score: Raw -2414976.395973 + Penalty 1918.999926 = -2413057.396046 nChanged 7 SP:Iteration 173Q (3897.689450 sec): 3 clusters Score: Raw -2414976.719224 + Penalty 1918.999926 = -2413057.719298 nChanged 5 SP:Iteration 174Q (3897.771592 sec): 3 clusters Score: Raw -2414976.951582 + Penalty 1918.999926 = -2413057.951655 nChanged 6 SP:Iteration 175Q (3897.835023 sec): 3 clusters Score: Raw -2414977.163130 + Penalty 1918.999926 = -2413058.163204 nChanged 5 SP:Iteration 176Q (3897.922657 sec): 3 clusters Score: Raw -2414977.337795 + Penalty 1918.999926 = -2413058.337869 nChanged 8 SP:Iteration 177Q (3898.000939 sec): 3 clusters Score: Raw -2414977.672942 + Penalty 1918.999926 = -2413058.673015 nChanged 5 SP:Iteration 178Q (3898.079516 sec): 3 clusters Score: Raw -2414977.842519 + Penalty 1918.999926 = -2413058.842592 nChanged 6 SP:Iteration 179Q (3898.157542 sec): 3 clusters Score: Raw -2414978.035734 + Penalty 1918.999926 = -2413059.035808 nChanged 7 SP:Iteration 180F (3898.225344 sec): 3 clusters Score: Raw -2414978.456424 + Penalty 1918.999926 = -2413059.456497 nChanged 11 SP:Iteration 181Q (3898.307278 sec): 3 clusters Score: Raw -2414978.851145 + Penalty 1918.999926 = -2413059.851219 nChanged 9 SP:Iteration 182Q (3898.374259 sec): 3 clusters Score: Raw -2414979.243899 + Penalty 1918.999926 = -2413060.243973 nChanged 8 SP:Iteration 183Q (3898.438293 sec): 3 clusters Score: Raw -2414979.502290 + Penalty 1918.999926 = -2413060.502364 nChanged 7 SP:Iteration 184Q (3898.513788 sec): 3 clusters Score: Raw -2414979.714747 + Penalty 1918.999926 = -2413060.714821 nChanged 6 SP:Iteration 185Q (3898.590257 sec): 3 clusters Score: Raw -2414979.902409 + Penalty 1918.999926 = -2413060.902483 nChanged 5 SP:Iteration 186Q (3898.653142 sec): 3 clusters Score: Raw -2414980.076866 + Penalty 1918.999926 = -2413061.076939 nChanged 5 SP:Iteration 187Q (3898.693662 sec): 3 clusters Score: Raw -2414980.221069 + Penalty 1918.999926 = -2413061.221143 nChanged 6 SP:Iteration 188Q (3898.734515 sec): 3 clusters Score: Raw -2414980.384540 + Penalty 1918.999926 = -2413061.384614 nChanged 6 SP:Iteration 189Q (3898.775236 sec): 3 clusters Score: Raw -2414980.622723 + Penalty 1918.999926 = -2413061.622797 nChanged 14 SP:Iteration 190Q (3898.819590 sec): 3 clusters Score: Raw -2414981.275506 + Penalty 1918.999926 = -2413062.275579 nChanged 14 SP:Iteration 191Q (3898.859965 sec): 3 clusters Score: Raw -2414981.791627 + Penalty 1918.999926 = -2413062.791701 nChanged 12 SP:Iteration 192Q (3898.903779 sec): 3 clusters Score: Raw -2414982.307992 + Penalty 1918.999926 = -2413063.308065 nChanged 13 SP:Iteration 193Q (3898.944333 sec): 3 clusters Score: Raw -2414982.968532 + Penalty 1918.999926 = -2413063.968605 nChanged 15 SP:Iteration 194Q (3898.984718 sec): 3 clusters Score: Raw -2414983.564258 + Penalty 1918.999926 = -2413064.564331 nChanged 16 SP:Iteration 195Q (3899.028310 sec): 3 clusters Score: Raw -2414984.098286 + Penalty 1918.999926 = -2413065.098359 nChanged 15 SP:Iteration 196Q (3899.068656 sec): 3 clusters Score: Raw -2414984.604670 + Penalty 1918.999926 = -2413065.604744 nChanged 18 SP:Iteration 197Q (3899.114777 sec): 3 clusters Score: Raw -2414985.608159 + Penalty 1918.999926 = -2413066.608232 nChanged 18 SP:Iteration 198Q (3899.156840 sec): 3 clusters Score: Raw -2414986.981001 + Penalty 1918.999926 = -2413067.981074 nChanged 17 SP:Iteration 199Q (3899.196666 sec): 3 clusters Score: Raw -2414988.030688 + Penalty 1918.999926 = -2413069.030762 nChanged 19 SP:Iteration 200F (3899.241230 sec): 3 clusters Score: Raw -2414989.112471 + Penalty 1918.999926 = -2413070.112545 nChanged 23 SP:Iteration 201Q (3899.299739 sec): 3 clusters Score: Raw -2414990.136875 + Penalty 1918.999926 = -2413071.136948 nChanged 16 SP:Iteration 202Q (3899.343211 sec): 3 clusters Score: Raw -2414990.841523 + Penalty 1918.999926 = -2413071.841596 nChanged 14 SP:Iteration 203Q (3899.395025 sec): 3 clusters Score: Raw -2414991.382174 + Penalty 1918.999926 = -2413072.382248 nChanged 16 SP:Iteration 204Q (3899.440449 sec): 3 clusters Score: Raw -2414992.292009 + Penalty 1918.999926 = -2413073.292083 nChanged 18 SP:Iteration 205Q (3899.494739 sec): 3 clusters Score: Raw -2414993.461044 + Penalty 1918.999926 = -2413074.461118 nChanged 14 SP:Iteration 206Q (3899.565854 sec): 3 clusters Score: Raw -2414994.071791 + Penalty 1918.999926 = -2413075.071865 nChanged 13 SP:Iteration 207Q (3899.657572 sec): 3 clusters Score: Raw -2414994.556358 + Penalty 1918.999926 = -2413075.556432 nChanged 8 SP:Iteration 208Q (3899.740461 sec): 3 clusters Score: Raw -2414994.848171 + Penalty 1918.999926 = -2413075.848244 nChanged 10 SP:Iteration 209Q (3899.827120 sec): 3 clusters Score: Raw -2414995.169611 + Penalty 1918.999926 = -2413076.169685 nChanged 12 SP:Iteration 210Q (3899.902173 sec): 3 clusters Score: Raw -2414995.534954 + Penalty 1918.999926 = -2413076.535028 nChanged 8 SP:Iteration 211Q (3899.969412 sec): 3 clusters Score: Raw -2414995.730947 + Penalty 1918.999926 = -2413076.731021 nChanged 8 SP:Iteration 212Q (3900.051644 sec): 3 clusters Score: Raw -2414996.014351 + Penalty 1918.999926 = -2413077.014424 nChanged 9 SP:Iteration 213Q (3900.130023 sec): 3 clusters Score: Raw -2414996.345869 + Penalty 1918.999926 = -2413077.345942 nChanged 7 SP:Iteration 214Q (3900.203945 sec): 3 clusters Score: Raw -2414996.512861 + Penalty 1918.999926 = -2413077.512935 nChanged 4 SP:Iteration 215Q (3900.277874 sec): 3 clusters Score: Raw -2414996.641969 + Penalty 1918.999926 = -2413077.642043 nChanged 3 SP:Iteration 216Q (3900.354096 sec): 3 clusters Score: Raw -2414996.750369 + Penalty 1918.999926 = -2413077.750442 nChanged 3 SP:Iteration 217Q (3900.412229 sec): 3 clusters Score: Raw -2414996.810118 + Penalty 1918.999926 = -2413077.810191 nChanged 1 SP:Iteration 218Q (3900.490388 sec): 3 clusters Score: Raw -2414996.821411 + Penalty 1918.999926 = -2413077.821484 nChanged 0 SP:Iteration 219F (3900.571199 sec): 3 clusters Score: Raw -2414996.821411 + Penalty 1918.999926 = -2413077.821484 nChanged 0 Trying to split cluster 9 (4145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3900.592233 sec): 2 clusters Score: Raw -410153.019991 + Penalty 791.317516 = -409361.702475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3900.634842 sec): 3 clusters Score: Raw -407853.743015 + Penalty 1582.635033 = -406271.107982 nChanged 1780 SP:Iteration 1F (3900.677953 sec): 3 clusters Score: Raw -408901.401867 + Penalty 1582.635033 = -407318.766834 nChanged 332 SP:Iteration 2F (3900.717370 sec): 3 clusters Score: Raw -409074.516044 + Penalty 1582.635033 = -407491.881011 nChanged 235 SP:Iteration 3F (3900.765273 sec): 3 clusters Score: Raw -409210.637288 + Penalty 1582.635033 = -407628.002255 nChanged 219 SP:Iteration 4F (3900.809403 sec): 3 clusters Score: Raw -409336.473503 + Penalty 1582.635033 = -407753.838470 nChanged 187 SP:Iteration 5Q (3900.854842 sec): 3 clusters Score: Raw -409450.273704 + Penalty 1582.635033 = -407867.638671 nChanged 179 SP:Iteration 6Q (3900.901272 sec): 3 clusters Score: Raw -409570.364893 + Penalty 1582.635033 = -407987.729860 nChanged 165 SP:Iteration 7Q (3900.946522 sec): 3 clusters Score: Raw -409688.434064 + Penalty 1582.635033 = -408105.799031 nChanged 149 SP:Iteration 8Q (3900.981963 sec): 3 clusters Score: Raw -409787.125465 + Penalty 1582.635033 = -408204.490432 nChanged 113 SP:Iteration 9Q (3901.033851 sec): 3 clusters Score: Raw -409865.399415 + Penalty 1582.635033 = -408282.764382 nChanged 121 SP:Iteration 10Q (3901.070990 sec): 3 clusters Score: Raw -409958.905249 + Penalty 1582.635033 = -408376.270217 nChanged 93 SP:Iteration 11Q (3901.126870 sec): 3 clusters Score: Raw -410041.562856 + Penalty 1582.635033 = -408458.927824 nChanged 72 SP:Iteration 12Q (3901.175031 sec): 3 clusters Score: Raw -410098.443378 + Penalty 1582.635033 = -408515.808345 nChanged 57 SP:Iteration 13Q (3901.224487 sec): 3 clusters Score: Raw -410143.676505 + Penalty 1582.635033 = -408561.041472 nChanged 46 SP:Iteration 14Q (3901.273673 sec): 3 clusters Score: Raw -410178.560936 + Penalty 1582.635033 = -408595.925903 nChanged 32 SP:Iteration 15Q (3901.317924 sec): 3 clusters Score: Raw -410201.690150 + Penalty 1582.635033 = -408619.055117 nChanged 20 SP:Iteration 16Q (3901.371044 sec): 3 clusters Score: Raw -410218.826460 + Penalty 1582.635033 = -408636.191427 nChanged 18 SP:Iteration 17Q (3901.424090 sec): 3 clusters Score: Raw -410231.614021 + Penalty 1582.635033 = -408648.978988 nChanged 18 SP:Iteration 18Q (3901.469204 sec): 3 clusters Score: Raw -410246.479900 + Penalty 1582.635033 = -408663.844868 nChanged 9 SP:Iteration 19Q (3901.521993 sec): 3 clusters Score: Raw -410250.698391 + Penalty 1582.635033 = -408668.063358 nChanged 9 SP:Iteration 20F (3901.571512 sec): 3 clusters Score: Raw -410255.970061 + Penalty 1582.635033 = -408673.335028 nChanged 7 SP:Iteration 21Q (3901.619358 sec): 3 clusters Score: Raw -410260.474930 + Penalty 1582.635033 = -408677.839897 nChanged 6 SP:Iteration 22Q (3901.659282 sec): 3 clusters Score: Raw -410264.150509 + Penalty 1582.635033 = -408681.515476 nChanged 6 SP:Iteration 23Q (3901.711172 sec): 3 clusters Score: Raw -410268.560096 + Penalty 1582.635033 = -408685.925063 nChanged 2 SP:Iteration 24Q (3901.750625 sec): 3 clusters Score: Raw -410270.521338 + Penalty 1582.635033 = -408687.886305 nChanged 4 SP:Iteration 25Q (3901.795960 sec): 3 clusters Score: Raw -410272.612686 + Penalty 1582.635033 = -408689.977653 nChanged 5 SP:Iteration 26Q (3901.832265 sec): 3 clusters Score: Raw -410275.756955 + Penalty 1582.635033 = -408693.121922 nChanged 2 SP:Iteration 27Q (3901.888246 sec): 3 clusters Score: Raw -410276.517107 + Penalty 1582.635033 = -408693.882074 nChanged 0 SP:Iteration 28F (3901.942278 sec): 3 clusters Score: Raw -410276.517107 + Penalty 1582.635033 = -408693.882074 nChanged 0 Trying to split cluster 10 (10004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3901.976376 sec): 2 clusters Score: Raw -985091.961681 + Penalty 875.020328 = -984216.941353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3902.024546 sec): 3 clusters Score: Raw -979146.614435 + Penalty 1750.040655 = -977396.573779 nChanged 4501 SP:Iteration 1F (3902.090968 sec): 3 clusters Score: Raw -981674.016119 + Penalty 1750.040655 = -979923.975464 nChanged 679 SP:Iteration 2F (3902.145517 sec): 3 clusters Score: Raw -982066.855408 + Penalty 1750.040655 = -980316.814753 nChanged 714 SP:Iteration 3F (3902.200265 sec): 3 clusters Score: Raw -982569.413147 + Penalty 1750.040655 = -980819.372492 nChanged 753 SP:Iteration 4F (3902.252644 sec): 3 clusters Score: Raw -983154.052940 + Penalty 1750.040655 = -981404.012285 nChanged 718 SP:Iteration 5F (3902.317286 sec): 3 clusters Score: Raw -983739.104684 + Penalty 1750.040655 = -981989.064028 nChanged 603 SP:Iteration 6F (3902.366856 sec): 3 clusters Score: Raw -984260.735502 + Penalty 1750.040655 = -982510.694847 nChanged 454 SP:Iteration 7Q (3902.433432 sec): 3 clusters Score: Raw -984706.810205 + Penalty 1750.040655 = -982956.769549 nChanged 270 SP:Iteration 8Q (3902.484778 sec): 3 clusters Score: Raw -984986.392046 + Penalty 1750.040655 = -983236.351391 nChanged 154 SP:Iteration 9Q (3902.537827 sec): 3 clusters Score: Raw -985137.163354 + Penalty 1750.040655 = -983387.122698 nChanged 93 SP:Iteration 10Q (3902.594159 sec): 3 clusters Score: Raw -985230.219261 + Penalty 1750.040655 = -983480.178606 nChanged 61 SP:Iteration 11Q (3902.645140 sec): 3 clusters Score: Raw -985277.440860 + Penalty 1750.040655 = -983527.400204 nChanged 35 SP:Iteration 12Q (3902.702922 sec): 3 clusters Score: Raw -985301.872103 + Penalty 1750.040655 = -983551.831448 nChanged 28 SP:Iteration 13Q (3902.759667 sec): 3 clusters Score: Raw -985317.421249 + Penalty 1750.040655 = -983567.380594 nChanged 26 SP:Iteration 14Q (3902.794716 sec): 3 clusters Score: Raw -985331.419397 + Penalty 1750.040655 = -983581.378742 nChanged 15 SP:Iteration 15Q (3902.846613 sec): 3 clusters Score: Raw -985341.946611 + Penalty 1750.040655 = -983591.905956 nChanged 17 SP:Iteration 16Q (3902.897676 sec): 3 clusters Score: Raw -985353.285373 + Penalty 1750.040655 = -983603.244717 nChanged 15 SP:Iteration 17Q (3902.944744 sec): 3 clusters Score: Raw -985360.359351 + Penalty 1750.040655 = -983610.318696 nChanged 14 SP:Iteration 18Q (3902.992616 sec): 3 clusters Score: Raw -985364.445752 + Penalty 1750.040655 = -983614.405097 nChanged 10 SP:Iteration 19Q (3903.044646 sec): 3 clusters Score: Raw -985366.406752 + Penalty 1750.040655 = -983616.366097 nChanged 4 SP:Iteration 20F (3903.099586 sec): 3 clusters Score: Raw -985367.878221 + Penalty 1750.040655 = -983617.837566 nChanged 5 SP:Iteration 21Q (3903.159493 sec): 3 clusters Score: Raw -985369.921796 + Penalty 1750.040655 = -983619.881141 nChanged 6 SP:Iteration 22Q (3903.207921 sec): 3 clusters Score: Raw -985372.891077 + Penalty 1750.040655 = -983622.850421 nChanged 10 SP:Iteration 23Q (3903.265281 sec): 3 clusters Score: Raw -985376.353341 + Penalty 1750.040655 = -983626.312686 nChanged 7 SP:Iteration 24Q (3903.319141 sec): 3 clusters Score: Raw -985379.687267 + Penalty 1750.040655 = -983629.646612 nChanged 8 SP:Iteration 25Q (3903.373011 sec): 3 clusters Score: Raw -985382.981393 + Penalty 1750.040655 = -983632.940738 nChanged 7 SP:Iteration 26Q (3903.426745 sec): 3 clusters Score: Raw -985386.071582 + Penalty 1750.040655 = -983636.030926 nChanged 6 SP:Iteration 27Q (3903.475386 sec): 3 clusters Score: Raw -985388.145147 + Penalty 1750.040655 = -983638.104491 nChanged 2 SP:Iteration 28Q (3903.525861 sec): 3 clusters Score: Raw -985388.650556 + Penalty 1750.040655 = -983638.609901 nChanged 3 SP:Iteration 29Q (3903.581174 sec): 3 clusters Score: Raw -985390.419131 + Penalty 1750.040655 = -983640.378475 nChanged 4 SP:Iteration 30Q (3903.633395 sec): 3 clusters Score: Raw -985391.371776 + Penalty 1750.040655 = -983641.331120 nChanged 2 SP:Iteration 31Q (3903.700078 sec): 3 clusters Score: Raw -985392.164290 + Penalty 1750.040655 = -983642.123634 nChanged 4 SP:Iteration 32Q (3903.753562 sec): 3 clusters Score: Raw -985394.568086 + Penalty 1750.040655 = -983644.527430 nChanged 2 SP:Iteration 33Q (3903.800519 sec): 3 clusters Score: Raw -985395.015724 + Penalty 1750.040655 = -983644.975069 nChanged 3 SP:Iteration 34Q (3903.858115 sec): 3 clusters Score: Raw -985396.358016 + Penalty 1750.040655 = -983646.317361 nChanged 5 SP:Iteration 35Q (3903.911289 sec): 3 clusters Score: Raw -985397.998652 + Penalty 1750.040655 = -983647.957996 nChanged 3 SP:Iteration 36Q (3903.961340 sec): 3 clusters Score: Raw -985399.014943 + Penalty 1750.040655 = -983648.974287 nChanged 1 SP:Iteration 37Q (3904.012604 sec): 3 clusters Score: Raw -985399.450531 + Penalty 1750.040655 = -983649.409875 nChanged 0 SP:Iteration 38F (3904.070152 sec): 3 clusters Score: Raw -985399.450531 + Penalty 1750.040655 = -983649.409875 nChanged 0 Trying to split cluster 11 (15764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3904.114498 sec): 2 clusters Score: Raw -1458074.389858 + Penalty 918.220993 = -1457156.168865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3904.184508 sec): 3 clusters Score: Raw -1448451.760635 + Penalty 1836.441986 = -1446615.318649 nChanged 7299 SP:Iteration 1F (3904.234711 sec): 3 clusters Score: Raw -1452921.405213 + Penalty 1836.441986 = -1451084.963227 nChanged 1151 SP:Iteration 2F (3904.301514 sec): 3 clusters Score: Raw -1453625.346918 + Penalty 1836.441986 = -1451788.904932 nChanged 1205 SP:Iteration 3F (3904.366980 sec): 3 clusters Score: Raw -1454416.377107 + Penalty 1836.441986 = -1452579.935121 nChanged 1114 SP:Iteration 4F (3904.433076 sec): 3 clusters Score: Raw -1455216.514511 + Penalty 1836.441986 = -1453380.072525 nChanged 977 SP:Iteration 5F (3904.484204 sec): 3 clusters Score: Raw -1455894.193796 + Penalty 1836.441986 = -1454057.751809 nChanged 790 SP:Iteration 6F (3904.542040 sec): 3 clusters Score: Raw -1456467.812089 + Penalty 1836.441986 = -1454631.370102 nChanged 586 SP:Iteration 7Q (3904.610520 sec): 3 clusters Score: Raw -1456852.106484 + Penalty 1836.441986 = -1455015.664497 nChanged 466 SP:Iteration 8Q (3904.670613 sec): 3 clusters Score: Raw -1457094.279599 + Penalty 1836.441986 = -1455257.837613 nChanged 349 SP:Iteration 9Q (3904.731895 sec): 3 clusters Score: Raw -1457251.924005 + Penalty 1836.441986 = -1455415.482019 nChanged 281 SP:Iteration 10Q (3904.789307 sec): 3 clusters Score: Raw -1457361.382185 + Penalty 1836.441986 = -1455524.940199 nChanged 254 SP:Iteration 11Q (3904.851793 sec): 3 clusters Score: Raw -1457463.338892 + Penalty 1836.441986 = -1455626.896906 nChanged 246 SP:Iteration 12Q (3904.908157 sec): 3 clusters Score: Raw -1457563.248941 + Penalty 1836.441986 = -1455726.806955 nChanged 246 SP:Iteration 13Q (3904.971357 sec): 3 clusters Score: Raw -1457672.485591 + Penalty 1836.441986 = -1455836.043605 nChanged 207 SP:Iteration 14Q (3905.022506 sec): 3 clusters Score: Raw -1457765.689754 + Penalty 1836.441986 = -1455929.247768 nChanged 194 SP:Iteration 15Q (3905.072414 sec): 3 clusters Score: Raw -1457851.492473 + Penalty 1836.441986 = -1456015.050486 nChanged 199 SP:Iteration 16Q (3905.132553 sec): 3 clusters Score: Raw -1457936.544795 + Penalty 1836.441986 = -1456100.102808 nChanged 182 SP:Iteration 17Q (3905.196366 sec): 3 clusters Score: Raw -1458013.162152 + Penalty 1836.441986 = -1456176.720166 nChanged 153 SP:Iteration 18Q (3905.245092 sec): 3 clusters Score: Raw -1458067.707158 + Penalty 1836.441986 = -1456231.265171 nChanged 133 SP:Iteration 19Q (3905.317113 sec): 3 clusters Score: Raw -1458112.682397 + Penalty 1836.441986 = -1456276.240411 nChanged 112 SP:Iteration 20F (3905.384205 sec): 3 clusters Score: Raw -1458149.538415 + Penalty 1836.441986 = -1456313.096428 nChanged 101 SP:Iteration 21Q (3905.448498 sec): 3 clusters Score: Raw -1458185.574662 + Penalty 1836.441986 = -1456349.132676 nChanged 106 SP:Iteration 22Q (3905.511905 sec): 3 clusters Score: Raw -1458228.185988 + Penalty 1836.441986 = -1456391.744002 nChanged 103 SP:Iteration 23Q (3905.574914 sec): 3 clusters Score: Raw -1458263.420468 + Penalty 1836.441986 = -1456426.978482 nChanged 85 SP:Iteration 24Q (3905.641396 sec): 3 clusters Score: Raw -1458289.401077 + Penalty 1836.441986 = -1456452.959091 nChanged 66 SP:Iteration 25Q (3905.691868 sec): 3 clusters Score: Raw -1458307.666150 + Penalty 1836.441986 = -1456471.224163 nChanged 62 SP:Iteration 26Q (3905.753462 sec): 3 clusters Score: Raw -1458327.414002 + Penalty 1836.441986 = -1456490.972016 nChanged 52 SP:Iteration 27Q (3905.826174 sec): 3 clusters Score: Raw -1458341.930003 + Penalty 1836.441986 = -1456505.488016 nChanged 43 SP:Iteration 28Q (3905.874149 sec): 3 clusters Score: Raw -1458353.240318 + Penalty 1836.441986 = -1456516.798331 nChanged 46 SP:Iteration 29Q (3905.938486 sec): 3 clusters Score: Raw -1458364.458445 + Penalty 1836.441986 = -1456528.016459 nChanged 43 SP:Iteration 30Q (3906.000779 sec): 3 clusters Score: Raw -1458376.605015 + Penalty 1836.441986 = -1456540.163029 nChanged 48 SP:Iteration 31Q (3906.073595 sec): 3 clusters Score: Raw -1458390.988249 + Penalty 1836.441986 = -1456554.546263 nChanged 46 SP:Iteration 32Q (3906.129998 sec): 3 clusters Score: Raw -1458408.033334 + Penalty 1836.441986 = -1456571.591348 nChanged 43 SP:Iteration 33Q (3906.192719 sec): 3 clusters Score: Raw -1458423.839130 + Penalty 1836.441986 = -1456587.397144 nChanged 49 SP:Iteration 34Q (3906.242539 sec): 3 clusters Score: Raw -1458437.930598 + Penalty 1836.441986 = -1456601.488612 nChanged 42 SP:Iteration 35Q (3906.302367 sec): 3 clusters Score: Raw -1458451.917609 + Penalty 1836.441986 = -1456615.475622 nChanged 41 SP:Iteration 36Q (3906.363263 sec): 3 clusters Score: Raw -1458465.818375 + Penalty 1836.441986 = -1456629.376389 nChanged 27 SP:Iteration 37Q (3906.422165 sec): 3 clusters Score: Raw -1458473.941526 + Penalty 1836.441986 = -1456637.499540 nChanged 20 SP:Iteration 38Q (3906.472543 sec): 3 clusters Score: Raw -1458479.433963 + Penalty 1836.441986 = -1456642.991977 nChanged 19 SP:Iteration 39Q (3906.534700 sec): 3 clusters Score: Raw -1458488.818493 + Penalty 1836.441986 = -1456652.376507 nChanged 22 SP:Iteration 40F (3906.606881 sec): 3 clusters Score: Raw -1458495.254395 + Penalty 1836.441986 = -1456658.812408 nChanged 20 SP:Iteration 41Q (3906.665356 sec): 3 clusters Score: Raw -1458502.561190 + Penalty 1836.441986 = -1456666.119203 nChanged 17 SP:Iteration 42Q (3906.718913 sec): 3 clusters Score: Raw -1458509.010332 + Penalty 1836.441986 = -1456672.568346 nChanged 15 SP:Iteration 43Q (3906.767235 sec): 3 clusters Score: Raw -1458514.718596 + Penalty 1836.441986 = -1456678.276610 nChanged 18 SP:Iteration 44Q (3906.836217 sec): 3 clusters Score: Raw -1458520.809769 + Penalty 1836.441986 = -1456684.367783 nChanged 16 SP:Iteration 45Q (3906.889936 sec): 3 clusters Score: Raw -1458526.432182 + Penalty 1836.441986 = -1456689.990196 nChanged 16 SP:Iteration 46Q (3906.950661 sec): 3 clusters Score: Raw -1458531.059861 + Penalty 1836.441986 = -1456694.617875 nChanged 19 SP:Iteration 47Q (3907.007144 sec): 3 clusters Score: Raw -1458537.926773 + Penalty 1836.441986 = -1456701.484786 nChanged 17 SP:Iteration 48Q (3907.072863 sec): 3 clusters Score: Raw -1458541.872419 + Penalty 1836.441986 = -1456705.430432 nChanged 14 SP:Iteration 49Q (3907.130270 sec): 3 clusters Score: Raw -1458546.795142 + Penalty 1836.441986 = -1456710.353156 nChanged 18 SP:Iteration 50Q (3907.182358 sec): 3 clusters Score: Raw -1458552.088995 + Penalty 1836.441986 = -1456715.647008 nChanged 16 SP:Iteration 51Q (3907.243932 sec): 3 clusters Score: Raw -1458557.649520 + Penalty 1836.441986 = -1456721.207534 nChanged 19 SP:Iteration 52Q (3907.294041 sec): 3 clusters Score: Raw -1458567.293644 + Penalty 1836.441986 = -1456730.851658 nChanged 26 SP:Iteration 53Q (3907.354632 sec): 3 clusters Score: Raw -1458580.574448 + Penalty 1836.441986 = -1456744.132461 nChanged 22 SP:Iteration 54Q (3907.415372 sec): 3 clusters Score: Raw -1458587.053968 + Penalty 1836.441986 = -1456750.611981 nChanged 10 SP:Iteration 55Q (3907.474135 sec): 3 clusters Score: Raw -1458590.644350 + Penalty 1836.441986 = -1456754.202364 nChanged 11 SP:Iteration 56Q (3907.539263 sec): 3 clusters Score: Raw -1458593.842837 + Penalty 1836.441986 = -1456757.400851 nChanged 10 SP:Iteration 57Q (3907.584842 sec): 3 clusters Score: Raw -1458598.184744 + Penalty 1836.441986 = -1456761.742758 nChanged 13 SP:Iteration 58Q (3907.651768 sec): 3 clusters Score: Raw -1458603.378626 + Penalty 1836.441986 = -1456766.936640 nChanged 11 SP:Iteration 59Q (3907.717306 sec): 3 clusters Score: Raw -1458607.544764 + Penalty 1836.441986 = -1456771.102778 nChanged 7 SP:Iteration 60F (3907.772153 sec): 3 clusters Score: Raw -1458609.200127 + Penalty 1836.441986 = -1456772.758140 nChanged 2 SP:Iteration 61Q (3907.841357 sec): 3 clusters Score: Raw -1458609.491132 + Penalty 1836.441986 = -1456773.049145 nChanged 1 SP:Iteration 62Q (3907.905767 sec): 3 clusters Score: Raw -1458609.637873 + Penalty 1836.441986 = -1456773.195887 nChanged 1 SP:Iteration 63Q (3907.960602 sec): 3 clusters Score: Raw -1458609.900614 + Penalty 1836.441986 = -1456773.458628 nChanged 1 SP:Iteration 64Q (3908.014149 sec): 3 clusters Score: Raw -1458610.620733 + Penalty 1836.441986 = -1456774.178746 nChanged 3 SP:Iteration 65Q (3908.075299 sec): 3 clusters Score: Raw -1458611.182363 + Penalty 1836.441986 = -1456774.740377 nChanged 1 SP:Iteration 66Q (3908.144499 sec): 3 clusters Score: Raw -1458611.896169 + Penalty 1836.441986 = -1456775.454183 nChanged 2 SP:Iteration 67Q (3908.209489 sec): 3 clusters Score: Raw -1458612.446492 + Penalty 1836.441986 = -1456776.004506 nChanged 2 SP:Iteration 68Q (3908.259426 sec): 3 clusters Score: Raw -1458612.788714 + Penalty 1836.441986 = -1456776.346727 nChanged 1 SP:Iteration 69Q (3908.333485 sec): 3 clusters Score: Raw -1458612.977608 + Penalty 1836.441986 = -1456776.535621 nChanged 0 SP:Iteration 70F (3908.394466 sec): 3 clusters Score: Raw -1458612.977608 + Penalty 1836.441986 = -1456776.535621 nChanged 0 Trying to split cluster 12 (97236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3908.505196 sec): 2 clusters Score: Raw -9312206.900699 + Penalty 1091.065148 = -9311115.835551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3908.674963 sec): 3 clusters Score: Raw -9248083.641288 + Penalty 2182.130296 = -9245901.510992 nChanged 46772 SP:Iteration 1F (3908.831157 sec): 3 clusters Score: Raw -9275900.591110 + Penalty 2182.130296 = -9273718.460814 nChanged 3752 SP:Iteration 2Q (3909.002240 sec): 3 clusters Score: Raw -9277034.213759 + Penalty 2182.130296 = -9274852.083463 nChanged 4347 SP:Iteration 3Q (3909.177220 sec): 3 clusters Score: Raw -9278716.393855 + Penalty 2182.130296 = -9276534.263559 nChanged 5319 SP:Iteration 4F (3909.338018 sec): 3 clusters Score: Raw -9281356.908457 + Penalty 2182.130296 = -9279174.778162 nChanged 6504 SP:Iteration 5F (3909.500382 sec): 3 clusters Score: Raw -9285426.500813 + Penalty 2182.130296 = -9283244.370518 nChanged 7586 SP:Iteration 6F (3909.666672 sec): 3 clusters Score: Raw -9291381.789397 + Penalty 2182.130296 = -9289199.659102 nChanged 7972 SP:Iteration 7F (3909.829025 sec): 3 clusters Score: Raw -9298757.628819 + Penalty 2182.130296 = -9296575.498524 nChanged 6770 SP:Iteration 8F (3909.989857 sec): 3 clusters Score: Raw -9305359.878694 + Penalty 2182.130296 = -9303177.748399 nChanged 4298 SP:Iteration 9Q (3910.162831 sec): 3 clusters Score: Raw -9309522.129936 + Penalty 2182.130296 = -9307339.999640 nChanged 2005 SP:Iteration 10Q (3910.317895 sec): 3 clusters Score: Raw -9311298.620995 + Penalty 2182.130296 = -9309116.490699 nChanged 749 SP:Iteration 11Q (3910.476819 sec): 3 clusters Score: Raw -9311924.545850 + Penalty 2182.130296 = -9309742.415554 nChanged 295 SP:Iteration 12Q (3910.620095 sec): 3 clusters Score: Raw -9312168.961068 + Penalty 2182.130296 = -9309986.830772 nChanged 105 SP:Iteration 13Q (3910.760078 sec): 3 clusters Score: Raw -9312254.587713 + Penalty 2182.130296 = -9310072.457418 nChanged 45 SP:Iteration 14Q (3910.905170 sec): 3 clusters Score: Raw -9312307.950856 + Penalty 2182.130296 = -9310125.820560 nChanged 24 SP:Iteration 15Q (3911.058506 sec): 3 clusters Score: Raw -9312333.516695 + Penalty 2182.130296 = -9310151.386400 nChanged 14 SP:Iteration 16Q (3911.200169 sec): 3 clusters Score: Raw -9312352.088052 + Penalty 2182.130296 = -9310169.957756 nChanged 11 SP:Iteration 17Q (3911.337283 sec): 3 clusters Score: Raw -9312364.568543 + Penalty 2182.130296 = -9310182.438247 nChanged 5 SP:Iteration 18Q (3911.477720 sec): 3 clusters Score: Raw -9312372.860850 + Penalty 2182.130296 = -9310190.730555 nChanged 6 SP:Iteration 19Q (3911.618721 sec): 3 clusters Score: Raw -9312378.246022 + Penalty 2182.130296 = -9310196.115726 nChanged 4 SP:Iteration 20F (3911.764954 sec): 3 clusters Score: Raw -9312381.254177 + Penalty 2182.130296 = -9310199.123882 nChanged 0 Trying to split cluster 13 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3911.796357 sec): 2 clusters Score: Raw -21988.963293 + Penalty 523.775731 = -21465.187562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3911.832957 sec): 3 clusters Score: Raw -22012.666446 + Penalty 1047.551462 = -20965.114984 nChanged 40 SP:Iteration 1F (3911.873244 sec): 3 clusters Score: Raw -22087.384105 + Penalty 1047.551462 = -21039.832643 nChanged 14 SP:Iteration 2F (3911.921221 sec): 3 clusters Score: Raw -22109.329206 + Penalty 1047.551462 = -21061.777744 nChanged 4 SP:Iteration 3Q (3911.971306 sec): 3 clusters Score: Raw -22115.836332 + Penalty 1047.551462 = -21068.284871 nChanged 2 SP:Iteration 4Q (3912.011161 sec): 3 clusters Score: Raw -22121.675099 + Penalty 1047.551462 = -21074.123638 nChanged 2 SP:Iteration 5Q (3912.056672 sec): 3 clusters Score: Raw -22123.607624 + Penalty 1047.551462 = -21076.056162 nChanged 2 SP:Iteration 6Q (3912.100005 sec): 3 clusters Score: Raw -22126.501289 + Penalty 1047.551462 = -21078.949827 nChanged 1 SP:Iteration 7Q (3912.131775 sec): 3 clusters Score: Raw -22127.602657 + Penalty 1047.551462 = -21080.051196 nChanged 0 SP:Iteration 8F (3912.176006 sec): 3 clusters Score: Raw -22127.602657 + Penalty 1047.551462 = -21080.051196 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3912.201595 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3912.257168 sec): 3 clusters Score: Raw -10829.132733 + Penalty 979.125403 = -9850.007330 nChanged 40 SP:Iteration 1F (3912.292097 sec): 3 clusters Score: Raw -10941.674810 + Penalty 979.125403 = -9962.549407 nChanged 12 SP:Iteration 2F (3912.332306 sec): 3 clusters Score: Raw -10983.003892 + Penalty 979.125403 = -10003.878489 nChanged 8 SP:Iteration 3Q (3912.377506 sec): 3 clusters Score: Raw -11010.630110 + Penalty 979.125403 = -10031.504707 nChanged 2 SP:Iteration 4Q (3912.424758 sec): 3 clusters Score: Raw -11020.185894 + Penalty 979.125403 = -10041.060491 nChanged 2 SP:Iteration 5Q (3912.464951 sec): 3 clusters Score: Raw -11035.258676 + Penalty 979.125403 = -10056.133273 nChanged 2 SP:Iteration 6Q (3912.511578 sec): 3 clusters Score: Raw -11049.171300 + Penalty 979.125403 = -10070.045897 nChanged 1 SP:Iteration 7Q (3912.551510 sec): 3 clusters Score: Raw -11052.708342 + Penalty 979.125403 = -10073.582939 nChanged 0 SP:Iteration 8F (3912.600228 sec): 3 clusters Score: Raw -11052.708342 + Penalty 979.125403 = -10073.582939 nChanged 0 Trying to split cluster 15 (14688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3912.643875 sec): 2 clusters Score: Raw -1404474.055991 + Penalty 911.504681 = -1403562.551310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3912.699443 sec): 3 clusters Score: Raw -1395514.373659 + Penalty 1823.009361 = -1393691.364298 nChanged 6722 SP:Iteration 1F (3912.758816 sec): 3 clusters Score: Raw -1399448.852182 + Penalty 1823.009361 = -1397625.842821 nChanged 919 SP:Iteration 2F (3912.813272 sec): 3 clusters Score: Raw -1399998.874662 + Penalty 1823.009361 = -1398175.865300 nChanged 936 SP:Iteration 3F (3912.870470 sec): 3 clusters Score: Raw -1400671.094957 + Penalty 1823.009361 = -1398848.085596 nChanged 1053 SP:Iteration 4F (3912.931078 sec): 3 clusters Score: Raw -1401529.272735 + Penalty 1823.009361 = -1399706.263373 nChanged 1086 SP:Iteration 5F (3912.995300 sec): 3 clusters Score: Raw -1402493.447810 + Penalty 1823.009361 = -1400670.438448 nChanged 1005 SP:Iteration 6F (3913.058027 sec): 3 clusters Score: Raw -1403287.676269 + Penalty 1823.009361 = -1401464.666907 nChanged 730 SP:Iteration 7Q (3913.117907 sec): 3 clusters Score: Raw -1403747.469051 + Penalty 1823.009361 = -1401924.459690 nChanged 529 SP:Iteration 8Q (3913.187225 sec): 3 clusters Score: Raw -1404031.326382 + Penalty 1823.009361 = -1402208.317021 nChanged 404 SP:Iteration 9Q (3913.234040 sec): 3 clusters Score: Raw -1404291.905662 + Penalty 1823.009361 = -1402468.896301 nChanged 355 SP:Iteration 10Q (3913.294075 sec): 3 clusters Score: Raw -1404529.480814 + Penalty 1823.009361 = -1402706.471453 nChanged 311 SP:Iteration 11Q (3913.350540 sec): 3 clusters Score: Raw -1404728.268935 + Penalty 1823.009361 = -1402905.259573 nChanged 271 SP:Iteration 12Q (3913.400318 sec): 3 clusters Score: Raw -1404877.366388 + Penalty 1823.009361 = -1403054.357027 nChanged 227 SP:Iteration 13Q (3913.461967 sec): 3 clusters Score: Raw -1404982.171792 + Penalty 1823.009361 = -1403159.162431 nChanged 176 SP:Iteration 14Q (3913.535040 sec): 3 clusters Score: Raw -1405042.590268 + Penalty 1823.009361 = -1403219.580906 nChanged 120 SP:Iteration 15Q (3913.586420 sec): 3 clusters Score: Raw -1405078.096493 + Penalty 1823.009361 = -1403255.087131 nChanged 102 SP:Iteration 16Q (3913.657257 sec): 3 clusters Score: Raw -1405109.411498 + Penalty 1823.009361 = -1403286.402136 nChanged 100 SP:Iteration 17Q (3913.715372 sec): 3 clusters Score: Raw -1405138.170720 + Penalty 1823.009361 = -1403315.161359 nChanged 80 SP:Iteration 18Q (3913.782878 sec): 3 clusters Score: Raw -1405153.544987 + Penalty 1823.009361 = -1403330.535625 nChanged 68 SP:Iteration 19Q (3913.844285 sec): 3 clusters Score: Raw -1405165.953973 + Penalty 1823.009361 = -1403342.944611 nChanged 64 SP:Iteration 20F (3913.892241 sec): 3 clusters Score: Raw -1405175.783729 + Penalty 1823.009361 = -1403352.774368 nChanged 61 SP:Iteration 21Q (3913.959430 sec): 3 clusters Score: Raw -1405185.784059 + Penalty 1823.009361 = -1403362.774697 nChanged 54 SP:Iteration 22Q (3914.026645 sec): 3 clusters Score: Raw -1405194.207033 + Penalty 1823.009361 = -1403371.197671 nChanged 44 SP:Iteration 23Q (3914.084955 sec): 3 clusters Score: Raw -1405200.237718 + Penalty 1823.009361 = -1403377.228356 nChanged 36 SP:Iteration 24Q (3914.158877 sec): 3 clusters Score: Raw -1405205.581459 + Penalty 1823.009361 = -1403382.572098 nChanged 41 SP:Iteration 25Q (3914.214075 sec): 3 clusters Score: Raw -1405211.844758 + Penalty 1823.009361 = -1403388.835396 nChanged 42 SP:Iteration 26Q (3914.288231 sec): 3 clusters Score: Raw -1405217.372959 + Penalty 1823.009361 = -1403394.363598 nChanged 35 SP:Iteration 27Q (3914.354030 sec): 3 clusters Score: Raw -1405221.884382 + Penalty 1823.009361 = -1403398.875021 nChanged 22 SP:Iteration 28Q (3914.419302 sec): 3 clusters Score: Raw -1405223.917541 + Penalty 1823.009361 = -1403400.908180 nChanged 11 SP:Iteration 29Q (3914.480470 sec): 3 clusters Score: Raw -1405224.576974 + Penalty 1823.009361 = -1403401.567613 nChanged 9 SP:Iteration 30Q (3914.546684 sec): 3 clusters Score: Raw -1405225.009874 + Penalty 1823.009361 = -1403402.000513 nChanged 8 SP:Iteration 31Q (3914.610849 sec): 3 clusters Score: Raw -1405225.503823 + Penalty 1823.009361 = -1403402.494461 nChanged 9 SP:Iteration 32Q (3914.664504 sec): 3 clusters Score: Raw -1405226.313300 + Penalty 1823.009361 = -1403403.303938 nChanged 4 SP:Iteration 33Q (3914.737007 sec): 3 clusters Score: Raw -1405226.629546 + Penalty 1823.009361 = -1403403.620185 nChanged 5 SP:Iteration 34Q (3914.798629 sec): 3 clusters Score: Raw -1405227.354594 + Penalty 1823.009361 = -1403404.345233 nChanged 6 SP:Iteration 35Q (3914.852333 sec): 3 clusters Score: Raw -1405227.961678 + Penalty 1823.009361 = -1403404.952316 nChanged 9 SP:Iteration 36Q (3914.915921 sec): 3 clusters Score: Raw -1405229.201557 + Penalty 1823.009361 = -1403406.192195 nChanged 12 SP:Iteration 37Q (3914.972540 sec): 3 clusters Score: Raw -1405230.174888 + Penalty 1823.009361 = -1403407.165527 nChanged 12 SP:Iteration 38Q (3915.041549 sec): 3 clusters Score: Raw -1405231.207898 + Penalty 1823.009361 = -1403408.198537 nChanged 12 SP:Iteration 39Q (3915.092400 sec): 3 clusters Score: Raw -1405232.497014 + Penalty 1823.009361 = -1403409.487652 nChanged 9 SP:Iteration 40F (3915.147641 sec): 3 clusters Score: Raw -1405233.278866 + Penalty 1823.009361 = -1403410.269504 nChanged 15 SP:Iteration 41Q (3915.217041 sec): 3 clusters Score: Raw -1405234.371035 + Penalty 1823.009361 = -1403411.361673 nChanged 11 SP:Iteration 42Q (3915.273874 sec): 3 clusters Score: Raw -1405235.168508 + Penalty 1823.009361 = -1403412.159147 nChanged 9 SP:Iteration 43Q (3915.323577 sec): 3 clusters Score: Raw -1405235.707119 + Penalty 1823.009361 = -1403412.697757 nChanged 8 SP:Iteration 44Q (3915.384613 sec): 3 clusters Score: Raw -1405236.368377 + Penalty 1823.009361 = -1403413.359016 nChanged 9 SP:Iteration 45Q (3915.435999 sec): 3 clusters Score: Raw -1405237.242095 + Penalty 1823.009361 = -1403414.232733 nChanged 6 SP:Iteration 46Q (3915.488938 sec): 3 clusters Score: Raw -1405237.792094 + Penalty 1823.009361 = -1403414.782732 nChanged 4 SP:Iteration 47Q (3915.540514 sec): 3 clusters Score: Raw -1405238.049240 + Penalty 1823.009361 = -1403415.039879 nChanged 3 SP:Iteration 48Q (3915.598050 sec): 3 clusters Score: Raw -1405238.220027 + Penalty 1823.009361 = -1403415.210665 nChanged 3 SP:Iteration 49Q (3915.662456 sec): 3 clusters Score: Raw -1405238.408341 + Penalty 1823.009361 = -1403415.398979 nChanged 4 SP:Iteration 50Q (3915.721903 sec): 3 clusters Score: Raw -1405238.664079 + Penalty 1823.009361 = -1403415.654717 nChanged 2 SP:Iteration 51Q (3915.781241 sec): 3 clusters Score: Raw -1405238.781309 + Penalty 1823.009361 = -1403415.771947 nChanged 2 SP:Iteration 52Q (3915.833144 sec): 3 clusters Score: Raw -1405238.885666 + Penalty 1823.009361 = -1403415.876305 nChanged 3 SP:Iteration 53Q (3915.893354 sec): 3 clusters Score: Raw -1405239.072732 + Penalty 1823.009361 = -1403416.063371 nChanged 2 SP:Iteration 54Q (3915.956232 sec): 3 clusters Score: Raw -1405239.156878 + Penalty 1823.009361 = -1403416.147516 nChanged 1 SP:Iteration 55Q (3916.017423 sec): 3 clusters Score: Raw -1405239.198636 + Penalty 1823.009361 = -1403416.189275 nChanged 1 SP:Iteration 56Q (3916.078707 sec): 3 clusters Score: Raw -1405239.304184 + Penalty 1823.009361 = -1403416.294823 nChanged 2 SP:Iteration 57Q (3916.135277 sec): 3 clusters Score: Raw -1405239.412149 + Penalty 1823.009361 = -1403416.402787 nChanged 3 SP:Iteration 58Q (3916.194136 sec): 3 clusters Score: Raw -1405239.667479 + Penalty 1823.009361 = -1403416.658118 nChanged 2 SP:Iteration 59Q (3916.255307 sec): 3 clusters Score: Raw -1405239.757342 + Penalty 1823.009361 = -1403416.747981 nChanged 1 SP:Iteration 60F (3916.326286 sec): 3 clusters Score: Raw -1405239.808989 + Penalty 1823.009361 = -1403416.799628 nChanged 2 SP:Iteration 61Q (3916.388741 sec): 3 clusters Score: Raw -1405239.918030 + Penalty 1823.009361 = -1403416.908669 nChanged 3 SP:Iteration 62Q (3916.453166 sec): 3 clusters Score: Raw -1405240.069131 + Penalty 1823.009361 = -1403417.059770 nChanged 2 SP:Iteration 63Q (3916.505926 sec): 3 clusters Score: Raw -1405240.230610 + Penalty 1823.009361 = -1403417.221249 nChanged 1 SP:Iteration 64Q (3916.573750 sec): 3 clusters Score: Raw -1405240.333123 + Penalty 1823.009361 = -1403417.323761 nChanged 2 SP:Iteration 65Q (3916.630068 sec): 3 clusters Score: Raw -1405240.468466 + Penalty 1823.009361 = -1403417.459105 nChanged 3 SP:Iteration 66Q (3916.693200 sec): 3 clusters Score: Raw -1405240.541938 + Penalty 1823.009361 = -1403417.532576 nChanged 0 SP:Iteration 67F (3916.760727 sec): 3 clusters Score: Raw -1405240.541938 + Penalty 1823.009361 = -1403417.532576 nChanged 0 Trying to split cluster 16 (34767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3916.822115 sec): 2 clusters Score: Raw -3240748.805201 + Penalty 993.360274 = -3239755.444927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3916.913142 sec): 3 clusters Score: Raw -3218645.777691 + Penalty 1986.720549 = -3216659.057142 nChanged 16349 SP:Iteration 1F (3916.994015 sec): 3 clusters Score: Raw -3228284.122805 + Penalty 1986.720549 = -3226297.402256 nChanged 1780 SP:Iteration 2F (3917.081199 sec): 3 clusters Score: Raw -3229005.147441 + Penalty 1986.720549 = -3227018.426892 nChanged 1998 SP:Iteration 3F (3917.167586 sec): 3 clusters Score: Raw -3229973.425898 + Penalty 1986.720549 = -3227986.705349 nChanged 2283 SP:Iteration 4F (3917.249154 sec): 3 clusters Score: Raw -3231409.243640 + Penalty 1986.720549 = -3229422.523092 nChanged 2510 SP:Iteration 5F (3917.343564 sec): 3 clusters Score: Raw -3233321.932706 + Penalty 1986.720549 = -3231335.212157 nChanged 2580 SP:Iteration 6F (3917.425614 sec): 3 clusters Score: Raw -3235585.064312 + Penalty 1986.720549 = -3233598.343764 nChanged 2239 SP:Iteration 7F (3917.506852 sec): 3 clusters Score: Raw -3237696.183153 + Penalty 1986.720549 = -3235709.462605 nChanged 1629 SP:Iteration 8Q (3917.604866 sec): 3 clusters Score: Raw -3239208.585657 + Penalty 1986.720549 = -3237221.865108 nChanged 962 SP:Iteration 9Q (3917.682607 sec): 3 clusters Score: Raw -3240072.766964 + Penalty 1986.720549 = -3238086.046416 nChanged 482 SP:Iteration 10Q (3917.767591 sec): 3 clusters Score: Raw -3240507.134013 + Penalty 1986.720549 = -3238520.413464 nChanged 207 SP:Iteration 11Q (3917.837998 sec): 3 clusters Score: Raw -3240709.096351 + Penalty 1986.720549 = -3238722.375803 nChanged 89 SP:Iteration 12Q (3917.918877 sec): 3 clusters Score: Raw -3240790.820102 + Penalty 1986.720549 = -3238804.099554 nChanged 48 SP:Iteration 13Q (3918.004043 sec): 3 clusters Score: Raw -3240836.280830 + Penalty 1986.720549 = -3238849.560281 nChanged 24 SP:Iteration 14Q (3918.088428 sec): 3 clusters Score: Raw -3240859.297349 + Penalty 1986.720549 = -3238872.576801 nChanged 23 SP:Iteration 15Q (3918.169641 sec): 3 clusters Score: Raw -3240877.197541 + Penalty 1986.720549 = -3238890.476992 nChanged 13 SP:Iteration 16Q (3918.255186 sec): 3 clusters Score: Raw -3240887.207484 + Penalty 1986.720549 = -3238900.486936 nChanged 10 SP:Iteration 17Q (3918.335365 sec): 3 clusters Score: Raw -3240895.501514 + Penalty 1986.720549 = -3238908.780965 nChanged 9 SP:Iteration 18Q (3918.418005 sec): 3 clusters Score: Raw -3240904.119263 + Penalty 1986.720549 = -3238917.398714 nChanged 2 SP:Iteration 19Q (3918.493771 sec): 3 clusters Score: Raw -3240906.138752 + Penalty 1986.720549 = -3238919.418204 nChanged 4 SP:Iteration 20F (3918.585464 sec): 3 clusters Score: Raw -3240909.764585 + Penalty 1986.720549 = -3238923.044036 nChanged 1 SP:Iteration 21Q (3918.670169 sec): 3 clusters Score: Raw -3240912.122531 + Penalty 1986.720549 = -3238925.401983 nChanged 2 SP:Iteration 22Q (3918.750466 sec): 3 clusters Score: Raw -3240913.920698 + Penalty 1986.720549 = -3238927.200150 nChanged 2 SP:Iteration 23Q (3918.828894 sec): 3 clusters Score: Raw -3240915.004718 + Penalty 1986.720549 = -3238928.284169 nChanged 1 SP:Iteration 24Q (3918.913946 sec): 3 clusters Score: Raw -3240916.085022 + Penalty 1986.720549 = -3238929.364473 nChanged 2 SP:Iteration 25Q (3918.996557 sec): 3 clusters Score: Raw -3240917.144953 + Penalty 1986.720549 = -3238930.424404 nChanged 2 SP:Iteration 26Q (3919.073541 sec): 3 clusters Score: Raw -3240917.783436 + Penalty 1986.720549 = -3238931.062887 nChanged 2 SP:Iteration 27Q (3919.161524 sec): 3 clusters Score: Raw -3240918.738574 + Penalty 1986.720549 = -3238932.018026 nChanged 2 SP:Iteration 28Q (3919.243674 sec): 3 clusters Score: Raw -3240920.597701 + Penalty 1986.720549 = -3238933.877152 nChanged 0 SP:Iteration 29F (3919.332281 sec): 3 clusters Score: Raw -3240920.597701 + Penalty 1986.720549 = -3238933.877152 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3919.360236 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3919.404509 sec): 3 clusters Score: Raw -17028.796383 + Penalty 1005.727917 = -16023.068466 nChanged 41 SP:Iteration 1F (3919.446515 sec): 3 clusters Score: Raw -17113.852031 + Penalty 1005.727917 = -16108.124114 nChanged 12 SP:Iteration 2F (3919.476613 sec): 3 clusters Score: Raw -17153.397876 + Penalty 1005.727917 = -16147.669960 nChanged 6 SP:Iteration 3Q (3919.515379 sec): 3 clusters Score: Raw -17167.725888 + Penalty 1005.727917 = -16161.997972 nChanged 2 SP:Iteration 4Q (3919.554470 sec): 3 clusters Score: Raw -17171.101562 + Penalty 1005.727917 = -16165.373646 nChanged 0 SP:Iteration 5F (3919.592567 sec): 3 clusters Score: Raw -17171.101562 + Penalty 1005.727917 = -16165.373646 nChanged 0 Trying to split cluster 18 (130530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3919.753991 sec): 2 clusters Score: Raw -12982734.105410 + Penalty 1119.039045 = -12981615.066366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3919.939817 sec): 3 clusters Score: Raw -12895819.639717 + Penalty 2238.078089 = -12893581.561628 nChanged 63490 SP:Iteration 1F (3920.144008 sec): 3 clusters Score: Raw -12934590.920922 + Penalty 2238.078089 = -12932352.842833 nChanged 6709 SP:Iteration 2F (3920.350210 sec): 3 clusters Score: Raw -12937605.731544 + Penalty 2238.078089 = -12935367.653454 nChanged 9080 SP:Iteration 3F (3920.556150 sec): 3 clusters Score: Raw -12943253.405587 + Penalty 2238.078089 = -12941015.327498 nChanged 11597 SP:Iteration 4F (3920.761811 sec): 3 clusters Score: Raw -12952730.674278 + Penalty 2238.078089 = -12950492.596189 nChanged 12140 SP:Iteration 5F (3920.966082 sec): 3 clusters Score: Raw -12964350.429811 + Penalty 2238.078089 = -12962112.351721 nChanged 9566 SP:Iteration 6F (3921.165326 sec): 3 clusters Score: Raw -12974193.698376 + Penalty 2238.078089 = -12971955.620287 nChanged 5466 SP:Iteration 7Q (3921.382371 sec): 3 clusters Score: Raw -12979765.367632 + Penalty 2238.078089 = -12977527.289543 nChanged 2228 SP:Iteration 8Q (3921.570526 sec): 3 clusters Score: Raw -12981849.489195 + Penalty 2238.078089 = -12979611.411106 nChanged 759 SP:Iteration 9Q (3921.751325 sec): 3 clusters Score: Raw -12982505.543965 + Penalty 2238.078089 = -12980267.465876 nChanged 287 SP:Iteration 10Q (3921.928901 sec): 3 clusters Score: Raw -12982770.460724 + Penalty 2238.078089 = -12980532.382635 nChanged 161 SP:Iteration 11Q (3922.090094 sec): 3 clusters Score: Raw -12982902.394205 + Penalty 2238.078089 = -12980664.316115 nChanged 102 SP:Iteration 12Q (3922.265241 sec): 3 clusters Score: Raw -12982982.477049 + Penalty 2238.078089 = -12980744.398960 nChanged 79 SP:Iteration 13Q (3922.438399 sec): 3 clusters Score: Raw -12983029.338581 + Penalty 2238.078089 = -12980791.260492 nChanged 63 SP:Iteration 14Q (3922.608390 sec): 3 clusters Score: Raw -12983055.772590 + Penalty 2238.078089 = -12980817.694501 nChanged 31 SP:Iteration 15Q (3922.777121 sec): 3 clusters Score: Raw -12983069.521937 + Penalty 2238.078089 = -12980831.443848 nChanged 28 SP:Iteration 16Q (3922.949889 sec): 3 clusters Score: Raw -12983081.752005 + Penalty 2238.078089 = -12980843.673915 nChanged 24 SP:Iteration 17Q (3923.132292 sec): 3 clusters Score: Raw -12983093.953884 + Penalty 2238.078089 = -12980855.875795 nChanged 21 SP:Iteration 18Q (3923.296202 sec): 3 clusters Score: Raw -12983102.451896 + Penalty 2238.078089 = -12980864.373807 nChanged 14 SP:Iteration 19Q (3923.449064 sec): 3 clusters Score: Raw -12983106.109021 + Penalty 2238.078089 = -12980868.030931 nChanged 8 SP:Iteration 20F (3923.643178 sec): 3 clusters Score: Raw -12983108.186208 + Penalty 2238.078089 = -12980870.108118 nChanged 7 SP:Iteration 21Q (3923.808589 sec): 3 clusters Score: Raw -12983109.980017 + Penalty 2238.078089 = -12980871.901927 nChanged 10 SP:Iteration 22Q (3923.989093 sec): 3 clusters Score: Raw -12983112.274024 + Penalty 2238.078089 = -12980874.195934 nChanged 8 SP:Iteration 23Q (3924.164191 sec): 3 clusters Score: Raw -12983115.387878 + Penalty 2238.078089 = -12980877.309789 nChanged 9 SP:Iteration 24Q (3924.340580 sec): 3 clusters Score: Raw -12983118.477209 + Penalty 2238.078089 = -12980880.399120 nChanged 6 SP:Iteration 25Q (3924.508617 sec): 3 clusters Score: Raw -12983120.453121 + Penalty 2238.078089 = -12980882.375032 nChanged 6 SP:Iteration 26Q (3924.680834 sec): 3 clusters Score: Raw -12983122.492914 + Penalty 2238.078089 = -12980884.414825 nChanged 7 SP:Iteration 27Q (3924.855172 sec): 3 clusters Score: Raw -12983124.819173 + Penalty 2238.078089 = -12980886.741084 nChanged 7 SP:Iteration 28Q (3925.023557 sec): 3 clusters Score: Raw -12983126.801610 + Penalty 2238.078089 = -12980888.723521 nChanged 2 SP:Iteration 29Q (3925.190782 sec): 3 clusters Score: Raw -12983127.747038 + Penalty 2238.078089 = -12980889.668948 nChanged 1 SP:Iteration 30Q (3925.352968 sec): 3 clusters Score: Raw -12983127.847820 + Penalty 2238.078089 = -12980889.769731 nChanged 0 SP:Iteration 31F (3925.546289 sec): 3 clusters Score: Raw -12983127.847820 + Penalty 2238.078089 = -12980889.769731 nChanged 0 Trying to split cluster 19 (2947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3925.588205 sec): 2 clusters Score: Raw -254696.377891 + Penalty 758.911583 = -253937.466308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3925.629201 sec): 3 clusters Score: Raw -253188.194711 + Penalty 1517.823167 = -251670.371545 nChanged 1219 SP:Iteration 1F (3925.679306 sec): 3 clusters Score: Raw -254061.695066 + Penalty 1517.823167 = -252543.871900 nChanged 267 SP:Iteration 2F (3925.724358 sec): 3 clusters Score: Raw -254287.892019 + Penalty 1517.823167 = -252770.068852 nChanged 223 SP:Iteration 3F (3925.789119 sec): 3 clusters Score: Raw -254445.663013 + Penalty 1517.823167 = -252927.839846 nChanged 133 SP:Iteration 4Q (3925.833569 sec): 3 clusters Score: Raw -254530.280009 + Penalty 1517.823167 = -253012.456842 nChanged 100 SP:Iteration 5Q (3925.886381 sec): 3 clusters Score: Raw -254596.619855 + Penalty 1517.823167 = -253078.796688 nChanged 91 SP:Iteration 6Q (3925.928216 sec): 3 clusters Score: Raw -254662.972234 + Penalty 1517.823167 = -253145.149068 nChanged 59 SP:Iteration 7Q (3925.981882 sec): 3 clusters Score: Raw -254700.018467 + Penalty 1517.823167 = -253182.195300 nChanged 45 SP:Iteration 8Q (3926.036493 sec): 3 clusters Score: Raw -254726.530059 + Penalty 1517.823167 = -253208.706892 nChanged 39 SP:Iteration 9Q (3926.085659 sec): 3 clusters Score: Raw -254748.567160 + Penalty 1517.823167 = -253230.743993 nChanged 43 SP:Iteration 10Q (3926.139271 sec): 3 clusters Score: Raw -254770.757885 + Penalty 1517.823167 = -253252.934719 nChanged 32 SP:Iteration 11Q (3926.192901 sec): 3 clusters Score: Raw -254789.279613 + Penalty 1517.823167 = -253271.456447 nChanged 30 SP:Iteration 12Q (3926.240403 sec): 3 clusters Score: Raw -254810.535605 + Penalty 1517.823167 = -253292.712438 nChanged 31 SP:Iteration 13Q (3926.286782 sec): 3 clusters Score: Raw -254826.844814 + Penalty 1517.823167 = -253309.021647 nChanged 22 SP:Iteration 14Q (3926.334749 sec): 3 clusters Score: Raw -254839.236991 + Penalty 1517.823167 = -253321.413825 nChanged 19 SP:Iteration 15Q (3926.376026 sec): 3 clusters Score: Raw -254850.876517 + Penalty 1517.823167 = -253333.053350 nChanged 20 SP:Iteration 16Q (3926.433921 sec): 3 clusters Score: Raw -254861.610965 + Penalty 1517.823167 = -253343.787799 nChanged 15 SP:Iteration 17Q (3926.491408 sec): 3 clusters Score: Raw -254868.829471 + Penalty 1517.823167 = -253351.006305 nChanged 11 SP:Iteration 18Q (3926.542935 sec): 3 clusters Score: Raw -254874.681382 + Penalty 1517.823167 = -253356.858215 nChanged 8 SP:Iteration 19Q (3926.587627 sec): 3 clusters Score: Raw -254877.867712 + Penalty 1517.823167 = -253360.044545 nChanged 6 SP:Iteration 20F (3926.638906 sec): 3 clusters Score: Raw -254881.807761 + Penalty 1517.823167 = -253363.984594 nChanged 6 SP:Iteration 21Q (3926.691501 sec): 3 clusters Score: Raw -254884.436571 + Penalty 1517.823167 = -253366.613405 nChanged 3 SP:Iteration 22Q (3926.738438 sec): 3 clusters Score: Raw -254886.472202 + Penalty 1517.823167 = -253368.649036 nChanged 3 SP:Iteration 23Q (3926.780477 sec): 3 clusters Score: Raw -254888.379623 + Penalty 1517.823167 = -253370.556456 nChanged 6 SP:Iteration 24Q (3926.832013 sec): 3 clusters Score: Raw -254890.975391 + Penalty 1517.823167 = -253373.152224 nChanged 3 SP:Iteration 25Q (3926.885445 sec): 3 clusters Score: Raw -254892.528663 + Penalty 1517.823167 = -253374.705496 nChanged 6 SP:Iteration 26Q (3926.936173 sec): 3 clusters Score: Raw -254894.758298 + Penalty 1517.823167 = -253376.935131 nChanged 7 SP:Iteration 27Q (3926.990515 sec): 3 clusters Score: Raw -254897.999054 + Penalty 1517.823167 = -253380.175887 nChanged 7 SP:Iteration 28Q (3927.044432 sec): 3 clusters Score: Raw -254901.289436 + Penalty 1517.823167 = -253383.466269 nChanged 5 SP:Iteration 29Q (3927.101432 sec): 3 clusters Score: Raw -254905.254188 + Penalty 1517.823167 = -253387.431021 nChanged 6 SP:Iteration 30Q (3927.151787 sec): 3 clusters Score: Raw -254910.266803 + Penalty 1517.823167 = -253392.443637 nChanged 8 SP:Iteration 31Q (3927.190267 sec): 3 clusters Score: Raw -254915.519142 + Penalty 1517.823167 = -253397.695975 nChanged 7 SP:Iteration 32Q (3927.233839 sec): 3 clusters Score: Raw -254919.008057 + Penalty 1517.823167 = -253401.184890 nChanged 8 SP:Iteration 33Q (3927.280833 sec): 3 clusters Score: Raw -254923.420711 + Penalty 1517.823167 = -253405.597544 nChanged 4 SP:Iteration 34Q (3927.336962 sec): 3 clusters Score: Raw -254924.995086 + Penalty 1517.823167 = -253407.171920 nChanged 2 SP:Iteration 35Q (3927.377855 sec): 3 clusters Score: Raw -254926.073453 + Penalty 1517.823167 = -253408.250286 nChanged 0 SP:Iteration 36F (3927.430655 sec): 3 clusters Score: Raw -254926.073453 + Penalty 1517.823167 = -253408.250286 nChanged 0 Trying to split cluster 20 (26969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3927.487227 sec): 2 clusters Score: Raw -2367412.896490 + Penalty 969.232117 = -2366443.664373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3927.569906 sec): 3 clusters Score: Raw -2350336.187365 + Penalty 1938.464234 = -2348397.723131 nChanged 12672 SP:Iteration 1F (3927.652248 sec): 3 clusters Score: Raw -2357550.789293 + Penalty 1938.464234 = -2355612.325059 nChanged 1450 SP:Iteration 2F (3927.730393 sec): 3 clusters Score: Raw -2358168.738487 + Penalty 1938.464234 = -2356230.274253 nChanged 1682 SP:Iteration 3F (3927.805804 sec): 3 clusters Score: Raw -2359114.306369 + Penalty 1938.464234 = -2357175.842135 nChanged 1978 SP:Iteration 4F (3927.887451 sec): 3 clusters Score: Raw -2360422.424501 + Penalty 1938.464234 = -2358483.960267 nChanged 2025 SP:Iteration 5F (3927.952528 sec): 3 clusters Score: Raw -2361868.268235 + Penalty 1938.464234 = -2359929.804001 nChanged 1842 SP:Iteration 6F (3928.030602 sec): 3 clusters Score: Raw -2363246.705939 + Penalty 1938.464234 = -2361308.241705 nChanged 1475 SP:Iteration 7F (3928.111184 sec): 3 clusters Score: Raw -2364417.120058 + Penalty 1938.464234 = -2362478.655824 nChanged 1198 SP:Iteration 8Q (3928.185912 sec): 3 clusters Score: Raw -2365457.784384 + Penalty 1938.464234 = -2363519.320150 nChanged 915 SP:Iteration 9Q (3928.279162 sec): 3 clusters Score: Raw -2366266.994032 + Penalty 1938.464234 = -2364328.529798 nChanged 570 SP:Iteration 10Q (3928.361821 sec): 3 clusters Score: Raw -2366761.048458 + Penalty 1938.464234 = -2364822.584224 nChanged 385 SP:Iteration 11Q (3928.442354 sec): 3 clusters Score: Raw -2367087.150446 + Penalty 1938.464234 = -2365148.686212 nChanged 255 SP:Iteration 12Q (3928.520219 sec): 3 clusters Score: Raw -2367274.690612 + Penalty 1938.464234 = -2365336.226378 nChanged 149 SP:Iteration 13Q (3928.599394 sec): 3 clusters Score: Raw -2367379.645879 + Penalty 1938.464234 = -2365441.181645 nChanged 108 SP:Iteration 14Q (3928.677565 sec): 3 clusters Score: Raw -2367442.672831 + Penalty 1938.464234 = -2365504.208597 nChanged 61 SP:Iteration 15Q (3928.746663 sec): 3 clusters Score: Raw -2367483.264281 + Penalty 1938.464234 = -2365544.800047 nChanged 64 SP:Iteration 16Q (3928.827157 sec): 3 clusters Score: Raw -2367521.292639 + Penalty 1938.464234 = -2365582.828405 nChanged 45 SP:Iteration 17Q (3928.905790 sec): 3 clusters Score: Raw -2367554.782658 + Penalty 1938.464234 = -2365616.318424 nChanged 47 SP:Iteration 18Q (3928.970938 sec): 3 clusters Score: Raw -2367588.043440 + Penalty 1938.464234 = -2365649.579206 nChanged 37 SP:Iteration 19Q (3929.054031 sec): 3 clusters Score: Raw -2367608.161239 + Penalty 1938.464234 = -2365669.697005 nChanged 21 SP:Iteration 20F (3929.128069 sec): 3 clusters Score: Raw -2367616.790367 + Penalty 1938.464234 = -2365678.326133 nChanged 16 SP:Iteration 21Q (3929.206509 sec): 3 clusters Score: Raw -2367624.801283 + Penalty 1938.464234 = -2365686.337049 nChanged 16 SP:Iteration 22Q (3929.281878 sec): 3 clusters Score: Raw -2367633.675492 + Penalty 1938.464234 = -2365695.211258 nChanged 17 SP:Iteration 23Q (3929.355150 sec): 3 clusters Score: Raw -2367642.956757 + Penalty 1938.464234 = -2365704.492523 nChanged 12 SP:Iteration 24Q (3929.426945 sec): 3 clusters Score: Raw -2367649.007964 + Penalty 1938.464234 = -2365710.543730 nChanged 8 SP:Iteration 25Q (3929.494434 sec): 3 clusters Score: Raw -2367652.381764 + Penalty 1938.464234 = -2365713.917530 nChanged 5 SP:Iteration 26Q (3929.569963 sec): 3 clusters Score: Raw -2367654.413506 + Penalty 1938.464234 = -2365715.949272 nChanged 7 SP:Iteration 27Q (3929.640901 sec): 3 clusters Score: Raw -2367657.190854 + Penalty 1938.464234 = -2365718.726620 nChanged 4 SP:Iteration 28Q (3929.710806 sec): 3 clusters Score: Raw -2367658.911062 + Penalty 1938.464234 = -2365720.446828 nChanged 1 SP:Iteration 29Q (3929.774291 sec): 3 clusters Score: Raw -2367659.315830 + Penalty 1938.464234 = -2365720.851596 nChanged 2 SP:Iteration 30Q (3929.858633 sec): 3 clusters Score: Raw -2367659.903126 + Penalty 1938.464234 = -2365721.438891 nChanged 2 SP:Iteration 31Q (3929.933440 sec): 3 clusters Score: Raw -2367660.445091 + Penalty 1938.464234 = -2365721.980857 nChanged 2 SP:Iteration 32Q (3930.008862 sec): 3 clusters Score: Raw -2367660.968709 + Penalty 1938.464234 = -2365722.504475 nChanged 3 SP:Iteration 33Q (3930.082432 sec): 3 clusters Score: Raw -2367662.449709 + Penalty 1938.464234 = -2365723.985475 nChanged 5 SP:Iteration 34Q (3930.153586 sec): 3 clusters Score: Raw -2367664.437343 + Penalty 1938.464234 = -2365725.973109 nChanged 6 SP:Iteration 35Q (3930.224410 sec): 3 clusters Score: Raw -2367667.815561 + Penalty 1938.464234 = -2365729.351327 nChanged 11 SP:Iteration 36Q (3930.291723 sec): 3 clusters Score: Raw -2367674.393694 + Penalty 1938.464234 = -2365735.929460 nChanged 12 SP:Iteration 37Q (3930.369243 sec): 3 clusters Score: Raw -2367680.923277 + Penalty 1938.464234 = -2365742.459043 nChanged 11 SP:Iteration 38Q (3930.441169 sec): 3 clusters Score: Raw -2367685.768119 + Penalty 1938.464234 = -2365747.303885 nChanged 14 SP:Iteration 39Q (3930.523930 sec): 3 clusters Score: Raw -2367693.374897 + Penalty 1938.464234 = -2365754.910663 nChanged 8 SP:Iteration 40F (3930.601916 sec): 3 clusters Score: Raw -2367697.525967 + Penalty 1938.464234 = -2365759.061733 nChanged 4 SP:Iteration 41Q (3930.679220 sec): 3 clusters Score: Raw -2367699.334212 + Penalty 1938.464234 = -2365760.869978 nChanged 3 SP:Iteration 42Q (3930.756225 sec): 3 clusters Score: Raw -2367701.215684 + Penalty 1938.464234 = -2365762.751450 nChanged 3 SP:Iteration 43Q (3930.832718 sec): 3 clusters Score: Raw -2367702.252162 + Penalty 1938.464234 = -2365763.787927 nChanged 2 SP:Iteration 44Q (3930.906143 sec): 3 clusters Score: Raw -2367703.049145 + Penalty 1938.464234 = -2365764.584911 nChanged 1 SP:Iteration 45Q (3930.975660 sec): 3 clusters Score: Raw -2367703.176045 + Penalty 1938.464234 = -2365764.711811 nChanged 0 SP:Iteration 46F (3931.053454 sec): 3 clusters Score: Raw -2367703.176045 + Penalty 1938.464234 = -2365764.711811 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3931.083425 sec): 2 clusters Score: Raw -266265.170151 + Penalty 753.403756 = -265511.766395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3931.129645 sec): 3 clusters Score: Raw -264814.290772 + Penalty 1506.807512 = -263307.483260 nChanged 1132 SP:Iteration 1F (3931.167558 sec): 3 clusters Score: Raw -265475.177769 + Penalty 1506.807512 = -263968.370257 nChanged 260 SP:Iteration 2F (3931.215461 sec): 3 clusters Score: Raw -265703.197216 + Penalty 1506.807512 = -264196.389704 nChanged 251 SP:Iteration 3F (3931.271633 sec): 3 clusters Score: Raw -265964.960527 + Penalty 1506.807512 = -264458.153014 nChanged 228 SP:Iteration 4F (3931.313131 sec): 3 clusters Score: Raw -266188.381587 + Penalty 1506.807512 = -264681.574074 nChanged 193 SP:Iteration 5F (3931.358369 sec): 3 clusters Score: Raw -266351.592215 + Penalty 1506.807512 = -264844.784703 nChanged 147 SP:Iteration 6F (3931.401313 sec): 3 clusters Score: Raw -266467.526238 + Penalty 1506.807512 = -264960.718726 nChanged 99 SP:Iteration 7Q (3931.453994 sec): 3 clusters Score: Raw -266545.583973 + Penalty 1506.807512 = -265038.776461 nChanged 65 SP:Iteration 8Q (3931.503864 sec): 3 clusters Score: Raw -266597.924020 + Penalty 1506.807512 = -265091.116508 nChanged 48 SP:Iteration 9Q (3931.555556 sec): 3 clusters Score: Raw -266638.554227 + Penalty 1506.807512 = -265131.746715 nChanged 37 SP:Iteration 10Q (3931.607106 sec): 3 clusters Score: Raw -266661.404716 + Penalty 1506.807512 = -265154.597203 nChanged 27 SP:Iteration 11Q (3931.654250 sec): 3 clusters Score: Raw -266678.380544 + Penalty 1506.807512 = -265171.573032 nChanged 16 SP:Iteration 12Q (3931.705818 sec): 3 clusters Score: Raw -266689.335401 + Penalty 1506.807512 = -265182.527889 nChanged 9 SP:Iteration 13Q (3931.755570 sec): 3 clusters Score: Raw -266693.828978 + Penalty 1506.807512 = -265187.021465 nChanged 10 SP:Iteration 14Q (3931.794683 sec): 3 clusters Score: Raw -266698.708180 + Penalty 1506.807512 = -265191.900668 nChanged 9 SP:Iteration 15Q (3931.846420 sec): 3 clusters Score: Raw -266703.044696 + Penalty 1506.807512 = -265196.237183 nChanged 3 SP:Iteration 16Q (3931.898896 sec): 3 clusters Score: Raw -266703.714998 + Penalty 1506.807512 = -265196.907486 nChanged 2 SP:Iteration 17Q (3931.936388 sec): 3 clusters Score: Raw -266704.256465 + Penalty 1506.807512 = -265197.448953 nChanged 3 SP:Iteration 18Q (3931.982987 sec): 3 clusters Score: Raw -266705.478668 + Penalty 1506.807512 = -265198.671155 nChanged 4 SP:Iteration 19Q (3932.033788 sec): 3 clusters Score: Raw -266707.848748 + Penalty 1506.807512 = -265201.041236 nChanged 4 SP:Iteration 20F (3932.085038 sec): 3 clusters Score: Raw -266709.669338 + Penalty 1506.807512 = -265202.861826 nChanged 6 SP:Iteration 21Q (3932.136084 sec): 3 clusters Score: Raw -266714.266165 + Penalty 1506.807512 = -265207.458652 nChanged 7 SP:Iteration 22Q (3932.185809 sec): 3 clusters Score: Raw -266719.445101 + Penalty 1506.807512 = -265212.637589 nChanged 5 SP:Iteration 23Q (3932.231310 sec): 3 clusters Score: Raw -266722.007436 + Penalty 1506.807512 = -265215.199924 nChanged 4 SP:Iteration 24Q (3932.283928 sec): 3 clusters Score: Raw -266724.168606 + Penalty 1506.807512 = -265217.361094 nChanged 5 SP:Iteration 25Q (3932.320647 sec): 3 clusters Score: Raw -266726.555963 + Penalty 1506.807512 = -265219.748450 nChanged 1 SP:Iteration 26Q (3932.366419 sec): 3 clusters Score: Raw -266727.045864 + Penalty 1506.807512 = -265220.238351 nChanged 1 SP:Iteration 27Q (3932.414729 sec): 3 clusters Score: Raw -266727.345350 + Penalty 1506.807512 = -265220.537837 nChanged 1 SP:Iteration 28Q (3932.453974 sec): 3 clusters Score: Raw -266727.912242 + Penalty 1506.807512 = -265221.104730 nChanged 1 SP:Iteration 29Q (3932.503408 sec): 3 clusters Score: Raw -266728.963571 + Penalty 1506.807512 = -265222.156058 nChanged 4 SP:Iteration 30Q (3932.543548 sec): 3 clusters Score: Raw -266732.698776 + Penalty 1506.807512 = -265225.891264 nChanged 5 SP:Iteration 31Q (3932.600806 sec): 3 clusters Score: Raw -266735.328896 + Penalty 1506.807512 = -265228.521384 nChanged 4 SP:Iteration 32Q (3932.647186 sec): 3 clusters Score: Raw -266737.898376 + Penalty 1506.807512 = -265231.090864 nChanged 2 SP:Iteration 33Q (3932.694837 sec): 3 clusters Score: Raw -266739.134162 + Penalty 1506.807512 = -265232.326650 nChanged 3 SP:Iteration 34Q (3932.725005 sec): 3 clusters Score: Raw -266742.459251 + Penalty 1506.807512 = -265235.651738 nChanged 3 SP:Iteration 35Q (3932.769669 sec): 3 clusters Score: Raw -266744.401360 + Penalty 1506.807512 = -265237.593848 nChanged 1 SP:Iteration 36Q (3932.828415 sec): 3 clusters Score: Raw -266745.212835 + Penalty 1506.807512 = -265238.405323 nChanged 1 SP:Iteration 37Q (3932.871382 sec): 3 clusters Score: Raw -266745.447323 + Penalty 1506.807512 = -265238.639811 nChanged 0 SP:Iteration 38F (3932.910564 sec): 3 clusters Score: Raw -266745.447323 + Penalty 1506.807512 = -265238.639811 nChanged 0 Trying to split cluster 22 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3932.947229 sec): 2 clusters Score: Raw -94850.632370 + Penalty 648.933052 = -94201.699317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3932.982235 sec): 3 clusters Score: Raw -94506.229988 + Penalty 1297.866105 = -93208.363884 nChanged 325 SP:Iteration 1F (3933.023590 sec): 3 clusters Score: Raw -94766.844000 + Penalty 1297.866105 = -93468.977895 nChanged 61 SP:Iteration 2F (3933.063924 sec): 3 clusters Score: Raw -94810.031431 + Penalty 1297.866105 = -93512.165326 nChanged 33 SP:Iteration 3Q (3933.100144 sec): 3 clusters Score: Raw -94834.029865 + Penalty 1297.866105 = -93536.163760 nChanged 21 SP:Iteration 4Q (3933.142613 sec): 3 clusters Score: Raw -94851.981493 + Penalty 1297.866105 = -93554.115389 nChanged 15 SP:Iteration 5Q (3933.186021 sec): 3 clusters Score: Raw -94868.398690 + Penalty 1297.866105 = -93570.532586 nChanged 18 SP:Iteration 6Q (3933.233006 sec): 3 clusters Score: Raw -94881.048298 + Penalty 1297.866105 = -93583.182193 nChanged 14 SP:Iteration 7Q (3933.284472 sec): 3 clusters Score: Raw -94889.500507 + Penalty 1297.866105 = -93591.634403 nChanged 12 SP:Iteration 8Q (3933.328063 sec): 3 clusters Score: Raw -94898.112917 + Penalty 1297.866105 = -93600.246813 nChanged 3 SP:Iteration 9Q (3933.382846 sec): 3 clusters Score: Raw -94900.325480 + Penalty 1297.866105 = -93602.459376 nChanged 5 SP:Iteration 10Q (3933.423766 sec): 3 clusters Score: Raw -94903.777060 + Penalty 1297.866105 = -93605.910955 nChanged 4 SP:Iteration 11Q (3933.470861 sec): 3 clusters Score: Raw -94905.565070 + Penalty 1297.866105 = -93607.698965 nChanged 1 SP:Iteration 12Q (3933.516684 sec): 3 clusters Score: Raw -94906.189672 + Penalty 1297.866105 = -93608.323567 nChanged 0 SP:Iteration 13F (3933.552331 sec): 3 clusters Score: Raw -94906.189672 + Penalty 1297.866105 = -93608.323567 nChanged 0 Trying to split cluster 23 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3933.576481 sec): 2 clusters Score: Raw -44242.022263 + Penalty 590.767011 = -43651.255251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3933.620446 sec): 3 clusters Score: Raw -44138.000902 + Penalty 1181.534023 = -42956.466879 nChanged 140 SP:Iteration 1F (3933.665539 sec): 3 clusters Score: Raw -44283.528619 + Penalty 1181.534023 = -43101.994596 nChanged 39 SP:Iteration 2F (3933.710975 sec): 3 clusters Score: Raw -44332.222763 + Penalty 1181.534023 = -43150.688740 nChanged 28 SP:Iteration 3F (3933.758301 sec): 3 clusters Score: Raw -44366.730009 + Penalty 1181.534023 = -43185.195986 nChanged 16 SP:Iteration 4Q (3933.805992 sec): 3 clusters Score: Raw -44394.084290 + Penalty 1181.534023 = -43212.550268 nChanged 14 SP:Iteration 5Q (3933.838609 sec): 3 clusters Score: Raw -44404.769661 + Penalty 1181.534023 = -43223.235638 nChanged 6 SP:Iteration 6Q (3933.877752 sec): 3 clusters Score: Raw -44410.455837 + Penalty 1181.534023 = -43228.921815 nChanged 5 SP:Iteration 7Q (3933.928299 sec): 3 clusters Score: Raw -44418.163066 + Penalty 1181.534023 = -43236.629043 nChanged 5 SP:Iteration 8Q (3933.977889 sec): 3 clusters Score: Raw -44422.248976 + Penalty 1181.534023 = -43240.714953 nChanged 4 SP:Iteration 9Q (3934.026668 sec): 3 clusters Score: Raw -44425.638561 + Penalty 1181.534023 = -43244.104538 nChanged 6 SP:Iteration 10Q (3934.064701 sec): 3 clusters Score: Raw -44429.629512 + Penalty 1181.534023 = -43248.095489 nChanged 4 SP:Iteration 11Q (3934.112269 sec): 3 clusters Score: Raw -44434.026090 + Penalty 1181.534023 = -43252.492067 nChanged 6 SP:Iteration 12Q (3934.155740 sec): 3 clusters Score: Raw -44441.302124 + Penalty 1181.534023 = -43259.768101 nChanged 6 SP:Iteration 13Q (3934.204521 sec): 3 clusters Score: Raw -44445.523990 + Penalty 1181.534023 = -43263.989967 nChanged 7 SP:Iteration 14Q (3934.253048 sec): 3 clusters Score: Raw -44451.649210 + Penalty 1181.534023 = -43270.115188 nChanged 5 SP:Iteration 15Q (3934.290413 sec): 3 clusters Score: Raw -44459.122138 + Penalty 1181.534023 = -43277.588116 nChanged 4 SP:Iteration 16Q (3934.336453 sec): 3 clusters Score: Raw -44462.350245 + Penalty 1181.534023 = -43280.816222 nChanged 6 SP:Iteration 17Q (3934.387425 sec): 3 clusters Score: Raw -44471.320489 + Penalty 1181.534023 = -43289.786466 nChanged 5 SP:Iteration 18Q (3934.432391 sec): 3 clusters Score: Raw -44475.907949 + Penalty 1181.534023 = -43294.373926 nChanged 6 SP:Iteration 19Q (3934.468869 sec): 3 clusters Score: Raw -44487.591365 + Penalty 1181.534023 = -43306.057342 nChanged 3 SP:Iteration 20F (3934.520468 sec): 3 clusters Score: Raw -44489.236089 + Penalty 1181.534023 = -43307.702066 nChanged 1 SP:Iteration 21Q (3934.551166 sec): 3 clusters Score: Raw -44490.276349 + Penalty 1181.534023 = -43308.742326 nChanged 1 SP:Iteration 22Q (3934.593841 sec): 3 clusters Score: Raw -44490.819225 + Penalty 1181.534023 = -43309.285202 nChanged 1 SP:Iteration 23Q (3934.644809 sec): 3 clusters Score: Raw -44491.300710 + Penalty 1181.534023 = -43309.766687 nChanged 0 SP:Iteration 24F (3934.678121 sec): 3 clusters Score: Raw -44491.300710 + Penalty 1181.534023 = -43309.766687 nChanged 0 Trying to split cluster 24 (5808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3934.706787 sec): 2 clusters Score: Raw -577314.086329 + Penalty 823.364198 = -576490.722131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3934.756346 sec): 3 clusters Score: Raw -574053.639992 + Penalty 1646.728396 = -572406.911596 nChanged 2486 SP:Iteration 1F (3934.812090 sec): 3 clusters Score: Raw -575411.941022 + Penalty 1646.728396 = -573765.212626 nChanged 419 SP:Iteration 2F (3934.858479 sec): 3 clusters Score: Raw -575649.079344 + Penalty 1646.728396 = -574002.350948 nChanged 364 SP:Iteration 3F (3934.906634 sec): 3 clusters Score: Raw -575854.398971 + Penalty 1646.728396 = -574207.670575 nChanged 346 SP:Iteration 4F (3934.941495 sec): 3 clusters Score: Raw -576057.531797 + Penalty 1646.728396 = -574410.803401 nChanged 330 SP:Iteration 5F (3934.992565 sec): 3 clusters Score: Raw -576253.699409 + Penalty 1646.728396 = -574606.971014 nChanged 299 SP:Iteration 6F (3935.029865 sec): 3 clusters Score: Raw -576417.915056 + Penalty 1646.728396 = -574771.186660 nChanged 255 SP:Iteration 7Q (3935.075776 sec): 3 clusters Score: Raw -576577.992851 + Penalty 1646.728396 = -574931.264456 nChanged 230 SP:Iteration 8Q (3935.127334 sec): 3 clusters Score: Raw -576731.773638 + Penalty 1646.728396 = -575085.045243 nChanged 214 SP:Iteration 9Q (3935.174526 sec): 3 clusters Score: Raw -576878.623595 + Penalty 1646.728396 = -575231.895199 nChanged 190 SP:Iteration 10Q (3935.228749 sec): 3 clusters Score: Raw -577004.262321 + Penalty 1646.728396 = -575357.533925 nChanged 150 SP:Iteration 11Q (3935.279606 sec): 3 clusters Score: Raw -577106.544250 + Penalty 1646.728396 = -575459.815854 nChanged 113 SP:Iteration 12Q (3935.327108 sec): 3 clusters Score: Raw -577182.161707 + Penalty 1646.728396 = -575535.433311 nChanged 96 SP:Iteration 13Q (3935.380534 sec): 3 clusters Score: Raw -577242.213901 + Penalty 1646.728396 = -575595.485506 nChanged 69 SP:Iteration 14Q (3935.429251 sec): 3 clusters Score: Raw -577281.557610 + Penalty 1646.728396 = -575634.829214 nChanged 51 SP:Iteration 15Q (3935.471890 sec): 3 clusters Score: Raw -577305.890820 + Penalty 1646.728396 = -575659.162424 nChanged 38 SP:Iteration 16Q (3935.522876 sec): 3 clusters Score: Raw -577324.542382 + Penalty 1646.728396 = -575677.813986 nChanged 38 SP:Iteration 17Q (3935.571315 sec): 3 clusters Score: Raw -577340.377080 + Penalty 1646.728396 = -575693.648684 nChanged 26 SP:Iteration 18Q (3935.631345 sec): 3 clusters Score: Raw -577350.039529 + Penalty 1646.728396 = -575703.311133 nChanged 23 SP:Iteration 19Q (3935.674963 sec): 3 clusters Score: Raw -577361.120280 + Penalty 1646.728396 = -575714.391884 nChanged 21 SP:Iteration 20F (3935.732751 sec): 3 clusters Score: Raw -577368.994354 + Penalty 1646.728396 = -575722.265958 nChanged 23 SP:Iteration 21Q (3935.783437 sec): 3 clusters Score: Raw -577377.674229 + Penalty 1646.728396 = -575730.945833 nChanged 25 SP:Iteration 22Q (3935.834387 sec): 3 clusters Score: Raw -577388.035523 + Penalty 1646.728396 = -575741.307127 nChanged 22 SP:Iteration 23Q (3935.876832 sec): 3 clusters Score: Raw -577396.406040 + Penalty 1646.728396 = -575749.677644 nChanged 23 SP:Iteration 24Q (3935.929348 sec): 3 clusters Score: Raw -577404.857588 + Penalty 1646.728396 = -575758.129192 nChanged 15 SP:Iteration 25Q (3935.990761 sec): 3 clusters Score: Raw -577409.509171 + Penalty 1646.728396 = -575762.780775 nChanged 15 SP:Iteration 26Q (3936.042399 sec): 3 clusters Score: Raw -577414.732226 + Penalty 1646.728396 = -575768.003831 nChanged 13 SP:Iteration 27Q (3936.091636 sec): 3 clusters Score: Raw -577419.452439 + Penalty 1646.728396 = -575772.724044 nChanged 14 SP:Iteration 28Q (3936.143751 sec): 3 clusters Score: Raw -577423.810852 + Penalty 1646.728396 = -575777.082457 nChanged 10 SP:Iteration 29Q (3936.194939 sec): 3 clusters Score: Raw -577427.121922 + Penalty 1646.728396 = -575780.393527 nChanged 13 SP:Iteration 30Q (3936.246345 sec): 3 clusters Score: Raw -577431.973606 + Penalty 1646.728396 = -575785.245210 nChanged 13 SP:Iteration 31Q (3936.297506 sec): 3 clusters Score: Raw -577436.008452 + Penalty 1646.728396 = -575789.280056 nChanged 11 SP:Iteration 32Q (3936.339419 sec): 3 clusters Score: Raw -577439.588268 + Penalty 1646.728396 = -575792.859872 nChanged 12 SP:Iteration 33Q (3936.399185 sec): 3 clusters Score: Raw -577444.692580 + Penalty 1646.728396 = -575797.964185 nChanged 16 SP:Iteration 34Q (3936.433930 sec): 3 clusters Score: Raw -577452.952295 + Penalty 1646.728396 = -575806.223899 nChanged 23 SP:Iteration 35Q (3936.483233 sec): 3 clusters Score: Raw -577462.760061 + Penalty 1646.728396 = -575816.031666 nChanged 25 SP:Iteration 36Q (3936.536241 sec): 3 clusters Score: Raw -577473.482089 + Penalty 1646.728396 = -575826.753693 nChanged 12 SP:Iteration 37Q (3936.590479 sec): 3 clusters Score: Raw -577479.041181 + Penalty 1646.728396 = -575832.312785 nChanged 13 SP:Iteration 38Q (3936.647668 sec): 3 clusters Score: Raw -577484.775472 + Penalty 1646.728396 = -575838.047076 nChanged 10 SP:Iteration 39Q (3936.692744 sec): 3 clusters Score: Raw -577489.137012 + Penalty 1646.728396 = -575842.408617 nChanged 8 SP:Iteration 40F (3936.745466 sec): 3 clusters Score: Raw -577492.747606 + Penalty 1646.728396 = -575846.019210 nChanged 7 SP:Iteration 41Q (3936.795450 sec): 3 clusters Score: Raw -577495.383637 + Penalty 1646.728396 = -575848.655242 nChanged 7 SP:Iteration 42Q (3936.846149 sec): 3 clusters Score: Raw -577497.735797 + Penalty 1646.728396 = -575851.007401 nChanged 2 SP:Iteration 43Q (3936.888657 sec): 3 clusters Score: Raw -577498.282005 + Penalty 1646.728396 = -575851.553609 nChanged 2 SP:Iteration 44Q (3936.934705 sec): 3 clusters Score: Raw -577499.298311 + Penalty 1646.728396 = -575852.569915 nChanged 0 SP:Iteration 45F (3936.992733 sec): 3 clusters Score: Raw -577499.298311 + Penalty 1646.728396 = -575852.569915 nChanged 0 Trying to split cluster 25 (15215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3937.028119 sec): 2 clusters Score: Raw -1489164.662326 + Penalty 914.853521 = -1488249.808805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3937.086332 sec): 3 clusters Score: Raw -1479982.108796 + Penalty 1829.707042 = -1478152.401755 nChanged 6865 SP:Iteration 1F (3937.145012 sec): 3 clusters Score: Raw -1483756.737496 + Penalty 1829.707042 = -1481927.030454 nChanged 861 SP:Iteration 2F (3937.199867 sec): 3 clusters Score: Raw -1484143.666869 + Penalty 1829.707042 = -1482313.959827 nChanged 900 SP:Iteration 3F (3937.265402 sec): 3 clusters Score: Raw -1484608.471128 + Penalty 1829.707042 = -1482778.764086 nChanged 981 SP:Iteration 4F (3937.323259 sec): 3 clusters Score: Raw -1485274.134287 + Penalty 1829.707042 = -1483444.427245 nChanged 1098 SP:Iteration 5F (3937.391680 sec): 3 clusters Score: Raw -1486083.808046 + Penalty 1829.707042 = -1484254.101004 nChanged 1087 SP:Iteration 6F (3937.450120 sec): 3 clusters Score: Raw -1486928.272739 + Penalty 1829.707042 = -1485098.565697 nChanged 946 SP:Iteration 7F (3937.509219 sec): 3 clusters Score: Raw -1487635.258097 + Penalty 1829.707042 = -1485805.551055 nChanged 722 SP:Iteration 8Q (3937.568552 sec): 3 clusters Score: Raw -1488189.100303 + Penalty 1829.707042 = -1486359.393262 nChanged 579 SP:Iteration 9Q (3937.627654 sec): 3 clusters Score: Raw -1488565.315994 + Penalty 1829.707042 = -1486735.608952 nChanged 400 SP:Iteration 10Q (3937.697245 sec): 3 clusters Score: Raw -1488786.067434 + Penalty 1829.707042 = -1486956.360392 nChanged 326 SP:Iteration 11Q (3937.753847 sec): 3 clusters Score: Raw -1488928.322082 + Penalty 1829.707042 = -1487098.615040 nChanged 240 SP:Iteration 12Q (3937.815382 sec): 3 clusters Score: Raw -1489031.317318 + Penalty 1829.707042 = -1487201.610277 nChanged 182 SP:Iteration 13Q (3937.887960 sec): 3 clusters Score: Raw -1489082.352645 + Penalty 1829.707042 = -1487252.645604 nChanged 115 SP:Iteration 14Q (3937.955691 sec): 3 clusters Score: Raw -1489110.268658 + Penalty 1829.707042 = -1487280.561616 nChanged 91 SP:Iteration 15Q (3938.018888 sec): 3 clusters Score: Raw -1489130.375345 + Penalty 1829.707042 = -1487300.668303 nChanged 93 SP:Iteration 16Q (3938.074745 sec): 3 clusters Score: Raw -1489150.911499 + Penalty 1829.707042 = -1487321.204457 nChanged 88 SP:Iteration 17Q (3938.129870 sec): 3 clusters Score: Raw -1489170.577420 + Penalty 1829.707042 = -1487340.870378 nChanged 87 SP:Iteration 18Q (3938.192925 sec): 3 clusters Score: Raw -1489189.796501 + Penalty 1829.707042 = -1487360.089459 nChanged 68 SP:Iteration 19Q (3938.256870 sec): 3 clusters Score: Raw -1489204.065058 + Penalty 1829.707042 = -1487374.358016 nChanged 63 SP:Iteration 20F (3938.326128 sec): 3 clusters Score: Raw -1489213.022050 + Penalty 1829.707042 = -1487383.315008 nChanged 51 SP:Iteration 21Q (3938.388648 sec): 3 clusters Score: Raw -1489221.735986 + Penalty 1829.707042 = -1487392.028945 nChanged 54 SP:Iteration 22Q (3938.445038 sec): 3 clusters Score: Raw -1489229.589005 + Penalty 1829.707042 = -1487399.881964 nChanged 37 SP:Iteration 23Q (3938.512282 sec): 3 clusters Score: Raw -1489234.636487 + Penalty 1829.707042 = -1487404.929446 nChanged 38 SP:Iteration 24Q (3938.580536 sec): 3 clusters Score: Raw -1489240.044100 + Penalty 1829.707042 = -1487410.337058 nChanged 36 SP:Iteration 25Q (3938.642086 sec): 3 clusters Score: Raw -1489245.186427 + Penalty 1829.707042 = -1487415.479386 nChanged 32 SP:Iteration 26Q (3938.699197 sec): 3 clusters Score: Raw -1489248.931659 + Penalty 1829.707042 = -1487419.224617 nChanged 22 SP:Iteration 27Q (3938.762219 sec): 3 clusters Score: Raw -1489251.785962 + Penalty 1829.707042 = -1487422.078920 nChanged 21 SP:Iteration 28Q (3938.811981 sec): 3 clusters Score: Raw -1489254.260954 + Penalty 1829.707042 = -1487424.553912 nChanged 24 SP:Iteration 29Q (3938.879468 sec): 3 clusters Score: Raw -1489256.708806 + Penalty 1829.707042 = -1487427.001764 nChanged 17 SP:Iteration 30Q (3938.950034 sec): 3 clusters Score: Raw -1489257.926034 + Penalty 1829.707042 = -1487428.218992 nChanged 9 SP:Iteration 31Q (3939.015197 sec): 3 clusters Score: Raw -1489258.366443 + Penalty 1829.707042 = -1487428.659401 nChanged 3 SP:Iteration 32Q (3939.071940 sec): 3 clusters Score: Raw -1489258.585166 + Penalty 1829.707042 = -1487428.878124 nChanged 2 SP:Iteration 33Q (3939.135089 sec): 3 clusters Score: Raw -1489258.671459 + Penalty 1829.707042 = -1487428.964417 nChanged 2 SP:Iteration 34Q (3939.190978 sec): 3 clusters Score: Raw -1489258.719755 + Penalty 1829.707042 = -1487429.012713 nChanged 2 SP:Iteration 35Q (3939.259039 sec): 3 clusters Score: Raw -1489258.831745 + Penalty 1829.707042 = -1487429.124703 nChanged 4 SP:Iteration 36Q (3939.316642 sec): 3 clusters Score: Raw -1489259.073651 + Penalty 1829.707042 = -1487429.366609 nChanged 2 SP:Iteration 37Q (3939.381834 sec): 3 clusters Score: Raw -1489259.167918 + Penalty 1829.707042 = -1487429.460876 nChanged 1 SP:Iteration 38Q (3939.435153 sec): 3 clusters Score: Raw -1489259.220283 + Penalty 1829.707042 = -1487429.513241 nChanged 0 SP:Iteration 39F (3939.500214 sec): 3 clusters Score: Raw -1489259.220283 + Penalty 1829.707042 = -1487429.513241 nChanged 0 Trying to split cluster 26 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3939.524108 sec): 2 clusters Score: Raw -321466.276731 + Penalty 771.399414 = -320694.877317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3939.567148 sec): 3 clusters Score: Raw -319667.404450 + Penalty 1542.798827 = -318124.605623 nChanged 1400 SP:Iteration 1F (3939.614109 sec): 3 clusters Score: Raw -320510.934939 + Penalty 1542.798827 = -318968.136112 nChanged 266 SP:Iteration 2F (3939.663327 sec): 3 clusters Score: Raw -320688.587938 + Penalty 1542.798827 = -319145.789111 nChanged 229 SP:Iteration 3F (3939.700007 sec): 3 clusters Score: Raw -320830.341751 + Penalty 1542.798827 = -319287.542924 nChanged 178 SP:Iteration 4F (3939.744719 sec): 3 clusters Score: Raw -320938.074439 + Penalty 1542.798827 = -319395.275612 nChanged 145 SP:Iteration 5Q (3939.789982 sec): 3 clusters Score: Raw -321023.420389 + Penalty 1542.798827 = -319480.621561 nChanged 133 SP:Iteration 6Q (3939.839420 sec): 3 clusters Score: Raw -321102.570997 + Penalty 1542.798827 = -319559.772170 nChanged 120 SP:Iteration 7Q (3939.892691 sec): 3 clusters Score: Raw -321163.481918 + Penalty 1542.798827 = -319620.683090 nChanged 89 SP:Iteration 8Q (3939.932228 sec): 3 clusters Score: Raw -321204.625520 + Penalty 1542.798827 = -319661.826693 nChanged 74 SP:Iteration 9Q (3939.983172 sec): 3 clusters Score: Raw -321247.544432 + Penalty 1542.798827 = -319704.745605 nChanged 62 SP:Iteration 10Q (3940.033410 sec): 3 clusters Score: Raw -321273.305520 + Penalty 1542.798827 = -319730.506692 nChanged 48 SP:Iteration 11Q (3940.073060 sec): 3 clusters Score: Raw -321293.373318 + Penalty 1542.798827 = -319750.574491 nChanged 48 SP:Iteration 12Q (3940.124146 sec): 3 clusters Score: Raw -321308.971953 + Penalty 1542.798827 = -319766.173125 nChanged 38 SP:Iteration 13Q (3940.167393 sec): 3 clusters Score: Raw -321322.078798 + Penalty 1542.798827 = -319779.279971 nChanged 30 SP:Iteration 14Q (3940.217474 sec): 3 clusters Score: Raw -321332.615509 + Penalty 1542.798827 = -319789.816682 nChanged 30 SP:Iteration 15Q (3940.258413 sec): 3 clusters Score: Raw -321339.383954 + Penalty 1542.798827 = -319796.585126 nChanged 16 SP:Iteration 16Q (3940.304428 sec): 3 clusters Score: Raw -321343.646078 + Penalty 1542.798827 = -319800.847251 nChanged 15 SP:Iteration 17Q (3940.356025 sec): 3 clusters Score: Raw -321348.346696 + Penalty 1542.798827 = -319805.547869 nChanged 22 SP:Iteration 18Q (3940.403250 sec): 3 clusters Score: Raw -321356.714374 + Penalty 1542.798827 = -319813.915547 nChanged 22 SP:Iteration 19Q (3940.450858 sec): 3 clusters Score: Raw -321364.948129 + Penalty 1542.798827 = -319822.149302 nChanged 18 SP:Iteration 20F (3940.500046 sec): 3 clusters Score: Raw -321370.624016 + Penalty 1542.798827 = -319827.825189 nChanged 18 SP:Iteration 21Q (3940.537938 sec): 3 clusters Score: Raw -321375.514962 + Penalty 1542.798827 = -319832.716135 nChanged 14 SP:Iteration 22Q (3940.590722 sec): 3 clusters Score: Raw -321380.985526 + Penalty 1542.798827 = -319838.186699 nChanged 13 SP:Iteration 23Q (3940.628070 sec): 3 clusters Score: Raw -321384.476500 + Penalty 1542.798827 = -319841.677673 nChanged 15 SP:Iteration 24Q (3940.692231 sec): 3 clusters Score: Raw -321388.895490 + Penalty 1542.798827 = -319846.096662 nChanged 10 SP:Iteration 25Q (3940.742964 sec): 3 clusters Score: Raw -321390.942501 + Penalty 1542.798827 = -319848.143674 nChanged 7 SP:Iteration 26Q (3940.796873 sec): 3 clusters Score: Raw -321392.769075 + Penalty 1542.798827 = -319849.970247 nChanged 7 SP:Iteration 27Q (3940.848978 sec): 3 clusters Score: Raw -321394.594470 + Penalty 1542.798827 = -319851.795643 nChanged 7 SP:Iteration 28Q (3940.883811 sec): 3 clusters Score: Raw -321396.199830 + Penalty 1542.798827 = -319853.401003 nChanged 5 SP:Iteration 29Q (3940.923449 sec): 3 clusters Score: Raw -321396.846168 + Penalty 1542.798827 = -319854.047341 nChanged 3 SP:Iteration 30Q (3940.974844 sec): 3 clusters Score: Raw -321397.062930 + Penalty 1542.798827 = -319854.264103 nChanged 1 SP:Iteration 31Q (3941.020982 sec): 3 clusters Score: Raw -321397.142409 + Penalty 1542.798827 = -319854.343582 nChanged 3 SP:Iteration 32Q (3941.057791 sec): 3 clusters Score: Raw -321397.489987 + Penalty 1542.798827 = -319854.691160 nChanged 2 SP:Iteration 33Q (3941.105379 sec): 3 clusters Score: Raw -321397.696463 + Penalty 1542.798827 = -319854.897636 nChanged 0 SP:Iteration 34F (3941.153084 sec): 3 clusters Score: Raw -321397.696463 + Penalty 1542.798827 = -319854.897636 nChanged 0 Trying to split cluster 27 (57368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3941.246712 sec): 2 clusters Score: Raw -5713342.786542 + Penalty 1040.937984 = -5712301.848558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3941.366094 sec): 3 clusters Score: Raw -5675930.574225 + Penalty 2081.875968 = -5673848.698257 nChanged 27480 SP:Iteration 1F (3941.479969 sec): 3 clusters Score: Raw -5691746.746207 + Penalty 2081.875968 = -5689664.870239 nChanged 2063 SP:Iteration 2Q (3941.614654 sec): 3 clusters Score: Raw -5692317.524277 + Penalty 2081.875968 = -5690235.648310 nChanged 2209 SP:Iteration 3Q (3941.740543 sec): 3 clusters Score: Raw -5693016.072740 + Penalty 2081.875968 = -5690934.196773 nChanged 2498 SP:Iteration 4Q (3941.859797 sec): 3 clusters Score: Raw -5693949.523705 + Penalty 2081.875968 = -5691867.647737 nChanged 2844 SP:Iteration 5Q (3941.974804 sec): 3 clusters Score: Raw -5695216.985022 + Penalty 2081.875968 = -5693135.109054 nChanged 3217 SP:Iteration 6F (3942.099505 sec): 3 clusters Score: Raw -5696966.344552 + Penalty 2081.875968 = -5694884.468584 nChanged 3511 SP:Iteration 7F (3942.224431 sec): 3 clusters Score: Raw -5699350.359752 + Penalty 2081.875968 = -5697268.483784 nChanged 3596 SP:Iteration 8F (3942.340203 sec): 3 clusters Score: Raw -5702451.107614 + Penalty 2081.875968 = -5700369.231647 nChanged 3327 SP:Iteration 9F (3942.454669 sec): 3 clusters Score: Raw -5705552.584244 + Penalty 2081.875968 = -5703470.708276 nChanged 2487 SP:Iteration 10Q (3942.571722 sec): 3 clusters Score: Raw -5707536.491218 + Penalty 2081.875968 = -5705454.615251 nChanged 1733 SP:Iteration 11Q (3942.681776 sec): 3 clusters Score: Raw -5708554.383767 + Penalty 2081.875968 = -5706472.507799 nChanged 1270 SP:Iteration 12Q (3942.792222 sec): 3 clusters Score: Raw -5709178.496498 + Penalty 2081.875968 = -5707096.620530 nChanged 1110 SP:Iteration 13Q (3942.893774 sec): 3 clusters Score: Raw -5709734.550032 + Penalty 2081.875968 = -5707652.674064 nChanged 1021 SP:Iteration 14Q (3943.013761 sec): 3 clusters Score: Raw -5710244.704395 + Penalty 2081.875968 = -5708162.828427 nChanged 979 SP:Iteration 15Q (3943.122250 sec): 3 clusters Score: Raw -5710756.401359 + Penalty 2081.875968 = -5708674.525391 nChanged 898 SP:Iteration 16Q (3943.230215 sec): 3 clusters Score: Raw -5711221.882314 + Penalty 2081.875968 = -5709140.006346 nChanged 769 SP:Iteration 17Q (3943.338439 sec): 3 clusters Score: Raw -5711604.815442 + Penalty 2081.875968 = -5709522.939474 nChanged 683 SP:Iteration 18Q (3943.457178 sec): 3 clusters Score: Raw -5711953.435457 + Penalty 2081.875968 = -5709871.559490 nChanged 597 SP:Iteration 19Q (3943.568766 sec): 3 clusters Score: Raw -5712244.437009 + Penalty 2081.875968 = -5710162.561041 nChanged 536 SP:Iteration 20F (3943.686554 sec): 3 clusters Score: Raw -5712517.749701 + Penalty 2081.875968 = -5710435.873733 nChanged 483 SP:Iteration 21Q (3943.792195 sec): 3 clusters Score: Raw -5712766.507883 + Penalty 2081.875968 = -5710684.631916 nChanged 382 SP:Iteration 22Q (3943.908916 sec): 3 clusters Score: Raw -5712956.579845 + Penalty 2081.875968 = -5710874.703878 nChanged 294 SP:Iteration 23Q (3944.018162 sec): 3 clusters Score: Raw -5713089.719357 + Penalty 2081.875968 = -5711007.843389 nChanged 235 SP:Iteration 24Q (3944.115224 sec): 3 clusters Score: Raw -5713187.474240 + Penalty 2081.875968 = -5711105.598272 nChanged 176 SP:Iteration 25Q (3944.221834 sec): 3 clusters Score: Raw -5713253.340393 + Penalty 2081.875968 = -5711171.464425 nChanged 133 SP:Iteration 26Q (3944.321005 sec): 3 clusters Score: Raw -5713299.351001 + Penalty 2081.875968 = -5711217.475033 nChanged 115 SP:Iteration 27Q (3944.431036 sec): 3 clusters Score: Raw -5713343.869086 + Penalty 2081.875968 = -5711261.993118 nChanged 104 SP:Iteration 28Q (3944.524646 sec): 3 clusters Score: Raw -5713383.066610 + Penalty 2081.875968 = -5711301.190642 nChanged 76 SP:Iteration 29Q (3944.635424 sec): 3 clusters Score: Raw -5713408.564972 + Penalty 2081.875968 = -5711326.689004 nChanged 81 SP:Iteration 30Q (3944.738803 sec): 3 clusters Score: Raw -5713438.978468 + Penalty 2081.875968 = -5711357.102500 nChanged 59 SP:Iteration 31Q (3944.842765 sec): 3 clusters Score: Raw -5713460.301967 + Penalty 2081.875968 = -5711378.425999 nChanged 56 SP:Iteration 32Q (3944.944946 sec): 3 clusters Score: Raw -5713475.380452 + Penalty 2081.875968 = -5711393.504484 nChanged 36 SP:Iteration 33Q (3945.044501 sec): 3 clusters Score: Raw -5713484.996984 + Penalty 2081.875968 = -5711403.121017 nChanged 32 SP:Iteration 34Q (3945.150010 sec): 3 clusters Score: Raw -5713493.624630 + Penalty 2081.875968 = -5711411.748662 nChanged 24 SP:Iteration 35Q (3945.245050 sec): 3 clusters Score: Raw -5713500.039388 + Penalty 2081.875968 = -5711418.163420 nChanged 18 SP:Iteration 36Q (3945.357976 sec): 3 clusters Score: Raw -5713505.958413 + Penalty 2081.875968 = -5711424.082445 nChanged 27 SP:Iteration 37Q (3945.455267 sec): 3 clusters Score: Raw -5713512.137360 + Penalty 2081.875968 = -5711430.261393 nChanged 22 SP:Iteration 38Q (3945.555902 sec): 3 clusters Score: Raw -5713517.565650 + Penalty 2081.875968 = -5711435.689682 nChanged 17 SP:Iteration 39Q (3945.658393 sec): 3 clusters Score: Raw -5713522.149144 + Penalty 2081.875968 = -5711440.273177 nChanged 19 SP:Iteration 40F (3945.774127 sec): 3 clusters Score: Raw -5713527.245974 + Penalty 2081.875968 = -5711445.370007 nChanged 13 SP:Iteration 41Q (3945.874861 sec): 3 clusters Score: Raw -5713529.730309 + Penalty 2081.875968 = -5711447.854341 nChanged 11 SP:Iteration 42Q (3945.982859 sec): 3 clusters Score: Raw -5713533.442077 + Penalty 2081.875968 = -5711451.566109 nChanged 13 SP:Iteration 43Q (3946.082945 sec): 3 clusters Score: Raw -5713537.070419 + Penalty 2081.875968 = -5711455.194451 nChanged 10 SP:Iteration 44Q (3946.180640 sec): 3 clusters Score: Raw -5713540.659639 + Penalty 2081.875968 = -5711458.783671 nChanged 16 SP:Iteration 45Q (3946.282885 sec): 3 clusters Score: Raw -5713546.273447 + Penalty 2081.875968 = -5711464.397479 nChanged 16 SP:Iteration 46Q (3946.389772 sec): 3 clusters Score: Raw -5713551.575089 + Penalty 2081.875968 = -5711469.699121 nChanged 15 SP:Iteration 47Q (3946.494445 sec): 3 clusters Score: Raw -5713556.023371 + Penalty 2081.875968 = -5711474.147403 nChanged 12 SP:Iteration 48Q (3946.599503 sec): 3 clusters Score: Raw -5713561.711839 + Penalty 2081.875968 = -5711479.835871 nChanged 11 SP:Iteration 49Q (3946.704425 sec): 3 clusters Score: Raw -5713565.110526 + Penalty 2081.875968 = -5711483.234559 nChanged 16 SP:Iteration 50Q (3946.804155 sec): 3 clusters Score: Raw -5713571.181687 + Penalty 2081.875968 = -5711489.305720 nChanged 13 SP:Iteration 51Q (3946.908059 sec): 3 clusters Score: Raw -5713576.069234 + Penalty 2081.875968 = -5711494.193266 nChanged 17 SP:Iteration 52Q (3947.008904 sec): 3 clusters Score: Raw -5713581.676538 + Penalty 2081.875968 = -5711499.800570 nChanged 12 SP:Iteration 53Q (3947.111520 sec): 3 clusters Score: Raw -5713585.183705 + Penalty 2081.875968 = -5711503.307737 nChanged 4 SP:Iteration 54Q (3947.213050 sec): 3 clusters Score: Raw -5713586.207211 + Penalty 2081.875968 = -5711504.331243 nChanged 1 SP:Iteration 55Q (3947.305200 sec): 3 clusters Score: Raw -5713586.370770 + Penalty 2081.875968 = -5711504.494802 nChanged 1 SP:Iteration 56Q (3947.415148 sec): 3 clusters Score: Raw -5713586.621818 + Penalty 2081.875968 = -5711504.745850 nChanged 2 SP:Iteration 57Q (3947.514893 sec): 3 clusters Score: Raw -5713587.240199 + Penalty 2081.875968 = -5711505.364231 nChanged 4 SP:Iteration 58Q (3947.617257 sec): 3 clusters Score: Raw -5713588.631287 + Penalty 2081.875968 = -5711506.755319 nChanged 6 SP:Iteration 59Q (3947.714755 sec): 3 clusters Score: Raw -5713590.494095 + Penalty 2081.875968 = -5711508.618128 nChanged 7 SP:Iteration 60F (3947.821495 sec): 3 clusters Score: Raw -5713593.299359 + Penalty 2081.875968 = -5711511.423392 nChanged 6 SP:Iteration 61Q (3947.918807 sec): 3 clusters Score: Raw -5713595.920384 + Penalty 2081.875968 = -5711514.044417 nChanged 6 SP:Iteration 62Q (3948.015404 sec): 3 clusters Score: Raw -5713599.069081 + Penalty 2081.875968 = -5711517.193113 nChanged 5 SP:Iteration 63Q (3948.117761 sec): 3 clusters Score: Raw -5713600.954397 + Penalty 2081.875968 = -5711519.078430 nChanged 6 SP:Iteration 64Q (3948.213497 sec): 3 clusters Score: Raw -5713602.809426 + Penalty 2081.875968 = -5711520.933458 nChanged 2 SP:Iteration 65Q (3948.321473 sec): 3 clusters Score: Raw -5713603.313262 + Penalty 2081.875968 = -5711521.437294 nChanged 1 SP:Iteration 66Q (3948.410509 sec): 3 clusters Score: Raw -5713603.480375 + Penalty 2081.875968 = -5711521.604407 nChanged 1 SP:Iteration 67Q (3948.511555 sec): 3 clusters Score: Raw -5713603.663399 + Penalty 2081.875968 = -5711521.787431 nChanged 0 SP:Iteration 68F (3948.629680 sec): 3 clusters Score: Raw -5713603.663399 + Penalty 2081.875968 = -5711521.787431 nChanged 0 Trying to split cluster 28 (1450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3948.659708 sec): 2 clusters Score: Raw -127113.198729 + Penalty 691.535289 = -126421.663439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3948.697598 sec): 3 clusters Score: Raw -126445.536420 + Penalty 1383.070579 = -125062.465841 nChanged 567 SP:Iteration 1F (3948.753317 sec): 3 clusters Score: Raw -126865.729134 + Penalty 1383.070579 = -125482.658555 nChanged 133 SP:Iteration 2F (3948.790083 sec): 3 clusters Score: Raw -126987.133462 + Penalty 1383.070579 = -125604.062884 nChanged 99 SP:Iteration 3F (3948.835729 sec): 3 clusters Score: Raw -127070.966152 + Penalty 1383.070579 = -125687.895573 nChanged 77 SP:Iteration 4F (3948.890117 sec): 3 clusters Score: Raw -127148.867248 + Penalty 1383.070579 = -125765.796669 nChanged 59 SP:Iteration 5Q (3948.932398 sec): 3 clusters Score: Raw -127194.791778 + Penalty 1383.070579 = -125811.721199 nChanged 41 SP:Iteration 6Q (3948.975950 sec): 3 clusters Score: Raw -127224.460908 + Penalty 1383.070579 = -125841.390329 nChanged 34 SP:Iteration 7Q (3949.015117 sec): 3 clusters Score: Raw -127250.577686 + Penalty 1383.070579 = -125867.507107 nChanged 25 SP:Iteration 8Q (3949.054082 sec): 3 clusters Score: Raw -127269.498699 + Penalty 1383.070579 = -125886.428120 nChanged 19 SP:Iteration 9Q (3949.098795 sec): 3 clusters Score: Raw -127288.341280 + Penalty 1383.070579 = -125905.270701 nChanged 17 SP:Iteration 10Q (3949.138353 sec): 3 clusters Score: Raw -127300.155309 + Penalty 1383.070579 = -125917.084730 nChanged 13 SP:Iteration 11Q (3949.187058 sec): 3 clusters Score: Raw -127310.641663 + Penalty 1383.070579 = -125927.571085 nChanged 7 SP:Iteration 12Q (3949.228261 sec): 3 clusters Score: Raw -127320.899923 + Penalty 1383.070579 = -125937.829344 nChanged 9 SP:Iteration 13Q (3949.272218 sec): 3 clusters Score: Raw -127325.682414 + Penalty 1383.070579 = -125942.611835 nChanged 6 SP:Iteration 14Q (3949.319627 sec): 3 clusters Score: Raw -127329.813281 + Penalty 1383.070579 = -125946.742702 nChanged 6 SP:Iteration 15Q (3949.362323 sec): 3 clusters Score: Raw -127332.947716 + Penalty 1383.070579 = -125949.877137 nChanged 3 SP:Iteration 16Q (3949.409860 sec): 3 clusters Score: Raw -127337.375690 + Penalty 1383.070579 = -125954.305111 nChanged 4 SP:Iteration 17Q (3949.460571 sec): 3 clusters Score: Raw -127338.986512 + Penalty 1383.070579 = -125955.915933 nChanged 2 SP:Iteration 18Q (3949.504121 sec): 3 clusters Score: Raw -127339.837500 + Penalty 1383.070579 = -125956.766922 nChanged 1 SP:Iteration 19Q (3949.547006 sec): 3 clusters Score: Raw -127340.333419 + Penalty 1383.070579 = -125957.262840 nChanged 2 SP:Iteration 20F (3949.589783 sec): 3 clusters Score: Raw -127341.499646 + Penalty 1383.070579 = -125958.429068 nChanged 1 SP:Iteration 21Q (3949.637379 sec): 3 clusters Score: Raw -127341.625238 + Penalty 1383.070579 = -125958.554659 nChanged 1 SP:Iteration 22Q (3949.684081 sec): 3 clusters Score: Raw -127341.899139 + Penalty 1383.070579 = -125958.828561 nChanged 0 SP:Iteration 23F (3949.715319 sec): 3 clusters Score: Raw -127341.899139 + Penalty 1383.070579 = -125958.828561 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3949.740075 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3949.776855 sec): 3 clusters Score: Raw -7837.986688 + Penalty 992.891868 = -6845.094820 nChanged 48 SP:Iteration 1F (3949.809082 sec): 3 clusters Score: Raw -7975.560826 + Penalty 992.891868 = -6982.668958 nChanged 10 SP:Iteration 2F (3949.861050 sec): 3 clusters Score: Raw -8072.361898 + Penalty 992.891868 = -7079.470030 nChanged 6 SP:Iteration 3Q (3949.896435 sec): 3 clusters Score: Raw -8114.627858 + Penalty 992.891868 = -7121.735990 nChanged 0 SP:Iteration 4F (3949.940112 sec): 3 clusters Score: Raw -8114.627858 + Penalty 992.891868 = -7121.735990 nChanged 0 Trying to split cluster 30 (9048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3949.981174 sec): 2 clusters Score: Raw -841571.332314 + Penalty 865.478407 = -840705.853907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3950.030261 sec): 3 clusters Score: Raw -836238.845776 + Penalty 1730.956813 = -834507.888963 nChanged 4055 SP:Iteration 1F (3950.088360 sec): 3 clusters Score: Raw -838528.239158 + Penalty 1730.956813 = -836797.282345 nChanged 549 SP:Iteration 2F (3950.149694 sec): 3 clusters Score: Raw -838818.449773 + Penalty 1730.956813 = -837087.492960 nChanged 523 SP:Iteration 3F (3950.205174 sec): 3 clusters Score: Raw -839146.450919 + Penalty 1730.956813 = -837415.494106 nChanged 516 SP:Iteration 4F (3950.251111 sec): 3 clusters Score: Raw -839523.535744 + Penalty 1730.956813 = -837792.578931 nChanged 518 SP:Iteration 5F (3950.303882 sec): 3 clusters Score: Raw -839928.175471 + Penalty 1730.956813 = -838197.218657 nChanged 488 SP:Iteration 6F (3950.353295 sec): 3 clusters Score: Raw -840320.378525 + Penalty 1730.956813 = -838589.421711 nChanged 425 SP:Iteration 7Q (3950.408950 sec): 3 clusters Score: Raw -840631.344757 + Penalty 1730.956813 = -838900.387944 nChanged 353 SP:Iteration 8Q (3950.456236 sec): 3 clusters Score: Raw -840873.279019 + Penalty 1730.956813 = -839142.322205 nChanged 271 SP:Iteration 9Q (3950.508074 sec): 3 clusters Score: Raw -841054.116667 + Penalty 1730.956813 = -839323.159853 nChanged 237 SP:Iteration 10Q (3950.562739 sec): 3 clusters Score: Raw -841210.184571 + Penalty 1730.956813 = -839479.227757 nChanged 199 SP:Iteration 11Q (3950.617762 sec): 3 clusters Score: Raw -841323.263577 + Penalty 1730.956813 = -839592.306763 nChanged 149 SP:Iteration 12Q (3950.673639 sec): 3 clusters Score: Raw -841407.466498 + Penalty 1730.956813 = -839676.509684 nChanged 110 SP:Iteration 13Q (3950.735160 sec): 3 clusters Score: Raw -841465.021469 + Penalty 1730.956813 = -839734.064656 nChanged 84 SP:Iteration 14Q (3950.783853 sec): 3 clusters Score: Raw -841504.552006 + Penalty 1730.956813 = -839773.595192 nChanged 74 SP:Iteration 15Q (3950.831181 sec): 3 clusters Score: Raw -841534.475158 + Penalty 1730.956813 = -839803.518344 nChanged 55 SP:Iteration 16Q (3950.893457 sec): 3 clusters Score: Raw -841561.523470 + Penalty 1730.956813 = -839830.566657 nChanged 51 SP:Iteration 17Q (3950.936382 sec): 3 clusters Score: Raw -841594.209728 + Penalty 1730.956813 = -839863.252915 nChanged 58 SP:Iteration 18Q (3950.993075 sec): 3 clusters Score: Raw -841629.486633 + Penalty 1730.956813 = -839898.529820 nChanged 48 SP:Iteration 19Q (3951.055035 sec): 3 clusters Score: Raw -841662.819891 + Penalty 1730.956813 = -839931.863077 nChanged 39 SP:Iteration 20F (3951.108981 sec): 3 clusters Score: Raw -841686.059620 + Penalty 1730.956813 = -839955.102807 nChanged 29 SP:Iteration 21Q (3951.158064 sec): 3 clusters Score: Raw -841696.744805 + Penalty 1730.956813 = -839965.787991 nChanged 17 SP:Iteration 22Q (3951.216864 sec): 3 clusters Score: Raw -841707.964270 + Penalty 1730.956813 = -839977.007456 nChanged 17 SP:Iteration 23Q (3951.259745 sec): 3 clusters Score: Raw -841717.920974 + Penalty 1730.956813 = -839986.964161 nChanged 7 SP:Iteration 24Q (3951.306811 sec): 3 clusters Score: Raw -841720.614047 + Penalty 1730.956813 = -839989.657234 nChanged 6 SP:Iteration 25Q (3951.366432 sec): 3 clusters Score: Raw -841724.456545 + Penalty 1730.956813 = -839993.499732 nChanged 7 SP:Iteration 26Q (3951.409661 sec): 3 clusters Score: Raw -841726.946666 + Penalty 1730.956813 = -839995.989853 nChanged 3 SP:Iteration 27Q (3951.472973 sec): 3 clusters Score: Raw -841727.618076 + Penalty 1730.956813 = -839996.661263 nChanged 0 SP:Iteration 28F (3951.521045 sec): 3 clusters Score: Raw -841727.618076 + Penalty 1730.956813 = -839996.661263 nChanged 0 Trying to split cluster 31 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3951.551146 sec): 2 clusters Score: Raw -14770.873430 + Penalty 503.813966 = -14267.059464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3951.599323 sec): 3 clusters Score: Raw -14815.580187 + Penalty 1007.627933 = -13807.952255 nChanged 34 SP:Iteration 1F (3951.628645 sec): 3 clusters Score: Raw -14872.500110 + Penalty 1007.627933 = -13864.872178 nChanged 14 SP:Iteration 2F (3951.686240 sec): 3 clusters Score: Raw -14911.388012 + Penalty 1007.627933 = -13903.760080 nChanged 9 SP:Iteration 3Q (3951.727571 sec): 3 clusters Score: Raw -14930.778005 + Penalty 1007.627933 = -13923.150072 nChanged 5 SP:Iteration 4Q (3951.764042 sec): 3 clusters Score: Raw -14945.773219 + Penalty 1007.627933 = -13938.145286 nChanged 3 SP:Iteration 5Q (3951.811601 sec): 3 clusters Score: Raw -14955.969723 + Penalty 1007.627933 = -13948.341790 nChanged 2 SP:Iteration 6Q (3951.855319 sec): 3 clusters Score: Raw -14962.589907 + Penalty 1007.627933 = -13954.961974 nChanged 1 SP:Iteration 7Q (3951.907459 sec): 3 clusters Score: Raw -14965.541849 + Penalty 1007.627933 = -13957.913916 nChanged 2 SP:Iteration 8Q (3951.939752 sec): 3 clusters Score: Raw -14966.956321 + Penalty 1007.627933 = -13959.328388 nChanged 0 SP:Iteration 9F (3951.977836 sec): 3 clusters Score: Raw -14966.956321 + Penalty 1007.627933 = -13959.328388 nChanged 0 Trying to split cluster 32 (4343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3952.004767 sec): 2 clusters Score: Raw -416374.206035 + Penalty 795.750460 = -415578.455575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3952.047241 sec): 3 clusters Score: Raw -413943.831682 + Penalty 1591.500920 = -412352.330762 nChanged 1848 SP:Iteration 1F (3952.094320 sec): 3 clusters Score: Raw -414984.392849 + Penalty 1591.500920 = -413392.891929 nChanged 296 SP:Iteration 2F (3952.140937 sec): 3 clusters Score: Raw -415136.349911 + Penalty 1591.500920 = -413544.848991 nChanged 246 SP:Iteration 3F (3952.191154 sec): 3 clusters Score: Raw -415249.315436 + Penalty 1591.500920 = -413657.814516 nChanged 187 SP:Iteration 4Q (3952.231432 sec): 3 clusters Score: Raw -415320.450374 + Penalty 1591.500920 = -413728.949454 nChanged 166 SP:Iteration 5Q (3952.284141 sec): 3 clusters Score: Raw -415401.385698 + Penalty 1591.500920 = -413809.884778 nChanged 192 SP:Iteration 6Q (3952.332696 sec): 3 clusters Score: Raw -415519.922352 + Penalty 1591.500920 = -413928.421432 nChanged 210 SP:Iteration 7Q (3952.367082 sec): 3 clusters Score: Raw -415660.249231 + Penalty 1591.500920 = -414068.748311 nChanged 203 SP:Iteration 8Q (3952.409461 sec): 3 clusters Score: Raw -415814.434090 + Penalty 1591.500920 = -414222.933170 nChanged 196 SP:Iteration 9Q (3952.454096 sec): 3 clusters Score: Raw -415964.759540 + Penalty 1591.500920 = -414373.258619 nChanged 157 SP:Iteration 10Q (3952.502410 sec): 3 clusters Score: Raw -416076.695375 + Penalty 1591.500920 = -414485.194455 nChanged 126 SP:Iteration 11Q (3952.552714 sec): 3 clusters Score: Raw -416173.194811 + Penalty 1591.500920 = -414581.693891 nChanged 107 SP:Iteration 12Q (3952.591650 sec): 3 clusters Score: Raw -416266.795457 + Penalty 1591.500920 = -414675.294537 nChanged 101 SP:Iteration 13Q (3952.650163 sec): 3 clusters Score: Raw -416337.005992 + Penalty 1591.500920 = -414745.505071 nChanged 57 SP:Iteration 14Q (3952.682986 sec): 3 clusters Score: Raw -416379.207771 + Penalty 1591.500920 = -414787.706851 nChanged 40 SP:Iteration 15Q (3952.726845 sec): 3 clusters Score: Raw -416419.463933 + Penalty 1591.500920 = -414827.963013 nChanged 43 SP:Iteration 16Q (3952.785893 sec): 3 clusters Score: Raw -416451.265172 + Penalty 1591.500920 = -414859.764252 nChanged 38 SP:Iteration 17Q (3952.835351 sec): 3 clusters Score: Raw -416477.348298 + Penalty 1591.500920 = -414885.847378 nChanged 22 SP:Iteration 18Q (3952.881236 sec): 3 clusters Score: Raw -416493.176905 + Penalty 1591.500920 = -414901.675985 nChanged 16 SP:Iteration 19Q (3952.936713 sec): 3 clusters Score: Raw -416502.066453 + Penalty 1591.500920 = -414910.565533 nChanged 10 SP:Iteration 20F (3952.989932 sec): 3 clusters Score: Raw -416507.700291 + Penalty 1591.500920 = -414916.199371 nChanged 7 SP:Iteration 21Q (3953.030751 sec): 3 clusters Score: Raw -416511.518192 + Penalty 1591.500920 = -414920.017272 nChanged 10 SP:Iteration 22Q (3953.083280 sec): 3 clusters Score: Raw -416516.334057 + Penalty 1591.500920 = -414924.833137 nChanged 9 SP:Iteration 23Q (3953.117488 sec): 3 clusters Score: Raw -416523.416292 + Penalty 1591.500920 = -414931.915371 nChanged 9 SP:Iteration 24Q (3953.169308 sec): 3 clusters Score: Raw -416526.834540 + Penalty 1591.500920 = -414935.333619 nChanged 11 SP:Iteration 25Q (3953.215937 sec): 3 clusters Score: Raw -416530.822302 + Penalty 1591.500920 = -414939.321382 nChanged 3 SP:Iteration 26Q (3953.269024 sec): 3 clusters Score: Raw -416531.763537 + Penalty 1591.500920 = -414940.262617 nChanged 4 SP:Iteration 27Q (3953.312266 sec): 3 clusters Score: Raw -416532.988287 + Penalty 1591.500920 = -414941.487367 nChanged 4 SP:Iteration 28Q (3953.367654 sec): 3 clusters Score: Raw -416534.094213 + Penalty 1591.500920 = -414942.593293 nChanged 2 SP:Iteration 29Q (3953.418785 sec): 3 clusters Score: Raw -416534.868968 + Penalty 1591.500920 = -414943.368047 nChanged 0 SP:Iteration 30F (3953.470238 sec): 3 clusters Score: Raw -416534.868968 + Penalty 1591.500920 = -414943.368047 nChanged 0 Trying to split cluster 33 (5955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3953.488508 sec): 2 clusters Score: Raw -478851.391189 + Penalty 825.738716 = -478025.652473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3953.540173 sec): 3 clusters Score: Raw -475539.382142 + Penalty 1651.477432 = -473887.904711 nChanged 2540 SP:Iteration 1F (3953.592560 sec): 3 clusters Score: Raw -476885.894808 + Penalty 1651.477432 = -475234.417377 nChanged 396 SP:Iteration 2F (3953.647843 sec): 3 clusters Score: Raw -477096.219162 + Penalty 1651.477432 = -475444.741730 nChanged 386 SP:Iteration 3F (3953.691384 sec): 3 clusters Score: Raw -477346.729248 + Penalty 1651.477432 = -475695.251816 nChanged 397 SP:Iteration 4F (3953.737984 sec): 3 clusters Score: Raw -477633.626021 + Penalty 1651.477432 = -475982.148589 nChanged 398 SP:Iteration 5F (3953.787530 sec): 3 clusters Score: Raw -477924.785508 + Penalty 1651.477432 = -476273.308077 nChanged 384 SP:Iteration 6F (3953.831943 sec): 3 clusters Score: Raw -478191.244555 + Penalty 1651.477432 = -476539.767123 nChanged 313 SP:Iteration 7F (3953.893946 sec): 3 clusters Score: Raw -478414.649028 + Penalty 1651.477432 = -476763.171596 nChanged 286 SP:Iteration 8Q (3953.946385 sec): 3 clusters Score: Raw -478592.636320 + Penalty 1651.477432 = -476941.158889 nChanged 244 SP:Iteration 9Q (3953.994597 sec): 3 clusters Score: Raw -478751.839933 + Penalty 1651.477432 = -477100.362501 nChanged 205 SP:Iteration 10Q (3954.035125 sec): 3 clusters Score: Raw -478867.576418 + Penalty 1651.477432 = -477216.098987 nChanged 146 SP:Iteration 11Q (3954.100742 sec): 3 clusters Score: Raw -478941.245069 + Penalty 1651.477432 = -477289.767638 nChanged 112 SP:Iteration 12Q (3954.142017 sec): 3 clusters Score: Raw -478988.570107 + Penalty 1651.477432 = -477337.092675 nChanged 98 SP:Iteration 13Q (3954.192552 sec): 3 clusters Score: Raw -479032.997095 + Penalty 1651.477432 = -477381.519663 nChanged 97 SP:Iteration 14Q (3954.247169 sec): 3 clusters Score: Raw -479080.027754 + Penalty 1651.477432 = -477428.550323 nChanged 72 SP:Iteration 15Q (3954.295109 sec): 3 clusters Score: Raw -479113.718908 + Penalty 1651.477432 = -477462.241477 nChanged 68 SP:Iteration 16Q (3954.345280 sec): 3 clusters Score: Raw -479141.717425 + Penalty 1651.477432 = -477490.239994 nChanged 56 SP:Iteration 17Q (3954.402222 sec): 3 clusters Score: Raw -479162.059329 + Penalty 1651.477432 = -477510.581897 nChanged 46 SP:Iteration 18Q (3954.445275 sec): 3 clusters Score: Raw -479179.842792 + Penalty 1651.477432 = -477528.365360 nChanged 35 SP:Iteration 19Q (3954.491244 sec): 3 clusters Score: Raw -479192.144673 + Penalty 1651.477432 = -477540.667241 nChanged 27 SP:Iteration 20F (3954.534842 sec): 3 clusters Score: Raw -479201.475442 + Penalty 1651.477432 = -477549.998010 nChanged 18 SP:Iteration 21Q (3954.584622 sec): 3 clusters Score: Raw -479207.458028 + Penalty 1651.477432 = -477555.980597 nChanged 21 SP:Iteration 22Q (3954.624562 sec): 3 clusters Score: Raw -479214.194283 + Penalty 1651.477432 = -477562.716851 nChanged 13 SP:Iteration 23Q (3954.683005 sec): 3 clusters Score: Raw -479219.812580 + Penalty 1651.477432 = -477568.335148 nChanged 15 SP:Iteration 24Q (3954.725530 sec): 3 clusters Score: Raw -479223.334698 + Penalty 1651.477432 = -477571.857266 nChanged 8 SP:Iteration 25Q (3954.772953 sec): 3 clusters Score: Raw -479226.268541 + Penalty 1651.477432 = -477574.791110 nChanged 7 SP:Iteration 26Q (3954.822878 sec): 3 clusters Score: Raw -479229.161706 + Penalty 1651.477432 = -477577.684275 nChanged 6 SP:Iteration 27Q (3954.879923 sec): 3 clusters Score: Raw -479230.563747 + Penalty 1651.477432 = -477579.086316 nChanged 2 SP:Iteration 28Q (3954.933411 sec): 3 clusters Score: Raw -479231.405289 + Penalty 1651.477432 = -477579.927857 nChanged 2 SP:Iteration 29Q (3954.981927 sec): 3 clusters Score: Raw -479232.163267 + Penalty 1651.477432 = -477580.685836 nChanged 2 SP:Iteration 30Q (3955.023459 sec): 3 clusters Score: Raw -479232.767083 + Penalty 1651.477432 = -477581.289652 nChanged 3 SP:Iteration 31Q (3955.085165 sec): 3 clusters Score: Raw -479233.580923 + Penalty 1651.477432 = -477582.103491 nChanged 1 SP:Iteration 32Q (3955.140389 sec): 3 clusters Score: Raw -479233.997300 + Penalty 1651.477432 = -477582.519868 nChanged 1 SP:Iteration 33Q (3955.181621 sec): 3 clusters Score: Raw -479234.890504 + Penalty 1651.477432 = -477583.413073 nChanged 3 SP:Iteration 34Q (3955.237577 sec): 3 clusters Score: Raw -479235.948780 + Penalty 1651.477432 = -477584.471349 nChanged 3 SP:Iteration 35Q (3955.291967 sec): 3 clusters Score: Raw -479238.008885 + Penalty 1651.477432 = -477586.531454 nChanged 6 SP:Iteration 36Q (3955.345048 sec): 3 clusters Score: Raw -479244.759777 + Penalty 1651.477432 = -477593.282345 nChanged 7 SP:Iteration 37Q (3955.404103 sec): 3 clusters Score: Raw -479246.954110 + Penalty 1651.477432 = -477595.476678 nChanged 6 SP:Iteration 38Q (3955.445174 sec): 3 clusters Score: Raw -479249.673941 + Penalty 1651.477432 = -477598.196509 nChanged 8 SP:Iteration 39Q (3955.502200 sec): 3 clusters Score: Raw -479251.633739 + Penalty 1651.477432 = -477600.156308 nChanged 3 SP:Iteration 40F (3955.553389 sec): 3 clusters Score: Raw -479252.540504 + Penalty 1651.477432 = -477601.063073 nChanged 4 SP:Iteration 41Q (3955.594397 sec): 3 clusters Score: Raw -479254.171629 + Penalty 1651.477432 = -477602.694197 nChanged 1 SP:Iteration 42Q (3955.649121 sec): 3 clusters Score: Raw -479254.855642 + Penalty 1651.477432 = -477603.378211 nChanged 3 SP:Iteration 43Q (3955.699343 sec): 3 clusters Score: Raw -479255.923146 + Penalty 1651.477432 = -477604.445715 nChanged 1 SP:Iteration 44Q (3955.750461 sec): 3 clusters Score: Raw -479256.076428 + Penalty 1651.477432 = -477604.598997 nChanged 1 SP:Iteration 45Q (3955.804487 sec): 3 clusters Score: Raw -479256.313210 + Penalty 1651.477432 = -477604.835779 nChanged 1 SP:Iteration 46Q (3955.857566 sec): 3 clusters Score: Raw -479256.512139 + Penalty 1651.477432 = -477605.034708 nChanged 1 SP:Iteration 47Q (3955.915925 sec): 3 clusters Score: Raw -479256.709729 + Penalty 1651.477432 = -477605.232297 nChanged 0 SP:Iteration 48F (3955.966540 sec): 3 clusters Score: Raw -479256.709729 + Penalty 1651.477432 = -477605.232297 nChanged 0 Trying to split cluster 34 (3591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3955.996695 sec): 2 clusters Score: Raw -324045.645096 + Penalty 777.687669 = -323267.957426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3956.041005 sec): 3 clusters Score: Raw -322184.977265 + Penalty 1555.375339 = -320629.601926 nChanged 1484 SP:Iteration 1F (3956.098063 sec): 3 clusters Score: Raw -323289.140449 + Penalty 1555.375339 = -321733.765110 nChanged 377 SP:Iteration 2F (3956.137503 sec): 3 clusters Score: Raw -323636.291722 + Penalty 1555.375339 = -322080.916384 nChanged 305 SP:Iteration 3F (3956.182687 sec): 3 clusters Score: Raw -323888.556179 + Penalty 1555.375339 = -322333.180840 nChanged 210 SP:Iteration 4F (3956.235018 sec): 3 clusters Score: Raw -324020.166914 + Penalty 1555.375339 = -322464.791575 nChanged 123 SP:Iteration 5Q (3956.284730 sec): 3 clusters Score: Raw -324081.335163 + Penalty 1555.375339 = -322525.959824 nChanged 86 SP:Iteration 6Q (3956.332493 sec): 3 clusters Score: Raw -324118.378089 + Penalty 1555.375339 = -322563.002750 nChanged 65 SP:Iteration 7Q (3956.372346 sec): 3 clusters Score: Raw -324143.448828 + Penalty 1555.375339 = -322588.073489 nChanged 45 SP:Iteration 8Q (3956.410405 sec): 3 clusters Score: Raw -324158.596061 + Penalty 1555.375339 = -322603.220722 nChanged 39 SP:Iteration 9Q (3956.459053 sec): 3 clusters Score: Raw -324170.734915 + Penalty 1555.375339 = -322615.359576 nChanged 23 SP:Iteration 10Q (3956.503781 sec): 3 clusters Score: Raw -324180.618323 + Penalty 1555.375339 = -322625.242984 nChanged 34 SP:Iteration 11Q (3956.551955 sec): 3 clusters Score: Raw -324195.370707 + Penalty 1555.375339 = -322639.995368 nChanged 30 SP:Iteration 12Q (3956.602635 sec): 3 clusters Score: Raw -324209.423152 + Penalty 1555.375339 = -322654.047814 nChanged 30 SP:Iteration 13Q (3956.642700 sec): 3 clusters Score: Raw -324224.714812 + Penalty 1555.375339 = -322669.339473 nChanged 34 SP:Iteration 14Q (3956.685828 sec): 3 clusters Score: Raw -324240.781302 + Penalty 1555.375339 = -322685.405963 nChanged 31 SP:Iteration 15Q (3956.729239 sec): 3 clusters Score: Raw -324253.116965 + Penalty 1555.375339 = -322697.741626 nChanged 31 SP:Iteration 16Q (3956.778504 sec): 3 clusters Score: Raw -324264.509492 + Penalty 1555.375339 = -322709.134154 nChanged 24 SP:Iteration 17Q (3956.826109 sec): 3 clusters Score: Raw -324270.588154 + Penalty 1555.375339 = -322715.212815 nChanged 20 SP:Iteration 18Q (3956.868839 sec): 3 clusters Score: Raw -324276.809774 + Penalty 1555.375339 = -322721.434435 nChanged 27 SP:Iteration 19Q (3956.903578 sec): 3 clusters Score: Raw -324286.196174 + Penalty 1555.375339 = -322730.820836 nChanged 26 SP:Iteration 20F (3956.951100 sec): 3 clusters Score: Raw -324294.899488 + Penalty 1555.375339 = -322739.524149 nChanged 26 SP:Iteration 21Q (3956.980578 sec): 3 clusters Score: Raw -324301.897873 + Penalty 1555.375339 = -322746.522534 nChanged 22 SP:Iteration 22Q (3957.025945 sec): 3 clusters Score: Raw -324308.582643 + Penalty 1555.375339 = -322753.207304 nChanged 18 SP:Iteration 23Q (3957.067662 sec): 3 clusters Score: Raw -324313.845731 + Penalty 1555.375339 = -322758.470392 nChanged 25 SP:Iteration 24Q (3957.114104 sec): 3 clusters Score: Raw -324322.183853 + Penalty 1555.375339 = -322766.808514 nChanged 24 SP:Iteration 25Q (3957.159529 sec): 3 clusters Score: Raw -324330.620960 + Penalty 1555.375339 = -322775.245621 nChanged 22 SP:Iteration 26Q (3957.206856 sec): 3 clusters Score: Raw -324337.096612 + Penalty 1555.375339 = -322781.721273 nChanged 21 SP:Iteration 27Q (3957.250754 sec): 3 clusters Score: Raw -324343.215131 + Penalty 1555.375339 = -322787.839792 nChanged 19 SP:Iteration 28Q (3957.309147 sec): 3 clusters Score: Raw -324347.503452 + Penalty 1555.375339 = -322792.128113 nChanged 18 SP:Iteration 29Q (3957.349395 sec): 3 clusters Score: Raw -324352.092572 + Penalty 1555.375339 = -322796.717233 nChanged 19 SP:Iteration 30Q (3957.402251 sec): 3 clusters Score: Raw -324356.924298 + Penalty 1555.375339 = -322801.548959 nChanged 19 SP:Iteration 31Q (3957.443284 sec): 3 clusters Score: Raw -324361.675858 + Penalty 1555.375339 = -322806.300519 nChanged 20 SP:Iteration 32Q (3957.489060 sec): 3 clusters Score: Raw -324366.941563 + Penalty 1555.375339 = -322811.566224 nChanged 21 SP:Iteration 33Q (3957.533448 sec): 3 clusters Score: Raw -324373.352090 + Penalty 1555.375339 = -322817.976751 nChanged 20 SP:Iteration 34Q (3957.589628 sec): 3 clusters Score: Raw -324378.998116 + Penalty 1555.375339 = -322823.622778 nChanged 18 SP:Iteration 35Q (3957.644601 sec): 3 clusters Score: Raw -324383.598897 + Penalty 1555.375339 = -322828.223558 nChanged 18 SP:Iteration 36Q (3957.698276 sec): 3 clusters Score: Raw -324388.404204 + Penalty 1555.375339 = -322833.028865 nChanged 22 SP:Iteration 37Q (3957.753256 sec): 3 clusters Score: Raw -324394.662434 + Penalty 1555.375339 = -322839.287095 nChanged 28 SP:Iteration 38Q (3957.803468 sec): 3 clusters Score: Raw -324401.582452 + Penalty 1555.375339 = -322846.207113 nChanged 20 SP:Iteration 39Q (3957.844703 sec): 3 clusters Score: Raw -324406.388613 + Penalty 1555.375339 = -322851.013274 nChanged 18 SP:Iteration 40F (3957.894244 sec): 3 clusters Score: Raw -324411.334694 + Penalty 1555.375339 = -322855.959355 nChanged 17 SP:Iteration 41Q (3957.943945 sec): 3 clusters Score: Raw -324414.952462 + Penalty 1555.375339 = -322859.577123 nChanged 19 SP:Iteration 42Q (3957.985200 sec): 3 clusters Score: Raw -324419.349306 + Penalty 1555.375339 = -322863.973967 nChanged 14 SP:Iteration 43Q (3958.044209 sec): 3 clusters Score: Raw -324423.459993 + Penalty 1555.375339 = -322868.084654 nChanged 17 SP:Iteration 44Q (3958.100923 sec): 3 clusters Score: Raw -324427.854459 + Penalty 1555.375339 = -322872.479120 nChanged 12 SP:Iteration 45Q (3958.142399 sec): 3 clusters Score: Raw -324430.012143 + Penalty 1555.375339 = -322874.636804 nChanged 8 SP:Iteration 46Q (3958.202650 sec): 3 clusters Score: Raw -324431.831301 + Penalty 1555.375339 = -322876.455963 nChanged 10 SP:Iteration 47Q (3958.245677 sec): 3 clusters Score: Raw -324434.473081 + Penalty 1555.375339 = -322879.097742 nChanged 11 SP:Iteration 48Q (3958.294150 sec): 3 clusters Score: Raw -324437.167030 + Penalty 1555.375339 = -322881.791692 nChanged 11 SP:Iteration 49Q (3958.342736 sec): 3 clusters Score: Raw -324439.352043 + Penalty 1555.375339 = -322883.976704 nChanged 7 SP:Iteration 50Q (3958.397179 sec): 3 clusters Score: Raw -324440.821743 + Penalty 1555.375339 = -322885.446404 nChanged 4 SP:Iteration 51Q (3958.442655 sec): 3 clusters Score: Raw -324441.591699 + Penalty 1555.375339 = -322886.216360 nChanged 6 SP:Iteration 52Q (3958.482625 sec): 3 clusters Score: Raw -324442.785160 + Penalty 1555.375339 = -322887.409821 nChanged 4 SP:Iteration 53Q (3958.531123 sec): 3 clusters Score: Raw -324444.225504 + Penalty 1555.375339 = -322888.850165 nChanged 9 SP:Iteration 54Q (3958.579889 sec): 3 clusters Score: Raw -324445.889609 + Penalty 1555.375339 = -322890.514270 nChanged 8 SP:Iteration 55Q (3958.635479 sec): 3 clusters Score: Raw -324447.443450 + Penalty 1555.375339 = -322892.068111 nChanged 5 SP:Iteration 56Q (3958.680089 sec): 3 clusters Score: Raw -324448.086332 + Penalty 1555.375339 = -322892.710993 nChanged 0 SP:Iteration 57F (3958.732200 sec): 3 clusters Score: Raw -324448.086332 + Penalty 1555.375339 = -322892.710993 nChanged 0 Trying to split cluster 35 (17549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3958.764749 sec): 2 clusters Score: Raw -1735710.738578 + Penalty 928.411463 = -1734782.327115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3958.837533 sec): 3 clusters Score: Raw -1724934.752888 + Penalty 1856.822927 = -1723077.929961 nChanged 8107 SP:Iteration 1F (3958.885459 sec): 3 clusters Score: Raw -1729178.290943 + Penalty 1856.822927 = -1727321.468016 nChanged 805 SP:Iteration 2Q (3958.951832 sec): 3 clusters Score: Raw -1729435.780727 + Penalty 1856.822927 = -1727578.957800 nChanged 775 SP:Iteration 3Q (3959.010179 sec): 3 clusters Score: Raw -1729715.684992 + Penalty 1856.822927 = -1727858.862065 nChanged 780 SP:Iteration 4Q (3959.078458 sec): 3 clusters Score: Raw -1730055.357532 + Penalty 1856.822927 = -1728198.534605 nChanged 812 SP:Iteration 5Q (3959.138313 sec): 3 clusters Score: Raw -1730445.349080 + Penalty 1856.822927 = -1728588.526153 nChanged 782 SP:Iteration 6Q (3959.191842 sec): 3 clusters Score: Raw -1730830.569380 + Penalty 1856.822927 = -1728973.746453 nChanged 769 SP:Iteration 7Q (3959.262383 sec): 3 clusters Score: Raw -1731219.027962 + Penalty 1856.822927 = -1729362.205035 nChanged 720 SP:Iteration 8Q (3959.319792 sec): 3 clusters Score: Raw -1731581.966693 + Penalty 1856.822927 = -1729725.143766 nChanged 716 SP:Iteration 9Q (3959.389039 sec): 3 clusters Score: Raw -1731948.524010 + Penalty 1856.822927 = -1730091.701083 nChanged 767 SP:Iteration 10Q (3959.450860 sec): 3 clusters Score: Raw -1732381.829404 + Penalty 1856.822927 = -1730525.006477 nChanged 764 SP:Iteration 11Q (3959.519180 sec): 3 clusters Score: Raw -1732795.540684 + Penalty 1856.822927 = -1730938.717757 nChanged 747 SP:Iteration 12Q (3959.588418 sec): 3 clusters Score: Raw -1733204.819516 + Penalty 1856.822927 = -1731347.996589 nChanged 668 SP:Iteration 13Q (3959.656710 sec): 3 clusters Score: Raw -1733582.783248 + Penalty 1856.822927 = -1731725.960321 nChanged 621 SP:Iteration 14Q (3959.731023 sec): 3 clusters Score: Raw -1733907.926366 + Penalty 1856.822927 = -1732051.103439 nChanged 526 SP:Iteration 15Q (3959.782187 sec): 3 clusters Score: Raw -1734175.416501 + Penalty 1856.822927 = -1732318.593574 nChanged 429 SP:Iteration 16Q (3959.858967 sec): 3 clusters Score: Raw -1734381.656301 + Penalty 1856.822927 = -1732524.833374 nChanged 355 SP:Iteration 17Q (3959.923262 sec): 3 clusters Score: Raw -1734545.532331 + Penalty 1856.822927 = -1732688.709404 nChanged 306 SP:Iteration 18Q (3959.978749 sec): 3 clusters Score: Raw -1734681.924012 + Penalty 1856.822927 = -1732825.101085 nChanged 270 SP:Iteration 19Q (3960.049435 sec): 3 clusters Score: Raw -1734792.459861 + Penalty 1856.822927 = -1732935.636934 nChanged 228 SP:Iteration 20F (3960.114355 sec): 3 clusters Score: Raw -1734876.721142 + Penalty 1856.822927 = -1733019.898215 nChanged 230 SP:Iteration 21Q (3960.183502 sec): 3 clusters Score: Raw -1734966.458932 + Penalty 1856.822927 = -1733109.636005 nChanged 225 SP:Iteration 22Q (3960.249655 sec): 3 clusters Score: Raw -1735060.396376 + Penalty 1856.822927 = -1733203.573449 nChanged 216 SP:Iteration 23Q (3960.318012 sec): 3 clusters Score: Raw -1735151.408832 + Penalty 1856.822927 = -1733294.585905 nChanged 191 SP:Iteration 24Q (3960.385873 sec): 3 clusters Score: Raw -1735223.778215 + Penalty 1856.822927 = -1733366.955288 nChanged 153 SP:Iteration 25Q (3960.446354 sec): 3 clusters Score: Raw -1735283.660023 + Penalty 1856.822927 = -1733426.837096 nChanged 150 SP:Iteration 26Q (3960.505929 sec): 3 clusters Score: Raw -1735338.240087 + Penalty 1856.822927 = -1733481.417160 nChanged 134 SP:Iteration 27Q (3960.560385 sec): 3 clusters Score: Raw -1735392.833964 + Penalty 1856.822927 = -1733536.011037 nChanged 140 SP:Iteration 28Q (3960.628619 sec): 3 clusters Score: Raw -1735456.240803 + Penalty 1856.822927 = -1733599.417877 nChanged 120 SP:Iteration 29Q (3960.698853 sec): 3 clusters Score: Raw -1735511.067579 + Penalty 1856.822927 = -1733654.244652 nChanged 112 SP:Iteration 30Q (3960.752467 sec): 3 clusters Score: Raw -1735562.981684 + Penalty 1856.822927 = -1733706.158757 nChanged 104 SP:Iteration 31Q (3960.819805 sec): 3 clusters Score: Raw -1735610.870465 + Penalty 1856.822927 = -1733754.047538 nChanged 85 SP:Iteration 32Q (3960.881680 sec): 3 clusters Score: Raw -1735653.318804 + Penalty 1856.822927 = -1733796.495878 nChanged 70 SP:Iteration 33Q (3960.941013 sec): 3 clusters Score: Raw -1735685.769501 + Penalty 1856.822927 = -1733828.946574 nChanged 52 SP:Iteration 34Q (3961.002951 sec): 3 clusters Score: Raw -1735708.732321 + Penalty 1856.822927 = -1733851.909394 nChanged 38 SP:Iteration 35Q (3961.067663 sec): 3 clusters Score: Raw -1735724.252678 + Penalty 1856.822927 = -1733867.429751 nChanged 27 SP:Iteration 36Q (3961.123580 sec): 3 clusters Score: Raw -1735734.219245 + Penalty 1856.822927 = -1733877.396318 nChanged 19 SP:Iteration 37Q (3961.188831 sec): 3 clusters Score: Raw -1735741.681022 + Penalty 1856.822927 = -1733884.858095 nChanged 22 SP:Iteration 38Q (3961.241120 sec): 3 clusters Score: Raw -1735749.892652 + Penalty 1856.822927 = -1733893.069725 nChanged 20 SP:Iteration 39Q (3961.299415 sec): 3 clusters Score: Raw -1735756.997894 + Penalty 1856.822927 = -1733900.174967 nChanged 13 SP:Iteration 40F (3961.371852 sec): 3 clusters Score: Raw -1735763.932930 + Penalty 1856.822927 = -1733907.110003 nChanged 13 SP:Iteration 41Q (3961.430687 sec): 3 clusters Score: Raw -1735770.741078 + Penalty 1856.822927 = -1733913.918151 nChanged 19 SP:Iteration 42Q (3961.487264 sec): 3 clusters Score: Raw -1735779.899590 + Penalty 1856.822927 = -1733923.076663 nChanged 8 SP:Iteration 43Q (3961.547848 sec): 3 clusters Score: Raw -1735784.055251 + Penalty 1856.822927 = -1733927.232324 nChanged 10 SP:Iteration 44Q (3961.611301 sec): 3 clusters Score: Raw -1735788.230584 + Penalty 1856.822927 = -1733931.407657 nChanged 13 SP:Iteration 45Q (3961.680730 sec): 3 clusters Score: Raw -1735792.688320 + Penalty 1856.822927 = -1733935.865393 nChanged 14 SP:Iteration 46Q (3961.745025 sec): 3 clusters Score: Raw -1735797.973470 + Penalty 1856.822927 = -1733941.150543 nChanged 9 SP:Iteration 47Q (3961.808817 sec): 3 clusters Score: Raw -1735802.046294 + Penalty 1856.822927 = -1733945.223367 nChanged 8 SP:Iteration 48Q (3961.858024 sec): 3 clusters Score: Raw -1735805.750559 + Penalty 1856.822927 = -1733948.927632 nChanged 6 SP:Iteration 49Q (3961.927134 sec): 3 clusters Score: Raw -1735807.504806 + Penalty 1856.822927 = -1733950.681879 nChanged 2 SP:Iteration 50Q (3961.983292 sec): 3 clusters Score: Raw -1735808.371723 + Penalty 1856.822927 = -1733951.548796 nChanged 1 SP:Iteration 51Q (3962.052671 sec): 3 clusters Score: Raw -1735808.544637 + Penalty 1856.822927 = -1733951.721710 nChanged 1 SP:Iteration 52Q (3962.115526 sec): 3 clusters Score: Raw -1735808.896830 + Penalty 1856.822927 = -1733952.073903 nChanged 3 SP:Iteration 53Q (3962.164280 sec): 3 clusters Score: Raw -1735810.169258 + Penalty 1856.822927 = -1733953.346331 nChanged 4 SP:Iteration 54Q (3962.226571 sec): 3 clusters Score: Raw -1735813.584360 + Penalty 1856.822927 = -1733956.761433 nChanged 6 SP:Iteration 55Q (3962.292472 sec): 3 clusters Score: Raw -1735817.553153 + Penalty 1856.822927 = -1733960.730226 nChanged 13 SP:Iteration 56Q (3962.348904 sec): 3 clusters Score: Raw -1735822.847742 + Penalty 1856.822927 = -1733966.024815 nChanged 9 SP:Iteration 57Q (3962.411083 sec): 3 clusters Score: Raw -1735826.832091 + Penalty 1856.822927 = -1733970.009164 nChanged 2 SP:Iteration 58Q (3962.464123 sec): 3 clusters Score: Raw -1735827.888123 + Penalty 1856.822927 = -1733971.065196 nChanged 8 SP:Iteration 59Q (3962.529047 sec): 3 clusters Score: Raw -1735831.453725 + Penalty 1856.822927 = -1733974.630798 nChanged 3 SP:Iteration 60F (3962.593600 sec): 3 clusters Score: Raw -1735833.054918 + Penalty 1856.822927 = -1733976.231991 nChanged 0 Trying to split cluster 36 (19150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3962.642500 sec): 2 clusters Score: Raw -1904505.338614 + Penalty 936.705509 = -1903568.633105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3962.711271 sec): 3 clusters Score: Raw -1892711.436051 + Penalty 1873.411019 = -1890838.025032 nChanged 8843 SP:Iteration 1F (3962.781628 sec): 3 clusters Score: Raw -1897546.770338 + Penalty 1873.411019 = -1895673.359319 nChanged 905 SP:Iteration 2Q (3962.853828 sec): 3 clusters Score: Raw -1897905.795079 + Penalty 1873.411019 = -1896032.384060 nChanged 937 SP:Iteration 3Q (3962.928800 sec): 3 clusters Score: Raw -1898299.083884 + Penalty 1873.411019 = -1896425.672865 nChanged 1025 SP:Iteration 4F (3962.996443 sec): 3 clusters Score: Raw -1898792.132009 + Penalty 1873.411019 = -1896918.720990 nChanged 1107 SP:Iteration 5F (3963.064123 sec): 3 clusters Score: Raw -1899441.456540 + Penalty 1873.411019 = -1897568.045521 nChanged 1250 SP:Iteration 6F (3963.118174 sec): 3 clusters Score: Raw -1900306.768974 + Penalty 1873.411019 = -1898433.357955 nChanged 1287 SP:Iteration 7F (3963.191772 sec): 3 clusters Score: Raw -1901370.579062 + Penalty 1873.411019 = -1899497.168043 nChanged 1190 SP:Iteration 8F (3963.252056 sec): 3 clusters Score: Raw -1902459.126115 + Penalty 1873.411019 = -1900585.715096 nChanged 1027 SP:Iteration 9F (3963.323237 sec): 3 clusters Score: Raw -1903370.689826 + Penalty 1873.411019 = -1901497.278807 nChanged 686 SP:Iteration 10Q (3963.376996 sec): 3 clusters Score: Raw -1903794.971562 + Penalty 1873.411019 = -1901921.560543 nChanged 426 SP:Iteration 11Q (3963.439585 sec): 3 clusters Score: Raw -1903966.048671 + Penalty 1873.411019 = -1902092.637652 nChanged 252 SP:Iteration 12Q (3963.513899 sec): 3 clusters Score: Raw -1904051.228926 + Penalty 1873.411019 = -1902177.817907 nChanged 211 SP:Iteration 13Q (3963.569371 sec): 3 clusters Score: Raw -1904124.089344 + Penalty 1873.411019 = -1902250.678325 nChanged 175 SP:Iteration 14Q (3963.635626 sec): 3 clusters Score: Raw -1904180.686994 + Penalty 1873.411019 = -1902307.275975 nChanged 166 SP:Iteration 15Q (3963.706152 sec): 3 clusters Score: Raw -1904229.537027 + Penalty 1873.411019 = -1902356.126008 nChanged 131 SP:Iteration 16Q (3963.762176 sec): 3 clusters Score: Raw -1904259.634628 + Penalty 1873.411019 = -1902386.223609 nChanged 121 SP:Iteration 17Q (3963.836519 sec): 3 clusters Score: Raw -1904286.106085 + Penalty 1873.411019 = -1902412.695066 nChanged 107 SP:Iteration 18Q (3963.904772 sec): 3 clusters Score: Raw -1904307.773457 + Penalty 1873.411019 = -1902434.362438 nChanged 112 SP:Iteration 19Q (3963.970699 sec): 3 clusters Score: Raw -1904331.857273 + Penalty 1873.411019 = -1902458.446254 nChanged 115 SP:Iteration 20F (3964.028904 sec): 3 clusters Score: Raw -1904356.598187 + Penalty 1873.411019 = -1902483.187168 nChanged 93 SP:Iteration 21Q (3964.107543 sec): 3 clusters Score: Raw -1904374.776048 + Penalty 1873.411019 = -1902501.365029 nChanged 91 SP:Iteration 22Q (3964.167934 sec): 3 clusters Score: Raw -1904391.251693 + Penalty 1873.411019 = -1902517.840674 nChanged 73 SP:Iteration 23Q (3964.244414 sec): 3 clusters Score: Raw -1904402.729296 + Penalty 1873.411019 = -1902529.318278 nChanged 58 SP:Iteration 24Q (3964.307293 sec): 3 clusters Score: Raw -1904412.346620 + Penalty 1873.411019 = -1902538.935601 nChanged 63 SP:Iteration 25Q (3964.377481 sec): 3 clusters Score: Raw -1904424.422788 + Penalty 1873.411019 = -1902551.011769 nChanged 63 SP:Iteration 26Q (3964.439223 sec): 3 clusters Score: Raw -1904435.016290 + Penalty 1873.411019 = -1902561.605272 nChanged 68 SP:Iteration 27Q (3964.498718 sec): 3 clusters Score: Raw -1904445.697689 + Penalty 1873.411019 = -1902572.286670 nChanged 64 SP:Iteration 28Q (3964.572920 sec): 3 clusters Score: Raw -1904455.781262 + Penalty 1873.411019 = -1902582.370243 nChanged 70 SP:Iteration 29Q (3964.641509 sec): 3 clusters Score: Raw -1904468.062791 + Penalty 1873.411019 = -1902594.651772 nChanged 59 SP:Iteration 30Q (3964.715083 sec): 3 clusters Score: Raw -1904476.793238 + Penalty 1873.411019 = -1902603.382219 nChanged 51 SP:Iteration 31Q (3964.766019 sec): 3 clusters Score: Raw -1904483.154492 + Penalty 1873.411019 = -1902609.743473 nChanged 38 SP:Iteration 32Q (3964.842239 sec): 3 clusters Score: Raw -1904487.314321 + Penalty 1873.411019 = -1902613.903302 nChanged 36 SP:Iteration 33Q (3964.911667 sec): 3 clusters Score: Raw -1904491.453670 + Penalty 1873.411019 = -1902618.042651 nChanged 35 SP:Iteration 34Q (3964.978969 sec): 3 clusters Score: Raw -1904495.574245 + Penalty 1873.411019 = -1902622.163226 nChanged 35 SP:Iteration 35Q (3965.045103 sec): 3 clusters Score: Raw -1904499.732841 + Penalty 1873.411019 = -1902626.321822 nChanged 34 SP:Iteration 36Q (3965.110345 sec): 3 clusters Score: Raw -1904503.400162 + Penalty 1873.411019 = -1902629.989143 nChanged 32 SP:Iteration 37Q (3965.175505 sec): 3 clusters Score: Raw -1904507.078456 + Penalty 1873.411019 = -1902633.667437 nChanged 37 SP:Iteration 38Q (3965.240155 sec): 3 clusters Score: Raw -1904511.566419 + Penalty 1873.411019 = -1902638.155400 nChanged 37 SP:Iteration 39Q (3965.304352 sec): 3 clusters Score: Raw -1904518.080261 + Penalty 1873.411019 = -1902644.669242 nChanged 46 SP:Iteration 40F (3965.376246 sec): 3 clusters Score: Raw -1904525.716548 + Penalty 1873.411019 = -1902652.305529 nChanged 48 SP:Iteration 41Q (3965.432574 sec): 3 clusters Score: Raw -1904532.899707 + Penalty 1873.411019 = -1902659.488688 nChanged 46 SP:Iteration 42Q (3965.501651 sec): 3 clusters Score: Raw -1904539.976626 + Penalty 1873.411019 = -1902666.565607 nChanged 49 SP:Iteration 43Q (3965.568904 sec): 3 clusters Score: Raw -1904548.023976 + Penalty 1873.411019 = -1902674.612957 nChanged 56 SP:Iteration 44Q (3965.627368 sec): 3 clusters Score: Raw -1904557.538528 + Penalty 1873.411019 = -1902684.127509 nChanged 49 SP:Iteration 45Q (3965.700439 sec): 3 clusters Score: Raw -1904566.182878 + Penalty 1873.411019 = -1902692.771859 nChanged 60 SP:Iteration 46Q (3965.762819 sec): 3 clusters Score: Raw -1904578.963098 + Penalty 1873.411019 = -1902705.552079 nChanged 51 SP:Iteration 47Q (3965.825210 sec): 3 clusters Score: Raw -1904588.230695 + Penalty 1873.411019 = -1902714.819676 nChanged 38 SP:Iteration 48Q (3965.882623 sec): 3 clusters Score: Raw -1904594.164149 + Penalty 1873.411019 = -1902720.753130 nChanged 33 SP:Iteration 49Q (3965.958675 sec): 3 clusters Score: Raw -1904600.145720 + Penalty 1873.411019 = -1902726.734701 nChanged 38 SP:Iteration 50Q (3966.018600 sec): 3 clusters Score: Raw -1904606.673976 + Penalty 1873.411019 = -1902733.262957 nChanged 38 SP:Iteration 51Q (3966.088460 sec): 3 clusters Score: Raw -1904613.814479 + Penalty 1873.411019 = -1902740.403460 nChanged 46 SP:Iteration 52Q (3966.150444 sec): 3 clusters Score: Raw -1904622.184361 + Penalty 1873.411019 = -1902748.773342 nChanged 37 SP:Iteration 53Q (3966.223677 sec): 3 clusters Score: Raw -1904629.416202 + Penalty 1873.411019 = -1902756.005183 nChanged 36 SP:Iteration 54Q (3966.284918 sec): 3 clusters Score: Raw -1904634.561410 + Penalty 1873.411019 = -1902761.150392 nChanged 21 SP:Iteration 55Q (3966.339251 sec): 3 clusters Score: Raw -1904637.638741 + Penalty 1873.411019 = -1902764.227722 nChanged 19 SP:Iteration 56Q (3966.392630 sec): 3 clusters Score: Raw -1904639.970782 + Penalty 1873.411019 = -1902766.559763 nChanged 24 SP:Iteration 57Q (3966.462322 sec): 3 clusters Score: Raw -1904642.999232 + Penalty 1873.411019 = -1902769.588213 nChanged 20 SP:Iteration 58Q (3966.516170 sec): 3 clusters Score: Raw -1904645.166600 + Penalty 1873.411019 = -1902771.755581 nChanged 13 SP:Iteration 59Q (3966.593511 sec): 3 clusters Score: Raw -1904646.812896 + Penalty 1873.411019 = -1902773.401877 nChanged 21 SP:Iteration 60F (3966.654923 sec): 3 clusters Score: Raw -1904649.449782 + Penalty 1873.411019 = -1902776.038763 nChanged 17 SP:Iteration 61Q (3966.718773 sec): 3 clusters Score: Raw -1904650.848185 + Penalty 1873.411019 = -1902777.437166 nChanged 7 SP:Iteration 62Q (3966.771842 sec): 3 clusters Score: Raw -1904651.581330 + Penalty 1873.411019 = -1902778.170311 nChanged 10 SP:Iteration 63Q (3966.833864 sec): 3 clusters Score: Raw -1904652.713994 + Penalty 1873.411019 = -1902779.302975 nChanged 9 SP:Iteration 64Q (3966.896882 sec): 3 clusters Score: Raw -1904653.645616 + Penalty 1873.411019 = -1902780.234597 nChanged 8 SP:Iteration 65Q (3966.967916 sec): 3 clusters Score: Raw -1904654.538256 + Penalty 1873.411019 = -1902781.127237 nChanged 10 SP:Iteration 66Q (3967.034733 sec): 3 clusters Score: Raw -1904655.699896 + Penalty 1873.411019 = -1902782.288877 nChanged 9 SP:Iteration 67Q (3967.096580 sec): 3 clusters Score: Raw -1904657.167629 + Penalty 1873.411019 = -1902783.756610 nChanged 7 SP:Iteration 68Q (3967.166989 sec): 3 clusters Score: Raw -1904657.868313 + Penalty 1873.411019 = -1902784.457294 nChanged 5 SP:Iteration 69Q (3967.231719 sec): 3 clusters Score: Raw -1904658.393572 + Penalty 1873.411019 = -1902784.982553 nChanged 4 SP:Iteration 70Q (3967.306170 sec): 3 clusters Score: Raw -1904658.820960 + Penalty 1873.411019 = -1902785.409941 nChanged 4 SP:Iteration 71Q (3967.377851 sec): 3 clusters Score: Raw -1904659.359416 + Penalty 1873.411019 = -1902785.948397 nChanged 4 SP:Iteration 72Q (3967.438307 sec): 3 clusters Score: Raw -1904659.785074 + Penalty 1873.411019 = -1902786.374055 nChanged 4 SP:Iteration 73Q (3967.504434 sec): 3 clusters Score: Raw -1904660.107395 + Penalty 1873.411019 = -1902786.696376 nChanged 6 SP:Iteration 74Q (3967.575553 sec): 3 clusters Score: Raw -1904660.467670 + Penalty 1873.411019 = -1902787.056651 nChanged 3 SP:Iteration 75Q (3967.645672 sec): 3 clusters Score: Raw -1904660.625307 + Penalty 1873.411019 = -1902787.214288 nChanged 2 SP:Iteration 76Q (3967.714835 sec): 3 clusters Score: Raw -1904660.862225 + Penalty 1873.411019 = -1902787.451206 nChanged 2 SP:Iteration 77Q (3967.763027 sec): 3 clusters Score: Raw -1904661.096976 + Penalty 1873.411019 = -1902787.685957 nChanged 3 SP:Iteration 78Q (3967.831651 sec): 3 clusters Score: Raw -1904661.601448 + Penalty 1873.411019 = -1902788.190429 nChanged 3 SP:Iteration 79Q (3967.911578 sec): 3 clusters Score: Raw -1904661.855426 + Penalty 1873.411019 = -1902788.444407 nChanged 5 SP:Iteration 80F (3967.982438 sec): 3 clusters Score: Raw -1904662.327818 + Penalty 1873.411019 = -1902788.916799 nChanged 3 SP:Iteration 81Q (3968.047904 sec): 3 clusters Score: Raw -1904662.444465 + Penalty 1873.411019 = -1902789.033446 nChanged 1 SP:Iteration 82Q (3968.123388 sec): 3 clusters Score: Raw -1904662.607995 + Penalty 1873.411019 = -1902789.196976 nChanged 2 SP:Iteration 83Q (3968.192011 sec): 3 clusters Score: Raw -1904662.840482 + Penalty 1873.411019 = -1902789.429463 nChanged 3 SP:Iteration 84Q (3968.253977 sec): 3 clusters Score: Raw -1904663.043663 + Penalty 1873.411019 = -1902789.632644 nChanged 3 SP:Iteration 85Q (3968.313580 sec): 3 clusters Score: Raw -1904663.344469 + Penalty 1873.411019 = -1902789.933450 nChanged 3 SP:Iteration 86Q (3968.384941 sec): 3 clusters Score: Raw -1904663.713326 + Penalty 1873.411019 = -1902790.302307 nChanged 3 SP:Iteration 87Q (3968.442093 sec): 3 clusters Score: Raw -1904663.954833 + Penalty 1873.411019 = -1902790.543814 nChanged 2 SP:Iteration 88Q (3968.518051 sec): 3 clusters Score: Raw -1904664.069644 + Penalty 1873.411019 = -1902790.658625 nChanged 1 SP:Iteration 89Q (3968.587646 sec): 3 clusters Score: Raw -1904664.259596 + Penalty 1873.411019 = -1902790.848578 nChanged 3 SP:Iteration 90Q (3968.660929 sec): 3 clusters Score: Raw -1904664.599612 + Penalty 1873.411019 = -1902791.188593 nChanged 2 SP:Iteration 91Q (3968.731323 sec): 3 clusters Score: Raw -1904664.800832 + Penalty 1873.411019 = -1902791.389813 nChanged 2 SP:Iteration 92Q (3968.801379 sec): 3 clusters Score: Raw -1904664.980171 + Penalty 1873.411019 = -1902791.569152 nChanged 3 SP:Iteration 93Q (3968.867709 sec): 3 clusters Score: Raw -1904665.368286 + Penalty 1873.411019 = -1902791.957267 nChanged 3 SP:Iteration 94Q (3968.928165 sec): 3 clusters Score: Raw -1904665.611040 + Penalty 1873.411019 = -1902792.200021 nChanged 1 SP:Iteration 95Q (3968.991602 sec): 3 clusters Score: Raw -1904665.631100 + Penalty 1873.411019 = -1902792.220081 nChanged 0 SP:Iteration 96F (3969.060700 sec): 3 clusters Score: Raw -1904665.631100 + Penalty 1873.411019 = -1902792.220081 nChanged 0 Trying to split cluster 37 (3796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3969.093991 sec): 2 clusters Score: Raw -364897.538133 + Penalty 782.961800 = -364114.576333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3969.151538 sec): 3 clusters Score: Raw -362839.758034 + Penalty 1565.923600 = -361273.834433 nChanged 1613 SP:Iteration 1F (3969.186442 sec): 3 clusters Score: Raw -363911.516419 + Penalty 1565.923600 = -362345.592819 nChanged 338 SP:Iteration 2F (3969.246869 sec): 3 clusters Score: Raw -364124.510972 + Penalty 1565.923600 = -362558.587372 nChanged 267 SP:Iteration 3F (3969.289027 sec): 3 clusters Score: Raw -364292.255387 + Penalty 1565.923600 = -362726.331786 nChanged 215 SP:Iteration 4F (3969.340731 sec): 3 clusters Score: Raw -364422.354974 + Penalty 1565.923600 = -362856.431374 nChanged 189 SP:Iteration 5Q (3969.402516 sec): 3 clusters Score: Raw -364538.543010 + Penalty 1565.923600 = -362972.619410 nChanged 150 SP:Iteration 6Q (3969.444570 sec): 3 clusters Score: Raw -364625.960897 + Penalty 1565.923600 = -363060.037297 nChanged 137 SP:Iteration 7Q (3969.493458 sec): 3 clusters Score: Raw -364708.076390 + Penalty 1565.923600 = -363142.152789 nChanged 127 SP:Iteration 8Q (3969.532508 sec): 3 clusters Score: Raw -364785.052376 + Penalty 1565.923600 = -363219.128775 nChanged 118 SP:Iteration 9Q (3969.575266 sec): 3 clusters Score: Raw -364864.901238 + Penalty 1565.923600 = -363298.977637 nChanged 103 SP:Iteration 10Q (3969.628541 sec): 3 clusters Score: Raw -364931.437940 + Penalty 1565.923600 = -363365.514340 nChanged 88 SP:Iteration 11Q (3969.678220 sec): 3 clusters Score: Raw -364969.625227 + Penalty 1565.923600 = -363403.701626 nChanged 65 SP:Iteration 12Q (3969.717566 sec): 3 clusters Score: Raw -365001.766467 + Penalty 1565.923600 = -363435.842867 nChanged 56 SP:Iteration 13Q (3969.763575 sec): 3 clusters Score: Raw -365025.795299 + Penalty 1565.923600 = -363459.871699 nChanged 46 SP:Iteration 14Q (3969.813483 sec): 3 clusters Score: Raw -365041.906704 + Penalty 1565.923600 = -363475.983104 nChanged 31 SP:Iteration 15Q (3969.873082 sec): 3 clusters Score: Raw -365054.662644 + Penalty 1565.923600 = -363488.739043 nChanged 31 SP:Iteration 16Q (3969.905785 sec): 3 clusters Score: Raw -365064.964999 + Penalty 1565.923600 = -363499.041398 nChanged 25 SP:Iteration 17Q (3969.954911 sec): 3 clusters Score: Raw -365074.218349 + Penalty 1565.923600 = -363508.294748 nChanged 24 SP:Iteration 18Q (3970.004214 sec): 3 clusters Score: Raw -365082.176705 + Penalty 1565.923600 = -363516.253104 nChanged 17 SP:Iteration 19Q (3970.045060 sec): 3 clusters Score: Raw -365089.396920 + Penalty 1565.923600 = -363523.473320 nChanged 20 SP:Iteration 20F (3970.086485 sec): 3 clusters Score: Raw -365102.554426 + Penalty 1565.923600 = -363536.630826 nChanged 28 SP:Iteration 21Q (3970.117832 sec): 3 clusters Score: Raw -365122.381025 + Penalty 1565.923600 = -363556.457424 nChanged 21 SP:Iteration 22Q (3970.166695 sec): 3 clusters Score: Raw -365137.795613 + Penalty 1565.923600 = -363571.872012 nChanged 18 SP:Iteration 23Q (3970.200698 sec): 3 clusters Score: Raw -365148.974414 + Penalty 1565.923600 = -363583.050814 nChanged 14 SP:Iteration 24Q (3970.255543 sec): 3 clusters Score: Raw -365161.465088 + Penalty 1565.923600 = -363595.541488 nChanged 14 SP:Iteration 25Q (3970.298428 sec): 3 clusters Score: Raw -365168.044726 + Penalty 1565.923600 = -363602.121125 nChanged 6 SP:Iteration 26Q (3970.336677 sec): 3 clusters Score: Raw -365172.422670 + Penalty 1565.923600 = -363606.499070 nChanged 13 SP:Iteration 27Q (3970.384315 sec): 3 clusters Score: Raw -365178.988350 + Penalty 1565.923600 = -363613.064749 nChanged 17 SP:Iteration 28Q (3970.429412 sec): 3 clusters Score: Raw -365185.768469 + Penalty 1565.923600 = -363619.844869 nChanged 12 SP:Iteration 29Q (3970.470633 sec): 3 clusters Score: Raw -365188.707116 + Penalty 1565.923600 = -363622.783516 nChanged 4 SP:Iteration 30Q (3970.512454 sec): 3 clusters Score: Raw -365190.454184 + Penalty 1565.923600 = -363624.530583 nChanged 2 SP:Iteration 31Q (3970.557482 sec): 3 clusters Score: Raw -365190.894122 + Penalty 1565.923600 = -363624.970522 nChanged 2 SP:Iteration 32Q (3970.618313 sec): 3 clusters Score: Raw -365191.615532 + Penalty 1565.923600 = -363625.691932 nChanged 2 SP:Iteration 33Q (3970.663170 sec): 3 clusters Score: Raw -365192.314079 + Penalty 1565.923600 = -363626.390479 nChanged 0 SP:Iteration 34F (3970.719902 sec): 3 clusters Score: Raw -365192.314079 + Penalty 1565.923600 = -363626.390479 nChanged 0 Trying to split cluster 38 (20261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3970.760535 sec): 2 clusters Score: Raw -1953195.292208 + Penalty 942.063048 = -1952253.229160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3970.812467 sec): 3 clusters Score: Raw -1940645.747751 + Penalty 1884.126096 = -1938761.621655 nChanged 9293 SP:Iteration 1F (3970.877504 sec): 3 clusters Score: Raw -1946530.952560 + Penalty 1884.126096 = -1944646.826464 nChanged 1397 SP:Iteration 2F (3970.944988 sec): 3 clusters Score: Raw -1947644.540430 + Penalty 1884.126096 = -1945760.414335 nChanged 1597 SP:Iteration 3F (3971.007595 sec): 3 clusters Score: Raw -1948974.454452 + Penalty 1884.126096 = -1947090.328357 nChanged 1682 SP:Iteration 4F (3971.078202 sec): 3 clusters Score: Raw -1950260.085409 + Penalty 1884.126096 = -1948375.959313 nChanged 1473 SP:Iteration 5F (3971.140455 sec): 3 clusters Score: Raw -1951190.991090 + Penalty 1884.126096 = -1949306.864995 nChanged 1092 SP:Iteration 6F (3971.214305 sec): 3 clusters Score: Raw -1951789.628586 + Penalty 1884.126096 = -1949905.502490 nChanged 822 SP:Iteration 7Q (3971.280234 sec): 3 clusters Score: Raw -1952234.103271 + Penalty 1884.126096 = -1950349.977175 nChanged 610 SP:Iteration 8Q (3971.352411 sec): 3 clusters Score: Raw -1952548.498032 + Penalty 1884.126096 = -1950664.371936 nChanged 494 SP:Iteration 9Q (3971.416400 sec): 3 clusters Score: Raw -1952834.318698 + Penalty 1884.126096 = -1950950.192602 nChanged 468 SP:Iteration 10Q (3971.481944 sec): 3 clusters Score: Raw -1953130.555227 + Penalty 1884.126096 = -1951246.429131 nChanged 426 SP:Iteration 11Q (3971.552411 sec): 3 clusters Score: Raw -1953400.473238 + Penalty 1884.126096 = -1951516.347143 nChanged 356 SP:Iteration 12Q (3971.623608 sec): 3 clusters Score: Raw -1953614.500452 + Penalty 1884.126096 = -1951730.374356 nChanged 301 SP:Iteration 13Q (3971.685441 sec): 3 clusters Score: Raw -1953749.539712 + Penalty 1884.126096 = -1951865.413617 nChanged 267 SP:Iteration 14Q (3971.766282 sec): 3 clusters Score: Raw -1953837.784741 + Penalty 1884.126096 = -1951953.658646 nChanged 199 SP:Iteration 15Q (3971.838426 sec): 3 clusters Score: Raw -1953890.963020 + Penalty 1884.126096 = -1952006.836925 nChanged 181 SP:Iteration 16Q (3971.911507 sec): 3 clusters Score: Raw -1953934.412199 + Penalty 1884.126096 = -1952050.286103 nChanged 142 SP:Iteration 17Q (3971.977267 sec): 3 clusters Score: Raw -1953965.993048 + Penalty 1884.126096 = -1952081.866952 nChanged 135 SP:Iteration 18Q (3972.050428 sec): 3 clusters Score: Raw -1953996.404659 + Penalty 1884.126096 = -1952112.278563 nChanged 127 SP:Iteration 19Q (3972.119987 sec): 3 clusters Score: Raw -1954024.458892 + Penalty 1884.126096 = -1952140.332797 nChanged 121 SP:Iteration 20F (3972.197879 sec): 3 clusters Score: Raw -1954050.121200 + Penalty 1884.126096 = -1952165.995105 nChanged 125 SP:Iteration 21Q (3972.261520 sec): 3 clusters Score: Raw -1954073.508503 + Penalty 1884.126096 = -1952189.382408 nChanged 114 SP:Iteration 22Q (3972.340164 sec): 3 clusters Score: Raw -1954095.907008 + Penalty 1884.126096 = -1952211.780912 nChanged 115 SP:Iteration 23Q (3972.402326 sec): 3 clusters Score: Raw -1954116.657433 + Penalty 1884.126096 = -1952232.531338 nChanged 102 SP:Iteration 24Q (3972.476982 sec): 3 clusters Score: Raw -1954137.011995 + Penalty 1884.126096 = -1952252.885899 nChanged 97 SP:Iteration 25Q (3972.557316 sec): 3 clusters Score: Raw -1954155.335808 + Penalty 1884.126096 = -1952271.209712 nChanged 88 SP:Iteration 26Q (3972.622533 sec): 3 clusters Score: Raw -1954170.895898 + Penalty 1884.126096 = -1952286.769803 nChanged 74 SP:Iteration 27Q (3972.689520 sec): 3 clusters Score: Raw -1954182.480544 + Penalty 1884.126096 = -1952298.354448 nChanged 73 SP:Iteration 28Q (3972.764757 sec): 3 clusters Score: Raw -1954194.897293 + Penalty 1884.126096 = -1952310.771197 nChanged 72 SP:Iteration 29Q (3972.835376 sec): 3 clusters Score: Raw -1954206.828597 + Penalty 1884.126096 = -1952322.702502 nChanged 68 SP:Iteration 30Q (3972.904062 sec): 3 clusters Score: Raw -1954218.318569 + Penalty 1884.126096 = -1952334.192473 nChanged 62 SP:Iteration 31Q (3972.972447 sec): 3 clusters Score: Raw -1954227.422511 + Penalty 1884.126096 = -1952343.296415 nChanged 62 SP:Iteration 32Q (3973.043385 sec): 3 clusters Score: Raw -1954236.624801 + Penalty 1884.126096 = -1952352.498705 nChanged 53 SP:Iteration 33Q (3973.116587 sec): 3 clusters Score: Raw -1954243.447757 + Penalty 1884.126096 = -1952359.321662 nChanged 39 SP:Iteration 34Q (3973.187734 sec): 3 clusters Score: Raw -1954248.967172 + Penalty 1884.126096 = -1952364.841076 nChanged 40 SP:Iteration 35Q (3973.251108 sec): 3 clusters Score: Raw -1954254.092836 + Penalty 1884.126096 = -1952369.966740 nChanged 42 SP:Iteration 36Q (3973.315582 sec): 3 clusters Score: Raw -1954259.641809 + Penalty 1884.126096 = -1952375.515713 nChanged 40 SP:Iteration 37Q (3973.373340 sec): 3 clusters Score: Raw -1954263.731522 + Penalty 1884.126096 = -1952379.605426 nChanged 33 SP:Iteration 38Q (3973.453974 sec): 3 clusters Score: Raw -1954267.172795 + Penalty 1884.126096 = -1952383.046699 nChanged 26 SP:Iteration 39Q (3973.519118 sec): 3 clusters Score: Raw -1954270.407305 + Penalty 1884.126096 = -1952386.281209 nChanged 26 SP:Iteration 40F (3973.584457 sec): 3 clusters Score: Raw -1954273.128927 + Penalty 1884.126096 = -1952389.002831 nChanged 26 SP:Iteration 41Q (3973.662095 sec): 3 clusters Score: Raw -1954275.107184 + Penalty 1884.126096 = -1952390.981088 nChanged 19 SP:Iteration 42Q (3973.729980 sec): 3 clusters Score: Raw -1954276.613605 + Penalty 1884.126096 = -1952392.487510 nChanged 24 SP:Iteration 43Q (3973.800112 sec): 3 clusters Score: Raw -1954279.105254 + Penalty 1884.126096 = -1952394.979158 nChanged 20 SP:Iteration 44Q (3973.871263 sec): 3 clusters Score: Raw -1954280.944041 + Penalty 1884.126096 = -1952396.817946 nChanged 16 SP:Iteration 45Q (3973.940318 sec): 3 clusters Score: Raw -1954282.458267 + Penalty 1884.126096 = -1952398.332171 nChanged 15 SP:Iteration 46Q (3974.006672 sec): 3 clusters Score: Raw -1954284.219379 + Penalty 1884.126096 = -1952400.093283 nChanged 16 SP:Iteration 47Q (3974.086281 sec): 3 clusters Score: Raw -1954286.076684 + Penalty 1884.126096 = -1952401.950589 nChanged 15 SP:Iteration 48Q (3974.155802 sec): 3 clusters Score: Raw -1954287.687504 + Penalty 1884.126096 = -1952403.561409 nChanged 14 SP:Iteration 49Q (3974.220756 sec): 3 clusters Score: Raw -1954289.032338 + Penalty 1884.126096 = -1952404.906243 nChanged 11 SP:Iteration 50Q (3974.281662 sec): 3 clusters Score: Raw -1954289.876304 + Penalty 1884.126096 = -1952405.750208 nChanged 17 SP:Iteration 51Q (3974.352300 sec): 3 clusters Score: Raw -1954291.763991 + Penalty 1884.126096 = -1952407.637895 nChanged 17 SP:Iteration 52Q (3974.418494 sec): 3 clusters Score: Raw -1954293.222378 + Penalty 1884.126096 = -1952409.096282 nChanged 13 SP:Iteration 53Q (3974.489787 sec): 3 clusters Score: Raw -1954294.563850 + Penalty 1884.126096 = -1952410.437754 nChanged 9 SP:Iteration 54Q (3974.545091 sec): 3 clusters Score: Raw -1954295.693441 + Penalty 1884.126096 = -1952411.567345 nChanged 10 SP:Iteration 55Q (3974.609369 sec): 3 clusters Score: Raw -1954296.365116 + Penalty 1884.126096 = -1952412.239020 nChanged 7 SP:Iteration 56Q (3974.676790 sec): 3 clusters Score: Raw -1954297.131459 + Penalty 1884.126096 = -1952413.005363 nChanged 8 SP:Iteration 57Q (3974.747897 sec): 3 clusters Score: Raw -1954297.858630 + Penalty 1884.126096 = -1952413.732534 nChanged 9 SP:Iteration 58Q (3974.800881 sec): 3 clusters Score: Raw -1954298.722707 + Penalty 1884.126096 = -1952414.596611 nChanged 8 SP:Iteration 59Q (3974.873496 sec): 3 clusters Score: Raw -1954299.247344 + Penalty 1884.126096 = -1952415.121248 nChanged 6 SP:Iteration 60F (3974.932856 sec): 3 clusters Score: Raw -1954299.548477 + Penalty 1884.126096 = -1952415.422381 nChanged 5 SP:Iteration 61Q (3975.006172 sec): 3 clusters Score: Raw -1954300.009608 + Penalty 1884.126096 = -1952415.883512 nChanged 7 SP:Iteration 62Q (3975.071363 sec): 3 clusters Score: Raw -1954300.612920 + Penalty 1884.126096 = -1952416.486825 nChanged 7 SP:Iteration 63Q (3975.143472 sec): 3 clusters Score: Raw -1954301.133178 + Penalty 1884.126096 = -1952417.007082 nChanged 6 SP:Iteration 64Q (3975.198527 sec): 3 clusters Score: Raw -1954301.377734 + Penalty 1884.126096 = -1952417.251638 nChanged 3 SP:Iteration 65Q (3975.270358 sec): 3 clusters Score: Raw -1954301.794268 + Penalty 1884.126096 = -1952417.668173 nChanged 6 SP:Iteration 66Q (3975.326717 sec): 3 clusters Score: Raw -1954302.971205 + Penalty 1884.126096 = -1952418.845110 nChanged 9 SP:Iteration 67Q (3975.392142 sec): 3 clusters Score: Raw -1954304.329548 + Penalty 1884.126096 = -1952420.203452 nChanged 11 SP:Iteration 68Q (3975.465445 sec): 3 clusters Score: Raw -1954305.593191 + Penalty 1884.126096 = -1952421.467095 nChanged 7 SP:Iteration 69Q (3975.519855 sec): 3 clusters Score: Raw -1954306.336699 + Penalty 1884.126096 = -1952422.210604 nChanged 8 SP:Iteration 70Q (3975.587511 sec): 3 clusters Score: Raw -1954307.112807 + Penalty 1884.126096 = -1952422.986712 nChanged 6 SP:Iteration 71Q (3975.652335 sec): 3 clusters Score: Raw -1954307.589886 + Penalty 1884.126096 = -1952423.463790 nChanged 2 SP:Iteration 72Q (3975.724373 sec): 3 clusters Score: Raw -1954307.853910 + Penalty 1884.126096 = -1952423.727815 nChanged 3 SP:Iteration 73Q (3975.791747 sec): 3 clusters Score: Raw -1954308.206835 + Penalty 1884.126096 = -1952424.080739 nChanged 4 SP:Iteration 74Q (3975.854489 sec): 3 clusters Score: Raw -1954308.745066 + Penalty 1884.126096 = -1952424.618970 nChanged 6 SP:Iteration 75Q (3975.921067 sec): 3 clusters Score: Raw -1954309.357754 + Penalty 1884.126096 = -1952425.231658 nChanged 6 SP:Iteration 76Q (3975.989136 sec): 3 clusters Score: Raw -1954309.857384 + Penalty 1884.126096 = -1952425.731288 nChanged 8 SP:Iteration 77Q (3976.060279 sec): 3 clusters Score: Raw -1954310.756519 + Penalty 1884.126096 = -1952426.630423 nChanged 8 SP:Iteration 78Q (3976.128227 sec): 3 clusters Score: Raw -1954311.647003 + Penalty 1884.126096 = -1952427.520907 nChanged 6 SP:Iteration 79Q (3976.186337 sec): 3 clusters Score: Raw -1954311.897569 + Penalty 1884.126096 = -1952427.771473 nChanged 4 SP:Iteration 80F (3976.258771 sec): 3 clusters Score: Raw -1954312.209074 + Penalty 1884.126096 = -1952428.082979 nChanged 3 SP:Iteration 81Q (3976.319926 sec): 3 clusters Score: Raw -1954312.401896 + Penalty 1884.126096 = -1952428.275800 nChanged 5 SP:Iteration 82Q (3976.377358 sec): 3 clusters Score: Raw -1954312.789586 + Penalty 1884.126096 = -1952428.663491 nChanged 6 SP:Iteration 83Q (3976.441847 sec): 3 clusters Score: Raw -1954313.258669 + Penalty 1884.126096 = -1952429.132573 nChanged 12 SP:Iteration 84Q (3976.500551 sec): 3 clusters Score: Raw -1954314.475570 + Penalty 1884.126096 = -1952430.349474 nChanged 14 SP:Iteration 85Q (3976.572238 sec): 3 clusters Score: Raw -1954316.117356 + Penalty 1884.126096 = -1952431.991260 nChanged 14 SP:Iteration 86Q (3976.640279 sec): 3 clusters Score: Raw -1954317.518442 + Penalty 1884.126096 = -1952433.392346 nChanged 10 SP:Iteration 87Q (3976.708301 sec): 3 clusters Score: Raw -1954318.524765 + Penalty 1884.126096 = -1952434.398669 nChanged 16 SP:Iteration 88Q (3976.762139 sec): 3 clusters Score: Raw -1954321.268904 + Penalty 1884.126096 = -1952437.142808 nChanged 26 SP:Iteration 89Q (3976.824241 sec): 3 clusters Score: Raw -1954325.031055 + Penalty 1884.126096 = -1952440.904959 nChanged 25 SP:Iteration 90Q (3976.891441 sec): 3 clusters Score: Raw -1954329.140723 + Penalty 1884.126096 = -1952445.014627 nChanged 24 SP:Iteration 91Q (3976.950775 sec): 3 clusters Score: Raw -1954332.238398 + Penalty 1884.126096 = -1952448.112303 nChanged 20 SP:Iteration 92Q (3977.016139 sec): 3 clusters Score: Raw -1954334.754965 + Penalty 1884.126096 = -1952450.628869 nChanged 13 SP:Iteration 93Q (3977.083334 sec): 3 clusters Score: Raw -1954335.536392 + Penalty 1884.126096 = -1952451.410296 nChanged 7 SP:Iteration 94Q (3977.150081 sec): 3 clusters Score: Raw -1954336.025264 + Penalty 1884.126096 = -1952451.899168 nChanged 9 SP:Iteration 95Q (3977.222146 sec): 3 clusters Score: Raw -1954336.838869 + Penalty 1884.126096 = -1952452.712774 nChanged 13 SP:Iteration 96Q (3977.281865 sec): 3 clusters Score: Raw -1954338.039909 + Penalty 1884.126096 = -1952453.913814 nChanged 11 SP:Iteration 97Q (3977.346002 sec): 3 clusters Score: Raw -1954338.939452 + Penalty 1884.126096 = -1952454.813357 nChanged 7 SP:Iteration 98Q (3977.410672 sec): 3 clusters Score: Raw -1954339.278519 + Penalty 1884.126096 = -1952455.152423 nChanged 4 SP:Iteration 99Q (3977.476999 sec): 3 clusters Score: Raw -1954339.606167 + Penalty 1884.126096 = -1952455.480071 nChanged 2 SP:Iteration 100F (3977.528988 sec): 3 clusters Score: Raw -1954339.742188 + Penalty 1884.126096 = -1952455.616093 nChanged 1 SP:Iteration 101Q (3977.605354 sec): 3 clusters Score: Raw -1954339.778126 + Penalty 1884.126096 = -1952455.652030 nChanged 2 SP:Iteration 102Q (3977.662947 sec): 3 clusters Score: Raw -1954339.921309 + Penalty 1884.126096 = -1952455.795214 nChanged 1 SP:Iteration 103Q (3977.729447 sec): 3 clusters Score: Raw -1954340.050479 + Penalty 1884.126096 = -1952455.924384 nChanged 1 SP:Iteration 104Q (3977.793788 sec): 3 clusters Score: Raw -1954340.073569 + Penalty 1884.126096 = -1952455.947473 nChanged 0 SP:Iteration 105F (3977.858263 sec): 3 clusters Score: Raw -1954340.073569 + Penalty 1884.126096 = -1952455.947473 nChanged 0 Score: Raw -58494445.892716 + Penalty 49431.021155 = -58445014.871561 Splitting cluster 38 changes total score from -58445087.423855 to -58445014.871561 So it's not getting split. Iteration 139Q (3994.237606 sec): 39 clusters Score: Raw -58493343.486895 + Penalty 48163.559074 = -58445179.927821 nChanged 1123 Iteration 140F (4005.218781 sec): 39 clusters Score: Raw -58493439.183427 + Penalty 48163.559074 = -58445275.624353 nChanged 1087 Iteration 141Q (4010.454625 sec): 39 clusters Score: Raw -58493533.026015 + Penalty 48163.559074 = -58445369.466940 nChanged 1081 Iteration 142Q (4015.694938 sec): 39 clusters Score: Raw -58493628.633759 + Penalty 48163.559074 = -58445465.074685 nChanged 1084 Iteration 143Q (4021.035717 sec): 39 clusters Score: Raw -58493726.538046 + Penalty 48163.559074 = -58445562.978971 nChanged 1099 Iteration 144Q (4026.256379 sec): 39 clusters Score: Raw -58493828.135246 + Penalty 48163.559074 = -58445664.576172 nChanged 1089 Iteration 145Q (4031.260976 sec): 39 clusters Score: Raw -58493924.402178 + Penalty 48163.559074 = -58445760.843104 nChanged 1100 Iteration 146Q (4036.587771 sec): 39 clusters Score: Raw -58494012.508353 + Penalty 48163.559074 = -58445848.949278 nChanged 1038 Iteration 147Q (4041.968313 sec): 39 clusters Score: Raw -58494096.709473 + Penalty 48163.559074 = -58445933.150398 nChanged 1039 Iteration 148Q (4047.475293 sec): 39 clusters Score: Raw -58494178.270438 + Penalty 48163.559074 = -58446014.711363 nChanged 1018 Iteration 149Q (4053.138239 sec): 39 clusters Score: Raw -58494261.377113 + Penalty 48163.559074 = -58446097.818039 nChanged 1078 Iteration 150Q (4058.878389 sec): 39 clusters Score: Raw -58494346.811112 + Penalty 48163.559074 = -58446183.252038 nChanged 1073 Iteration 151Q (4064.570105 sec): 39 clusters Score: Raw -58494436.416540 + Penalty 48163.559074 = -58446272.857466 nChanged 1093 Iteration 152Q (4070.071490 sec): 39 clusters Score: Raw -58494525.538466 + Penalty 48163.559074 = -58446361.979392 nChanged 1030 Iteration 153Q (4075.551080 sec): 39 clusters Score: Raw -58494613.014793 + Penalty 48163.559074 = -58446449.455718 nChanged 1086 Iteration 154Q (4081.322202 sec): 39 clusters Score: Raw -58494695.964069 + Penalty 48163.559074 = -58446532.404995 nChanged 1022 Iteration 155Q (4087.024849 sec): 39 clusters Score: Raw -58494770.986946 + Penalty 48163.559074 = -58446607.427872 nChanged 1028 Iteration 156Q (4092.638269 sec): 39 clusters Score: Raw -58494849.643621 + Penalty 48163.559074 = -58446686.084546 nChanged 1041 Iteration 157Q (4098.342904 sec): 39 clusters Score: Raw -58494920.266975 + Penalty 48163.559074 = -58446756.707901 nChanged 1008 Iteration 158Q (4104.097019 sec): 39 clusters Score: Raw -58494987.998709 + Penalty 48163.559074 = -58446824.439635 nChanged 1051 Iteration 159Q (4109.659845 sec): 39 clusters Score: Raw -58495058.439858 + Penalty 48163.559074 = -58446894.880784 nChanged 1006 Iteration 160F (4120.804508 sec): 39 clusters Score: Raw -58495120.975815 + Penalty 48163.559074 = -58446957.416741 nChanged 983 Iteration 161Q (4126.343417 sec): 39 clusters Score: Raw -58495182.321571 + Penalty 48163.559074 = -58447018.762496 nChanged 953 Iteration 162Q (4131.411745 sec): 39 clusters Score: Raw -58495238.071898 + Penalty 48163.559074 = -58447074.512824 nChanged 950 Iteration 163Q (4136.796590 sec): 39 clusters Score: Raw -58495290.731640 + Penalty 48163.559074 = -58447127.172566 nChanged 892 Iteration 164Q (4142.356018 sec): 39 clusters Score: Raw -58495339.554005 + Penalty 48163.559074 = -58447175.994930 nChanged 922 Iteration 165Q (4147.874551 sec): 39 clusters Score: Raw -58495393.123674 + Penalty 48163.559074 = -58447229.564600 nChanged 880 Iteration 166Q (4153.528693 sec): 39 clusters Score: Raw -58495444.375906 + Penalty 48163.559074 = -58447280.816831 nChanged 921 Iteration 167Q (4158.839108 sec): 39 clusters Score: Raw -58495496.466692 + Penalty 48163.559074 = -58447332.907617 nChanged 913 Iteration 168Q (4164.278896 sec): 39 clusters Score: Raw -58495547.016432 + Penalty 48163.559074 = -58447383.457358 nChanged 842 Iteration 169Q (4169.863767 sec): 39 clusters Score: Raw -58495589.821502 + Penalty 48163.559074 = -58447426.262428 nChanged 837 Iteration 170Q (4175.505223 sec): 39 clusters Score: Raw -58495632.535130 + Penalty 48163.559074 = -58447468.976056 nChanged 806 Iteration 171Q (4180.942519 sec): 39 clusters Score: Raw -58495677.058227 + Penalty 48163.559074 = -58447513.499152 nChanged 841 Iteration 172Q (4186.326688 sec): 39 clusters Score: Raw -58495718.942485 + Penalty 48163.559074 = -58447555.383411 nChanged 779 Iteration 173Q (4192.111341 sec): 39 clusters Score: Raw -58495754.251602 + Penalty 48163.559074 = -58447590.692527 nChanged 705 Iteration 174Q (4197.874711 sec): 39 clusters Score: Raw -58495786.458672 + Penalty 48163.559074 = -58447622.899598 nChanged 701 Iteration 175Q (4203.749812 sec): 39 clusters Score: Raw -58495816.322845 + Penalty 48163.559074 = -58447652.763771 nChanged 648 Iteration 176Q (4209.532762 sec): 39 clusters Score: Raw -58495843.265123 + Penalty 48163.559074 = -58447679.706049 nChanged 649 Iteration 177Q (4215.249966 sec): 39 clusters Score: Raw -58495869.041506 + Penalty 48163.559074 = -58447705.482432 nChanged 629 Iteration 178Q (4220.937820 sec): 39 clusters Score: Raw -58495893.074349 + Penalty 48163.559074 = -58447729.515275 nChanged 565 Writing temp clu file Because OldScore, -58447705.482432, is greater than current (better) Score,-58447729.515275 Compute initial score before splitting: Score: Raw -58495893.074349 + Penalty 48163.559074 = -58447729.515275 Trying to split cluster 1 (5284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4221.168491 sec): 2 clusters Score: Raw -498745.219933 + Penalty 814.381673 = -497930.838259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4221.218070 sec): 3 clusters Score: Raw -495789.999906 + Penalty 1628.763346 = -494161.236559 nChanged 2285 SP:Iteration 1F (4221.272334 sec): 3 clusters Score: Raw -497061.592266 + Penalty 1628.763346 = -495432.828919 nChanged 370 SP:Iteration 2F (4221.327651 sec): 3 clusters Score: Raw -497254.528923 + Penalty 1628.763346 = -495625.765576 nChanged 297 SP:Iteration 3F (4221.383846 sec): 3 clusters Score: Raw -497451.106244 + Penalty 1628.763346 = -495822.342898 nChanged 314 SP:Iteration 4F (4221.440607 sec): 3 clusters Score: Raw -497681.682432 + Penalty 1628.763346 = -496052.919085 nChanged 304 SP:Iteration 5F (4221.484055 sec): 3 clusters Score: Raw -497911.469308 + Penalty 1628.763346 = -496282.705961 nChanged 296 SP:Iteration 6F (4221.545139 sec): 3 clusters Score: Raw -498171.608126 + Penalty 1628.763346 = -496542.844779 nChanged 239 SP:Iteration 7Q (4221.598986 sec): 3 clusters Score: Raw -498359.131800 + Penalty 1628.763346 = -496730.368453 nChanged 181 SP:Iteration 8Q (4221.653257 sec): 3 clusters Score: Raw -498480.709183 + Penalty 1628.763346 = -496851.945836 nChanged 140 SP:Iteration 9Q (4221.704245 sec): 3 clusters Score: Raw -498574.962533 + Penalty 1628.763346 = -496946.199186 nChanged 110 SP:Iteration 10Q (4221.753930 sec): 3 clusters Score: Raw -498647.027249 + Penalty 1628.763346 = -497018.263903 nChanged 77 SP:Iteration 11Q (4221.810873 sec): 3 clusters Score: Raw -498697.369351 + Penalty 1628.763346 = -497068.606005 nChanged 62 SP:Iteration 12Q (4221.862850 sec): 3 clusters Score: Raw -498730.422810 + Penalty 1628.763346 = -497101.659464 nChanged 52 SP:Iteration 13Q (4221.909773 sec): 3 clusters Score: Raw -498758.396211 + Penalty 1628.763346 = -497129.632864 nChanged 39 SP:Iteration 14Q (4221.955606 sec): 3 clusters Score: Raw -498776.657093 + Penalty 1628.763346 = -497147.893746 nChanged 45 SP:Iteration 15Q (4222.015509 sec): 3 clusters Score: Raw -498802.392661 + Penalty 1628.763346 = -497173.629314 nChanged 49 SP:Iteration 16Q (4222.075463 sec): 3 clusters Score: Raw -498827.729473 + Penalty 1628.763346 = -497198.966126 nChanged 37 SP:Iteration 17Q (4222.127196 sec): 3 clusters Score: Raw -498844.398976 + Penalty 1628.763346 = -497215.635630 nChanged 40 SP:Iteration 18Q (4222.182402 sec): 3 clusters Score: Raw -498863.265516 + Penalty 1628.763346 = -497234.502169 nChanged 46 SP:Iteration 19Q (4222.237458 sec): 3 clusters Score: Raw -498891.321738 + Penalty 1628.763346 = -497262.558392 nChanged 33 SP:Iteration 20F (4222.292014 sec): 3 clusters Score: Raw -498909.854849 + Penalty 1628.763346 = -497281.091502 nChanged 35 SP:Iteration 21Q (4222.338821 sec): 3 clusters Score: Raw -498927.367147 + Penalty 1628.763346 = -497298.603800 nChanged 23 SP:Iteration 22Q (4222.396287 sec): 3 clusters Score: Raw -498937.679482 + Penalty 1628.763346 = -497308.916135 nChanged 20 SP:Iteration 23Q (4222.443533 sec): 3 clusters Score: Raw -498946.921309 + Penalty 1628.763346 = -497318.157963 nChanged 12 SP:Iteration 24Q (4222.487772 sec): 3 clusters Score: Raw -498950.585746 + Penalty 1628.763346 = -497321.822399 nChanged 16 SP:Iteration 25Q (4222.538509 sec): 3 clusters Score: Raw -498955.703847 + Penalty 1628.763346 = -497326.940500 nChanged 16 SP:Iteration 26Q (4222.589085 sec): 3 clusters Score: Raw -498963.479163 + Penalty 1628.763346 = -497334.715817 nChanged 15 SP:Iteration 27Q (4222.647501 sec): 3 clusters Score: Raw -498969.430162 + Penalty 1628.763346 = -497340.666815 nChanged 18 SP:Iteration 28Q (4222.695181 sec): 3 clusters Score: Raw -498976.932847 + Penalty 1628.763346 = -497348.169500 nChanged 16 SP:Iteration 29Q (4222.755174 sec): 3 clusters Score: Raw -498984.592374 + Penalty 1628.763346 = -497355.829028 nChanged 12 SP:Iteration 30Q (4222.796910 sec): 3 clusters Score: Raw -498988.715055 + Penalty 1628.763346 = -497359.951709 nChanged 6 SP:Iteration 31Q (4222.855083 sec): 3 clusters Score: Raw -498990.592110 + Penalty 1628.763346 = -497361.828764 nChanged 7 SP:Iteration 32Q (4222.911869 sec): 3 clusters Score: Raw -498993.719824 + Penalty 1628.763346 = -497364.956478 nChanged 17 SP:Iteration 33Q (4222.951318 sec): 3 clusters Score: Raw -499000.128431 + Penalty 1628.763346 = -497371.365085 nChanged 11 SP:Iteration 34Q (4223.011348 sec): 3 clusters Score: Raw -499003.189517 + Penalty 1628.763346 = -497374.426171 nChanged 11 SP:Iteration 35Q (4223.063474 sec): 3 clusters Score: Raw -499006.123944 + Penalty 1628.763346 = -497377.360598 nChanged 7 SP:Iteration 36Q (4223.106371 sec): 3 clusters Score: Raw -499008.017899 + Penalty 1628.763346 = -497379.254553 nChanged 5 SP:Iteration 37Q (4223.158357 sec): 3 clusters Score: Raw -499009.020800 + Penalty 1628.763346 = -497380.257453 nChanged 4 SP:Iteration 38Q (4223.211973 sec): 3 clusters Score: Raw -499010.301882 + Penalty 1628.763346 = -497381.538536 nChanged 2 SP:Iteration 39Q (4223.257695 sec): 3 clusters Score: Raw -499010.462659 + Penalty 1628.763346 = -497381.699312 nChanged 0 SP:Iteration 40F (4223.321495 sec): 3 clusters Score: Raw -499010.462659 + Penalty 1628.763346 = -497381.699312 nChanged 0 Trying to split cluster 2 (58224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4223.408337 sec): 2 clusters Score: Raw -5703760.182094 + Penalty 1042.345027 = -5702717.837066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4223.533554 sec): 3 clusters Score: Raw -5665751.251963 + Penalty 2084.690055 = -5663666.561908 nChanged 27921 SP:Iteration 1F (4223.639230 sec): 3 clusters Score: Raw -5682496.331244 + Penalty 2084.690055 = -5680411.641189 nChanged 2574 SP:Iteration 2Q (4223.765586 sec): 3 clusters Score: Raw -5683405.347789 + Penalty 2084.690055 = -5681320.657734 nChanged 2715 SP:Iteration 3Q (4223.890674 sec): 3 clusters Score: Raw -5684599.158974 + Penalty 2084.690055 = -5682514.468919 nChanged 3105 SP:Iteration 4F (4224.016762 sec): 3 clusters Score: Raw -5686442.031163 + Penalty 2084.690055 = -5684357.341108 nChanged 3749 SP:Iteration 5F (4224.138230 sec): 3 clusters Score: Raw -5689483.973712 + Penalty 2084.690055 = -5687399.283657 nChanged 4306 SP:Iteration 6F (4224.258310 sec): 3 clusters Score: Raw -5693358.602781 + Penalty 2084.690055 = -5691273.912726 nChanged 4022 SP:Iteration 7F (4224.368186 sec): 3 clusters Score: Raw -5696264.277536 + Penalty 2084.690055 = -5694179.587482 nChanged 2909 SP:Iteration 8Q (4224.499045 sec): 3 clusters Score: Raw -5697609.270716 + Penalty 2084.690055 = -5695524.580662 nChanged 1705 SP:Iteration 9Q (4224.635607 sec): 3 clusters Score: Raw -5698103.646836 + Penalty 2084.690055 = -5696018.956781 nChanged 1029 SP:Iteration 10Q (4224.761652 sec): 3 clusters Score: Raw -5698349.592565 + Penalty 2084.690055 = -5696264.902510 nChanged 763 SP:Iteration 11Q (4224.889389 sec): 3 clusters Score: Raw -5698519.767042 + Penalty 2084.690055 = -5696435.076987 nChanged 642 SP:Iteration 12Q (4225.008484 sec): 3 clusters Score: Raw -5698656.246925 + Penalty 2084.690055 = -5696571.556871 nChanged 614 SP:Iteration 13Q (4225.137031 sec): 3 clusters Score: Raw -5698784.522403 + Penalty 2084.690055 = -5696699.832348 nChanged 612 SP:Iteration 14Q (4225.260879 sec): 3 clusters Score: Raw -5698907.243429 + Penalty 2084.690055 = -5696822.553375 nChanged 538 SP:Iteration 15Q (4225.379779 sec): 3 clusters Score: Raw -5699018.797775 + Penalty 2084.690055 = -5696934.107720 nChanged 540 SP:Iteration 16Q (4225.494572 sec): 3 clusters Score: Raw -5699134.749338 + Penalty 2084.690055 = -5697050.059284 nChanged 539 SP:Iteration 17Q (4225.606288 sec): 3 clusters Score: Raw -5699252.357494 + Penalty 2084.690055 = -5697167.667440 nChanged 536 SP:Iteration 18Q (4225.730557 sec): 3 clusters Score: Raw -5699367.450963 + Penalty 2084.690055 = -5697282.760908 nChanged 558 SP:Iteration 19Q (4225.852399 sec): 3 clusters Score: Raw -5699487.445777 + Penalty 2084.690055 = -5697402.755723 nChanged 559 SP:Iteration 20F (4225.963818 sec): 3 clusters Score: Raw -5699616.061934 + Penalty 2084.690055 = -5697531.371879 nChanged 572 SP:Iteration 21Q (4226.080342 sec): 3 clusters Score: Raw -5699748.407887 + Penalty 2084.690055 = -5697663.717832 nChanged 548 SP:Iteration 22Q (4226.203167 sec): 3 clusters Score: Raw -5699877.708758 + Penalty 2084.690055 = -5697793.018704 nChanged 562 SP:Iteration 23Q (4226.332502 sec): 3 clusters Score: Raw -5699998.525861 + Penalty 2084.690055 = -5697913.835806 nChanged 509 SP:Iteration 24Q (4226.451452 sec): 3 clusters Score: Raw -5700104.543633 + Penalty 2084.690055 = -5698019.853579 nChanged 454 SP:Iteration 25Q (4226.574858 sec): 3 clusters Score: Raw -5700187.058195 + Penalty 2084.690055 = -5698102.368140 nChanged 417 SP:Iteration 26Q (4226.694666 sec): 3 clusters Score: Raw -5700244.065700 + Penalty 2084.690055 = -5698159.375645 nChanged 316 SP:Iteration 27Q (4226.807367 sec): 3 clusters Score: Raw -5700280.675982 + Penalty 2084.690055 = -5698195.985927 nChanged 256 SP:Iteration 28Q (4226.934438 sec): 3 clusters Score: Raw -5700304.824213 + Penalty 2084.690055 = -5698220.134158 nChanged 211 SP:Iteration 29Q (4227.048686 sec): 3 clusters Score: Raw -5700322.579576 + Penalty 2084.690055 = -5698237.889522 nChanged 188 SP:Iteration 30Q (4227.179829 sec): 3 clusters Score: Raw -5700337.591362 + Penalty 2084.690055 = -5698252.901307 nChanged 194 SP:Iteration 31Q (4227.300715 sec): 3 clusters Score: Raw -5700352.365391 + Penalty 2084.690055 = -5698267.675336 nChanged 171 SP:Iteration 32Q (4227.423307 sec): 3 clusters Score: Raw -5700365.429922 + Penalty 2084.690055 = -5698280.739867 nChanged 155 SP:Iteration 33Q (4227.543446 sec): 3 clusters Score: Raw -5700377.313548 + Penalty 2084.690055 = -5698292.623493 nChanged 150 SP:Iteration 34Q (4227.667162 sec): 3 clusters Score: Raw -5700388.918018 + Penalty 2084.690055 = -5698304.227963 nChanged 158 SP:Iteration 35Q (4227.784528 sec): 3 clusters Score: Raw -5700401.955638 + Penalty 2084.690055 = -5698317.265583 nChanged 164 SP:Iteration 36Q (4227.904093 sec): 3 clusters Score: Raw -5700414.303635 + Penalty 2084.690055 = -5698329.613580 nChanged 149 SP:Iteration 37Q (4228.025363 sec): 3 clusters Score: Raw -5700424.091296 + Penalty 2084.690055 = -5698339.401241 nChanged 146 SP:Iteration 38Q (4228.153576 sec): 3 clusters Score: Raw -5700433.541748 + Penalty 2084.690055 = -5698348.851693 nChanged 139 SP:Iteration 39Q (4228.273820 sec): 3 clusters Score: Raw -5700442.896386 + Penalty 2084.690055 = -5698358.206331 nChanged 134 SP:Iteration 40F (4228.402021 sec): 3 clusters Score: Raw -5700451.277594 + Penalty 2084.690055 = -5698366.587539 nChanged 155 SP:Iteration 41Q (4228.516493 sec): 3 clusters Score: Raw -5700460.803687 + Penalty 2084.690055 = -5698376.113632 nChanged 139 SP:Iteration 42Q (4228.638897 sec): 3 clusters Score: Raw -5700468.921009 + Penalty 2084.690055 = -5698384.230954 nChanged 131 SP:Iteration 43Q (4228.763641 sec): 3 clusters Score: Raw -5700476.020564 + Penalty 2084.690055 = -5698391.330509 nChanged 108 SP:Iteration 44Q (4228.880649 sec): 3 clusters Score: Raw -5700480.837900 + Penalty 2084.690055 = -5698396.147845 nChanged 93 SP:Iteration 45Q (4228.998146 sec): 3 clusters Score: Raw -5700485.014409 + Penalty 2084.690055 = -5698400.324354 nChanged 83 SP:Iteration 46Q (4229.130151 sec): 3 clusters Score: Raw -5700488.296680 + Penalty 2084.690055 = -5698403.606625 nChanged 82 SP:Iteration 47Q (4229.242984 sec): 3 clusters Score: Raw -5700491.436759 + Penalty 2084.690055 = -5698406.746704 nChanged 85 SP:Iteration 48Q (4229.371637 sec): 3 clusters Score: Raw -5700494.843438 + Penalty 2084.690055 = -5698410.153383 nChanged 67 SP:Iteration 49Q (4229.493361 sec): 3 clusters Score: Raw -5700496.852275 + Penalty 2084.690055 = -5698412.162220 nChanged 58 SP:Iteration 50Q (4229.605071 sec): 3 clusters Score: Raw -5700498.698134 + Penalty 2084.690055 = -5698414.008079 nChanged 47 SP:Iteration 51Q (4229.727098 sec): 3 clusters Score: Raw -5700500.087616 + Penalty 2084.690055 = -5698415.397561 nChanged 41 SP:Iteration 52Q (4229.854522 sec): 3 clusters Score: Raw -5700501.277230 + Penalty 2084.690055 = -5698416.587175 nChanged 43 SP:Iteration 53Q (4229.982730 sec): 3 clusters Score: Raw -5700502.549610 + Penalty 2084.690055 = -5698417.859556 nChanged 45 SP:Iteration 54Q (4230.099001 sec): 3 clusters Score: Raw -5700503.840180 + Penalty 2084.690055 = -5698419.150125 nChanged 51 SP:Iteration 55Q (4230.214106 sec): 3 clusters Score: Raw -5700505.172884 + Penalty 2084.690055 = -5698420.482829 nChanged 42 SP:Iteration 56Q (4230.336471 sec): 3 clusters Score: Raw -5700506.217474 + Penalty 2084.690055 = -5698421.527419 nChanged 28 SP:Iteration 57Q (4230.456160 sec): 3 clusters Score: Raw -5700506.904602 + Penalty 2084.690055 = -5698422.214547 nChanged 28 SP:Iteration 58Q (4230.589238 sec): 3 clusters Score: Raw -5700507.605194 + Penalty 2084.690055 = -5698422.915140 nChanged 30 SP:Iteration 59Q (4230.707848 sec): 3 clusters Score: Raw -5700508.097156 + Penalty 2084.690055 = -5698423.407101 nChanged 19 SP:Iteration 60F (4230.834416 sec): 3 clusters Score: Raw -5700508.517304 + Penalty 2084.690055 = -5698423.827249 nChanged 22 SP:Iteration 61Q (4230.954222 sec): 3 clusters Score: Raw -5700509.015443 + Penalty 2084.690055 = -5698424.325388 nChanged 21 SP:Iteration 62Q (4231.080304 sec): 3 clusters Score: Raw -5700509.506521 + Penalty 2084.690055 = -5698424.816466 nChanged 24 SP:Iteration 63Q (4231.205752 sec): 3 clusters Score: Raw -5700510.043498 + Penalty 2084.690055 = -5698425.353444 nChanged 11 SP:Iteration 64Q (4231.320969 sec): 3 clusters Score: Raw -5700510.322727 + Penalty 2084.690055 = -5698425.632672 nChanged 16 SP:Iteration 65Q (4231.443799 sec): 3 clusters Score: Raw -5700510.599870 + Penalty 2084.690055 = -5698425.909815 nChanged 15 SP:Iteration 66Q (4231.572434 sec): 3 clusters Score: Raw -5700510.814247 + Penalty 2084.690055 = -5698426.124192 nChanged 10 SP:Iteration 67Q (4231.688720 sec): 3 clusters Score: Raw -5700510.945581 + Penalty 2084.690055 = -5698426.255527 nChanged 7 SP:Iteration 68Q (4231.810017 sec): 3 clusters Score: Raw -5700511.047263 + Penalty 2084.690055 = -5698426.357208 nChanged 6 SP:Iteration 69Q (4231.932278 sec): 3 clusters Score: Raw -5700511.119945 + Penalty 2084.690055 = -5698426.429890 nChanged 4 SP:Iteration 70Q (4232.057970 sec): 3 clusters Score: Raw -5700511.153252 + Penalty 2084.690055 = -5698426.463197 nChanged 2 SP:Iteration 71Q (4232.178941 sec): 3 clusters Score: Raw -5700511.177025 + Penalty 2084.690055 = -5698426.486970 nChanged 3 SP:Iteration 72Q (4232.297476 sec): 3 clusters Score: Raw -5700511.214343 + Penalty 2084.690055 = -5698426.524289 nChanged 1 SP:Iteration 73Q (4232.415869 sec): 3 clusters Score: Raw -5700511.240207 + Penalty 2084.690055 = -5698426.550153 nChanged 3 SP:Iteration 74Q (4232.540246 sec): 3 clusters Score: Raw -5700511.281413 + Penalty 2084.690055 = -5698426.591359 nChanged 4 SP:Iteration 75Q (4232.654722 sec): 3 clusters Score: Raw -5700511.339282 + Penalty 2084.690055 = -5698426.649227 nChanged 7 SP:Iteration 76Q (4232.784517 sec): 3 clusters Score: Raw -5700511.448354 + Penalty 2084.690055 = -5698426.758299 nChanged 5 SP:Iteration 77Q (4232.901447 sec): 3 clusters Score: Raw -5700511.492210 + Penalty 2084.690055 = -5698426.802155 nChanged 4 SP:Iteration 78Q (4233.039582 sec): 3 clusters Score: Raw -5700511.527510 + Penalty 2084.690055 = -5698426.837455 nChanged 2 SP:Iteration 79Q (4233.149860 sec): 3 clusters Score: Raw -5700511.541527 + Penalty 2084.690055 = -5698426.851473 nChanged 3 SP:Iteration 80F (4233.275018 sec): 3 clusters Score: Raw -5700511.573537 + Penalty 2084.690055 = -5698426.883482 nChanged 2 SP:Iteration 81Q (4233.392731 sec): 3 clusters Score: Raw -5700511.589411 + Penalty 2084.690055 = -5698426.899356 nChanged 1 SP:Iteration 82Q (4233.518777 sec): 3 clusters Score: Raw -5700511.595408 + Penalty 2084.690055 = -5698426.905353 nChanged 1 SP:Iteration 83Q (4233.646609 sec): 3 clusters Score: Raw -5700511.596970 + Penalty 2084.690055 = -5698426.906915 nChanged 0 SP:Iteration 84F (4233.762253 sec): 3 clusters Score: Raw -5700511.596970 + Penalty 2084.690055 = -5698426.906915 nChanged 0 Trying to split cluster 3 (4301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4233.805070 sec): 2 clusters Score: Raw -377207.965603 + Penalty 794.827269 = -376413.138334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4233.859651 sec): 3 clusters Score: Raw -374829.469744 + Penalty 1589.654538 = -373239.815206 nChanged 1860 SP:Iteration 1F (4233.905024 sec): 3 clusters Score: Raw -375960.795369 + Penalty 1589.654538 = -374371.140831 nChanged 307 SP:Iteration 2F (4233.972923 sec): 3 clusters Score: Raw -376152.170075 + Penalty 1589.654538 = -374562.515537 nChanged 254 SP:Iteration 3F (4234.022185 sec): 3 clusters Score: Raw -376305.915775 + Penalty 1589.654538 = -374716.261237 nChanged 206 SP:Iteration 4Q (4234.061496 sec): 3 clusters Score: Raw -376452.703983 + Penalty 1589.654538 = -374863.049445 nChanged 211 SP:Iteration 5Q (4234.116610 sec): 3 clusters Score: Raw -376620.136471 + Penalty 1589.654538 = -375030.481932 nChanged 190 SP:Iteration 6Q (4234.178564 sec): 3 clusters Score: Raw -376786.766729 + Penalty 1589.654538 = -375197.112191 nChanged 168 SP:Iteration 7Q (4234.222106 sec): 3 clusters Score: Raw -376947.721386 + Penalty 1589.654538 = -375358.066848 nChanged 181 SP:Iteration 8Q (4234.275003 sec): 3 clusters Score: Raw -377109.450336 + Penalty 1589.654538 = -375519.795798 nChanged 142 SP:Iteration 9Q (4234.326541 sec): 3 clusters Score: Raw -377218.256229 + Penalty 1589.654538 = -375628.601691 nChanged 107 SP:Iteration 10Q (4234.375333 sec): 3 clusters Score: Raw -377282.100538 + Penalty 1589.654538 = -375692.446000 nChanged 59 SP:Iteration 11Q (4234.430111 sec): 3 clusters Score: Raw -377312.100438 + Penalty 1589.654538 = -375722.445900 nChanged 34 SP:Iteration 12Q (4234.482366 sec): 3 clusters Score: Raw -377327.277624 + Penalty 1589.654538 = -375737.623086 nChanged 27 SP:Iteration 13Q (4234.546218 sec): 3 clusters Score: Raw -377338.161069 + Penalty 1589.654538 = -375748.506531 nChanged 19 SP:Iteration 14Q (4234.592269 sec): 3 clusters Score: Raw -377342.366004 + Penalty 1589.654538 = -375752.711466 nChanged 13 SP:Iteration 15Q (4234.641974 sec): 3 clusters Score: Raw -377345.636775 + Penalty 1589.654538 = -375755.982236 nChanged 10 SP:Iteration 16Q (4234.702350 sec): 3 clusters Score: Raw -377348.042470 + Penalty 1589.654538 = -375758.387932 nChanged 11 SP:Iteration 17Q (4234.759909 sec): 3 clusters Score: Raw -377351.203838 + Penalty 1589.654538 = -375761.549300 nChanged 6 SP:Iteration 18Q (4234.804356 sec): 3 clusters Score: Raw -377352.756787 + Penalty 1589.654538 = -375763.102249 nChanged 8 SP:Iteration 19Q (4234.855971 sec): 3 clusters Score: Raw -377355.569680 + Penalty 1589.654538 = -375765.915141 nChanged 9 SP:Iteration 20F (4234.910462 sec): 3 clusters Score: Raw -377357.729788 + Penalty 1589.654538 = -375768.075250 nChanged 5 SP:Iteration 21Q (4234.960401 sec): 3 clusters Score: Raw -377359.027061 + Penalty 1589.654538 = -375769.372522 nChanged 5 SP:Iteration 22Q (4235.007470 sec): 3 clusters Score: Raw -377360.680457 + Penalty 1589.654538 = -375771.025919 nChanged 4 SP:Iteration 23Q (4235.061455 sec): 3 clusters Score: Raw -377361.758813 + Penalty 1589.654538 = -375772.104274 nChanged 5 SP:Iteration 24Q (4235.120821 sec): 3 clusters Score: Raw -377363.056494 + Penalty 1589.654538 = -375773.401956 nChanged 5 SP:Iteration 25Q (4235.167759 sec): 3 clusters Score: Raw -377364.329467 + Penalty 1589.654538 = -375774.674928 nChanged 6 SP:Iteration 26Q (4235.211771 sec): 3 clusters Score: Raw -377365.769806 + Penalty 1589.654538 = -375776.115268 nChanged 5 SP:Iteration 27Q (4235.273653 sec): 3 clusters Score: Raw -377366.813198 + Penalty 1589.654538 = -375777.158660 nChanged 3 SP:Iteration 28Q (4235.328207 sec): 3 clusters Score: Raw -377367.235464 + Penalty 1589.654538 = -375777.580926 nChanged 1 SP:Iteration 29Q (4235.378341 sec): 3 clusters Score: Raw -377367.461064 + Penalty 1589.654538 = -375777.806526 nChanged 2 SP:Iteration 30Q (4235.435206 sec): 3 clusters Score: Raw -377368.144925 + Penalty 1589.654538 = -375778.490387 nChanged 4 SP:Iteration 31Q (4235.480971 sec): 3 clusters Score: Raw -377369.497675 + Penalty 1589.654538 = -375779.843137 nChanged 6 SP:Iteration 32Q (4235.543944 sec): 3 clusters Score: Raw -377371.131631 + Penalty 1589.654538 = -375781.477093 nChanged 4 SP:Iteration 33Q (4235.582556 sec): 3 clusters Score: Raw -377371.800817 + Penalty 1589.654538 = -375782.146279 nChanged 3 SP:Iteration 34Q (4235.635700 sec): 3 clusters Score: Raw -377372.413199 + Penalty 1589.654538 = -375782.758661 nChanged 3 SP:Iteration 35Q (4235.692103 sec): 3 clusters Score: Raw -377372.777255 + Penalty 1589.654538 = -375783.122717 nChanged 1 SP:Iteration 36Q (4235.740946 sec): 3 clusters Score: Raw -377372.931204 + Penalty 1589.654538 = -375783.276666 nChanged 0 SP:Iteration 37F (4235.797472 sec): 3 clusters Score: Raw -377372.931204 + Penalty 1589.654538 = -375783.276666 nChanged 0 Trying to split cluster 4 (13514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4235.838946 sec): 2 clusters Score: Raw -1353114.999917 + Penalty 903.590739 = -1352211.409177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4235.901860 sec): 3 clusters Score: Raw -1344932.312092 + Penalty 1807.181478 = -1343125.130614 nChanged 6159 SP:Iteration 1F (4235.962635 sec): 3 clusters Score: Raw -1348226.646972 + Penalty 1807.181478 = -1346419.465494 nChanged 748 SP:Iteration 2F (4236.031938 sec): 3 clusters Score: Raw -1348539.442381 + Penalty 1807.181478 = -1346732.260903 nChanged 753 SP:Iteration 3F (4236.095659 sec): 3 clusters Score: Raw -1348872.480720 + Penalty 1807.181478 = -1347065.299242 nChanged 755 SP:Iteration 4F (4236.151379 sec): 3 clusters Score: Raw -1349298.788480 + Penalty 1807.181478 = -1347491.607002 nChanged 852 SP:Iteration 5F (4236.213491 sec): 3 clusters Score: Raw -1349927.809752 + Penalty 1807.181478 = -1348120.628274 nChanged 988 SP:Iteration 6F (4236.281537 sec): 3 clusters Score: Raw -1350778.975717 + Penalty 1807.181478 = -1348971.794238 nChanged 946 SP:Iteration 7F (4236.339370 sec): 3 clusters Score: Raw -1351613.685664 + Penalty 1807.181478 = -1349806.504185 nChanged 756 SP:Iteration 8F (4236.405385 sec): 3 clusters Score: Raw -1352192.786547 + Penalty 1807.181478 = -1350385.605068 nChanged 525 SP:Iteration 9Q (4236.465808 sec): 3 clusters Score: Raw -1352464.211351 + Penalty 1807.181478 = -1350657.029872 nChanged 339 SP:Iteration 10Q (4236.529699 sec): 3 clusters Score: Raw -1352604.563224 + Penalty 1807.181478 = -1350797.381746 nChanged 260 SP:Iteration 11Q (4236.588410 sec): 3 clusters Score: Raw -1352701.606716 + Penalty 1807.181478 = -1350894.425237 nChanged 191 SP:Iteration 12Q (4236.648010 sec): 3 clusters Score: Raw -1352766.235210 + Penalty 1807.181478 = -1350959.053732 nChanged 194 SP:Iteration 13Q (4236.704439 sec): 3 clusters Score: Raw -1352830.120517 + Penalty 1807.181478 = -1351022.939038 nChanged 175 SP:Iteration 14Q (4236.774458 sec): 3 clusters Score: Raw -1352882.977923 + Penalty 1807.181478 = -1351075.796445 nChanged 154 SP:Iteration 15Q (4236.833198 sec): 3 clusters Score: Raw -1352931.048006 + Penalty 1807.181478 = -1351123.866528 nChanged 160 SP:Iteration 16Q (4236.895950 sec): 3 clusters Score: Raw -1352979.538395 + Penalty 1807.181478 = -1351172.356917 nChanged 148 SP:Iteration 17Q (4236.957941 sec): 3 clusters Score: Raw -1353021.890251 + Penalty 1807.181478 = -1351214.708773 nChanged 130 SP:Iteration 18Q (4237.012018 sec): 3 clusters Score: Raw -1353060.465261 + Penalty 1807.181478 = -1351253.283783 nChanged 137 SP:Iteration 19Q (4237.081962 sec): 3 clusters Score: Raw -1353100.943795 + Penalty 1807.181478 = -1351293.762316 nChanged 125 SP:Iteration 20F (4237.142558 sec): 3 clusters Score: Raw -1353137.961087 + Penalty 1807.181478 = -1351330.779608 nChanged 113 SP:Iteration 21Q (4237.194909 sec): 3 clusters Score: Raw -1353173.826617 + Penalty 1807.181478 = -1351366.645139 nChanged 112 SP:Iteration 22Q (4237.263910 sec): 3 clusters Score: Raw -1353206.931729 + Penalty 1807.181478 = -1351399.750251 nChanged 98 SP:Iteration 23Q (4237.327548 sec): 3 clusters Score: Raw -1353235.014508 + Penalty 1807.181478 = -1351427.833030 nChanged 113 SP:Iteration 24Q (4237.389599 sec): 3 clusters Score: Raw -1353272.956103 + Penalty 1807.181478 = -1351465.774625 nChanged 95 SP:Iteration 25Q (4237.434320 sec): 3 clusters Score: Raw -1353304.270057 + Penalty 1807.181478 = -1351497.088579 nChanged 85 SP:Iteration 26Q (4237.493279 sec): 3 clusters Score: Raw -1353333.155923 + Penalty 1807.181478 = -1351525.974445 nChanged 99 SP:Iteration 27Q (4237.563490 sec): 3 clusters Score: Raw -1353360.391930 + Penalty 1807.181478 = -1351553.210451 nChanged 69 SP:Iteration 28Q (4237.626440 sec): 3 clusters Score: Raw -1353376.822077 + Penalty 1807.181478 = -1351569.640599 nChanged 60 SP:Iteration 29Q (4237.677559 sec): 3 clusters Score: Raw -1353391.980528 + Penalty 1807.181478 = -1351584.799050 nChanged 52 SP:Iteration 30Q (4237.736092 sec): 3 clusters Score: Raw -1353404.065481 + Penalty 1807.181478 = -1351596.884003 nChanged 54 SP:Iteration 31Q (4237.804789 sec): 3 clusters Score: Raw -1353418.461175 + Penalty 1807.181478 = -1351611.279697 nChanged 47 SP:Iteration 32Q (4237.861481 sec): 3 clusters Score: Raw -1353428.404485 + Penalty 1807.181478 = -1351621.223007 nChanged 39 SP:Iteration 33Q (4237.925974 sec): 3 clusters Score: Raw -1353436.117165 + Penalty 1807.181478 = -1351628.935687 nChanged 31 SP:Iteration 34Q (4237.988098 sec): 3 clusters Score: Raw -1353441.881091 + Penalty 1807.181478 = -1351634.699613 nChanged 26 SP:Iteration 35Q (4238.051371 sec): 3 clusters Score: Raw -1353446.540578 + Penalty 1807.181478 = -1351639.359100 nChanged 23 SP:Iteration 36Q (4238.122024 sec): 3 clusters Score: Raw -1353449.393517 + Penalty 1807.181478 = -1351642.212039 nChanged 13 SP:Iteration 37Q (4238.188236 sec): 3 clusters Score: Raw -1353450.834016 + Penalty 1807.181478 = -1351643.652537 nChanged 13 SP:Iteration 38Q (4238.228911 sec): 3 clusters Score: Raw -1353452.037057 + Penalty 1807.181478 = -1351644.855579 nChanged 12 SP:Iteration 39Q (4238.303852 sec): 3 clusters Score: Raw -1353453.343042 + Penalty 1807.181478 = -1351646.161564 nChanged 10 SP:Iteration 40F (4238.364943 sec): 3 clusters Score: Raw -1353454.475637 + Penalty 1807.181478 = -1351647.294158 nChanged 10 SP:Iteration 41Q (4238.427090 sec): 3 clusters Score: Raw -1353455.523814 + Penalty 1807.181478 = -1351648.342336 nChanged 6 SP:Iteration 42Q (4238.479579 sec): 3 clusters Score: Raw -1353456.159188 + Penalty 1807.181478 = -1351648.977710 nChanged 10 SP:Iteration 43Q (4238.547211 sec): 3 clusters Score: Raw -1353457.328582 + Penalty 1807.181478 = -1351650.147103 nChanged 6 SP:Iteration 44Q (4238.613853 sec): 3 clusters Score: Raw -1353457.735108 + Penalty 1807.181478 = -1351650.553630 nChanged 6 SP:Iteration 45Q (4238.668809 sec): 3 clusters Score: Raw -1353458.187908 + Penalty 1807.181478 = -1351651.006430 nChanged 4 SP:Iteration 46Q (4238.724367 sec): 3 clusters Score: Raw -1353458.963313 + Penalty 1807.181478 = -1351651.781835 nChanged 4 SP:Iteration 47Q (4238.780534 sec): 3 clusters Score: Raw -1353459.439404 + Penalty 1807.181478 = -1351652.257925 nChanged 3 SP:Iteration 48Q (4238.846025 sec): 3 clusters Score: Raw -1353459.858379 + Penalty 1807.181478 = -1351652.676901 nChanged 4 SP:Iteration 49Q (4238.909110 sec): 3 clusters Score: Raw -1353460.110924 + Penalty 1807.181478 = -1351652.929446 nChanged 5 SP:Iteration 50Q (4238.979346 sec): 3 clusters Score: Raw -1353460.537136 + Penalty 1807.181478 = -1351653.355658 nChanged 4 SP:Iteration 51Q (4239.042527 sec): 3 clusters Score: Raw -1353460.861411 + Penalty 1807.181478 = -1351653.679933 nChanged 3 SP:Iteration 52Q (4239.102519 sec): 3 clusters Score: Raw -1353461.050265 + Penalty 1807.181478 = -1351653.868787 nChanged 5 SP:Iteration 53Q (4239.163002 sec): 3 clusters Score: Raw -1353461.708965 + Penalty 1807.181478 = -1351654.527487 nChanged 3 SP:Iteration 54Q (4239.221873 sec): 3 clusters Score: Raw -1353462.113347 + Penalty 1807.181478 = -1351654.931869 nChanged 3 SP:Iteration 55Q (4239.278205 sec): 3 clusters Score: Raw -1353462.670029 + Penalty 1807.181478 = -1351655.488551 nChanged 3 SP:Iteration 56Q (4239.341689 sec): 3 clusters Score: Raw -1353462.951422 + Penalty 1807.181478 = -1351655.769944 nChanged 1 SP:Iteration 57Q (4239.400819 sec): 3 clusters Score: Raw -1353463.101399 + Penalty 1807.181478 = -1351655.919921 nChanged 1 SP:Iteration 58Q (4239.464988 sec): 3 clusters Score: Raw -1353463.288108 + Penalty 1807.181478 = -1351656.106630 nChanged 3 SP:Iteration 59Q (4239.524585 sec): 3 clusters Score: Raw -1353463.484753 + Penalty 1807.181478 = -1351656.303275 nChanged 1 SP:Iteration 60F (4239.577088 sec): 3 clusters Score: Raw -1353463.562691 + Penalty 1807.181478 = -1351656.381213 nChanged 1 SP:Iteration 61Q (4239.636476 sec): 3 clusters Score: Raw -1353463.669014 + Penalty 1807.181478 = -1351656.487536 nChanged 0 SP:Iteration 62F (4239.694608 sec): 3 clusters Score: Raw -1353463.669014 + Penalty 1807.181478 = -1351656.487536 nChanged 0 Trying to split cluster 5 (1236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4239.717901 sec): 2 clusters Score: Raw -106655.600499 + Penalty 676.365386 = -105979.235114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4239.757071 sec): 3 clusters Score: Raw -106120.368240 + Penalty 1352.730771 = -104767.637469 nChanged 447 SP:Iteration 1F (4239.798944 sec): 3 clusters Score: Raw -106385.026526 + Penalty 1352.730771 = -105032.295755 nChanged 95 SP:Iteration 2F (4239.839513 sec): 3 clusters Score: Raw -106454.622345 + Penalty 1352.730771 = -105101.891574 nChanged 70 SP:Iteration 3F (4239.882984 sec): 3 clusters Score: Raw -106510.396348 + Penalty 1352.730771 = -105157.665577 nChanged 54 SP:Iteration 4Q (4239.919220 sec): 3 clusters Score: Raw -106552.106563 + Penalty 1352.730771 = -105199.375791 nChanged 35 SP:Iteration 5Q (4239.961836 sec): 3 clusters Score: Raw -106579.932518 + Penalty 1352.730771 = -105227.201747 nChanged 31 SP:Iteration 6Q (4240.005771 sec): 3 clusters Score: Raw -106604.080525 + Penalty 1352.730771 = -105251.349754 nChanged 31 SP:Iteration 7Q (4240.047628 sec): 3 clusters Score: Raw -106626.602868 + Penalty 1352.730771 = -105273.872097 nChanged 24 SP:Iteration 8Q (4240.096014 sec): 3 clusters Score: Raw -106644.883954 + Penalty 1352.730771 = -105292.153183 nChanged 25 SP:Iteration 9Q (4240.139211 sec): 3 clusters Score: Raw -106662.708305 + Penalty 1352.730771 = -105309.977534 nChanged 29 SP:Iteration 10Q (4240.194274 sec): 3 clusters Score: Raw -106689.985827 + Penalty 1352.730771 = -105337.255056 nChanged 26 SP:Iteration 11Q (4240.242989 sec): 3 clusters Score: Raw -106708.686135 + Penalty 1352.730771 = -105355.955364 nChanged 21 SP:Iteration 12Q (4240.288392 sec): 3 clusters Score: Raw -106724.430411 + Penalty 1352.730771 = -105371.699640 nChanged 20 SP:Iteration 13Q (4240.341489 sec): 3 clusters Score: Raw -106739.075414 + Penalty 1352.730771 = -105386.344642 nChanged 17 SP:Iteration 14Q (4240.387375 sec): 3 clusters Score: Raw -106748.604744 + Penalty 1352.730771 = -105395.873972 nChanged 12 SP:Iteration 15Q (4240.434650 sec): 3 clusters Score: Raw -106759.312921 + Penalty 1352.730771 = -105406.582149 nChanged 19 SP:Iteration 16Q (4240.481496 sec): 3 clusters Score: Raw -106777.312176 + Penalty 1352.730771 = -105424.581405 nChanged 11 SP:Iteration 17Q (4240.533700 sec): 3 clusters Score: Raw -106786.019585 + Penalty 1352.730771 = -105433.288814 nChanged 7 SP:Iteration 18Q (4240.590179 sec): 3 clusters Score: Raw -106790.151472 + Penalty 1352.730771 = -105437.420701 nChanged 4 SP:Iteration 19Q (4240.636312 sec): 3 clusters Score: Raw -106791.582234 + Penalty 1352.730771 = -105438.851463 nChanged 4 SP:Iteration 20F (4240.685125 sec): 3 clusters Score: Raw -106793.407847 + Penalty 1352.730771 = -105440.677076 nChanged 6 SP:Iteration 21Q (4240.738080 sec): 3 clusters Score: Raw -106798.153788 + Penalty 1352.730771 = -105445.423017 nChanged 6 SP:Iteration 22Q (4240.774882 sec): 3 clusters Score: Raw -106801.697207 + Penalty 1352.730771 = -105448.966436 nChanged 9 SP:Iteration 23Q (4240.823938 sec): 3 clusters Score: Raw -106807.339713 + Penalty 1352.730771 = -105454.608942 nChanged 8 SP:Iteration 24Q (4240.864301 sec): 3 clusters Score: Raw -106810.446999 + Penalty 1352.730771 = -105457.716228 nChanged 3 SP:Iteration 25Q (4240.925915 sec): 3 clusters Score: Raw -106811.424430 + Penalty 1352.730771 = -105458.693658 nChanged 1 SP:Iteration 26Q (4240.961787 sec): 3 clusters Score: Raw -106811.570209 + Penalty 1352.730771 = -105458.839437 nChanged 1 SP:Iteration 27Q (4241.021321 sec): 3 clusters Score: Raw -106811.969922 + Penalty 1352.730771 = -105459.239151 nChanged 1 SP:Iteration 28Q (4241.063199 sec): 3 clusters Score: Raw -106812.530223 + Penalty 1352.730771 = -105459.799452 nChanged 1 SP:Iteration 29Q (4241.109468 sec): 3 clusters Score: Raw -106813.031891 + Penalty 1352.730771 = -105460.301120 nChanged 2 SP:Iteration 30Q (4241.155978 sec): 3 clusters Score: Raw -106814.566831 + Penalty 1352.730771 = -105461.836060 nChanged 3 SP:Iteration 31Q (4241.210507 sec): 3 clusters Score: Raw -106817.068176 + Penalty 1352.730771 = -105464.337405 nChanged 3 SP:Iteration 32Q (4241.265005 sec): 3 clusters Score: Raw -106821.345748 + Penalty 1352.730771 = -105468.614977 nChanged 5 SP:Iteration 33Q (4241.304009 sec): 3 clusters Score: Raw -106823.676542 + Penalty 1352.730771 = -105470.945770 nChanged 7 SP:Iteration 34Q (4241.361180 sec): 3 clusters Score: Raw -106830.242306 + Penalty 1352.730771 = -105477.511535 nChanged 7 SP:Iteration 35Q (4241.417299 sec): 3 clusters Score: Raw -106834.992684 + Penalty 1352.730771 = -105482.261913 nChanged 4 SP:Iteration 36Q (4241.454441 sec): 3 clusters Score: Raw -106836.827286 + Penalty 1352.730771 = -105484.096515 nChanged 5 SP:Iteration 37Q (4241.506832 sec): 3 clusters Score: Raw -106840.750350 + Penalty 1352.730771 = -105488.019578 nChanged 5 SP:Iteration 38Q (4241.552691 sec): 3 clusters Score: Raw -106843.455223 + Penalty 1352.730771 = -105490.724452 nChanged 1 SP:Iteration 39Q (4241.606185 sec): 3 clusters Score: Raw -106844.118729 + Penalty 1352.730771 = -105491.387958 nChanged 1 SP:Iteration 40F (4241.646135 sec): 3 clusters Score: Raw -106844.594472 + Penalty 1352.730771 = -105491.863701 nChanged 1 SP:Iteration 41Q (4241.702757 sec): 3 clusters Score: Raw -106844.901929 + Penalty 1352.730771 = -105492.171158 nChanged 1 SP:Iteration 42Q (4241.748847 sec): 3 clusters Score: Raw -106845.254756 + Penalty 1352.730771 = -105492.523985 nChanged 2 SP:Iteration 43Q (4241.796970 sec): 3 clusters Score: Raw -106845.735763 + Penalty 1352.730771 = -105493.004991 nChanged 0 SP:Iteration 44F (4241.840085 sec): 3 clusters Score: Raw -106845.735763 + Penalty 1352.730771 = -105493.004991 nChanged 0 Trying to split cluster 6 (6014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4241.876422 sec): 2 clusters Score: Raw -575390.632559 + Penalty 826.675310 = -574563.957249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4241.938305 sec): 3 clusters Score: Raw -572048.599314 + Penalty 1653.350619 = -570395.248695 nChanged 2608 SP:Iteration 1F (4241.982010 sec): 3 clusters Score: Raw -573549.925019 + Penalty 1653.350619 = -571896.574400 nChanged 391 SP:Iteration 2F (4242.047845 sec): 3 clusters Score: Raw -573745.872526 + Penalty 1653.350619 = -572092.521907 nChanged 298 SP:Iteration 3Q (4242.096140 sec): 3 clusters Score: Raw -573902.965663 + Penalty 1653.350619 = -572249.615044 nChanged 295 SP:Iteration 4Q (4242.155037 sec): 3 clusters Score: Raw -574073.866139 + Penalty 1653.350619 = -572420.515520 nChanged 298 SP:Iteration 5Q (4242.203446 sec): 3 clusters Score: Raw -574268.794084 + Penalty 1653.350619 = -572615.443465 nChanged 298 SP:Iteration 6Q (4242.260356 sec): 3 clusters Score: Raw -574495.591611 + Penalty 1653.350619 = -572842.240992 nChanged 289 SP:Iteration 7Q (4242.318069 sec): 3 clusters Score: Raw -574734.084563 + Penalty 1653.350619 = -573080.733944 nChanged 275 SP:Iteration 8Q (4242.360451 sec): 3 clusters Score: Raw -574982.317864 + Penalty 1653.350619 = -573328.967245 nChanged 215 SP:Iteration 9Q (4242.411837 sec): 3 clusters Score: Raw -575175.151079 + Penalty 1653.350619 = -573521.800460 nChanged 152 SP:Iteration 10Q (4242.467661 sec): 3 clusters Score: Raw -575300.713868 + Penalty 1653.350619 = -573647.363249 nChanged 100 SP:Iteration 11Q (4242.507674 sec): 3 clusters Score: Raw -575381.188316 + Penalty 1653.350619 = -573727.837697 nChanged 58 SP:Iteration 12Q (4242.559839 sec): 3 clusters Score: Raw -575425.308081 + Penalty 1653.350619 = -573771.957462 nChanged 31 SP:Iteration 13Q (4242.620298 sec): 3 clusters Score: Raw -575455.694902 + Penalty 1653.350619 = -573802.344283 nChanged 29 SP:Iteration 14Q (4242.672103 sec): 3 clusters Score: Raw -575484.884382 + Penalty 1653.350619 = -573831.533763 nChanged 19 SP:Iteration 15Q (4242.725652 sec): 3 clusters Score: Raw -575504.063658 + Penalty 1653.350619 = -573850.713039 nChanged 15 SP:Iteration 16Q (4242.780501 sec): 3 clusters Score: Raw -575514.620463 + Penalty 1653.350619 = -573861.269844 nChanged 9 SP:Iteration 17Q (4242.840234 sec): 3 clusters Score: Raw -575526.286461 + Penalty 1653.350619 = -573872.935842 nChanged 10 SP:Iteration 18Q (4242.894976 sec): 3 clusters Score: Raw -575537.156655 + Penalty 1653.350619 = -573883.806036 nChanged 10 SP:Iteration 19Q (4242.944639 sec): 3 clusters Score: Raw -575544.561951 + Penalty 1653.350619 = -573891.211332 nChanged 10 SP:Iteration 20F (4243.000342 sec): 3 clusters Score: Raw -575552.163264 + Penalty 1653.350619 = -573898.812645 nChanged 7 SP:Iteration 21Q (4243.047127 sec): 3 clusters Score: Raw -575558.770748 + Penalty 1653.350619 = -573905.420129 nChanged 8 SP:Iteration 22Q (4243.094318 sec): 3 clusters Score: Raw -575561.795244 + Penalty 1653.350619 = -573908.444625 nChanged 2 SP:Iteration 23Q (4243.159304 sec): 3 clusters Score: Raw -575562.746990 + Penalty 1653.350619 = -573909.396371 nChanged 1 SP:Iteration 24Q (4243.218915 sec): 3 clusters Score: Raw -575563.072252 + Penalty 1653.350619 = -573909.721633 nChanged 0 SP:Iteration 25F (4243.265443 sec): 3 clusters Score: Raw -575563.072252 + Penalty 1653.350619 = -573909.721633 nChanged 0 Trying to split cluster 7 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4243.285705 sec): 2 clusters Score: Raw -47106.896089 + Penalty 597.874831 = -46509.021258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4243.345186 sec): 3 clusters Score: Raw -46989.749069 + Penalty 1195.749663 = -45793.999406 nChanged 161 SP:Iteration 1F (4243.392569 sec): 3 clusters Score: Raw -47167.532278 + Penalty 1195.749663 = -45971.782615 nChanged 45 SP:Iteration 2F (4243.443725 sec): 3 clusters Score: Raw -47213.967302 + Penalty 1195.749663 = -46018.217639 nChanged 21 SP:Iteration 3Q (4243.487206 sec): 3 clusters Score: Raw -47238.910401 + Penalty 1195.749663 = -46043.160738 nChanged 24 SP:Iteration 4Q (4243.538739 sec): 3 clusters Score: Raw -47264.623624 + Penalty 1195.749663 = -46068.873961 nChanged 14 SP:Iteration 5Q (4243.583520 sec): 3 clusters Score: Raw -47280.891921 + Penalty 1195.749663 = -46085.142258 nChanged 13 SP:Iteration 6Q (4243.625640 sec): 3 clusters Score: Raw -47298.993247 + Penalty 1195.749663 = -46103.243584 nChanged 14 SP:Iteration 7Q (4243.680666 sec): 3 clusters Score: Raw -47326.561412 + Penalty 1195.749663 = -46130.811749 nChanged 18 SP:Iteration 8Q (4243.731383 sec): 3 clusters Score: Raw -47358.487549 + Penalty 1195.749663 = -46162.737886 nChanged 19 SP:Iteration 9Q (4243.760475 sec): 3 clusters Score: Raw -47395.806796 + Penalty 1195.749663 = -46200.057133 nChanged 11 SP:Iteration 10Q (4243.798578 sec): 3 clusters Score: Raw -47424.883774 + Penalty 1195.749663 = -46229.134111 nChanged 16 SP:Iteration 11Q (4243.841154 sec): 3 clusters Score: Raw -47461.088477 + Penalty 1195.749663 = -46265.338814 nChanged 11 SP:Iteration 12Q (4243.895351 sec): 3 clusters Score: Raw -47510.322919 + Penalty 1195.749663 = -46314.573256 nChanged 15 SP:Iteration 13Q (4243.939814 sec): 3 clusters Score: Raw -47578.706065 + Penalty 1195.749663 = -46382.956402 nChanged 23 SP:Iteration 14Q (4243.985204 sec): 3 clusters Score: Raw -47721.715929 + Penalty 1195.749663 = -46525.966266 nChanged 15 SP:Iteration 15Q (4244.022313 sec): 3 clusters Score: Raw -47764.745770 + Penalty 1195.749663 = -46568.996107 nChanged 11 SP:Iteration 16Q (4244.071006 sec): 3 clusters Score: Raw -47785.907286 + Penalty 1195.749663 = -46590.157623 nChanged 6 SP:Iteration 17Q (4244.113510 sec): 3 clusters Score: Raw -47791.592651 + Penalty 1195.749663 = -46595.842988 nChanged 2 SP:Iteration 18Q (4244.152139 sec): 3 clusters Score: Raw -47794.678336 + Penalty 1195.749663 = -46598.928673 nChanged 0 SP:Iteration 19F (4244.188289 sec): 3 clusters Score: Raw -47797.338950 + Penalty 1195.749663 = -46601.589287 nChanged 1 SP:Iteration 20F (4244.229923 sec): 3 clusters Score: Raw -47798.926274 + Penalty 1195.749663 = -46603.176611 nChanged 0 Score: Raw -58496598.337436 + Penalty 49431.021155 = -58447167.316281 Splitting cluster 7 changes total score from -58447729.515275 to -58447167.316281 So it's not getting split. Trying to split cluster 8 (24328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4255.756862 sec): 2 clusters Score: Raw -2414480.268325 + Penalty 959.441407 = -2413520.826918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4255.833928 sec): 3 clusters Score: Raw -2399322.173008 + Penalty 1918.882814 = -2397403.290194 nChanged 11328 SP:Iteration 1F (4255.914390 sec): 3 clusters Score: Raw -2405845.033065 + Penalty 1918.882814 = -2403926.150251 nChanged 1279 SP:Iteration 2F (4255.983031 sec): 3 clusters Score: Raw -2406376.836617 + Penalty 1918.882814 = -2404457.953803 nChanged 1370 SP:Iteration 3F (4256.063931 sec): 3 clusters Score: Raw -2407045.453687 + Penalty 1918.882814 = -2405126.570874 nChanged 1414 SP:Iteration 4F (4256.145087 sec): 3 clusters Score: Raw -2407836.065646 + Penalty 1918.882814 = -2405917.182833 nChanged 1485 SP:Iteration 5F (4256.214239 sec): 3 clusters Score: Raw -2408824.804072 + Penalty 1918.882814 = -2406905.921259 nChanged 1546 SP:Iteration 6F (4256.282214 sec): 3 clusters Score: Raw -2409996.303883 + Penalty 1918.882814 = -2408077.421069 nChanged 1439 SP:Iteration 7F (4256.359234 sec): 3 clusters Score: Raw -2411101.475469 + Penalty 1918.882814 = -2409182.592656 nChanged 1165 SP:Iteration 8Q (4256.434908 sec): 3 clusters Score: Raw -2411861.268267 + Penalty 1918.882814 = -2409942.385454 nChanged 877 SP:Iteration 9Q (4256.521720 sec): 3 clusters Score: Raw -2412271.734641 + Penalty 1918.882814 = -2410352.851827 nChanged 614 SP:Iteration 10Q (4256.597888 sec): 3 clusters Score: Raw -2412491.083547 + Penalty 1918.882814 = -2410572.200734 nChanged 425 SP:Iteration 11Q (4256.671000 sec): 3 clusters Score: Raw -2412623.655588 + Penalty 1918.882814 = -2410704.772774 nChanged 354 SP:Iteration 12Q (4256.743533 sec): 3 clusters Score: Raw -2412718.083171 + Penalty 1918.882814 = -2410799.200358 nChanged 308 SP:Iteration 13Q (4256.828073 sec): 3 clusters Score: Raw -2412793.898883 + Penalty 1918.882814 = -2410875.016069 nChanged 271 SP:Iteration 14Q (4256.892271 sec): 3 clusters Score: Raw -2412860.257149 + Penalty 1918.882814 = -2410941.374335 nChanged 230 SP:Iteration 15Q (4256.976860 sec): 3 clusters Score: Raw -2412908.223641 + Penalty 1918.882814 = -2410989.340828 nChanged 219 SP:Iteration 16Q (4257.046681 sec): 3 clusters Score: Raw -2412950.995580 + Penalty 1918.882814 = -2411032.112767 nChanged 198 SP:Iteration 17Q (4257.119016 sec): 3 clusters Score: Raw -2412987.733072 + Penalty 1918.882814 = -2411068.850259 nChanged 192 SP:Iteration 18Q (4257.206113 sec): 3 clusters Score: Raw -2413033.138952 + Penalty 1918.882814 = -2411114.256138 nChanged 199 SP:Iteration 19Q (4257.279513 sec): 3 clusters Score: Raw -2413085.690115 + Penalty 1918.882814 = -2411166.807302 nChanged 222 SP:Iteration 20F (4257.352308 sec): 3 clusters Score: Raw -2413148.575551 + Penalty 1918.882814 = -2411229.692737 nChanged 227 SP:Iteration 21Q (4257.433602 sec): 3 clusters Score: Raw -2413215.111334 + Penalty 1918.882814 = -2411296.228521 nChanged 234 SP:Iteration 22Q (4257.502335 sec): 3 clusters Score: Raw -2413277.437156 + Penalty 1918.882814 = -2411358.554343 nChanged 238 SP:Iteration 23Q (4257.582757 sec): 3 clusters Score: Raw -2413344.455976 + Penalty 1918.882814 = -2411425.573163 nChanged 219 SP:Iteration 24Q (4257.650536 sec): 3 clusters Score: Raw -2413400.747527 + Penalty 1918.882814 = -2411481.864714 nChanged 211 SP:Iteration 25Q (4257.711009 sec): 3 clusters Score: Raw -2413456.697484 + Penalty 1918.882814 = -2411537.814670 nChanged 200 SP:Iteration 26Q (4257.780764 sec): 3 clusters Score: Raw -2413510.426128 + Penalty 1918.882814 = -2411591.543314 nChanged 195 SP:Iteration 27Q (4257.856354 sec): 3 clusters Score: Raw -2413565.303162 + Penalty 1918.882814 = -2411646.420348 nChanged 207 SP:Iteration 28Q (4257.930974 sec): 3 clusters Score: Raw -2413623.177318 + Penalty 1918.882814 = -2411704.294505 nChanged 201 SP:Iteration 29Q (4257.999690 sec): 3 clusters Score: Raw -2413686.497986 + Penalty 1918.882814 = -2411767.615173 nChanged 214 SP:Iteration 30Q (4258.082719 sec): 3 clusters Score: Raw -2413765.279377 + Penalty 1918.882814 = -2411846.396563 nChanged 227 SP:Iteration 31Q (4258.150972 sec): 3 clusters Score: Raw -2413845.962209 + Penalty 1918.882814 = -2411927.079395 nChanged 220 SP:Iteration 32Q (4258.215003 sec): 3 clusters Score: Raw -2413921.468768 + Penalty 1918.882814 = -2412002.585954 nChanged 195 SP:Iteration 33Q (4258.286802 sec): 3 clusters Score: Raw -2413984.687086 + Penalty 1918.882814 = -2412065.804272 nChanged 189 SP:Iteration 34Q (4258.356721 sec): 3 clusters Score: Raw -2414044.478085 + Penalty 1918.882814 = -2412125.595272 nChanged 196 SP:Iteration 35Q (4258.420694 sec): 3 clusters Score: Raw -2414113.451786 + Penalty 1918.882814 = -2412194.568972 nChanged 189 SP:Iteration 36Q (4258.490573 sec): 3 clusters Score: Raw -2414177.446143 + Penalty 1918.882814 = -2412258.563329 nChanged 179 SP:Iteration 37Q (4258.558733 sec): 3 clusters Score: Raw -2414237.535152 + Penalty 1918.882814 = -2412318.652338 nChanged 167 SP:Iteration 38Q (4258.634119 sec): 3 clusters Score: Raw -2414296.910479 + Penalty 1918.882814 = -2412378.027666 nChanged 161 SP:Iteration 39Q (4258.704953 sec): 3 clusters Score: Raw -2414357.943006 + Penalty 1918.882814 = -2412439.060192 nChanged 151 SP:Iteration 40F (4258.762977 sec): 3 clusters Score: Raw -2414415.010304 + Penalty 1918.882814 = -2412496.127491 nChanged 139 SP:Iteration 41Q (4258.835922 sec): 3 clusters Score: Raw -2414461.444055 + Penalty 1918.882814 = -2412542.561241 nChanged 115 SP:Iteration 42Q (4258.894201 sec): 3 clusters Score: Raw -2414500.155529 + Penalty 1918.882814 = -2412581.272716 nChanged 116 SP:Iteration 43Q (4258.955462 sec): 3 clusters Score: Raw -2414540.682823 + Penalty 1918.882814 = -2412621.800010 nChanged 107 SP:Iteration 44Q (4259.029255 sec): 3 clusters Score: Raw -2414587.897589 + Penalty 1918.882814 = -2412669.014776 nChanged 102 SP:Iteration 45Q (4259.095597 sec): 3 clusters Score: Raw -2414630.260876 + Penalty 1918.882814 = -2412711.378062 nChanged 80 SP:Iteration 46Q (4259.165208 sec): 3 clusters Score: Raw -2414653.403390 + Penalty 1918.882814 = -2412734.520577 nChanged 72 SP:Iteration 47Q (4259.237614 sec): 3 clusters Score: Raw -2414675.898347 + Penalty 1918.882814 = -2412757.015533 nChanged 71 SP:Iteration 48Q (4259.303737 sec): 3 clusters Score: Raw -2414701.757694 + Penalty 1918.882814 = -2412782.874880 nChanged 73 SP:Iteration 49Q (4259.384357 sec): 3 clusters Score: Raw -2414726.232242 + Penalty 1918.882814 = -2412807.349429 nChanged 66 SP:Iteration 50Q (4259.458941 sec): 3 clusters Score: Raw -2414746.144511 + Penalty 1918.882814 = -2412827.261698 nChanged 45 SP:Iteration 51Q (4259.531594 sec): 3 clusters Score: Raw -2414762.179469 + Penalty 1918.882814 = -2412843.296656 nChanged 51 SP:Iteration 52Q (4259.608205 sec): 3 clusters Score: Raw -2414780.377387 + Penalty 1918.882814 = -2412861.494574 nChanged 51 SP:Iteration 53Q (4259.680818 sec): 3 clusters Score: Raw -2414796.445789 + Penalty 1918.882814 = -2412877.562976 nChanged 42 SP:Iteration 54Q (4259.752091 sec): 3 clusters Score: Raw -2414810.064823 + Penalty 1918.882814 = -2412891.182009 nChanged 34 SP:Iteration 55Q (4259.826309 sec): 3 clusters Score: Raw -2414819.740126 + Penalty 1918.882814 = -2412900.857312 nChanged 31 SP:Iteration 56Q (4259.896870 sec): 3 clusters Score: Raw -2414826.783592 + Penalty 1918.882814 = -2412907.900778 nChanged 30 SP:Iteration 57Q (4259.970448 sec): 3 clusters Score: Raw -2414835.320810 + Penalty 1918.882814 = -2412916.437996 nChanged 25 SP:Iteration 58Q (4260.040579 sec): 3 clusters Score: Raw -2414841.414453 + Penalty 1918.882814 = -2412922.531639 nChanged 25 SP:Iteration 59Q (4260.110155 sec): 3 clusters Score: Raw -2414848.998451 + Penalty 1918.882814 = -2412930.115637 nChanged 27 SP:Iteration 60F (4260.175135 sec): 3 clusters Score: Raw -2414855.386895 + Penalty 1918.882814 = -2412936.504081 nChanged 24 SP:Iteration 61Q (4260.243586 sec): 3 clusters Score: Raw -2414861.764042 + Penalty 1918.882814 = -2412942.881228 nChanged 22 SP:Iteration 62Q (4260.321819 sec): 3 clusters Score: Raw -2414868.987959 + Penalty 1918.882814 = -2412950.105145 nChanged 18 SP:Iteration 63Q (4260.398335 sec): 3 clusters Score: Raw -2414873.680395 + Penalty 1918.882814 = -2412954.797581 nChanged 18 SP:Iteration 64Q (4260.476186 sec): 3 clusters Score: Raw -2414878.495551 + Penalty 1918.882814 = -2412959.612738 nChanged 18 SP:Iteration 65Q (4260.543837 sec): 3 clusters Score: Raw -2414884.196354 + Penalty 1918.882814 = -2412965.313540 nChanged 14 SP:Iteration 66Q (4260.611262 sec): 3 clusters Score: Raw -2414887.562725 + Penalty 1918.882814 = -2412968.679911 nChanged 18 SP:Iteration 67Q (4260.677264 sec): 3 clusters Score: Raw -2414892.399600 + Penalty 1918.882814 = -2412973.516786 nChanged 15 SP:Iteration 68Q (4260.760755 sec): 3 clusters Score: Raw -2414896.296224 + Penalty 1918.882814 = -2412977.413410 nChanged 11 SP:Iteration 69Q (4260.832595 sec): 3 clusters Score: Raw -2414899.018493 + Penalty 1918.882814 = -2412980.135679 nChanged 11 SP:Iteration 70Q (4260.905785 sec): 3 clusters Score: Raw -2414901.592497 + Penalty 1918.882814 = -2412982.709684 nChanged 16 SP:Iteration 71Q (4260.976514 sec): 3 clusters Score: Raw -2414904.916015 + Penalty 1918.882814 = -2412986.033202 nChanged 6 SP:Iteration 72Q (4261.046541 sec): 3 clusters Score: Raw -2414905.942769 + Penalty 1918.882814 = -2412987.059956 nChanged 7 SP:Iteration 73Q (4261.109366 sec): 3 clusters Score: Raw -2414907.026391 + Penalty 1918.882814 = -2412988.143578 nChanged 5 SP:Iteration 74Q (4261.185461 sec): 3 clusters Score: Raw -2414907.925359 + Penalty 1918.882814 = -2412989.042546 nChanged 2 SP:Iteration 75Q (4261.243203 sec): 3 clusters Score: Raw -2414908.258770 + Penalty 1918.882814 = -2412989.375957 nChanged 0 SP:Iteration 76F (4261.324478 sec): 3 clusters Score: Raw -2414908.258770 + Penalty 1918.882814 = -2412989.375957 nChanged 0 Trying to split cluster 9 (4146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4261.353841 sec): 2 clusters Score: Raw -410386.108020 + Penalty 791.340433 = -409594.767587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4261.401403 sec): 3 clusters Score: Raw -408125.186478 + Penalty 1582.680866 = -406542.505613 nChanged 1723 SP:Iteration 1F (4261.452920 sec): 3 clusters Score: Raw -409049.897390 + Penalty 1582.680866 = -407467.216524 nChanged 271 SP:Iteration 2F (4261.502190 sec): 3 clusters Score: Raw -409205.589648 + Penalty 1582.680866 = -407622.908783 nChanged 240 SP:Iteration 3F (4261.543746 sec): 3 clusters Score: Raw -409330.333062 + Penalty 1582.680866 = -407747.652196 nChanged 218 SP:Iteration 4F (4261.598740 sec): 3 clusters Score: Raw -409423.133733 + Penalty 1582.680866 = -407840.452867 nChanged 180 SP:Iteration 5Q (4261.651979 sec): 3 clusters Score: Raw -409509.356112 + Penalty 1582.680866 = -407926.675246 nChanged 171 SP:Iteration 6Q (4261.700632 sec): 3 clusters Score: Raw -409598.239143 + Penalty 1582.680866 = -408015.558278 nChanged 150 SP:Iteration 7Q (4261.742965 sec): 3 clusters Score: Raw -409686.217024 + Penalty 1582.680866 = -408103.536159 nChanged 151 SP:Iteration 8Q (4261.793817 sec): 3 clusters Score: Raw -409784.445578 + Penalty 1582.680866 = -408201.764712 nChanged 155 SP:Iteration 9Q (4261.843240 sec): 3 clusters Score: Raw -409882.894299 + Penalty 1582.680866 = -408300.213433 nChanged 136 SP:Iteration 10Q (4261.886017 sec): 3 clusters Score: Raw -409970.855036 + Penalty 1582.680866 = -408388.174171 nChanged 135 SP:Iteration 11Q (4261.948815 sec): 3 clusters Score: Raw -410053.909797 + Penalty 1582.680866 = -408471.228931 nChanged 95 SP:Iteration 12Q (4261.986335 sec): 3 clusters Score: Raw -410113.305991 + Penalty 1582.680866 = -408530.625126 nChanged 86 SP:Iteration 13Q (4262.037046 sec): 3 clusters Score: Raw -410158.574451 + Penalty 1582.680866 = -408575.893585 nChanged 69 SP:Iteration 14Q (4262.082330 sec): 3 clusters Score: Raw -410192.234907 + Penalty 1582.680866 = -408609.554041 nChanged 69 SP:Iteration 15Q (4262.141041 sec): 3 clusters Score: Raw -410235.362525 + Penalty 1582.680866 = -408652.681659 nChanged 69 SP:Iteration 16Q (4262.188963 sec): 3 clusters Score: Raw -410279.557289 + Penalty 1582.680866 = -408696.876424 nChanged 62 SP:Iteration 17Q (4262.238949 sec): 3 clusters Score: Raw -410315.532879 + Penalty 1582.680866 = -408732.852014 nChanged 43 SP:Iteration 18Q (4262.281542 sec): 3 clusters Score: Raw -410342.601476 + Penalty 1582.680866 = -408759.920611 nChanged 33 SP:Iteration 19Q (4262.331924 sec): 3 clusters Score: Raw -410359.970549 + Penalty 1582.680866 = -408777.289683 nChanged 24 SP:Iteration 20F (4262.390571 sec): 3 clusters Score: Raw -410374.440025 + Penalty 1582.680866 = -408791.759159 nChanged 22 SP:Iteration 21Q (4262.439044 sec): 3 clusters Score: Raw -410386.168070 + Penalty 1582.680866 = -408803.487204 nChanged 20 SP:Iteration 22Q (4262.487239 sec): 3 clusters Score: Raw -410395.352536 + Penalty 1582.680866 = -408812.671670 nChanged 15 SP:Iteration 23Q (4262.533975 sec): 3 clusters Score: Raw -410402.215933 + Penalty 1582.680866 = -408819.535068 nChanged 15 SP:Iteration 24Q (4262.581415 sec): 3 clusters Score: Raw -410409.572415 + Penalty 1582.680866 = -408826.891549 nChanged 11 SP:Iteration 25Q (4262.626792 sec): 3 clusters Score: Raw -410414.986068 + Penalty 1582.680866 = -408832.305202 nChanged 9 SP:Iteration 26Q (4262.678542 sec): 3 clusters Score: Raw -410419.219748 + Penalty 1582.680866 = -408836.538883 nChanged 10 SP:Iteration 27Q (4262.721305 sec): 3 clusters Score: Raw -410425.874874 + Penalty 1582.680866 = -408843.194009 nChanged 14 SP:Iteration 28Q (4262.772722 sec): 3 clusters Score: Raw -410433.371004 + Penalty 1582.680866 = -408850.690138 nChanged 8 SP:Iteration 29Q (4262.811711 sec): 3 clusters Score: Raw -410438.619606 + Penalty 1582.680866 = -408855.938740 nChanged 12 SP:Iteration 30Q (4262.859860 sec): 3 clusters Score: Raw -410443.893919 + Penalty 1582.680866 = -408861.213054 nChanged 6 SP:Iteration 31Q (4262.899168 sec): 3 clusters Score: Raw -410445.656383 + Penalty 1582.680866 = -408862.975517 nChanged 4 SP:Iteration 32Q (4262.949989 sec): 3 clusters Score: Raw -410447.628088 + Penalty 1582.680866 = -408864.947222 nChanged 3 SP:Iteration 33Q (4262.993676 sec): 3 clusters Score: Raw -410448.946379 + Penalty 1582.680866 = -408866.265513 nChanged 4 SP:Iteration 34Q (4263.020797 sec): 3 clusters Score: Raw -410450.806117 + Penalty 1582.680866 = -408868.125252 nChanged 5 SP:Iteration 35Q (4263.060742 sec): 3 clusters Score: Raw -410452.631365 + Penalty 1582.680866 = -408869.950499 nChanged 3 SP:Iteration 36Q (4263.099897 sec): 3 clusters Score: Raw -410454.470894 + Penalty 1582.680866 = -408871.790028 nChanged 7 SP:Iteration 37Q (4263.147270 sec): 3 clusters Score: Raw -410457.341248 + Penalty 1582.680866 = -408874.660382 nChanged 6 SP:Iteration 38Q (4263.184985 sec): 3 clusters Score: Raw -410459.272346 + Penalty 1582.680866 = -408876.591480 nChanged 2 SP:Iteration 39Q (4263.226806 sec): 3 clusters Score: Raw -410459.783381 + Penalty 1582.680866 = -408877.102515 nChanged 2 SP:Iteration 40F (4263.274799 sec): 3 clusters Score: Raw -410460.799410 + Penalty 1582.680866 = -408878.118544 nChanged 3 SP:Iteration 41Q (4263.324661 sec): 3 clusters Score: Raw -410461.738688 + Penalty 1582.680866 = -408879.057823 nChanged 4 SP:Iteration 42Q (4263.371211 sec): 3 clusters Score: Raw -410463.780168 + Penalty 1582.680866 = -408881.099303 nChanged 1 SP:Iteration 43Q (4263.412079 sec): 3 clusters Score: Raw -410463.911577 + Penalty 1582.680866 = -408881.230711 nChanged 0 SP:Iteration 44F (4263.450332 sec): 3 clusters Score: Raw -410463.911577 + Penalty 1582.680866 = -408881.230711 nChanged 0 Trying to split cluster 10 (5637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4263.479259 sec): 2 clusters Score: Raw -554773.266150 + Penalty 820.525192 = -553952.740958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4263.533690 sec): 3 clusters Score: Raw -551595.266601 + Penalty 1641.050385 = -549954.216216 nChanged 2396 SP:Iteration 1F (4263.573962 sec): 3 clusters Score: Raw -552933.686820 + Penalty 1641.050385 = -551292.636435 nChanged 390 SP:Iteration 2F (4263.614444 sec): 3 clusters Score: Raw -553137.710093 + Penalty 1641.050385 = -551496.659708 nChanged 320 SP:Iteration 3F (4263.660072 sec): 3 clusters Score: Raw -553293.658131 + Penalty 1641.050385 = -551652.607746 nChanged 284 SP:Iteration 4F (4263.705142 sec): 3 clusters Score: Raw -553440.673972 + Penalty 1641.050385 = -551799.623587 nChanged 274 SP:Iteration 5Q (4263.761283 sec): 3 clusters Score: Raw -553595.616946 + Penalty 1641.050385 = -551954.566561 nChanged 269 SP:Iteration 6Q (4263.798822 sec): 3 clusters Score: Raw -553756.526101 + Penalty 1641.050385 = -552115.475716 nChanged 273 SP:Iteration 7Q (4263.841736 sec): 3 clusters Score: Raw -553902.815506 + Penalty 1641.050385 = -552261.765121 nChanged 219 SP:Iteration 8Q (4263.887239 sec): 3 clusters Score: Raw -554004.007205 + Penalty 1641.050385 = -552362.956821 nChanged 180 SP:Iteration 9Q (4263.939817 sec): 3 clusters Score: Raw -554087.266843 + Penalty 1641.050385 = -552446.216458 nChanged 166 SP:Iteration 10Q (4263.978235 sec): 3 clusters Score: Raw -554168.581479 + Penalty 1641.050385 = -552527.531094 nChanged 147 SP:Iteration 11Q (4264.032150 sec): 3 clusters Score: Raw -554230.131110 + Penalty 1641.050385 = -552589.080725 nChanged 118 SP:Iteration 12Q (4264.090532 sec): 3 clusters Score: Raw -554271.873302 + Penalty 1641.050385 = -552630.822918 nChanged 89 SP:Iteration 13Q (4264.135856 sec): 3 clusters Score: Raw -554305.033409 + Penalty 1641.050385 = -552663.983024 nChanged 87 SP:Iteration 14Q (4264.199417 sec): 3 clusters Score: Raw -554335.313364 + Penalty 1641.050385 = -552694.262979 nChanged 77 SP:Iteration 15Q (4264.254233 sec): 3 clusters Score: Raw -554360.055249 + Penalty 1641.050385 = -552719.004865 nChanged 65 SP:Iteration 16Q (4264.317115 sec): 3 clusters Score: Raw -554379.155193 + Penalty 1641.050385 = -552738.104808 nChanged 53 SP:Iteration 17Q (4264.361209 sec): 3 clusters Score: Raw -554394.793354 + Penalty 1641.050385 = -552753.742969 nChanged 48 SP:Iteration 18Q (4264.420722 sec): 3 clusters Score: Raw -554407.220924 + Penalty 1641.050385 = -552766.170540 nChanged 41 SP:Iteration 19Q (4264.477392 sec): 3 clusters Score: Raw -554418.556867 + Penalty 1641.050385 = -552777.506482 nChanged 40 SP:Iteration 20F (4264.529439 sec): 3 clusters Score: Raw -554430.499223 + Penalty 1641.050385 = -552789.448838 nChanged 46 SP:Iteration 21Q (4264.585061 sec): 3 clusters Score: Raw -554442.533218 + Penalty 1641.050385 = -552801.482834 nChanged 38 SP:Iteration 22Q (4264.632833 sec): 3 clusters Score: Raw -554453.710617 + Penalty 1641.050385 = -552812.660232 nChanged 49 SP:Iteration 23Q (4264.677580 sec): 3 clusters Score: Raw -554467.650267 + Penalty 1641.050385 = -552826.599882 nChanged 47 SP:Iteration 24Q (4264.726475 sec): 3 clusters Score: Raw -554483.045838 + Penalty 1641.050385 = -552841.995453 nChanged 45 SP:Iteration 25Q (4264.777948 sec): 3 clusters Score: Raw -554493.645904 + Penalty 1641.050385 = -552852.595519 nChanged 34 SP:Iteration 26Q (4264.834595 sec): 3 clusters Score: Raw -554502.510373 + Penalty 1641.050385 = -552861.459988 nChanged 47 SP:Iteration 27Q (4264.888740 sec): 3 clusters Score: Raw -554514.893207 + Penalty 1641.050385 = -552873.842823 nChanged 52 SP:Iteration 28Q (4264.946243 sec): 3 clusters Score: Raw -554529.415664 + Penalty 1641.050385 = -552888.365280 nChanged 51 SP:Iteration 29Q (4264.989562 sec): 3 clusters Score: Raw -554545.061588 + Penalty 1641.050385 = -552904.011203 nChanged 46 SP:Iteration 30Q (4265.035642 sec): 3 clusters Score: Raw -554559.760162 + Penalty 1641.050385 = -552918.709777 nChanged 42 SP:Iteration 31Q (4265.085065 sec): 3 clusters Score: Raw -554572.182295 + Penalty 1641.050385 = -552931.131910 nChanged 41 SP:Iteration 32Q (4265.149878 sec): 3 clusters Score: Raw -554581.680680 + Penalty 1641.050385 = -552940.630295 nChanged 34 SP:Iteration 33Q (4265.201856 sec): 3 clusters Score: Raw -554588.907291 + Penalty 1641.050385 = -552947.856906 nChanged 31 SP:Iteration 34Q (4265.250709 sec): 3 clusters Score: Raw -554596.163983 + Penalty 1641.050385 = -552955.113598 nChanged 28 SP:Iteration 35Q (4265.299617 sec): 3 clusters Score: Raw -554602.463380 + Penalty 1641.050385 = -552961.412995 nChanged 33 SP:Iteration 36Q (4265.349680 sec): 3 clusters Score: Raw -554610.550596 + Penalty 1641.050385 = -552969.500211 nChanged 40 SP:Iteration 37Q (4265.402546 sec): 3 clusters Score: Raw -554621.077716 + Penalty 1641.050385 = -552980.027331 nChanged 37 SP:Iteration 38Q (4265.462870 sec): 3 clusters Score: Raw -554632.908246 + Penalty 1641.050385 = -552991.857861 nChanged 35 SP:Iteration 39Q (4265.519055 sec): 3 clusters Score: Raw -554640.241929 + Penalty 1641.050385 = -552999.191544 nChanged 23 SP:Iteration 40F (4265.571129 sec): 3 clusters Score: Raw -554644.013992 + Penalty 1641.050385 = -553002.963608 nChanged 14 SP:Iteration 41Q (4265.621518 sec): 3 clusters Score: Raw -554646.970036 + Penalty 1641.050385 = -553005.919651 nChanged 18 SP:Iteration 42Q (4265.676774 sec): 3 clusters Score: Raw -554649.986176 + Penalty 1641.050385 = -553008.935791 nChanged 15 SP:Iteration 43Q (4265.732881 sec): 3 clusters Score: Raw -554652.851476 + Penalty 1641.050385 = -553011.801091 nChanged 11 SP:Iteration 44Q (4265.782792 sec): 3 clusters Score: Raw -554655.284987 + Penalty 1641.050385 = -553014.234602 nChanged 9 SP:Iteration 45Q (4265.835237 sec): 3 clusters Score: Raw -554656.560706 + Penalty 1641.050385 = -553015.510321 nChanged 6 SP:Iteration 46Q (4265.881497 sec): 3 clusters Score: Raw -554657.263025 + Penalty 1641.050385 = -553016.212640 nChanged 2 SP:Iteration 47Q (4265.931233 sec): 3 clusters Score: Raw -554657.401189 + Penalty 1641.050385 = -553016.350805 nChanged 2 SP:Iteration 48Q (4265.987105 sec): 3 clusters Score: Raw -554657.525142 + Penalty 1641.050385 = -553016.474757 nChanged 3 SP:Iteration 49Q (4266.046482 sec): 3 clusters Score: Raw -554657.785096 + Penalty 1641.050385 = -553016.734712 nChanged 0 SP:Iteration 50F (4266.088491 sec): 3 clusters Score: Raw -554657.785096 + Penalty 1641.050385 = -553016.734712 nChanged 0 Trying to split cluster 11 (15854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4266.136256 sec): 2 clusters Score: Raw -1466857.800546 + Penalty 918.761826 = -1465939.038720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4266.200328 sec): 3 clusters Score: Raw -1457167.757336 + Penalty 1837.523652 = -1455330.233685 nChanged 7242 SP:Iteration 1F (4266.270818 sec): 3 clusters Score: Raw -1461457.831343 + Penalty 1837.523652 = -1459620.307691 nChanged 1060 SP:Iteration 2F (4266.332576 sec): 3 clusters Score: Raw -1462058.740372 + Penalty 1837.523652 = -1460221.216721 nChanged 1044 SP:Iteration 3F (4266.389907 sec): 3 clusters Score: Raw -1462672.637744 + Penalty 1837.523652 = -1460835.114093 nChanged 1023 SP:Iteration 4F (4266.466191 sec): 3 clusters Score: Raw -1463301.963095 + Penalty 1837.523652 = -1461464.439443 nChanged 945 SP:Iteration 5F (4266.524494 sec): 3 clusters Score: Raw -1463878.527750 + Penalty 1837.523652 = -1462041.004098 nChanged 843 SP:Iteration 6F (4266.590720 sec): 3 clusters Score: Raw -1464402.517579 + Penalty 1837.523652 = -1462564.993927 nChanged 740 SP:Iteration 7Q (4266.661932 sec): 3 clusters Score: Raw -1464924.442319 + Penalty 1837.523652 = -1463086.918668 nChanged 697 SP:Iteration 8Q (4266.719603 sec): 3 clusters Score: Raw -1465396.355383 + Penalty 1837.523652 = -1463558.831731 nChanged 605 SP:Iteration 9Q (4266.795696 sec): 3 clusters Score: Raw -1465764.875040 + Penalty 1837.523652 = -1463927.351388 nChanged 491 SP:Iteration 10Q (4266.860939 sec): 3 clusters Score: Raw -1465991.502408 + Penalty 1837.523652 = -1464153.978756 nChanged 345 SP:Iteration 11Q (4266.918064 sec): 3 clusters Score: Raw -1466127.510868 + Penalty 1837.523652 = -1464289.987216 nChanged 273 SP:Iteration 12Q (4266.980191 sec): 3 clusters Score: Raw -1466225.735914 + Penalty 1837.523652 = -1464388.212262 nChanged 203 SP:Iteration 13Q (4267.053742 sec): 3 clusters Score: Raw -1466284.555171 + Penalty 1837.523652 = -1464447.031519 nChanged 179 SP:Iteration 14Q (4267.112342 sec): 3 clusters Score: Raw -1466324.051434 + Penalty 1837.523652 = -1464486.527782 nChanged 136 SP:Iteration 15Q (4267.180088 sec): 3 clusters Score: Raw -1466356.045041 + Penalty 1837.523652 = -1464518.521390 nChanged 138 SP:Iteration 16Q (4267.254070 sec): 3 clusters Score: Raw -1466389.914306 + Penalty 1837.523652 = -1464552.390654 nChanged 113 SP:Iteration 17Q (4267.314879 sec): 3 clusters Score: Raw -1466413.896198 + Penalty 1837.523652 = -1464576.372547 nChanged 105 SP:Iteration 18Q (4267.372859 sec): 3 clusters Score: Raw -1466438.384086 + Penalty 1837.523652 = -1464600.860435 nChanged 110 SP:Iteration 19Q (4267.432680 sec): 3 clusters Score: Raw -1466465.634650 + Penalty 1837.523652 = -1464628.110999 nChanged 120 SP:Iteration 20F (4267.504516 sec): 3 clusters Score: Raw -1466489.424281 + Penalty 1837.523652 = -1464651.900629 nChanged 122 SP:Iteration 21Q (4267.563511 sec): 3 clusters Score: Raw -1466515.217356 + Penalty 1837.523652 = -1464677.693704 nChanged 121 SP:Iteration 22Q (4267.624364 sec): 3 clusters Score: Raw -1466539.861966 + Penalty 1837.523652 = -1464702.338314 nChanged 116 SP:Iteration 23Q (4267.694059 sec): 3 clusters Score: Raw -1466565.047222 + Penalty 1837.523652 = -1464727.523571 nChanged 116 SP:Iteration 24Q (4267.761772 sec): 3 clusters Score: Raw -1466596.453499 + Penalty 1837.523652 = -1464758.929847 nChanged 122 SP:Iteration 25Q (4267.825263 sec): 3 clusters Score: Raw -1466628.435749 + Penalty 1837.523652 = -1464790.912097 nChanged 103 SP:Iteration 26Q (4267.901226 sec): 3 clusters Score: Raw -1466655.160926 + Penalty 1837.523652 = -1464817.637274 nChanged 101 SP:Iteration 27Q (4267.971723 sec): 3 clusters Score: Raw -1466680.170682 + Penalty 1837.523652 = -1464842.647030 nChanged 87 SP:Iteration 28Q (4268.039668 sec): 3 clusters Score: Raw -1466703.102825 + Penalty 1837.523652 = -1464865.579173 nChanged 104 SP:Iteration 29Q (4268.109828 sec): 3 clusters Score: Raw -1466728.639048 + Penalty 1837.523652 = -1464891.115397 nChanged 117 SP:Iteration 30Q (4268.175420 sec): 3 clusters Score: Raw -1466757.925232 + Penalty 1837.523652 = -1464920.401580 nChanged 106 SP:Iteration 31Q (4268.244972 sec): 3 clusters Score: Raw -1466784.038277 + Penalty 1837.523652 = -1464946.514626 nChanged 106 SP:Iteration 32Q (4268.304042 sec): 3 clusters Score: Raw -1466811.583769 + Penalty 1837.523652 = -1464974.060117 nChanged 92 SP:Iteration 33Q (4268.366434 sec): 3 clusters Score: Raw -1466830.571362 + Penalty 1837.523652 = -1464993.047710 nChanged 74 SP:Iteration 34Q (4268.416287 sec): 3 clusters Score: Raw -1466847.449136 + Penalty 1837.523652 = -1465009.925485 nChanged 90 SP:Iteration 35Q (4268.479552 sec): 3 clusters Score: Raw -1466869.690668 + Penalty 1837.523652 = -1465032.167017 nChanged 88 SP:Iteration 36Q (4268.552783 sec): 3 clusters Score: Raw -1466889.635129 + Penalty 1837.523652 = -1465052.111477 nChanged 92 SP:Iteration 37Q (4268.615622 sec): 3 clusters Score: Raw -1466914.771761 + Penalty 1837.523652 = -1465077.248110 nChanged 102 SP:Iteration 38Q (4268.677850 sec): 3 clusters Score: Raw -1466942.628285 + Penalty 1837.523652 = -1465105.104634 nChanged 100 SP:Iteration 39Q (4268.741626 sec): 3 clusters Score: Raw -1466970.130323 + Penalty 1837.523652 = -1465132.606671 nChanged 101 SP:Iteration 40F (4268.798148 sec): 3 clusters Score: Raw -1467000.946548 + Penalty 1837.523652 = -1465163.422896 nChanged 116 SP:Iteration 41Q (4268.855563 sec): 3 clusters Score: Raw -1467044.085112 + Penalty 1837.523652 = -1465206.561460 nChanged 117 SP:Iteration 42Q (4268.925558 sec): 3 clusters Score: Raw -1467082.383716 + Penalty 1837.523652 = -1465244.860064 nChanged 122 SP:Iteration 43Q (4268.973797 sec): 3 clusters Score: Raw -1467122.241572 + Penalty 1837.523652 = -1465284.717921 nChanged 114 SP:Iteration 44Q (4269.043980 sec): 3 clusters Score: Raw -1467162.164834 + Penalty 1837.523652 = -1465324.641183 nChanged 109 SP:Iteration 45Q (4269.111948 sec): 3 clusters Score: Raw -1467197.711669 + Penalty 1837.523652 = -1465360.188018 nChanged 95 SP:Iteration 46Q (4269.178950 sec): 3 clusters Score: Raw -1467223.488480 + Penalty 1837.523652 = -1465385.964829 nChanged 88 SP:Iteration 47Q (4269.244971 sec): 3 clusters Score: Raw -1467245.610871 + Penalty 1837.523652 = -1465408.087220 nChanged 70 SP:Iteration 48Q (4269.309913 sec): 3 clusters Score: Raw -1467265.205577 + Penalty 1837.523652 = -1465427.681926 nChanged 74 SP:Iteration 49Q (4269.361047 sec): 3 clusters Score: Raw -1467287.496379 + Penalty 1837.523652 = -1465449.972728 nChanged 79 SP:Iteration 50Q (4269.437552 sec): 3 clusters Score: Raw -1467308.662115 + Penalty 1837.523652 = -1465471.138463 nChanged 66 SP:Iteration 51Q (4269.503777 sec): 3 clusters Score: Raw -1467325.266008 + Penalty 1837.523652 = -1465487.742356 nChanged 58 SP:Iteration 52Q (4269.569823 sec): 3 clusters Score: Raw -1467340.429060 + Penalty 1837.523652 = -1465502.905408 nChanged 46 SP:Iteration 53Q (4269.634241 sec): 3 clusters Score: Raw -1467351.376237 + Penalty 1837.523652 = -1465513.852586 nChanged 54 SP:Iteration 54Q (4269.690479 sec): 3 clusters Score: Raw -1467366.770793 + Penalty 1837.523652 = -1465529.247142 nChanged 56 SP:Iteration 55Q (4269.753326 sec): 3 clusters Score: Raw -1467382.913380 + Penalty 1837.523652 = -1465545.389729 nChanged 41 SP:Iteration 56Q (4269.823958 sec): 3 clusters Score: Raw -1467396.711759 + Penalty 1837.523652 = -1465559.188108 nChanged 45 SP:Iteration 57Q (4269.894502 sec): 3 clusters Score: Raw -1467408.961961 + Penalty 1837.523652 = -1465571.438309 nChanged 51 SP:Iteration 58Q (4269.959364 sec): 3 clusters Score: Raw -1467422.735313 + Penalty 1837.523652 = -1465585.211662 nChanged 40 SP:Iteration 59Q (4270.011387 sec): 3 clusters Score: Raw -1467432.389934 + Penalty 1837.523652 = -1465594.866283 nChanged 32 SP:Iteration 60F (4270.078217 sec): 3 clusters Score: Raw -1467438.249103 + Penalty 1837.523652 = -1465600.725451 nChanged 33 SP:Iteration 61Q (4270.139963 sec): 3 clusters Score: Raw -1467446.262989 + Penalty 1837.523652 = -1465608.739338 nChanged 33 SP:Iteration 62Q (4270.208585 sec): 3 clusters Score: Raw -1467452.137926 + Penalty 1837.523652 = -1465614.614274 nChanged 27 SP:Iteration 63Q (4270.269889 sec): 3 clusters Score: Raw -1467456.803348 + Penalty 1837.523652 = -1465619.279697 nChanged 18 SP:Iteration 64Q (4270.332545 sec): 3 clusters Score: Raw -1467459.851201 + Penalty 1837.523652 = -1465622.327549 nChanged 16 SP:Iteration 65Q (4270.385191 sec): 3 clusters Score: Raw -1467463.732775 + Penalty 1837.523652 = -1465626.209123 nChanged 16 SP:Iteration 66Q (4270.454449 sec): 3 clusters Score: Raw -1467466.481074 + Penalty 1837.523652 = -1465628.957422 nChanged 11 SP:Iteration 67Q (4270.520770 sec): 3 clusters Score: Raw -1467467.675098 + Penalty 1837.523652 = -1465630.151447 nChanged 6 SP:Iteration 68Q (4270.584792 sec): 3 clusters Score: Raw -1467468.408725 + Penalty 1837.523652 = -1465630.885074 nChanged 3 SP:Iteration 69Q (4270.643192 sec): 3 clusters Score: Raw -1467468.830333 + Penalty 1837.523652 = -1465631.306681 nChanged 3 SP:Iteration 70Q (4270.711207 sec): 3 clusters Score: Raw -1467469.010674 + Penalty 1837.523652 = -1465631.487022 nChanged 3 SP:Iteration 71Q (4270.775563 sec): 3 clusters Score: Raw -1467469.099759 + Penalty 1837.523652 = -1465631.576107 nChanged 3 SP:Iteration 72Q (4270.832778 sec): 3 clusters Score: Raw -1467469.258085 + Penalty 1837.523652 = -1465631.734434 nChanged 1 SP:Iteration 73Q (4270.903959 sec): 3 clusters Score: Raw -1467469.330218 + Penalty 1837.523652 = -1465631.806567 nChanged 0 SP:Iteration 74F (4270.971532 sec): 3 clusters Score: Raw -1467469.330218 + Penalty 1837.523652 = -1465631.806567 nChanged 0 Trying to split cluster 12 (83908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4271.081300 sec): 2 clusters Score: Raw -8028105.675552 + Penalty 1077.060243 = -8027028.615309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4271.232761 sec): 3 clusters Score: Raw -7972969.018861 + Penalty 2154.120486 = -7970814.898375 nChanged 40472 SP:Iteration 1F (4271.384134 sec): 3 clusters Score: Raw -7998444.402442 + Penalty 2154.120486 = -7996290.281957 nChanged 4483 SP:Iteration 2F (4271.520027 sec): 3 clusters Score: Raw -8000217.443832 + Penalty 2154.120486 = -7998063.323346 nChanged 4621 SP:Iteration 3F (4271.671858 sec): 3 clusters Score: Raw -8002187.644250 + Penalty 2154.120486 = -8000033.523765 nChanged 4762 SP:Iteration 4F (4271.822963 sec): 3 clusters Score: Raw -8004354.553446 + Penalty 2154.120486 = -8002200.432960 nChanged 4598 SP:Iteration 5F (4271.970777 sec): 3 clusters Score: Raw -8006391.490973 + Penalty 2154.120486 = -8004237.370487 nChanged 4021 SP:Iteration 6Q (4272.130393 sec): 3 clusters Score: Raw -8008062.592429 + Penalty 2154.120486 = -8005908.471943 nChanged 3531 SP:Iteration 7Q (4272.289490 sec): 3 clusters Score: Raw -8009474.884015 + Penalty 2154.120486 = -8007320.763530 nChanged 2999 SP:Iteration 8Q (4272.444710 sec): 3 clusters Score: Raw -8010795.505272 + Penalty 2154.120486 = -8008641.384786 nChanged 2857 SP:Iteration 9Q (4272.602226 sec): 3 clusters Score: Raw -8012312.152701 + Penalty 2154.120486 = -8010158.032215 nChanged 2993 SP:Iteration 10Q (4272.760423 sec): 3 clusters Score: Raw -8014089.392251 + Penalty 2154.120486 = -8011935.271765 nChanged 2970 SP:Iteration 11Q (4272.922442 sec): 3 clusters Score: Raw -8016046.906000 + Penalty 2154.120486 = -8013892.785515 nChanged 2822 SP:Iteration 12Q (4273.074973 sec): 3 clusters Score: Raw -8017622.738328 + Penalty 2154.120486 = -8015468.617843 nChanged 2296 SP:Iteration 13Q (4273.228096 sec): 3 clusters Score: Raw -8018554.744556 + Penalty 2154.120486 = -8016400.624071 nChanged 1661 SP:Iteration 14Q (4273.388133 sec): 3 clusters Score: Raw -8019134.957102 + Penalty 2154.120486 = -8016980.836617 nChanged 1324 SP:Iteration 15Q (4273.542152 sec): 3 clusters Score: Raw -8019556.869749 + Penalty 2154.120486 = -8017402.749263 nChanged 1225 SP:Iteration 16Q (4273.680809 sec): 3 clusters Score: Raw -8019925.290617 + Penalty 2154.120486 = -8017771.170132 nChanged 1185 SP:Iteration 17Q (4273.834387 sec): 3 clusters Score: Raw -8020300.730252 + Penalty 2154.120486 = -8018146.609766 nChanged 1198 SP:Iteration 18Q (4273.983394 sec): 3 clusters Score: Raw -8020697.901626 + Penalty 2154.120486 = -8018543.781141 nChanged 1206 SP:Iteration 19Q (4274.133845 sec): 3 clusters Score: Raw -8021124.558395 + Penalty 2154.120486 = -8018970.437910 nChanged 1251 SP:Iteration 20F (4274.277021 sec): 3 clusters Score: Raw -8021593.696450 + Penalty 2154.120486 = -8019439.575964 nChanged 1293 SP:Iteration 21Q (4274.419066 sec): 3 clusters Score: Raw -8022099.355419 + Penalty 2154.120486 = -8019945.234934 nChanged 1229 SP:Iteration 22Q (4274.574500 sec): 3 clusters Score: Raw -8022606.431882 + Penalty 2154.120486 = -8020452.311397 nChanged 1263 SP:Iteration 23Q (4274.723622 sec): 3 clusters Score: Raw -8023173.876515 + Penalty 2154.120486 = -8021019.756029 nChanged 1193 SP:Iteration 24Q (4274.861652 sec): 3 clusters Score: Raw -8023711.695294 + Penalty 2154.120486 = -8021557.574808 nChanged 1095 SP:Iteration 25Q (4275.001435 sec): 3 clusters Score: Raw -8024174.367459 + Penalty 2154.120486 = -8022020.246973 nChanged 1035 SP:Iteration 26Q (4275.133005 sec): 3 clusters Score: Raw -8024617.919600 + Penalty 2154.120486 = -8022463.799115 nChanged 968 SP:Iteration 27Q (4275.275153 sec): 3 clusters Score: Raw -8025052.711877 + Penalty 2154.120486 = -8022898.591392 nChanged 931 SP:Iteration 28Q (4275.413053 sec): 3 clusters Score: Raw -8025475.642887 + Penalty 2154.120486 = -8023321.522401 nChanged 884 SP:Iteration 29Q (4275.552258 sec): 3 clusters Score: Raw -8025895.878964 + Penalty 2154.120486 = -8023741.758479 nChanged 807 SP:Iteration 30Q (4275.690813 sec): 3 clusters Score: Raw -8026284.148302 + Penalty 2154.120486 = -8024130.027817 nChanged 715 SP:Iteration 31Q (4275.832406 sec): 3 clusters Score: Raw -8026651.745279 + Penalty 2154.120486 = -8024497.624793 nChanged 634 SP:Iteration 32Q (4275.971421 sec): 3 clusters Score: Raw -8026974.593464 + Penalty 2154.120486 = -8024820.472979 nChanged 545 SP:Iteration 33Q (4276.120919 sec): 3 clusters Score: Raw -8027242.298460 + Penalty 2154.120486 = -8025088.177975 nChanged 468 SP:Iteration 34Q (4276.254391 sec): 3 clusters Score: Raw -8027473.653309 + Penalty 2154.120486 = -8025319.532824 nChanged 392 SP:Iteration 35Q (4276.393824 sec): 3 clusters Score: Raw -8027675.512485 + Penalty 2154.120486 = -8025521.392000 nChanged 320 SP:Iteration 36Q (4276.526109 sec): 3 clusters Score: Raw -8027833.068761 + Penalty 2154.120486 = -8025678.948275 nChanged 280 SP:Iteration 37Q (4276.646428 sec): 3 clusters Score: Raw -8027958.973730 + Penalty 2154.120486 = -8025804.853245 nChanged 220 SP:Iteration 38Q (4276.772945 sec): 3 clusters Score: Raw -8028056.764090 + Penalty 2154.120486 = -8025902.643605 nChanged 172 SP:Iteration 39Q (4276.907393 sec): 3 clusters Score: Raw -8028138.006501 + Penalty 2154.120486 = -8025983.886016 nChanged 152 SP:Iteration 40F (4277.048969 sec): 3 clusters Score: Raw -8028208.024478 + Penalty 2154.120486 = -8026053.903992 nChanged 107 SP:Iteration 41Q (4277.163783 sec): 3 clusters Score: Raw -8028247.908031 + Penalty 2154.120486 = -8026093.787545 nChanged 95 SP:Iteration 42Q (4277.288732 sec): 3 clusters Score: Raw -8028285.041043 + Penalty 2154.120486 = -8026130.920558 nChanged 70 SP:Iteration 43Q (4277.418910 sec): 3 clusters Score: Raw -8028308.372003 + Penalty 2154.120486 = -8026154.251517 nChanged 57 SP:Iteration 44Q (4277.549826 sec): 3 clusters Score: Raw -8028325.674852 + Penalty 2154.120486 = -8026171.554366 nChanged 51 SP:Iteration 45Q (4277.673988 sec): 3 clusters Score: Raw -8028339.621672 + Penalty 2154.120486 = -8026185.501187 nChanged 41 SP:Iteration 46Q (4277.805589 sec): 3 clusters Score: Raw -8028350.761774 + Penalty 2154.120486 = -8026196.641288 nChanged 34 SP:Iteration 47Q (4277.939429 sec): 3 clusters Score: Raw -8028358.363740 + Penalty 2154.120486 = -8026204.243254 nChanged 25 SP:Iteration 48Q (4278.072790 sec): 3 clusters Score: Raw -8028362.465987 + Penalty 2154.120486 = -8026208.345502 nChanged 17 SP:Iteration 49Q (4278.186766 sec): 3 clusters Score: Raw -8028366.231421 + Penalty 2154.120486 = -8026212.110935 nChanged 18 SP:Iteration 50Q (4278.315586 sec): 3 clusters Score: Raw -8028371.837651 + Penalty 2154.120486 = -8026217.717166 nChanged 25 SP:Iteration 51Q (4278.451330 sec): 3 clusters Score: Raw -8028377.470270 + Penalty 2154.120486 = -8026223.349785 nChanged 13 SP:Iteration 52Q (4278.576501 sec): 3 clusters Score: Raw -8028379.997390 + Penalty 2154.120486 = -8026225.876904 nChanged 14 SP:Iteration 53Q (4278.696020 sec): 3 clusters Score: Raw -8028383.674917 + Penalty 2154.120486 = -8026229.554431 nChanged 17 SP:Iteration 54Q (4278.814368 sec): 3 clusters Score: Raw -8028388.191008 + Penalty 2154.120486 = -8026234.070523 nChanged 11 SP:Iteration 55Q (4278.936801 sec): 3 clusters Score: Raw -8028390.082354 + Penalty 2154.120486 = -8026235.961868 nChanged 9 SP:Iteration 56Q (4279.063658 sec): 3 clusters Score: Raw -8028391.780319 + Penalty 2154.120486 = -8026237.659833 nChanged 12 SP:Iteration 57Q (4279.187828 sec): 3 clusters Score: Raw -8028393.835925 + Penalty 2154.120486 = -8026239.715440 nChanged 13 SP:Iteration 58Q (4279.310274 sec): 3 clusters Score: Raw -8028395.925247 + Penalty 2154.120486 = -8026241.804762 nChanged 7 SP:Iteration 59Q (4279.433689 sec): 3 clusters Score: Raw -8028396.860160 + Penalty 2154.120486 = -8026242.739675 nChanged 7 SP:Iteration 60F (4279.569875 sec): 3 clusters Score: Raw -8028397.777456 + Penalty 2154.120486 = -8026243.656971 nChanged 5 SP:Iteration 61Q (4279.694305 sec): 3 clusters Score: Raw -8028398.916412 + Penalty 2154.120486 = -8026244.795927 nChanged 7 SP:Iteration 62Q (4279.818646 sec): 3 clusters Score: Raw -8028400.050607 + Penalty 2154.120486 = -8026245.930121 nChanged 2 SP:Iteration 63Q (4279.938423 sec): 3 clusters Score: Raw -8028400.205984 + Penalty 2154.120486 = -8026246.085498 nChanged 1 SP:Iteration 64Q (4280.058836 sec): 3 clusters Score: Raw -8028400.322911 + Penalty 2154.120486 = -8026246.202425 nChanged 1 SP:Iteration 65Q (4280.177551 sec): 3 clusters Score: Raw -8028400.358018 + Penalty 2154.120486 = -8026246.237533 nChanged 0 SP:Iteration 66F (4280.324035 sec): 3 clusters Score: Raw -8028400.358018 + Penalty 2154.120486 = -8026246.237533 nChanged 0 Trying to split cluster 13 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4280.341800 sec): 2 clusters Score: Raw -22245.553375 + Penalty 524.918029 = -21720.635345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4280.391976 sec): 3 clusters Score: Raw -22252.829672 + Penalty 1049.836058 = -21202.993614 nChanged 67 SP:Iteration 1F (4280.424183 sec): 3 clusters Score: Raw -22355.744651 + Penalty 1049.836058 = -21305.908593 nChanged 11 SP:Iteration 2Q (4280.472120 sec): 3 clusters Score: Raw -22369.052347 + Penalty 1049.836058 = -21319.216288 nChanged 5 SP:Iteration 3Q (4280.511022 sec): 3 clusters Score: Raw -22383.249269 + Penalty 1049.836058 = -21333.413211 nChanged 4 SP:Iteration 4Q (4280.559733 sec): 3 clusters Score: Raw -22391.775190 + Penalty 1049.836058 = -21341.939132 nChanged 4 SP:Iteration 5Q (4280.591648 sec): 3 clusters Score: Raw -22403.051217 + Penalty 1049.836058 = -21353.215159 nChanged 6 SP:Iteration 6Q (4280.638018 sec): 3 clusters Score: Raw -22412.680936 + Penalty 1049.836058 = -21362.844878 nChanged 0 SP:Iteration 7F (4280.665699 sec): 3 clusters Score: Raw -22412.680936 + Penalty 1049.836058 = -21362.844878 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4280.690924 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4280.736910 sec): 3 clusters Score: Raw -10800.594636 + Penalty 979.125403 = -9821.469233 nChanged 48 SP:Iteration 1F (4280.775657 sec): 3 clusters Score: Raw -10949.494933 + Penalty 979.125403 = -9970.369530 nChanged 9 SP:Iteration 2F (4280.829352 sec): 3 clusters Score: Raw -10991.029737 + Penalty 979.125403 = -10011.904334 nChanged 5 SP:Iteration 3Q (4280.859714 sec): 3 clusters Score: Raw -11080.346401 + Penalty 979.125403 = -10101.220998 nChanged 5 SP:Iteration 4Q (4280.904634 sec): 3 clusters Score: Raw -11099.509587 + Penalty 979.125403 = -10120.384184 nChanged 5 SP:Iteration 5Q (4280.939469 sec): 3 clusters Score: Raw -11114.150970 + Penalty 979.125403 = -10135.025567 nChanged 5 SP:Iteration 6Q (4280.978580 sec): 3 clusters Score: Raw -11124.521111 + Penalty 979.125403 = -10145.395708 nChanged 3 SP:Iteration 7Q (4281.016500 sec): 3 clusters Score: Raw -11137.626481 + Penalty 979.125403 = -10158.501078 nChanged 2 SP:Iteration 8Q (4281.068442 sec): 3 clusters Score: Raw -11141.197896 + Penalty 979.125403 = -10162.072493 nChanged 1 SP:Iteration 9Q (4281.102469 sec): 3 clusters Score: Raw -11142.016658 + Penalty 979.125403 = -10162.891255 nChanged 1 SP:Iteration 10Q (4281.153347 sec): 3 clusters Score: Raw -11142.788476 + Penalty 979.125403 = -10163.663073 nChanged 0 SP:Iteration 11F (4281.191405 sec): 3 clusters Score: Raw -11142.788476 + Penalty 979.125403 = -10163.663073 nChanged 0 Trying to split cluster 15 (14672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4281.239123 sec): 2 clusters Score: Raw -1403279.053913 + Penalty 911.401138 = -1402367.652775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4281.298724 sec): 3 clusters Score: Raw -1394257.365703 + Penalty 1822.802277 = -1392434.563426 nChanged 6701 SP:Iteration 1F (4281.351249 sec): 3 clusters Score: Raw -1398040.659289 + Penalty 1822.802277 = -1396217.857012 nChanged 878 SP:Iteration 2F (4281.414688 sec): 3 clusters Score: Raw -1398387.268966 + Penalty 1822.802277 = -1396564.466690 nChanged 782 SP:Iteration 3F (4281.472978 sec): 3 clusters Score: Raw -1398708.913070 + Penalty 1822.802277 = -1396886.110793 nChanged 809 SP:Iteration 4F (4281.543169 sec): 3 clusters Score: Raw -1399107.036976 + Penalty 1822.802277 = -1397284.234699 nChanged 838 SP:Iteration 5F (4281.594744 sec): 3 clusters Score: Raw -1399617.943295 + Penalty 1822.802277 = -1397795.141018 nChanged 889 SP:Iteration 6F (4281.660296 sec): 3 clusters Score: Raw -1400272.752729 + Penalty 1822.802277 = -1398449.950452 nChanged 971 SP:Iteration 7F (4281.718424 sec): 3 clusters Score: Raw -1401060.001314 + Penalty 1822.802277 = -1399237.199037 nChanged 949 SP:Iteration 8F (4281.767105 sec): 3 clusters Score: Raw -1401852.712750 + Penalty 1822.802277 = -1400029.910473 nChanged 770 SP:Iteration 9F (4281.827173 sec): 3 clusters Score: Raw -1402468.018215 + Penalty 1822.802277 = -1400645.215938 nChanged 611 SP:Iteration 10Q (4281.897399 sec): 3 clusters Score: Raw -1402913.597001 + Penalty 1822.802277 = -1401090.794724 nChanged 479 SP:Iteration 11Q (4281.958730 sec): 3 clusters Score: Raw -1403242.554831 + Penalty 1822.802277 = -1401419.752554 nChanged 315 SP:Iteration 12Q (4282.025199 sec): 3 clusters Score: Raw -1403472.278967 + Penalty 1822.802277 = -1401649.476690 nChanged 261 SP:Iteration 13Q (4282.092825 sec): 3 clusters Score: Raw -1403651.577035 + Penalty 1822.802277 = -1401828.774758 nChanged 204 SP:Iteration 14Q (4282.155013 sec): 3 clusters Score: Raw -1403778.269158 + Penalty 1822.802277 = -1401955.466881 nChanged 187 SP:Iteration 15Q (4282.218305 sec): 3 clusters Score: Raw -1403871.474289 + Penalty 1822.802277 = -1402048.672012 nChanged 146 SP:Iteration 16Q (4282.277193 sec): 3 clusters Score: Raw -1403924.353306 + Penalty 1822.802277 = -1402101.551030 nChanged 104 SP:Iteration 17Q (4282.352048 sec): 3 clusters Score: Raw -1403956.357983 + Penalty 1822.802277 = -1402133.555706 nChanged 95 SP:Iteration 18Q (4282.407807 sec): 3 clusters Score: Raw -1403981.325624 + Penalty 1822.802277 = -1402158.523347 nChanged 65 SP:Iteration 19Q (4282.476645 sec): 3 clusters Score: Raw -1403995.713089 + Penalty 1822.802277 = -1402172.910812 nChanged 56 SP:Iteration 20F (4282.538707 sec): 3 clusters Score: Raw -1404005.236930 + Penalty 1822.802277 = -1402182.434653 nChanged 44 SP:Iteration 21Q (4282.599848 sec): 3 clusters Score: Raw -1404012.215383 + Penalty 1822.802277 = -1402189.413106 nChanged 34 SP:Iteration 22Q (4282.665686 sec): 3 clusters Score: Raw -1404017.372899 + Penalty 1822.802277 = -1402194.570622 nChanged 33 SP:Iteration 23Q (4282.733630 sec): 3 clusters Score: Raw -1404021.835001 + Penalty 1822.802277 = -1402199.032724 nChanged 20 SP:Iteration 24Q (4282.790437 sec): 3 clusters Score: Raw -1404023.926719 + Penalty 1822.802277 = -1402201.124442 nChanged 14 SP:Iteration 25Q (4282.856270 sec): 3 clusters Score: Raw -1404025.466420 + Penalty 1822.802277 = -1402202.664144 nChanged 12 SP:Iteration 26Q (4282.927788 sec): 3 clusters Score: Raw -1404026.916902 + Penalty 1822.802277 = -1402204.114625 nChanged 13 SP:Iteration 27Q (4282.988073 sec): 3 clusters Score: Raw -1404028.940218 + Penalty 1822.802277 = -1402206.137941 nChanged 16 SP:Iteration 28Q (4283.054470 sec): 3 clusters Score: Raw -1404030.754627 + Penalty 1822.802277 = -1402207.952350 nChanged 14 SP:Iteration 29Q (4283.107798 sec): 3 clusters Score: Raw -1404031.988221 + Penalty 1822.802277 = -1402209.185945 nChanged 16 SP:Iteration 30Q (4283.176966 sec): 3 clusters Score: Raw -1404033.231081 + Penalty 1822.802277 = -1402210.428804 nChanged 11 SP:Iteration 31Q (4283.235571 sec): 3 clusters Score: Raw -1404033.907361 + Penalty 1822.802277 = -1402211.105084 nChanged 4 SP:Iteration 32Q (4283.306892 sec): 3 clusters Score: Raw -1404034.133172 + Penalty 1822.802277 = -1402211.330895 nChanged 5 SP:Iteration 33Q (4283.361331 sec): 3 clusters Score: Raw -1404034.606297 + Penalty 1822.802277 = -1402211.804020 nChanged 5 SP:Iteration 34Q (4283.429444 sec): 3 clusters Score: Raw -1404035.089260 + Penalty 1822.802277 = -1402212.286983 nChanged 7 SP:Iteration 35Q (4283.483830 sec): 3 clusters Score: Raw -1404035.772451 + Penalty 1822.802277 = -1402212.970174 nChanged 10 SP:Iteration 36Q (4283.540886 sec): 3 clusters Score: Raw -1404036.660411 + Penalty 1822.802277 = -1402213.858135 nChanged 6 SP:Iteration 37Q (4283.604919 sec): 3 clusters Score: Raw -1404037.033487 + Penalty 1822.802277 = -1402214.231210 nChanged 7 SP:Iteration 38Q (4283.669155 sec): 3 clusters Score: Raw -1404037.543095 + Penalty 1822.802277 = -1402214.740818 nChanged 7 SP:Iteration 39Q (4283.739343 sec): 3 clusters Score: Raw -1404038.110333 + Penalty 1822.802277 = -1402215.308056 nChanged 3 SP:Iteration 40F (4283.803049 sec): 3 clusters Score: Raw -1404038.234922 + Penalty 1822.802277 = -1402215.432645 nChanged 2 SP:Iteration 41Q (4283.867721 sec): 3 clusters Score: Raw -1404038.309738 + Penalty 1822.802277 = -1402215.507461 nChanged 0 SP:Iteration 42F (4283.932126 sec): 3 clusters Score: Raw -1404038.309738 + Penalty 1822.802277 = -1402215.507461 nChanged 0 Trying to split cluster 16 (33360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4283.993626 sec): 2 clusters Score: Raw -3113931.684015 + Penalty 989.435721 = -3112942.248293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4284.085136 sec): 3 clusters Score: Raw -3092634.299163 + Penalty 1978.871443 = -3090655.427720 nChanged 15819 SP:Iteration 1F (4284.174555 sec): 3 clusters Score: Raw -3101468.761221 + Penalty 1978.871443 = -3099489.889778 nChanged 1712 SP:Iteration 2F (4284.261557 sec): 3 clusters Score: Raw -3102160.559778 + Penalty 1978.871443 = -3100181.688335 nChanged 1995 SP:Iteration 3F (4284.354927 sec): 3 clusters Score: Raw -3103191.889827 + Penalty 1978.871443 = -3101213.018384 nChanged 2321 SP:Iteration 4F (4284.439998 sec): 3 clusters Score: Raw -3104800.123636 + Penalty 1978.871443 = -3102821.252194 nChanged 2604 SP:Iteration 5F (4284.534467 sec): 3 clusters Score: Raw -3107004.389803 + Penalty 1978.871443 = -3105025.518361 nChanged 2481 SP:Iteration 6F (4284.618043 sec): 3 clusters Score: Raw -3109229.000105 + Penalty 1978.871443 = -3107250.128662 nChanged 1938 SP:Iteration 7F (4284.696616 sec): 3 clusters Score: Raw -3110975.183093 + Penalty 1978.871443 = -3108996.311651 nChanged 1310 SP:Iteration 8Q (4284.788107 sec): 3 clusters Score: Raw -3112109.996920 + Penalty 1978.871443 = -3110131.125477 nChanged 889 SP:Iteration 9Q (4284.863249 sec): 3 clusters Score: Raw -3112858.631703 + Penalty 1978.871443 = -3110879.760261 nChanged 559 SP:Iteration 10Q (4284.946650 sec): 3 clusters Score: Raw -3113294.898834 + Penalty 1978.871443 = -3111316.027391 nChanged 362 SP:Iteration 11Q (4285.034766 sec): 3 clusters Score: Raw -3113570.880133 + Penalty 1978.871443 = -3111592.008690 nChanged 242 SP:Iteration 12Q (4285.109809 sec): 3 clusters Score: Raw -3113741.510644 + Penalty 1978.871443 = -3111762.639201 nChanged 151 SP:Iteration 13Q (4285.186586 sec): 3 clusters Score: Raw -3113839.656919 + Penalty 1978.871443 = -3111860.785476 nChanged 98 SP:Iteration 14Q (4285.268662 sec): 3 clusters Score: Raw -3113903.611362 + Penalty 1978.871443 = -3111924.739920 nChanged 73 SP:Iteration 15Q (4285.341456 sec): 3 clusters Score: Raw -3113954.124033 + Penalty 1978.871443 = -3111975.252591 nChanged 45 SP:Iteration 16Q (4285.422912 sec): 3 clusters Score: Raw -3113987.588773 + Penalty 1978.871443 = -3112008.717331 nChanged 31 SP:Iteration 17Q (4285.493666 sec): 3 clusters Score: Raw -3114007.754723 + Penalty 1978.871443 = -3112028.883281 nChanged 21 SP:Iteration 18Q (4285.563614 sec): 3 clusters Score: Raw -3114020.619925 + Penalty 1978.871443 = -3112041.748483 nChanged 19 SP:Iteration 19Q (4285.654970 sec): 3 clusters Score: Raw -3114036.382284 + Penalty 1978.871443 = -3112057.510841 nChanged 18 SP:Iteration 20F (4285.738067 sec): 3 clusters Score: Raw -3114051.469763 + Penalty 1978.871443 = -3112072.598320 nChanged 15 SP:Iteration 21Q (4285.818551 sec): 3 clusters Score: Raw -3114062.608969 + Penalty 1978.871443 = -3112083.737527 nChanged 12 SP:Iteration 22Q (4285.889851 sec): 3 clusters Score: Raw -3114075.054718 + Penalty 1978.871443 = -3112096.183275 nChanged 13 SP:Iteration 23Q (4285.967858 sec): 3 clusters Score: Raw -3114085.687012 + Penalty 1978.871443 = -3112106.815569 nChanged 9 SP:Iteration 24Q (4286.036730 sec): 3 clusters Score: Raw -3114092.801783 + Penalty 1978.871443 = -3112113.930340 nChanged 7 SP:Iteration 25Q (4286.120651 sec): 3 clusters Score: Raw -3114097.403256 + Penalty 1978.871443 = -3112118.531813 nChanged 7 SP:Iteration 26Q (4286.191253 sec): 3 clusters Score: Raw -3114102.228632 + Penalty 1978.871443 = -3112123.357189 nChanged 4 SP:Iteration 27Q (4286.272420 sec): 3 clusters Score: Raw -3114104.405486 + Penalty 1978.871443 = -3112125.534043 nChanged 3 SP:Iteration 28Q (4286.345197 sec): 3 clusters Score: Raw -3114106.058173 + Penalty 1978.871443 = -3112127.186730 nChanged 0 SP:Iteration 29F (4286.422004 sec): 3 clusters Score: Raw -3114106.058173 + Penalty 1978.871443 = -3112127.186730 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4286.449729 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4286.488800 sec): 3 clusters Score: Raw -17059.871714 + Penalty 1005.727917 = -16054.143798 nChanged 44 SP:Iteration 1F (4286.533473 sec): 3 clusters Score: Raw -17158.138575 + Penalty 1005.727917 = -16152.410658 nChanged 5 SP:Iteration 2Q (4286.580909 sec): 3 clusters Score: Raw -17168.277552 + Penalty 1005.727917 = -16162.549636 nChanged 3 SP:Iteration 3Q (4286.627198 sec): 3 clusters Score: Raw -17171.695916 + Penalty 1005.727917 = -16165.967999 nChanged 1 SP:Iteration 4Q (4286.665886 sec): 3 clusters Score: Raw -17173.214166 + Penalty 1005.727917 = -16167.486250 nChanged 1 SP:Iteration 5Q (4286.707849 sec): 3 clusters Score: Raw -17174.554150 + Penalty 1005.727917 = -16168.826234 nChanged 0 SP:Iteration 6F (4286.759166 sec): 3 clusters Score: Raw -17174.554150 + Penalty 1005.727917 = -16168.826234 nChanged 0 Trying to split cluster 18 (130357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4286.907905 sec): 2 clusters Score: Raw -12965979.484058 + Penalty 1118.913051 = -12964860.571007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4287.116210 sec): 3 clusters Score: Raw -12879152.298982 + Penalty 2237.826103 = -12876914.472879 nChanged 63370 SP:Iteration 1F (4287.311155 sec): 3 clusters Score: Raw -12918208.457289 + Penalty 2237.826103 = -12915970.631187 nChanged 7145 SP:Iteration 2F (4287.504979 sec): 3 clusters Score: Raw -12921730.291669 + Penalty 2237.826103 = -12919492.465566 nChanged 9774 SP:Iteration 3F (4287.703151 sec): 3 clusters Score: Raw -12928289.143570 + Penalty 2237.826103 = -12926051.317467 nChanged 11684 SP:Iteration 4F (4287.897743 sec): 3 clusters Score: Raw -12938253.368587 + Penalty 2237.826103 = -12936015.542485 nChanged 11547 SP:Iteration 5F (4288.095623 sec): 3 clusters Score: Raw -12949583.174285 + Penalty 2237.826103 = -12947345.348183 nChanged 8676 SP:Iteration 6F (4288.296745 sec): 3 clusters Score: Raw -12958426.687789 + Penalty 2237.826103 = -12956188.861686 nChanged 4801 SP:Iteration 7Q (4288.500731 sec): 3 clusters Score: Raw -12963140.651346 + Penalty 2237.826103 = -12960902.825243 nChanged 2037 SP:Iteration 8Q (4288.690777 sec): 3 clusters Score: Raw -12964966.697375 + Penalty 2237.826103 = -12962728.871272 nChanged 796 SP:Iteration 9Q (4288.866044 sec): 3 clusters Score: Raw -12965621.022553 + Penalty 2237.826103 = -12963383.196450 nChanged 320 SP:Iteration 10Q (4289.031613 sec): 3 clusters Score: Raw -12965879.754146 + Penalty 2237.826103 = -12963641.928043 nChanged 132 SP:Iteration 11Q (4289.203017 sec): 3 clusters Score: Raw -12966010.052884 + Penalty 2237.826103 = -12963772.226781 nChanged 73 SP:Iteration 12Q (4289.366466 sec): 3 clusters Score: Raw -12966074.894233 + Penalty 2237.826103 = -12963837.068130 nChanged 33 SP:Iteration 13Q (4289.519375 sec): 3 clusters Score: Raw -12966100.345813 + Penalty 2237.826103 = -12963862.519711 nChanged 14 SP:Iteration 14Q (4289.686451 sec): 3 clusters Score: Raw -12966112.845482 + Penalty 2237.826103 = -12963875.019379 nChanged 6 SP:Iteration 15Q (4289.845358 sec): 3 clusters Score: Raw -12966117.279014 + Penalty 2237.826103 = -12963879.452912 nChanged 6 SP:Iteration 16Q (4290.011682 sec): 3 clusters Score: Raw -12966119.993935 + Penalty 2237.826103 = -12963882.167832 nChanged 2 SP:Iteration 17Q (4290.173741 sec): 3 clusters Score: Raw -12966122.126218 + Penalty 2237.826103 = -12963884.300115 nChanged 2 SP:Iteration 18Q (4290.331627 sec): 3 clusters Score: Raw -12966122.819630 + Penalty 2237.826103 = -12963884.993527 nChanged 0 SP:Iteration 19F (4290.522264 sec): 3 clusters Score: Raw -12966122.819630 + Penalty 2237.826103 = -12963884.993527 nChanged 0 Trying to split cluster 19 (2995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4290.554313 sec): 2 clusters Score: Raw -258865.487679 + Penalty 760.446454 = -258105.041225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4290.590130 sec): 3 clusters Score: Raw -257312.406860 + Penalty 1520.892907 = -255791.513953 nChanged 1227 SP:Iteration 1F (4290.635788 sec): 3 clusters Score: Raw -258029.842785 + Penalty 1520.892907 = -256508.949878 nChanged 224 SP:Iteration 2F (4290.681057 sec): 3 clusters Score: Raw -258168.308344 + Penalty 1520.892907 = -256647.415437 nChanged 162 SP:Iteration 3F (4290.729828 sec): 3 clusters Score: Raw -258253.039045 + Penalty 1520.892907 = -256732.146138 nChanged 116 SP:Iteration 4Q (4290.787206 sec): 3 clusters Score: Raw -258303.961518 + Penalty 1520.892907 = -256783.068611 nChanged 102 SP:Iteration 5Q (4290.834350 sec): 3 clusters Score: Raw -258349.281415 + Penalty 1520.892907 = -256828.388508 nChanged 91 SP:Iteration 6Q (4290.884331 sec): 3 clusters Score: Raw -258390.081875 + Penalty 1520.892907 = -256869.188968 nChanged 69 SP:Iteration 7Q (4290.935900 sec): 3 clusters Score: Raw -258411.258874 + Penalty 1520.892907 = -256890.365967 nChanged 51 SP:Iteration 8Q (4290.978291 sec): 3 clusters Score: Raw -258430.246939 + Penalty 1520.892907 = -256909.354032 nChanged 43 SP:Iteration 9Q (4291.020298 sec): 3 clusters Score: Raw -258447.442748 + Penalty 1520.892907 = -256926.549841 nChanged 41 SP:Iteration 10Q (4291.073351 sec): 3 clusters Score: Raw -258464.841667 + Penalty 1520.892907 = -256943.948760 nChanged 40 SP:Iteration 11Q (4291.114233 sec): 3 clusters Score: Raw -258481.953312 + Penalty 1520.892907 = -256961.060405 nChanged 45 SP:Iteration 12Q (4291.172534 sec): 3 clusters Score: Raw -258498.910174 + Penalty 1520.892907 = -256978.017267 nChanged 47 SP:Iteration 13Q (4291.220681 sec): 3 clusters Score: Raw -258519.342426 + Penalty 1520.892907 = -256998.449519 nChanged 50 SP:Iteration 14Q (4291.266919 sec): 3 clusters Score: Raw -258539.794691 + Penalty 1520.892907 = -257018.901784 nChanged 56 SP:Iteration 15Q (4291.306177 sec): 3 clusters Score: Raw -258568.160758 + Penalty 1520.892907 = -257047.267851 nChanged 56 SP:Iteration 16Q (4291.352404 sec): 3 clusters Score: Raw -258599.158696 + Penalty 1520.892907 = -257078.265789 nChanged 67 SP:Iteration 17Q (4291.404160 sec): 3 clusters Score: Raw -258625.442458 + Penalty 1520.892907 = -257104.549551 nChanged 45 SP:Iteration 18Q (4291.437551 sec): 3 clusters Score: Raw -258643.269779 + Penalty 1520.892907 = -257122.376871 nChanged 33 SP:Iteration 19Q (4291.482657 sec): 3 clusters Score: Raw -258653.339856 + Penalty 1520.892907 = -257132.446949 nChanged 29 SP:Iteration 20F (4291.532639 sec): 3 clusters Score: Raw -258663.347048 + Penalty 1520.892907 = -257142.454141 nChanged 29 SP:Iteration 21Q (4291.578366 sec): 3 clusters Score: Raw -258673.662130 + Penalty 1520.892907 = -257152.769223 nChanged 39 SP:Iteration 22Q (4291.621310 sec): 3 clusters Score: Raw -258694.854423 + Penalty 1520.892907 = -257173.961516 nChanged 46 SP:Iteration 23Q (4291.666982 sec): 3 clusters Score: Raw -258714.197234 + Penalty 1520.892907 = -257193.304327 nChanged 36 SP:Iteration 24Q (4291.716089 sec): 3 clusters Score: Raw -258726.275068 + Penalty 1520.892907 = -257205.382161 nChanged 32 SP:Iteration 25Q (4291.755272 sec): 3 clusters Score: Raw -258740.081003 + Penalty 1520.892907 = -257219.188096 nChanged 30 SP:Iteration 26Q (4291.807759 sec): 3 clusters Score: Raw -258751.064874 + Penalty 1520.892907 = -257230.171967 nChanged 24 SP:Iteration 27Q (4291.844582 sec): 3 clusters Score: Raw -258756.724495 + Penalty 1520.892907 = -257235.831588 nChanged 21 SP:Iteration 28Q (4291.899071 sec): 3 clusters Score: Raw -258762.755210 + Penalty 1520.892907 = -257241.862303 nChanged 18 SP:Iteration 29Q (4291.938979 sec): 3 clusters Score: Raw -258768.677117 + Penalty 1520.892907 = -257247.784210 nChanged 15 SP:Iteration 30Q (4291.992204 sec): 3 clusters Score: Raw -258772.826512 + Penalty 1520.892907 = -257251.933605 nChanged 9 SP:Iteration 31Q (4292.027312 sec): 3 clusters Score: Raw -258774.293140 + Penalty 1520.892907 = -257253.400233 nChanged 7 SP:Iteration 32Q (4292.071416 sec): 3 clusters Score: Raw -258776.027010 + Penalty 1520.892907 = -257255.134103 nChanged 7 SP:Iteration 33Q (4292.111978 sec): 3 clusters Score: Raw -258777.486291 + Penalty 1520.892907 = -257256.593384 nChanged 7 SP:Iteration 34Q (4292.156059 sec): 3 clusters Score: Raw -258779.089279 + Penalty 1520.892907 = -257258.196372 nChanged 9 SP:Iteration 35Q (4292.204105 sec): 3 clusters Score: Raw -258781.029042 + Penalty 1520.892907 = -257260.136135 nChanged 6 SP:Iteration 36Q (4292.248588 sec): 3 clusters Score: Raw -258781.991847 + Penalty 1520.892907 = -257261.098940 nChanged 2 SP:Iteration 37Q (4292.298107 sec): 3 clusters Score: Raw -258782.360120 + Penalty 1520.892907 = -257261.467213 nChanged 3 SP:Iteration 38Q (4292.346599 sec): 3 clusters Score: Raw -258782.972073 + Penalty 1520.892907 = -257262.079166 nChanged 3 SP:Iteration 39Q (4292.395558 sec): 3 clusters Score: Raw -258784.340206 + Penalty 1520.892907 = -257263.447299 nChanged 6 SP:Iteration 40F (4292.437827 sec): 3 clusters Score: Raw -258785.705417 + Penalty 1520.892907 = -257264.812510 nChanged 6 SP:Iteration 41Q (4292.498816 sec): 3 clusters Score: Raw -258787.286608 + Penalty 1520.892907 = -257266.393701 nChanged 6 SP:Iteration 42Q (4292.541406 sec): 3 clusters Score: Raw -258789.109815 + Penalty 1520.892907 = -257268.216908 nChanged 8 SP:Iteration 43Q (4292.576712 sec): 3 clusters Score: Raw -258791.070684 + Penalty 1520.892907 = -257270.177777 nChanged 11 SP:Iteration 44Q (4292.634394 sec): 3 clusters Score: Raw -258795.360937 + Penalty 1520.892907 = -257274.468030 nChanged 17 SP:Iteration 45Q (4292.679955 sec): 3 clusters Score: Raw -258802.364867 + Penalty 1520.892907 = -257281.471960 nChanged 26 SP:Iteration 46Q (4292.709866 sec): 3 clusters Score: Raw -258809.812582 + Penalty 1520.892907 = -257288.919675 nChanged 11 SP:Iteration 47Q (4292.752687 sec): 3 clusters Score: Raw -258812.755030 + Penalty 1520.892907 = -257291.862123 nChanged 7 SP:Iteration 48Q (4292.802641 sec): 3 clusters Score: Raw -258814.331956 + Penalty 1520.892907 = -257293.439049 nChanged 9 SP:Iteration 49Q (4292.845364 sec): 3 clusters Score: Raw -258816.637443 + Penalty 1520.892907 = -257295.744536 nChanged 7 SP:Iteration 50Q (4292.893005 sec): 3 clusters Score: Raw -258819.045283 + Penalty 1520.892907 = -257298.152376 nChanged 10 SP:Iteration 51Q (4292.940031 sec): 3 clusters Score: Raw -258821.494632 + Penalty 1520.892907 = -257300.601725 nChanged 12 SP:Iteration 52Q (4292.976795 sec): 3 clusters Score: Raw -258825.063980 + Penalty 1520.892907 = -257304.171073 nChanged 7 SP:Iteration 53Q (4293.028987 sec): 3 clusters Score: Raw -258826.351596 + Penalty 1520.892907 = -257305.458689 nChanged 7 SP:Iteration 54Q (4293.071841 sec): 3 clusters Score: Raw -258828.033656 + Penalty 1520.892907 = -257307.140749 nChanged 7 SP:Iteration 55Q (4293.117599 sec): 3 clusters Score: Raw -258829.159035 + Penalty 1520.892907 = -257308.266128 nChanged 4 SP:Iteration 56Q (4293.171444 sec): 3 clusters Score: Raw -258830.167030 + Penalty 1520.892907 = -257309.274123 nChanged 3 SP:Iteration 57Q (4293.204435 sec): 3 clusters Score: Raw -258830.944712 + Penalty 1520.892907 = -257310.051805 nChanged 5 SP:Iteration 58Q (4293.244573 sec): 3 clusters Score: Raw -258832.197103 + Penalty 1520.892907 = -257311.304196 nChanged 8 SP:Iteration 59Q (4293.294972 sec): 3 clusters Score: Raw -258834.713494 + Penalty 1520.892907 = -257313.820587 nChanged 10 SP:Iteration 60F (4293.332385 sec): 3 clusters Score: Raw -258837.800924 + Penalty 1520.892907 = -257316.908017 nChanged 13 SP:Iteration 61Q (4293.378213 sec): 3 clusters Score: Raw -258840.800389 + Penalty 1520.892907 = -257319.907482 nChanged 10 SP:Iteration 62Q (4293.424092 sec): 3 clusters Score: Raw -258843.190296 + Penalty 1520.892907 = -257322.297389 nChanged 10 SP:Iteration 63Q (4293.462639 sec): 3 clusters Score: Raw -258845.363694 + Penalty 1520.892907 = -257324.470787 nChanged 7 SP:Iteration 64Q (4293.511150 sec): 3 clusters Score: Raw -258846.883011 + Penalty 1520.892907 = -257325.990104 nChanged 5 SP:Iteration 65Q (4293.552252 sec): 3 clusters Score: Raw -258847.802403 + Penalty 1520.892907 = -257326.909496 nChanged 2 SP:Iteration 66Q (4293.594364 sec): 3 clusters Score: Raw -258849.199226 + Penalty 1520.892907 = -257328.306319 nChanged 6 SP:Iteration 67Q (4293.648529 sec): 3 clusters Score: Raw -258851.102256 + Penalty 1520.892907 = -257330.209349 nChanged 4 SP:Iteration 68Q (4293.685161 sec): 3 clusters Score: Raw -258851.742946 + Penalty 1520.892907 = -257330.850039 nChanged 1 SP:Iteration 69Q (4293.734110 sec): 3 clusters Score: Raw -258851.899958 + Penalty 1520.892907 = -257331.007051 nChanged 1 SP:Iteration 70Q (4293.782753 sec): 3 clusters Score: Raw -258852.188602 + Penalty 1520.892907 = -257331.295695 nChanged 0 SP:Iteration 71F (4293.832154 sec): 3 clusters Score: Raw -258852.188602 + Penalty 1520.892907 = -257331.295695 nChanged 0 Trying to split cluster 20 (27361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4293.884430 sec): 2 clusters Score: Raw -2403451.554030 + Penalty 970.603022 = -2402480.951007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4293.955822 sec): 3 clusters Score: Raw -2386195.239130 + Penalty 1941.206045 = -2384254.033085 nChanged 12802 SP:Iteration 1F (4294.031500 sec): 3 clusters Score: Raw -2393778.659447 + Penalty 1941.206045 = -2391837.453402 nChanged 1588 SP:Iteration 2F (4294.108969 sec): 3 clusters Score: Raw -2394491.942511 + Penalty 1941.206045 = -2392550.736466 nChanged 1657 SP:Iteration 3F (4294.181721 sec): 3 clusters Score: Raw -2395247.991139 + Penalty 1941.206045 = -2393306.785094 nChanged 1553 SP:Iteration 4F (4294.259042 sec): 3 clusters Score: Raw -2395946.429728 + Penalty 1941.206045 = -2394005.223683 nChanged 1450 SP:Iteration 5F (4294.326253 sec): 3 clusters Score: Raw -2396581.500783 + Penalty 1941.206045 = -2394640.294738 nChanged 1297 SP:Iteration 6Q (4294.405796 sec): 3 clusters Score: Raw -2397111.211002 + Penalty 1941.206045 = -2395170.004957 nChanged 1119 SP:Iteration 7Q (4294.488919 sec): 3 clusters Score: Raw -2397521.525189 + Penalty 1941.206045 = -2395580.319145 nChanged 959 SP:Iteration 8Q (4294.567832 sec): 3 clusters Score: Raw -2397862.849688 + Penalty 1941.206045 = -2395921.643643 nChanged 803 SP:Iteration 9Q (4294.648393 sec): 3 clusters Score: Raw -2398187.570438 + Penalty 1941.206045 = -2396246.364393 nChanged 792 SP:Iteration 10Q (4294.714734 sec): 3 clusters Score: Raw -2398572.043851 + Penalty 1941.206045 = -2396630.837806 nChanged 808 SP:Iteration 11Q (4294.801007 sec): 3 clusters Score: Raw -2399029.898439 + Penalty 1941.206045 = -2397088.692394 nChanged 868 SP:Iteration 12Q (4294.879934 sec): 3 clusters Score: Raw -2399560.451983 + Penalty 1941.206045 = -2397619.245938 nChanged 811 SP:Iteration 13Q (4294.955054 sec): 3 clusters Score: Raw -2400086.095961 + Penalty 1941.206045 = -2398144.889916 nChanged 767 SP:Iteration 14Q (4295.034321 sec): 3 clusters Score: Raw -2400582.082553 + Penalty 1941.206045 = -2398640.876508 nChanged 711 SP:Iteration 15Q (4295.114170 sec): 3 clusters Score: Raw -2401050.383217 + Penalty 1941.206045 = -2399109.177172 nChanged 654 SP:Iteration 16Q (4295.188186 sec): 3 clusters Score: Raw -2401469.661921 + Penalty 1941.206045 = -2399528.455876 nChanged 604 SP:Iteration 17Q (4295.251249 sec): 3 clusters Score: Raw -2401841.525034 + Penalty 1941.206045 = -2399900.318989 nChanged 553 SP:Iteration 18Q (4295.323839 sec): 3 clusters Score: Raw -2402172.142793 + Penalty 1941.206045 = -2400230.936748 nChanged 498 SP:Iteration 19Q (4295.403065 sec): 3 clusters Score: Raw -2402466.455553 + Penalty 1941.206045 = -2400525.249508 nChanged 422 SP:Iteration 20F (4295.477639 sec): 3 clusters Score: Raw -2402716.485487 + Penalty 1941.206045 = -2400775.279442 nChanged 355 SP:Iteration 21Q (4295.551118 sec): 3 clusters Score: Raw -2402941.247743 + Penalty 1941.206045 = -2401000.041698 nChanged 277 SP:Iteration 22Q (4295.626717 sec): 3 clusters Score: Raw -2403119.298070 + Penalty 1941.206045 = -2401178.092025 nChanged 210 SP:Iteration 23Q (4295.696039 sec): 3 clusters Score: Raw -2403245.399263 + Penalty 1941.206045 = -2401304.193218 nChanged 174 SP:Iteration 24Q (4295.769429 sec): 3 clusters Score: Raw -2403336.372737 + Penalty 1941.206045 = -2401395.166692 nChanged 120 SP:Iteration 25Q (4295.831449 sec): 3 clusters Score: Raw -2403409.041014 + Penalty 1941.206045 = -2401467.834969 nChanged 102 SP:Iteration 26Q (4295.904779 sec): 3 clusters Score: Raw -2403471.409720 + Penalty 1941.206045 = -2401530.203675 nChanged 68 SP:Iteration 27Q (4295.979666 sec): 3 clusters Score: Raw -2403512.858899 + Penalty 1941.206045 = -2401571.652854 nChanged 50 SP:Iteration 28Q (4296.056970 sec): 3 clusters Score: Raw -2403539.327316 + Penalty 1941.206045 = -2401598.121272 nChanged 35 SP:Iteration 29Q (4296.107916 sec): 3 clusters Score: Raw -2403556.744003 + Penalty 1941.206045 = -2401615.537958 nChanged 30 SP:Iteration 30Q (4296.178791 sec): 3 clusters Score: Raw -2403568.805667 + Penalty 1941.206045 = -2401627.599623 nChanged 21 SP:Iteration 31Q (4296.251645 sec): 3 clusters Score: Raw -2403576.552405 + Penalty 1941.206045 = -2401635.346360 nChanged 13 SP:Iteration 32Q (4296.325625 sec): 3 clusters Score: Raw -2403580.951043 + Penalty 1941.206045 = -2401639.744998 nChanged 11 SP:Iteration 33Q (4296.395950 sec): 3 clusters Score: Raw -2403586.257657 + Penalty 1941.206045 = -2401645.051612 nChanged 15 SP:Iteration 34Q (4296.457852 sec): 3 clusters Score: Raw -2403591.376989 + Penalty 1941.206045 = -2401650.170944 nChanged 14 SP:Iteration 35Q (4296.535969 sec): 3 clusters Score: Raw -2403594.936224 + Penalty 1941.206045 = -2401653.730179 nChanged 6 SP:Iteration 36Q (4296.599145 sec): 3 clusters Score: Raw -2403595.981126 + Penalty 1941.206045 = -2401654.775081 nChanged 0 SP:Iteration 37F (4296.677447 sec): 3 clusters Score: Raw -2403595.981126 + Penalty 1941.206045 = -2401654.775081 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4296.701153 sec): 2 clusters Score: Raw -266265.170151 + Penalty 753.403756 = -265511.766395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4296.745763 sec): 3 clusters Score: Raw -264858.828447 + Penalty 1506.807512 = -263352.020934 nChanged 1104 SP:Iteration 1F (4296.788701 sec): 3 clusters Score: Raw -265549.847214 + Penalty 1506.807512 = -264043.039702 nChanged 221 SP:Iteration 2F (4296.822914 sec): 3 clusters Score: Raw -265711.496011 + Penalty 1506.807512 = -264204.688499 nChanged 173 SP:Iteration 3F (4296.863274 sec): 3 clusters Score: Raw -265828.776672 + Penalty 1506.807512 = -264321.969160 nChanged 144 SP:Iteration 4F (4296.916631 sec): 3 clusters Score: Raw -265927.849130 + Penalty 1506.807512 = -264421.041617 nChanged 135 SP:Iteration 5Q (4296.952896 sec): 3 clusters Score: Raw -266029.251552 + Penalty 1506.807512 = -264522.444039 nChanged 119 SP:Iteration 6Q (4296.993406 sec): 3 clusters Score: Raw -266102.635931 + Penalty 1506.807512 = -264595.828419 nChanged 96 SP:Iteration 7Q (4297.034857 sec): 3 clusters Score: Raw -266163.442022 + Penalty 1506.807512 = -264656.634509 nChanged 99 SP:Iteration 8Q (4297.083626 sec): 3 clusters Score: Raw -266220.242501 + Penalty 1506.807512 = -264713.434988 nChanged 79 SP:Iteration 9Q (4297.132937 sec): 3 clusters Score: Raw -266268.449975 + Penalty 1506.807512 = -264761.642462 nChanged 75 SP:Iteration 10Q (4297.177364 sec): 3 clusters Score: Raw -266318.545655 + Penalty 1506.807512 = -264811.738143 nChanged 63 SP:Iteration 11Q (4297.232685 sec): 3 clusters Score: Raw -266355.670704 + Penalty 1506.807512 = -264848.863192 nChanged 49 SP:Iteration 12Q (4297.268742 sec): 3 clusters Score: Raw -266379.843130 + Penalty 1506.807512 = -264873.035618 nChanged 44 SP:Iteration 13Q (4297.316087 sec): 3 clusters Score: Raw -266402.444119 + Penalty 1506.807512 = -264895.636607 nChanged 33 SP:Iteration 14Q (4297.362393 sec): 3 clusters Score: Raw -266414.733821 + Penalty 1506.807512 = -264907.926309 nChanged 23 SP:Iteration 15Q (4297.403100 sec): 3 clusters Score: Raw -266423.582240 + Penalty 1506.807512 = -264916.774727 nChanged 20 SP:Iteration 16Q (4297.445756 sec): 3 clusters Score: Raw -266429.402634 + Penalty 1506.807512 = -264922.595122 nChanged 16 SP:Iteration 17Q (4297.487345 sec): 3 clusters Score: Raw -266433.219670 + Penalty 1506.807512 = -264926.412158 nChanged 10 SP:Iteration 18Q (4297.535518 sec): 3 clusters Score: Raw -266436.467788 + Penalty 1506.807512 = -264929.660276 nChanged 11 SP:Iteration 19Q (4297.583800 sec): 3 clusters Score: Raw -266439.391966 + Penalty 1506.807512 = -264932.584453 nChanged 15 SP:Iteration 20F (4297.619183 sec): 3 clusters Score: Raw -266444.053583 + Penalty 1506.807512 = -264937.246071 nChanged 12 SP:Iteration 21Q (4297.665030 sec): 3 clusters Score: Raw -266448.890253 + Penalty 1506.807512 = -264942.082740 nChanged 12 SP:Iteration 22Q (4297.712949 sec): 3 clusters Score: Raw -266454.340755 + Penalty 1506.807512 = -264947.533243 nChanged 19 SP:Iteration 23Q (4297.765371 sec): 3 clusters Score: Raw -266459.513127 + Penalty 1506.807512 = -264952.705614 nChanged 12 SP:Iteration 24Q (4297.799233 sec): 3 clusters Score: Raw -266463.453555 + Penalty 1506.807512 = -264956.646042 nChanged 14 SP:Iteration 25Q (4297.855554 sec): 3 clusters Score: Raw -266468.169616 + Penalty 1506.807512 = -264961.362103 nChanged 14 SP:Iteration 26Q (4297.885663 sec): 3 clusters Score: Raw -266472.367802 + Penalty 1506.807512 = -264965.560290 nChanged 11 SP:Iteration 27Q (4297.929161 sec): 3 clusters Score: Raw -266475.630960 + Penalty 1506.807512 = -264968.823448 nChanged 11 SP:Iteration 28Q (4297.984061 sec): 3 clusters Score: Raw -266480.350029 + Penalty 1506.807512 = -264973.542517 nChanged 13 SP:Iteration 29Q (4298.021246 sec): 3 clusters Score: Raw -266484.738202 + Penalty 1506.807512 = -264977.930689 nChanged 12 SP:Iteration 30Q (4298.073134 sec): 3 clusters Score: Raw -266489.349823 + Penalty 1506.807512 = -264982.542310 nChanged 10 SP:Iteration 31Q (4298.116221 sec): 3 clusters Score: Raw -266494.402889 + Penalty 1506.807512 = -264987.595376 nChanged 18 SP:Iteration 32Q (4298.168892 sec): 3 clusters Score: Raw -266503.759074 + Penalty 1506.807512 = -264996.951562 nChanged 19 SP:Iteration 33Q (4298.217349 sec): 3 clusters Score: Raw -266516.593430 + Penalty 1506.807512 = -265009.785918 nChanged 22 SP:Iteration 34Q (4298.262985 sec): 3 clusters Score: Raw -266528.435856 + Penalty 1506.807512 = -265021.628343 nChanged 16 SP:Iteration 35Q (4298.301506 sec): 3 clusters Score: Raw -266537.564581 + Penalty 1506.807512 = -265030.757069 nChanged 20 SP:Iteration 36Q (4298.353622 sec): 3 clusters Score: Raw -266548.401388 + Penalty 1506.807512 = -265041.593876 nChanged 13 SP:Iteration 37Q (4298.394561 sec): 3 clusters Score: Raw -266554.454953 + Penalty 1506.807512 = -265047.647441 nChanged 13 SP:Iteration 38Q (4298.449690 sec): 3 clusters Score: Raw -266559.978540 + Penalty 1506.807512 = -265053.171028 nChanged 19 SP:Iteration 39Q (4298.498513 sec): 3 clusters Score: Raw -266570.518037 + Penalty 1506.807512 = -265063.710524 nChanged 21 SP:Iteration 40F (4298.538534 sec): 3 clusters Score: Raw -266584.671264 + Penalty 1506.807512 = -265077.863752 nChanged 12 SP:Iteration 41Q (4298.580704 sec): 3 clusters Score: Raw -266602.538565 + Penalty 1506.807512 = -265095.731052 nChanged 18 SP:Iteration 42Q (4298.615479 sec): 3 clusters Score: Raw -266626.011680 + Penalty 1506.807512 = -265119.204168 nChanged 19 SP:Iteration 43Q (4298.659168 sec): 3 clusters Score: Raw -266640.645782 + Penalty 1506.807512 = -265133.838270 nChanged 15 SP:Iteration 44Q (4298.699949 sec): 3 clusters Score: Raw -266653.480920 + Penalty 1506.807512 = -265146.673408 nChanged 22 SP:Iteration 45Q (4298.751733 sec): 3 clusters Score: Raw -266666.427610 + Penalty 1506.807512 = -265159.620098 nChanged 18 SP:Iteration 46Q (4298.789854 sec): 3 clusters Score: Raw -266674.764043 + Penalty 1506.807512 = -265167.956531 nChanged 24 SP:Iteration 47Q (4298.829924 sec): 3 clusters Score: Raw -266685.540414 + Penalty 1506.807512 = -265178.732902 nChanged 16 SP:Iteration 48Q (4298.887423 sec): 3 clusters Score: Raw -266695.680604 + Penalty 1506.807512 = -265188.873092 nChanged 10 SP:Iteration 49Q (4298.927256 sec): 3 clusters Score: Raw -266699.592005 + Penalty 1506.807512 = -265192.784493 nChanged 10 SP:Iteration 50Q (4298.976898 sec): 3 clusters Score: Raw -266704.123758 + Penalty 1506.807512 = -265197.316246 nChanged 8 SP:Iteration 51Q (4299.025961 sec): 3 clusters Score: Raw -266706.833773 + Penalty 1506.807512 = -265200.026261 nChanged 5 SP:Iteration 52Q (4299.073452 sec): 3 clusters Score: Raw -266708.316516 + Penalty 1506.807512 = -265201.509004 nChanged 3 SP:Iteration 53Q (4299.110256 sec): 3 clusters Score: Raw -266710.148117 + Penalty 1506.807512 = -265203.340605 nChanged 2 SP:Iteration 54Q (4299.154147 sec): 3 clusters Score: Raw -266710.435418 + Penalty 1506.807512 = -265203.627906 nChanged 2 SP:Iteration 55Q (4299.207677 sec): 3 clusters Score: Raw -266710.727032 + Penalty 1506.807512 = -265203.919519 nChanged 1 SP:Iteration 56Q (4299.252324 sec): 3 clusters Score: Raw -266710.931242 + Penalty 1506.807512 = -265204.123729 nChanged 2 SP:Iteration 57Q (4299.286573 sec): 3 clusters Score: Raw -266711.177648 + Penalty 1506.807512 = -265204.370136 nChanged 1 SP:Iteration 58Q (4299.323974 sec): 3 clusters Score: Raw -266711.553135 + Penalty 1506.807512 = -265204.745623 nChanged 1 SP:Iteration 59Q (4299.369948 sec): 3 clusters Score: Raw -266711.625167 + Penalty 1506.807512 = -265204.817655 nChanged 0 SP:Iteration 60F (4299.420874 sec): 3 clusters Score: Raw -266711.625167 + Penalty 1506.807512 = -265204.817655 nChanged 0 Trying to split cluster 22 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4299.446958 sec): 2 clusters Score: Raw -94947.301949 + Penalty 649.035589 = -94298.266361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4299.483682 sec): 3 clusters Score: Raw -94569.704836 + Penalty 1298.071177 = -93271.633659 nChanged 303 SP:Iteration 1F (4299.527178 sec): 3 clusters Score: Raw -94801.302600 + Penalty 1298.071177 = -93503.231423 nChanged 79 SP:Iteration 2F (4299.568753 sec): 3 clusters Score: Raw -94863.315932 + Penalty 1298.071177 = -93565.244755 nChanged 31 SP:Iteration 3Q (4299.608325 sec): 3 clusters Score: Raw -94885.544148 + Penalty 1298.071177 = -93587.472971 nChanged 20 SP:Iteration 4Q (4299.642684 sec): 3 clusters Score: Raw -94899.347974 + Penalty 1298.071177 = -93601.276796 nChanged 12 SP:Iteration 5Q (4299.686990 sec): 3 clusters Score: Raw -94907.478508 + Penalty 1298.071177 = -93609.407330 nChanged 11 SP:Iteration 6Q (4299.727568 sec): 3 clusters Score: Raw -94917.046568 + Penalty 1298.071177 = -93618.975390 nChanged 9 SP:Iteration 7Q (4299.777280 sec): 3 clusters Score: Raw -94922.213222 + Penalty 1298.071177 = -93624.142045 nChanged 9 SP:Iteration 8Q (4299.812767 sec): 3 clusters Score: Raw -94928.249459 + Penalty 1298.071177 = -93630.178282 nChanged 8 SP:Iteration 9Q (4299.854043 sec): 3 clusters Score: Raw -94937.425378 + Penalty 1298.071177 = -93639.354200 nChanged 14 SP:Iteration 10Q (4299.892024 sec): 3 clusters Score: Raw -94946.378251 + Penalty 1298.071177 = -93648.307073 nChanged 8 SP:Iteration 11Q (4299.941085 sec): 3 clusters Score: Raw -94951.037205 + Penalty 1298.071177 = -93652.966028 nChanged 10 SP:Iteration 12Q (4299.989360 sec): 3 clusters Score: Raw -94955.749266 + Penalty 1298.071177 = -93657.678088 nChanged 6 SP:Iteration 13Q (4300.025409 sec): 3 clusters Score: Raw -94959.993386 + Penalty 1298.071177 = -93661.922209 nChanged 2 SP:Iteration 14Q (4300.074972 sec): 3 clusters Score: Raw -94961.395040 + Penalty 1298.071177 = -93663.323863 nChanged 0 SP:Iteration 15F (4300.124497 sec): 3 clusters Score: Raw -94961.395040 + Penalty 1298.071177 = -93663.323863 nChanged 0 Trying to split cluster 23 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4300.139588 sec): 2 clusters Score: Raw -44054.018071 + Penalty 590.387769 = -43463.630301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4300.184914 sec): 3 clusters Score: Raw -43938.236938 + Penalty 1180.775539 = -42757.461400 nChanged 162 SP:Iteration 1F (4300.217974 sec): 3 clusters Score: Raw -44115.971705 + Penalty 1180.775539 = -42935.196166 nChanged 41 SP:Iteration 2F (4300.270657 sec): 3 clusters Score: Raw -44163.254244 + Penalty 1180.775539 = -42982.478706 nChanged 24 SP:Iteration 3Q (4300.308737 sec): 3 clusters Score: Raw -44222.252502 + Penalty 1180.775539 = -43041.476963 nChanged 26 SP:Iteration 4F (4300.354070 sec): 3 clusters Score: Raw -44275.043167 + Penalty 1180.775539 = -43094.267629 nChanged 23 SP:Iteration 5Q (4300.386118 sec): 3 clusters Score: Raw -44314.630705 + Penalty 1180.775539 = -43133.855166 nChanged 14 SP:Iteration 6Q (4300.429562 sec): 3 clusters Score: Raw -44344.456384 + Penalty 1180.775539 = -43163.680846 nChanged 10 SP:Iteration 7Q (4300.486694 sec): 3 clusters Score: Raw -44359.242802 + Penalty 1180.775539 = -43178.467263 nChanged 5 SP:Iteration 8Q (4300.518188 sec): 3 clusters Score: Raw -44365.976628 + Penalty 1180.775539 = -43185.201090 nChanged 4 SP:Iteration 9Q (4300.558395 sec): 3 clusters Score: Raw -44372.005118 + Penalty 1180.775539 = -43191.229579 nChanged 1 SP:Iteration 10Q (4300.614442 sec): 3 clusters Score: Raw -44373.945168 + Penalty 1180.775539 = -43193.169629 nChanged 2 SP:Iteration 11Q (4300.649837 sec): 3 clusters Score: Raw -44375.749275 + Penalty 1180.775539 = -43194.973737 nChanged 2 SP:Iteration 12Q (4300.691058 sec): 3 clusters Score: Raw -44377.561918 + Penalty 1180.775539 = -43196.786379 nChanged 1 SP:Iteration 13Q (4300.736931 sec): 3 clusters Score: Raw -44378.334464 + Penalty 1180.775539 = -43197.558925 nChanged 0 SP:Iteration 14F (4300.786996 sec): 3 clusters Score: Raw -44378.334464 + Penalty 1180.775539 = -43197.558925 nChanged 0 Trying to split cluster 24 (5760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4300.822092 sec): 2 clusters Score: Raw -572618.867446 + Penalty 822.575812 = -571796.291635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4300.863792 sec): 3 clusters Score: Raw -569379.793010 + Penalty 1645.151623 = -567734.641386 nChanged 2518 SP:Iteration 1F (4300.917813 sec): 3 clusters Score: Raw -570803.373700 + Penalty 1645.151623 = -569158.222077 nChanged 408 SP:Iteration 2F (4300.969055 sec): 3 clusters Score: Raw -571028.031587 + Penalty 1645.151623 = -569382.879964 nChanged 369 SP:Iteration 3F (4301.034952 sec): 3 clusters Score: Raw -571222.532371 + Penalty 1645.151623 = -569577.380748 nChanged 318 SP:Iteration 4F (4301.078203 sec): 3 clusters Score: Raw -571405.363662 + Penalty 1645.151623 = -569760.212039 nChanged 300 SP:Iteration 5F (4301.132550 sec): 3 clusters Score: Raw -571581.454961 + Penalty 1645.151623 = -569936.303338 nChanged 281 SP:Iteration 6Q (4301.185887 sec): 3 clusters Score: Raw -571728.559094 + Penalty 1645.151623 = -570083.407471 nChanged 232 SP:Iteration 7Q (4301.221886 sec): 3 clusters Score: Raw -571830.564450 + Penalty 1645.151623 = -570185.412827 nChanged 166 SP:Iteration 8Q (4301.274674 sec): 3 clusters Score: Raw -571905.502640 + Penalty 1645.151623 = -570260.351017 nChanged 162 SP:Iteration 9Q (4301.320524 sec): 3 clusters Score: Raw -571969.475144 + Penalty 1645.151623 = -570324.323521 nChanged 126 SP:Iteration 10Q (4301.364484 sec): 3 clusters Score: Raw -572027.490343 + Penalty 1645.151623 = -570382.338720 nChanged 120 SP:Iteration 11Q (4301.410854 sec): 3 clusters Score: Raw -572081.705855 + Penalty 1645.151623 = -570436.554232 nChanged 111 SP:Iteration 12Q (4301.462275 sec): 3 clusters Score: Raw -572125.082698 + Penalty 1645.151623 = -570479.931075 nChanged 86 SP:Iteration 13Q (4301.504137 sec): 3 clusters Score: Raw -572153.294554 + Penalty 1645.151623 = -570508.142931 nChanged 72 SP:Iteration 14Q (4301.555602 sec): 3 clusters Score: Raw -572173.873045 + Penalty 1645.151623 = -570528.721422 nChanged 68 SP:Iteration 15Q (4301.604138 sec): 3 clusters Score: Raw -572193.368013 + Penalty 1645.151623 = -570548.216390 nChanged 55 SP:Iteration 16Q (4301.667001 sec): 3 clusters Score: Raw -572208.049545 + Penalty 1645.151623 = -570562.897922 nChanged 52 SP:Iteration 17Q (4301.708507 sec): 3 clusters Score: Raw -572221.060159 + Penalty 1645.151623 = -570575.908536 nChanged 42 SP:Iteration 18Q (4301.738634 sec): 3 clusters Score: Raw -572228.520431 + Penalty 1645.151623 = -570583.368808 nChanged 33 SP:Iteration 19Q (4301.787827 sec): 3 clusters Score: Raw -572234.571452 + Penalty 1645.151623 = -570589.419828 nChanged 27 SP:Iteration 20F (4301.832090 sec): 3 clusters Score: Raw -572238.349558 + Penalty 1645.151623 = -570593.197934 nChanged 24 SP:Iteration 21Q (4301.890073 sec): 3 clusters Score: Raw -572244.187175 + Penalty 1645.151623 = -570599.035552 nChanged 30 SP:Iteration 22Q (4301.930405 sec): 3 clusters Score: Raw -572252.259985 + Penalty 1645.151623 = -570607.108362 nChanged 33 SP:Iteration 23Q (4301.978248 sec): 3 clusters Score: Raw -572257.841405 + Penalty 1645.151623 = -570612.689782 nChanged 27 SP:Iteration 24Q (4302.030974 sec): 3 clusters Score: Raw -572262.932967 + Penalty 1645.151623 = -570617.781343 nChanged 21 SP:Iteration 25Q (4302.075833 sec): 3 clusters Score: Raw -572266.698207 + Penalty 1645.151623 = -570621.546583 nChanged 22 SP:Iteration 26Q (4302.138478 sec): 3 clusters Score: Raw -572271.329548 + Penalty 1645.151623 = -570626.177925 nChanged 20 SP:Iteration 27Q (4302.185779 sec): 3 clusters Score: Raw -572276.621644 + Penalty 1645.151623 = -570631.470021 nChanged 16 SP:Iteration 28Q (4302.244756 sec): 3 clusters Score: Raw -572279.092020 + Penalty 1645.151623 = -570633.940397 nChanged 18 SP:Iteration 29Q (4302.292128 sec): 3 clusters Score: Raw -572282.435372 + Penalty 1645.151623 = -570637.283749 nChanged 17 SP:Iteration 30Q (4302.331814 sec): 3 clusters Score: Raw -572286.663344 + Penalty 1645.151623 = -570641.511721 nChanged 21 SP:Iteration 31Q (4302.390073 sec): 3 clusters Score: Raw -572290.631500 + Penalty 1645.151623 = -570645.479877 nChanged 30 SP:Iteration 32Q (4302.439359 sec): 3 clusters Score: Raw -572296.852869 + Penalty 1645.151623 = -570651.701246 nChanged 20 SP:Iteration 33Q (4302.493469 sec): 3 clusters Score: Raw -572301.350456 + Penalty 1645.151623 = -570656.198833 nChanged 26 SP:Iteration 34Q (4302.540469 sec): 3 clusters Score: Raw -572306.459069 + Penalty 1645.151623 = -570661.307445 nChanged 23 SP:Iteration 35Q (4302.598131 sec): 3 clusters Score: Raw -572311.213053 + Penalty 1645.151623 = -570666.061430 nChanged 28 SP:Iteration 36Q (4302.644405 sec): 3 clusters Score: Raw -572317.464148 + Penalty 1645.151623 = -570672.312525 nChanged 24 SP:Iteration 37Q (4302.685698 sec): 3 clusters Score: Raw -572322.324621 + Penalty 1645.151623 = -570677.172998 nChanged 23 SP:Iteration 38Q (4302.739323 sec): 3 clusters Score: Raw -572325.770822 + Penalty 1645.151623 = -570680.619199 nChanged 13 SP:Iteration 39Q (4302.796121 sec): 3 clusters Score: Raw -572327.929217 + Penalty 1645.151623 = -570682.777594 nChanged 21 SP:Iteration 40F (4302.841091 sec): 3 clusters Score: Raw -572333.283129 + Penalty 1645.151623 = -570688.131506 nChanged 27 SP:Iteration 41Q (4302.892671 sec): 3 clusters Score: Raw -572341.608003 + Penalty 1645.151623 = -570696.456380 nChanged 30 SP:Iteration 42Q (4302.943784 sec): 3 clusters Score: Raw -572348.297548 + Penalty 1645.151623 = -570703.145925 nChanged 29 SP:Iteration 43Q (4302.989857 sec): 3 clusters Score: Raw -572354.267593 + Penalty 1645.151623 = -570709.115969 nChanged 22 SP:Iteration 44Q (4303.047072 sec): 3 clusters Score: Raw -572357.949026 + Penalty 1645.151623 = -570712.797403 nChanged 18 SP:Iteration 45Q (4303.089046 sec): 3 clusters Score: Raw -572360.412850 + Penalty 1645.151623 = -570715.261227 nChanged 12 SP:Iteration 46Q (4303.138604 sec): 3 clusters Score: Raw -572362.080609 + Penalty 1645.151623 = -570716.928985 nChanged 16 SP:Iteration 47Q (4303.188676 sec): 3 clusters Score: Raw -572366.682576 + Penalty 1645.151623 = -570721.530953 nChanged 24 SP:Iteration 48Q (4303.247550 sec): 3 clusters Score: Raw -572372.034427 + Penalty 1645.151623 = -570726.882804 nChanged 17 SP:Iteration 49Q (4303.299508 sec): 3 clusters Score: Raw -572376.477631 + Penalty 1645.151623 = -570731.326008 nChanged 25 SP:Iteration 50Q (4303.347540 sec): 3 clusters Score: Raw -572382.917154 + Penalty 1645.151623 = -570737.765531 nChanged 25 SP:Iteration 51Q (4303.397366 sec): 3 clusters Score: Raw -572389.496227 + Penalty 1645.151623 = -570744.344604 nChanged 32 SP:Iteration 52Q (4303.439608 sec): 3 clusters Score: Raw -572397.822263 + Penalty 1645.151623 = -570752.670639 nChanged 38 SP:Iteration 53Q (4303.491307 sec): 3 clusters Score: Raw -572409.005096 + Penalty 1645.151623 = -570763.853473 nChanged 33 SP:Iteration 54Q (4303.527133 sec): 3 clusters Score: Raw -572416.250230 + Penalty 1645.151623 = -570771.098607 nChanged 31 SP:Iteration 55Q (4303.579408 sec): 3 clusters Score: Raw -572421.413074 + Penalty 1645.151623 = -570776.261450 nChanged 25 SP:Iteration 56Q (4303.633887 sec): 3 clusters Score: Raw -572425.689304 + Penalty 1645.151623 = -570780.537681 nChanged 29 SP:Iteration 57Q (4303.682471 sec): 3 clusters Score: Raw -572431.266949 + Penalty 1645.151623 = -570786.115325 nChanged 27 SP:Iteration 58Q (4303.729663 sec): 3 clusters Score: Raw -572437.584512 + Penalty 1645.151623 = -570792.432889 nChanged 34 SP:Iteration 59Q (4303.779514 sec): 3 clusters Score: Raw -572444.937755 + Penalty 1645.151623 = -570799.786131 nChanged 31 SP:Iteration 60F (4303.835505 sec): 3 clusters Score: Raw -572450.731044 + Penalty 1645.151623 = -570805.579421 nChanged 34 SP:Iteration 61Q (4303.881561 sec): 3 clusters Score: Raw -572458.809357 + Penalty 1645.151623 = -570813.657734 nChanged 37 SP:Iteration 62Q (4303.922180 sec): 3 clusters Score: Raw -572468.475579 + Penalty 1645.151623 = -570823.323956 nChanged 46 SP:Iteration 63Q (4303.984408 sec): 3 clusters Score: Raw -572480.783323 + Penalty 1645.151623 = -570835.631700 nChanged 41 SP:Iteration 64Q (4304.023645 sec): 3 clusters Score: Raw -572493.780687 + Penalty 1645.151623 = -570848.629064 nChanged 42 SP:Iteration 65Q (4304.077001 sec): 3 clusters Score: Raw -572504.679577 + Penalty 1645.151623 = -570859.527953 nChanged 34 SP:Iteration 66Q (4304.127084 sec): 3 clusters Score: Raw -572515.726928 + Penalty 1645.151623 = -570870.575305 nChanged 37 SP:Iteration 67Q (4304.181377 sec): 3 clusters Score: Raw -572529.376591 + Penalty 1645.151623 = -570884.224967 nChanged 39 SP:Iteration 68Q (4304.230451 sec): 3 clusters Score: Raw -572544.146621 + Penalty 1645.151623 = -570898.994998 nChanged 35 SP:Iteration 69Q (4304.271239 sec): 3 clusters Score: Raw -572556.234617 + Penalty 1645.151623 = -570911.082994 nChanged 30 SP:Iteration 70Q (4304.326316 sec): 3 clusters Score: Raw -572566.008942 + Penalty 1645.151623 = -570920.857318 nChanged 32 SP:Iteration 71Q (4304.366205 sec): 3 clusters Score: Raw -572574.664538 + Penalty 1645.151623 = -570929.512915 nChanged 35 SP:Iteration 72Q (4304.427435 sec): 3 clusters Score: Raw -572584.916220 + Penalty 1645.151623 = -570939.764597 nChanged 35 SP:Iteration 73Q (4304.469914 sec): 3 clusters Score: Raw -572594.497795 + Penalty 1645.151623 = -570949.346172 nChanged 28 SP:Iteration 74Q (4304.519003 sec): 3 clusters Score: Raw -572604.984524 + Penalty 1645.151623 = -570959.832901 nChanged 32 SP:Iteration 75Q (4304.575385 sec): 3 clusters Score: Raw -572617.521493 + Penalty 1645.151623 = -570972.369869 nChanged 38 SP:Iteration 76Q (4304.621454 sec): 3 clusters Score: Raw -572631.529317 + Penalty 1645.151623 = -570986.377693 nChanged 30 SP:Iteration 77Q (4304.677198 sec): 3 clusters Score: Raw -572642.208796 + Penalty 1645.151623 = -570997.057173 nChanged 28 SP:Iteration 78Q (4304.736775 sec): 3 clusters Score: Raw -572653.139598 + Penalty 1645.151623 = -571007.987975 nChanged 34 SP:Iteration 79Q (4304.775793 sec): 3 clusters Score: Raw -572666.538933 + Penalty 1645.151623 = -571021.387309 nChanged 28 SP:Iteration 80F (4304.827920 sec): 3 clusters Score: Raw -572677.826104 + Penalty 1645.151623 = -571032.674481 nChanged 24 SP:Iteration 81Q (4304.880622 sec): 3 clusters Score: Raw -572686.375065 + Penalty 1645.151623 = -571041.223442 nChanged 18 SP:Iteration 82Q (4304.935393 sec): 3 clusters Score: Raw -572692.012527 + Penalty 1645.151623 = -571046.860904 nChanged 16 SP:Iteration 83Q (4304.975257 sec): 3 clusters Score: Raw -572696.519417 + Penalty 1645.151623 = -571051.367794 nChanged 14 SP:Iteration 84Q (4305.028786 sec): 3 clusters Score: Raw -572700.613959 + Penalty 1645.151623 = -571055.462336 nChanged 10 SP:Iteration 85Q (4305.090172 sec): 3 clusters Score: Raw -572703.768734 + Penalty 1645.151623 = -571058.617111 nChanged 10 SP:Iteration 86Q (4305.133925 sec): 3 clusters Score: Raw -572706.127472 + Penalty 1645.151623 = -571060.975848 nChanged 3 SP:Iteration 87Q (4305.185925 sec): 3 clusters Score: Raw -572706.875707 + Penalty 1645.151623 = -571061.724084 nChanged 4 SP:Iteration 88Q (4305.239491 sec): 3 clusters Score: Raw -572708.227943 + Penalty 1645.151623 = -571063.076319 nChanged 6 SP:Iteration 89Q (4305.284875 sec): 3 clusters Score: Raw -572710.364375 + Penalty 1645.151623 = -571065.212751 nChanged 7 SP:Iteration 90Q (4305.341147 sec): 3 clusters Score: Raw -572713.763496 + Penalty 1645.151623 = -571068.611872 nChanged 6 SP:Iteration 91Q (4305.382743 sec): 3 clusters Score: Raw -572714.880982 + Penalty 1645.151623 = -571069.729358 nChanged 5 SP:Iteration 92Q (4305.429147 sec): 3 clusters Score: Raw -572715.869449 + Penalty 1645.151623 = -571070.717826 nChanged 7 SP:Iteration 93Q (4305.470525 sec): 3 clusters Score: Raw -572718.127946 + Penalty 1645.151623 = -571072.976323 nChanged 9 SP:Iteration 94Q (4305.522171 sec): 3 clusters Score: Raw -572722.707295 + Penalty 1645.151623 = -571077.555672 nChanged 9 SP:Iteration 95Q (4305.575955 sec): 3 clusters Score: Raw -572725.375022 + Penalty 1645.151623 = -571080.223398 nChanged 10 SP:Iteration 96Q (4305.618320 sec): 3 clusters Score: Raw -572728.874562 + Penalty 1645.151623 = -571083.722939 nChanged 12 SP:Iteration 97Q (4305.671316 sec): 3 clusters Score: Raw -572732.300741 + Penalty 1645.151623 = -571087.149118 nChanged 7 SP:Iteration 98Q (4305.722078 sec): 3 clusters Score: Raw -572734.135738 + Penalty 1645.151623 = -571088.984115 nChanged 4 SP:Iteration 99Q (4305.775882 sec): 3 clusters Score: Raw -572735.575682 + Penalty 1645.151623 = -571090.424059 nChanged 2 SP:Iteration 100F (4305.836339 sec): 3 clusters Score: Raw -572735.762742 + Penalty 1645.151623 = -571090.611119 nChanged 1 SP:Iteration 101Q (4305.878622 sec): 3 clusters Score: Raw -572735.888336 + Penalty 1645.151623 = -571090.736713 nChanged 1 SP:Iteration 102Q (4305.913994 sec): 3 clusters Score: Raw -572736.065134 + Penalty 1645.151623 = -571090.913511 nChanged 2 SP:Iteration 103Q (4305.954575 sec): 3 clusters Score: Raw -572736.500842 + Penalty 1645.151623 = -571091.349219 nChanged 0 SP:Iteration 104F (4306.005910 sec): 3 clusters Score: Raw -572736.500842 + Penalty 1645.151623 = -571091.349219 nChanged 0 Trying to split cluster 25 (14546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.057167 sec): 2 clusters Score: Raw -1423647.937856 + Penalty 910.581775 = -1422737.356080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.108553 sec): 3 clusters Score: Raw -1414806.609318 + Penalty 1821.163551 = -1412985.445768 nChanged 6656 SP:Iteration 1F (4306.173155 sec): 3 clusters Score: Raw -1418830.321840 + Penalty 1821.163551 = -1417009.158289 nChanged 1017 SP:Iteration 2F (4306.234367 sec): 3 clusters Score: Raw -1419469.099726 + Penalty 1821.163551 = -1417647.936175 nChanged 1074 SP:Iteration 3F (4306.293704 sec): 3 clusters Score: Raw -1420221.118049 + Penalty 1821.163551 = -1418399.954498 nChanged 1082 SP:Iteration 4F (4306.361036 sec): 3 clusters Score: Raw -1421066.376373 + Penalty 1821.163551 = -1419245.212822 nChanged 1022 SP:Iteration 5F (4306.416616 sec): 3 clusters Score: Raw -1421864.650454 + Penalty 1821.163551 = -1420043.486903 nChanged 857 SP:Iteration 6F (4306.480597 sec): 3 clusters Score: Raw -1422423.714343 + Penalty 1821.163551 = -1420602.550792 nChanged 625 SP:Iteration 7Q (4306.537679 sec): 3 clusters Score: Raw -1422735.315257 + Penalty 1821.163551 = -1420914.151706 nChanged 429 SP:Iteration 8Q (4306.598913 sec): 3 clusters Score: Raw -1422908.661248 + Penalty 1821.163551 = -1421087.497698 nChanged 286 SP:Iteration 9Q (4306.658359 sec): 3 clusters Score: Raw -1423014.047187 + Penalty 1821.163551 = -1421192.883636 nChanged 235 SP:Iteration 10Q (4306.719854 sec): 3 clusters Score: Raw -1423091.114783 + Penalty 1821.163551 = -1421269.951232 nChanged 183 SP:Iteration 11Q (4306.785814 sec): 3 clusters Score: Raw -1423146.094341 + Penalty 1821.163551 = -1421324.930790 nChanged 145 SP:Iteration 12Q (4306.842592 sec): 3 clusters Score: Raw -1423183.014910 + Penalty 1821.163551 = -1421361.851359 nChanged 120 SP:Iteration 13Q (4306.911691 sec): 3 clusters Score: Raw -1423210.006151 + Penalty 1821.163551 = -1421388.842600 nChanged 90 SP:Iteration 14Q (4306.970653 sec): 3 clusters Score: Raw -1423225.170976 + Penalty 1821.163551 = -1421404.007425 nChanged 61 SP:Iteration 15Q (4307.038185 sec): 3 clusters Score: Raw -1423233.485479 + Penalty 1821.163551 = -1421412.321928 nChanged 46 SP:Iteration 16Q (4307.087447 sec): 3 clusters Score: Raw -1423239.549959 + Penalty 1821.163551 = -1421418.386408 nChanged 53 SP:Iteration 17Q (4307.144603 sec): 3 clusters Score: Raw -1423245.685973 + Penalty 1821.163551 = -1421424.522423 nChanged 55 SP:Iteration 18Q (4307.204409 sec): 3 clusters Score: Raw -1423252.078927 + Penalty 1821.163551 = -1421430.915376 nChanged 44 SP:Iteration 19Q (4307.269725 sec): 3 clusters Score: Raw -1423256.170554 + Penalty 1821.163551 = -1421435.007004 nChanged 40 SP:Iteration 20F (4307.330689 sec): 3 clusters Score: Raw -1423259.898220 + Penalty 1821.163551 = -1421438.734669 nChanged 40 SP:Iteration 21Q (4307.394096 sec): 3 clusters Score: Raw -1423264.177895 + Penalty 1821.163551 = -1421443.014345 nChanged 40 SP:Iteration 22Q (4307.460029 sec): 3 clusters Score: Raw -1423268.363612 + Penalty 1821.163551 = -1421447.200061 nChanged 39 SP:Iteration 23Q (4307.521616 sec): 3 clusters Score: Raw -1423272.190848 + Penalty 1821.163551 = -1421451.027297 nChanged 35 SP:Iteration 24Q (4307.586561 sec): 3 clusters Score: Raw -1423274.991239 + Penalty 1821.163551 = -1421453.827689 nChanged 16 SP:Iteration 25Q (4307.639175 sec): 3 clusters Score: Raw -1423276.396208 + Penalty 1821.163551 = -1421455.232657 nChanged 21 SP:Iteration 26Q (4307.702403 sec): 3 clusters Score: Raw -1423278.403152 + Penalty 1821.163551 = -1421457.239601 nChanged 21 SP:Iteration 27Q (4307.768087 sec): 3 clusters Score: Raw -1423280.500201 + Penalty 1821.163551 = -1421459.336650 nChanged 19 SP:Iteration 28Q (4307.821023 sec): 3 clusters Score: Raw -1423281.575546 + Penalty 1821.163551 = -1421460.411995 nChanged 13 SP:Iteration 29Q (4307.886955 sec): 3 clusters Score: Raw -1423282.125195 + Penalty 1821.163551 = -1421460.961644 nChanged 10 SP:Iteration 30Q (4307.943140 sec): 3 clusters Score: Raw -1423282.703544 + Penalty 1821.163551 = -1421461.539993 nChanged 6 SP:Iteration 31Q (4308.005018 sec): 3 clusters Score: Raw -1423282.922437 + Penalty 1821.163551 = -1421461.758887 nChanged 6 SP:Iteration 32Q (4308.059948 sec): 3 clusters Score: Raw -1423283.283940 + Penalty 1821.163551 = -1421462.120389 nChanged 9 SP:Iteration 33Q (4308.128691 sec): 3 clusters Score: Raw -1423283.863183 + Penalty 1821.163551 = -1421462.699632 nChanged 14 SP:Iteration 34Q (4308.177282 sec): 3 clusters Score: Raw -1423284.529029 + Penalty 1821.163551 = -1421463.365478 nChanged 8 SP:Iteration 35Q (4308.244934 sec): 3 clusters Score: Raw -1423284.895025 + Penalty 1821.163551 = -1421463.731474 nChanged 7 SP:Iteration 36Q (4308.301880 sec): 3 clusters Score: Raw -1423285.661333 + Penalty 1821.163551 = -1421464.497782 nChanged 9 SP:Iteration 37Q (4308.358119 sec): 3 clusters Score: Raw -1423286.172001 + Penalty 1821.163551 = -1421465.008450 nChanged 5 SP:Iteration 38Q (4308.430118 sec): 3 clusters Score: Raw -1423286.466758 + Penalty 1821.163551 = -1421465.303207 nChanged 3 SP:Iteration 39Q (4308.488466 sec): 3 clusters Score: Raw -1423286.605550 + Penalty 1821.163551 = -1421465.441999 nChanged 3 SP:Iteration 40F (4308.554726 sec): 3 clusters Score: Raw -1423286.691324 + Penalty 1821.163551 = -1421465.527773 nChanged 0 Trying to split cluster 26 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4308.571313 sec): 2 clusters Score: Raw -335737.229563 + Penalty 775.574391 = -334961.655172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4308.615826 sec): 3 clusters Score: Raw -333847.554150 + Penalty 1551.148781 = -332296.405369 nChanged 1458 SP:Iteration 1F (4308.663827 sec): 3 clusters Score: Raw -334654.171431 + Penalty 1551.148781 = -333103.022649 nChanged 250 SP:Iteration 2F (4308.713445 sec): 3 clusters Score: Raw -334800.605527 + Penalty 1551.148781 = -333249.456746 nChanged 215 SP:Iteration 3F (4308.761553 sec): 3 clusters Score: Raw -334945.926766 + Penalty 1551.148781 = -333394.777985 nChanged 196 SP:Iteration 4F (4308.804447 sec): 3 clusters Score: Raw -335078.031871 + Penalty 1551.148781 = -333526.883090 nChanged 156 SP:Iteration 5Q (4308.847016 sec): 3 clusters Score: Raw -335189.763156 + Penalty 1551.148781 = -333638.614374 nChanged 152 SP:Iteration 6Q (4308.894737 sec): 3 clusters Score: Raw -335287.387700 + Penalty 1551.148781 = -333736.238918 nChanged 126 SP:Iteration 7Q (4308.938620 sec): 3 clusters Score: Raw -335380.470155 + Penalty 1551.148781 = -333829.321374 nChanged 109 SP:Iteration 8Q (4308.986860 sec): 3 clusters Score: Raw -335448.739604 + Penalty 1551.148781 = -333897.590823 nChanged 87 SP:Iteration 9Q (4309.032243 sec): 3 clusters Score: Raw -335496.830602 + Penalty 1551.148781 = -333945.681821 nChanged 80 SP:Iteration 10Q (4309.065565 sec): 3 clusters Score: Raw -335550.073132 + Penalty 1551.148781 = -333998.924351 nChanged 70 SP:Iteration 11Q (4309.122645 sec): 3 clusters Score: Raw -335595.946712 + Penalty 1551.148781 = -334044.797930 nChanged 70 SP:Iteration 12Q (4309.168514 sec): 3 clusters Score: Raw -335646.895676 + Penalty 1551.148781 = -334095.746894 nChanged 67 SP:Iteration 13Q (4309.208601 sec): 3 clusters Score: Raw -335690.069826 + Penalty 1551.148781 = -334138.921044 nChanged 51 SP:Iteration 14Q (4309.259339 sec): 3 clusters Score: Raw -335724.450789 + Penalty 1551.148781 = -334173.302007 nChanged 35 SP:Iteration 15Q (4309.302198 sec): 3 clusters Score: Raw -335744.993562 + Penalty 1551.148781 = -334193.844781 nChanged 27 SP:Iteration 16Q (4309.335247 sec): 3 clusters Score: Raw -335756.263282 + Penalty 1551.148781 = -334205.114500 nChanged 13 SP:Iteration 17Q (4309.380691 sec): 3 clusters Score: Raw -335762.677122 + Penalty 1551.148781 = -334211.528340 nChanged 14 SP:Iteration 18Q (4309.431120 sec): 3 clusters Score: Raw -335769.267594 + Penalty 1551.148781 = -334218.118812 nChanged 15 SP:Iteration 19Q (4309.473154 sec): 3 clusters Score: Raw -335779.487533 + Penalty 1551.148781 = -334228.338752 nChanged 15 SP:Iteration 20F (4309.514497 sec): 3 clusters Score: Raw -335785.739874 + Penalty 1551.148781 = -334234.591092 nChanged 14 SP:Iteration 21Q (4309.562838 sec): 3 clusters Score: Raw -335792.952310 + Penalty 1551.148781 = -334241.803528 nChanged 10 SP:Iteration 22Q (4309.616978 sec): 3 clusters Score: Raw -335799.469242 + Penalty 1551.148781 = -334248.320461 nChanged 12 SP:Iteration 23Q (4309.650755 sec): 3 clusters Score: Raw -335806.434507 + Penalty 1551.148781 = -334255.285725 nChanged 3 SP:Iteration 24Q (4309.710886 sec): 3 clusters Score: Raw -335807.755633 + Penalty 1551.148781 = -334256.606851 nChanged 2 SP:Iteration 25Q (4309.748438 sec): 3 clusters Score: Raw -335808.143696 + Penalty 1551.148781 = -334256.994915 nChanged 0 SP:Iteration 26F (4309.796822 sec): 3 clusters Score: Raw -335808.143696 + Penalty 1551.148781 = -334256.994915 nChanged 0 Trying to split cluster 27 (79114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4309.904071 sec): 2 clusters Score: Raw -7815762.209169 + Penalty 1071.471287 = -7814690.737881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4310.051422 sec): 3 clusters Score: Raw -7764046.060184 + Penalty 2142.942575 = -7761903.117610 nChanged 37910 SP:Iteration 1F (4310.192745 sec): 3 clusters Score: Raw -7786852.478944 + Penalty 2142.942575 = -7784709.536369 nChanged 3681 SP:Iteration 2Q (4310.342616 sec): 3 clusters Score: Raw -7788256.485464 + Penalty 2142.942575 = -7786113.542889 nChanged 4256 SP:Iteration 3F (4310.489645 sec): 3 clusters Score: Raw -7790037.827669 + Penalty 2142.942575 = -7787894.885094 nChanged 4507 SP:Iteration 4F (4310.638496 sec): 3 clusters Score: Raw -7792110.957751 + Penalty 2142.942575 = -7789968.015177 nChanged 4762 SP:Iteration 5F (4310.774873 sec): 3 clusters Score: Raw -7794573.127621 + Penalty 2142.942575 = -7792430.185047 nChanged 4755 SP:Iteration 6F (4310.905279 sec): 3 clusters Score: Raw -7797376.599191 + Penalty 2142.942575 = -7795233.656616 nChanged 4740 SP:Iteration 7F (4311.054037 sec): 3 clusters Score: Raw -7800488.623662 + Penalty 2142.942575 = -7798345.681088 nChanged 4434 SP:Iteration 8F (4311.195174 sec): 3 clusters Score: Raw -7803892.402950 + Penalty 2142.942575 = -7801749.460375 nChanged 4210 SP:Iteration 9F (4311.334741 sec): 3 clusters Score: Raw -7807641.504699 + Penalty 2142.942575 = -7805498.562124 nChanged 3442 SP:Iteration 10Q (4311.473411 sec): 3 clusters Score: Raw -7810752.059447 + Penalty 2142.942575 = -7808609.116873 nChanged 2373 SP:Iteration 11Q (4311.617790 sec): 3 clusters Score: Raw -7812790.006099 + Penalty 2142.942575 = -7810647.063524 nChanged 1514 SP:Iteration 12Q (4311.760892 sec): 3 clusters Score: Raw -7813958.017655 + Penalty 2142.942575 = -7811815.075081 nChanged 1013 SP:Iteration 13Q (4311.892118 sec): 3 clusters Score: Raw -7814677.074416 + Penalty 2142.942575 = -7812534.131842 nChanged 690 SP:Iteration 14Q (4312.019679 sec): 3 clusters Score: Raw -7815148.255267 + Penalty 2142.942575 = -7813005.312693 nChanged 446 SP:Iteration 15Q (4312.150683 sec): 3 clusters Score: Raw -7815439.851657 + Penalty 2142.942575 = -7813296.909082 nChanged 281 SP:Iteration 16Q (4312.281331 sec): 3 clusters Score: Raw -7815599.366446 + Penalty 2142.942575 = -7813456.423872 nChanged 191 SP:Iteration 17Q (4312.404393 sec): 3 clusters Score: Raw -7815715.953616 + Penalty 2142.942575 = -7813573.011041 nChanged 143 SP:Iteration 18Q (4312.525020 sec): 3 clusters Score: Raw -7815790.553425 + Penalty 2142.942575 = -7813647.610850 nChanged 99 SP:Iteration 19Q (4312.657085 sec): 3 clusters Score: Raw -7815839.408225 + Penalty 2142.942575 = -7813696.465650 nChanged 70 SP:Iteration 20F (4312.793833 sec): 3 clusters Score: Raw -7815877.796936 + Penalty 2142.942575 = -7813734.854361 nChanged 52 SP:Iteration 21Q (4312.913790 sec): 3 clusters Score: Raw -7815905.876102 + Penalty 2142.942575 = -7813762.933528 nChanged 40 SP:Iteration 22Q (4313.037284 sec): 3 clusters Score: Raw -7815926.961363 + Penalty 2142.942575 = -7813784.018789 nChanged 35 SP:Iteration 23Q (4313.154626 sec): 3 clusters Score: Raw -7815942.264758 + Penalty 2142.942575 = -7813799.322183 nChanged 22 SP:Iteration 24Q (4313.269686 sec): 3 clusters Score: Raw -7815953.437789 + Penalty 2142.942575 = -7813810.495215 nChanged 21 SP:Iteration 25Q (4313.394640 sec): 3 clusters Score: Raw -7815968.539846 + Penalty 2142.942575 = -7813825.597272 nChanged 25 SP:Iteration 26Q (4313.518211 sec): 3 clusters Score: Raw -7815981.831576 + Penalty 2142.942575 = -7813838.889002 nChanged 12 SP:Iteration 27Q (4313.638693 sec): 3 clusters Score: Raw -7815988.516630 + Penalty 2142.942575 = -7813845.574056 nChanged 15 SP:Iteration 28Q (4313.760963 sec): 3 clusters Score: Raw -7815994.931214 + Penalty 2142.942575 = -7813851.988639 nChanged 14 SP:Iteration 29Q (4313.881749 sec): 3 clusters Score: Raw -7816003.544571 + Penalty 2142.942575 = -7813860.601997 nChanged 14 SP:Iteration 30Q (4314.002758 sec): 3 clusters Score: Raw -7816010.189510 + Penalty 2142.942575 = -7813867.246936 nChanged 9 SP:Iteration 31Q (4314.130140 sec): 3 clusters Score: Raw -7816012.993424 + Penalty 2142.942575 = -7813870.050849 nChanged 4 SP:Iteration 32Q (4314.256563 sec): 3 clusters Score: Raw -7816014.677227 + Penalty 2142.942575 = -7813871.734652 nChanged 2 SP:Iteration 33Q (4314.372417 sec): 3 clusters Score: Raw -7816015.748374 + Penalty 2142.942575 = -7813872.805800 nChanged 3 SP:Iteration 34Q (4314.502976 sec): 3 clusters Score: Raw -7816017.080718 + Penalty 2142.942575 = -7813874.138143 nChanged 4 SP:Iteration 35Q (4314.622987 sec): 3 clusters Score: Raw -7816019.308682 + Penalty 2142.942575 = -7813876.366108 nChanged 2 SP:Iteration 36Q (4314.747091 sec): 3 clusters Score: Raw -7816019.787616 + Penalty 2142.942575 = -7813876.845042 nChanged 3 SP:Iteration 37Q (4314.871073 sec): 3 clusters Score: Raw -7816020.485251 + Penalty 2142.942575 = -7813877.542677 nChanged 3 SP:Iteration 38Q (4314.985820 sec): 3 clusters Score: Raw -7816022.853624 + Penalty 2142.942575 = -7813879.911050 nChanged 5 SP:Iteration 39Q (4315.102785 sec): 3 clusters Score: Raw -7816025.623455 + Penalty 2142.942575 = -7813882.680881 nChanged 5 SP:Iteration 40F (4315.251228 sec): 3 clusters Score: Raw -7816027.996604 + Penalty 2142.942575 = -7813885.054030 nChanged 3 SP:Iteration 41Q (4315.373476 sec): 3 clusters Score: Raw -7816029.399511 + Penalty 2142.942575 = -7813886.456936 nChanged 2 SP:Iteration 42Q (4315.502815 sec): 3 clusters Score: Raw -7816030.256522 + Penalty 2142.942575 = -7813887.313947 nChanged 2 SP:Iteration 43Q (4315.623936 sec): 3 clusters Score: Raw -7816031.110377 + Penalty 2142.942575 = -7813888.167802 nChanged 1 SP:Iteration 44Q (4315.743807 sec): 3 clusters Score: Raw -7816031.453106 + Penalty 2142.942575 = -7813888.510531 nChanged 1 SP:Iteration 45Q (4315.870921 sec): 3 clusters Score: Raw -7816031.787028 + Penalty 2142.942575 = -7813888.844454 nChanged 2 SP:Iteration 46Q (4316.000208 sec): 3 clusters Score: Raw -7816032.392398 + Penalty 2142.942575 = -7813889.449823 nChanged 2 SP:Iteration 47Q (4316.123382 sec): 3 clusters Score: Raw -7816033.080980 + Penalty 2142.942575 = -7813890.138405 nChanged 3 SP:Iteration 48Q (4316.248991 sec): 3 clusters Score: Raw -7816033.754507 + Penalty 2142.942575 = -7813890.811932 nChanged 1 SP:Iteration 49Q (4316.368641 sec): 3 clusters Score: Raw -7816034.606092 + Penalty 2142.942575 = -7813891.663518 nChanged 0 SP:Iteration 50F (4316.506302 sec): 3 clusters Score: Raw -7816034.606092 + Penalty 2142.942575 = -7813891.663518 nChanged 0 Trying to split cluster 28 (1449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4316.537880 sec): 2 clusters Score: Raw -127011.453009 + Penalty 691.469750 = -126319.983260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4316.579465 sec): 3 clusters Score: Raw -126372.435610 + Penalty 1382.939499 = -124989.496111 nChanged 542 SP:Iteration 1F (4316.608099 sec): 3 clusters Score: Raw -126737.305777 + Penalty 1382.939499 = -125354.366278 nChanged 130 SP:Iteration 2F (4316.645667 sec): 3 clusters Score: Raw -126833.939886 + Penalty 1382.939499 = -125451.000387 nChanged 75 SP:Iteration 3F (4316.685527 sec): 3 clusters Score: Raw -126892.760983 + Penalty 1382.939499 = -125509.821484 nChanged 64 SP:Iteration 4Q (4316.722631 sec): 3 clusters Score: Raw -126937.733157 + Penalty 1382.939499 = -125554.793658 nChanged 43 SP:Iteration 5Q (4316.763153 sec): 3 clusters Score: Raw -126965.272132 + Penalty 1382.939499 = -125582.332633 nChanged 36 SP:Iteration 6Q (4316.798949 sec): 3 clusters Score: Raw -126986.231656 + Penalty 1382.939499 = -125603.292157 nChanged 26 SP:Iteration 7Q (4316.836311 sec): 3 clusters Score: Raw -126999.504813 + Penalty 1382.939499 = -125616.565314 nChanged 28 SP:Iteration 8Q (4316.882810 sec): 3 clusters Score: Raw -127013.148579 + Penalty 1382.939499 = -125630.209080 nChanged 20 SP:Iteration 9Q (4316.913616 sec): 3 clusters Score: Raw -127023.349981 + Penalty 1382.939499 = -125640.410482 nChanged 21 SP:Iteration 10Q (4316.958655 sec): 3 clusters Score: Raw -127034.678830 + Penalty 1382.939499 = -125651.739330 nChanged 17 SP:Iteration 11Q (4317.002717 sec): 3 clusters Score: Raw -127047.226590 + Penalty 1382.939499 = -125664.287091 nChanged 17 SP:Iteration 12Q (4317.039769 sec): 3 clusters Score: Raw -127054.489000 + Penalty 1382.939499 = -125671.549501 nChanged 13 SP:Iteration 13Q (4317.078419 sec): 3 clusters Score: Raw -127058.619011 + Penalty 1382.939499 = -125675.679512 nChanged 10 SP:Iteration 14Q (4317.124789 sec): 3 clusters Score: Raw -127062.479381 + Penalty 1382.939499 = -125679.539882 nChanged 7 SP:Iteration 15Q (4317.155570 sec): 3 clusters Score: Raw -127065.832671 + Penalty 1382.939499 = -125682.893172 nChanged 9 SP:Iteration 16Q (4317.213634 sec): 3 clusters Score: Raw -127070.130386 + Penalty 1382.939499 = -125687.190887 nChanged 17 SP:Iteration 17Q (4317.245249 sec): 3 clusters Score: Raw -127081.093847 + Penalty 1382.939499 = -125698.154348 nChanged 18 SP:Iteration 18Q (4317.283413 sec): 3 clusters Score: Raw -127089.813545 + Penalty 1382.939499 = -125706.874045 nChanged 20 SP:Iteration 19Q (4317.321150 sec): 3 clusters Score: Raw -127101.965152 + Penalty 1382.939499 = -125719.025653 nChanged 20 SP:Iteration 20F (4317.363899 sec): 3 clusters Score: Raw -127117.911015 + Penalty 1382.939499 = -125734.971515 nChanged 15 SP:Iteration 21Q (4317.409775 sec): 3 clusters Score: Raw -127126.770684 + Penalty 1382.939499 = -125743.831185 nChanged 15 SP:Iteration 22Q (4317.443741 sec): 3 clusters Score: Raw -127133.951967 + Penalty 1382.939499 = -125751.012468 nChanged 13 SP:Iteration 23Q (4317.495694 sec): 3 clusters Score: Raw -127140.700535 + Penalty 1382.939499 = -125757.761036 nChanged 8 SP:Iteration 24Q (4317.537832 sec): 3 clusters Score: Raw -127145.187310 + Penalty 1382.939499 = -125762.247811 nChanged 7 SP:Iteration 25Q (4317.579003 sec): 3 clusters Score: Raw -127149.571917 + Penalty 1382.939499 = -125766.632418 nChanged 6 SP:Iteration 26Q (4317.617513 sec): 3 clusters Score: Raw -127152.387215 + Penalty 1382.939499 = -125769.447716 nChanged 5 SP:Iteration 27Q (4317.649531 sec): 3 clusters Score: Raw -127154.094513 + Penalty 1382.939499 = -125771.155014 nChanged 1 SP:Iteration 28Q (4317.691972 sec): 3 clusters Score: Raw -127154.849013 + Penalty 1382.939499 = -125771.909514 nChanged 2 SP:Iteration 29Q (4317.733092 sec): 3 clusters Score: Raw -127155.189000 + Penalty 1382.939499 = -125772.249501 nChanged 1 SP:Iteration 30Q (4317.784908 sec): 3 clusters Score: Raw -127155.567276 + Penalty 1382.939499 = -125772.627777 nChanged 1 SP:Iteration 31Q (4317.815671 sec): 3 clusters Score: Raw -127155.798499 + Penalty 1382.939499 = -125772.859000 nChanged 0 SP:Iteration 32F (4317.856234 sec): 3 clusters Score: Raw -127155.798499 + Penalty 1382.939499 = -125772.859000 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4317.887858 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4317.926058 sec): 3 clusters Score: Raw -7803.874494 + Penalty 992.891868 = -6810.982626 nChanged 54 SP:Iteration 1F (4317.973184 sec): 3 clusters Score: Raw -7918.503104 + Penalty 992.891868 = -6925.611236 nChanged 17 SP:Iteration 2F (4318.028476 sec): 3 clusters Score: Raw -7955.864024 + Penalty 992.891868 = -6962.972156 nChanged 8 SP:Iteration 3Q (4318.075318 sec): 3 clusters Score: Raw -7977.007744 + Penalty 992.891868 = -6984.115876 nChanged 5 SP:Iteration 4Q (4318.117093 sec): 3 clusters Score: Raw -7988.190647 + Penalty 992.891868 = -6995.298779 nChanged 2 SP:Iteration 5Q (4318.177818 sec): 3 clusters Score: Raw -8011.808460 + Penalty 992.891868 = -7018.916592 nChanged 1 SP:Iteration 6Q (4318.223292 sec): 3 clusters Score: Raw -8023.049819 + Penalty 992.891868 = -7030.157951 nChanged 2 SP:Iteration 7Q (4318.270329 sec): 3 clusters Score: Raw -8034.495225 + Penalty 992.891868 = -7041.603357 nChanged 1 SP:Iteration 8Q (4318.307360 sec): 3 clusters Score: Raw -8035.115692 + Penalty 992.891868 = -7042.223824 nChanged 0 SP:Iteration 9F (4318.356447 sec): 3 clusters Score: Raw -8035.115692 + Penalty 992.891868 = -7042.223824 nChanged 0 Trying to split cluster 30 (8782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4318.392216 sec): 2 clusters Score: Raw -815930.808681 + Penalty 862.643648 = -815068.165033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4318.449314 sec): 3 clusters Score: Raw -810745.437085 + Penalty 1725.287296 = -809020.149789 nChanged 3934 SP:Iteration 1F (4318.517527 sec): 3 clusters Score: Raw -812854.546491 + Penalty 1725.287296 = -811129.259195 nChanged 513 SP:Iteration 2F (4318.570187 sec): 3 clusters Score: Raw -813058.633449 + Penalty 1725.287296 = -811333.346153 nChanged 486 SP:Iteration 3F (4318.623951 sec): 3 clusters Score: Raw -813284.819510 + Penalty 1725.287296 = -811559.532214 nChanged 475 SP:Iteration 4F (4318.695516 sec): 3 clusters Score: Raw -813514.109469 + Penalty 1725.287296 = -811788.822174 nChanged 464 SP:Iteration 5F (4318.756483 sec): 3 clusters Score: Raw -813758.195693 + Penalty 1725.287296 = -812032.908397 nChanged 479 SP:Iteration 6F (4318.805634 sec): 3 clusters Score: Raw -814032.596701 + Penalty 1725.287296 = -812307.309405 nChanged 483 SP:Iteration 7F (4318.865581 sec): 3 clusters Score: Raw -814343.668594 + Penalty 1725.287296 = -812618.381298 nChanged 469 SP:Iteration 8F (4318.929372 sec): 3 clusters Score: Raw -814660.002671 + Penalty 1725.287296 = -812934.715375 nChanged 433 SP:Iteration 9Q (4318.995976 sec): 3 clusters Score: Raw -814957.453892 + Penalty 1725.287296 = -813232.166596 nChanged 362 SP:Iteration 10Q (4319.055798 sec): 3 clusters Score: Raw -815258.352773 + Penalty 1725.287296 = -813533.065477 nChanged 264 SP:Iteration 11Q (4319.110721 sec): 3 clusters Score: Raw -815444.558722 + Penalty 1725.287296 = -813719.271426 nChanged 195 SP:Iteration 12Q (4319.170324 sec): 3 clusters Score: Raw -815579.847926 + Penalty 1725.287296 = -813854.560631 nChanged 167 SP:Iteration 13Q (4319.229543 sec): 3 clusters Score: Raw -815686.800304 + Penalty 1725.287296 = -813961.513008 nChanged 121 SP:Iteration 14Q (4319.277946 sec): 3 clusters Score: Raw -815760.949854 + Penalty 1725.287296 = -814035.662558 nChanged 97 SP:Iteration 15Q (4319.334553 sec): 3 clusters Score: Raw -815813.561066 + Penalty 1725.287296 = -814088.273771 nChanged 77 SP:Iteration 16Q (4319.404729 sec): 3 clusters Score: Raw -815852.366572 + Penalty 1725.287296 = -814127.079277 nChanged 67 SP:Iteration 17Q (4319.464838 sec): 3 clusters Score: Raw -815889.446384 + Penalty 1725.287296 = -814164.159088 nChanged 66 SP:Iteration 18Q (4319.517378 sec): 3 clusters Score: Raw -815924.714094 + Penalty 1725.287296 = -814199.426799 nChanged 59 SP:Iteration 19Q (4319.577344 sec): 3 clusters Score: Raw -815958.379421 + Penalty 1725.287296 = -814233.092125 nChanged 37 SP:Iteration 20F (4319.626845 sec): 3 clusters Score: Raw -815976.203636 + Penalty 1725.287296 = -814250.916340 nChanged 39 SP:Iteration 21Q (4319.684384 sec): 3 clusters Score: Raw -815992.667339 + Penalty 1725.287296 = -814267.380043 nChanged 31 SP:Iteration 22Q (4319.747141 sec): 3 clusters Score: Raw -816006.045215 + Penalty 1725.287296 = -814280.757919 nChanged 21 SP:Iteration 23Q (4319.800066 sec): 3 clusters Score: Raw -816016.803190 + Penalty 1725.287296 = -814291.515894 nChanged 17 SP:Iteration 24Q (4319.854152 sec): 3 clusters Score: Raw -816025.661803 + Penalty 1725.287296 = -814300.374507 nChanged 13 SP:Iteration 25Q (4319.913580 sec): 3 clusters Score: Raw -816031.896905 + Penalty 1725.287296 = -814306.609609 nChanged 16 SP:Iteration 26Q (4319.978113 sec): 3 clusters Score: Raw -816038.619160 + Penalty 1725.287296 = -814313.331864 nChanged 21 SP:Iteration 27Q (4320.033403 sec): 3 clusters Score: Raw -816045.163569 + Penalty 1725.287296 = -814319.876274 nChanged 17 SP:Iteration 28Q (4320.094737 sec): 3 clusters Score: Raw -816050.555385 + Penalty 1725.287296 = -814325.268090 nChanged 12 SP:Iteration 29Q (4320.137715 sec): 3 clusters Score: Raw -816053.817968 + Penalty 1725.287296 = -814328.530673 nChanged 13 SP:Iteration 30Q (4320.191918 sec): 3 clusters Score: Raw -816057.687537 + Penalty 1725.287296 = -814332.400241 nChanged 14 SP:Iteration 31Q (4320.254786 sec): 3 clusters Score: Raw -816062.618731 + Penalty 1725.287296 = -814337.331435 nChanged 13 SP:Iteration 32Q (4320.313910 sec): 3 clusters Score: Raw -816066.898041 + Penalty 1725.287296 = -814341.610746 nChanged 10 SP:Iteration 33Q (4320.369550 sec): 3 clusters Score: Raw -816070.527315 + Penalty 1725.287296 = -814345.240019 nChanged 5 SP:Iteration 34Q (4320.424104 sec): 3 clusters Score: Raw -816071.132088 + Penalty 1725.287296 = -814345.844792 nChanged 3 SP:Iteration 35Q (4320.481743 sec): 3 clusters Score: Raw -816072.205091 + Penalty 1725.287296 = -814346.917795 nChanged 7 SP:Iteration 36Q (4320.537393 sec): 3 clusters Score: Raw -816074.970903 + Penalty 1725.287296 = -814349.683607 nChanged 7 SP:Iteration 37Q (4320.590065 sec): 3 clusters Score: Raw -816076.649811 + Penalty 1725.287296 = -814351.362515 nChanged 9 SP:Iteration 38Q (4320.648549 sec): 3 clusters Score: Raw -816079.160281 + Penalty 1725.287296 = -814353.872985 nChanged 6 SP:Iteration 39Q (4320.713786 sec): 3 clusters Score: Raw -816080.141566 + Penalty 1725.287296 = -814354.854271 nChanged 3 SP:Iteration 40F (4320.774791 sec): 3 clusters Score: Raw -816080.898816 + Penalty 1725.287296 = -814355.611520 nChanged 1 SP:Iteration 41Q (4320.821257 sec): 3 clusters Score: Raw -816081.053355 + Penalty 1725.287296 = -814355.766059 nChanged 1 SP:Iteration 42Q (4320.875633 sec): 3 clusters Score: Raw -816081.266326 + Penalty 1725.287296 = -814355.979030 nChanged 2 SP:Iteration 43Q (4320.935054 sec): 3 clusters Score: Raw -816081.565591 + Penalty 1725.287296 = -814356.278295 nChanged 1 SP:Iteration 44Q (4320.995772 sec): 3 clusters Score: Raw -816082.153336 + Penalty 1725.287296 = -814356.866041 nChanged 3 SP:Iteration 45Q (4321.056326 sec): 3 clusters Score: Raw -816082.822697 + Penalty 1725.287296 = -814357.535401 nChanged 0 SP:Iteration 46F (4321.115436 sec): 3 clusters Score: Raw -816082.822697 + Penalty 1725.287296 = -814357.535401 nChanged 0 Trying to split cluster 31 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4321.140240 sec): 2 clusters Score: Raw -14770.873430 + Penalty 503.813966 = -14267.059464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4321.184562 sec): 3 clusters Score: Raw -14818.929838 + Penalty 1007.627933 = -13811.301905 nChanged 50 SP:Iteration 1F (4321.237939 sec): 3 clusters Score: Raw -14938.886582 + Penalty 1007.627933 = -13931.258649 nChanged 16 SP:Iteration 2F (4321.287927 sec): 3 clusters Score: Raw -14975.450616 + Penalty 1007.627933 = -13967.822683 nChanged 9 SP:Iteration 3Q (4321.331694 sec): 3 clusters Score: Raw -15000.330997 + Penalty 1007.627933 = -13992.703065 nChanged 4 SP:Iteration 4Q (4321.373864 sec): 3 clusters Score: Raw -15011.582998 + Penalty 1007.627933 = -14003.955066 nChanged 2 SP:Iteration 5Q (4321.430722 sec): 3 clusters Score: Raw -15014.564809 + Penalty 1007.627933 = -14006.936877 nChanged 0 SP:Iteration 6F (4321.472279 sec): 3 clusters Score: Raw -15014.564809 + Penalty 1007.627933 = -14006.936877 nChanged 0 Trying to split cluster 32 (4897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4321.512491 sec): 2 clusters Score: Raw -469193.382813 + Penalty 807.155915 = -468386.226898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4321.566220 sec): 3 clusters Score: Raw -466437.386267 + Penalty 1614.311830 = -464823.074437 nChanged 2114 SP:Iteration 1F (4321.619759 sec): 3 clusters Score: Raw -467687.678096 + Penalty 1614.311830 = -466073.366266 nChanged 320 SP:Iteration 2F (4321.674559 sec): 3 clusters Score: Raw -467860.641456 + Penalty 1614.311830 = -466246.329626 nChanged 292 SP:Iteration 3F (4321.726009 sec): 3 clusters Score: Raw -468008.694043 + Penalty 1614.311830 = -466394.382213 nChanged 244 SP:Iteration 4Q (4321.774792 sec): 3 clusters Score: Raw -468141.993470 + Penalty 1614.311830 = -466527.681640 nChanged 229 SP:Iteration 5Q (4321.832043 sec): 3 clusters Score: Raw -468272.906552 + Penalty 1614.311830 = -466658.594722 nChanged 212 SP:Iteration 6Q (4321.886910 sec): 3 clusters Score: Raw -468416.997238 + Penalty 1614.311830 = -466802.685408 nChanged 220 SP:Iteration 7Q (4321.942985 sec): 3 clusters Score: Raw -468577.600939 + Penalty 1614.311830 = -466963.289109 nChanged 204 SP:Iteration 8Q (4322.000971 sec): 3 clusters Score: Raw -468728.462107 + Penalty 1614.311830 = -467114.150277 nChanged 196 SP:Iteration 9Q (4322.056960 sec): 3 clusters Score: Raw -468876.459064 + Penalty 1614.311830 = -467262.147234 nChanged 155 SP:Iteration 10Q (4322.103432 sec): 3 clusters Score: Raw -468987.337520 + Penalty 1614.311830 = -467373.025690 nChanged 114 SP:Iteration 11Q (4322.158542 sec): 3 clusters Score: Raw -469078.979270 + Penalty 1614.311830 = -467464.667441 nChanged 84 SP:Iteration 12Q (4322.213494 sec): 3 clusters Score: Raw -469143.817593 + Penalty 1614.311830 = -467529.505763 nChanged 68 SP:Iteration 13Q (4322.270638 sec): 3 clusters Score: Raw -469203.567097 + Penalty 1614.311830 = -467589.255267 nChanged 38 SP:Iteration 14Q (4322.322348 sec): 3 clusters Score: Raw -469233.005209 + Penalty 1614.311830 = -467618.693379 nChanged 29 SP:Iteration 15Q (4322.377770 sec): 3 clusters Score: Raw -469256.255428 + Penalty 1614.311830 = -467641.943598 nChanged 15 SP:Iteration 16Q (4322.430443 sec): 3 clusters Score: Raw -469269.064080 + Penalty 1614.311830 = -467654.752250 nChanged 13 SP:Iteration 17Q (4322.483814 sec): 3 clusters Score: Raw -469279.693892 + Penalty 1614.311830 = -467665.382062 nChanged 14 SP:Iteration 18Q (4322.545484 sec): 3 clusters Score: Raw -469291.929774 + Penalty 1614.311830 = -467677.617945 nChanged 11 SP:Iteration 19Q (4322.592963 sec): 3 clusters Score: Raw -469300.398744 + Penalty 1614.311830 = -467686.086914 nChanged 5 SP:Iteration 20F (4322.645400 sec): 3 clusters Score: Raw -469303.742076 + Penalty 1614.311830 = -467689.430246 nChanged 2 SP:Iteration 21Q (4322.703638 sec): 3 clusters Score: Raw -469306.899100 + Penalty 1614.311830 = -467692.587270 nChanged 3 SP:Iteration 22Q (4322.758064 sec): 3 clusters Score: Raw -469308.542013 + Penalty 1614.311830 = -467694.230184 nChanged 3 SP:Iteration 23Q (4322.809614 sec): 3 clusters Score: Raw -469310.586737 + Penalty 1614.311830 = -467696.274907 nChanged 1 SP:Iteration 24Q (4322.864649 sec): 3 clusters Score: Raw -469311.500695 + Penalty 1614.311830 = -467697.188865 nChanged 1 SP:Iteration 25Q (4322.907864 sec): 3 clusters Score: Raw -469311.721111 + Penalty 1614.311830 = -467697.409281 nChanged 0 SP:Iteration 26F (4322.963515 sec): 3 clusters Score: Raw -469311.721111 + Penalty 1614.311830 = -467697.409281 nChanged 0 Trying to split cluster 33 (6047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4322.996061 sec): 2 clusters Score: Raw -486402.771748 + Penalty 827.195168 = -485575.576579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4323.046461 sec): 3 clusters Score: Raw -482986.817098 + Penalty 1654.390336 = -481332.426762 nChanged 2640 SP:Iteration 1F (4323.104984 sec): 3 clusters Score: Raw -484511.822773 + Penalty 1654.390336 = -482857.432436 nChanged 389 SP:Iteration 2F (4323.154456 sec): 3 clusters Score: Raw -484702.243947 + Penalty 1654.390336 = -483047.853611 nChanged 323 SP:Iteration 3F (4323.207725 sec): 3 clusters Score: Raw -484879.677613 + Penalty 1654.390336 = -483225.287277 nChanged 309 SP:Iteration 4F (4323.265447 sec): 3 clusters Score: Raw -485055.839124 + Penalty 1654.390336 = -483401.448788 nChanged 316 SP:Iteration 5F (4323.321787 sec): 3 clusters Score: Raw -485248.682163 + Penalty 1654.390336 = -483594.291827 nChanged 286 SP:Iteration 6Q (4323.384503 sec): 3 clusters Score: Raw -485424.436393 + Penalty 1654.390336 = -483770.046056 nChanged 272 SP:Iteration 7Q (4323.442909 sec): 3 clusters Score: Raw -485565.126238 + Penalty 1654.390336 = -483910.735902 nChanged 221 SP:Iteration 8Q (4323.495495 sec): 3 clusters Score: Raw -485674.756944 + Penalty 1654.390336 = -484020.366608 nChanged 210 SP:Iteration 9Q (4323.556705 sec): 3 clusters Score: Raw -485777.104822 + Penalty 1654.390336 = -484122.714486 nChanged 181 SP:Iteration 10Q (4323.599919 sec): 3 clusters Score: Raw -485848.067218 + Penalty 1654.390336 = -484193.676881 nChanged 133 SP:Iteration 11Q (4323.654998 sec): 3 clusters Score: Raw -485898.489297 + Penalty 1654.390336 = -484244.098960 nChanged 104 SP:Iteration 12Q (4323.705974 sec): 3 clusters Score: Raw -485940.460133 + Penalty 1654.390336 = -484286.069796 nChanged 116 SP:Iteration 13Q (4323.762827 sec): 3 clusters Score: Raw -485977.624371 + Penalty 1654.390336 = -484323.234035 nChanged 92 SP:Iteration 14Q (4323.828410 sec): 3 clusters Score: Raw -486010.049167 + Penalty 1654.390336 = -484355.658831 nChanged 85 SP:Iteration 15Q (4323.888662 sec): 3 clusters Score: Raw -486031.691878 + Penalty 1654.390336 = -484377.301542 nChanged 75 SP:Iteration 16Q (4323.934597 sec): 3 clusters Score: Raw -486055.149766 + Penalty 1654.390336 = -484400.759430 nChanged 68 SP:Iteration 17Q (4323.994822 sec): 3 clusters Score: Raw -486073.686185 + Penalty 1654.390336 = -484419.295849 nChanged 59 SP:Iteration 18Q (4324.050052 sec): 3 clusters Score: Raw -486085.986495 + Penalty 1654.390336 = -484431.596159 nChanged 57 SP:Iteration 19Q (4324.096729 sec): 3 clusters Score: Raw -486100.232972 + Penalty 1654.390336 = -484445.842636 nChanged 56 SP:Iteration 20F (4324.152316 sec): 3 clusters Score: Raw -486113.862184 + Penalty 1654.390336 = -484459.471847 nChanged 42 SP:Iteration 21Q (4324.220518 sec): 3 clusters Score: Raw -486122.485944 + Penalty 1654.390336 = -484468.095608 nChanged 39 SP:Iteration 22Q (4324.277859 sec): 3 clusters Score: Raw -486130.894564 + Penalty 1654.390336 = -484476.504227 nChanged 42 SP:Iteration 23Q (4324.317051 sec): 3 clusters Score: Raw -486139.506584 + Penalty 1654.390336 = -484485.116248 nChanged 39 SP:Iteration 24Q (4324.386008 sec): 3 clusters Score: Raw -486146.018314 + Penalty 1654.390336 = -484491.627978 nChanged 28 SP:Iteration 25Q (4324.436124 sec): 3 clusters Score: Raw -486151.292906 + Penalty 1654.390336 = -484496.902569 nChanged 34 SP:Iteration 26Q (4324.492547 sec): 3 clusters Score: Raw -486156.874459 + Penalty 1654.390336 = -484502.484123 nChanged 27 SP:Iteration 27Q (4324.544947 sec): 3 clusters Score: Raw -486161.241132 + Penalty 1654.390336 = -484506.850795 nChanged 19 SP:Iteration 28Q (4324.600881 sec): 3 clusters Score: Raw -486163.373614 + Penalty 1654.390336 = -484508.983277 nChanged 12 SP:Iteration 29Q (4324.661893 sec): 3 clusters Score: Raw -486164.832584 + Penalty 1654.390336 = -484510.442247 nChanged 12 SP:Iteration 30Q (4324.707090 sec): 3 clusters Score: Raw -486166.967898 + Penalty 1654.390336 = -484512.577562 nChanged 18 SP:Iteration 31Q (4324.770673 sec): 3 clusters Score: Raw -486169.552247 + Penalty 1654.390336 = -484515.161910 nChanged 15 SP:Iteration 32Q (4324.822249 sec): 3 clusters Score: Raw -486171.810950 + Penalty 1654.390336 = -484517.420613 nChanged 17 SP:Iteration 33Q (4324.888775 sec): 3 clusters Score: Raw -486174.333986 + Penalty 1654.390336 = -484519.943649 nChanged 19 SP:Iteration 34Q (4324.933709 sec): 3 clusters Score: Raw -486177.630971 + Penalty 1654.390336 = -484523.240634 nChanged 24 SP:Iteration 35Q (4324.995710 sec): 3 clusters Score: Raw -486182.516694 + Penalty 1654.390336 = -484528.126357 nChanged 26 SP:Iteration 36Q (4325.054362 sec): 3 clusters Score: Raw -486186.834549 + Penalty 1654.390336 = -484532.444212 nChanged 25 SP:Iteration 37Q (4325.108121 sec): 3 clusters Score: Raw -486190.616882 + Penalty 1654.390336 = -484536.226545 nChanged 28 SP:Iteration 38Q (4325.160347 sec): 3 clusters Score: Raw -486194.940332 + Penalty 1654.390336 = -484540.549995 nChanged 28 SP:Iteration 39Q (4325.209571 sec): 3 clusters Score: Raw -486199.212988 + Penalty 1654.390336 = -484544.822651 nChanged 28 SP:Iteration 40F (4325.258791 sec): 3 clusters Score: Raw -486204.656400 + Penalty 1654.390336 = -484550.266063 nChanged 22 SP:Iteration 41Q (4325.323504 sec): 3 clusters Score: Raw -486208.605639 + Penalty 1654.390336 = -484554.215302 nChanged 19 SP:Iteration 42Q (4325.378603 sec): 3 clusters Score: Raw -486211.186502 + Penalty 1654.390336 = -484556.796165 nChanged 13 SP:Iteration 43Q (4325.423686 sec): 3 clusters Score: Raw -486212.511344 + Penalty 1654.390336 = -484558.121007 nChanged 12 SP:Iteration 44Q (4325.480647 sec): 3 clusters Score: Raw -486214.035209 + Penalty 1654.390336 = -484559.644873 nChanged 13 SP:Iteration 45Q (4325.541658 sec): 3 clusters Score: Raw -486215.593434 + Penalty 1654.390336 = -484561.203098 nChanged 11 SP:Iteration 46Q (4325.599082 sec): 3 clusters Score: Raw -486216.746721 + Penalty 1654.390336 = -484562.356385 nChanged 6 SP:Iteration 47Q (4325.633149 sec): 3 clusters Score: Raw -486217.409376 + Penalty 1654.390336 = -484563.019039 nChanged 7 SP:Iteration 48Q (4325.688625 sec): 3 clusters Score: Raw -486218.455421 + Penalty 1654.390336 = -484564.065085 nChanged 10 SP:Iteration 49Q (4325.739728 sec): 3 clusters Score: Raw -486219.871119 + Penalty 1654.390336 = -484565.480783 nChanged 15 SP:Iteration 50Q (4325.791748 sec): 3 clusters Score: Raw -486222.030914 + Penalty 1654.390336 = -484567.640578 nChanged 8 SP:Iteration 51Q (4325.846447 sec): 3 clusters Score: Raw -486224.262351 + Penalty 1654.390336 = -484569.872014 nChanged 13 SP:Iteration 52Q (4325.898522 sec): 3 clusters Score: Raw -486227.532885 + Penalty 1654.390336 = -484573.142549 nChanged 12 SP:Iteration 53Q (4325.954101 sec): 3 clusters Score: Raw -486230.213231 + Penalty 1654.390336 = -484575.822895 nChanged 12 SP:Iteration 54Q (4326.012529 sec): 3 clusters Score: Raw -486232.860871 + Penalty 1654.390336 = -484578.470535 nChanged 11 SP:Iteration 55Q (4326.068448 sec): 3 clusters Score: Raw -486235.915350 + Penalty 1654.390336 = -484581.525014 nChanged 10 SP:Iteration 56Q (4326.117678 sec): 3 clusters Score: Raw -486240.655047 + Penalty 1654.390336 = -484586.264710 nChanged 9 SP:Iteration 57Q (4326.155362 sec): 3 clusters Score: Raw -486243.050721 + Penalty 1654.390336 = -484588.660384 nChanged 8 SP:Iteration 58Q (4326.195998 sec): 3 clusters Score: Raw -486244.536081 + Penalty 1654.390336 = -484590.145744 nChanged 7 SP:Iteration 59Q (4326.253177 sec): 3 clusters Score: Raw -486246.331990 + Penalty 1654.390336 = -484591.941654 nChanged 7 SP:Iteration 60F (4326.302809 sec): 3 clusters Score: Raw -486247.647444 + Penalty 1654.390336 = -484593.257108 nChanged 9 SP:Iteration 61Q (4326.357328 sec): 3 clusters Score: Raw -486248.663709 + Penalty 1654.390336 = -484594.273372 nChanged 8 SP:Iteration 62Q (4326.421200 sec): 3 clusters Score: Raw -486249.439453 + Penalty 1654.390336 = -484595.049117 nChanged 4 SP:Iteration 63Q (4326.472985 sec): 3 clusters Score: Raw -486249.685832 + Penalty 1654.390336 = -484595.295496 nChanged 2 SP:Iteration 64Q (4326.519913 sec): 3 clusters Score: Raw -486249.876217 + Penalty 1654.390336 = -484595.485880 nChanged 1 SP:Iteration 65Q (4326.582418 sec): 3 clusters Score: Raw -486249.935351 + Penalty 1654.390336 = -484595.545014 nChanged 0 SP:Iteration 66F (4326.636031 sec): 3 clusters Score: Raw -486249.935351 + Penalty 1654.390336 = -484595.545014 nChanged 0 Trying to split cluster 34 (3637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4326.665068 sec): 2 clusters Score: Raw -328260.915151 + Penalty 778.896872 = -327482.018279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4326.702119 sec): 3 clusters Score: Raw -326333.328480 + Penalty 1557.793745 = -324775.534736 nChanged 1499 SP:Iteration 1F (4326.762360 sec): 3 clusters Score: Raw -327345.019996 + Penalty 1557.793745 = -325787.226251 nChanged 291 SP:Iteration 2F (4326.811702 sec): 3 clusters Score: Raw -327581.216377 + Penalty 1557.793745 = -326023.422632 nChanged 243 SP:Iteration 3F (4326.852468 sec): 3 clusters Score: Raw -327764.706550 + Penalty 1557.793745 = -326206.912806 nChanged 206 SP:Iteration 4F (4326.905601 sec): 3 clusters Score: Raw -327883.855729 + Penalty 1557.793745 = -326326.061985 nChanged 153 SP:Iteration 5Q (4326.951265 sec): 3 clusters Score: Raw -327964.749971 + Penalty 1557.793745 = -326406.956226 nChanged 135 SP:Iteration 6Q (4327.007943 sec): 3 clusters Score: Raw -328041.638510 + Penalty 1557.793745 = -326483.844766 nChanged 118 SP:Iteration 7Q (4327.056484 sec): 3 clusters Score: Raw -328113.312373 + Penalty 1557.793745 = -326555.518628 nChanged 138 SP:Iteration 8Q (4327.113956 sec): 3 clusters Score: Raw -328193.893323 + Penalty 1557.793745 = -326636.099578 nChanged 115 SP:Iteration 9Q (4327.160476 sec): 3 clusters Score: Raw -328263.201056 + Penalty 1557.793745 = -326705.407311 nChanged 106 SP:Iteration 10Q (4327.216041 sec): 3 clusters Score: Raw -328310.714101 + Penalty 1557.793745 = -326752.920356 nChanged 76 SP:Iteration 11Q (4327.253626 sec): 3 clusters Score: Raw -328342.730158 + Penalty 1557.793745 = -326784.936414 nChanged 56 SP:Iteration 12Q (4327.302590 sec): 3 clusters Score: Raw -328365.552707 + Penalty 1557.793745 = -326807.758963 nChanged 42 SP:Iteration 13Q (4327.350768 sec): 3 clusters Score: Raw -328379.778172 + Penalty 1557.793745 = -326821.984428 nChanged 30 SP:Iteration 14Q (4327.403594 sec): 3 clusters Score: Raw -328386.277101 + Penalty 1557.793745 = -326828.483357 nChanged 11 SP:Iteration 15Q (4327.446776 sec): 3 clusters Score: Raw -328389.647621 + Penalty 1557.793745 = -326831.853876 nChanged 11 SP:Iteration 16Q (4327.491242 sec): 3 clusters Score: Raw -328392.863271 + Penalty 1557.793745 = -326835.069527 nChanged 7 SP:Iteration 17Q (4327.530835 sec): 3 clusters Score: Raw -328394.092836 + Penalty 1557.793745 = -326836.299091 nChanged 4 SP:Iteration 18Q (4327.584888 sec): 3 clusters Score: Raw -328394.816087 + Penalty 1557.793745 = -326837.022342 nChanged 4 SP:Iteration 19Q (4327.619087 sec): 3 clusters Score: Raw -328395.296145 + Penalty 1557.793745 = -326837.502400 nChanged 3 SP:Iteration 20F (4327.660046 sec): 3 clusters Score: Raw -328395.898049 + Penalty 1557.793745 = -326838.104305 nChanged 4 SP:Iteration 21Q (4327.705383 sec): 3 clusters Score: Raw -328396.297605 + Penalty 1557.793745 = -326838.503861 nChanged 1 SP:Iteration 22Q (4327.755242 sec): 3 clusters Score: Raw -328396.463790 + Penalty 1557.793745 = -326838.670046 nChanged 2 SP:Iteration 23Q (4327.794887 sec): 3 clusters Score: Raw -328397.805143 + Penalty 1557.793745 = -326840.011398 nChanged 7 SP:Iteration 24Q (4327.840147 sec): 3 clusters Score: Raw -328398.923162 + Penalty 1557.793745 = -326841.129418 nChanged 2 SP:Iteration 25Q (4327.895466 sec): 3 clusters Score: Raw -328399.822283 + Penalty 1557.793745 = -326842.028539 nChanged 6 SP:Iteration 26Q (4327.932587 sec): 3 clusters Score: Raw -328402.542478 + Penalty 1557.793745 = -326844.748733 nChanged 5 SP:Iteration 27Q (4327.977640 sec): 3 clusters Score: Raw -328403.365033 + Penalty 1557.793745 = -326845.571288 nChanged 5 SP:Iteration 28Q (4328.031010 sec): 3 clusters Score: Raw -328404.202397 + Penalty 1557.793745 = -326846.408653 nChanged 3 SP:Iteration 29Q (4328.080632 sec): 3 clusters Score: Raw -328404.847250 + Penalty 1557.793745 = -326847.053505 nChanged 3 SP:Iteration 30Q (4328.129379 sec): 3 clusters Score: Raw -328405.480034 + Penalty 1557.793745 = -326847.686290 nChanged 4 SP:Iteration 31Q (4328.166075 sec): 3 clusters Score: Raw -328406.023271 + Penalty 1557.793745 = -326848.229527 nChanged 1 SP:Iteration 32Q (4328.221823 sec): 3 clusters Score: Raw -328406.330932 + Penalty 1557.793745 = -326848.537188 nChanged 3 SP:Iteration 33Q (4328.262220 sec): 3 clusters Score: Raw -328407.087542 + Penalty 1557.793745 = -326849.293797 nChanged 4 SP:Iteration 34Q (4328.314522 sec): 3 clusters Score: Raw -328407.681860 + Penalty 1557.793745 = -326849.888115 nChanged 0 SP:Iteration 35F (4328.360183 sec): 3 clusters Score: Raw -328407.681860 + Penalty 1557.793745 = -326849.888115 nChanged 0 Trying to split cluster 35 (17173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4328.402373 sec): 2 clusters Score: Raw -1698689.863828 + Penalty 926.353898 = -1697763.509930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4328.473258 sec): 3 clusters Score: Raw -1687987.460293 + Penalty 1852.707796 = -1686134.752497 nChanged 7899 SP:Iteration 1F (4328.533550 sec): 3 clusters Score: Raw -1692470.211446 + Penalty 1852.707796 = -1690617.503650 nChanged 779 SP:Iteration 2Q (4328.601984 sec): 3 clusters Score: Raw -1692729.575677 + Penalty 1852.707796 = -1690876.867881 nChanged 725 SP:Iteration 3Q (4328.668801 sec): 3 clusters Score: Raw -1692961.278167 + Penalty 1852.707796 = -1691108.570371 nChanged 735 SP:Iteration 4Q (4328.737822 sec): 3 clusters Score: Raw -1693208.379342 + Penalty 1852.707796 = -1691355.671546 nChanged 755 SP:Iteration 5Q (4328.795825 sec): 3 clusters Score: Raw -1693511.188113 + Penalty 1852.707796 = -1691658.480317 nChanged 861 SP:Iteration 6F (4328.857821 sec): 3 clusters Score: Raw -1693907.011567 + Penalty 1852.707796 = -1692054.303771 nChanged 928 SP:Iteration 7F (4328.923026 sec): 3 clusters Score: Raw -1694404.065577 + Penalty 1852.707796 = -1692551.357781 nChanged 962 SP:Iteration 8F (4328.995761 sec): 3 clusters Score: Raw -1694980.275823 + Penalty 1852.707796 = -1693127.568027 nChanged 969 SP:Iteration 9F (4329.063949 sec): 3 clusters Score: Raw -1695590.064974 + Penalty 1852.707796 = -1693737.357178 nChanged 917 SP:Iteration 10F (4329.118549 sec): 3 clusters Score: Raw -1696170.219356 + Penalty 1852.707796 = -1694317.511560 nChanged 805 SP:Iteration 11Q (4329.181801 sec): 3 clusters Score: Raw -1696643.602512 + Penalty 1852.707796 = -1694790.894716 nChanged 604 SP:Iteration 12Q (4329.243205 sec): 3 clusters Score: Raw -1696980.338663 + Penalty 1852.707796 = -1695127.630868 nChanged 484 SP:Iteration 13Q (4329.309555 sec): 3 clusters Score: Raw -1697232.271989 + Penalty 1852.707796 = -1695379.564193 nChanged 382 SP:Iteration 14Q (4329.385402 sec): 3 clusters Score: Raw -1697416.398448 + Penalty 1852.707796 = -1695563.690652 nChanged 299 SP:Iteration 15Q (4329.440122 sec): 3 clusters Score: Raw -1697545.227506 + Penalty 1852.707796 = -1695692.519710 nChanged 281 SP:Iteration 16Q (4329.508737 sec): 3 clusters Score: Raw -1697686.054913 + Penalty 1852.707796 = -1695833.347117 nChanged 258 SP:Iteration 17Q (4329.570079 sec): 3 clusters Score: Raw -1697836.288703 + Penalty 1852.707796 = -1695983.580908 nChanged 238 SP:Iteration 18Q (4329.634083 sec): 3 clusters Score: Raw -1697988.912135 + Penalty 1852.707796 = -1696136.204339 nChanged 216 SP:Iteration 19Q (4329.686854 sec): 3 clusters Score: Raw -1698152.495483 + Penalty 1852.707796 = -1696299.787688 nChanged 193 SP:Iteration 20F (4329.754521 sec): 3 clusters Score: Raw -1698277.575585 + Penalty 1852.707796 = -1696424.867789 nChanged 165 SP:Iteration 21Q (4329.807262 sec): 3 clusters Score: Raw -1698372.300577 + Penalty 1852.707796 = -1696519.592781 nChanged 148 SP:Iteration 22Q (4329.866359 sec): 3 clusters Score: Raw -1698450.149204 + Penalty 1852.707796 = -1696597.441408 nChanged 126 SP:Iteration 23Q (4329.938393 sec): 3 clusters Score: Raw -1698504.893596 + Penalty 1852.707796 = -1696652.185800 nChanged 90 SP:Iteration 24Q (4330.001381 sec): 3 clusters Score: Raw -1698539.679073 + Penalty 1852.707796 = -1696686.971277 nChanged 85 SP:Iteration 25Q (4330.057480 sec): 3 clusters Score: Raw -1698582.328487 + Penalty 1852.707796 = -1696729.620691 nChanged 81 SP:Iteration 26Q (4330.115758 sec): 3 clusters Score: Raw -1698628.204052 + Penalty 1852.707796 = -1696775.496256 nChanged 70 SP:Iteration 27Q (4330.193642 sec): 3 clusters Score: Raw -1698669.807690 + Penalty 1852.707796 = -1696817.099894 nChanged 59 SP:Iteration 28Q (4330.255274 sec): 3 clusters Score: Raw -1698708.731938 + Penalty 1852.707796 = -1696856.024143 nChanged 50 SP:Iteration 29Q (4330.319788 sec): 3 clusters Score: Raw -1698738.355906 + Penalty 1852.707796 = -1696885.648111 nChanged 44 SP:Iteration 30Q (4330.385843 sec): 3 clusters Score: Raw -1698763.524145 + Penalty 1852.707796 = -1696910.816349 nChanged 33 SP:Iteration 31Q (4330.448305 sec): 3 clusters Score: Raw -1698783.276388 + Penalty 1852.707796 = -1696930.568592 nChanged 35 SP:Iteration 32Q (4330.506709 sec): 3 clusters Score: Raw -1698805.327552 + Penalty 1852.707796 = -1696952.619756 nChanged 36 SP:Iteration 33Q (4330.569216 sec): 3 clusters Score: Raw -1698830.048152 + Penalty 1852.707796 = -1696977.340356 nChanged 37 SP:Iteration 34Q (4330.633924 sec): 3 clusters Score: Raw -1698851.478387 + Penalty 1852.707796 = -1696998.770592 nChanged 30 SP:Iteration 35Q (4330.703346 sec): 3 clusters Score: Raw -1698868.180697 + Penalty 1852.707796 = -1697015.472901 nChanged 34 SP:Iteration 36Q (4330.760058 sec): 3 clusters Score: Raw -1698887.134735 + Penalty 1852.707796 = -1697034.426939 nChanged 34 SP:Iteration 37Q (4330.833155 sec): 3 clusters Score: Raw -1698901.266624 + Penalty 1852.707796 = -1697048.558828 nChanged 22 SP:Iteration 38Q (4330.892338 sec): 3 clusters Score: Raw -1698909.647412 + Penalty 1852.707796 = -1697056.939616 nChanged 26 SP:Iteration 39Q (4330.958964 sec): 3 clusters Score: Raw -1698920.188195 + Penalty 1852.707796 = -1697067.480399 nChanged 24 SP:Iteration 40F (4331.014890 sec): 3 clusters Score: Raw -1698930.727031 + Penalty 1852.707796 = -1697078.019236 nChanged 19 SP:Iteration 41Q (4331.079464 sec): 3 clusters Score: Raw -1698936.460493 + Penalty 1852.707796 = -1697083.752697 nChanged 11 SP:Iteration 42Q (4331.138970 sec): 3 clusters Score: Raw -1698941.018456 + Penalty 1852.707796 = -1697088.310660 nChanged 13 SP:Iteration 43Q (4331.197957 sec): 3 clusters Score: Raw -1698944.715612 + Penalty 1852.707796 = -1697092.007816 nChanged 10 SP:Iteration 44Q (4331.261641 sec): 3 clusters Score: Raw -1698947.752478 + Penalty 1852.707796 = -1697095.044682 nChanged 7 SP:Iteration 45Q (4331.315757 sec): 3 clusters Score: Raw -1698951.063286 + Penalty 1852.707796 = -1697098.355490 nChanged 8 SP:Iteration 46Q (4331.378671 sec): 3 clusters Score: Raw -1698953.227876 + Penalty 1852.707796 = -1697100.520080 nChanged 4 SP:Iteration 47Q (4331.442327 sec): 3 clusters Score: Raw -1698953.922945 + Penalty 1852.707796 = -1697101.215149 nChanged 4 SP:Iteration 48Q (4331.501490 sec): 3 clusters Score: Raw -1698954.738151 + Penalty 1852.707796 = -1697102.030355 nChanged 2 SP:Iteration 49Q (4331.556626 sec): 3 clusters Score: Raw -1698955.191452 + Penalty 1852.707796 = -1697102.483656 nChanged 4 SP:Iteration 50Q (4331.621958 sec): 3 clusters Score: Raw -1698956.172464 + Penalty 1852.707796 = -1697103.464668 nChanged 2 SP:Iteration 51Q (4331.673117 sec): 3 clusters Score: Raw -1698956.754817 + Penalty 1852.707796 = -1697104.047021 nChanged 4 SP:Iteration 52Q (4331.737642 sec): 3 clusters Score: Raw -1698957.671838 + Penalty 1852.707796 = -1697104.964042 nChanged 3 SP:Iteration 53Q (4331.782754 sec): 3 clusters Score: Raw -1698958.100055 + Penalty 1852.707796 = -1697105.392259 nChanged 1 SP:Iteration 54Q (4331.853212 sec): 3 clusters Score: Raw -1698958.484160 + Penalty 1852.707796 = -1697105.776364 nChanged 1 SP:Iteration 55Q (4331.917636 sec): 3 clusters Score: Raw -1698958.628076 + Penalty 1852.707796 = -1697105.920281 nChanged 0 SP:Iteration 56F (4331.975459 sec): 3 clusters Score: Raw -1698958.628076 + Penalty 1852.707796 = -1697105.920281 nChanged 0 Trying to split cluster 36 (16527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4332.029311 sec): 2 clusters Score: Raw -1646855.194930 + Penalty 922.711315 = -1645932.483615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4332.087376 sec): 3 clusters Score: Raw -1636675.371835 + Penalty 1845.422630 = -1634829.949205 nChanged 7575 SP:Iteration 1F (4332.152148 sec): 3 clusters Score: Raw -1640787.820605 + Penalty 1845.422630 = -1638942.397975 nChanged 906 SP:Iteration 2F (4332.211780 sec): 3 clusters Score: Raw -1641163.275656 + Penalty 1845.422630 = -1639317.853026 nChanged 937 SP:Iteration 3F (4332.287708 sec): 3 clusters Score: Raw -1641625.682518 + Penalty 1845.422630 = -1639780.259888 nChanged 1019 SP:Iteration 4F (4332.356164 sec): 3 clusters Score: Raw -1642196.274554 + Penalty 1845.422630 = -1640350.851923 nChanged 1077 SP:Iteration 5F (4332.427523 sec): 3 clusters Score: Raw -1642920.197042 + Penalty 1845.422630 = -1641074.774411 nChanged 1123 SP:Iteration 6F (4332.480261 sec): 3 clusters Score: Raw -1643785.778394 + Penalty 1845.422630 = -1641940.355763 nChanged 1066 SP:Iteration 7F (4332.547745 sec): 3 clusters Score: Raw -1644587.201789 + Penalty 1845.422630 = -1642741.779158 nChanged 868 SP:Iteration 8F (4332.619546 sec): 3 clusters Score: Raw -1645196.106181 + Penalty 1845.422630 = -1643350.683551 nChanged 610 SP:Iteration 9Q (4332.684441 sec): 3 clusters Score: Raw -1645493.074974 + Penalty 1845.422630 = -1643647.652343 nChanged 403 SP:Iteration 10Q (4332.743842 sec): 3 clusters Score: Raw -1645632.411259 + Penalty 1845.422630 = -1643786.988629 nChanged 271 SP:Iteration 11Q (4332.806331 sec): 3 clusters Score: Raw -1645702.979921 + Penalty 1845.422630 = -1643857.557291 nChanged 183 SP:Iteration 12Q (4332.871867 sec): 3 clusters Score: Raw -1645748.377837 + Penalty 1845.422630 = -1643902.955206 nChanged 189 SP:Iteration 13Q (4332.933770 sec): 3 clusters Score: Raw -1645794.030795 + Penalty 1845.422630 = -1643948.608165 nChanged 161 SP:Iteration 14Q (4333.000492 sec): 3 clusters Score: Raw -1645830.850811 + Penalty 1845.422630 = -1643985.428181 nChanged 135 SP:Iteration 15Q (4333.080859 sec): 3 clusters Score: Raw -1645858.329795 + Penalty 1845.422630 = -1644012.907165 nChanged 126 SP:Iteration 16Q (4333.135077 sec): 3 clusters Score: Raw -1645888.470812 + Penalty 1845.422630 = -1644043.048181 nChanged 147 SP:Iteration 17Q (4333.199376 sec): 3 clusters Score: Raw -1645927.526712 + Penalty 1845.422630 = -1644082.104082 nChanged 155 SP:Iteration 18Q (4333.264617 sec): 3 clusters Score: Raw -1645976.206349 + Penalty 1845.422630 = -1644130.783719 nChanged 176 SP:Iteration 19Q (4333.332133 sec): 3 clusters Score: Raw -1646040.699232 + Penalty 1845.422630 = -1644195.276602 nChanged 186 SP:Iteration 20F (4333.395173 sec): 3 clusters Score: Raw -1646105.040510 + Penalty 1845.422630 = -1644259.617880 nChanged 178 SP:Iteration 21Q (4333.466009 sec): 3 clusters Score: Raw -1646171.869660 + Penalty 1845.422630 = -1644326.447029 nChanged 200 SP:Iteration 22Q (4333.544422 sec): 3 clusters Score: Raw -1646261.278848 + Penalty 1845.422630 = -1644415.856217 nChanged 207 SP:Iteration 23Q (4333.598392 sec): 3 clusters Score: Raw -1646354.255359 + Penalty 1845.422630 = -1644508.832729 nChanged 203 SP:Iteration 24Q (4333.660752 sec): 3 clusters Score: Raw -1646436.936250 + Penalty 1845.422630 = -1644591.513620 nChanged 174 SP:Iteration 25Q (4333.720041 sec): 3 clusters Score: Raw -1646507.110085 + Penalty 1845.422630 = -1644661.687455 nChanged 173 SP:Iteration 26Q (4333.781725 sec): 3 clusters Score: Raw -1646569.720423 + Penalty 1845.422630 = -1644724.297792 nChanged 168 SP:Iteration 27Q (4333.845211 sec): 3 clusters Score: Raw -1646637.123058 + Penalty 1845.422630 = -1644791.700428 nChanged 145 SP:Iteration 28Q (4333.917821 sec): 3 clusters Score: Raw -1646693.315014 + Penalty 1845.422630 = -1644847.892384 nChanged 142 SP:Iteration 29Q (4333.988585 sec): 3 clusters Score: Raw -1646743.475921 + Penalty 1845.422630 = -1644898.053291 nChanged 126 SP:Iteration 30Q (4334.054306 sec): 3 clusters Score: Raw -1646781.545892 + Penalty 1845.422630 = -1644936.123262 nChanged 104 SP:Iteration 31Q (4334.105759 sec): 3 clusters Score: Raw -1646810.897189 + Penalty 1845.422630 = -1644965.474559 nChanged 91 SP:Iteration 32Q (4334.173688 sec): 3 clusters Score: Raw -1646835.247082 + Penalty 1845.422630 = -1644989.824452 nChanged 83 SP:Iteration 33Q (4334.229202 sec): 3 clusters Score: Raw -1646857.546207 + Penalty 1845.422630 = -1645012.123576 nChanged 80 SP:Iteration 34Q (4334.291160 sec): 3 clusters Score: Raw -1646877.444589 + Penalty 1845.422630 = -1645032.021959 nChanged 64 SP:Iteration 35Q (4334.361712 sec): 3 clusters Score: Raw -1646892.298729 + Penalty 1845.422630 = -1645046.876099 nChanged 62 SP:Iteration 36Q (4334.419018 sec): 3 clusters Score: Raw -1646906.429403 + Penalty 1845.422630 = -1645061.006773 nChanged 63 SP:Iteration 37Q (4334.492460 sec): 3 clusters Score: Raw -1646920.419910 + Penalty 1845.422630 = -1645074.997280 nChanged 49 SP:Iteration 38Q (4334.546141 sec): 3 clusters Score: Raw -1646932.367202 + Penalty 1845.422630 = -1645086.944571 nChanged 52 SP:Iteration 39Q (4334.607365 sec): 3 clusters Score: Raw -1646943.335856 + Penalty 1845.422630 = -1645097.913226 nChanged 46 SP:Iteration 40F (4334.677557 sec): 3 clusters Score: Raw -1646950.965490 + Penalty 1845.422630 = -1645105.542860 nChanged 39 SP:Iteration 41Q (4334.736783 sec): 3 clusters Score: Raw -1646957.398446 + Penalty 1845.422630 = -1645111.975815 nChanged 35 SP:Iteration 42Q (4334.796227 sec): 3 clusters Score: Raw -1646963.888946 + Penalty 1845.422630 = -1645118.466315 nChanged 36 SP:Iteration 43Q (4334.870241 sec): 3 clusters Score: Raw -1646969.353840 + Penalty 1845.422630 = -1645123.931210 nChanged 33 SP:Iteration 44Q (4334.926739 sec): 3 clusters Score: Raw -1646974.310110 + Penalty 1845.422630 = -1645128.887480 nChanged 31 SP:Iteration 45Q (4334.995186 sec): 3 clusters Score: Raw -1646978.972563 + Penalty 1845.422630 = -1645133.549932 nChanged 30 SP:Iteration 46Q (4335.049590 sec): 3 clusters Score: Raw -1646984.121767 + Penalty 1845.422630 = -1645138.699137 nChanged 24 SP:Iteration 47Q (4335.113875 sec): 3 clusters Score: Raw -1646986.748708 + Penalty 1845.422630 = -1645141.326078 nChanged 13 SP:Iteration 48Q (4335.179261 sec): 3 clusters Score: Raw -1646988.295724 + Penalty 1845.422630 = -1645142.873093 nChanged 17 SP:Iteration 49Q (4335.255365 sec): 3 clusters Score: Raw -1646990.031320 + Penalty 1845.422630 = -1645144.608690 nChanged 18 SP:Iteration 50Q (4335.312508 sec): 3 clusters Score: Raw -1646992.773511 + Penalty 1845.422630 = -1645147.350880 nChanged 16 SP:Iteration 51Q (4335.364918 sec): 3 clusters Score: Raw -1646994.828599 + Penalty 1845.422630 = -1645149.405969 nChanged 12 SP:Iteration 52Q (4335.429521 sec): 3 clusters Score: Raw -1646995.861300 + Penalty 1845.422630 = -1645150.438670 nChanged 11 SP:Iteration 53Q (4335.489198 sec): 3 clusters Score: Raw -1646996.456209 + Penalty 1845.422630 = -1645151.033579 nChanged 7 SP:Iteration 54Q (4335.544034 sec): 3 clusters Score: Raw -1646996.749390 + Penalty 1845.422630 = -1645151.326760 nChanged 3 SP:Iteration 55Q (4335.614911 sec): 3 clusters Score: Raw -1646996.869203 + Penalty 1845.422630 = -1645151.446572 nChanged 1 SP:Iteration 56Q (4335.675538 sec): 3 clusters Score: Raw -1646996.912970 + Penalty 1845.422630 = -1645151.490340 nChanged 1 SP:Iteration 57Q (4335.740794 sec): 3 clusters Score: Raw -1646997.019814 + Penalty 1845.422630 = -1645151.597183 nChanged 3 SP:Iteration 58Q (4335.803714 sec): 3 clusters Score: Raw -1646997.358006 + Penalty 1845.422630 = -1645151.935375 nChanged 3 SP:Iteration 59Q (4335.870852 sec): 3 clusters Score: Raw -1646997.663263 + Penalty 1845.422630 = -1645152.240632 nChanged 5 SP:Iteration 60F (4335.926357 sec): 3 clusters Score: Raw -1646998.369699 + Penalty 1845.422630 = -1645152.947069 nChanged 9 SP:Iteration 61Q (4335.992049 sec): 3 clusters Score: Raw -1646999.835899 + Penalty 1845.422630 = -1645154.413268 nChanged 10 SP:Iteration 62Q (4336.047870 sec): 3 clusters Score: Raw -1647001.198522 + Penalty 1845.422630 = -1645155.775891 nChanged 10 SP:Iteration 63Q (4336.111526 sec): 3 clusters Score: Raw -1647002.141611 + Penalty 1845.422630 = -1645156.718981 nChanged 9 SP:Iteration 64Q (4336.163384 sec): 3 clusters Score: Raw -1647003.100870 + Penalty 1845.422630 = -1645157.678240 nChanged 8 SP:Iteration 65Q (4336.222053 sec): 3 clusters Score: Raw -1647004.114938 + Penalty 1845.422630 = -1645158.692307 nChanged 9 SP:Iteration 66Q (4336.289168 sec): 3 clusters Score: Raw -1647004.837903 + Penalty 1845.422630 = -1645159.415272 nChanged 7 SP:Iteration 67Q (4336.354380 sec): 3 clusters Score: Raw -1647005.375213 + Penalty 1845.422630 = -1645159.952583 nChanged 4 SP:Iteration 68Q (4336.421670 sec): 3 clusters Score: Raw -1647005.892215 + Penalty 1845.422630 = -1645160.469585 nChanged 2 SP:Iteration 69Q (4336.475945 sec): 3 clusters Score: Raw -1647006.002297 + Penalty 1845.422630 = -1645160.579667 nChanged 2 SP:Iteration 70Q (4336.545750 sec): 3 clusters Score: Raw -1647006.127164 + Penalty 1845.422630 = -1645160.704533 nChanged 1 SP:Iteration 71Q (4336.605388 sec): 3 clusters Score: Raw -1647006.327321 + Penalty 1845.422630 = -1645160.904691 nChanged 4 SP:Iteration 72Q (4336.665348 sec): 3 clusters Score: Raw -1647006.985849 + Penalty 1845.422630 = -1645161.563219 nChanged 6 SP:Iteration 73Q (4336.723791 sec): 3 clusters Score: Raw -1647008.034562 + Penalty 1845.422630 = -1645162.611931 nChanged 10 SP:Iteration 74Q (4336.786681 sec): 3 clusters Score: Raw -1647009.374952 + Penalty 1845.422630 = -1645163.952321 nChanged 8 SP:Iteration 75Q (4336.857939 sec): 3 clusters Score: Raw -1647010.705176 + Penalty 1845.422630 = -1645165.282545 nChanged 12 SP:Iteration 76Q (4336.918389 sec): 3 clusters Score: Raw -1647012.204931 + Penalty 1845.422630 = -1645166.782300 nChanged 9 SP:Iteration 77Q (4336.976353 sec): 3 clusters Score: Raw -1647013.482986 + Penalty 1845.422630 = -1645168.060356 nChanged 12 SP:Iteration 78Q (4337.047917 sec): 3 clusters Score: Raw -1647015.673976 + Penalty 1845.422630 = -1645170.251345 nChanged 15 SP:Iteration 79Q (4337.116824 sec): 3 clusters Score: Raw -1647017.589401 + Penalty 1845.422630 = -1645172.166770 nChanged 12 SP:Iteration 80F (4337.171533 sec): 3 clusters Score: Raw -1647019.827947 + Penalty 1845.422630 = -1645174.405317 nChanged 13 SP:Iteration 81Q (4337.241422 sec): 3 clusters Score: Raw -1647022.173924 + Penalty 1845.422630 = -1645176.751293 nChanged 13 SP:Iteration 82Q (4337.301565 sec): 3 clusters Score: Raw -1647024.869728 + Penalty 1845.422630 = -1645179.447098 nChanged 14 SP:Iteration 83Q (4337.365426 sec): 3 clusters Score: Raw -1647026.648581 + Penalty 1845.422630 = -1645181.225950 nChanged 11 SP:Iteration 84Q (4337.431042 sec): 3 clusters Score: Raw -1647028.716104 + Penalty 1845.422630 = -1645183.293474 nChanged 9 SP:Iteration 85Q (4337.489719 sec): 3 clusters Score: Raw -1647030.113752 + Penalty 1845.422630 = -1645184.691122 nChanged 10 SP:Iteration 86Q (4337.543653 sec): 3 clusters Score: Raw -1647031.950262 + Penalty 1845.422630 = -1645186.527631 nChanged 12 SP:Iteration 87Q (4337.607246 sec): 3 clusters Score: Raw -1647033.227713 + Penalty 1845.422630 = -1645187.805082 nChanged 9 SP:Iteration 88Q (4337.672027 sec): 3 clusters Score: Raw -1647034.489726 + Penalty 1845.422630 = -1645189.067096 nChanged 8 SP:Iteration 89Q (4337.729758 sec): 3 clusters Score: Raw -1647035.811939 + Penalty 1845.422630 = -1645190.389309 nChanged 7 SP:Iteration 90Q (4337.798570 sec): 3 clusters Score: Raw -1647036.736516 + Penalty 1845.422630 = -1645191.313886 nChanged 8 SP:Iteration 91Q (4337.858951 sec): 3 clusters Score: Raw -1647037.932251 + Penalty 1845.422630 = -1645192.509621 nChanged 6 SP:Iteration 92Q (4337.923094 sec): 3 clusters Score: Raw -1647038.488333 + Penalty 1845.422630 = -1645193.065703 nChanged 9 SP:Iteration 93Q (4337.992664 sec): 3 clusters Score: Raw -1647039.224665 + Penalty 1845.422630 = -1645193.802035 nChanged 6 SP:Iteration 94Q (4338.050780 sec): 3 clusters Score: Raw -1647039.686564 + Penalty 1845.422630 = -1645194.263934 nChanged 9 SP:Iteration 95Q (4338.112967 sec): 3 clusters Score: Raw -1647040.549925 + Penalty 1845.422630 = -1645195.127295 nChanged 4 SP:Iteration 96Q (4338.170193 sec): 3 clusters Score: Raw -1647040.786537 + Penalty 1845.422630 = -1645195.363907 nChanged 5 SP:Iteration 97Q (4338.227295 sec): 3 clusters Score: Raw -1647041.361556 + Penalty 1845.422630 = -1645195.938926 nChanged 1 SP:Iteration 98Q (4338.274947 sec): 3 clusters Score: Raw -1647041.516339 + Penalty 1845.422630 = -1645196.093709 nChanged 2 SP:Iteration 99Q (4338.332382 sec): 3 clusters Score: Raw -1647041.613694 + Penalty 1845.422630 = -1645196.191064 nChanged 1 SP:Iteration 100F (4338.390846 sec): 3 clusters Score: Raw -1647041.706548 + Penalty 1845.422630 = -1645196.283918 nChanged 1 SP:Iteration 101Q (4338.453727 sec): 3 clusters Score: Raw -1647041.816777 + Penalty 1845.422630 = -1645196.394146 nChanged 1 SP:Iteration 102Q (4338.514213 sec): 3 clusters Score: Raw -1647041.842793 + Penalty 1845.422630 = -1645196.420162 nChanged 0 SP:Iteration 103F (4338.591142 sec): 3 clusters Score: Raw -1647041.842793 + Penalty 1845.422630 = -1645196.420162 nChanged 0 Trying to split cluster 37 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4338.607563 sec): 2 clusters Score: Raw -365278.756897 + Penalty 783.061853 = -364495.695044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4338.650180 sec): 3 clusters Score: Raw -363256.888749 + Penalty 1566.123706 = -361690.765043 nChanged 1544 SP:Iteration 1F (4338.699377 sec): 3 clusters Score: Raw -364121.002270 + Penalty 1566.123706 = -362554.878564 nChanged 269 SP:Iteration 2F (4338.741966 sec): 3 clusters Score: Raw -364264.064565 + Penalty 1566.123706 = -362697.940859 nChanged 225 SP:Iteration 3F (4338.785731 sec): 3 clusters Score: Raw -364388.575313 + Penalty 1566.123706 = -362822.451607 nChanged 195 SP:Iteration 4F (4338.833061 sec): 3 clusters Score: Raw -364509.424904 + Penalty 1566.123706 = -362943.301198 nChanged 188 SP:Iteration 5Q (4338.894514 sec): 3 clusters Score: Raw -364639.312068 + Penalty 1566.123706 = -363073.188362 nChanged 194 SP:Iteration 6F (4338.947854 sec): 3 clusters Score: Raw -364757.970299 + Penalty 1566.123706 = -363191.846593 nChanged 160 SP:Iteration 7Q (4338.996536 sec): 3 clusters Score: Raw -364854.612750 + Penalty 1566.123706 = -363288.489044 nChanged 136 SP:Iteration 8Q (4339.047071 sec): 3 clusters Score: Raw -364935.690849 + Penalty 1566.123706 = -363369.567143 nChanged 115 SP:Iteration 9Q (4339.094109 sec): 3 clusters Score: Raw -365026.813326 + Penalty 1566.123706 = -363460.689620 nChanged 143 SP:Iteration 10Q (4339.145711 sec): 3 clusters Score: Raw -365115.383216 + Penalty 1566.123706 = -363549.259510 nChanged 112 SP:Iteration 11Q (4339.195708 sec): 3 clusters Score: Raw -365168.609786 + Penalty 1566.123706 = -363602.486080 nChanged 84 SP:Iteration 12Q (4339.245706 sec): 3 clusters Score: Raw -365207.984243 + Penalty 1566.123706 = -363641.860538 nChanged 75 SP:Iteration 13Q (4339.300784 sec): 3 clusters Score: Raw -365237.727405 + Penalty 1566.123706 = -363671.603699 nChanged 65 SP:Iteration 14Q (4339.354936 sec): 3 clusters Score: Raw -365262.667340 + Penalty 1566.123706 = -363696.543634 nChanged 58 SP:Iteration 15Q (4339.404463 sec): 3 clusters Score: Raw -365282.000911 + Penalty 1566.123706 = -363715.877205 nChanged 47 SP:Iteration 16Q (4339.453399 sec): 3 clusters Score: Raw -365294.177560 + Penalty 1566.123706 = -363728.053854 nChanged 29 SP:Iteration 17Q (4339.497675 sec): 3 clusters Score: Raw -365302.208012 + Penalty 1566.123706 = -363736.084307 nChanged 33 SP:Iteration 18Q (4339.538754 sec): 3 clusters Score: Raw -365311.125155 + Penalty 1566.123706 = -363745.001449 nChanged 27 SP:Iteration 19Q (4339.596501 sec): 3 clusters Score: Raw -365319.313045 + Penalty 1566.123706 = -363753.189339 nChanged 22 SP:Iteration 20F (4339.653907 sec): 3 clusters Score: Raw -365324.690333 + Penalty 1566.123706 = -363758.566628 nChanged 14 SP:Iteration 21Q (4339.696057 sec): 3 clusters Score: Raw -365327.206531 + Penalty 1566.123706 = -363761.082825 nChanged 11 SP:Iteration 22Q (4339.740952 sec): 3 clusters Score: Raw -365328.983464 + Penalty 1566.123706 = -363762.859758 nChanged 6 SP:Iteration 23Q (4339.799884 sec): 3 clusters Score: Raw -365330.097939 + Penalty 1566.123706 = -363763.974233 nChanged 2 SP:Iteration 24Q (4339.846175 sec): 3 clusters Score: Raw -365330.619204 + Penalty 1566.123706 = -363764.495498 nChanged 3 SP:Iteration 25Q (4339.898869 sec): 3 clusters Score: Raw -365330.883664 + Penalty 1566.123706 = -363764.759958 nChanged 1 SP:Iteration 26Q (4339.937917 sec): 3 clusters Score: Raw -365330.937809 + Penalty 1566.123706 = -363764.814103 nChanged 2 SP:Iteration 27Q (4339.995092 sec): 3 clusters Score: Raw -365331.217724 + Penalty 1566.123706 = -363765.094019 nChanged 3 SP:Iteration 28Q (4340.038488 sec): 3 clusters Score: Raw -365331.548858 + Penalty 1566.123706 = -363765.425152 nChanged 4 SP:Iteration 29Q (4340.101336 sec): 3 clusters Score: Raw -365331.896150 + Penalty 1566.123706 = -363765.772444 nChanged 2 SP:Iteration 30Q (4340.136729 sec): 3 clusters Score: Raw -365332.268621 + Penalty 1566.123706 = -363766.144915 nChanged 3 SP:Iteration 31Q (4340.191117 sec): 3 clusters Score: Raw -365332.902244 + Penalty 1566.123706 = -363766.778538 nChanged 4 SP:Iteration 32Q (4340.239877 sec): 3 clusters Score: Raw -365333.685387 + Penalty 1566.123706 = -363767.561681 nChanged 3 SP:Iteration 33Q (4340.287790 sec): 3 clusters Score: Raw -365334.165943 + Penalty 1566.123706 = -363768.042238 nChanged 7 SP:Iteration 34Q (4340.331111 sec): 3 clusters Score: Raw -365335.248324 + Penalty 1566.123706 = -363769.124618 nChanged 4 SP:Iteration 35Q (4340.379567 sec): 3 clusters Score: Raw -365335.636815 + Penalty 1566.123706 = -363769.513109 nChanged 3 SP:Iteration 36Q (4340.421877 sec): 3 clusters Score: Raw -365336.203363 + Penalty 1566.123706 = -363770.079657 nChanged 6 SP:Iteration 37Q (4340.479310 sec): 3 clusters Score: Raw -365337.091844 + Penalty 1566.123706 = -363770.968138 nChanged 9 SP:Iteration 38Q (4340.522040 sec): 3 clusters Score: Raw -365339.299689 + Penalty 1566.123706 = -363773.175983 nChanged 13 SP:Iteration 39Q (4340.577629 sec): 3 clusters Score: Raw -365342.046183 + Penalty 1566.123706 = -363775.922477 nChanged 15 SP:Iteration 40F (4340.616408 sec): 3 clusters Score: Raw -365345.470123 + Penalty 1566.123706 = -363779.346418 nChanged 16 SP:Iteration 41Q (4340.656371 sec): 3 clusters Score: Raw -365348.011581 + Penalty 1566.123706 = -363781.887875 nChanged 11 SP:Iteration 42Q (4340.686310 sec): 3 clusters Score: Raw -365349.234555 + Penalty 1566.123706 = -363783.110849 nChanged 4 SP:Iteration 43Q (4340.725080 sec): 3 clusters Score: Raw -365350.293809 + Penalty 1566.123706 = -363784.170103 nChanged 6 SP:Iteration 44Q (4340.774955 sec): 3 clusters Score: Raw -365350.783901 + Penalty 1566.123706 = -363784.660196 nChanged 4 SP:Iteration 45Q (4340.815621 sec): 3 clusters Score: Raw -365351.137357 + Penalty 1566.123706 = -363785.013651 nChanged 6 SP:Iteration 46Q (4340.862036 sec): 3 clusters Score: Raw -365352.348775 + Penalty 1566.123706 = -363786.225069 nChanged 9 SP:Iteration 47Q (4340.919764 sec): 3 clusters Score: Raw -365353.709870 + Penalty 1566.123706 = -363787.586165 nChanged 5 SP:Iteration 48Q (4340.953790 sec): 3 clusters Score: Raw -365354.126273 + Penalty 1566.123706 = -363788.002568 nChanged 7 SP:Iteration 49Q (4340.991325 sec): 3 clusters Score: Raw -365355.097089 + Penalty 1566.123706 = -363788.973383 nChanged 8 SP:Iteration 50Q (4341.044688 sec): 3 clusters Score: Raw -365356.874659 + Penalty 1566.123706 = -363790.750953 nChanged 7 SP:Iteration 51Q (4341.085418 sec): 3 clusters Score: Raw -365357.900002 + Penalty 1566.123706 = -363791.776297 nChanged 9 SP:Iteration 52Q (4341.135929 sec): 3 clusters Score: Raw -365360.420841 + Penalty 1566.123706 = -363794.297136 nChanged 12 SP:Iteration 53Q (4341.184087 sec): 3 clusters Score: Raw -365362.851335 + Penalty 1566.123706 = -363796.727630 nChanged 12 SP:Iteration 54Q (4341.243131 sec): 3 clusters Score: Raw -365365.419116 + Penalty 1566.123706 = -363799.295411 nChanged 11 SP:Iteration 55Q (4341.294129 sec): 3 clusters Score: Raw -365367.275095 + Penalty 1566.123706 = -363801.151390 nChanged 5 SP:Iteration 56Q (4341.339892 sec): 3 clusters Score: Raw -365368.762576 + Penalty 1566.123706 = -363802.638870 nChanged 5 SP:Iteration 57Q (4341.394801 sec): 3 clusters Score: Raw -365369.586587 + Penalty 1566.123706 = -363803.462882 nChanged 5 SP:Iteration 58Q (4341.447382 sec): 3 clusters Score: Raw -365370.983218 + Penalty 1566.123706 = -363804.859512 nChanged 4 SP:Iteration 59Q (4341.498061 sec): 3 clusters Score: Raw -365371.700817 + Penalty 1566.123706 = -363805.577111 nChanged 5 SP:Iteration 60F (4341.553294 sec): 3 clusters Score: Raw -365372.401097 + Penalty 1566.123706 = -363806.277391 nChanged 3 SP:Iteration 61Q (4341.609695 sec): 3 clusters Score: Raw -365372.863218 + Penalty 1566.123706 = -363806.739512 nChanged 2 SP:Iteration 62Q (4341.654033 sec): 3 clusters Score: Raw -365373.216670 + Penalty 1566.123706 = -363807.092964 nChanged 5 SP:Iteration 63Q (4341.701783 sec): 3 clusters Score: Raw -365374.524796 + Penalty 1566.123706 = -363808.401091 nChanged 4 SP:Iteration 64Q (4341.738606 sec): 3 clusters Score: Raw -365374.888560 + Penalty 1566.123706 = -363808.764855 nChanged 4 SP:Iteration 65Q (4341.788739 sec): 3 clusters Score: Raw -365375.306587 + Penalty 1566.123706 = -363809.182881 nChanged 4 SP:Iteration 66Q (4341.846386 sec): 3 clusters Score: Raw -365375.976265 + Penalty 1566.123706 = -363809.852560 nChanged 8 SP:Iteration 67Q (4341.901241 sec): 3 clusters Score: Raw -365377.310315 + Penalty 1566.123706 = -363811.186609 nChanged 7 SP:Iteration 68Q (4341.954359 sec): 3 clusters Score: Raw -365379.096387 + Penalty 1566.123706 = -363812.972681 nChanged 8 SP:Iteration 69Q (4342.005112 sec): 3 clusters Score: Raw -365380.497465 + Penalty 1566.123706 = -363814.373760 nChanged 5 SP:Iteration 70Q (4342.047771 sec): 3 clusters Score: Raw -365381.480402 + Penalty 1566.123706 = -363815.356696 nChanged 8 SP:Iteration 71Q (4342.094667 sec): 3 clusters Score: Raw -365383.112017 + Penalty 1566.123706 = -363816.988312 nChanged 5 SP:Iteration 72Q (4342.132817 sec): 3 clusters Score: Raw -365384.200237 + Penalty 1566.123706 = -363818.076531 nChanged 2 SP:Iteration 73Q (4342.179313 sec): 3 clusters Score: Raw -365384.632983 + Penalty 1566.123706 = -363818.509277 nChanged 1 SP:Iteration 74Q (4342.238499 sec): 3 clusters Score: Raw -365384.688355 + Penalty 1566.123706 = -363818.564650 nChanged 2 SP:Iteration 75Q (4342.292104 sec): 3 clusters Score: Raw -365384.828231 + Penalty 1566.123706 = -363818.704526 nChanged 1 SP:Iteration 76Q (4342.334898 sec): 3 clusters Score: Raw -365384.939935 + Penalty 1566.123706 = -363818.816229 nChanged 4 SP:Iteration 77Q (4342.393731 sec): 3 clusters Score: Raw -365385.400600 + Penalty 1566.123706 = -363819.276894 nChanged 1 SP:Iteration 78Q (4342.450750 sec): 3 clusters Score: Raw -365385.485405 + Penalty 1566.123706 = -363819.361699 nChanged 0 SP:Iteration 79F (4342.497344 sec): 3 clusters Score: Raw -365385.485405 + Penalty 1566.123706 = -363819.361699 nChanged 0 Trying to split cluster 38 (20341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4342.558665 sec): 2 clusters Score: Raw -1960804.412599 + Penalty 942.437414 = -1959861.975185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4342.634905 sec): 3 clusters Score: Raw -1948200.362028 + Penalty 1884.874828 = -1946315.487200 nChanged 9460 SP:Iteration 1F (4342.701251 sec): 3 clusters Score: Raw -1953864.843884 + Penalty 1884.874828 = -1951979.969056 nChanged 1123 SP:Iteration 2F (4342.777395 sec): 3 clusters Score: Raw -1954291.815669 + Penalty 1884.874828 = -1952406.940841 nChanged 1021 SP:Iteration 3F (4342.851621 sec): 3 clusters Score: Raw -1954784.173940 + Penalty 1884.874828 = -1952899.299112 nChanged 1099 SP:Iteration 4F (4342.929499 sec): 3 clusters Score: Raw -1955384.851158 + Penalty 1884.874828 = -1953499.976330 nChanged 1070 SP:Iteration 5F (4343.003532 sec): 3 clusters Score: Raw -1956032.843934 + Penalty 1884.874828 = -1954147.969106 nChanged 1053 SP:Iteration 6F (4343.079079 sec): 3 clusters Score: Raw -1956650.655973 + Penalty 1884.874828 = -1954765.781145 nChanged 965 SP:Iteration 7Q (4343.149614 sec): 3 clusters Score: Raw -1957167.481955 + Penalty 1884.874828 = -1955282.607126 nChanged 830 SP:Iteration 8Q (4343.225132 sec): 3 clusters Score: Raw -1957582.305181 + Penalty 1884.874828 = -1955697.430352 nChanged 738 SP:Iteration 9Q (4343.302982 sec): 3 clusters Score: Raw -1957931.547619 + Penalty 1884.874828 = -1956046.672791 nChanged 622 SP:Iteration 10Q (4343.378742 sec): 3 clusters Score: Raw -1958184.591567 + Penalty 1884.874828 = -1956299.716739 nChanged 516 SP:Iteration 11Q (4343.435117 sec): 3 clusters Score: Raw -1958351.771058 + Penalty 1884.874828 = -1956466.896230 nChanged 380 SP:Iteration 12Q (4343.507607 sec): 3 clusters Score: Raw -1958453.292779 + Penalty 1884.874828 = -1956568.417950 nChanged 280 SP:Iteration 13Q (4343.581691 sec): 3 clusters Score: Raw -1958519.341450 + Penalty 1884.874828 = -1956634.466622 nChanged 251 SP:Iteration 14Q (4343.645756 sec): 3 clusters Score: Raw -1958570.684567 + Penalty 1884.874828 = -1956685.809739 nChanged 212 SP:Iteration 15Q (4343.723431 sec): 3 clusters Score: Raw -1958607.084909 + Penalty 1884.874828 = -1956722.210081 nChanged 188 SP:Iteration 16Q (4343.787161 sec): 3 clusters Score: Raw -1958635.441849 + Penalty 1884.874828 = -1956750.567021 nChanged 166 SP:Iteration 17Q (4343.855672 sec): 3 clusters Score: Raw -1958657.991859 + Penalty 1884.874828 = -1956773.117031 nChanged 179 SP:Iteration 18Q (4343.926724 sec): 3 clusters Score: Raw -1958685.750450 + Penalty 1884.874828 = -1956800.875622 nChanged 184 SP:Iteration 19Q (4344.012463 sec): 3 clusters Score: Raw -1958714.367221 + Penalty 1884.874828 = -1956829.492393 nChanged 206 SP:Iteration 20F (4344.067990 sec): 3 clusters Score: Raw -1958748.042414 + Penalty 1884.874828 = -1956863.167586 nChanged 217 SP:Iteration 21Q (4344.145465 sec): 3 clusters Score: Raw -1958788.928417 + Penalty 1884.874828 = -1956904.053589 nChanged 260 SP:Iteration 22Q (4344.203679 sec): 3 clusters Score: Raw -1958839.294141 + Penalty 1884.874828 = -1956954.419313 nChanged 248 SP:Iteration 23Q (4344.289181 sec): 3 clusters Score: Raw -1958896.405585 + Penalty 1884.874828 = -1957011.530757 nChanged 294 SP:Iteration 24Q (4344.352673 sec): 3 clusters Score: Raw -1958970.830876 + Penalty 1884.874828 = -1957085.956048 nChanged 356 SP:Iteration 25Q (4344.426986 sec): 3 clusters Score: Raw -1959075.797830 + Penalty 1884.874828 = -1957190.923001 nChanged 418 SP:Iteration 26Q (4344.496029 sec): 3 clusters Score: Raw -1959225.486997 + Penalty 1884.874828 = -1957340.612169 nChanged 495 SP:Iteration 27Q (4344.576275 sec): 3 clusters Score: Raw -1959414.968901 + Penalty 1884.874828 = -1957530.094072 nChanged 504 SP:Iteration 28Q (4344.650442 sec): 3 clusters Score: Raw -1959633.447950 + Penalty 1884.874828 = -1957748.573122 nChanged 537 SP:Iteration 29Q (4344.717919 sec): 3 clusters Score: Raw -1959891.318542 + Penalty 1884.874828 = -1958006.443714 nChanged 549 SP:Iteration 30Q (4344.795292 sec): 3 clusters Score: Raw -1960190.116669 + Penalty 1884.874828 = -1958305.241841 nChanged 558 SP:Iteration 31Q (4344.865149 sec): 3 clusters Score: Raw -1960544.760913 + Penalty 1884.874828 = -1958659.886085 nChanged 497 SP:Iteration 32Q (4344.941175 sec): 3 clusters Score: Raw -1960850.669245 + Penalty 1884.874828 = -1958965.794417 nChanged 395 SP:Iteration 33Q (4345.005800 sec): 3 clusters Score: Raw -1961043.544876 + Penalty 1884.874828 = -1959158.670048 nChanged 331 SP:Iteration 34Q (4345.079292 sec): 3 clusters Score: Raw -1961172.010670 + Penalty 1884.874828 = -1959287.135842 nChanged 279 SP:Iteration 35Q (4345.148351 sec): 3 clusters Score: Raw -1961262.401345 + Penalty 1884.874828 = -1959377.526517 nChanged 243 SP:Iteration 36Q (4345.214944 sec): 3 clusters Score: Raw -1961336.534581 + Penalty 1884.874828 = -1959451.659753 nChanged 204 SP:Iteration 37Q (4345.292228 sec): 3 clusters Score: Raw -1961390.896001 + Penalty 1884.874828 = -1959506.021173 nChanged 179 SP:Iteration 38Q (4345.361640 sec): 3 clusters Score: Raw -1961435.794925 + Penalty 1884.874828 = -1959550.920097 nChanged 178 SP:Iteration 39Q (4345.442787 sec): 3 clusters Score: Raw -1961476.902286 + Penalty 1884.874828 = -1959592.027457 nChanged 165 SP:Iteration 40F (4345.503280 sec): 3 clusters Score: Raw -1961534.023428 + Penalty 1884.874828 = -1959649.148600 nChanged 169 SP:Iteration 41Q (4345.575321 sec): 3 clusters Score: Raw -1961570.729405 + Penalty 1884.874828 = -1959685.854576 nChanged 141 SP:Iteration 42Q (4345.656452 sec): 3 clusters Score: Raw -1961599.940794 + Penalty 1884.874828 = -1959715.065966 nChanged 137 SP:Iteration 43Q (4345.718884 sec): 3 clusters Score: Raw -1961628.726205 + Penalty 1884.874828 = -1959743.851376 nChanged 117 SP:Iteration 44Q (4345.788979 sec): 3 clusters Score: Raw -1961650.604574 + Penalty 1884.874828 = -1959765.729746 nChanged 99 SP:Iteration 45Q (4345.864651 sec): 3 clusters Score: Raw -1961669.347661 + Penalty 1884.874828 = -1959784.472832 nChanged 108 SP:Iteration 46Q (4345.929598 sec): 3 clusters Score: Raw -1961690.880299 + Penalty 1884.874828 = -1959806.005470 nChanged 121 SP:Iteration 47Q (4345.990766 sec): 3 clusters Score: Raw -1961714.785626 + Penalty 1884.874828 = -1959829.910798 nChanged 102 SP:Iteration 48Q (4346.060052 sec): 3 clusters Score: Raw -1961735.249638 + Penalty 1884.874828 = -1959850.374809 nChanged 97 SP:Iteration 49Q (4346.118895 sec): 3 clusters Score: Raw -1961755.183952 + Penalty 1884.874828 = -1959870.309124 nChanged 92 SP:Iteration 50Q (4346.191098 sec): 3 clusters Score: Raw -1961772.706269 + Penalty 1884.874828 = -1959887.831441 nChanged 77 SP:Iteration 51Q (4346.266883 sec): 3 clusters Score: Raw -1961784.956850 + Penalty 1884.874828 = -1959900.082022 nChanged 75 SP:Iteration 52Q (4346.335663 sec): 3 clusters Score: Raw -1961797.573032 + Penalty 1884.874828 = -1959912.698204 nChanged 73 SP:Iteration 53Q (4346.390645 sec): 3 clusters Score: Raw -1961810.515023 + Penalty 1884.874828 = -1959925.640195 nChanged 80 SP:Iteration 54Q (4346.460729 sec): 3 clusters Score: Raw -1961823.330119 + Penalty 1884.874828 = -1959938.455291 nChanged 59 SP:Iteration 55Q (4346.521010 sec): 3 clusters Score: Raw -1961833.084200 + Penalty 1884.874828 = -1959948.209371 nChanged 48 SP:Iteration 56Q (4346.588911 sec): 3 clusters Score: Raw -1961840.548531 + Penalty 1884.874828 = -1959955.673703 nChanged 48 SP:Iteration 57Q (4346.661127 sec): 3 clusters Score: Raw -1961846.236977 + Penalty 1884.874828 = -1959961.362149 nChanged 42 SP:Iteration 58Q (4346.730823 sec): 3 clusters Score: Raw -1961851.943082 + Penalty 1884.874828 = -1959967.068254 nChanged 41 SP:Iteration 59Q (4346.811910 sec): 3 clusters Score: Raw -1961856.762583 + Penalty 1884.874828 = -1959971.887755 nChanged 32 SP:Iteration 60F (4346.885802 sec): 3 clusters Score: Raw -1961860.838950 + Penalty 1884.874828 = -1959975.964122 nChanged 33 SP:Iteration 61Q (4346.952821 sec): 3 clusters Score: Raw -1961865.220605 + Penalty 1884.874828 = -1959980.345776 nChanged 31 SP:Iteration 62Q (4347.027757 sec): 3 clusters Score: Raw -1961868.104828 + Penalty 1884.874828 = -1959983.230000 nChanged 28 SP:Iteration 63Q (4347.097482 sec): 3 clusters Score: Raw -1961870.896180 + Penalty 1884.874828 = -1959986.021352 nChanged 24 SP:Iteration 64Q (4347.170007 sec): 3 clusters Score: Raw -1961873.129419 + Penalty 1884.874828 = -1959988.254591 nChanged 19 SP:Iteration 65Q (4347.243997 sec): 3 clusters Score: Raw -1961874.494883 + Penalty 1884.874828 = -1959989.620055 nChanged 14 SP:Iteration 66Q (4347.317128 sec): 3 clusters Score: Raw -1961875.426550 + Penalty 1884.874828 = -1959990.551722 nChanged 12 SP:Iteration 67Q (4347.392792 sec): 3 clusters Score: Raw -1961876.158330 + Penalty 1884.874828 = -1959991.283502 nChanged 8 SP:Iteration 68Q (4347.453827 sec): 3 clusters Score: Raw -1961876.730440 + Penalty 1884.874828 = -1959991.855612 nChanged 10 SP:Iteration 69Q (4347.530508 sec): 3 clusters Score: Raw -1961877.484773 + Penalty 1884.874828 = -1959992.609945 nChanged 12 SP:Iteration 70Q (4347.595215 sec): 3 clusters Score: Raw -1961878.109975 + Penalty 1884.874828 = -1959993.235147 nChanged 3 SP:Iteration 71Q (4347.666543 sec): 3 clusters Score: Raw -1961878.220540 + Penalty 1884.874828 = -1959993.345712 nChanged 2 SP:Iteration 72Q (4347.732250 sec): 3 clusters Score: Raw -1961878.366434 + Penalty 1884.874828 = -1959993.491605 nChanged 2 SP:Iteration 73Q (4347.807751 sec): 3 clusters Score: Raw -1961878.490282 + Penalty 1884.874828 = -1959993.615454 nChanged 1 SP:Iteration 74Q (4347.876139 sec): 3 clusters Score: Raw -1961878.550108 + Penalty 1884.874828 = -1959993.675280 nChanged 1 SP:Iteration 75Q (4347.947928 sec): 3 clusters Score: Raw -1961878.648067 + Penalty 1884.874828 = -1959993.773239 nChanged 4 SP:Iteration 76Q (4348.020739 sec): 3 clusters Score: Raw -1961879.039360 + Penalty 1884.874828 = -1959994.164532 nChanged 2 SP:Iteration 77Q (4348.087260 sec): 3 clusters Score: Raw -1961879.137867 + Penalty 1884.874828 = -1959994.263039 nChanged 3 SP:Iteration 78Q (4348.160179 sec): 3 clusters Score: Raw -1961879.329507 + Penalty 1884.874828 = -1959994.454679 nChanged 1 SP:Iteration 79Q (4348.238309 sec): 3 clusters Score: Raw -1961879.362913 + Penalty 1884.874828 = -1959994.488085 nChanged 1 SP:Iteration 80F (4348.315270 sec): 3 clusters Score: Raw -1961879.417876 + Penalty 1884.874828 = -1959994.543048 nChanged 1 SP:Iteration 81Q (4348.386854 sec): 3 clusters Score: Raw -1961879.510472 + Penalty 1884.874828 = -1959994.635644 nChanged 1 SP:Iteration 82Q (4348.456527 sec): 3 clusters Score: Raw -1961879.616588 + Penalty 1884.874828 = -1959994.741760 nChanged 2 SP:Iteration 83Q (4348.518873 sec): 3 clusters Score: Raw -1961879.756990 + Penalty 1884.874828 = -1959994.882162 nChanged 2 SP:Iteration 84Q (4348.579957 sec): 3 clusters Score: Raw -1961879.844412 + Penalty 1884.874828 = -1959994.969584 nChanged 1 SP:Iteration 85Q (4348.645834 sec): 3 clusters Score: Raw -1961879.871746 + Penalty 1884.874828 = -1959994.996918 nChanged 2 SP:Iteration 86Q (4348.718098 sec): 3 clusters Score: Raw -1961879.936436 + Penalty 1884.874828 = -1959995.061607 nChanged 1 SP:Iteration 87Q (4348.790658 sec): 3 clusters Score: Raw -1961879.988979 + Penalty 1884.874828 = -1959995.114151 nChanged 3 SP:Iteration 88Q (4348.850626 sec): 3 clusters Score: Raw -1961880.220520 + Penalty 1884.874828 = -1959995.345692 nChanged 4 SP:Iteration 89Q (4348.916329 sec): 3 clusters Score: Raw -1961880.330284 + Penalty 1884.874828 = -1959995.455455 nChanged 2 SP:Iteration 90Q (4348.994930 sec): 3 clusters Score: Raw -1961880.464250 + Penalty 1884.874828 = -1959995.589421 nChanged 1 SP:Iteration 91Q (4349.062351 sec): 3 clusters Score: Raw -1961880.503917 + Penalty 1884.874828 = -1959995.629089 nChanged 0 SP:Iteration 92F (4349.137054 sec): 3 clusters Score: Raw -1961880.503917 + Penalty 1884.874828 = -1959995.629089 nChanged 0 Score: Raw -58496982.398570 + Penalty 49431.021155 = -58447551.377415 Splitting cluster 38 changes total score from -58447729.515275 to -58447551.377415 So it's not getting split. Iteration 179Q (4366.384710 sec): 39 clusters Score: Raw -58495914.780955 + Penalty 48163.559074 = -58447751.221880 nChanged 564 Iteration 180F (4377.481075 sec): 39 clusters Score: Raw -58495935.638505 + Penalty 48163.559074 = -58447772.079430 nChanged 528 Iteration 181Q (4383.275708 sec): 39 clusters Score: Raw -58495954.438478 + Penalty 48163.559074 = -58447790.879404 nChanged 471 Iteration 182Q (4389.022936 sec): 39 clusters Score: Raw -58495967.936985 + Penalty 48163.559074 = -58447804.377911 nChanged 409 Iteration 183Q (4394.901496 sec): 39 clusters Score: Raw -58495979.260480 + Penalty 48163.559074 = -58447815.701406 nChanged 380 Iteration 184Q (4400.760150 sec): 39 clusters Score: Raw -58495989.963270 + Penalty 48163.559074 = -58447826.404195 nChanged 397 Iteration 185Q (4406.771915 sec): 39 clusters Score: Raw -58496000.855463 + Penalty 48163.559074 = -58447837.296388 nChanged 403 Iteration 186Q (4412.742522 sec): 39 clusters Score: Raw -58496012.300804 + Penalty 48163.559074 = -58447848.741730 nChanged 388 Iteration 187Q (4418.694017 sec): 39 clusters Score: Raw -58496023.241789 + Penalty 48163.559074 = -58447859.682715 nChanged 407 Iteration 188Q (4424.771120 sec): 39 clusters Score: Raw -58496034.160166 + Penalty 48163.559074 = -58447870.601091 nChanged 395 Iteration 189Q (4430.883213 sec): 39 clusters Score: Raw -58496045.497402 + Penalty 48163.559074 = -58447881.938328 nChanged 383 Iteration 190Q (4436.823652 sec): 39 clusters Score: Raw -58496056.170980 + Penalty 48163.559074 = -58447892.611906 nChanged 366 Iteration 191Q (4442.884267 sec): 39 clusters Score: Raw -58496066.542937 + Penalty 48163.559074 = -58447902.983863 nChanged 368 Iteration 192Q (4448.879817 sec): 39 clusters Score: Raw -58496076.966860 + Penalty 48163.559074 = -58447913.407786 nChanged 358 Iteration 193Q (4454.779149 sec): 39 clusters Score: Raw -58496087.011027 + Penalty 48163.559074 = -58447923.451953 nChanged 356 Iteration 194Q (4460.617219 sec): 39 clusters Score: Raw -58496097.199563 + Penalty 48163.559074 = -58447933.640488 nChanged 369 Iteration 195Q (4466.070041 sec): 39 clusters Score: Raw -58496107.629606 + Penalty 48163.559074 = -58447944.070532 nChanged 344 Iteration 196Q (4471.556146 sec): 39 clusters Score: Raw -58496116.888966 + Penalty 48163.559074 = -58447953.329892 nChanged 363 Iteration 197Q (4476.984746 sec): 39 clusters Score: Raw -58496126.694012 + Penalty 48163.559074 = -58447963.134938 nChanged 333 Iteration 198Q (4481.910990 sec): 39 clusters Score: Raw -58496135.740282 + Penalty 48163.559074 = -58447972.181208 nChanged 358 Iteration 199Q (4487.631949 sec): 39 clusters Score: Raw -58496146.215145 + Penalty 48163.559074 = -58447982.656070 nChanged 394 Iteration 200F (4498.850844 sec): 39 clusters Score: Raw -58496157.576618 + Penalty 48163.559074 = -58447994.017543 nChanged 374 Iteration 201Q (4504.597878 sec): 39 clusters Score: Raw -58496168.779460 + Penalty 48163.559074 = -58448005.220385 nChanged 370 Iteration 202Q (4510.130076 sec): 39 clusters Score: Raw -58496179.466983 + Penalty 48163.559074 = -58448015.907909 nChanged 334 Iteration 203Q (4515.329256 sec): 39 clusters Score: Raw -58496189.315482 + Penalty 48163.559074 = -58448025.756408 nChanged 337 Iteration 204Q (4521.015664 sec): 39 clusters Score: Raw -58496198.695931 + Penalty 48163.559074 = -58448035.136856 nChanged 345 Iteration 205Q (4526.672635 sec): 39 clusters Score: Raw -58496208.904669 + Penalty 48163.559074 = -58448045.345595 nChanged 355 Iteration 206Q (4532.343675 sec): 39 clusters Score: Raw -58496218.548111 + Penalty 48163.559074 = -58448054.989037 nChanged 352 Iteration 207Q (4538.078044 sec): 39 clusters Score: Raw -58496227.673113 + Penalty 48163.559074 = -58448064.114038 nChanged 361 Iteration 208Q (4543.804248 sec): 39 clusters Score: Raw -58496237.677411 + Penalty 48163.559074 = -58448074.118337 nChanged 374 Iteration 209Q (4549.428923 sec): 39 clusters Score: Raw -58496248.966009 + Penalty 48163.559074 = -58448085.406934 nChanged 370 Iteration 210Q (4555.012722 sec): 39 clusters Score: Raw -58496260.881403 + Penalty 48163.559074 = -58448097.322329 nChanged 407 Iteration 211Q (4560.652714 sec): 39 clusters Score: Raw -58496272.557594 + Penalty 48163.559074 = -58448108.998520 nChanged 365 Iteration 212Q (4566.295419 sec): 39 clusters Score: Raw -58496282.961277 + Penalty 48163.559074 = -58448119.402203 nChanged 313 Iteration 213Q (4571.237752 sec): 39 clusters Score: Raw -58496291.166425 + Penalty 48163.559074 = -58448127.607351 nChanged 289 Iteration 214Q (4576.682407 sec): 39 clusters Score: Raw -58496299.735180 + Penalty 48163.559074 = -58448136.176106 nChanged 298 Iteration 215Q (4582.278395 sec): 39 clusters Score: Raw -58496308.418451 + Penalty 48163.559074 = -58448144.859377 nChanged 293 Iteration 216Q (4587.930981 sec): 39 clusters Score: Raw -58496316.281630 + Penalty 48163.559074 = -58448152.722555 nChanged 304 Iteration 217Q (4593.378680 sec): 39 clusters Score: Raw -58496324.703704 + Penalty 48163.559074 = -58448161.144630 nChanged 318 Iteration 218Q (4598.806477 sec): 39 clusters Score: Raw -58496333.225857 + Penalty 48163.559074 = -58448169.666783 nChanged 286 Writing temp clu file Because OldScore, -58448161.144630, is greater than current (better) Score,-58448169.666783 Compute initial score before splitting: Score: Raw -58496333.225857 + Penalty 48163.559074 = -58448169.666783 Trying to split cluster 1 (5092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4598.933423 sec): 2 clusters Score: Raw -480812.722815 + Penalty 810.865466 = -480001.857348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4598.952734 sec): 3 clusters Score: Raw -477992.085542 + Penalty 1621.730932 = -476370.354610 nChanged 2193 SP:Iteration 1F (4598.970791 sec): 3 clusters Score: Raw -479222.092885 + Penalty 1621.730932 = -477600.361953 nChanged 359 SP:Iteration 2F (4598.988945 sec): 3 clusters Score: Raw -479460.174406 + Penalty 1621.730932 = -477838.443473 nChanged 326 SP:Iteration 3F (4599.006919 sec): 3 clusters Score: Raw -479671.720877 + Penalty 1621.730932 = -478049.989944 nChanged 303 SP:Iteration 4F (4599.024865 sec): 3 clusters Score: Raw -479852.744125 + Penalty 1621.730932 = -478231.013193 nChanged 261 SP:Iteration 5F (4599.042826 sec): 3 clusters Score: Raw -480004.539576 + Penalty 1621.730932 = -478382.808644 nChanged 246 SP:Iteration 6Q (4599.060945 sec): 3 clusters Score: Raw -480136.794274 + Penalty 1621.730932 = -478515.063342 nChanged 223 SP:Iteration 7Q (4599.079051 sec): 3 clusters Score: Raw -480265.752587 + Penalty 1621.730932 = -478644.021655 nChanged 188 SP:Iteration 8Q (4599.096944 sec): 3 clusters Score: Raw -480385.569842 + Penalty 1621.730932 = -478763.838909 nChanged 192 SP:Iteration 9Q (4599.114943 sec): 3 clusters Score: Raw -480488.947950 + Penalty 1621.730932 = -478867.217018 nChanged 148 SP:Iteration 10Q (4599.132935 sec): 3 clusters Score: Raw -480569.129656 + Penalty 1621.730932 = -478947.398723 nChanged 132 SP:Iteration 11Q (4599.150678 sec): 3 clusters Score: Raw -480646.332607 + Penalty 1621.730932 = -479024.601674 nChanged 131 SP:Iteration 12Q (4599.168594 sec): 3 clusters Score: Raw -480723.801534 + Penalty 1621.730932 = -479102.070602 nChanged 130 SP:Iteration 13Q (4599.186518 sec): 3 clusters Score: Raw -480786.351296 + Penalty 1621.730932 = -479164.620364 nChanged 105 SP:Iteration 14Q (4599.204225 sec): 3 clusters Score: Raw -480823.634281 + Penalty 1621.730932 = -479201.903349 nChanged 74 SP:Iteration 15Q (4599.222015 sec): 3 clusters Score: Raw -480845.490440 + Penalty 1621.730932 = -479223.759508 nChanged 62 SP:Iteration 16Q (4599.239893 sec): 3 clusters Score: Raw -480862.730713 + Penalty 1621.730932 = -479240.999780 nChanged 54 SP:Iteration 17Q (4599.257553 sec): 3 clusters Score: Raw -480878.975484 + Penalty 1621.730932 = -479257.244552 nChanged 49 SP:Iteration 18Q (4599.275118 sec): 3 clusters Score: Raw -480892.074028 + Penalty 1621.730932 = -479270.343096 nChanged 45 SP:Iteration 19Q (4599.292708 sec): 3 clusters Score: Raw -480902.769850 + Penalty 1621.730932 = -479281.038918 nChanged 39 SP:Iteration 20F (4599.310833 sec): 3 clusters Score: Raw -480912.687378 + Penalty 1621.730932 = -479290.956445 nChanged 35 SP:Iteration 21Q (4599.328781 sec): 3 clusters Score: Raw -480919.577607 + Penalty 1621.730932 = -479297.846675 nChanged 24 SP:Iteration 22Q (4599.346567 sec): 3 clusters Score: Raw -480924.414486 + Penalty 1621.730932 = -479302.683554 nChanged 23 SP:Iteration 23Q (4599.364341 sec): 3 clusters Score: Raw -480929.997827 + Penalty 1621.730932 = -479308.266895 nChanged 22 SP:Iteration 24Q (4599.381938 sec): 3 clusters Score: Raw -480935.137571 + Penalty 1621.730932 = -479313.406639 nChanged 20 SP:Iteration 25Q (4599.399700 sec): 3 clusters Score: Raw -480939.370082 + Penalty 1621.730932 = -479317.639149 nChanged 21 SP:Iteration 26Q (4599.417294 sec): 3 clusters Score: Raw -480944.757703 + Penalty 1621.730932 = -479323.026770 nChanged 15 SP:Iteration 27Q (4599.435067 sec): 3 clusters Score: Raw -480947.091012 + Penalty 1621.730932 = -479325.360079 nChanged 11 SP:Iteration 28Q (4599.452794 sec): 3 clusters Score: Raw -480948.649039 + Penalty 1621.730932 = -479326.918106 nChanged 8 SP:Iteration 29Q (4599.470479 sec): 3 clusters Score: Raw -480949.859402 + Penalty 1621.730932 = -479328.128470 nChanged 7 SP:Iteration 30Q (4599.488219 sec): 3 clusters Score: Raw -480951.127080 + Penalty 1621.730932 = -479329.396148 nChanged 5 SP:Iteration 31Q (4599.505965 sec): 3 clusters Score: Raw -480951.628965 + Penalty 1621.730932 = -479329.898032 nChanged 2 SP:Iteration 32Q (4599.523754 sec): 3 clusters Score: Raw -480952.117063 + Penalty 1621.730932 = -479330.386131 nChanged 1 SP:Iteration 33Q (4599.541418 sec): 3 clusters Score: Raw -480952.253847 + Penalty 1621.730932 = -479330.522915 nChanged 2 SP:Iteration 34Q (4599.559047 sec): 3 clusters Score: Raw -480952.926995 + Penalty 1621.730932 = -479331.196062 nChanged 5 SP:Iteration 35Q (4599.576750 sec): 3 clusters Score: Raw -480954.049131 + Penalty 1621.730932 = -479332.318199 nChanged 6 SP:Iteration 36Q (4599.594521 sec): 3 clusters Score: Raw -480954.642704 + Penalty 1621.730932 = -479332.911772 nChanged 6 SP:Iteration 37Q (4599.612337 sec): 3 clusters Score: Raw -480955.587703 + Penalty 1621.730932 = -479333.856771 nChanged 7 SP:Iteration 38Q (4599.629851 sec): 3 clusters Score: Raw -480957.010141 + Penalty 1621.730932 = -479335.279209 nChanged 8 SP:Iteration 39Q (4599.647581 sec): 3 clusters Score: Raw -480958.029523 + Penalty 1621.730932 = -479336.298591 nChanged 6 SP:Iteration 40F (4599.665503 sec): 3 clusters Score: Raw -480958.723894 + Penalty 1621.730932 = -479336.992962 nChanged 4 SP:Iteration 41Q (4599.683108 sec): 3 clusters Score: Raw -480959.294779 + Penalty 1621.730932 = -479337.563847 nChanged 4 SP:Iteration 42Q (4599.700900 sec): 3 clusters Score: Raw -480959.850546 + Penalty 1621.730932 = -479338.119614 nChanged 8 SP:Iteration 43Q (4599.718511 sec): 3 clusters Score: Raw -480960.730469 + Penalty 1621.730932 = -479338.999537 nChanged 6 SP:Iteration 44Q (4599.736112 sec): 3 clusters Score: Raw -480961.610063 + Penalty 1621.730932 = -479339.879131 nChanged 8 SP:Iteration 45Q (4599.753809 sec): 3 clusters Score: Raw -480962.313946 + Penalty 1621.730932 = -479340.583013 nChanged 4 SP:Iteration 46Q (4599.771508 sec): 3 clusters Score: Raw -480962.674517 + Penalty 1621.730932 = -479340.943585 nChanged 3 SP:Iteration 47Q (4599.789105 sec): 3 clusters Score: Raw -480963.088304 + Penalty 1621.730932 = -479341.357372 nChanged 8 SP:Iteration 48Q (4599.806913 sec): 3 clusters Score: Raw -480964.244636 + Penalty 1621.730932 = -479342.513703 nChanged 7 SP:Iteration 49Q (4599.824494 sec): 3 clusters Score: Raw -480965.758373 + Penalty 1621.730932 = -479344.027440 nChanged 8 SP:Iteration 50Q (4599.842259 sec): 3 clusters Score: Raw -480967.240016 + Penalty 1621.730932 = -479345.509084 nChanged 8 SP:Iteration 51Q (4599.859789 sec): 3 clusters Score: Raw -480968.238320 + Penalty 1621.730932 = -479346.507388 nChanged 5 SP:Iteration 52Q (4599.877534 sec): 3 clusters Score: Raw -480969.108237 + Penalty 1621.730932 = -479347.377305 nChanged 8 SP:Iteration 53Q (4599.895241 sec): 3 clusters Score: Raw -480969.909649 + Penalty 1621.730932 = -479348.178716 nChanged 7 SP:Iteration 54Q (4599.912987 sec): 3 clusters Score: Raw -480970.811914 + Penalty 1621.730932 = -479349.080982 nChanged 10 SP:Iteration 55Q (4599.930777 sec): 3 clusters Score: Raw -480972.258239 + Penalty 1621.730932 = -479350.527307 nChanged 10 SP:Iteration 56Q (4599.948506 sec): 3 clusters Score: Raw -480973.448341 + Penalty 1621.730932 = -479351.717409 nChanged 8 SP:Iteration 57Q (4599.966284 sec): 3 clusters Score: Raw -480975.121938 + Penalty 1621.730932 = -479353.391005 nChanged 8 SP:Iteration 58Q (4599.983814 sec): 3 clusters Score: Raw -480976.065971 + Penalty 1621.730932 = -479354.335038 nChanged 5 SP:Iteration 59Q (4600.001578 sec): 3 clusters Score: Raw -480977.029899 + Penalty 1621.730932 = -479355.298967 nChanged 6 SP:Iteration 60F (4600.019688 sec): 3 clusters Score: Raw -480977.554049 + Penalty 1621.730932 = -479355.823117 nChanged 1 SP:Iteration 61Q (4600.037395 sec): 3 clusters Score: Raw -480977.751949 + Penalty 1621.730932 = -479356.021016 nChanged 2 SP:Iteration 62Q (4600.055081 sec): 3 clusters Score: Raw -480977.918232 + Penalty 1621.730932 = -479356.187300 nChanged 1 SP:Iteration 63Q (4600.072832 sec): 3 clusters Score: Raw -480978.058261 + Penalty 1621.730932 = -479356.327328 nChanged 0 SP:Iteration 64F (4600.090785 sec): 3 clusters Score: Raw -480978.058261 + Penalty 1621.730932 = -479356.327328 nChanged 0 Trying to split cluster 2 (58224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4600.160418 sec): 2 clusters Score: Raw -5703760.182094 + Penalty 1042.345027 = -5702717.837066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4600.242577 sec): 3 clusters Score: Raw -5666266.023127 + Penalty 2084.690055 = -5664181.333072 nChanged 27639 SP:Iteration 1F (4600.320072 sec): 3 clusters Score: Raw -5682886.626259 + Penalty 2084.690055 = -5680801.936204 nChanged 2546 SP:Iteration 2Q (4600.402605 sec): 3 clusters Score: Raw -5683747.255475 + Penalty 2084.690055 = -5681662.565420 nChanged 2815 SP:Iteration 3Q (4600.484950 sec): 3 clusters Score: Raw -5684858.962304 + Penalty 2084.690055 = -5682774.272250 nChanged 3115 SP:Iteration 4F (4600.562395 sec): 3 clusters Score: Raw -5686417.340998 + Penalty 2084.690055 = -5684332.650943 nChanged 3678 SP:Iteration 5F (4600.639699 sec): 3 clusters Score: Raw -5688615.749113 + Penalty 2084.690055 = -5686531.059058 nChanged 4009 SP:Iteration 6F (4600.717101 sec): 3 clusters Score: Raw -5691471.335728 + Penalty 2084.690055 = -5689386.645673 nChanged 4055 SP:Iteration 7F (4600.794611 sec): 3 clusters Score: Raw -5694673.935709 + Penalty 2084.690055 = -5692589.245655 nChanged 3723 SP:Iteration 8F (4600.871794 sec): 3 clusters Score: Raw -5697827.613072 + Penalty 2084.690055 = -5695742.923018 nChanged 3030 SP:Iteration 9F (4600.949119 sec): 3 clusters Score: Raw -5700504.052706 + Penalty 2084.690055 = -5698419.362652 nChanged 2109 SP:Iteration 10Q (4601.026600 sec): 3 clusters Score: Raw -5702358.061133 + Penalty 2084.690055 = -5700273.371079 nChanged 1174 SP:Iteration 11Q (4601.101088 sec): 3 clusters Score: Raw -5703323.760569 + Penalty 2084.690055 = -5701239.070514 nChanged 632 SP:Iteration 12Q (4601.172529 sec): 3 clusters Score: Raw -5703825.568095 + Penalty 2084.690055 = -5701740.878040 nChanged 329 SP:Iteration 13Q (4601.241731 sec): 3 clusters Score: Raw -5704091.131407 + Penalty 2084.690055 = -5702006.441352 nChanged 192 SP:Iteration 14Q (4601.309290 sec): 3 clusters Score: Raw -5704259.198461 + Penalty 2084.690055 = -5702174.508406 nChanged 139 SP:Iteration 15Q (4601.375554 sec): 3 clusters Score: Raw -5704368.648089 + Penalty 2084.690055 = -5702283.958034 nChanged 97 SP:Iteration 16Q (4601.441536 sec): 3 clusters Score: Raw -5704441.024886 + Penalty 2084.690055 = -5702356.334831 nChanged 70 SP:Iteration 17Q (4601.507374 sec): 3 clusters Score: Raw -5704498.265263 + Penalty 2084.690055 = -5702413.575208 nChanged 84 SP:Iteration 18Q (4601.574232 sec): 3 clusters Score: Raw -5704543.462229 + Penalty 2084.690055 = -5702458.772174 nChanged 62 SP:Iteration 19Q (4601.639760 sec): 3 clusters Score: Raw -5704571.829783 + Penalty 2084.690055 = -5702487.139729 nChanged 51 SP:Iteration 20F (4601.715843 sec): 3 clusters Score: Raw -5704589.151245 + Penalty 2084.690055 = -5702504.461191 nChanged 33 SP:Iteration 21Q (4601.782243 sec): 3 clusters Score: Raw -5704606.544218 + Penalty 2084.690055 = -5702521.854164 nChanged 34 SP:Iteration 22Q (4601.847972 sec): 3 clusters Score: Raw -5704620.283636 + Penalty 2084.690055 = -5702535.593582 nChanged 28 SP:Iteration 23Q (4601.925361 sec): 3 clusters Score: Raw -5704628.337506 + Penalty 2084.690055 = -5702543.647451 nChanged 17 SP:Iteration 24Q (4601.990757 sec): 3 clusters Score: Raw -5704633.586745 + Penalty 2084.690055 = -5702548.896691 nChanged 20 SP:Iteration 25Q (4602.055962 sec): 3 clusters Score: Raw -5704638.687333 + Penalty 2084.690055 = -5702553.997279 nChanged 16 SP:Iteration 26Q (4602.121319 sec): 3 clusters Score: Raw -5704641.663337 + Penalty 2084.690055 = -5702556.973282 nChanged 8 SP:Iteration 27Q (4602.186626 sec): 3 clusters Score: Raw -5704643.761582 + Penalty 2084.690055 = -5702559.071528 nChanged 8 SP:Iteration 28Q (4602.252518 sec): 3 clusters Score: Raw -5704644.779689 + Penalty 2084.690055 = -5702560.089634 nChanged 3 SP:Iteration 29Q (4602.317992 sec): 3 clusters Score: Raw -5704645.614815 + Penalty 2084.690055 = -5702560.924760 nChanged 2 SP:Iteration 30Q (4602.383235 sec): 3 clusters Score: Raw -5704645.740882 + Penalty 2084.690055 = -5702561.050827 nChanged 2 SP:Iteration 31Q (4602.448601 sec): 3 clusters Score: Raw -5704646.018630 + Penalty 2084.690055 = -5702561.328576 nChanged 1 SP:Iteration 32Q (4602.514096 sec): 3 clusters Score: Raw -5704646.145410 + Penalty 2084.690055 = -5702561.455355 nChanged 3 SP:Iteration 33Q (4602.606810 sec): 3 clusters Score: Raw -5704646.492131 + Penalty 2084.690055 = -5702561.802076 nChanged 0 SP:Iteration 34F (4602.683096 sec): 3 clusters Score: Raw -5704646.492131 + Penalty 2084.690055 = -5702561.802076 nChanged 0 Trying to split cluster 3 (4497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4602.691550 sec): 2 clusters Score: Raw -395056.734124 + Penalty 799.060750 = -394257.673374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4602.708900 sec): 3 clusters Score: Raw -392539.023590 + Penalty 1598.121499 = -390940.902090 nChanged 1961 SP:Iteration 1F (4602.725046 sec): 3 clusters Score: Raw -393703.197966 + Penalty 1598.121499 = -392105.076467 nChanged 359 SP:Iteration 2F (4602.741201 sec): 3 clusters Score: Raw -393933.199699 + Penalty 1598.121499 = -392335.078200 nChanged 315 SP:Iteration 3F (4602.757092 sec): 3 clusters Score: Raw -394152.850017 + Penalty 1598.121499 = -392554.728518 nChanged 262 SP:Iteration 4F (4602.773122 sec): 3 clusters Score: Raw -394347.731977 + Penalty 1598.121499 = -392749.610477 nChanged 234 SP:Iteration 5F (4602.789019 sec): 3 clusters Score: Raw -394505.195291 + Penalty 1598.121499 = -392907.073791 nChanged 185 SP:Iteration 6Q (4602.805038 sec): 3 clusters Score: Raw -394627.691706 + Penalty 1598.121499 = -393029.570206 nChanged 175 SP:Iteration 7Q (4602.820941 sec): 3 clusters Score: Raw -394760.945958 + Penalty 1598.121499 = -393162.824458 nChanged 175 SP:Iteration 8Q (4602.836679 sec): 3 clusters Score: Raw -394926.798207 + Penalty 1598.121499 = -393328.676707 nChanged 164 SP:Iteration 9Q (4602.852490 sec): 3 clusters Score: Raw -395059.545924 + Penalty 1598.121499 = -393461.424425 nChanged 129 SP:Iteration 10Q (4602.868119 sec): 3 clusters Score: Raw -395167.645176 + Penalty 1598.121499 = -393569.523677 nChanged 120 SP:Iteration 11Q (4602.883776 sec): 3 clusters Score: Raw -395263.718112 + Penalty 1598.121499 = -393665.596612 nChanged 128 SP:Iteration 12Q (4602.899411 sec): 3 clusters Score: Raw -395366.440900 + Penalty 1598.121499 = -393768.319400 nChanged 115 SP:Iteration 13Q (4602.914710 sec): 3 clusters Score: Raw -395465.759678 + Penalty 1598.121499 = -393867.638179 nChanged 92 SP:Iteration 14Q (4602.930189 sec): 3 clusters Score: Raw -395540.608897 + Penalty 1598.121499 = -393942.487397 nChanged 87 SP:Iteration 15Q (4602.945512 sec): 3 clusters Score: Raw -395599.733937 + Penalty 1598.121499 = -394001.612438 nChanged 72 SP:Iteration 16Q (4602.960976 sec): 3 clusters Score: Raw -395649.230510 + Penalty 1598.121499 = -394051.109011 nChanged 61 SP:Iteration 17Q (4602.976181 sec): 3 clusters Score: Raw -395695.595448 + Penalty 1598.121499 = -394097.473949 nChanged 58 SP:Iteration 18Q (4602.991535 sec): 3 clusters Score: Raw -395733.009100 + Penalty 1598.121499 = -394134.887601 nChanged 46 SP:Iteration 19Q (4603.006881 sec): 3 clusters Score: Raw -395754.509227 + Penalty 1598.121499 = -394156.387727 nChanged 31 SP:Iteration 20F (4603.022718 sec): 3 clusters Score: Raw -395768.346380 + Penalty 1598.121499 = -394170.224881 nChanged 25 SP:Iteration 21Q (4603.038099 sec): 3 clusters Score: Raw -395781.197941 + Penalty 1598.121499 = -394183.076442 nChanged 26 SP:Iteration 22Q (4603.053272 sec): 3 clusters Score: Raw -395792.639642 + Penalty 1598.121499 = -394194.518143 nChanged 19 SP:Iteration 23Q (4603.068512 sec): 3 clusters Score: Raw -395798.043085 + Penalty 1598.121499 = -394199.921585 nChanged 10 SP:Iteration 24Q (4603.083836 sec): 3 clusters Score: Raw -395801.142103 + Penalty 1598.121499 = -394203.020604 nChanged 8 SP:Iteration 25Q (4603.099142 sec): 3 clusters Score: Raw -395803.698384 + Penalty 1598.121499 = -394205.576884 nChanged 9 SP:Iteration 26Q (4603.114387 sec): 3 clusters Score: Raw -395806.708659 + Penalty 1598.121499 = -394208.587159 nChanged 8 SP:Iteration 27Q (4603.129639 sec): 3 clusters Score: Raw -395808.621766 + Penalty 1598.121499 = -394210.500267 nChanged 4 SP:Iteration 28Q (4603.144943 sec): 3 clusters Score: Raw -395809.252475 + Penalty 1598.121499 = -394211.130975 nChanged 1 SP:Iteration 29Q (4603.160155 sec): 3 clusters Score: Raw -395809.374103 + Penalty 1598.121499 = -394211.252604 nChanged 0 SP:Iteration 30F (4603.176172 sec): 3 clusters Score: Raw -395809.374103 + Penalty 1598.121499 = -394211.252604 nChanged 0 Trying to split cluster 4 (13514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4603.201155 sec): 2 clusters Score: Raw -1353114.999917 + Penalty 903.590739 = -1352211.409177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4603.229974 sec): 3 clusters Score: Raw -1344882.752041 + Penalty 1807.181478 = -1343075.570563 nChanged 6130 SP:Iteration 1F (4603.257774 sec): 3 clusters Score: Raw -1348212.018987 + Penalty 1807.181478 = -1346404.837509 nChanged 662 SP:Iteration 2Q (4603.285837 sec): 3 clusters Score: Raw -1348432.373423 + Penalty 1807.181478 = -1346625.191945 nChanged 605 SP:Iteration 3Q (4603.313851 sec): 3 clusters Score: Raw -1348643.241179 + Penalty 1807.181478 = -1346836.059701 nChanged 589 SP:Iteration 4Q (4603.341787 sec): 3 clusters Score: Raw -1348843.927246 + Penalty 1807.181478 = -1347036.745768 nChanged 563 SP:Iteration 5Q (4603.369887 sec): 3 clusters Score: Raw -1349058.383181 + Penalty 1807.181478 = -1347251.201703 nChanged 528 SP:Iteration 6Q (4603.397957 sec): 3 clusters Score: Raw -1349266.226671 + Penalty 1807.181478 = -1347459.045192 nChanged 517 SP:Iteration 7Q (4603.425974 sec): 3 clusters Score: Raw -1349500.022008 + Penalty 1807.181478 = -1347692.840530 nChanged 559 SP:Iteration 8Q (4603.453880 sec): 3 clusters Score: Raw -1349767.350331 + Penalty 1807.181478 = -1347960.168853 nChanged 573 SP:Iteration 9Q (4603.481682 sec): 3 clusters Score: Raw -1350094.003550 + Penalty 1807.181478 = -1348286.822072 nChanged 647 SP:Iteration 10Q (4603.509608 sec): 3 clusters Score: Raw -1350499.587284 + Penalty 1807.181478 = -1348692.405806 nChanged 668 SP:Iteration 11Q (4603.537523 sec): 3 clusters Score: Raw -1350984.633426 + Penalty 1807.181478 = -1349177.451948 nChanged 695 SP:Iteration 12F (4603.565269 sec): 3 clusters Score: Raw -1351442.127747 + Penalty 1807.181478 = -1349634.946268 nChanged 565 SP:Iteration 13Q (4603.592734 sec): 3 clusters Score: Raw -1351794.159760 + Penalty 1807.181478 = -1349986.978282 nChanged 475 SP:Iteration 14Q (4603.619976 sec): 3 clusters Score: Raw -1352050.338832 + Penalty 1807.181478 = -1350243.157353 nChanged 366 SP:Iteration 15Q (4603.647049 sec): 3 clusters Score: Raw -1352217.742073 + Penalty 1807.181478 = -1350410.560595 nChanged 293 SP:Iteration 16Q (4603.673996 sec): 3 clusters Score: Raw -1352340.183840 + Penalty 1807.181478 = -1350533.002362 nChanged 261 SP:Iteration 17Q (4603.700718 sec): 3 clusters Score: Raw -1352447.563293 + Penalty 1807.181478 = -1350640.381815 nChanged 241 SP:Iteration 18Q (4603.727866 sec): 3 clusters Score: Raw -1352543.706434 + Penalty 1807.181478 = -1350736.524956 nChanged 213 SP:Iteration 19Q (4603.754454 sec): 3 clusters Score: Raw -1352634.752625 + Penalty 1807.181478 = -1350827.571147 nChanged 211 SP:Iteration 20F (4603.782252 sec): 3 clusters Score: Raw -1352725.590080 + Penalty 1807.181478 = -1350918.408602 nChanged 200 SP:Iteration 21Q (4603.808866 sec): 3 clusters Score: Raw -1352804.602279 + Penalty 1807.181478 = -1350997.420801 nChanged 171 SP:Iteration 22Q (4603.835413 sec): 3 clusters Score: Raw -1352860.203192 + Penalty 1807.181478 = -1351053.021713 nChanged 152 SP:Iteration 23Q (4603.861842 sec): 3 clusters Score: Raw -1352904.379275 + Penalty 1807.181478 = -1351097.197797 nChanged 142 SP:Iteration 24Q (4603.888083 sec): 3 clusters Score: Raw -1352949.396933 + Penalty 1807.181478 = -1351142.215455 nChanged 142 SP:Iteration 25Q (4603.914346 sec): 3 clusters Score: Raw -1352993.387018 + Penalty 1807.181478 = -1351186.205540 nChanged 133 SP:Iteration 26Q (4603.940416 sec): 3 clusters Score: Raw -1353034.792529 + Penalty 1807.181478 = -1351227.611051 nChanged 120 SP:Iteration 27Q (4603.966686 sec): 3 clusters Score: Raw -1353071.199008 + Penalty 1807.181478 = -1351264.017530 nChanged 123 SP:Iteration 28Q (4603.992849 sec): 3 clusters Score: Raw -1353119.718410 + Penalty 1807.181478 = -1351312.536932 nChanged 137 SP:Iteration 29Q (4604.018729 sec): 3 clusters Score: Raw -1353177.892487 + Penalty 1807.181478 = -1351370.711009 nChanged 129 SP:Iteration 30Q (4604.044588 sec): 3 clusters Score: Raw -1353231.847850 + Penalty 1807.181478 = -1351424.666372 nChanged 105 SP:Iteration 31Q (4604.070500 sec): 3 clusters Score: Raw -1353276.744991 + Penalty 1807.181478 = -1351469.563513 nChanged 104 SP:Iteration 32Q (4604.096279 sec): 3 clusters Score: Raw -1353318.621671 + Penalty 1807.181478 = -1351511.440193 nChanged 104 SP:Iteration 33Q (4604.121911 sec): 3 clusters Score: Raw -1353358.280744 + Penalty 1807.181478 = -1351551.099265 nChanged 82 SP:Iteration 34Q (4604.147379 sec): 3 clusters Score: Raw -1353389.108345 + Penalty 1807.181478 = -1351581.926867 nChanged 79 SP:Iteration 35Q (4604.172865 sec): 3 clusters Score: Raw -1353419.957916 + Penalty 1807.181478 = -1351612.776438 nChanged 62 SP:Iteration 36Q (4604.217689 sec): 3 clusters Score: Raw -1353441.494003 + Penalty 1807.181478 = -1351634.312524 nChanged 61 SP:Iteration 37Q (4604.243027 sec): 3 clusters Score: Raw -1353461.583999 + Penalty 1807.181478 = -1351654.402521 nChanged 66 SP:Iteration 38Q (4604.268239 sec): 3 clusters Score: Raw -1353482.590834 + Penalty 1807.181478 = -1351675.409356 nChanged 58 SP:Iteration 39Q (4604.293199 sec): 3 clusters Score: Raw -1353502.088018 + Penalty 1807.181478 = -1351694.906540 nChanged 52 SP:Iteration 40F (4604.320825 sec): 3 clusters Score: Raw -1353518.992227 + Penalty 1807.181478 = -1351711.810749 nChanged 46 SP:Iteration 41Q (4604.369502 sec): 3 clusters Score: Raw -1353531.479500 + Penalty 1807.181478 = -1351724.298022 nChanged 38 SP:Iteration 42Q (4604.393972 sec): 3 clusters Score: Raw -1353541.870919 + Penalty 1807.181478 = -1351734.689441 nChanged 33 SP:Iteration 43Q (4604.418862 sec): 3 clusters Score: Raw -1353550.637537 + Penalty 1807.181478 = -1351743.456059 nChanged 27 SP:Iteration 44Q (4604.443781 sec): 3 clusters Score: Raw -1353557.006544 + Penalty 1807.181478 = -1351749.825066 nChanged 17 SP:Iteration 45Q (4604.469436 sec): 3 clusters Score: Raw -1353561.035883 + Penalty 1807.181478 = -1351753.854405 nChanged 16 SP:Iteration 46Q (4604.494360 sec): 3 clusters Score: Raw -1353563.997521 + Penalty 1807.181478 = -1351756.816043 nChanged 15 SP:Iteration 47Q (4604.519055 sec): 3 clusters Score: Raw -1353567.074846 + Penalty 1807.181478 = -1351759.893368 nChanged 15 SP:Iteration 48Q (4604.543803 sec): 3 clusters Score: Raw -1353570.000967 + Penalty 1807.181478 = -1351762.819488 nChanged 16 SP:Iteration 49Q (4604.568547 sec): 3 clusters Score: Raw -1353574.491178 + Penalty 1807.181478 = -1351767.309699 nChanged 17 SP:Iteration 50Q (4604.593266 sec): 3 clusters Score: Raw -1353580.106170 + Penalty 1807.181478 = -1351772.924692 nChanged 18 SP:Iteration 51Q (4604.618041 sec): 3 clusters Score: Raw -1353583.769202 + Penalty 1807.181478 = -1351776.587724 nChanged 13 SP:Iteration 52Q (4604.642805 sec): 3 clusters Score: Raw -1353586.102391 + Penalty 1807.181478 = -1351778.920912 nChanged 7 SP:Iteration 53Q (4604.667626 sec): 3 clusters Score: Raw -1353587.208979 + Penalty 1807.181478 = -1351780.027501 nChanged 4 SP:Iteration 54Q (4604.692230 sec): 3 clusters Score: Raw -1353587.646374 + Penalty 1807.181478 = -1351780.464895 nChanged 3 SP:Iteration 55Q (4604.716911 sec): 3 clusters Score: Raw -1353588.126144 + Penalty 1807.181478 = -1351780.944665 nChanged 0 SP:Iteration 56F (4604.744496 sec): 3 clusters Score: Raw -1353588.126144 + Penalty 1807.181478 = -1351780.944665 nChanged 0 Trying to split cluster 5 (1237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4604.758541 sec): 2 clusters Score: Raw -106741.739227 + Penalty 676.442215 = -106065.297012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4604.763925 sec): 3 clusters Score: Raw -106224.131474 + Penalty 1352.884431 = -104871.247044 nChanged 416 SP:Iteration 1F (4604.768783 sec): 3 clusters Score: Raw -106488.846521 + Penalty 1352.884431 = -105135.962091 nChanged 98 SP:Iteration 2F (4604.773624 sec): 3 clusters Score: Raw -106572.644161 + Penalty 1352.884431 = -105219.759731 nChanged 75 SP:Iteration 3F (4604.778500 sec): 3 clusters Score: Raw -106630.241144 + Penalty 1352.884431 = -105277.356713 nChanged 55 SP:Iteration 4Q (4604.783321 sec): 3 clusters Score: Raw -106679.270153 + Penalty 1352.884431 = -105326.385722 nChanged 57 SP:Iteration 5Q (4604.788169 sec): 3 clusters Score: Raw -106738.366091 + Penalty 1352.884431 = -105385.481661 nChanged 53 SP:Iteration 6Q (4604.792995 sec): 3 clusters Score: Raw -106792.269554 + Penalty 1352.884431 = -105439.385124 nChanged 44 SP:Iteration 7Q (4604.797865 sec): 3 clusters Score: Raw -106842.301598 + Penalty 1352.884431 = -105489.417167 nChanged 42 SP:Iteration 8Q (4604.802764 sec): 3 clusters Score: Raw -106878.126640 + Penalty 1352.884431 = -105525.242209 nChanged 33 SP:Iteration 9Q (4604.807602 sec): 3 clusters Score: Raw -106909.923112 + Penalty 1352.884431 = -105557.038681 nChanged 29 SP:Iteration 10Q (4604.812394 sec): 3 clusters Score: Raw -106932.337861 + Penalty 1352.884431 = -105579.453430 nChanged 27 SP:Iteration 11Q (4604.817193 sec): 3 clusters Score: Raw -106955.434643 + Penalty 1352.884431 = -105602.550212 nChanged 33 SP:Iteration 12Q (4604.821944 sec): 3 clusters Score: Raw -106988.503779 + Penalty 1352.884431 = -105635.619348 nChanged 24 SP:Iteration 13Q (4604.826590 sec): 3 clusters Score: Raw -107002.889574 + Penalty 1352.884431 = -105650.005144 nChanged 16 SP:Iteration 14Q (4604.831393 sec): 3 clusters Score: Raw -107017.307641 + Penalty 1352.884431 = -105664.423211 nChanged 15 SP:Iteration 15Q (4604.836171 sec): 3 clusters Score: Raw -107037.791430 + Penalty 1352.884431 = -105684.906999 nChanged 11 SP:Iteration 16Q (4604.840949 sec): 3 clusters Score: Raw -107048.750322 + Penalty 1352.884431 = -105695.865891 nChanged 10 SP:Iteration 17Q (4604.845742 sec): 3 clusters Score: Raw -107055.466199 + Penalty 1352.884431 = -105702.581768 nChanged 8 SP:Iteration 18Q (4604.850535 sec): 3 clusters Score: Raw -107059.521413 + Penalty 1352.884431 = -105706.636983 nChanged 5 SP:Iteration 19Q (4604.855311 sec): 3 clusters Score: Raw -107062.966344 + Penalty 1352.884431 = -105710.081913 nChanged 4 SP:Iteration 20F (4604.860214 sec): 3 clusters Score: Raw -107065.635229 + Penalty 1352.884431 = -105712.750798 nChanged 1 SP:Iteration 21Q (4604.864985 sec): 3 clusters Score: Raw -107065.890005 + Penalty 1352.884431 = -105713.005574 nChanged 1 SP:Iteration 22Q (4604.869660 sec): 3 clusters Score: Raw -107066.146230 + Penalty 1352.884431 = -105713.261799 nChanged 1 SP:Iteration 23Q (4604.874361 sec): 3 clusters Score: Raw -107066.414586 + Penalty 1352.884431 = -105713.530155 nChanged 0 SP:Iteration 24F (4604.879221 sec): 3 clusters Score: Raw -107066.414586 + Penalty 1352.884431 = -105713.530155 nChanged 0 Trying to split cluster 6 (6324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4604.898107 sec): 2 clusters Score: Raw -605036.440805 + Penalty 831.450184 = -604204.990621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4604.918772 sec): 3 clusters Score: Raw -601449.520671 + Penalty 1662.900368 = -599786.620303 nChanged 2733 SP:Iteration 1F (4604.939077 sec): 3 clusters Score: Raw -603048.550256 + Penalty 1662.900368 = -601385.649888 nChanged 424 SP:Iteration 2F (4604.959109 sec): 3 clusters Score: Raw -603261.812129 + Penalty 1662.900368 = -601598.911761 nChanged 356 SP:Iteration 3F (4604.979236 sec): 3 clusters Score: Raw -603442.396115 + Penalty 1662.900368 = -601779.495747 nChanged 330 SP:Iteration 4F (4604.999563 sec): 3 clusters Score: Raw -603608.027443 + Penalty 1662.900368 = -601945.127076 nChanged 288 SP:Iteration 5Q (4605.019682 sec): 3 clusters Score: Raw -603747.659194 + Penalty 1662.900368 = -602084.758827 nChanged 261 SP:Iteration 6Q (4605.039920 sec): 3 clusters Score: Raw -603865.417539 + Penalty 1662.900368 = -602202.517171 nChanged 224 SP:Iteration 7Q (4605.059869 sec): 3 clusters Score: Raw -603958.766051 + Penalty 1662.900368 = -602295.865684 nChanged 196 SP:Iteration 8Q (4605.079892 sec): 3 clusters Score: Raw -604052.465397 + Penalty 1662.900368 = -602389.565029 nChanged 173 SP:Iteration 9Q (4605.100143 sec): 3 clusters Score: Raw -604138.805029 + Penalty 1662.900368 = -602475.904661 nChanged 191 SP:Iteration 10Q (4605.120215 sec): 3 clusters Score: Raw -604230.224559 + Penalty 1662.900368 = -602567.324191 nChanged 186 SP:Iteration 11Q (4605.140253 sec): 3 clusters Score: Raw -604316.693033 + Penalty 1662.900368 = -602653.792665 nChanged 159 SP:Iteration 12Q (4605.160310 sec): 3 clusters Score: Raw -604386.006423 + Penalty 1662.900368 = -602723.106056 nChanged 123 SP:Iteration 13Q (4605.180400 sec): 3 clusters Score: Raw -604429.404083 + Penalty 1662.900368 = -602766.503715 nChanged 111 SP:Iteration 14Q (4605.200550 sec): 3 clusters Score: Raw -604461.483537 + Penalty 1662.900368 = -602798.583169 nChanged 65 SP:Iteration 15Q (4605.220609 sec): 3 clusters Score: Raw -604481.213402 + Penalty 1662.900368 = -602818.313034 nChanged 59 SP:Iteration 16Q (4605.240577 sec): 3 clusters Score: Raw -604502.113146 + Penalty 1662.900368 = -602839.212778 nChanged 73 SP:Iteration 17Q (4605.260716 sec): 3 clusters Score: Raw -604525.879991 + Penalty 1662.900368 = -602862.979624 nChanged 63 SP:Iteration 18Q (4605.280618 sec): 3 clusters Score: Raw -604543.728405 + Penalty 1662.900368 = -602880.828037 nChanged 45 SP:Iteration 19Q (4605.300396 sec): 3 clusters Score: Raw -604556.625387 + Penalty 1662.900368 = -602893.725020 nChanged 42 SP:Iteration 20F (4605.320611 sec): 3 clusters Score: Raw -604568.742390 + Penalty 1662.900368 = -602905.842022 nChanged 36 SP:Iteration 21Q (4605.340433 sec): 3 clusters Score: Raw -604576.000015 + Penalty 1662.900368 = -602913.099648 nChanged 30 SP:Iteration 22Q (4605.360352 sec): 3 clusters Score: Raw -604583.504529 + Penalty 1662.900368 = -602920.604161 nChanged 36 SP:Iteration 23Q (4605.380218 sec): 3 clusters Score: Raw -604590.635712 + Penalty 1662.900368 = -602927.735344 nChanged 28 SP:Iteration 24Q (4605.399904 sec): 3 clusters Score: Raw -604596.748076 + Penalty 1662.900368 = -602933.847709 nChanged 28 SP:Iteration 25Q (4605.419911 sec): 3 clusters Score: Raw -604602.471092 + Penalty 1662.900368 = -602939.570724 nChanged 36 SP:Iteration 26Q (4605.450064 sec): 3 clusters Score: Raw -604610.110378 + Penalty 1662.900368 = -602947.210010 nChanged 43 SP:Iteration 27Q (4605.469814 sec): 3 clusters Score: Raw -604618.393935 + Penalty 1662.900368 = -602955.493568 nChanged 32 SP:Iteration 28Q (4605.489553 sec): 3 clusters Score: Raw -604626.403615 + Penalty 1662.900368 = -602963.503248 nChanged 35 SP:Iteration 29Q (4605.509465 sec): 3 clusters Score: Raw -604636.946033 + Penalty 1662.900368 = -602974.045666 nChanged 46 SP:Iteration 30Q (4605.529238 sec): 3 clusters Score: Raw -604649.312956 + Penalty 1662.900368 = -602986.412589 nChanged 53 SP:Iteration 31Q (4605.549069 sec): 3 clusters Score: Raw -604664.908990 + Penalty 1662.900368 = -603002.008622 nChanged 55 SP:Iteration 32Q (4605.568891 sec): 3 clusters Score: Raw -604676.817893 + Penalty 1662.900368 = -603013.917525 nChanged 48 SP:Iteration 33Q (4605.588684 sec): 3 clusters Score: Raw -604687.714272 + Penalty 1662.900368 = -603024.813905 nChanged 35 SP:Iteration 34Q (4605.608403 sec): 3 clusters Score: Raw -604694.445847 + Penalty 1662.900368 = -603031.545479 nChanged 39 SP:Iteration 35Q (4605.628191 sec): 3 clusters Score: Raw -604703.396534 + Penalty 1662.900368 = -603040.496166 nChanged 27 SP:Iteration 36Q (4605.647885 sec): 3 clusters Score: Raw -604710.413866 + Penalty 1662.900368 = -603047.513499 nChanged 34 SP:Iteration 37Q (4605.667605 sec): 3 clusters Score: Raw -604719.832821 + Penalty 1662.900368 = -603056.932453 nChanged 35 SP:Iteration 38Q (4605.687230 sec): 3 clusters Score: Raw -604728.512812 + Penalty 1662.900368 = -603065.612444 nChanged 30 SP:Iteration 39Q (4605.706887 sec): 3 clusters Score: Raw -604735.182743 + Penalty 1662.900368 = -603072.282375 nChanged 40 SP:Iteration 40F (4605.755458 sec): 3 clusters Score: Raw -604745.007127 + Penalty 1662.900368 = -603082.106759 nChanged 39 SP:Iteration 41Q (4605.775197 sec): 3 clusters Score: Raw -604755.348572 + Penalty 1662.900368 = -603092.448204 nChanged 41 SP:Iteration 42Q (4605.794845 sec): 3 clusters Score: Raw -604766.487526 + Penalty 1662.900368 = -603103.587158 nChanged 44 SP:Iteration 43Q (4605.814567 sec): 3 clusters Score: Raw -604783.671393 + Penalty 1662.900368 = -603120.771026 nChanged 44 SP:Iteration 44Q (4605.834248 sec): 3 clusters Score: Raw -604798.931113 + Penalty 1662.900368 = -603136.030746 nChanged 51 SP:Iteration 45Q (4605.853911 sec): 3 clusters Score: Raw -604816.017851 + Penalty 1662.900368 = -603153.117484 nChanged 45 SP:Iteration 46Q (4605.873578 sec): 3 clusters Score: Raw -604833.509678 + Penalty 1662.900368 = -603170.609310 nChanged 59 SP:Iteration 47Q (4605.893083 sec): 3 clusters Score: Raw -604857.388337 + Penalty 1662.900368 = -603194.487970 nChanged 50 SP:Iteration 48Q (4605.912693 sec): 3 clusters Score: Raw -604873.257957 + Penalty 1662.900368 = -603210.357590 nChanged 46 SP:Iteration 49Q (4605.932220 sec): 3 clusters Score: Raw -604886.801596 + Penalty 1662.900368 = -603223.901228 nChanged 34 SP:Iteration 50Q (4605.951708 sec): 3 clusters Score: Raw -604897.803083 + Penalty 1662.900368 = -603234.902715 nChanged 32 SP:Iteration 51Q (4605.971741 sec): 3 clusters Score: Raw -604909.754316 + Penalty 1662.900368 = -603246.853948 nChanged 39 SP:Iteration 52Q (4605.991336 sec): 3 clusters Score: Raw -604924.942755 + Penalty 1662.900368 = -603262.042388 nChanged 41 SP:Iteration 53Q (4606.010645 sec): 3 clusters Score: Raw -604940.796328 + Penalty 1662.900368 = -603277.895960 nChanged 47 SP:Iteration 54Q (4606.030175 sec): 3 clusters Score: Raw -604959.198819 + Penalty 1662.900368 = -603296.298451 nChanged 52 SP:Iteration 55Q (4606.047703 sec): 3 clusters Score: Raw -604976.616358 + Penalty 1662.900368 = -603313.715991 nChanged 33 SP:Iteration 56Q (4606.066777 sec): 3 clusters Score: Raw -604984.303694 + Penalty 1662.900368 = -603321.403327 nChanged 16 SP:Iteration 57Q (4606.086222 sec): 3 clusters Score: Raw -604987.757166 + Penalty 1662.900368 = -603324.856798 nChanged 14 SP:Iteration 58Q (4606.105557 sec): 3 clusters Score: Raw -604990.425212 + Penalty 1662.900368 = -603327.524845 nChanged 10 SP:Iteration 59Q (4606.160679 sec): 3 clusters Score: Raw -604992.210331 + Penalty 1662.900368 = -603329.309963 nChanged 19 SP:Iteration 60F (4606.213971 sec): 3 clusters Score: Raw -604996.182701 + Penalty 1662.900368 = -603333.282334 nChanged 18 SP:Iteration 61Q (4606.235831 sec): 3 clusters Score: Raw -605000.031652 + Penalty 1662.900368 = -603337.131285 nChanged 20 SP:Iteration 62Q (4606.255823 sec): 3 clusters Score: Raw -605003.652379 + Penalty 1662.900368 = -603340.752011 nChanged 19 SP:Iteration 63Q (4606.275931 sec): 3 clusters Score: Raw -605007.958322 + Penalty 1662.900368 = -603345.057954 nChanged 18 SP:Iteration 64Q (4606.295530 sec): 3 clusters Score: Raw -605011.550921 + Penalty 1662.900368 = -603348.650554 nChanged 17 SP:Iteration 65Q (4606.315323 sec): 3 clusters Score: Raw -605014.248031 + Penalty 1662.900368 = -603351.347664 nChanged 14 SP:Iteration 66Q (4606.334999 sec): 3 clusters Score: Raw -605016.815510 + Penalty 1662.900368 = -603353.915143 nChanged 16 SP:Iteration 67Q (4606.354809 sec): 3 clusters Score: Raw -605020.074940 + Penalty 1662.900368 = -603357.174572 nChanged 17 SP:Iteration 68Q (4606.374673 sec): 3 clusters Score: Raw -605022.909904 + Penalty 1662.900368 = -603360.009536 nChanged 15 SP:Iteration 69Q (4606.393796 sec): 3 clusters Score: Raw -605025.826265 + Penalty 1662.900368 = -603362.925897 nChanged 16 SP:Iteration 70Q (4606.413063 sec): 3 clusters Score: Raw -605029.584835 + Penalty 1662.900368 = -603366.684468 nChanged 21 SP:Iteration 71Q (4606.432374 sec): 3 clusters Score: Raw -605035.412918 + Penalty 1662.900368 = -603372.512550 nChanged 16 SP:Iteration 72Q (4606.451853 sec): 3 clusters Score: Raw -605040.086278 + Penalty 1662.900368 = -603377.185910 nChanged 17 SP:Iteration 73Q (4606.471167 sec): 3 clusters Score: Raw -605043.855294 + Penalty 1662.900368 = -603380.954927 nChanged 20 SP:Iteration 74Q (4606.490484 sec): 3 clusters Score: Raw -605047.695778 + Penalty 1662.900368 = -603384.795411 nChanged 13 SP:Iteration 75Q (4606.509626 sec): 3 clusters Score: Raw -605052.680548 + Penalty 1662.900368 = -603389.780181 nChanged 21 SP:Iteration 76Q (4606.529032 sec): 3 clusters Score: Raw -605061.692556 + Penalty 1662.900368 = -603398.792188 nChanged 20 SP:Iteration 77Q (4606.548383 sec): 3 clusters Score: Raw -605067.246105 + Penalty 1662.900368 = -603404.345738 nChanged 21 SP:Iteration 78Q (4606.567554 sec): 3 clusters Score: Raw -605073.443850 + Penalty 1662.900368 = -603410.543482 nChanged 18 SP:Iteration 79Q (4606.586595 sec): 3 clusters Score: Raw -605076.584379 + Penalty 1662.900368 = -603413.684011 nChanged 13 SP:Iteration 80F (4606.606925 sec): 3 clusters Score: Raw -605079.008981 + Penalty 1662.900368 = -603416.108613 nChanged 11 SP:Iteration 81Q (4606.660858 sec): 3 clusters Score: Raw -605081.136136 + Penalty 1662.900368 = -603418.235768 nChanged 12 SP:Iteration 82Q (4606.689789 sec): 3 clusters Score: Raw -605084.714926 + Penalty 1662.900368 = -603421.814558 nChanged 15 SP:Iteration 83Q (4606.708893 sec): 3 clusters Score: Raw -605088.411108 + Penalty 1662.900368 = -603425.510740 nChanged 11 SP:Iteration 84Q (4606.728185 sec): 3 clusters Score: Raw -605091.615147 + Penalty 1662.900368 = -603428.714780 nChanged 10 SP:Iteration 85Q (4606.747497 sec): 3 clusters Score: Raw -605094.097073 + Penalty 1662.900368 = -603431.196705 nChanged 6 SP:Iteration 86Q (4606.766645 sec): 3 clusters Score: Raw -605095.718634 + Penalty 1662.900368 = -603432.818267 nChanged 9 SP:Iteration 87Q (4606.785799 sec): 3 clusters Score: Raw -605097.999777 + Penalty 1662.900368 = -603435.099409 nChanged 8 SP:Iteration 88Q (4606.804946 sec): 3 clusters Score: Raw -605100.606581 + Penalty 1662.900368 = -603437.706213 nChanged 12 SP:Iteration 89Q (4606.823955 sec): 3 clusters Score: Raw -605103.425499 + Penalty 1662.900368 = -603440.525131 nChanged 9 SP:Iteration 90Q (4606.843233 sec): 3 clusters Score: Raw -605106.167498 + Penalty 1662.900368 = -603443.267130 nChanged 8 SP:Iteration 91Q (4606.862282 sec): 3 clusters Score: Raw -605109.586763 + Penalty 1662.900368 = -603446.686396 nChanged 12 SP:Iteration 92Q (4606.881554 sec): 3 clusters Score: Raw -605115.320460 + Penalty 1662.900368 = -603452.420092 nChanged 12 SP:Iteration 93Q (4606.900768 sec): 3 clusters Score: Raw -605119.705634 + Penalty 1662.900368 = -603456.805266 nChanged 11 SP:Iteration 94Q (4606.920000 sec): 3 clusters Score: Raw -605121.659671 + Penalty 1662.900368 = -603458.759303 nChanged 10 SP:Iteration 95Q (4606.939167 sec): 3 clusters Score: Raw -605122.911096 + Penalty 1662.900368 = -603460.010729 nChanged 5 SP:Iteration 96Q (4606.958448 sec): 3 clusters Score: Raw -605124.023013 + Penalty 1662.900368 = -603461.122645 nChanged 2 SP:Iteration 97Q (4606.977422 sec): 3 clusters Score: Raw -605124.289833 + Penalty 1662.900368 = -603461.389466 nChanged 2 SP:Iteration 98Q (4606.996362 sec): 3 clusters Score: Raw -605124.419448 + Penalty 1662.900368 = -603461.519080 nChanged 0 SP:Iteration 99F (4607.016693 sec): 3 clusters Score: Raw -605124.419448 + Penalty 1662.900368 = -603461.519080 nChanged 0 Trying to split cluster 7 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4607.028857 sec): 2 clusters Score: Raw -46991.612262 + Penalty 597.699068 = -46393.913194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4607.032006 sec): 3 clusters Score: Raw -46846.773636 + Penalty 1195.398137 = -45651.375499 nChanged 180 SP:Iteration 1F (4607.034526 sec): 3 clusters Score: Raw -47039.139830 + Penalty 1195.398137 = -45843.741694 nChanged 53 SP:Iteration 2F (4607.036966 sec): 3 clusters Score: Raw -47148.891813 + Penalty 1195.398137 = -45953.493677 nChanged 33 SP:Iteration 3F (4607.039453 sec): 3 clusters Score: Raw -47189.880653 + Penalty 1195.398137 = -45994.482516 nChanged 20 SP:Iteration 4Q (4607.041882 sec): 3 clusters Score: Raw -47222.424661 + Penalty 1195.398137 = -46027.026524 nChanged 22 SP:Iteration 5Q (4607.044306 sec): 3 clusters Score: Raw -47272.068692 + Penalty 1195.398137 = -46076.670556 nChanged 24 SP:Iteration 6Q (4607.046732 sec): 3 clusters Score: Raw -47356.985674 + Penalty 1195.398137 = -46161.587537 nChanged 28 SP:Iteration 7F (4607.049178 sec): 3 clusters Score: Raw -47446.693530 + Penalty 1195.398137 = -46251.295393 nChanged 25 SP:Iteration 8Q (4607.051581 sec): 3 clusters Score: Raw -47576.164785 + Penalty 1195.398137 = -46380.766649 nChanged 10 SP:Iteration 9Q (4607.054013 sec): 3 clusters Score: Raw -47618.344687 + Penalty 1195.398137 = -46422.946551 nChanged 8 SP:Iteration 10Q (4607.056432 sec): 3 clusters Score: Raw -47643.157857 + Penalty 1195.398137 = -46447.759720 nChanged 6 SP:Iteration 11Q (4607.058799 sec): 3 clusters Score: Raw -47659.579424 + Penalty 1195.398137 = -46464.181288 nChanged 5 SP:Iteration 12Q (4607.061167 sec): 3 clusters Score: Raw -47672.400575 + Penalty 1195.398137 = -46477.002438 nChanged 3 SP:Iteration 13Q (4607.063533 sec): 3 clusters Score: Raw -47682.110223 + Penalty 1195.398137 = -46486.712087 nChanged 2 SP:Iteration 14Q (4607.065892 sec): 3 clusters Score: Raw -47684.824586 + Penalty 1195.398137 = -46489.426449 nChanged 1 SP:Iteration 15Q (4607.068263 sec): 3 clusters Score: Raw -47685.860486 + Penalty 1195.398137 = -46490.462349 nChanged 1 SP:Iteration 16Q (4607.070661 sec): 3 clusters Score: Raw -47686.895239 + Penalty 1195.398137 = -46491.497103 nChanged 1 SP:Iteration 17Q (4607.073049 sec): 3 clusters Score: Raw -47689.702843 + Penalty 1195.398137 = -46494.304707 nChanged 0 SP:Iteration 18F (4607.075489 sec): 3 clusters Score: Raw -47689.702843 + Penalty 1195.398137 = -46494.304707 nChanged 0 Score: Raw -58497035.922800 + Penalty 49431.021155 = -58447604.901645 Splitting cluster 7 changes total score from -58448169.666783 to -58447604.901645 So it's not getting split. Trying to split cluster 8 (24352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4617.982279 sec): 2 clusters Score: Raw -2416791.104448 + Penalty 959.535080 = -2415831.569368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.026204 sec): 3 clusters Score: Raw -2401594.679424 + Penalty 1919.070160 = -2399675.609265 nChanged 11330 SP:Iteration 1F (4618.065303 sec): 3 clusters Score: Raw -2408055.436685 + Penalty 1919.070160 = -2406136.366525 nChanged 1170 SP:Iteration 2Q (4618.105440 sec): 3 clusters Score: Raw -2408506.599033 + Penalty 1919.070160 = -2406587.528873 nChanged 1216 SP:Iteration 3Q (4618.145299 sec): 3 clusters Score: Raw -2409056.958489 + Penalty 1919.070160 = -2407137.888330 nChanged 1316 SP:Iteration 4F (4618.188372 sec): 3 clusters Score: Raw -2409742.368138 + Penalty 1919.070160 = -2407823.297978 nChanged 1445 SP:Iteration 5F (4618.227600 sec): 3 clusters Score: Raw -2410580.946076 + Penalty 1919.070160 = -2408661.875917 nChanged 1493 SP:Iteration 6F (4618.267033 sec): 3 clusters Score: Raw -2411515.009823 + Penalty 1919.070160 = -2409595.939663 nChanged 1425 SP:Iteration 7F (4618.308517 sec): 3 clusters Score: Raw -2412428.734010 + Penalty 1919.070160 = -2410509.663850 nChanged 1285 SP:Iteration 8F (4618.382571 sec): 3 clusters Score: Raw -2413186.523846 + Penalty 1919.070160 = -2411267.453686 nChanged 1022 SP:Iteration 9Q (4618.430860 sec): 3 clusters Score: Raw -2413714.886804 + Penalty 1919.070160 = -2411795.816645 nChanged 807 SP:Iteration 10Q (4618.470094 sec): 3 clusters Score: Raw -2414090.297137 + Penalty 1919.070160 = -2412171.226977 nChanged 647 SP:Iteration 11Q (4618.509412 sec): 3 clusters Score: Raw -2414369.429427 + Penalty 1919.070160 = -2412450.359268 nChanged 548 SP:Iteration 12Q (4618.548350 sec): 3 clusters Score: Raw -2414554.222236 + Penalty 1919.070160 = -2412635.152077 nChanged 405 SP:Iteration 13Q (4618.587371 sec): 3 clusters Score: Raw -2414672.639795 + Penalty 1919.070160 = -2412753.569636 nChanged 308 SP:Iteration 14Q (4618.625977 sec): 3 clusters Score: Raw -2414741.323678 + Penalty 1919.070160 = -2412822.253519 nChanged 255 SP:Iteration 15Q (4618.685347 sec): 3 clusters Score: Raw -2414792.585501 + Penalty 1919.070160 = -2412873.515342 nChanged 221 SP:Iteration 16Q (4618.724619 sec): 3 clusters Score: Raw -2414835.239148 + Penalty 1919.070160 = -2412916.168988 nChanged 187 SP:Iteration 17Q (4618.762899 sec): 3 clusters Score: Raw -2414866.404067 + Penalty 1919.070160 = -2412947.333907 nChanged 178 SP:Iteration 18Q (4618.802262 sec): 3 clusters Score: Raw -2414894.280409 + Penalty 1919.070160 = -2412975.210250 nChanged 164 SP:Iteration 19Q (4618.840541 sec): 3 clusters Score: Raw -2414921.047405 + Penalty 1919.070160 = -2413001.977245 nChanged 152 SP:Iteration 20F (4618.879696 sec): 3 clusters Score: Raw -2414939.785741 + Penalty 1919.070160 = -2413020.715582 nChanged 115 SP:Iteration 21Q (4618.918840 sec): 3 clusters Score: Raw -2414952.703440 + Penalty 1919.070160 = -2413033.633280 nChanged 92 SP:Iteration 22Q (4618.963445 sec): 3 clusters Score: Raw -2414961.135565 + Penalty 1919.070160 = -2413042.065406 nChanged 86 SP:Iteration 23Q (4619.001774 sec): 3 clusters Score: Raw -2414969.087838 + Penalty 1919.070160 = -2413050.017679 nChanged 76 SP:Iteration 24Q (4619.040154 sec): 3 clusters Score: Raw -2414975.154880 + Penalty 1919.070160 = -2413056.084720 nChanged 64 SP:Iteration 25Q (4619.083940 sec): 3 clusters Score: Raw -2414979.487872 + Penalty 1919.070160 = -2413060.417712 nChanged 60 SP:Iteration 26Q (4619.122994 sec): 3 clusters Score: Raw -2414984.694912 + Penalty 1919.070160 = -2413065.624753 nChanged 68 SP:Iteration 27Q (4619.161439 sec): 3 clusters Score: Raw -2414990.861135 + Penalty 1919.070160 = -2413071.790975 nChanged 64 SP:Iteration 28Q (4619.199580 sec): 3 clusters Score: Raw -2414996.226685 + Penalty 1919.070160 = -2413077.156525 nChanged 62 SP:Iteration 29Q (4619.254464 sec): 3 clusters Score: Raw -2415002.226748 + Penalty 1919.070160 = -2413083.156589 nChanged 83 SP:Iteration 30Q (4619.299101 sec): 3 clusters Score: Raw -2415010.414190 + Penalty 1919.070160 = -2413091.344030 nChanged 69 SP:Iteration 31Q (4619.339307 sec): 3 clusters Score: Raw -2415016.372441 + Penalty 1919.070160 = -2413097.302282 nChanged 61 SP:Iteration 32Q (4619.397415 sec): 3 clusters Score: Raw -2415020.838218 + Penalty 1919.070160 = -2413101.768059 nChanged 66 SP:Iteration 33Q (4619.464012 sec): 3 clusters Score: Raw -2415027.229036 + Penalty 1919.070160 = -2413108.158876 nChanged 61 SP:Iteration 34Q (4619.519384 sec): 3 clusters Score: Raw -2415032.328267 + Penalty 1919.070160 = -2413113.258107 nChanged 76 SP:Iteration 35Q (4619.567593 sec): 3 clusters Score: Raw -2415039.970057 + Penalty 1919.070160 = -2413120.899898 nChanged 81 SP:Iteration 36Q (4619.612827 sec): 3 clusters Score: Raw -2415047.952047 + Penalty 1919.070160 = -2413128.881888 nChanged 85 SP:Iteration 37Q (4619.650603 sec): 3 clusters Score: Raw -2415056.878092 + Penalty 1919.070160 = -2413137.807932 nChanged 84 SP:Iteration 38Q (4619.689057 sec): 3 clusters Score: Raw -2415066.785514 + Penalty 1919.070160 = -2413147.715355 nChanged 87 SP:Iteration 39Q (4619.727226 sec): 3 clusters Score: Raw -2415075.781465 + Penalty 1919.070160 = -2413156.711305 nChanged 90 SP:Iteration 40F (4619.772737 sec): 3 clusters Score: Raw -2415085.901331 + Penalty 1919.070160 = -2413166.831172 nChanged 93 SP:Iteration 41Q (4619.810839 sec): 3 clusters Score: Raw -2415094.986409 + Penalty 1919.070160 = -2413175.916250 nChanged 92 SP:Iteration 42Q (4619.849964 sec): 3 clusters Score: Raw -2415104.394364 + Penalty 1919.070160 = -2413185.324204 nChanged 101 SP:Iteration 43Q (4619.899313 sec): 3 clusters Score: Raw -2415115.560343 + Penalty 1919.070160 = -2413196.490183 nChanged 104 SP:Iteration 44Q (4619.945706 sec): 3 clusters Score: Raw -2415127.274061 + Penalty 1919.070160 = -2413208.203901 nChanged 112 SP:Iteration 45Q (4619.983440 sec): 3 clusters Score: Raw -2415140.546973 + Penalty 1919.070160 = -2413221.476814 nChanged 101 SP:Iteration 46Q (4620.034176 sec): 3 clusters Score: Raw -2415151.308939 + Penalty 1919.070160 = -2413232.238780 nChanged 107 SP:Iteration 47Q (4620.076911 sec): 3 clusters Score: Raw -2415164.497087 + Penalty 1919.070160 = -2413245.426927 nChanged 128 SP:Iteration 48Q (4620.114469 sec): 3 clusters Score: Raw -2415182.104502 + Penalty 1919.070160 = -2413263.034343 nChanged 115 SP:Iteration 49Q (4620.173990 sec): 3 clusters Score: Raw -2415195.704273 + Penalty 1919.070160 = -2413276.634114 nChanged 103 SP:Iteration 50Q (4620.211500 sec): 3 clusters Score: Raw -2415207.376113 + Penalty 1919.070160 = -2413288.305954 nChanged 119 SP:Iteration 51Q (4620.270828 sec): 3 clusters Score: Raw -2415224.635850 + Penalty 1919.070160 = -2413305.565690 nChanged 135 SP:Iteration 52Q (4620.342902 sec): 3 clusters Score: Raw -2415245.701405 + Penalty 1919.070160 = -2413326.631245 nChanged 117 SP:Iteration 53Q (4620.380712 sec): 3 clusters Score: Raw -2415265.466665 + Penalty 1919.070160 = -2413346.396505 nChanged 123 SP:Iteration 54Q (4620.418265 sec): 3 clusters Score: Raw -2415285.873176 + Penalty 1919.070160 = -2413366.803016 nChanged 124 SP:Iteration 55Q (4620.455782 sec): 3 clusters Score: Raw -2415305.506869 + Penalty 1919.070160 = -2413386.436710 nChanged 125 SP:Iteration 56Q (4620.499516 sec): 3 clusters Score: Raw -2415326.026407 + Penalty 1919.070160 = -2413406.956247 nChanged 148 SP:Iteration 57Q (4620.556909 sec): 3 clusters Score: Raw -2415351.794151 + Penalty 1919.070160 = -2413432.723992 nChanged 150 SP:Iteration 58Q (4620.594683 sec): 3 clusters Score: Raw -2415376.878779 + Penalty 1919.070160 = -2413457.808620 nChanged 151 SP:Iteration 59Q (4620.631699 sec): 3 clusters Score: Raw -2415404.027103 + Penalty 1919.070160 = -2413484.956944 nChanged 151 SP:Iteration 60F (4620.671026 sec): 3 clusters Score: Raw -2415429.992420 + Penalty 1919.070160 = -2413510.922261 nChanged 135 SP:Iteration 61Q (4620.744124 sec): 3 clusters Score: Raw -2415454.930356 + Penalty 1919.070160 = -2413535.860196 nChanged 141 SP:Iteration 62Q (4620.780635 sec): 3 clusters Score: Raw -2415486.565452 + Penalty 1919.070160 = -2413567.495292 nChanged 170 SP:Iteration 63Q (4620.833687 sec): 3 clusters Score: Raw -2415526.362754 + Penalty 1919.070160 = -2413607.292595 nChanged 175 SP:Iteration 64Q (4620.870971 sec): 3 clusters Score: Raw -2415566.838487 + Penalty 1919.070160 = -2413647.768327 nChanged 176 SP:Iteration 65Q (4620.916369 sec): 3 clusters Score: Raw -2415612.608537 + Penalty 1919.070160 = -2413693.538377 nChanged 188 SP:Iteration 66Q (4620.977689 sec): 3 clusters Score: Raw -2415666.581580 + Penalty 1919.070160 = -2413747.511420 nChanged 194 SP:Iteration 67Q (4621.025617 sec): 3 clusters Score: Raw -2415718.604350 + Penalty 1919.070160 = -2413799.534190 nChanged 179 SP:Iteration 68Q (4621.076507 sec): 3 clusters Score: Raw -2415767.350391 + Penalty 1919.070160 = -2413848.280231 nChanged 184 SP:Iteration 69Q (4621.147022 sec): 3 clusters Score: Raw -2415820.909413 + Penalty 1919.070160 = -2413901.839253 nChanged 196 SP:Iteration 70Q (4621.184185 sec): 3 clusters Score: Raw -2415876.968360 + Penalty 1919.070160 = -2413957.898200 nChanged 194 SP:Iteration 71Q (4621.226790 sec): 3 clusters Score: Raw -2415938.706333 + Penalty 1919.070160 = -2414019.636174 nChanged 195 SP:Iteration 72Q (4621.268285 sec): 3 clusters Score: Raw -2416003.673915 + Penalty 1919.070160 = -2414084.603755 nChanged 189 SP:Iteration 73Q (4621.314016 sec): 3 clusters Score: Raw -2416065.611382 + Penalty 1919.070160 = -2414146.541223 nChanged 187 SP:Iteration 74Q (4621.371408 sec): 3 clusters Score: Raw -2416136.089170 + Penalty 1919.070160 = -2414217.019011 nChanged 171 SP:Iteration 75Q (4621.406373 sec): 3 clusters Score: Raw -2416197.659837 + Penalty 1919.070160 = -2414278.589678 nChanged 173 SP:Iteration 76Q (4621.442037 sec): 3 clusters Score: Raw -2416262.343856 + Penalty 1919.070160 = -2414343.273697 nChanged 171 SP:Iteration 77Q (4621.477637 sec): 3 clusters Score: Raw -2416315.772381 + Penalty 1919.070160 = -2414396.702221 nChanged 146 SP:Iteration 78Q (4621.512957 sec): 3 clusters Score: Raw -2416362.694200 + Penalty 1919.070160 = -2414443.624041 nChanged 129 SP:Iteration 79Q (4621.559022 sec): 3 clusters Score: Raw -2416402.799519 + Penalty 1919.070160 = -2414483.729360 nChanged 110 SP:Iteration 80F (4621.598001 sec): 3 clusters Score: Raw -2416437.088692 + Penalty 1919.070160 = -2414518.018532 nChanged 113 SP:Iteration 81Q (4621.653880 sec): 3 clusters Score: Raw -2416472.218267 + Penalty 1919.070160 = -2414553.148108 nChanged 104 SP:Iteration 82Q (4621.698875 sec): 3 clusters Score: Raw -2416502.222879 + Penalty 1919.070160 = -2414583.152720 nChanged 105 SP:Iteration 83Q (4621.741851 sec): 3 clusters Score: Raw -2416530.963133 + Penalty 1919.070160 = -2414611.892974 nChanged 100 SP:Iteration 84Q (4621.781211 sec): 3 clusters Score: Raw -2416556.119269 + Penalty 1919.070160 = -2414637.049109 nChanged 99 SP:Iteration 85Q (4621.815426 sec): 3 clusters Score: Raw -2416581.754413 + Penalty 1919.070160 = -2414662.684254 nChanged 90 SP:Iteration 86Q (4621.849983 sec): 3 clusters Score: Raw -2416603.280879 + Penalty 1919.070160 = -2414684.210719 nChanged 77 SP:Iteration 87Q (4621.888379 sec): 3 clusters Score: Raw -2416619.324876 + Penalty 1919.070160 = -2414700.254716 nChanged 68 SP:Iteration 88Q (4621.922751 sec): 3 clusters Score: Raw -2416634.595599 + Penalty 1919.070160 = -2414715.525439 nChanged 60 SP:Iteration 89Q (4621.957613 sec): 3 clusters Score: Raw -2416647.767650 + Penalty 1919.070160 = -2414728.697491 nChanged 60 SP:Iteration 90Q (4621.991949 sec): 3 clusters Score: Raw -2416661.320334 + Penalty 1919.070160 = -2414742.250175 nChanged 53 SP:Iteration 91Q (4622.026362 sec): 3 clusters Score: Raw -2416670.598542 + Penalty 1919.070160 = -2414751.528382 nChanged 44 SP:Iteration 92Q (4622.060772 sec): 3 clusters Score: Raw -2416679.005471 + Penalty 1919.070160 = -2414759.935311 nChanged 41 SP:Iteration 93Q (4622.095325 sec): 3 clusters Score: Raw -2416684.983984 + Penalty 1919.070160 = -2414765.913824 nChanged 32 SP:Iteration 94Q (4622.130208 sec): 3 clusters Score: Raw -2416690.495688 + Penalty 1919.070160 = -2414771.425529 nChanged 35 SP:Iteration 95Q (4622.164222 sec): 3 clusters Score: Raw -2416695.738532 + Penalty 1919.070160 = -2414776.668372 nChanged 39 SP:Iteration 96Q (4622.201878 sec): 3 clusters Score: Raw -2416701.369187 + Penalty 1919.070160 = -2414782.299027 nChanged 33 SP:Iteration 97Q (4622.235952 sec): 3 clusters Score: Raw -2416707.162518 + Penalty 1919.070160 = -2414788.092358 nChanged 28 SP:Iteration 98Q (4622.270103 sec): 3 clusters Score: Raw -2416711.285764 + Penalty 1919.070160 = -2414792.215604 nChanged 27 SP:Iteration 99Q (4622.304187 sec): 3 clusters Score: Raw -2416714.662603 + Penalty 1919.070160 = -2414795.592443 nChanged 25 SP:Iteration 100F (4622.358945 sec): 3 clusters Score: Raw -2416719.021819 + Penalty 1919.070160 = -2414799.951659 nChanged 30 SP:Iteration 101Q (4622.393042 sec): 3 clusters Score: Raw -2416724.678349 + Penalty 1919.070160 = -2414805.608189 nChanged 33 SP:Iteration 102Q (4622.427079 sec): 3 clusters Score: Raw -2416731.342209 + Penalty 1919.070160 = -2414812.272050 nChanged 39 SP:Iteration 103Q (4622.461142 sec): 3 clusters Score: Raw -2416738.986463 + Penalty 1919.070160 = -2414819.916304 nChanged 28 SP:Iteration 104Q (4622.495201 sec): 3 clusters Score: Raw -2416744.286640 + Penalty 1919.070160 = -2414825.216480 nChanged 31 SP:Iteration 105Q (4622.529095 sec): 3 clusters Score: Raw -2416750.117382 + Penalty 1919.070160 = -2414831.047222 nChanged 28 SP:Iteration 106Q (4622.563089 sec): 3 clusters Score: Raw -2416754.419007 + Penalty 1919.070160 = -2414835.348847 nChanged 25 SP:Iteration 107Q (4622.622680 sec): 3 clusters Score: Raw -2416758.828173 + Penalty 1919.070160 = -2414839.758013 nChanged 29 SP:Iteration 108Q (4622.656087 sec): 3 clusters Score: Raw -2416764.286418 + Penalty 1919.070160 = -2414845.216258 nChanged 24 SP:Iteration 109Q (4622.715392 sec): 3 clusters Score: Raw -2416767.260777 + Penalty 1919.070160 = -2414848.190617 nChanged 20 SP:Iteration 110Q (4622.749676 sec): 3 clusters Score: Raw -2416770.282471 + Penalty 1919.070160 = -2414851.212312 nChanged 18 SP:Iteration 111Q (4622.783017 sec): 3 clusters Score: Raw -2416772.935349 + Penalty 1919.070160 = -2414853.865189 nChanged 11 SP:Iteration 112Q (4622.830480 sec): 3 clusters Score: Raw -2416774.302104 + Penalty 1919.070160 = -2414855.231945 nChanged 10 SP:Iteration 113Q (4622.884990 sec): 3 clusters Score: Raw -2416775.650888 + Penalty 1919.070160 = -2414856.580728 nChanged 9 SP:Iteration 114Q (4622.931984 sec): 3 clusters Score: Raw -2416776.851325 + Penalty 1919.070160 = -2414857.781165 nChanged 12 SP:Iteration 115Q (4622.958605 sec): 3 clusters Score: Raw -2416778.980949 + Penalty 1919.070160 = -2414859.910789 nChanged 15 SP:Iteration 116Q (4622.992677 sec): 3 clusters Score: Raw -2416780.922311 + Penalty 1919.070160 = -2414861.852151 nChanged 12 SP:Iteration 117Q (4623.028976 sec): 3 clusters Score: Raw -2416782.150626 + Penalty 1919.070160 = -2414863.080467 nChanged 6 SP:Iteration 118Q (4623.063530 sec): 3 clusters Score: Raw -2416782.841262 + Penalty 1919.070160 = -2414863.771103 nChanged 7 SP:Iteration 119Q (4623.097090 sec): 3 clusters Score: Raw -2416783.961202 + Penalty 1919.070160 = -2414864.891042 nChanged 8 SP:Iteration 120F (4623.136088 sec): 3 clusters Score: Raw -2416785.001959 + Penalty 1919.070160 = -2414865.931800 nChanged 11 SP:Iteration 121Q (4623.170008 sec): 3 clusters Score: Raw -2416786.760490 + Penalty 1919.070160 = -2414867.690330 nChanged 13 SP:Iteration 122Q (4623.204226 sec): 3 clusters Score: Raw -2416788.871409 + Penalty 1919.070160 = -2414869.801249 nChanged 9 SP:Iteration 123Q (4623.247268 sec): 3 clusters Score: Raw -2416789.956980 + Penalty 1919.070160 = -2414870.886820 nChanged 5 SP:Iteration 124Q (4623.280416 sec): 3 clusters Score: Raw -2416790.848924 + Penalty 1919.070160 = -2414871.778764 nChanged 7 SP:Iteration 125Q (4623.313976 sec): 3 clusters Score: Raw -2416792.018602 + Penalty 1919.070160 = -2414872.948443 nChanged 8 SP:Iteration 126Q (4623.347707 sec): 3 clusters Score: Raw -2416793.389619 + Penalty 1919.070160 = -2414874.319459 nChanged 10 SP:Iteration 127Q (4623.381360 sec): 3 clusters Score: Raw -2416795.230292 + Penalty 1919.070160 = -2414876.160133 nChanged 12 SP:Iteration 128Q (4623.414973 sec): 3 clusters Score: Raw -2416796.956003 + Penalty 1919.070160 = -2414877.885843 nChanged 11 SP:Iteration 129Q (4623.448734 sec): 3 clusters Score: Raw -2416798.816257 + Penalty 1919.070160 = -2414879.746098 nChanged 12 SP:Iteration 130Q (4623.482607 sec): 3 clusters Score: Raw -2416800.999995 + Penalty 1919.070160 = -2414881.929836 nChanged 16 SP:Iteration 131Q (4623.527739 sec): 3 clusters Score: Raw -2416804.052767 + Penalty 1919.070160 = -2414884.982608 nChanged 26 SP:Iteration 132Q (4623.575230 sec): 3 clusters Score: Raw -2416809.268074 + Penalty 1919.070160 = -2414890.197915 nChanged 26 SP:Iteration 133Q (4623.609263 sec): 3 clusters Score: Raw -2416814.279485 + Penalty 1919.070160 = -2414895.209325 nChanged 26 SP:Iteration 134Q (4623.645599 sec): 3 clusters Score: Raw -2416818.702282 + Penalty 1919.070160 = -2414899.632122 nChanged 22 SP:Iteration 135Q (4623.678250 sec): 3 clusters Score: Raw -2416823.090996 + Penalty 1919.070160 = -2414904.020836 nChanged 23 SP:Iteration 136Q (4623.711707 sec): 3 clusters Score: Raw -2416827.710869 + Penalty 1919.070160 = -2414908.640709 nChanged 21 SP:Iteration 137Q (4623.745757 sec): 3 clusters Score: Raw -2416833.574720 + Penalty 1919.070160 = -2414914.504560 nChanged 26 SP:Iteration 138Q (4623.779523 sec): 3 clusters Score: Raw -2416838.568741 + Penalty 1919.070160 = -2414919.498582 nChanged 23 SP:Iteration 139Q (4623.813524 sec): 3 clusters Score: Raw -2416843.636622 + Penalty 1919.070160 = -2414924.566462 nChanged 17 SP:Iteration 140F (4623.852971 sec): 3 clusters Score: Raw -2416846.856321 + Penalty 1919.070160 = -2414927.786162 nChanged 20 SP:Iteration 141Q (4623.892418 sec): 3 clusters Score: Raw -2416852.261020 + Penalty 1919.070160 = -2414933.190861 nChanged 22 SP:Iteration 142Q (4623.930957 sec): 3 clusters Score: Raw -2416857.206832 + Penalty 1919.070160 = -2414938.136672 nChanged 16 SP:Iteration 143Q (4623.964186 sec): 3 clusters Score: Raw -2416859.924152 + Penalty 1919.070160 = -2414940.853993 nChanged 18 SP:Iteration 144Q (4623.997831 sec): 3 clusters Score: Raw -2416862.959670 + Penalty 1919.070160 = -2414943.889511 nChanged 13 SP:Iteration 145Q (4624.031866 sec): 3 clusters Score: Raw -2416864.969498 + Penalty 1919.070160 = -2414945.899339 nChanged 13 SP:Iteration 146Q (4624.065487 sec): 3 clusters Score: Raw -2416867.035925 + Penalty 1919.070160 = -2414947.965765 nChanged 12 SP:Iteration 147Q (4624.113652 sec): 3 clusters Score: Raw -2416868.751875 + Penalty 1919.070160 = -2414949.681715 nChanged 13 SP:Iteration 148Q (4624.148537 sec): 3 clusters Score: Raw -2416870.555157 + Penalty 1919.070160 = -2414951.484998 nChanged 5 SP:Iteration 149Q (4624.195416 sec): 3 clusters Score: Raw -2416871.202299 + Penalty 1919.070160 = -2414952.132139 nChanged 7 SP:Iteration 150Q (4624.239479 sec): 3 clusters Score: Raw -2416872.070368 + Penalty 1919.070160 = -2414953.000208 nChanged 5 SP:Iteration 151Q (4624.281717 sec): 3 clusters Score: Raw -2416872.926907 + Penalty 1919.070160 = -2414953.856748 nChanged 9 SP:Iteration 152Q (4624.314919 sec): 3 clusters Score: Raw -2416874.910463 + Penalty 1919.070160 = -2414955.840303 nChanged 14 SP:Iteration 153Q (4624.355619 sec): 3 clusters Score: Raw -2416877.304038 + Penalty 1919.070160 = -2414958.233878 nChanged 9 SP:Iteration 154Q (4624.389379 sec): 3 clusters Score: Raw -2416878.845151 + Penalty 1919.070160 = -2414959.774992 nChanged 11 SP:Iteration 155Q (4624.422845 sec): 3 clusters Score: Raw -2416880.597616 + Penalty 1919.070160 = -2414961.527456 nChanged 3 SP:Iteration 156Q (4624.496235 sec): 3 clusters Score: Raw -2416881.086128 + Penalty 1919.070160 = -2414962.015968 nChanged 8 SP:Iteration 157Q (4624.534334 sec): 3 clusters Score: Raw -2416882.212416 + Penalty 1919.070160 = -2414963.142257 nChanged 8 SP:Iteration 158Q (4624.562185 sec): 3 clusters Score: Raw -2416884.051240 + Penalty 1919.070160 = -2414964.981081 nChanged 5 SP:Iteration 159Q (4624.599307 sec): 3 clusters Score: Raw -2416884.956084 + Penalty 1919.070160 = -2414965.885924 nChanged 5 SP:Iteration 160F (4624.638254 sec): 3 clusters Score: Raw -2416885.599019 + Penalty 1919.070160 = -2414966.528859 nChanged 2 SP:Iteration 161Q (4624.672361 sec): 3 clusters Score: Raw -2416885.833719 + Penalty 1919.070160 = -2414966.763559 nChanged 2 SP:Iteration 162Q (4624.708521 sec): 3 clusters Score: Raw -2416886.022818 + Penalty 1919.070160 = -2414966.952659 nChanged 2 SP:Iteration 163Q (4624.762845 sec): 3 clusters Score: Raw -2416886.311639 + Penalty 1919.070160 = -2414967.241479 nChanged 1 SP:Iteration 164Q (4624.788174 sec): 3 clusters Score: Raw -2416886.594972 + Penalty 1919.070160 = -2414967.524813 nChanged 2 SP:Iteration 165Q (4624.821996 sec): 3 clusters Score: Raw -2416886.979394 + Penalty 1919.070160 = -2414967.909235 nChanged 1 SP:Iteration 166Q (4624.860972 sec): 3 clusters Score: Raw -2416887.024834 + Penalty 1919.070160 = -2414967.954675 nChanged 1 SP:Iteration 167Q (4624.909315 sec): 3 clusters Score: Raw -2416887.127012 + Penalty 1919.070160 = -2414968.056853 nChanged 2 SP:Iteration 168Q (4624.942203 sec): 3 clusters Score: Raw -2416887.394277 + Penalty 1919.070160 = -2414968.324117 nChanged 1 SP:Iteration 169Q (4624.982542 sec): 3 clusters Score: Raw -2416887.535055 + Penalty 1919.070160 = -2414968.464896 nChanged 2 SP:Iteration 170Q (4625.016148 sec): 3 clusters Score: Raw -2416887.687700 + Penalty 1919.070160 = -2414968.617540 nChanged 1 SP:Iteration 171Q (4625.049473 sec): 3 clusters Score: Raw -2416887.896348 + Penalty 1919.070160 = -2414968.826188 nChanged 1 SP:Iteration 172Q (4625.089349 sec): 3 clusters Score: Raw -2416888.020892 + Penalty 1919.070160 = -2414968.950732 nChanged 1 SP:Iteration 173Q (4625.128847 sec): 3 clusters Score: Raw -2416888.089987 + Penalty 1919.070160 = -2414969.019827 nChanged 0 SP:Iteration 174F (4625.168744 sec): 3 clusters Score: Raw -2416888.089987 + Penalty 1919.070160 = -2414969.019827 nChanged 0 Trying to split cluster 9 (4192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4625.189102 sec): 2 clusters Score: Raw -414771.859828 + Penalty 792.388656 = -413979.471171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4625.205699 sec): 3 clusters Score: Raw -412432.034396 + Penalty 1584.777313 = -410847.257083 nChanged 1799 SP:Iteration 1F (4625.220771 sec): 3 clusters Score: Raw -413416.472566 + Penalty 1584.777313 = -411831.695253 nChanged 287 SP:Iteration 2F (4625.235747 sec): 3 clusters Score: Raw -413546.783028 + Penalty 1584.777313 = -411962.005715 nChanged 214 SP:Iteration 3F (4625.249268 sec): 3 clusters Score: Raw -413642.518218 + Penalty 1584.777313 = -412057.740905 nChanged 169 SP:Iteration 4Q (4625.273972 sec): 3 clusters Score: Raw -413712.514860 + Penalty 1584.777313 = -412127.737547 nChanged 151 SP:Iteration 5Q (4625.288936 sec): 3 clusters Score: Raw -413772.221827 + Penalty 1584.777313 = -412187.444514 nChanged 131 SP:Iteration 6Q (4625.304030 sec): 3 clusters Score: Raw -413820.917003 + Penalty 1584.777313 = -412236.139691 nChanged 102 SP:Iteration 7Q (4625.326670 sec): 3 clusters Score: Raw -413856.388855 + Penalty 1584.777313 = -412271.611542 nChanged 96 SP:Iteration 8Q (4625.379877 sec): 3 clusters Score: Raw -413897.633288 + Penalty 1584.777313 = -412312.855975 nChanged 102 SP:Iteration 9Q (4625.433474 sec): 3 clusters Score: Raw -413934.719839 + Penalty 1584.777313 = -412349.942526 nChanged 92 SP:Iteration 10Q (4625.496269 sec): 3 clusters Score: Raw -413974.942296 + Penalty 1584.777313 = -412390.164983 nChanged 94 SP:Iteration 11Q (4625.538668 sec): 3 clusters Score: Raw -414018.219132 + Penalty 1584.777313 = -412433.441819 nChanged 86 SP:Iteration 12Q (4625.590716 sec): 3 clusters Score: Raw -414058.227664 + Penalty 1584.777313 = -412473.450351 nChanged 97 SP:Iteration 13Q (4625.647375 sec): 3 clusters Score: Raw -414097.352235 + Penalty 1584.777313 = -412512.574922 nChanged 88 SP:Iteration 14Q (4625.698842 sec): 3 clusters Score: Raw -414135.871594 + Penalty 1584.777313 = -412551.094281 nChanged 83 SP:Iteration 15Q (4625.754189 sec): 3 clusters Score: Raw -414178.060662 + Penalty 1584.777313 = -412593.283349 nChanged 96 SP:Iteration 16Q (4625.809881 sec): 3 clusters Score: Raw -414231.119141 + Penalty 1584.777313 = -412646.341828 nChanged 97 SP:Iteration 17Q (4625.866719 sec): 3 clusters Score: Raw -414277.752197 + Penalty 1584.777313 = -412692.974884 nChanged 99 SP:Iteration 18Q (4625.935174 sec): 3 clusters Score: Raw -414317.464935 + Penalty 1584.777313 = -412732.687622 nChanged 80 SP:Iteration 19Q (4625.991630 sec): 3 clusters Score: Raw -414349.381598 + Penalty 1584.777313 = -412764.604286 nChanged 72 SP:Iteration 20F (4626.045251 sec): 3 clusters Score: Raw -414382.378939 + Penalty 1584.777313 = -412797.601626 nChanged 78 SP:Iteration 21Q (4626.095985 sec): 3 clusters Score: Raw -414412.907530 + Penalty 1584.777313 = -412828.130217 nChanged 56 SP:Iteration 22Q (4626.146801 sec): 3 clusters Score: Raw -414436.994567 + Penalty 1584.777313 = -412852.217254 nChanged 55 SP:Iteration 23Q (4626.199067 sec): 3 clusters Score: Raw -414455.502716 + Penalty 1584.777313 = -412870.725403 nChanged 45 SP:Iteration 24Q (4626.244180 sec): 3 clusters Score: Raw -414474.172531 + Penalty 1584.777313 = -412889.395218 nChanged 40 SP:Iteration 25Q (4626.282740 sec): 3 clusters Score: Raw -414492.278137 + Penalty 1584.777313 = -412907.500824 nChanged 57 SP:Iteration 26Q (4626.340748 sec): 3 clusters Score: Raw -414521.925875 + Penalty 1584.777313 = -412937.148562 nChanged 52 SP:Iteration 27Q (4626.378196 sec): 3 clusters Score: Raw -414541.134574 + Penalty 1584.777313 = -412956.357261 nChanged 41 SP:Iteration 28Q (4626.425672 sec): 3 clusters Score: Raw -414556.212284 + Penalty 1584.777313 = -412971.434971 nChanged 43 SP:Iteration 29Q (4626.471111 sec): 3 clusters Score: Raw -414576.281709 + Penalty 1584.777313 = -412991.504396 nChanged 33 SP:Iteration 30Q (4626.521136 sec): 3 clusters Score: Raw -414589.861839 + Penalty 1584.777313 = -413005.084526 nChanged 35 SP:Iteration 31Q (4626.573718 sec): 3 clusters Score: Raw -414600.554798 + Penalty 1584.777313 = -413015.777485 nChanged 29 SP:Iteration 32Q (4626.611993 sec): 3 clusters Score: Raw -414612.809491 + Penalty 1584.777313 = -413028.032178 nChanged 36 SP:Iteration 33Q (4626.662289 sec): 3 clusters Score: Raw -414631.535410 + Penalty 1584.777313 = -413046.758097 nChanged 39 SP:Iteration 34Q (4626.724272 sec): 3 clusters Score: Raw -414648.967811 + Penalty 1584.777313 = -413064.190498 nChanged 36 SP:Iteration 35Q (4626.764648 sec): 3 clusters Score: Raw -414664.945089 + Penalty 1584.777313 = -413080.167776 nChanged 41 SP:Iteration 36Q (4626.809447 sec): 3 clusters Score: Raw -414683.345925 + Penalty 1584.777313 = -413098.568612 nChanged 32 SP:Iteration 37Q (4626.863649 sec): 3 clusters Score: Raw -414696.799045 + Penalty 1584.777313 = -413112.021732 nChanged 28 SP:Iteration 38Q (4626.907003 sec): 3 clusters Score: Raw -414707.937304 + Penalty 1584.777313 = -413123.159991 nChanged 23 SP:Iteration 39Q (4626.947389 sec): 3 clusters Score: Raw -414716.481215 + Penalty 1584.777313 = -413131.703902 nChanged 20 SP:Iteration 40F (4627.007114 sec): 3 clusters Score: Raw -414721.950464 + Penalty 1584.777313 = -413137.173151 nChanged 15 SP:Iteration 41Q (4627.056014 sec): 3 clusters Score: Raw -414727.809166 + Penalty 1584.777313 = -413143.031853 nChanged 14 SP:Iteration 42Q (4627.098943 sec): 3 clusters Score: Raw -414732.398754 + Penalty 1584.777313 = -413147.621441 nChanged 11 SP:Iteration 43Q (4627.143998 sec): 3 clusters Score: Raw -414736.851773 + Penalty 1584.777313 = -413152.074460 nChanged 17 SP:Iteration 44Q (4627.197137 sec): 3 clusters Score: Raw -414742.898432 + Penalty 1584.777313 = -413158.121119 nChanged 17 SP:Iteration 45Q (4627.240203 sec): 3 clusters Score: Raw -414747.958205 + Penalty 1584.777313 = -413163.180892 nChanged 10 SP:Iteration 46Q (4627.290721 sec): 3 clusters Score: Raw -414751.610655 + Penalty 1584.777313 = -413166.833342 nChanged 10 SP:Iteration 47Q (4627.344048 sec): 3 clusters Score: Raw -414754.784157 + Penalty 1584.777313 = -413170.006844 nChanged 6 SP:Iteration 48Q (4627.400063 sec): 3 clusters Score: Raw -414757.361853 + Penalty 1584.777313 = -413172.584540 nChanged 7 SP:Iteration 49Q (4627.445308 sec): 3 clusters Score: Raw -414759.875404 + Penalty 1584.777313 = -413175.098091 nChanged 6 SP:Iteration 50Q (4627.500035 sec): 3 clusters Score: Raw -414763.659635 + Penalty 1584.777313 = -413178.882322 nChanged 8 SP:Iteration 51Q (4627.541464 sec): 3 clusters Score: Raw -414765.506855 + Penalty 1584.777313 = -413180.729542 nChanged 5 SP:Iteration 52Q (4627.592625 sec): 3 clusters Score: Raw -414766.983240 + Penalty 1584.777313 = -413182.205927 nChanged 5 SP:Iteration 53Q (4627.637281 sec): 3 clusters Score: Raw -414768.337176 + Penalty 1584.777313 = -413183.559863 nChanged 3 SP:Iteration 54Q (4627.693344 sec): 3 clusters Score: Raw -414768.752983 + Penalty 1584.777313 = -413183.975670 nChanged 1 SP:Iteration 55Q (4627.723898 sec): 3 clusters Score: Raw -414769.156773 + Penalty 1584.777313 = -413184.379460 nChanged 2 SP:Iteration 56Q (4627.765329 sec): 3 clusters Score: Raw -414769.646575 + Penalty 1584.777313 = -413184.869262 nChanged 1 SP:Iteration 57Q (4627.808245 sec): 3 clusters Score: Raw -414769.880662 + Penalty 1584.777313 = -413185.103349 nChanged 2 SP:Iteration 58Q (4627.859744 sec): 3 clusters Score: Raw -414770.355987 + Penalty 1584.777313 = -413185.578674 nChanged 3 SP:Iteration 59Q (4627.900754 sec): 3 clusters Score: Raw -414771.124782 + Penalty 1584.777313 = -413186.347469 nChanged 3 SP:Iteration 60F (4627.946068 sec): 3 clusters Score: Raw -414771.644776 + Penalty 1584.777313 = -413186.867463 nChanged 2 SP:Iteration 61Q (4628.000549 sec): 3 clusters Score: Raw -414772.208467 + Penalty 1584.777313 = -413187.431154 nChanged 3 SP:Iteration 62Q (4628.048738 sec): 3 clusters Score: Raw -414772.635604 + Penalty 1584.777313 = -413187.858291 nChanged 3 SP:Iteration 63Q (4628.090751 sec): 3 clusters Score: Raw -414773.064562 + Penalty 1584.777313 = -413188.287249 nChanged 4 SP:Iteration 64Q (4628.150104 sec): 3 clusters Score: Raw -414773.870612 + Penalty 1584.777313 = -413189.093299 nChanged 6 SP:Iteration 65Q (4628.197943 sec): 3 clusters Score: Raw -414775.813754 + Penalty 1584.777313 = -413191.036441 nChanged 7 SP:Iteration 66Q (4628.251759 sec): 3 clusters Score: Raw -414778.263874 + Penalty 1584.777313 = -413193.486561 nChanged 9 SP:Iteration 67Q (4628.297336 sec): 3 clusters Score: Raw -414782.295184 + Penalty 1584.777313 = -413197.517871 nChanged 14 SP:Iteration 68Q (4628.352539 sec): 3 clusters Score: Raw -414791.462901 + Penalty 1584.777313 = -413206.685588 nChanged 12 SP:Iteration 69Q (4628.399725 sec): 3 clusters Score: Raw -414796.014188 + Penalty 1584.777313 = -413211.236875 nChanged 14 SP:Iteration 70Q (4628.444476 sec): 3 clusters Score: Raw -414800.225826 + Penalty 1584.777313 = -413215.448513 nChanged 10 SP:Iteration 71Q (4628.493945 sec): 3 clusters Score: Raw -414803.138907 + Penalty 1584.777313 = -413218.361594 nChanged 7 SP:Iteration 72Q (4628.542601 sec): 3 clusters Score: Raw -414805.971221 + Penalty 1584.777313 = -413221.193908 nChanged 9 SP:Iteration 73Q (4628.599422 sec): 3 clusters Score: Raw -414810.791052 + Penalty 1584.777313 = -413226.013739 nChanged 11 SP:Iteration 74Q (4628.648718 sec): 3 clusters Score: Raw -414814.377679 + Penalty 1584.777313 = -413229.600366 nChanged 6 SP:Iteration 75Q (4628.697373 sec): 3 clusters Score: Raw -414816.509831 + Penalty 1584.777313 = -413231.732518 nChanged 4 SP:Iteration 76Q (4628.737505 sec): 3 clusters Score: Raw -414817.915015 + Penalty 1584.777313 = -413233.137702 nChanged 4 SP:Iteration 77Q (4628.796244 sec): 3 clusters Score: Raw -414819.412767 + Penalty 1584.777313 = -413234.635454 nChanged 6 SP:Iteration 78Q (4628.852530 sec): 3 clusters Score: Raw -414821.331206 + Penalty 1584.777313 = -413236.553893 nChanged 8 SP:Iteration 79Q (4628.899632 sec): 3 clusters Score: Raw -414824.731891 + Penalty 1584.777313 = -413239.954578 nChanged 10 SP:Iteration 80F (4628.953103 sec): 3 clusters Score: Raw -414828.301965 + Penalty 1584.777313 = -413243.524652 nChanged 6 SP:Iteration 81Q (4629.001797 sec): 3 clusters Score: Raw -414829.961905 + Penalty 1584.777313 = -413245.184592 nChanged 10 SP:Iteration 82Q (4629.055853 sec): 3 clusters Score: Raw -414834.372402 + Penalty 1584.777313 = -413249.595089 nChanged 7 SP:Iteration 83Q (4629.101088 sec): 3 clusters Score: Raw -414837.339195 + Penalty 1584.777313 = -413252.561882 nChanged 3 SP:Iteration 84Q (4629.149562 sec): 3 clusters Score: Raw -414838.140840 + Penalty 1584.777313 = -413253.363527 nChanged 1 SP:Iteration 85Q (4629.197279 sec): 3 clusters Score: Raw -414838.681539 + Penalty 1584.777313 = -413253.904226 nChanged 2 SP:Iteration 86Q (4629.237389 sec): 3 clusters Score: Raw -414839.853892 + Penalty 1584.777313 = -413255.076579 nChanged 3 SP:Iteration 87Q (4629.294017 sec): 3 clusters Score: Raw -414841.443140 + Penalty 1584.777313 = -413256.665827 nChanged 1 SP:Iteration 88Q (4629.339580 sec): 3 clusters Score: Raw -414841.803547 + Penalty 1584.777313 = -413257.026234 nChanged 2 SP:Iteration 89Q (4629.390439 sec): 3 clusters Score: Raw -414842.355633 + Penalty 1584.777313 = -413257.578320 nChanged 1 SP:Iteration 90Q (4629.444138 sec): 3 clusters Score: Raw -414842.685877 + Penalty 1584.777313 = -413257.908564 nChanged 1 SP:Iteration 91Q (4629.490673 sec): 3 clusters Score: Raw -414842.990677 + Penalty 1584.777313 = -413258.213364 nChanged 1 SP:Iteration 92Q (4629.553749 sec): 3 clusters Score: Raw -414843.172495 + Penalty 1584.777313 = -413258.395182 nChanged 2 SP:Iteration 93Q (4629.594547 sec): 3 clusters Score: Raw -414843.478207 + Penalty 1584.777313 = -413258.700894 nChanged 2 SP:Iteration 94Q (4629.652170 sec): 3 clusters Score: Raw -414844.420192 + Penalty 1584.777313 = -413259.642879 nChanged 2 SP:Iteration 95Q (4629.692224 sec): 3 clusters Score: Raw -414845.460662 + Penalty 1584.777313 = -413260.683349 nChanged 4 SP:Iteration 96Q (4629.744763 sec): 3 clusters Score: Raw -414846.713121 + Penalty 1584.777313 = -413261.935808 nChanged 2 SP:Iteration 97Q (4629.798409 sec): 3 clusters Score: Raw -414847.851651 + Penalty 1584.777313 = -413263.074338 nChanged 3 SP:Iteration 98Q (4629.845394 sec): 3 clusters Score: Raw -414848.451975 + Penalty 1584.777313 = -413263.674662 nChanged 0 SP:Iteration 99F (4629.892251 sec): 3 clusters Score: Raw -414848.451975 + Penalty 1584.777313 = -413263.674662 nChanged 0 Trying to split cluster 10 (4789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4629.922697 sec): 2 clusters Score: Raw -471557.280819 + Penalty 805.037306 = -470752.243514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4629.965023 sec): 3 clusters Score: Raw -468882.556143 + Penalty 1610.074611 = -467272.481532 nChanged 2068 SP:Iteration 1F (4630.028496 sec): 3 clusters Score: Raw -470087.009258 + Penalty 1610.074611 = -468476.934647 nChanged 327 SP:Iteration 2F (4630.076910 sec): 3 clusters Score: Raw -470294.892068 + Penalty 1610.074611 = -468684.817457 nChanged 317 SP:Iteration 3F (4630.128077 sec): 3 clusters Score: Raw -470495.051053 + Penalty 1610.074611 = -468884.976442 nChanged 302 SP:Iteration 4F (4630.170580 sec): 3 clusters Score: Raw -470683.206041 + Penalty 1610.074611 = -469073.131430 nChanged 243 SP:Iteration 5F (4630.219594 sec): 3 clusters Score: Raw -470842.899984 + Penalty 1610.074611 = -469232.825373 nChanged 250 SP:Iteration 6F (4630.270562 sec): 3 clusters Score: Raw -471012.057578 + Penalty 1610.074611 = -469401.982966 nChanged 209 SP:Iteration 7Q (4630.321254 sec): 3 clusters Score: Raw -471138.484150 + Penalty 1610.074611 = -469528.409539 nChanged 164 SP:Iteration 8Q (4630.383757 sec): 3 clusters Score: Raw -471248.043845 + Penalty 1610.074611 = -469637.969234 nChanged 133 SP:Iteration 9Q (4630.421753 sec): 3 clusters Score: Raw -471331.519145 + Penalty 1610.074611 = -469721.444534 nChanged 100 SP:Iteration 10Q (4630.472799 sec): 3 clusters Score: Raw -471382.469768 + Penalty 1610.074611 = -469772.395157 nChanged 83 SP:Iteration 11Q (4630.523771 sec): 3 clusters Score: Raw -471414.644308 + Penalty 1610.074611 = -469804.569697 nChanged 56 SP:Iteration 12Q (4630.570262 sec): 3 clusters Score: Raw -471432.882801 + Penalty 1610.074611 = -469822.808189 nChanged 43 SP:Iteration 13Q (4630.610059 sec): 3 clusters Score: Raw -471446.502202 + Penalty 1610.074611 = -469836.427591 nChanged 31 SP:Iteration 14Q (4630.657815 sec): 3 clusters Score: Raw -471452.786507 + Penalty 1610.074611 = -469842.711895 nChanged 19 SP:Iteration 15Q (4630.693552 sec): 3 clusters Score: Raw -471457.073318 + Penalty 1610.074611 = -469846.998707 nChanged 27 SP:Iteration 16Q (4630.746127 sec): 3 clusters Score: Raw -471463.272619 + Penalty 1610.074611 = -469853.198008 nChanged 19 SP:Iteration 17Q (4630.798154 sec): 3 clusters Score: Raw -471467.935467 + Penalty 1610.074611 = -469857.860856 nChanged 27 SP:Iteration 18Q (4630.845948 sec): 3 clusters Score: Raw -471473.177422 + Penalty 1610.074611 = -469863.102811 nChanged 20 SP:Iteration 19Q (4630.889470 sec): 3 clusters Score: Raw -471476.269582 + Penalty 1610.074611 = -469866.194971 nChanged 14 SP:Iteration 20F (4630.934975 sec): 3 clusters Score: Raw -471478.749837 + Penalty 1610.074611 = -469868.675226 nChanged 10 SP:Iteration 21Q (4630.987596 sec): 3 clusters Score: Raw -471480.119880 + Penalty 1610.074611 = -469870.045269 nChanged 9 SP:Iteration 22Q (4631.033197 sec): 3 clusters Score: Raw -471481.246748 + Penalty 1610.074611 = -469871.172137 nChanged 3 SP:Iteration 23Q (4631.084856 sec): 3 clusters Score: Raw -471481.800126 + Penalty 1610.074611 = -469871.725515 nChanged 4 SP:Iteration 24Q (4631.132476 sec): 3 clusters Score: Raw -471482.995114 + Penalty 1610.074611 = -469872.920503 nChanged 3 SP:Iteration 25Q (4631.180986 sec): 3 clusters Score: Raw -471483.486985 + Penalty 1610.074611 = -469873.412374 nChanged 1 SP:Iteration 26Q (4631.226898 sec): 3 clusters Score: Raw -471483.646849 + Penalty 1610.074611 = -469873.572238 nChanged 1 SP:Iteration 27Q (4631.270300 sec): 3 clusters Score: Raw -471483.694826 + Penalty 1610.074611 = -469873.620214 nChanged 3 SP:Iteration 28Q (4631.310290 sec): 3 clusters Score: Raw -471483.910473 + Penalty 1610.074611 = -469873.835862 nChanged 0 SP:Iteration 29F (4631.370911 sec): 3 clusters Score: Raw -471483.910473 + Penalty 1610.074611 = -469873.835862 nChanged 0 Trying to split cluster 11 (15828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.407119 sec): 2 clusters Score: Raw -1464321.656722 + Penalty 918.605901 = -1463403.050821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.457549 sec): 3 clusters Score: Raw -1454583.879176 + Penalty 1837.211802 = -1452746.667374 nChanged 7232 SP:Iteration 1F (4631.526651 sec): 3 clusters Score: Raw -1458753.429409 + Penalty 1837.211802 = -1456916.217607 nChanged 1073 SP:Iteration 2F (4631.581777 sec): 3 clusters Score: Raw -1459362.171745 + Penalty 1837.211802 = -1457524.959942 nChanged 1186 SP:Iteration 3F (4631.656743 sec): 3 clusters Score: Raw -1460152.756231 + Penalty 1837.211802 = -1458315.544429 nChanged 1254 SP:Iteration 4F (4631.715837 sec): 3 clusters Score: Raw -1461151.144371 + Penalty 1837.211802 = -1459313.932568 nChanged 1156 SP:Iteration 5F (4631.781032 sec): 3 clusters Score: Raw -1462012.269849 + Penalty 1837.211802 = -1460175.058047 nChanged 947 SP:Iteration 6F (4631.841065 sec): 3 clusters Score: Raw -1462643.323892 + Penalty 1837.211802 = -1460806.112089 nChanged 696 SP:Iteration 7Q (4631.907764 sec): 3 clusters Score: Raw -1463066.571715 + Penalty 1837.211802 = -1461229.359913 nChanged 570 SP:Iteration 8Q (4631.970559 sec): 3 clusters Score: Raw -1463386.181279 + Penalty 1837.211802 = -1461548.969477 nChanged 422 SP:Iteration 9Q (4632.045876 sec): 3 clusters Score: Raw -1463581.623730 + Penalty 1837.211802 = -1461744.411928 nChanged 331 SP:Iteration 10Q (4632.104926 sec): 3 clusters Score: Raw -1463738.618038 + Penalty 1837.211802 = -1461901.406235 nChanged 277 SP:Iteration 11Q (4632.159101 sec): 3 clusters Score: Raw -1463882.631339 + Penalty 1837.211802 = -1462045.419537 nChanged 262 SP:Iteration 12Q (4632.225356 sec): 3 clusters Score: Raw -1464012.009485 + Penalty 1837.211802 = -1462174.797682 nChanged 238 SP:Iteration 13Q (4632.292628 sec): 3 clusters Score: Raw -1464137.414831 + Penalty 1837.211802 = -1462300.203028 nChanged 214 SP:Iteration 14Q (4632.354408 sec): 3 clusters Score: Raw -1464254.195608 + Penalty 1837.211802 = -1462416.983805 nChanged 180 SP:Iteration 15Q (4632.411015 sec): 3 clusters Score: Raw -1464353.276215 + Penalty 1837.211802 = -1462516.064412 nChanged 147 SP:Iteration 16Q (4632.474611 sec): 3 clusters Score: Raw -1464443.826336 + Penalty 1837.211802 = -1462606.614533 nChanged 111 SP:Iteration 17Q (4632.539005 sec): 3 clusters Score: Raw -1464511.663865 + Penalty 1837.211802 = -1462674.452062 nChanged 95 SP:Iteration 18Q (4632.601816 sec): 3 clusters Score: Raw -1464557.840822 + Penalty 1837.211802 = -1462720.629019 nChanged 82 SP:Iteration 19Q (4632.664385 sec): 3 clusters Score: Raw -1464591.952999 + Penalty 1837.211802 = -1462754.741197 nChanged 62 SP:Iteration 20F (4632.732987 sec): 3 clusters Score: Raw -1464616.148672 + Penalty 1837.211802 = -1462778.936869 nChanged 46 SP:Iteration 21Q (4632.799296 sec): 3 clusters Score: Raw -1464635.241235 + Penalty 1837.211802 = -1462798.029432 nChanged 38 SP:Iteration 22Q (4632.865899 sec): 3 clusters Score: Raw -1464651.782867 + Penalty 1837.211802 = -1462814.571065 nChanged 24 SP:Iteration 23Q (4632.929771 sec): 3 clusters Score: Raw -1464660.643433 + Penalty 1837.211802 = -1462823.431630 nChanged 24 SP:Iteration 24Q (4632.994892 sec): 3 clusters Score: Raw -1464667.209196 + Penalty 1837.211802 = -1462829.997393 nChanged 19 SP:Iteration 25Q (4633.060197 sec): 3 clusters Score: Raw -1464675.432760 + Penalty 1837.211802 = -1462838.220958 nChanged 28 SP:Iteration 26Q (4633.114748 sec): 3 clusters Score: Raw -1464690.024844 + Penalty 1837.211802 = -1462852.813042 nChanged 30 SP:Iteration 27Q (4633.191535 sec): 3 clusters Score: Raw -1464701.715335 + Penalty 1837.211802 = -1462864.503533 nChanged 30 SP:Iteration 28Q (4633.255210 sec): 3 clusters Score: Raw -1464711.260628 + Penalty 1837.211802 = -1462874.048826 nChanged 23 SP:Iteration 29Q (4633.322363 sec): 3 clusters Score: Raw -1464718.282471 + Penalty 1837.211802 = -1462881.070669 nChanged 15 SP:Iteration 30Q (4633.383690 sec): 3 clusters Score: Raw -1464722.474671 + Penalty 1837.211802 = -1462885.262868 nChanged 13 SP:Iteration 31Q (4633.448290 sec): 3 clusters Score: Raw -1464725.860964 + Penalty 1837.211802 = -1462888.649161 nChanged 13 SP:Iteration 32Q (4633.506398 sec): 3 clusters Score: Raw -1464728.526454 + Penalty 1837.211802 = -1462891.314652 nChanged 7 SP:Iteration 33Q (4633.564215 sec): 3 clusters Score: Raw -1464730.003596 + Penalty 1837.211802 = -1462892.791793 nChanged 6 SP:Iteration 34Q (4633.623376 sec): 3 clusters Score: Raw -1464731.187707 + Penalty 1837.211802 = -1462893.975905 nChanged 7 SP:Iteration 35Q (4633.679899 sec): 3 clusters Score: Raw -1464732.254623 + Penalty 1837.211802 = -1462895.042821 nChanged 3 SP:Iteration 36Q (4633.749603 sec): 3 clusters Score: Raw -1464732.789677 + Penalty 1837.211802 = -1462895.577874 nChanged 5 SP:Iteration 37Q (4633.819190 sec): 3 clusters Score: Raw -1464733.582328 + Penalty 1837.211802 = -1462896.370526 nChanged 3 SP:Iteration 38Q (4633.877444 sec): 3 clusters Score: Raw -1464734.007712 + Penalty 1837.211802 = -1462896.795910 nChanged 5 SP:Iteration 39Q (4633.943092 sec): 3 clusters Score: Raw -1464735.039220 + Penalty 1837.211802 = -1462897.827418 nChanged 5 SP:Iteration 40F (4634.019661 sec): 3 clusters Score: Raw -1464736.419724 + Penalty 1837.211802 = -1462899.207922 nChanged 6 SP:Iteration 41Q (4634.079102 sec): 3 clusters Score: Raw -1464737.251752 + Penalty 1837.211802 = -1462900.039950 nChanged 3 SP:Iteration 42Q (4634.143494 sec): 3 clusters Score: Raw -1464737.979179 + Penalty 1837.211802 = -1462900.767377 nChanged 4 SP:Iteration 43Q (4634.206546 sec): 3 clusters Score: Raw -1464738.703067 + Penalty 1837.211802 = -1462901.491264 nChanged 5 SP:Iteration 44Q (4634.268210 sec): 3 clusters Score: Raw -1464740.149099 + Penalty 1837.211802 = -1462902.937297 nChanged 1 SP:Iteration 45Q (4634.323861 sec): 3 clusters Score: Raw -1464740.365749 + Penalty 1837.211802 = -1462903.153946 nChanged 0 SP:Iteration 46F (4634.384321 sec): 3 clusters Score: Raw -1464740.365749 + Penalty 1837.211802 = -1462903.153946 nChanged 0 Trying to split cluster 12 (78254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4634.493054 sec): 2 clusters Score: Raw -7479934.127201 + Penalty 1070.432946 = -7478863.694255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4634.637083 sec): 3 clusters Score: Raw -7428487.240970 + Penalty 2140.865893 = -7426346.375078 nChanged 37721 SP:Iteration 1F (4634.781946 sec): 3 clusters Score: Raw -7452524.920262 + Penalty 2140.865893 = -7450384.054369 nChanged 5019 SP:Iteration 2F (4634.930178 sec): 3 clusters Score: Raw -7455391.917498 + Penalty 2140.865893 = -7453251.051605 nChanged 5455 SP:Iteration 3F (4635.074682 sec): 3 clusters Score: Raw -7458989.965833 + Penalty 2140.865893 = -7456849.099940 nChanged 5400 SP:Iteration 4F (4635.219887 sec): 3 clusters Score: Raw -7462943.048225 + Penalty 2140.865893 = -7460802.182332 nChanged 4862 SP:Iteration 5F (4635.371365 sec): 3 clusters Score: Raw -7466734.432095 + Penalty 2140.865893 = -7464593.566203 nChanged 3849 SP:Iteration 6Q (4635.516330 sec): 3 clusters Score: Raw -7469847.760098 + Penalty 2140.865893 = -7467706.894205 nChanged 2933 SP:Iteration 7Q (4635.644177 sec): 3 clusters Score: Raw -7472101.098817 + Penalty 2140.865893 = -7469960.232924 nChanged 2175 SP:Iteration 8Q (4635.784525 sec): 3 clusters Score: Raw -7473505.839089 + Penalty 2140.865893 = -7471364.973196 nChanged 1758 SP:Iteration 9Q (4635.926520 sec): 3 clusters Score: Raw -7474507.717872 + Penalty 2140.865893 = -7472366.851979 nChanged 1500 SP:Iteration 10Q (4636.058581 sec): 3 clusters Score: Raw -7475326.352776 + Penalty 2140.865893 = -7473185.486884 nChanged 1366 SP:Iteration 11Q (4636.182488 sec): 3 clusters Score: Raw -7476066.809821 + Penalty 2140.865893 = -7473925.943928 nChanged 1236 SP:Iteration 12Q (4636.318158 sec): 3 clusters Score: Raw -7476726.820793 + Penalty 2140.865893 = -7474585.954900 nChanged 1108 SP:Iteration 13Q (4636.455469 sec): 3 clusters Score: Raw -7477356.394889 + Penalty 2140.865893 = -7475215.528996 nChanged 1013 SP:Iteration 14Q (4636.572876 sec): 3 clusters Score: Raw -7477941.551832 + Penalty 2140.865893 = -7475800.685939 nChanged 856 SP:Iteration 15Q (4636.703125 sec): 3 clusters Score: Raw -7478447.663073 + Penalty 2140.865893 = -7476306.797180 nChanged 700 SP:Iteration 16Q (4636.828271 sec): 3 clusters Score: Raw -7478855.057388 + Penalty 2140.865893 = -7476714.191496 nChanged 561 SP:Iteration 17Q (4636.957774 sec): 3 clusters Score: Raw -7479174.335793 + Penalty 2140.865893 = -7477033.469900 nChanged 462 SP:Iteration 18Q (4637.082458 sec): 3 clusters Score: Raw -7479438.615046 + Penalty 2140.865893 = -7477297.749154 nChanged 360 SP:Iteration 19Q (4637.201803 sec): 3 clusters Score: Raw -7479645.272496 + Penalty 2140.865893 = -7477504.406603 nChanged 265 SP:Iteration 20F (4637.335895 sec): 3 clusters Score: Raw -7479771.526191 + Penalty 2140.865893 = -7477630.660298 nChanged 201 SP:Iteration 21Q (4637.462611 sec): 3 clusters Score: Raw -7479866.561866 + Penalty 2140.865893 = -7477725.695973 nChanged 152 SP:Iteration 22Q (4637.582723 sec): 3 clusters Score: Raw -7479948.191420 + Penalty 2140.865893 = -7477807.325527 nChanged 118 SP:Iteration 23Q (4637.699660 sec): 3 clusters Score: Raw -7480010.754466 + Penalty 2140.865893 = -7477869.888574 nChanged 87 SP:Iteration 24Q (4637.827210 sec): 3 clusters Score: Raw -7480059.695656 + Penalty 2140.865893 = -7477918.829763 nChanged 61 SP:Iteration 25Q (4637.956114 sec): 3 clusters Score: Raw -7480091.418773 + Penalty 2140.865893 = -7477950.552880 nChanged 36 SP:Iteration 26Q (4638.082371 sec): 3 clusters Score: Raw -7480108.665403 + Penalty 2140.865893 = -7477967.799510 nChanged 25 SP:Iteration 27Q (4638.212594 sec): 3 clusters Score: Raw -7480119.087428 + Penalty 2140.865893 = -7477978.221535 nChanged 19 SP:Iteration 28Q (4638.328613 sec): 3 clusters Score: Raw -7480128.829092 + Penalty 2140.865893 = -7477987.963199 nChanged 17 SP:Iteration 29Q (4638.454560 sec): 3 clusters Score: Raw -7480133.598912 + Penalty 2140.865893 = -7477992.733019 nChanged 9 SP:Iteration 30Q (4638.574431 sec): 3 clusters Score: Raw -7480136.548105 + Penalty 2140.865893 = -7477995.682212 nChanged 10 SP:Iteration 31Q (4638.695921 sec): 3 clusters Score: Raw -7480140.919160 + Penalty 2140.865893 = -7478000.053267 nChanged 8 SP:Iteration 32Q (4638.817048 sec): 3 clusters Score: Raw -7480145.125023 + Penalty 2140.865893 = -7478004.259130 nChanged 13 SP:Iteration 33Q (4638.938840 sec): 3 clusters Score: Raw -7480149.146987 + Penalty 2140.865893 = -7478008.281094 nChanged 10 SP:Iteration 34Q (4639.058588 sec): 3 clusters Score: Raw -7480153.079926 + Penalty 2140.865893 = -7478012.214033 nChanged 11 SP:Iteration 35Q (4639.182343 sec): 3 clusters Score: Raw -7480155.683928 + Penalty 2140.865893 = -7478014.818035 nChanged 7 SP:Iteration 36Q (4639.307043 sec): 3 clusters Score: Raw -7480157.060579 + Penalty 2140.865893 = -7478016.194686 nChanged 4 SP:Iteration 37Q (4639.429350 sec): 3 clusters Score: Raw -7480158.085931 + Penalty 2140.865893 = -7478017.220038 nChanged 3 SP:Iteration 38Q (4639.553345 sec): 3 clusters Score: Raw -7480159.168221 + Penalty 2140.865893 = -7478018.302328 nChanged 4 SP:Iteration 39Q (4639.670501 sec): 3 clusters Score: Raw -7480161.753333 + Penalty 2140.865893 = -7478020.887440 nChanged 5 SP:Iteration 40F (4639.814463 sec): 3 clusters Score: Raw -7480165.563014 + Penalty 2140.865893 = -7478024.697121 nChanged 10 SP:Iteration 41Q (4639.938721 sec): 3 clusters Score: Raw -7480169.838964 + Penalty 2140.865893 = -7478028.973071 nChanged 10 SP:Iteration 42Q (4640.059141 sec): 3 clusters Score: Raw -7480173.268919 + Penalty 2140.865893 = -7478032.403026 nChanged 5 SP:Iteration 43Q (4640.176644 sec): 3 clusters Score: Raw -7480175.972200 + Penalty 2140.865893 = -7478035.106307 nChanged 4 SP:Iteration 44Q (4640.290692 sec): 3 clusters Score: Raw -7480178.012127 + Penalty 2140.865893 = -7478037.146234 nChanged 6 SP:Iteration 45Q (4640.407381 sec): 3 clusters Score: Raw -7480179.935701 + Penalty 2140.865893 = -7478039.069808 nChanged 5 SP:Iteration 46Q (4640.522971 sec): 3 clusters Score: Raw -7480181.691546 + Penalty 2140.865893 = -7478040.825653 nChanged 2 SP:Iteration 47Q (4640.645228 sec): 3 clusters Score: Raw -7480182.090748 + Penalty 2140.865893 = -7478041.224856 nChanged 1 SP:Iteration 48Q (4640.773978 sec): 3 clusters Score: Raw -7480182.206144 + Penalty 2140.865893 = -7478041.340252 nChanged 0 SP:Iteration 49F (4640.902134 sec): 3 clusters Score: Raw -7480182.206144 + Penalty 2140.865893 = -7478041.340252 nChanged 0 Trying to split cluster 13 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4640.945011 sec): 2 clusters Score: Raw -22245.553375 + Penalty 524.918029 = -21720.635345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4640.991613 sec): 3 clusters Score: Raw -22230.841919 + Penalty 1049.836058 = -21181.005860 nChanged 64 SP:Iteration 1F (4641.043245 sec): 3 clusters Score: Raw -22324.722200 + Penalty 1049.836058 = -21274.886141 nChanged 18 SP:Iteration 2F (4641.085429 sec): 3 clusters Score: Raw -22360.010602 + Penalty 1049.836058 = -21310.174544 nChanged 9 SP:Iteration 3Q (4641.134713 sec): 3 clusters Score: Raw -22382.346003 + Penalty 1049.836058 = -21332.509944 nChanged 5 SP:Iteration 4Q (4641.183865 sec): 3 clusters Score: Raw -22387.946991 + Penalty 1049.836058 = -21338.110932 nChanged 1 SP:Iteration 5Q (4641.231606 sec): 3 clusters Score: Raw -22388.657239 + Penalty 1049.836058 = -21338.821180 nChanged 0 SP:Iteration 6F (4641.280251 sec): 3 clusters Score: Raw -22388.657239 + Penalty 1049.836058 = -21338.821180 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4641.304763 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4641.341168 sec): 3 clusters Score: Raw -10816.386314 + Penalty 979.125403 = -9837.260911 nChanged 39 SP:Iteration 1F (4641.395391 sec): 3 clusters Score: Raw -10941.955678 + Penalty 979.125403 = -9962.830275 nChanged 15 SP:Iteration 2F (4641.440490 sec): 3 clusters Score: Raw -11014.788873 + Penalty 979.125403 = -10035.663470 nChanged 11 SP:Iteration 3F (4641.481772 sec): 3 clusters Score: Raw -11053.576100 + Penalty 979.125403 = -10074.450697 nChanged 9 SP:Iteration 4F (4641.528384 sec): 3 clusters Score: Raw -11082.044640 + Penalty 979.125403 = -10102.919237 nChanged 5 SP:Iteration 5Q (4641.577659 sec): 3 clusters Score: Raw -11103.115607 + Penalty 979.125403 = -10123.990204 nChanged 4 SP:Iteration 6Q (4641.623106 sec): 3 clusters Score: Raw -11168.890519 + Penalty 979.125403 = -10189.765116 nChanged 5 SP:Iteration 7Q (4641.668756 sec): 3 clusters Score: Raw -11207.117744 + Penalty 979.125403 = -10227.992341 nChanged 5 SP:Iteration 8Q (4641.720162 sec): 3 clusters Score: Raw -11271.223767 + Penalty 979.125403 = -10292.098364 nChanged 5 SP:Iteration 9Q (4641.769610 sec): 3 clusters Score: Raw -11393.013492 + Penalty 979.125403 = -10413.888089 nChanged 7 SP:Iteration 10Q (4641.808123 sec): 3 clusters Score: Raw -11513.357121 + Penalty 979.125403 = -10534.231718 nChanged 3 SP:Iteration 11Q (4641.867152 sec): 3 clusters Score: Raw -11542.614118 + Penalty 979.125403 = -10563.488715 nChanged 1 SP:Iteration 12Q (4641.914176 sec): 3 clusters Score: Raw -11555.642992 + Penalty 979.125403 = -10576.517589 nChanged 0 SP:Iteration 13F (4641.963725 sec): 3 clusters Score: Raw -11555.642992 + Penalty 979.125403 = -10576.517589 nChanged 0 Score: Raw -58497181.156671 + Penalty 49431.021155 = -58447750.135516 Splitting cluster 14 changes total score from -58448169.666783 to -58447750.135516 So it's not getting split. Trying to split cluster 15 (14672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4653.372143 sec): 2 clusters Score: Raw -1403279.053913 + Penalty 911.401138 = -1402367.652775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4653.449275 sec): 3 clusters Score: Raw -1394370.268092 + Penalty 1822.802277 = -1392547.465815 nChanged 6612 SP:Iteration 1F (4653.510847 sec): 3 clusters Score: Raw -1398174.424590 + Penalty 1822.802277 = -1396351.622313 nChanged 759 SP:Iteration 2F (4653.567783 sec): 3 clusters Score: Raw -1398573.155738 + Penalty 1822.802277 = -1396750.353461 nChanged 807 SP:Iteration 3F (4653.639164 sec): 3 clusters Score: Raw -1399191.137790 + Penalty 1822.802277 = -1397368.335513 nChanged 919 SP:Iteration 4F (4653.699936 sec): 3 clusters Score: Raw -1400049.342101 + Penalty 1822.802277 = -1398226.539824 nChanged 991 SP:Iteration 5F (4653.750937 sec): 3 clusters Score: Raw -1400985.515509 + Penalty 1822.802277 = -1399162.713232 nChanged 1008 SP:Iteration 6F (4653.811889 sec): 3 clusters Score: Raw -1401751.921622 + Penalty 1822.802277 = -1399929.119345 nChanged 815 SP:Iteration 7F (4653.881615 sec): 3 clusters Score: Raw -1402203.590238 + Penalty 1822.802277 = -1400380.787961 nChanged 583 SP:Iteration 8Q (4653.937014 sec): 3 clusters Score: Raw -1402475.646292 + Penalty 1822.802277 = -1400652.844016 nChanged 430 SP:Iteration 9Q (4654.006157 sec): 3 clusters Score: Raw -1402648.428012 + Penalty 1822.802277 = -1400825.625735 nChanged 319 SP:Iteration 10Q (4654.073337 sec): 3 clusters Score: Raw -1402764.492783 + Penalty 1822.802277 = -1400941.690506 nChanged 280 SP:Iteration 11Q (4654.122939 sec): 3 clusters Score: Raw -1402850.402631 + Penalty 1822.802277 = -1401027.600354 nChanged 236 SP:Iteration 12Q (4654.177557 sec): 3 clusters Score: Raw -1402919.075967 + Penalty 1822.802277 = -1401096.273690 nChanged 193 SP:Iteration 13Q (4654.246800 sec): 3 clusters Score: Raw -1402968.828815 + Penalty 1822.802277 = -1401146.026538 nChanged 165 SP:Iteration 14Q (4654.296395 sec): 3 clusters Score: Raw -1403008.171516 + Penalty 1822.802277 = -1401185.369239 nChanged 165 SP:Iteration 15Q (4654.373900 sec): 3 clusters Score: Raw -1403039.892476 + Penalty 1822.802277 = -1401217.090199 nChanged 127 SP:Iteration 16Q (4654.439472 sec): 3 clusters Score: Raw -1403067.474046 + Penalty 1822.802277 = -1401244.671769 nChanged 117 SP:Iteration 17Q (4654.500063 sec): 3 clusters Score: Raw -1403087.423453 + Penalty 1822.802277 = -1401264.621176 nChanged 92 SP:Iteration 18Q (4654.571349 sec): 3 clusters Score: Raw -1403099.016680 + Penalty 1822.802277 = -1401276.214403 nChanged 58 SP:Iteration 19Q (4654.637227 sec): 3 clusters Score: Raw -1403105.600329 + Penalty 1822.802277 = -1401282.798052 nChanged 59 SP:Iteration 20F (4654.703529 sec): 3 clusters Score: Raw -1403112.541949 + Penalty 1822.802277 = -1401289.739672 nChanged 57 SP:Iteration 21Q (4654.760377 sec): 3 clusters Score: Raw -1403120.095544 + Penalty 1822.802277 = -1401297.293267 nChanged 47 SP:Iteration 22Q (4654.826270 sec): 3 clusters Score: Raw -1403126.111077 + Penalty 1822.802277 = -1401303.308800 nChanged 50 SP:Iteration 23Q (4654.890955 sec): 3 clusters Score: Raw -1403131.087241 + Penalty 1822.802277 = -1401308.284964 nChanged 47 SP:Iteration 24Q (4654.954096 sec): 3 clusters Score: Raw -1403135.142972 + Penalty 1822.802277 = -1401312.340695 nChanged 33 SP:Iteration 25Q (4655.034772 sec): 3 clusters Score: Raw -1403138.355592 + Penalty 1822.802277 = -1401315.553315 nChanged 25 SP:Iteration 26Q (4655.103068 sec): 3 clusters Score: Raw -1403140.103106 + Penalty 1822.802277 = -1401317.300829 nChanged 19 SP:Iteration 27Q (4655.171063 sec): 3 clusters Score: Raw -1403141.112280 + Penalty 1822.802277 = -1401318.310003 nChanged 15 SP:Iteration 28Q (4655.238563 sec): 3 clusters Score: Raw -1403141.894079 + Penalty 1822.802277 = -1401319.091802 nChanged 12 SP:Iteration 29Q (4655.289129 sec): 3 clusters Score: Raw -1403142.739808 + Penalty 1822.802277 = -1401319.937531 nChanged 15 SP:Iteration 30Q (4655.364533 sec): 3 clusters Score: Raw -1403143.543956 + Penalty 1822.802277 = -1401320.741679 nChanged 11 SP:Iteration 31Q (4655.430022 sec): 3 clusters Score: Raw -1403143.879627 + Penalty 1822.802277 = -1401321.077350 nChanged 6 SP:Iteration 32Q (4655.497387 sec): 3 clusters Score: Raw -1403144.107599 + Penalty 1822.802277 = -1401321.305322 nChanged 3 SP:Iteration 33Q (4655.558572 sec): 3 clusters Score: Raw -1403144.310740 + Penalty 1822.802277 = -1401321.508463 nChanged 5 SP:Iteration 34Q (4655.625382 sec): 3 clusters Score: Raw -1403144.491074 + Penalty 1822.802277 = -1401321.688797 nChanged 4 SP:Iteration 35Q (4655.686915 sec): 3 clusters Score: Raw -1403144.700708 + Penalty 1822.802277 = -1401321.898432 nChanged 5 SP:Iteration 36Q (4655.757457 sec): 3 clusters Score: Raw -1403144.869086 + Penalty 1822.802277 = -1401322.066809 nChanged 2 SP:Iteration 37Q (4655.813785 sec): 3 clusters Score: Raw -1403144.986499 + Penalty 1822.802277 = -1401322.184222 nChanged 2 SP:Iteration 38Q (4655.883851 sec): 3 clusters Score: Raw -1403145.039116 + Penalty 1822.802277 = -1401322.236839 nChanged 2 SP:Iteration 39Q (4655.951570 sec): 3 clusters Score: Raw -1403145.072667 + Penalty 1822.802277 = -1401322.270390 nChanged 3 SP:Iteration 40F (4656.009580 sec): 3 clusters Score: Raw -1403145.159609 + Penalty 1822.802277 = -1401322.357332 nChanged 3 SP:Iteration 41Q (4656.070869 sec): 3 clusters Score: Raw -1403145.250903 + Penalty 1822.802277 = -1401322.448626 nChanged 5 SP:Iteration 42Q (4656.136380 sec): 3 clusters Score: Raw -1403145.363453 + Penalty 1822.802277 = -1401322.561177 nChanged 3 SP:Iteration 43Q (4656.195720 sec): 3 clusters Score: Raw -1403145.555507 + Penalty 1822.802277 = -1401322.753230 nChanged 1 SP:Iteration 44Q (4656.256387 sec): 3 clusters Score: Raw -1403145.670844 + Penalty 1822.802277 = -1401322.868567 nChanged 5 SP:Iteration 45Q (4656.323345 sec): 3 clusters Score: Raw -1403146.018927 + Penalty 1822.802277 = -1401323.216650 nChanged 5 SP:Iteration 46Q (4656.382004 sec): 3 clusters Score: Raw -1403146.291900 + Penalty 1822.802277 = -1401323.489623 nChanged 7 SP:Iteration 47Q (4656.458678 sec): 3 clusters Score: Raw -1403146.622605 + Penalty 1822.802277 = -1401323.820328 nChanged 3 SP:Iteration 48Q (4656.508983 sec): 3 clusters Score: Raw -1403146.754112 + Penalty 1822.802277 = -1401323.951835 nChanged 5 SP:Iteration 49Q (4656.585208 sec): 3 clusters Score: Raw -1403146.999260 + Penalty 1822.802277 = -1401324.196983 nChanged 5 SP:Iteration 50Q (4656.639482 sec): 3 clusters Score: Raw -1403147.339892 + Penalty 1822.802277 = -1401324.537615 nChanged 4 SP:Iteration 51Q (4656.713105 sec): 3 clusters Score: Raw -1403147.592389 + Penalty 1822.802277 = -1401324.790112 nChanged 5 SP:Iteration 52Q (4656.778646 sec): 3 clusters Score: Raw -1403147.762054 + Penalty 1822.802277 = -1401324.959777 nChanged 3 SP:Iteration 53Q (4656.841642 sec): 3 clusters Score: Raw -1403147.903877 + Penalty 1822.802277 = -1401325.101600 nChanged 5 SP:Iteration 54Q (4656.895990 sec): 3 clusters Score: Raw -1403148.091688 + Penalty 1822.802277 = -1401325.289412 nChanged 5 SP:Iteration 55Q (4656.962749 sec): 3 clusters Score: Raw -1403148.334599 + Penalty 1822.802277 = -1401325.532322 nChanged 5 SP:Iteration 56Q (4657.033405 sec): 3 clusters Score: Raw -1403148.633582 + Penalty 1822.802277 = -1401325.831305 nChanged 6 SP:Iteration 57Q (4657.093827 sec): 3 clusters Score: Raw -1403149.084346 + Penalty 1822.802277 = -1401326.282069 nChanged 10 SP:Iteration 58Q (4657.164340 sec): 3 clusters Score: Raw -1403149.760112 + Penalty 1822.802277 = -1401326.957835 nChanged 9 SP:Iteration 59Q (4657.219584 sec): 3 clusters Score: Raw -1403150.360770 + Penalty 1822.802277 = -1401327.558493 nChanged 2 SP:Iteration 60F (4657.293734 sec): 3 clusters Score: Raw -1403150.727000 + Penalty 1822.802277 = -1401327.924723 nChanged 8 SP:Iteration 61Q (4657.361104 sec): 3 clusters Score: Raw -1403151.572750 + Penalty 1822.802277 = -1401328.770473 nChanged 8 SP:Iteration 62Q (4657.415039 sec): 3 clusters Score: Raw -1403152.321118 + Penalty 1822.802277 = -1401329.518841 nChanged 8 SP:Iteration 63Q (4657.489851 sec): 3 clusters Score: Raw -1403152.683693 + Penalty 1822.802277 = -1401329.881416 nChanged 8 SP:Iteration 64Q (4657.552592 sec): 3 clusters Score: Raw -1403153.123468 + Penalty 1822.802277 = -1401330.321191 nChanged 11 SP:Iteration 65Q (4657.617227 sec): 3 clusters Score: Raw -1403153.721764 + Penalty 1822.802277 = -1401330.919487 nChanged 10 SP:Iteration 66Q (4657.683244 sec): 3 clusters Score: Raw -1403154.267952 + Penalty 1822.802277 = -1401331.465676 nChanged 10 SP:Iteration 67Q (4657.738926 sec): 3 clusters Score: Raw -1403154.658159 + Penalty 1822.802277 = -1401331.855882 nChanged 8 SP:Iteration 68Q (4657.803481 sec): 3 clusters Score: Raw -1403155.159377 + Penalty 1822.802277 = -1401332.357100 nChanged 5 SP:Iteration 69Q (4657.869743 sec): 3 clusters Score: Raw -1403155.542971 + Penalty 1822.802277 = -1401332.740694 nChanged 9 SP:Iteration 70Q (4657.915727 sec): 3 clusters Score: Raw -1403156.374483 + Penalty 1822.802277 = -1401333.572206 nChanged 8 SP:Iteration 71Q (4657.989408 sec): 3 clusters Score: Raw -1403157.093403 + Penalty 1822.802277 = -1401334.291126 nChanged 5 SP:Iteration 72Q (4658.042867 sec): 3 clusters Score: Raw -1403157.421494 + Penalty 1822.802277 = -1401334.619217 nChanged 1 SP:Iteration 73Q (4658.108087 sec): 3 clusters Score: Raw -1403157.473740 + Penalty 1822.802277 = -1401334.671463 nChanged 4 SP:Iteration 74Q (4658.180009 sec): 3 clusters Score: Raw -1403157.736127 + Penalty 1822.802277 = -1401334.933850 nChanged 5 SP:Iteration 75Q (4658.236986 sec): 3 clusters Score: Raw -1403158.283042 + Penalty 1822.802277 = -1401335.480765 nChanged 9 SP:Iteration 76Q (4658.302916 sec): 3 clusters Score: Raw -1403159.213444 + Penalty 1822.802277 = -1401336.411167 nChanged 13 SP:Iteration 77Q (4658.360719 sec): 3 clusters Score: Raw -1403160.023974 + Penalty 1822.802277 = -1401337.221697 nChanged 13 SP:Iteration 78Q (4658.427534 sec): 3 clusters Score: Raw -1403160.657003 + Penalty 1822.802277 = -1401337.854726 nChanged 8 SP:Iteration 79Q (4658.497497 sec): 3 clusters Score: Raw -1403161.014594 + Penalty 1822.802277 = -1401338.212317 nChanged 6 SP:Iteration 80F (4658.544705 sec): 3 clusters Score: Raw -1403161.576879 + Penalty 1822.802277 = -1401338.774602 nChanged 6 SP:Iteration 81Q (4658.613144 sec): 3 clusters Score: Raw -1403162.035430 + Penalty 1822.802277 = -1401339.233153 nChanged 9 SP:Iteration 82Q (4658.666712 sec): 3 clusters Score: Raw -1403162.477690 + Penalty 1822.802277 = -1401339.675413 nChanged 10 SP:Iteration 83Q (4658.727282 sec): 3 clusters Score: Raw -1403162.936733 + Penalty 1822.802277 = -1401340.134456 nChanged 7 SP:Iteration 84Q (4658.798973 sec): 3 clusters Score: Raw -1403163.285730 + Penalty 1822.802277 = -1401340.483453 nChanged 13 SP:Iteration 85Q (4658.863448 sec): 3 clusters Score: Raw -1403163.963649 + Penalty 1822.802277 = -1401341.161372 nChanged 13 SP:Iteration 86Q (4658.929555 sec): 3 clusters Score: Raw -1403164.781988 + Penalty 1822.802277 = -1401341.979711 nChanged 7 SP:Iteration 87Q (4658.989586 sec): 3 clusters Score: Raw -1403165.069698 + Penalty 1822.802277 = -1401342.267421 nChanged 6 SP:Iteration 88Q (4659.044276 sec): 3 clusters Score: Raw -1403165.487799 + Penalty 1822.802277 = -1401342.685522 nChanged 9 SP:Iteration 89Q (4659.111411 sec): 3 clusters Score: Raw -1403165.918536 + Penalty 1822.802277 = -1401343.116259 nChanged 8 SP:Iteration 90Q (4659.161985 sec): 3 clusters Score: Raw -1403166.199641 + Penalty 1822.802277 = -1401343.397364 nChanged 3 SP:Iteration 91Q (4659.222532 sec): 3 clusters Score: Raw -1403166.286266 + Penalty 1822.802277 = -1401343.483989 nChanged 1 SP:Iteration 92Q (4659.289124 sec): 3 clusters Score: Raw -1403166.314577 + Penalty 1822.802277 = -1401343.512300 nChanged 2 SP:Iteration 93Q (4659.342651 sec): 3 clusters Score: Raw -1403166.437359 + Penalty 1822.802277 = -1401343.635082 nChanged 2 SP:Iteration 94Q (4659.408436 sec): 3 clusters Score: Raw -1403166.556575 + Penalty 1822.802277 = -1401343.754298 nChanged 3 SP:Iteration 95Q (4659.461504 sec): 3 clusters Score: Raw -1403166.676158 + Penalty 1822.802277 = -1401343.873881 nChanged 1 SP:Iteration 96Q (4659.526942 sec): 3 clusters Score: Raw -1403166.694773 + Penalty 1822.802277 = -1401343.892496 nChanged 2 SP:Iteration 97Q (4659.595534 sec): 3 clusters Score: Raw -1403166.800386 + Penalty 1822.802277 = -1401343.998109 nChanged 2 SP:Iteration 98Q (4659.651028 sec): 3 clusters Score: Raw -1403166.945646 + Penalty 1822.802277 = -1401344.143369 nChanged 3 SP:Iteration 99Q (4659.723536 sec): 3 clusters Score: Raw -1403167.144250 + Penalty 1822.802277 = -1401344.341973 nChanged 7 SP:Iteration 100F (4659.783030 sec): 3 clusters Score: Raw -1403167.678795 + Penalty 1822.802277 = -1401344.876518 nChanged 10 SP:Iteration 101Q (4659.844101 sec): 3 clusters Score: Raw -1403168.502294 + Penalty 1822.802277 = -1401345.700017 nChanged 8 SP:Iteration 102Q (4659.913292 sec): 3 clusters Score: Raw -1403168.907653 + Penalty 1822.802277 = -1401346.105376 nChanged 9 SP:Iteration 103Q (4659.973415 sec): 3 clusters Score: Raw -1403169.312419 + Penalty 1822.802277 = -1401346.510142 nChanged 10 SP:Iteration 104Q (4660.041425 sec): 3 clusters Score: Raw -1403169.969795 + Penalty 1822.802277 = -1401347.167518 nChanged 9 SP:Iteration 105Q (4660.094365 sec): 3 clusters Score: Raw -1403170.459172 + Penalty 1822.802277 = -1401347.656895 nChanged 10 SP:Iteration 106Q (4660.168127 sec): 3 clusters Score: Raw -1403170.892671 + Penalty 1822.802277 = -1401348.090394 nChanged 12 SP:Iteration 107Q (4660.228766 sec): 3 clusters Score: Raw -1403171.581322 + Penalty 1822.802277 = -1401348.779045 nChanged 14 SP:Iteration 108Q (4660.288689 sec): 3 clusters Score: Raw -1403172.699447 + Penalty 1822.802277 = -1401349.897170 nChanged 14 SP:Iteration 109Q (4660.350072 sec): 3 clusters Score: Raw -1403173.574317 + Penalty 1822.802277 = -1401350.772040 nChanged 7 SP:Iteration 110Q (4660.409043 sec): 3 clusters Score: Raw -1403173.886437 + Penalty 1822.802277 = -1401351.084160 nChanged 3 SP:Iteration 111Q (4660.469400 sec): 3 clusters Score: Raw -1403174.153314 + Penalty 1822.802277 = -1401351.351037 nChanged 3 SP:Iteration 112Q (4660.532629 sec): 3 clusters Score: Raw -1403174.475263 + Penalty 1822.802277 = -1401351.672986 nChanged 8 SP:Iteration 113Q (4660.601648 sec): 3 clusters Score: Raw -1403174.977825 + Penalty 1822.802277 = -1401352.175548 nChanged 5 SP:Iteration 114Q (4660.667266 sec): 3 clusters Score: Raw -1403175.384012 + Penalty 1822.802277 = -1401352.581735 nChanged 5 SP:Iteration 115Q (4660.727068 sec): 3 clusters Score: Raw -1403175.613421 + Penalty 1822.802277 = -1401352.811144 nChanged 2 SP:Iteration 116Q (4660.790232 sec): 3 clusters Score: Raw -1403175.749523 + Penalty 1822.802277 = -1401352.947246 nChanged 3 SP:Iteration 117Q (4660.846009 sec): 3 clusters Score: Raw -1403175.845029 + Penalty 1822.802277 = -1401353.042752 nChanged 2 SP:Iteration 118Q (4660.920621 sec): 3 clusters Score: Raw -1403175.889399 + Penalty 1822.802277 = -1401353.087122 nChanged 2 SP:Iteration 119Q (4660.983068 sec): 3 clusters Score: Raw -1403175.954758 + Penalty 1822.802277 = -1401353.152482 nChanged 4 SP:Iteration 120F (4661.034958 sec): 3 clusters Score: Raw -1403176.151946 + Penalty 1822.802277 = -1401353.349669 nChanged 6 SP:Iteration 121Q (4661.110993 sec): 3 clusters Score: Raw -1403176.712199 + Penalty 1822.802277 = -1401353.909922 nChanged 9 SP:Iteration 122Q (4661.179721 sec): 3 clusters Score: Raw -1403177.305550 + Penalty 1822.802277 = -1401354.503273 nChanged 11 SP:Iteration 123Q (4661.245640 sec): 3 clusters Score: Raw -1403177.854420 + Penalty 1822.802277 = -1401355.052143 nChanged 9 SP:Iteration 124Q (4661.296628 sec): 3 clusters Score: Raw -1403178.403240 + Penalty 1822.802277 = -1401355.600963 nChanged 11 SP:Iteration 125Q (4661.360706 sec): 3 clusters Score: Raw -1403179.204817 + Penalty 1822.802277 = -1401356.402540 nChanged 9 SP:Iteration 126Q (4661.429154 sec): 3 clusters Score: Raw -1403179.962507 + Penalty 1822.802277 = -1401357.160230 nChanged 7 SP:Iteration 127Q (4661.487199 sec): 3 clusters Score: Raw -1403180.282949 + Penalty 1822.802277 = -1401357.480672 nChanged 5 SP:Iteration 128Q (4661.545033 sec): 3 clusters Score: Raw -1403180.488294 + Penalty 1822.802277 = -1401357.686017 nChanged 4 SP:Iteration 129Q (4661.617084 sec): 3 clusters Score: Raw -1403180.628763 + Penalty 1822.802277 = -1401357.826486 nChanged 3 SP:Iteration 130Q (4661.687154 sec): 3 clusters Score: Raw -1403180.742508 + Penalty 1822.802277 = -1401357.940231 nChanged 4 SP:Iteration 131Q (4661.745903 sec): 3 clusters Score: Raw -1403180.855420 + Penalty 1822.802277 = -1401358.053143 nChanged 3 SP:Iteration 132Q (4661.820632 sec): 3 clusters Score: Raw -1403180.976180 + Penalty 1822.802277 = -1401358.173903 nChanged 2 SP:Iteration 133Q (4661.885221 sec): 3 clusters Score: Raw -1403181.057962 + Penalty 1822.802277 = -1401358.255685 nChanged 3 SP:Iteration 134Q (4661.947366 sec): 3 clusters Score: Raw -1403181.153766 + Penalty 1822.802277 = -1401358.351490 nChanged 3 SP:Iteration 135Q (4662.015948 sec): 3 clusters Score: Raw -1403181.261446 + Penalty 1822.802277 = -1401358.459169 nChanged 2 SP:Iteration 136Q (4662.074906 sec): 3 clusters Score: Raw -1403181.382412 + Penalty 1822.802277 = -1401358.580135 nChanged 3 SP:Iteration 137Q (4662.142780 sec): 3 clusters Score: Raw -1403181.497127 + Penalty 1822.802277 = -1401358.694850 nChanged 3 SP:Iteration 138Q (4662.199773 sec): 3 clusters Score: Raw -1403181.609101 + Penalty 1822.802277 = -1401358.806825 nChanged 4 SP:Iteration 139Q (4662.270355 sec): 3 clusters Score: Raw -1403181.691310 + Penalty 1822.802277 = -1401358.889033 nChanged 1 SP:Iteration 140F (4662.339496 sec): 3 clusters Score: Raw -1403181.715250 + Penalty 1822.802277 = -1401358.912973 nChanged 0 Trying to split cluster 16 (31993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4662.391872 sec): 2 clusters Score: Raw -2989498.177857 + Penalty 985.460879 = -2988512.716979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4662.485809 sec): 3 clusters Score: Raw -2969195.663716 + Penalty 1970.921757 = -2967224.741959 nChanged 15167 SP:Iteration 1F (4662.572894 sec): 3 clusters Score: Raw -2978342.660870 + Penalty 1970.921757 = -2976371.739112 nChanged 1706 SP:Iteration 2F (4662.652592 sec): 3 clusters Score: Raw -2979121.335357 + Penalty 1970.921757 = -2977150.413599 nChanged 1931 SP:Iteration 3F (4662.728522 sec): 3 clusters Score: Raw -2980242.896945 + Penalty 1970.921757 = -2978271.975187 nChanged 2139 SP:Iteration 4F (4662.813833 sec): 3 clusters Score: Raw -2981728.380376 + Penalty 1970.921757 = -2979757.458618 nChanged 2110 SP:Iteration 5F (4662.896409 sec): 3 clusters Score: Raw -2983456.562735 + Penalty 1970.921757 = -2981485.640977 nChanged 1951 SP:Iteration 6F (4662.982026 sec): 3 clusters Score: Raw -2985277.967632 + Penalty 1970.921757 = -2983307.045875 nChanged 1603 SP:Iteration 7F (4663.074369 sec): 3 clusters Score: Raw -2986897.860509 + Penalty 1970.921757 = -2984926.938752 nChanged 1203 SP:Iteration 8Q (4663.163035 sec): 3 clusters Score: Raw -2987931.341469 + Penalty 1970.921757 = -2985960.419711 nChanged 791 SP:Iteration 9Q (4663.251877 sec): 3 clusters Score: Raw -2988491.639228 + Penalty 1970.921757 = -2986520.717470 nChanged 574 SP:Iteration 10Q (4663.326435 sec): 3 clusters Score: Raw -2988859.134544 + Penalty 1970.921757 = -2986888.212787 nChanged 463 SP:Iteration 11Q (4663.406817 sec): 3 clusters Score: Raw -2989094.892199 + Penalty 1970.921757 = -2987123.970441 nChanged 381 SP:Iteration 12Q (4663.479922 sec): 3 clusters Score: Raw -2989249.805876 + Penalty 1970.921757 = -2987278.884118 nChanged 269 SP:Iteration 13Q (4663.559611 sec): 3 clusters Score: Raw -2989348.812273 + Penalty 1970.921757 = -2987377.890515 nChanged 226 SP:Iteration 14Q (4663.654227 sec): 3 clusters Score: Raw -2989414.487577 + Penalty 1970.921757 = -2987443.565820 nChanged 195 SP:Iteration 15Q (4663.741290 sec): 3 clusters Score: Raw -2989464.606140 + Penalty 1970.921757 = -2987493.684383 nChanged 162 SP:Iteration 16Q (4663.816798 sec): 3 clusters Score: Raw -2989499.918894 + Penalty 1970.921757 = -2987528.997136 nChanged 126 SP:Iteration 17Q (4663.892776 sec): 3 clusters Score: Raw -2989520.255959 + Penalty 1970.921757 = -2987549.334202 nChanged 89 SP:Iteration 18Q (4663.962260 sec): 3 clusters Score: Raw -2989531.898319 + Penalty 1970.921757 = -2987560.976562 nChanged 76 SP:Iteration 19Q (4664.037430 sec): 3 clusters Score: Raw -2989541.348800 + Penalty 1970.921757 = -2987570.427042 nChanged 63 SP:Iteration 20F (4664.125170 sec): 3 clusters Score: Raw -2989548.989194 + Penalty 1970.921757 = -2987578.067437 nChanged 49 SP:Iteration 21Q (4664.202902 sec): 3 clusters Score: Raw -2989555.178713 + Penalty 1970.921757 = -2987584.256956 nChanged 56 SP:Iteration 22Q (4664.275725 sec): 3 clusters Score: Raw -2989562.026608 + Penalty 1970.921757 = -2987591.104851 nChanged 46 SP:Iteration 23Q (4664.360456 sec): 3 clusters Score: Raw -2989567.577764 + Penalty 1970.921757 = -2987596.656007 nChanged 45 SP:Iteration 24Q (4664.442758 sec): 3 clusters Score: Raw -2989572.494042 + Penalty 1970.921757 = -2987601.572284 nChanged 44 SP:Iteration 25Q (4664.525738 sec): 3 clusters Score: Raw -2989577.274267 + Penalty 1970.921757 = -2987606.352509 nChanged 41 SP:Iteration 26Q (4664.607487 sec): 3 clusters Score: Raw -2989581.339382 + Penalty 1970.921757 = -2987610.417624 nChanged 36 SP:Iteration 27Q (4664.672944 sec): 3 clusters Score: Raw -2989585.089925 + Penalty 1970.921757 = -2987614.168167 nChanged 30 SP:Iteration 28Q (4664.741180 sec): 3 clusters Score: Raw -2989587.277496 + Penalty 1970.921757 = -2987616.355739 nChanged 22 SP:Iteration 29Q (4664.822436 sec): 3 clusters Score: Raw -2989588.719495 + Penalty 1970.921757 = -2987617.797737 nChanged 19 SP:Iteration 30Q (4664.909745 sec): 3 clusters Score: Raw -2989590.060383 + Penalty 1970.921757 = -2987619.138625 nChanged 20 SP:Iteration 31Q (4665.001068 sec): 3 clusters Score: Raw -2989592.145642 + Penalty 1970.921757 = -2987621.223884 nChanged 23 SP:Iteration 32Q (4665.082830 sec): 3 clusters Score: Raw -2989594.070924 + Penalty 1970.921757 = -2987623.149167 nChanged 23 SP:Iteration 33Q (4665.168176 sec): 3 clusters Score: Raw -2989595.547140 + Penalty 1970.921757 = -2987624.625383 nChanged 19 SP:Iteration 34Q (4665.252294 sec): 3 clusters Score: Raw -2989596.567633 + Penalty 1970.921757 = -2987625.645876 nChanged 14 SP:Iteration 35Q (4665.336720 sec): 3 clusters Score: Raw -2989597.288998 + Penalty 1970.921757 = -2987626.367240 nChanged 16 SP:Iteration 36Q (4665.412801 sec): 3 clusters Score: Raw -2989598.920812 + Penalty 1970.921757 = -2987627.999055 nChanged 31 SP:Iteration 37Q (4665.494659 sec): 3 clusters Score: Raw -2989601.908068 + Penalty 1970.921757 = -2987630.986310 nChanged 31 SP:Iteration 38Q (4665.571257 sec): 3 clusters Score: Raw -2989604.530178 + Penalty 1970.921757 = -2987633.608420 nChanged 36 SP:Iteration 39Q (4665.648506 sec): 3 clusters Score: Raw -2989607.888457 + Penalty 1970.921757 = -2987636.966700 nChanged 22 SP:Iteration 40F (4665.740004 sec): 3 clusters Score: Raw -2989609.384281 + Penalty 1970.921757 = -2987638.462524 nChanged 16 SP:Iteration 41Q (4665.818760 sec): 3 clusters Score: Raw -2989610.540724 + Penalty 1970.921757 = -2987639.618966 nChanged 11 SP:Iteration 42Q (4665.897934 sec): 3 clusters Score: Raw -2989611.402454 + Penalty 1970.921757 = -2987640.480697 nChanged 15 SP:Iteration 43Q (4665.980432 sec): 3 clusters Score: Raw -2989612.528947 + Penalty 1970.921757 = -2987641.607190 nChanged 17 SP:Iteration 44Q (4666.060601 sec): 3 clusters Score: Raw -2989613.761126 + Penalty 1970.921757 = -2987642.839368 nChanged 15 SP:Iteration 45Q (4666.148924 sec): 3 clusters Score: Raw -2989614.933483 + Penalty 1970.921757 = -2987644.011726 nChanged 20 SP:Iteration 46Q (4666.228810 sec): 3 clusters Score: Raw -2989616.071834 + Penalty 1970.921757 = -2987645.150077 nChanged 11 SP:Iteration 47Q (4666.307465 sec): 3 clusters Score: Raw -2989616.701178 + Penalty 1970.921757 = -2987645.779420 nChanged 7 SP:Iteration 48Q (4666.398124 sec): 3 clusters Score: Raw -2989616.949664 + Penalty 1970.921757 = -2987646.027906 nChanged 6 SP:Iteration 49Q (4666.479240 sec): 3 clusters Score: Raw -2989617.204874 + Penalty 1970.921757 = -2987646.283116 nChanged 7 SP:Iteration 50Q (4666.559085 sec): 3 clusters Score: Raw -2989617.445723 + Penalty 1970.921757 = -2987646.523965 nChanged 6 SP:Iteration 51Q (4666.646124 sec): 3 clusters Score: Raw -2989617.624841 + Penalty 1970.921757 = -2987646.703084 nChanged 4 SP:Iteration 52Q (4666.719484 sec): 3 clusters Score: Raw -2989617.770435 + Penalty 1970.921757 = -2987646.848678 nChanged 5 SP:Iteration 53Q (4666.806343 sec): 3 clusters Score: Raw -2989617.979114 + Penalty 1970.921757 = -2987647.057357 nChanged 2 SP:Iteration 54Q (4666.888257 sec): 3 clusters Score: Raw -2989618.092669 + Penalty 1970.921757 = -2987647.170912 nChanged 2 SP:Iteration 55Q (4666.971712 sec): 3 clusters Score: Raw -2989618.169840 + Penalty 1970.921757 = -2987647.248083 nChanged 2 SP:Iteration 56Q (4667.057392 sec): 3 clusters Score: Raw -2989618.301540 + Penalty 1970.921757 = -2987647.379783 nChanged 5 SP:Iteration 57Q (4667.140424 sec): 3 clusters Score: Raw -2989618.662826 + Penalty 1970.921757 = -2987647.741069 nChanged 5 SP:Iteration 58Q (4667.226580 sec): 3 clusters Score: Raw -2989618.922085 + Penalty 1970.921757 = -2987648.000327 nChanged 6 SP:Iteration 59Q (4667.305605 sec): 3 clusters Score: Raw -2989619.159400 + Penalty 1970.921757 = -2987648.237643 nChanged 8 SP:Iteration 60F (4667.394950 sec): 3 clusters Score: Raw -2989619.544475 + Penalty 1970.921757 = -2987648.622718 nChanged 7 SP:Iteration 61Q (4667.466045 sec): 3 clusters Score: Raw -2989620.225761 + Penalty 1970.921757 = -2987649.304003 nChanged 12 SP:Iteration 62Q (4667.558141 sec): 3 clusters Score: Raw -2989621.163342 + Penalty 1970.921757 = -2987650.241585 nChanged 11 SP:Iteration 63Q (4667.635656 sec): 3 clusters Score: Raw -2989621.823670 + Penalty 1970.921757 = -2987650.901913 nChanged 9 SP:Iteration 64Q (4667.725484 sec): 3 clusters Score: Raw -2989622.188962 + Penalty 1970.921757 = -2987651.267205 nChanged 11 SP:Iteration 65Q (4667.811978 sec): 3 clusters Score: Raw -2989622.818611 + Penalty 1970.921757 = -2987651.896853 nChanged 14 SP:Iteration 66Q (4667.898531 sec): 3 clusters Score: Raw -2989623.627392 + Penalty 1970.921757 = -2987652.705635 nChanged 11 SP:Iteration 67Q (4667.985988 sec): 3 clusters Score: Raw -2989624.162842 + Penalty 1970.921757 = -2987653.241085 nChanged 12 SP:Iteration 68Q (4668.067498 sec): 3 clusters Score: Raw -2989624.907529 + Penalty 1970.921757 = -2987653.985772 nChanged 12 SP:Iteration 69Q (4668.143934 sec): 3 clusters Score: Raw -2989625.430713 + Penalty 1970.921757 = -2987654.508955 nChanged 6 SP:Iteration 70Q (4668.226106 sec): 3 clusters Score: Raw -2989625.887148 + Penalty 1970.921757 = -2987654.965390 nChanged 10 SP:Iteration 71Q (4668.307725 sec): 3 clusters Score: Raw -2989626.464560 + Penalty 1970.921757 = -2987655.542803 nChanged 9 SP:Iteration 72Q (4668.390473 sec): 3 clusters Score: Raw -2989626.975347 + Penalty 1970.921757 = -2987656.053590 nChanged 8 SP:Iteration 73Q (4668.474329 sec): 3 clusters Score: Raw -2989627.578500 + Penalty 1970.921757 = -2987656.656743 nChanged 11 SP:Iteration 74Q (4668.555648 sec): 3 clusters Score: Raw -2989628.330441 + Penalty 1970.921757 = -2987657.408683 nChanged 7 SP:Iteration 75Q (4668.623250 sec): 3 clusters Score: Raw -2989628.653952 + Penalty 1970.921757 = -2987657.732195 nChanged 4 SP:Iteration 76Q (4668.695018 sec): 3 clusters Score: Raw -2989628.985289 + Penalty 1970.921757 = -2987658.063531 nChanged 7 SP:Iteration 77Q (4668.772248 sec): 3 clusters Score: Raw -2989629.269610 + Penalty 1970.921757 = -2987658.347852 nChanged 6 SP:Iteration 78Q (4668.854485 sec): 3 clusters Score: Raw -2989629.480747 + Penalty 1970.921757 = -2987658.558989 nChanged 4 SP:Iteration 79Q (4668.931640 sec): 3 clusters Score: Raw -2989629.741699 + Penalty 1970.921757 = -2987658.819942 nChanged 5 SP:Iteration 80F (4669.022868 sec): 3 clusters Score: Raw -2989630.020594 + Penalty 1970.921757 = -2987659.098837 nChanged 6 SP:Iteration 81Q (4669.095075 sec): 3 clusters Score: Raw -2989630.323677 + Penalty 1970.921757 = -2987659.401919 nChanged 8 SP:Iteration 82Q (4669.176900 sec): 3 clusters Score: Raw -2989630.817079 + Penalty 1970.921757 = -2987659.895322 nChanged 8 SP:Iteration 83Q (4669.257985 sec): 3 clusters Score: Raw -2989631.447003 + Penalty 1970.921757 = -2987660.525245 nChanged 7 SP:Iteration 84Q (4669.329530 sec): 3 clusters Score: Raw -2989631.906823 + Penalty 1970.921757 = -2987660.985065 nChanged 6 SP:Iteration 85Q (4669.404364 sec): 3 clusters Score: Raw -2989632.196696 + Penalty 1970.921757 = -2987661.274939 nChanged 5 SP:Iteration 86Q (4669.489909 sec): 3 clusters Score: Raw -2989632.500330 + Penalty 1970.921757 = -2987661.578573 nChanged 7 SP:Iteration 87Q (4669.577280 sec): 3 clusters Score: Raw -2989632.798626 + Penalty 1970.921757 = -2987661.876869 nChanged 10 SP:Iteration 88Q (4669.662379 sec): 3 clusters Score: Raw -2989633.258493 + Penalty 1970.921757 = -2987662.336736 nChanged 11 SP:Iteration 89Q (4669.746863 sec): 3 clusters Score: Raw -2989633.933413 + Penalty 1970.921757 = -2987663.011656 nChanged 13 SP:Iteration 90Q (4669.824675 sec): 3 clusters Score: Raw -2989634.696663 + Penalty 1970.921757 = -2987663.774906 nChanged 13 SP:Iteration 91Q (4669.910965 sec): 3 clusters Score: Raw -2989635.472354 + Penalty 1970.921757 = -2987664.550596 nChanged 13 SP:Iteration 92Q (4669.990339 sec): 3 clusters Score: Raw -2989636.572326 + Penalty 1970.921757 = -2987665.650568 nChanged 18 SP:Iteration 93Q (4670.077850 sec): 3 clusters Score: Raw -2989638.149490 + Penalty 1970.921757 = -2987667.227732 nChanged 18 SP:Iteration 94Q (4670.156800 sec): 3 clusters Score: Raw -2989639.479092 + Penalty 1970.921757 = -2987668.557335 nChanged 17 SP:Iteration 95Q (4670.240694 sec): 3 clusters Score: Raw -2989640.533366 + Penalty 1970.921757 = -2987669.611608 nChanged 14 SP:Iteration 96Q (4670.316195 sec): 3 clusters Score: Raw -2989641.537490 + Penalty 1970.921757 = -2987670.615732 nChanged 14 SP:Iteration 97Q (4670.397953 sec): 3 clusters Score: Raw -2989642.680239 + Penalty 1970.921757 = -2987671.758482 nChanged 16 SP:Iteration 98Q (4670.478175 sec): 3 clusters Score: Raw -2989643.922889 + Penalty 1970.921757 = -2987673.001132 nChanged 17 SP:Iteration 99Q (4670.563580 sec): 3 clusters Score: Raw -2989644.864588 + Penalty 1970.921757 = -2987673.942830 nChanged 13 SP:Iteration 100F (4670.652227 sec): 3 clusters Score: Raw -2989645.556337 + Penalty 1970.921757 = -2987674.634580 nChanged 14 SP:Iteration 101Q (4670.732206 sec): 3 clusters Score: Raw -2989646.125136 + Penalty 1970.921757 = -2987675.203378 nChanged 8 SP:Iteration 102Q (4670.812703 sec): 3 clusters Score: Raw -2989646.431702 + Penalty 1970.921757 = -2987675.509945 nChanged 5 SP:Iteration 103Q (4670.895880 sec): 3 clusters Score: Raw -2989646.626327 + Penalty 1970.921757 = -2987675.704570 nChanged 4 SP:Iteration 104Q (4670.981161 sec): 3 clusters Score: Raw -2989646.816294 + Penalty 1970.921757 = -2987675.894536 nChanged 2 SP:Iteration 105Q (4671.064088 sec): 3 clusters Score: Raw -2989646.917854 + Penalty 1970.921757 = -2987675.996097 nChanged 5 SP:Iteration 106Q (4671.141127 sec): 3 clusters Score: Raw -2989647.119172 + Penalty 1970.921757 = -2987676.197415 nChanged 4 SP:Iteration 107Q (4671.231996 sec): 3 clusters Score: Raw -2989647.537509 + Penalty 1970.921757 = -2987676.615752 nChanged 10 SP:Iteration 108Q (4671.310065 sec): 3 clusters Score: Raw -2989648.353898 + Penalty 1970.921757 = -2987677.432140 nChanged 11 SP:Iteration 109Q (4671.394098 sec): 3 clusters Score: Raw -2989649.073003 + Penalty 1970.921757 = -2987678.151245 nChanged 8 SP:Iteration 110Q (4671.478578 sec): 3 clusters Score: Raw -2989649.473984 + Penalty 1970.921757 = -2987678.552226 nChanged 3 SP:Iteration 111Q (4671.562749 sec): 3 clusters Score: Raw -2989649.748231 + Penalty 1970.921757 = -2987678.826474 nChanged 3 SP:Iteration 112Q (4671.639845 sec): 3 clusters Score: Raw -2989649.888055 + Penalty 1970.921757 = -2987678.966297 nChanged 3 SP:Iteration 113Q (4671.725670 sec): 3 clusters Score: Raw -2989650.045954 + Penalty 1970.921757 = -2987679.124197 nChanged 1 SP:Iteration 114Q (4671.807224 sec): 3 clusters Score: Raw -2989650.070360 + Penalty 1970.921757 = -2987679.148603 nChanged 2 SP:Iteration 115Q (4671.889271 sec): 3 clusters Score: Raw -2989650.087407 + Penalty 1970.921757 = -2987679.165650 nChanged 0 SP:Iteration 116F (4671.979505 sec): 3 clusters Score: Raw -2989650.087407 + Penalty 1970.921757 = -2987679.165650 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4672.006371 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4672.049305 sec): 3 clusters Score: Raw -17005.060774 + Penalty 1005.727917 = -15999.332857 nChanged 52 SP:Iteration 1F (4672.084066 sec): 3 clusters Score: Raw -17108.148134 + Penalty 1005.727917 = -16102.420217 nChanged 10 SP:Iteration 2F (4672.142162 sec): 3 clusters Score: Raw -17137.392554 + Penalty 1005.727917 = -16131.664637 nChanged 3 SP:Iteration 3Q (4672.179604 sec): 3 clusters Score: Raw -17144.268744 + Penalty 1005.727917 = -16138.540827 nChanged 0 SP:Iteration 4F (4672.231889 sec): 3 clusters Score: Raw -17144.268744 + Penalty 1005.727917 = -16138.540827 nChanged 0 Trying to split cluster 18 (130169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4672.394311 sec): 2 clusters Score: Raw -12947843.798426 + Penalty 1118.775944 = -12946725.022482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4672.617599 sec): 3 clusters Score: Raw -12861381.020909 + Penalty 2237.551888 = -12859143.469021 nChanged 63296 SP:Iteration 1F (4672.838697 sec): 3 clusters Score: Raw -12900043.322967 + Penalty 2237.551888 = -12897805.771079 nChanged 7022 SP:Iteration 2F (4673.045315 sec): 3 clusters Score: Raw -12903384.437254 + Penalty 2237.551888 = -12901146.885365 nChanged 9653 SP:Iteration 3F (4673.240184 sec): 3 clusters Score: Raw -12909900.082579 + Penalty 2237.551888 = -12907662.530691 nChanged 12086 SP:Iteration 4F (4673.427755 sec): 3 clusters Score: Raw -12920639.528569 + Penalty 2237.551888 = -12918401.976681 nChanged 12318 SP:Iteration 5F (4673.627825 sec): 3 clusters Score: Raw -12933495.358885 + Penalty 2237.551888 = -12931257.806997 nChanged 8603 SP:Iteration 6F (4673.833755 sec): 3 clusters Score: Raw -12942584.828736 + Penalty 2237.551888 = -12940347.276848 nChanged 3799 SP:Iteration 7Q (4674.044413 sec): 3 clusters Score: Raw -12946283.234114 + Penalty 2237.551888 = -12944045.682226 nChanged 1317 SP:Iteration 8Q (4674.244577 sec): 3 clusters Score: Raw -12947434.511679 + Penalty 2237.551888 = -12945196.959791 nChanged 416 SP:Iteration 9Q (4674.428704 sec): 3 clusters Score: Raw -12947792.381923 + Penalty 2237.551888 = -12945554.830034 nChanged 172 SP:Iteration 10Q (4674.603715 sec): 3 clusters Score: Raw -12947938.294851 + Penalty 2237.551888 = -12945700.742962 nChanged 89 SP:Iteration 11Q (4674.784586 sec): 3 clusters Score: Raw -12948021.503167 + Penalty 2237.551888 = -12945783.951279 nChanged 65 SP:Iteration 12Q (4674.953276 sec): 3 clusters Score: Raw -12948073.686998 + Penalty 2237.551888 = -12945836.135110 nChanged 46 SP:Iteration 13Q (4675.125835 sec): 3 clusters Score: Raw -12948106.138360 + Penalty 2237.551888 = -12945868.586472 nChanged 34 SP:Iteration 14Q (4675.300218 sec): 3 clusters Score: Raw -12948134.024934 + Penalty 2237.551888 = -12945896.473046 nChanged 31 SP:Iteration 15Q (4675.478737 sec): 3 clusters Score: Raw -12948170.620451 + Penalty 2237.551888 = -12945933.068563 nChanged 37 SP:Iteration 16Q (4675.660425 sec): 3 clusters Score: Raw -12948195.080920 + Penalty 2237.551888 = -12945957.529032 nChanged 20 SP:Iteration 17Q (4675.835435 sec): 3 clusters Score: Raw -12948206.991794 + Penalty 2237.551888 = -12945969.439906 nChanged 13 SP:Iteration 18Q (4676.011855 sec): 3 clusters Score: Raw -12948215.181737 + Penalty 2237.551888 = -12945977.629849 nChanged 9 SP:Iteration 19Q (4676.183318 sec): 3 clusters Score: Raw -12948219.841646 + Penalty 2237.551888 = -12945982.289758 nChanged 7 SP:Iteration 20F (4676.382753 sec): 3 clusters Score: Raw -12948222.692736 + Penalty 2237.551888 = -12945985.140848 nChanged 5 SP:Iteration 21Q (4676.557163 sec): 3 clusters Score: Raw -12948223.970085 + Penalty 2237.551888 = -12945986.418197 nChanged 3 SP:Iteration 22Q (4676.717792 sec): 3 clusters Score: Raw -12948224.829743 + Penalty 2237.551888 = -12945987.277854 nChanged 2 SP:Iteration 23Q (4676.898420 sec): 3 clusters Score: Raw -12948225.544577 + Penalty 2237.551888 = -12945987.992689 nChanged 2 SP:Iteration 24Q (4677.079843 sec): 3 clusters Score: Raw -12948226.243360 + Penalty 2237.551888 = -12945988.691472 nChanged 6 SP:Iteration 25Q (4677.244693 sec): 3 clusters Score: Raw -12948227.921423 + Penalty 2237.551888 = -12945990.369534 nChanged 3 SP:Iteration 26Q (4677.411942 sec): 3 clusters Score: Raw -12948228.566265 + Penalty 2237.551888 = -12945991.014377 nChanged 1 SP:Iteration 27Q (4677.581436 sec): 3 clusters Score: Raw -12948228.741818 + Penalty 2237.551888 = -12945991.189930 nChanged 2 SP:Iteration 28Q (4677.757257 sec): 3 clusters Score: Raw -12948229.288180 + Penalty 2237.551888 = -12945991.736292 nChanged 1 SP:Iteration 29Q (4677.937353 sec): 3 clusters Score: Raw -12948229.865203 + Penalty 2237.551888 = -12945992.313315 nChanged 1 SP:Iteration 30Q (4678.114078 sec): 3 clusters Score: Raw -12948229.975236 + Penalty 2237.551888 = -12945992.423348 nChanged 0 SP:Iteration 31F (4678.315211 sec): 3 clusters Score: Raw -12948229.975236 + Penalty 2237.551888 = -12945992.423348 nChanged 0 Trying to split cluster 19 (3058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4678.357761 sec): 2 clusters Score: Raw -264407.258052 + Penalty 762.424057 = -263644.833995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4678.409364 sec): 3 clusters Score: Raw -262869.304519 + Penalty 1524.848113 = -261344.456405 nChanged 1213 SP:Iteration 1F (4678.455153 sec): 3 clusters Score: Raw -263594.760888 + Penalty 1524.848113 = -262069.912774 nChanged 251 SP:Iteration 2F (4678.503682 sec): 3 clusters Score: Raw -263771.079690 + Penalty 1524.848113 = -262246.231577 nChanged 238 SP:Iteration 3F (4678.548861 sec): 3 clusters Score: Raw -263924.909835 + Penalty 1524.848113 = -262400.061722 nChanged 184 SP:Iteration 4F (4678.596218 sec): 3 clusters Score: Raw -264048.624205 + Penalty 1524.848113 = -262523.776091 nChanged 146 SP:Iteration 5Q (4678.642370 sec): 3 clusters Score: Raw -264126.212767 + Penalty 1524.848113 = -262601.364653 nChanged 109 SP:Iteration 6Q (4678.696289 sec): 3 clusters Score: Raw -264190.825794 + Penalty 1524.848113 = -262665.977681 nChanged 101 SP:Iteration 7Q (4678.752427 sec): 3 clusters Score: Raw -264256.086410 + Penalty 1524.848113 = -262731.238297 nChanged 93 SP:Iteration 8Q (4678.804551 sec): 3 clusters Score: Raw -264321.346204 + Penalty 1524.848113 = -262796.498090 nChanged 94 SP:Iteration 9Q (4678.852550 sec): 3 clusters Score: Raw -264379.701969 + Penalty 1524.848113 = -262854.853855 nChanged 83 SP:Iteration 10Q (4678.905240 sec): 3 clusters Score: Raw -264434.190010 + Penalty 1524.848113 = -262909.341897 nChanged 70 SP:Iteration 11Q (4678.950556 sec): 3 clusters Score: Raw -264479.395304 + Penalty 1524.848113 = -262954.547190 nChanged 63 SP:Iteration 12Q (4679.001457 sec): 3 clusters Score: Raw -264520.201371 + Penalty 1524.848113 = -262995.353257 nChanged 42 SP:Iteration 13Q (4679.066047 sec): 3 clusters Score: Raw -264545.071800 + Penalty 1524.848113 = -263020.223686 nChanged 37 SP:Iteration 14Q (4679.109832 sec): 3 clusters Score: Raw -264569.862032 + Penalty 1524.848113 = -263045.013919 nChanged 21 SP:Iteration 15Q (4679.170469 sec): 3 clusters Score: Raw -264583.445783 + Penalty 1524.848113 = -263058.597669 nChanged 21 SP:Iteration 16Q (4679.226326 sec): 3 clusters Score: Raw -264594.194533 + Penalty 1524.848113 = -263069.346420 nChanged 14 SP:Iteration 17Q (4679.273571 sec): 3 clusters Score: Raw -264600.209729 + Penalty 1524.848113 = -263075.361615 nChanged 6 SP:Iteration 18Q (4679.319970 sec): 3 clusters Score: Raw -264602.333091 + Penalty 1524.848113 = -263077.484978 nChanged 2 SP:Iteration 19Q (4679.385402 sec): 3 clusters Score: Raw -264602.933098 + Penalty 1524.848113 = -263078.084984 nChanged 0 SP:Iteration 20F (4679.439570 sec): 3 clusters Score: Raw -264602.933098 + Penalty 1524.848113 = -263078.084984 nChanged 0 Trying to split cluster 20 (27526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4679.497092 sec): 2 clusters Score: Raw -2419370.165403 + Penalty 971.174198 = -2418398.991206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4679.581191 sec): 3 clusters Score: Raw -2401915.834233 + Penalty 1942.348395 = -2399973.485837 nChanged 13064 SP:Iteration 1F (4679.658966 sec): 3 clusters Score: Raw -2409672.337920 + Penalty 1942.348395 = -2407729.989525 nChanged 1303 SP:Iteration 2Q (4679.737113 sec): 3 clusters Score: Raw -2410176.894948 + Penalty 1942.348395 = -2408234.546552 nChanged 1400 SP:Iteration 3F (4679.818313 sec): 3 clusters Score: Raw -2410764.878631 + Penalty 1942.348395 = -2408822.530235 nChanged 1439 SP:Iteration 4F (4679.891159 sec): 3 clusters Score: Raw -2411468.743076 + Penalty 1942.348395 = -2409526.394681 nChanged 1501 SP:Iteration 5F (4679.980239 sec): 3 clusters Score: Raw -2412260.267850 + Penalty 1942.348395 = -2410317.919455 nChanged 1486 SP:Iteration 6F (4680.059592 sec): 3 clusters Score: Raw -2413096.358218 + Penalty 1942.348395 = -2411154.009823 nChanged 1483 SP:Iteration 7F (4680.130132 sec): 3 clusters Score: Raw -2413986.459890 + Penalty 1942.348395 = -2412044.111495 nChanged 1443 SP:Iteration 8F (4680.217817 sec): 3 clusters Score: Raw -2414875.874700 + Penalty 1942.348395 = -2412933.526305 nChanged 1252 SP:Iteration 9Q (4680.308345 sec): 3 clusters Score: Raw -2415529.033056 + Penalty 1942.348395 = -2413586.684660 nChanged 980 SP:Iteration 10Q (4680.382599 sec): 3 clusters Score: Raw -2415941.699455 + Penalty 1942.348395 = -2413999.351060 nChanged 717 SP:Iteration 11Q (4680.467604 sec): 3 clusters Score: Raw -2416170.755400 + Penalty 1942.348395 = -2414228.407004 nChanged 509 SP:Iteration 12Q (4680.548111 sec): 3 clusters Score: Raw -2416300.287548 + Penalty 1942.348395 = -2414357.939152 nChanged 385 SP:Iteration 13Q (4680.628132 sec): 3 clusters Score: Raw -2416385.074879 + Penalty 1942.348395 = -2414442.726483 nChanged 289 SP:Iteration 14Q (4680.701791 sec): 3 clusters Score: Raw -2416446.198985 + Penalty 1942.348395 = -2414503.850589 nChanged 286 SP:Iteration 15Q (4680.787313 sec): 3 clusters Score: Raw -2416502.543771 + Penalty 1942.348395 = -2414560.195376 nChanged 253 SP:Iteration 16Q (4680.874291 sec): 3 clusters Score: Raw -2416546.924351 + Penalty 1942.348395 = -2414604.575955 nChanged 240 SP:Iteration 17Q (4680.947017 sec): 3 clusters Score: Raw -2416583.905186 + Penalty 1942.348395 = -2414641.556791 nChanged 196 SP:Iteration 18Q (4681.017449 sec): 3 clusters Score: Raw -2416614.480673 + Penalty 1942.348395 = -2414672.132277 nChanged 210 SP:Iteration 19Q (4681.101292 sec): 3 clusters Score: Raw -2416647.514533 + Penalty 1942.348395 = -2414705.166138 nChanged 189 SP:Iteration 20F (4681.167990 sec): 3 clusters Score: Raw -2416677.749251 + Penalty 1942.348395 = -2414735.400856 nChanged 203 SP:Iteration 21Q (4681.251840 sec): 3 clusters Score: Raw -2416707.072545 + Penalty 1942.348395 = -2414764.724150 nChanged 193 SP:Iteration 22Q (4681.327971 sec): 3 clusters Score: Raw -2416735.647440 + Penalty 1942.348395 = -2414793.299045 nChanged 210 SP:Iteration 23Q (4681.415025 sec): 3 clusters Score: Raw -2416769.699676 + Penalty 1942.348395 = -2414827.351280 nChanged 219 SP:Iteration 24Q (4681.500155 sec): 3 clusters Score: Raw -2416805.657980 + Penalty 1942.348395 = -2414863.309584 nChanged 213 SP:Iteration 25Q (4681.576793 sec): 3 clusters Score: Raw -2416840.324308 + Penalty 1942.348395 = -2414897.975913 nChanged 229 SP:Iteration 26Q (4681.657907 sec): 3 clusters Score: Raw -2416882.549136 + Penalty 1942.348395 = -2414940.200741 nChanged 244 SP:Iteration 27Q (4681.735447 sec): 3 clusters Score: Raw -2416931.671592 + Penalty 1942.348395 = -2414989.323196 nChanged 224 SP:Iteration 28Q (4681.811354 sec): 3 clusters Score: Raw -2416973.800033 + Penalty 1942.348395 = -2415031.451638 nChanged 220 SP:Iteration 29Q (4681.889937 sec): 3 clusters Score: Raw -2417014.293996 + Penalty 1942.348395 = -2415071.945601 nChanged 256 SP:Iteration 30Q (4681.965478 sec): 3 clusters Score: Raw -2417060.672780 + Penalty 1942.348395 = -2415118.324384 nChanged 283 SP:Iteration 31Q (4682.052172 sec): 3 clusters Score: Raw -2417118.757956 + Penalty 1942.348395 = -2415176.409560 nChanged 292 SP:Iteration 32Q (4682.127361 sec): 3 clusters Score: Raw -2417175.479107 + Penalty 1942.348395 = -2415233.130712 nChanged 285 SP:Iteration 33Q (4682.200682 sec): 3 clusters Score: Raw -2417234.200063 + Penalty 1942.348395 = -2415291.851668 nChanged 304 SP:Iteration 34Q (4682.271909 sec): 3 clusters Score: Raw -2417301.304670 + Penalty 1942.348395 = -2415358.956275 nChanged 301 SP:Iteration 35Q (4682.353840 sec): 3 clusters Score: Raw -2417366.430536 + Penalty 1942.348395 = -2415424.082140 nChanged 285 SP:Iteration 36Q (4682.440741 sec): 3 clusters Score: Raw -2417423.636789 + Penalty 1942.348395 = -2415481.288394 nChanged 275 SP:Iteration 37Q (4682.512550 sec): 3 clusters Score: Raw -2417483.887951 + Penalty 1942.348395 = -2415541.539556 nChanged 288 SP:Iteration 38Q (4682.601156 sec): 3 clusters Score: Raw -2417552.210426 + Penalty 1942.348395 = -2415609.862030 nChanged 285 SP:Iteration 39Q (4682.671108 sec): 3 clusters Score: Raw -2417623.000056 + Penalty 1942.348395 = -2415680.651660 nChanged 285 SP:Iteration 40F (4682.755923 sec): 3 clusters Score: Raw -2417693.573094 + Penalty 1942.348395 = -2415751.224698 nChanged 291 SP:Iteration 41Q (4682.834600 sec): 3 clusters Score: Raw -2417768.487977 + Penalty 1942.348395 = -2415826.139581 nChanged 291 SP:Iteration 42Q (4682.924428 sec): 3 clusters Score: Raw -2417837.086219 + Penalty 1942.348395 = -2415894.737824 nChanged 265 SP:Iteration 43Q (4683.003321 sec): 3 clusters Score: Raw -2417901.282202 + Penalty 1942.348395 = -2415958.933807 nChanged 269 SP:Iteration 44Q (4683.087137 sec): 3 clusters Score: Raw -2417968.343544 + Penalty 1942.348395 = -2416025.995149 nChanged 263 SP:Iteration 45Q (4683.156125 sec): 3 clusters Score: Raw -2418032.678150 + Penalty 1942.348395 = -2416090.329755 nChanged 247 SP:Iteration 46Q (4683.234685 sec): 3 clusters Score: Raw -2418091.234859 + Penalty 1942.348395 = -2416148.886464 nChanged 263 SP:Iteration 47Q (4683.314076 sec): 3 clusters Score: Raw -2418165.774599 + Penalty 1942.348395 = -2416223.426204 nChanged 246 SP:Iteration 48Q (4683.387304 sec): 3 clusters Score: Raw -2418235.121381 + Penalty 1942.348395 = -2416292.772986 nChanged 246 SP:Iteration 49Q (4683.476612 sec): 3 clusters Score: Raw -2418307.953063 + Penalty 1942.348395 = -2416365.604668 nChanged 220 SP:Iteration 50Q (4683.556707 sec): 3 clusters Score: Raw -2418370.537183 + Penalty 1942.348395 = -2416428.188787 nChanged 198 SP:Iteration 51Q (4683.635372 sec): 3 clusters Score: Raw -2418425.340396 + Penalty 1942.348395 = -2416482.992000 nChanged 196 SP:Iteration 52Q (4683.716518 sec): 3 clusters Score: Raw -2418479.288707 + Penalty 1942.348395 = -2416536.940312 nChanged 196 SP:Iteration 53Q (4683.797706 sec): 3 clusters Score: Raw -2418539.482816 + Penalty 1942.348395 = -2416597.134421 nChanged 192 SP:Iteration 54Q (4683.878343 sec): 3 clusters Score: Raw -2418601.144881 + Penalty 1942.348395 = -2416658.796485 nChanged 196 SP:Iteration 55Q (4683.952201 sec): 3 clusters Score: Raw -2418660.890487 + Penalty 1942.348395 = -2416718.542091 nChanged 184 SP:Iteration 56Q (4684.027979 sec): 3 clusters Score: Raw -2418716.252684 + Penalty 1942.348395 = -2416773.904289 nChanged 169 SP:Iteration 57Q (4684.100562 sec): 3 clusters Score: Raw -2418765.962415 + Penalty 1942.348395 = -2416823.614019 nChanged 153 SP:Iteration 58Q (4684.179443 sec): 3 clusters Score: Raw -2418809.490846 + Penalty 1942.348395 = -2416867.142451 nChanged 142 SP:Iteration 59Q (4684.252128 sec): 3 clusters Score: Raw -2418851.649662 + Penalty 1942.348395 = -2416909.301267 nChanged 119 SP:Iteration 60F (4684.333701 sec): 3 clusters Score: Raw -2418887.858745 + Penalty 1942.348395 = -2416945.510350 nChanged 115 SP:Iteration 61Q (4684.418234 sec): 3 clusters Score: Raw -2418921.293310 + Penalty 1942.348395 = -2416978.944915 nChanged 117 SP:Iteration 62Q (4684.491363 sec): 3 clusters Score: Raw -2418960.861539 + Penalty 1942.348395 = -2417018.513143 nChanged 95 SP:Iteration 63Q (4684.562650 sec): 3 clusters Score: Raw -2418996.750005 + Penalty 1942.348395 = -2417054.401609 nChanged 97 SP:Iteration 64Q (4684.641943 sec): 3 clusters Score: Raw -2419035.264008 + Penalty 1942.348395 = -2417092.915612 nChanged 102 SP:Iteration 65Q (4684.719219 sec): 3 clusters Score: Raw -2419079.903809 + Penalty 1942.348395 = -2417137.555413 nChanged 99 SP:Iteration 66Q (4684.800060 sec): 3 clusters Score: Raw -2419122.929827 + Penalty 1942.348395 = -2417180.581432 nChanged 89 SP:Iteration 67Q (4684.878974 sec): 3 clusters Score: Raw -2419155.897195 + Penalty 1942.348395 = -2417213.548800 nChanged 80 SP:Iteration 68Q (4684.949186 sec): 3 clusters Score: Raw -2419182.074884 + Penalty 1942.348395 = -2417239.726488 nChanged 80 SP:Iteration 69Q (4685.034188 sec): 3 clusters Score: Raw -2419206.970058 + Penalty 1942.348395 = -2417264.621663 nChanged 74 SP:Iteration 70Q (4685.110582 sec): 3 clusters Score: Raw -2419234.515063 + Penalty 1942.348395 = -2417292.166668 nChanged 73 SP:Iteration 71Q (4685.188678 sec): 3 clusters Score: Raw -2419261.222545 + Penalty 1942.348395 = -2417318.874149 nChanged 74 SP:Iteration 72Q (4685.270725 sec): 3 clusters Score: Raw -2419290.734798 + Penalty 1942.348395 = -2417348.386403 nChanged 67 SP:Iteration 73Q (4685.348194 sec): 3 clusters Score: Raw -2419311.877202 + Penalty 1942.348395 = -2417369.528807 nChanged 50 SP:Iteration 74Q (4685.423244 sec): 3 clusters Score: Raw -2419326.403003 + Penalty 1942.348395 = -2417384.054608 nChanged 35 SP:Iteration 75Q (4685.491769 sec): 3 clusters Score: Raw -2419339.148576 + Penalty 1942.348395 = -2417396.800181 nChanged 40 SP:Iteration 76Q (4685.567416 sec): 3 clusters Score: Raw -2419353.061361 + Penalty 1942.348395 = -2417410.712966 nChanged 38 SP:Iteration 77Q (4685.656947 sec): 3 clusters Score: Raw -2419365.092873 + Penalty 1942.348395 = -2417422.744477 nChanged 40 SP:Iteration 78Q (4685.718232 sec): 3 clusters Score: Raw -2419378.946885 + Penalty 1942.348395 = -2417436.598489 nChanged 38 SP:Iteration 79Q (4685.795616 sec): 3 clusters Score: Raw -2419392.291447 + Penalty 1942.348395 = -2417449.943052 nChanged 43 SP:Iteration 80F (4685.875180 sec): 3 clusters Score: Raw -2419407.858615 + Penalty 1942.348395 = -2417465.510220 nChanged 40 SP:Iteration 81Q (4685.948021 sec): 3 clusters Score: Raw -2419422.733758 + Penalty 1942.348395 = -2417480.385363 nChanged 36 SP:Iteration 82Q (4686.014148 sec): 3 clusters Score: Raw -2419437.940432 + Penalty 1942.348395 = -2417495.592037 nChanged 32 SP:Iteration 83Q (4686.081325 sec): 3 clusters Score: Raw -2419450.561778 + Penalty 1942.348395 = -2417508.213383 nChanged 33 SP:Iteration 84Q (4686.153355 sec): 3 clusters Score: Raw -2419463.438274 + Penalty 1942.348395 = -2417521.089879 nChanged 27 SP:Iteration 85Q (4686.223325 sec): 3 clusters Score: Raw -2419474.052362 + Penalty 1942.348395 = -2417531.703967 nChanged 29 SP:Iteration 86Q (4686.282686 sec): 3 clusters Score: Raw -2419488.241085 + Penalty 1942.348395 = -2417545.892690 nChanged 27 SP:Iteration 87Q (4686.352138 sec): 3 clusters Score: Raw -2419501.360641 + Penalty 1942.348395 = -2417559.012246 nChanged 20 SP:Iteration 88Q (4686.434150 sec): 3 clusters Score: Raw -2419510.240394 + Penalty 1942.348395 = -2417567.891999 nChanged 15 SP:Iteration 89Q (4686.497117 sec): 3 clusters Score: Raw -2419517.826445 + Penalty 1942.348395 = -2417575.478050 nChanged 22 SP:Iteration 90Q (4686.579980 sec): 3 clusters Score: Raw -2419526.296170 + Penalty 1942.348395 = -2417583.947775 nChanged 13 SP:Iteration 91Q (4686.651540 sec): 3 clusters Score: Raw -2419531.930742 + Penalty 1942.348395 = -2417589.582346 nChanged 9 SP:Iteration 92Q (4686.721983 sec): 3 clusters Score: Raw -2419537.170851 + Penalty 1942.348395 = -2417594.822455 nChanged 14 SP:Iteration 93Q (4686.787129 sec): 3 clusters Score: Raw -2419543.070846 + Penalty 1942.348395 = -2417600.722451 nChanged 12 SP:Iteration 94Q (4686.852405 sec): 3 clusters Score: Raw -2419549.422332 + Penalty 1942.348395 = -2417607.073936 nChanged 9 SP:Iteration 95Q (4686.932257 sec): 3 clusters Score: Raw -2419555.342631 + Penalty 1942.348395 = -2417612.994236 nChanged 9 SP:Iteration 96Q (4686.998691 sec): 3 clusters Score: Raw -2419559.199145 + Penalty 1942.348395 = -2417616.850750 nChanged 8 SP:Iteration 97Q (4687.058819 sec): 3 clusters Score: Raw -2419562.123276 + Penalty 1942.348395 = -2417619.774880 nChanged 6 SP:Iteration 98Q (4687.127902 sec): 3 clusters Score: Raw -2419563.751260 + Penalty 1942.348395 = -2417621.402865 nChanged 3 SP:Iteration 99Q (4687.197258 sec): 3 clusters Score: Raw -2419564.778305 + Penalty 1942.348395 = -2417622.429910 nChanged 3 SP:Iteration 100F (4687.264137 sec): 3 clusters Score: Raw -2419565.328397 + Penalty 1942.348395 = -2417622.980001 nChanged 2 SP:Iteration 101Q (4687.342284 sec): 3 clusters Score: Raw -2419566.141912 + Penalty 1942.348395 = -2417623.793516 nChanged 4 SP:Iteration 102Q (4687.402925 sec): 3 clusters Score: Raw -2419567.844758 + Penalty 1942.348395 = -2417625.496362 nChanged 2 SP:Iteration 103Q (4687.467835 sec): 3 clusters Score: Raw -2419568.963647 + Penalty 1942.348395 = -2417626.615252 nChanged 3 SP:Iteration 104Q (4687.541831 sec): 3 clusters Score: Raw -2419569.893773 + Penalty 1942.348395 = -2417627.545377 nChanged 4 SP:Iteration 105Q (4687.625724 sec): 3 clusters Score: Raw -2419572.465781 + Penalty 1942.348395 = -2417630.117386 nChanged 7 SP:Iteration 106Q (4687.697542 sec): 3 clusters Score: Raw -2419575.111313 + Penalty 1942.348395 = -2417632.762918 nChanged 5 SP:Iteration 107Q (4687.772871 sec): 3 clusters Score: Raw -2419576.306765 + Penalty 1942.348395 = -2417633.958370 nChanged 2 SP:Iteration 108Q (4687.853015 sec): 3 clusters Score: Raw -2419576.799398 + Penalty 1942.348395 = -2417634.451002 nChanged 0 SP:Iteration 109F (4687.936151 sec): 3 clusters Score: Raw -2419576.799398 + Penalty 1942.348395 = -2417634.451002 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4687.968414 sec): 2 clusters Score: Raw -266265.170151 + Penalty 753.403756 = -265511.766395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4688.018234 sec): 3 clusters Score: Raw -264833.490594 + Penalty 1506.807512 = -263326.683082 nChanged 1140 SP:Iteration 1F (4688.065049 sec): 3 clusters Score: Raw -265570.803801 + Penalty 1506.807512 = -264063.996288 nChanged 246 SP:Iteration 2F (4688.116997 sec): 3 clusters Score: Raw -265764.708495 + Penalty 1506.807512 = -264257.900982 nChanged 206 SP:Iteration 3F (4688.164995 sec): 3 clusters Score: Raw -265948.697395 + Penalty 1506.807512 = -264441.889883 nChanged 171 SP:Iteration 4F (4688.214303 sec): 3 clusters Score: Raw -266101.407852 + Penalty 1506.807512 = -264594.600340 nChanged 150 SP:Iteration 5F (4688.254337 sec): 3 clusters Score: Raw -266227.829778 + Penalty 1506.807512 = -264721.022266 nChanged 108 SP:Iteration 6Q (4688.298242 sec): 3 clusters Score: Raw -266307.444459 + Penalty 1506.807512 = -264800.636947 nChanged 89 SP:Iteration 7Q (4688.348101 sec): 3 clusters Score: Raw -266372.899550 + Penalty 1506.807512 = -264866.092038 nChanged 56 SP:Iteration 8Q (4688.395187 sec): 3 clusters Score: Raw -266422.751058 + Penalty 1506.807512 = -264915.943546 nChanged 50 SP:Iteration 9Q (4688.436476 sec): 3 clusters Score: Raw -266479.404173 + Penalty 1506.807512 = -264972.596660 nChanged 54 SP:Iteration 10Q (4688.491757 sec): 3 clusters Score: Raw -266519.355805 + Penalty 1506.807512 = -265012.548293 nChanged 37 SP:Iteration 11Q (4688.531385 sec): 3 clusters Score: Raw -266544.629895 + Penalty 1506.807512 = -265037.822383 nChanged 22 SP:Iteration 12Q (4688.588948 sec): 3 clusters Score: Raw -266567.307639 + Penalty 1506.807512 = -265060.500127 nChanged 30 SP:Iteration 13Q (4688.636854 sec): 3 clusters Score: Raw -266587.442466 + Penalty 1506.807512 = -265080.634953 nChanged 19 SP:Iteration 14Q (4688.696170 sec): 3 clusters Score: Raw -266600.399844 + Penalty 1506.807512 = -265093.592332 nChanged 19 SP:Iteration 15Q (4688.741089 sec): 3 clusters Score: Raw -266614.980673 + Penalty 1506.807512 = -265108.173161 nChanged 19 SP:Iteration 16Q (4688.793622 sec): 3 clusters Score: Raw -266624.488315 + Penalty 1506.807512 = -265117.680803 nChanged 8 SP:Iteration 17Q (4688.847459 sec): 3 clusters Score: Raw -266629.074694 + Penalty 1506.807512 = -265122.267181 nChanged 5 SP:Iteration 18Q (4688.903807 sec): 3 clusters Score: Raw -266631.352912 + Penalty 1506.807512 = -265124.545399 nChanged 6 SP:Iteration 19Q (4688.959621 sec): 3 clusters Score: Raw -266633.036272 + Penalty 1506.807512 = -265126.228759 nChanged 5 SP:Iteration 20F (4689.006942 sec): 3 clusters Score: Raw -266642.272744 + Penalty 1506.807512 = -265135.465232 nChanged 4 SP:Iteration 21Q (4689.062211 sec): 3 clusters Score: Raw -266645.124161 + Penalty 1506.807512 = -265138.316649 nChanged 7 SP:Iteration 22Q (4689.114785 sec): 3 clusters Score: Raw -266648.599733 + Penalty 1506.807512 = -265141.792221 nChanged 4 SP:Iteration 23Q (4689.169591 sec): 3 clusters Score: Raw -266650.401813 + Penalty 1506.807512 = -265143.594300 nChanged 4 SP:Iteration 24Q (4689.223493 sec): 3 clusters Score: Raw -266651.439426 + Penalty 1506.807512 = -265144.631914 nChanged 4 SP:Iteration 25Q (4689.275788 sec): 3 clusters Score: Raw -266653.191066 + Penalty 1506.807512 = -265146.383553 nChanged 4 SP:Iteration 26Q (4689.323687 sec): 3 clusters Score: Raw -266654.077576 + Penalty 1506.807512 = -265147.270064 nChanged 0 SP:Iteration 27F (4689.375029 sec): 3 clusters Score: Raw -266654.077576 + Penalty 1506.807512 = -265147.270064 nChanged 0 Trying to split cluster 22 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4689.407295 sec): 2 clusters Score: Raw -94846.474730 + Penalty 648.933052 = -94197.541678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4689.455086 sec): 3 clusters Score: Raw -94471.496121 + Penalty 1297.866105 = -93173.630017 nChanged 309 SP:Iteration 1F (4689.504380 sec): 3 clusters Score: Raw -94677.162216 + Penalty 1297.866105 = -93379.296111 nChanged 68 SP:Iteration 2F (4689.541050 sec): 3 clusters Score: Raw -94731.313419 + Penalty 1297.866105 = -93433.447314 nChanged 43 SP:Iteration 3Q (4689.597409 sec): 3 clusters Score: Raw -94761.729104 + Penalty 1297.866105 = -93463.862999 nChanged 25 SP:Iteration 4Q (4689.642742 sec): 3 clusters Score: Raw -94778.893337 + Penalty 1297.866105 = -93481.027233 nChanged 21 SP:Iteration 5Q (4689.687132 sec): 3 clusters Score: Raw -94796.392553 + Penalty 1297.866105 = -93498.526448 nChanged 21 SP:Iteration 6Q (4689.728609 sec): 3 clusters Score: Raw -94812.989070 + Penalty 1297.866105 = -93515.122965 nChanged 15 SP:Iteration 7Q (4689.774524 sec): 3 clusters Score: Raw -94826.815714 + Penalty 1297.866105 = -93528.949609 nChanged 11 SP:Iteration 8Q (4689.824779 sec): 3 clusters Score: Raw -94833.062533 + Penalty 1297.866105 = -93535.196429 nChanged 11 SP:Iteration 9Q (4689.862468 sec): 3 clusters Score: Raw -94841.772376 + Penalty 1297.866105 = -93543.906272 nChanged 7 SP:Iteration 10Q (4689.914443 sec): 3 clusters Score: Raw -94847.321350 + Penalty 1297.866105 = -93549.455245 nChanged 4 SP:Iteration 11Q (4689.955478 sec): 3 clusters Score: Raw -94849.873831 + Penalty 1297.866105 = -93552.007726 nChanged 3 SP:Iteration 12Q (4690.010187 sec): 3 clusters Score: Raw -94850.911593 + Penalty 1297.866105 = -93553.045488 nChanged 1 SP:Iteration 13Q (4690.057293 sec): 3 clusters Score: Raw -94851.761541 + Penalty 1297.866105 = -93553.895436 nChanged 4 SP:Iteration 14Q (4690.107897 sec): 3 clusters Score: Raw -94854.228618 + Penalty 1297.866105 = -93556.362513 nChanged 2 SP:Iteration 15Q (4690.150599 sec): 3 clusters Score: Raw -94855.623592 + Penalty 1297.866105 = -93557.757488 nChanged 2 SP:Iteration 16Q (4690.194735 sec): 3 clusters Score: Raw -94856.652679 + Penalty 1297.866105 = -93558.786575 nChanged 1 SP:Iteration 17Q (4690.253910 sec): 3 clusters Score: Raw -94857.195338 + Penalty 1297.866105 = -93559.329234 nChanged 3 SP:Iteration 18Q (4690.299714 sec): 3 clusters Score: Raw -94859.131360 + Penalty 1297.866105 = -93561.265256 nChanged 3 SP:Iteration 19Q (4690.338630 sec): 3 clusters Score: Raw -94862.681714 + Penalty 1297.866105 = -93564.815610 nChanged 3 SP:Iteration 20F (4690.385975 sec): 3 clusters Score: Raw -94866.295750 + Penalty 1297.866105 = -93568.429646 nChanged 4 SP:Iteration 21Q (4690.436757 sec): 3 clusters Score: Raw -94870.374090 + Penalty 1297.866105 = -93572.507986 nChanged 3 SP:Iteration 22Q (4690.483386 sec): 3 clusters Score: Raw -94873.531598 + Penalty 1297.866105 = -93575.665493 nChanged 5 SP:Iteration 23Q (4690.527042 sec): 3 clusters Score: Raw -94875.345725 + Penalty 1297.866105 = -93577.479620 nChanged 0 SP:Iteration 24F (4690.572697 sec): 3 clusters Score: Raw -94875.345725 + Penalty 1297.866105 = -93577.479620 nChanged 0 Trying to split cluster 23 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4690.597978 sec): 2 clusters Score: Raw -44054.018071 + Penalty 590.387769 = -43463.630301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4690.626823 sec): 3 clusters Score: Raw -43927.869176 + Penalty 1180.775539 = -42747.093637 nChanged 153 SP:Iteration 1F (4690.674201 sec): 3 clusters Score: Raw -44101.129340 + Penalty 1180.775539 = -42920.353801 nChanged 48 SP:Iteration 2F (4690.713072 sec): 3 clusters Score: Raw -44161.659783 + Penalty 1180.775539 = -42980.884245 nChanged 30 SP:Iteration 3F (4690.743280 sec): 3 clusters Score: Raw -44205.265740 + Penalty 1180.775539 = -43024.490201 nChanged 20 SP:Iteration 4Q (4690.792295 sec): 3 clusters Score: Raw -44230.892878 + Penalty 1180.775539 = -43050.117339 nChanged 15 SP:Iteration 5Q (4690.828619 sec): 3 clusters Score: Raw -44251.689844 + Penalty 1180.775539 = -43070.914305 nChanged 18 SP:Iteration 6Q (4690.866871 sec): 3 clusters Score: Raw -44276.488941 + Penalty 1180.775539 = -43095.713402 nChanged 10 SP:Iteration 7Q (4690.903540 sec): 3 clusters Score: Raw -44285.766215 + Penalty 1180.775539 = -43104.990677 nChanged 3 SP:Iteration 8Q (4690.944132 sec): 3 clusters Score: Raw -44288.189729 + Penalty 1180.775539 = -43107.414191 nChanged 1 SP:Iteration 9Q (4690.980069 sec): 3 clusters Score: Raw -44290.442288 + Penalty 1180.775539 = -43109.666749 nChanged 1 SP:Iteration 10Q (4691.008254 sec): 3 clusters Score: Raw -44290.756024 + Penalty 1180.775539 = -43109.980485 nChanged 0 SP:Iteration 11F (4691.046549 sec): 3 clusters Score: Raw -44290.756024 + Penalty 1180.775539 = -43109.980485 nChanged 0 Trying to split cluster 24 (5754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4691.088981 sec): 2 clusters Score: Raw -572061.038841 + Penalty 822.476802 = -571238.562039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4691.128311 sec): 3 clusters Score: Raw -568761.069806 + Penalty 1644.953603 = -567116.116202 nChanged 2547 SP:Iteration 1F (4691.174159 sec): 3 clusters Score: Raw -570099.879811 + Penalty 1644.953603 = -568454.926208 nChanged 390 SP:Iteration 2F (4691.215784 sec): 3 clusters Score: Raw -570280.908962 + Penalty 1644.953603 = -568635.955359 nChanged 315 SP:Iteration 3F (4691.267427 sec): 3 clusters Score: Raw -570446.783476 + Penalty 1644.953603 = -568801.829872 nChanged 314 SP:Iteration 4F (4691.315038 sec): 3 clusters Score: Raw -570659.924589 + Penalty 1644.953603 = -569014.970986 nChanged 359 SP:Iteration 5F (4691.360325 sec): 3 clusters Score: Raw -570927.545836 + Penalty 1644.953603 = -569282.592233 nChanged 356 SP:Iteration 6F (4691.402955 sec): 3 clusters Score: Raw -571195.845383 + Penalty 1644.953603 = -569550.891780 nChanged 332 SP:Iteration 7F (4691.459986 sec): 3 clusters Score: Raw -571421.478126 + Penalty 1644.953603 = -569776.524522 nChanged 251 SP:Iteration 8Q (4691.503602 sec): 3 clusters Score: Raw -571587.388609 + Penalty 1644.953603 = -569942.435006 nChanged 209 SP:Iteration 9Q (4691.562550 sec): 3 clusters Score: Raw -571716.451738 + Penalty 1644.953603 = -570071.498135 nChanged 161 SP:Iteration 10Q (4691.607733 sec): 3 clusters Score: Raw -571806.546448 + Penalty 1644.953603 = -570161.592845 nChanged 118 SP:Iteration 11Q (4691.665055 sec): 3 clusters Score: Raw -571881.803243 + Penalty 1644.953603 = -570236.849640 nChanged 109 SP:Iteration 12Q (4691.721030 sec): 3 clusters Score: Raw -571941.589632 + Penalty 1644.953603 = -570296.636029 nChanged 91 SP:Iteration 13Q (4691.773966 sec): 3 clusters Score: Raw -571986.439787 + Penalty 1644.953603 = -570341.486184 nChanged 59 SP:Iteration 14Q (4691.829707 sec): 3 clusters Score: Raw -572009.293084 + Penalty 1644.953603 = -570364.339481 nChanged 37 SP:Iteration 15Q (4691.877452 sec): 3 clusters Score: Raw -572021.629680 + Penalty 1644.953603 = -570376.676077 nChanged 22 SP:Iteration 16Q (4691.940334 sec): 3 clusters Score: Raw -572029.042269 + Penalty 1644.953603 = -570384.088665 nChanged 21 SP:Iteration 17Q (4691.994015 sec): 3 clusters Score: Raw -572035.190824 + Penalty 1644.953603 = -570390.237220 nChanged 16 SP:Iteration 18Q (4692.060207 sec): 3 clusters Score: Raw -572038.852207 + Penalty 1644.953603 = -570393.898603 nChanged 22 SP:Iteration 19Q (4692.105441 sec): 3 clusters Score: Raw -572044.994793 + Penalty 1644.953603 = -570400.041189 nChanged 22 SP:Iteration 20F (4692.172282 sec): 3 clusters Score: Raw -572051.330217 + Penalty 1644.953603 = -570406.376614 nChanged 22 SP:Iteration 21Q (4692.230259 sec): 3 clusters Score: Raw -572058.403404 + Penalty 1644.953603 = -570413.449801 nChanged 20 SP:Iteration 22Q (4692.280331 sec): 3 clusters Score: Raw -572064.901253 + Penalty 1644.953603 = -570419.947650 nChanged 19 SP:Iteration 23Q (4692.323300 sec): 3 clusters Score: Raw -572072.791879 + Penalty 1644.953603 = -570427.838276 nChanged 19 SP:Iteration 24Q (4692.380903 sec): 3 clusters Score: Raw -572077.415979 + Penalty 1644.953603 = -570432.462376 nChanged 17 SP:Iteration 25Q (4692.435624 sec): 3 clusters Score: Raw -572081.959341 + Penalty 1644.953603 = -570437.005738 nChanged 15 SP:Iteration 26Q (4692.494178 sec): 3 clusters Score: Raw -572085.554819 + Penalty 1644.953603 = -570440.601216 nChanged 16 SP:Iteration 27Q (4692.547453 sec): 3 clusters Score: Raw -572088.943822 + Penalty 1644.953603 = -570443.990219 nChanged 14 SP:Iteration 28Q (4692.600642 sec): 3 clusters Score: Raw -572094.088672 + Penalty 1644.953603 = -570449.135068 nChanged 17 SP:Iteration 29Q (4692.658659 sec): 3 clusters Score: Raw -572099.985832 + Penalty 1644.953603 = -570455.032229 nChanged 20 SP:Iteration 30Q (4692.700590 sec): 3 clusters Score: Raw -572106.099094 + Penalty 1644.953603 = -570461.145490 nChanged 22 SP:Iteration 31Q (4692.752731 sec): 3 clusters Score: Raw -572114.563800 + Penalty 1644.953603 = -570469.610197 nChanged 24 SP:Iteration 32Q (4692.809567 sec): 3 clusters Score: Raw -572122.676892 + Penalty 1644.953603 = -570477.723289 nChanged 19 SP:Iteration 33Q (4692.869457 sec): 3 clusters Score: Raw -572130.080959 + Penalty 1644.953603 = -570485.127356 nChanged 17 SP:Iteration 34Q (4692.909618 sec): 3 clusters Score: Raw -572135.580817 + Penalty 1644.953603 = -570490.627214 nChanged 13 SP:Iteration 35Q (4692.963347 sec): 3 clusters Score: Raw -572138.706326 + Penalty 1644.953603 = -570493.752722 nChanged 7 SP:Iteration 36Q (4693.023070 sec): 3 clusters Score: Raw -572140.599116 + Penalty 1644.953603 = -570495.645513 nChanged 6 SP:Iteration 37Q (4693.074240 sec): 3 clusters Score: Raw -572142.336977 + Penalty 1644.953603 = -570497.383374 nChanged 7 SP:Iteration 38Q (4693.117848 sec): 3 clusters Score: Raw -572144.144025 + Penalty 1644.953603 = -570499.190422 nChanged 7 SP:Iteration 39Q (4693.172640 sec): 3 clusters Score: Raw -572145.603674 + Penalty 1644.953603 = -570500.650071 nChanged 6 SP:Iteration 40F (4693.232685 sec): 3 clusters Score: Raw -572147.377588 + Penalty 1644.953603 = -570502.423985 nChanged 6 SP:Iteration 41Q (4693.282456 sec): 3 clusters Score: Raw -572148.898074 + Penalty 1644.953603 = -570503.944471 nChanged 4 SP:Iteration 42Q (4693.332347 sec): 3 clusters Score: Raw -572149.495083 + Penalty 1644.953603 = -570504.541480 nChanged 2 SP:Iteration 43Q (4693.382345 sec): 3 clusters Score: Raw -572149.782180 + Penalty 1644.953603 = -570504.828577 nChanged 2 SP:Iteration 44Q (4693.436973 sec): 3 clusters Score: Raw -572150.139549 + Penalty 1644.953603 = -570505.185946 nChanged 3 SP:Iteration 45Q (4693.490183 sec): 3 clusters Score: Raw -572151.192926 + Penalty 1644.953603 = -570506.239323 nChanged 5 SP:Iteration 46Q (4693.534677 sec): 3 clusters Score: Raw -572152.501562 + Penalty 1644.953603 = -570507.547959 nChanged 5 SP:Iteration 47Q (4693.592573 sec): 3 clusters Score: Raw -572153.736481 + Penalty 1644.953603 = -570508.782877 nChanged 7 SP:Iteration 48Q (4693.635538 sec): 3 clusters Score: Raw -572157.075786 + Penalty 1644.953603 = -570512.122182 nChanged 7 SP:Iteration 49Q (4693.682350 sec): 3 clusters Score: Raw -572158.890452 + Penalty 1644.953603 = -570513.936848 nChanged 4 SP:Iteration 50Q (4693.729829 sec): 3 clusters Score: Raw -572159.579229 + Penalty 1644.953603 = -570514.625625 nChanged 2 SP:Iteration 51Q (4693.789518 sec): 3 clusters Score: Raw -572160.634912 + Penalty 1644.953603 = -570515.681309 nChanged 5 SP:Iteration 52Q (4693.833456 sec): 3 clusters Score: Raw -572161.927910 + Penalty 1644.953603 = -570516.974307 nChanged 3 SP:Iteration 53Q (4693.884748 sec): 3 clusters Score: Raw -572162.666979 + Penalty 1644.953603 = -570517.713376 nChanged 7 SP:Iteration 54Q (4693.939221 sec): 3 clusters Score: Raw -572164.626355 + Penalty 1644.953603 = -570519.672751 nChanged 8 SP:Iteration 55Q (4693.983843 sec): 3 clusters Score: Raw -572168.263629 + Penalty 1644.953603 = -570523.310026 nChanged 9 SP:Iteration 56Q (4694.044246 sec): 3 clusters Score: Raw -572171.295266 + Penalty 1644.953603 = -570526.341663 nChanged 9 SP:Iteration 57Q (4694.101888 sec): 3 clusters Score: Raw -572175.052295 + Penalty 1644.953603 = -570530.098692 nChanged 7 SP:Iteration 58Q (4694.153944 sec): 3 clusters Score: Raw -572177.804667 + Penalty 1644.953603 = -570532.851063 nChanged 4 SP:Iteration 59Q (4694.195654 sec): 3 clusters Score: Raw -572178.704941 + Penalty 1644.953603 = -570533.751338 nChanged 1 SP:Iteration 60F (4694.247916 sec): 3 clusters Score: Raw -572178.814717 + Penalty 1644.953603 = -570533.861114 nChanged 0 Trying to split cluster 25 (14339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4694.287055 sec): 2 clusters Score: Raw -1403317.985139 + Penalty 909.220146 = -1402408.764993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4694.361908 sec): 3 clusters Score: Raw -1394574.080220 + Penalty 1818.440292 = -1392755.639929 nChanged 6508 SP:Iteration 1F (4694.426477 sec): 3 clusters Score: Raw -1398625.959568 + Penalty 1818.440292 = -1396807.519276 nChanged 1100 SP:Iteration 2F (4694.481399 sec): 3 clusters Score: Raw -1399423.413975 + Penalty 1818.440292 = -1397604.973683 nChanged 1133 SP:Iteration 3F (4694.554866 sec): 3 clusters Score: Raw -1400283.581559 + Penalty 1818.440292 = -1398465.141267 nChanged 1119 SP:Iteration 4F (4694.621578 sec): 3 clusters Score: Raw -1401199.888938 + Penalty 1818.440292 = -1399381.448647 nChanged 1012 SP:Iteration 5F (4694.681919 sec): 3 clusters Score: Raw -1401954.179973 + Penalty 1818.440292 = -1400135.739681 nChanged 761 SP:Iteration 6F (4694.749339 sec): 3 clusters Score: Raw -1402420.160759 + Penalty 1818.440292 = -1400601.720467 nChanged 518 SP:Iteration 7Q (4694.802992 sec): 3 clusters Score: Raw -1402655.249345 + Penalty 1818.440292 = -1400836.809053 nChanged 371 SP:Iteration 8Q (4694.863697 sec): 3 clusters Score: Raw -1402810.329044 + Penalty 1818.440292 = -1400991.888752 nChanged 282 SP:Iteration 9Q (4694.939909 sec): 3 clusters Score: Raw -1402920.611529 + Penalty 1818.440292 = -1401102.171237 nChanged 247 SP:Iteration 10Q (4694.988520 sec): 3 clusters Score: Raw -1403018.412834 + Penalty 1818.440292 = -1401199.972542 nChanged 192 SP:Iteration 11Q (4695.054033 sec): 3 clusters Score: Raw -1403079.532510 + Penalty 1818.440292 = -1401261.092219 nChanged 156 SP:Iteration 12Q (4695.117433 sec): 3 clusters Score: Raw -1403119.084919 + Penalty 1818.440292 = -1401300.644627 nChanged 117 SP:Iteration 13Q (4695.184932 sec): 3 clusters Score: Raw -1403144.149782 + Penalty 1818.440292 = -1401325.709490 nChanged 104 SP:Iteration 14Q (4695.235918 sec): 3 clusters Score: Raw -1403166.580821 + Penalty 1818.440292 = -1401348.140529 nChanged 83 SP:Iteration 15Q (4695.291177 sec): 3 clusters Score: Raw -1403179.761248 + Penalty 1818.440292 = -1401361.320957 nChanged 76 SP:Iteration 16Q (4695.355674 sec): 3 clusters Score: Raw -1403190.940134 + Penalty 1818.440292 = -1401372.499842 nChanged 63 SP:Iteration 17Q (4695.408265 sec): 3 clusters Score: Raw -1403200.421881 + Penalty 1818.440292 = -1401381.981590 nChanged 63 SP:Iteration 18Q (4695.478312 sec): 3 clusters Score: Raw -1403209.567457 + Penalty 1818.440292 = -1401391.127166 nChanged 69 SP:Iteration 19Q (4695.533357 sec): 3 clusters Score: Raw -1403218.395124 + Penalty 1818.440292 = -1401399.954832 nChanged 57 SP:Iteration 20F (4695.596992 sec): 3 clusters Score: Raw -1403228.552721 + Penalty 1818.440292 = -1401410.112430 nChanged 73 SP:Iteration 21Q (4695.658225 sec): 3 clusters Score: Raw -1403242.314268 + Penalty 1818.440292 = -1401423.873976 nChanged 71 SP:Iteration 22Q (4695.709021 sec): 3 clusters Score: Raw -1403254.399093 + Penalty 1818.440292 = -1401435.958801 nChanged 56 SP:Iteration 23Q (4695.773776 sec): 3 clusters Score: Raw -1403261.848725 + Penalty 1818.440292 = -1401443.408433 nChanged 45 SP:Iteration 24Q (4695.825059 sec): 3 clusters Score: Raw -1403267.567653 + Penalty 1818.440292 = -1401449.127361 nChanged 52 SP:Iteration 25Q (4695.888872 sec): 3 clusters Score: Raw -1403273.765800 + Penalty 1818.440292 = -1401455.325509 nChanged 45 SP:Iteration 26Q (4695.943864 sec): 3 clusters Score: Raw -1403278.896305 + Penalty 1818.440292 = -1401460.456014 nChanged 42 SP:Iteration 27Q (4695.999291 sec): 3 clusters Score: Raw -1403283.930255 + Penalty 1818.440292 = -1401465.489963 nChanged 43 SP:Iteration 28Q (4696.053071 sec): 3 clusters Score: Raw -1403288.408705 + Penalty 1818.440292 = -1401469.968413 nChanged 36 SP:Iteration 29Q (4696.112823 sec): 3 clusters Score: Raw -1403291.750732 + Penalty 1818.440292 = -1401473.310441 nChanged 28 SP:Iteration 30Q (4696.168893 sec): 3 clusters Score: Raw -1403294.108859 + Penalty 1818.440292 = -1401475.668567 nChanged 33 SP:Iteration 31Q (4696.238519 sec): 3 clusters Score: Raw -1403297.484807 + Penalty 1818.440292 = -1401479.044516 nChanged 27 SP:Iteration 32Q (4696.294229 sec): 3 clusters Score: Raw -1403299.932107 + Penalty 1818.440292 = -1401481.491815 nChanged 27 SP:Iteration 33Q (4696.356679 sec): 3 clusters Score: Raw -1403302.882010 + Penalty 1818.440292 = -1401484.441719 nChanged 23 SP:Iteration 34Q (4696.403881 sec): 3 clusters Score: Raw -1403304.689298 + Penalty 1818.440292 = -1401486.249007 nChanged 18 SP:Iteration 35Q (4696.473145 sec): 3 clusters Score: Raw -1403305.705022 + Penalty 1818.440292 = -1401487.264730 nChanged 17 SP:Iteration 36Q (4696.538089 sec): 3 clusters Score: Raw -1403306.665585 + Penalty 1818.440292 = -1401488.225294 nChanged 13 SP:Iteration 37Q (4696.592698 sec): 3 clusters Score: Raw -1403307.569555 + Penalty 1818.440292 = -1401489.129263 nChanged 6 SP:Iteration 38Q (4696.657877 sec): 3 clusters Score: Raw -1403308.311874 + Penalty 1818.440292 = -1401489.871583 nChanged 12 SP:Iteration 39Q (4696.716506 sec): 3 clusters Score: Raw -1403310.226273 + Penalty 1818.440292 = -1401491.785981 nChanged 18 SP:Iteration 40F (4696.779891 sec): 3 clusters Score: Raw -1403311.589042 + Penalty 1818.440292 = -1401493.148750 nChanged 15 SP:Iteration 41Q (4696.844566 sec): 3 clusters Score: Raw -1403312.418836 + Penalty 1818.440292 = -1401493.978544 nChanged 8 SP:Iteration 42Q (4696.908236 sec): 3 clusters Score: Raw -1403312.851376 + Penalty 1818.440292 = -1401494.411085 nChanged 4 SP:Iteration 43Q (4696.986768 sec): 3 clusters Score: Raw -1403313.074725 + Penalty 1818.440292 = -1401494.634433 nChanged 3 SP:Iteration 44Q (4697.041235 sec): 3 clusters Score: Raw -1403313.392983 + Penalty 1818.440292 = -1401494.952691 nChanged 3 SP:Iteration 45Q (4697.109731 sec): 3 clusters Score: Raw -1403313.512838 + Penalty 1818.440292 = -1401495.072546 nChanged 0 SP:Iteration 46F (4697.165489 sec): 3 clusters Score: Raw -1403313.512838 + Penalty 1818.440292 = -1401495.072546 nChanged 0 Trying to split cluster 26 (3584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4697.205760 sec): 2 clusters Score: Raw -342636.178485 + Penalty 777.502304 = -341858.676182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4697.258549 sec): 3 clusters Score: Raw -340736.160357 + Penalty 1555.004607 = -339181.155750 nChanged 1445 SP:Iteration 1F (4697.297753 sec): 3 clusters Score: Raw -341513.821266 + Penalty 1555.004607 = -339958.816659 nChanged 234 SP:Iteration 2F (4697.356653 sec): 3 clusters Score: Raw -341636.254033 + Penalty 1555.004607 = -340081.249425 nChanged 188 SP:Iteration 3F (4697.402886 sec): 3 clusters Score: Raw -341726.736341 + Penalty 1555.004607 = -340171.731734 nChanged 152 SP:Iteration 4Q (4697.442699 sec): 3 clusters Score: Raw -341800.730219 + Penalty 1555.004607 = -340245.725612 nChanged 140 SP:Iteration 5Q (4697.499495 sec): 3 clusters Score: Raw -341860.187927 + Penalty 1555.004607 = -340305.183320 nChanged 114 SP:Iteration 6Q (4697.549990 sec): 3 clusters Score: Raw -341912.141777 + Penalty 1555.004607 = -340357.137170 nChanged 106 SP:Iteration 7Q (4697.603335 sec): 3 clusters Score: Raw -341961.875448 + Penalty 1555.004607 = -340406.870841 nChanged 109 SP:Iteration 8Q (4697.651141 sec): 3 clusters Score: Raw -342010.223146 + Penalty 1555.004607 = -340455.218539 nChanged 98 SP:Iteration 9Q (4697.695550 sec): 3 clusters Score: Raw -342058.644094 + Penalty 1555.004607 = -340503.639487 nChanged 108 SP:Iteration 10Q (4697.753016 sec): 3 clusters Score: Raw -342112.317284 + Penalty 1555.004607 = -340557.312677 nChanged 99 SP:Iteration 11Q (4697.804401 sec): 3 clusters Score: Raw -342171.022787 + Penalty 1555.004607 = -340616.018180 nChanged 114 SP:Iteration 12Q (4697.853914 sec): 3 clusters Score: Raw -342238.255487 + Penalty 1555.004607 = -340683.250880 nChanged 122 SP:Iteration 13Q (4697.895211 sec): 3 clusters Score: Raw -342313.626328 + Penalty 1555.004607 = -340758.621721 nChanged 116 SP:Iteration 14Q (4697.949504 sec): 3 clusters Score: Raw -342398.144438 + Penalty 1555.004607 = -340843.139831 nChanged 103 SP:Iteration 15Q (4697.999178 sec): 3 clusters Score: Raw -342467.994144 + Penalty 1555.004607 = -340912.989537 nChanged 95 SP:Iteration 16Q (4698.040400 sec): 3 clusters Score: Raw -342532.081632 + Penalty 1555.004607 = -340977.077025 nChanged 73 SP:Iteration 17Q (4698.085560 sec): 3 clusters Score: Raw -342580.348842 + Penalty 1555.004607 = -341025.344235 nChanged 51 SP:Iteration 18Q (4698.134700 sec): 3 clusters Score: Raw -342616.525671 + Penalty 1555.004607 = -341061.521064 nChanged 46 SP:Iteration 19Q (4698.180655 sec): 3 clusters Score: Raw -342663.178776 + Penalty 1555.004607 = -341108.174169 nChanged 33 SP:Iteration 20F (4698.229083 sec): 3 clusters Score: Raw -342692.817020 + Penalty 1555.004607 = -341137.812413 nChanged 22 SP:Iteration 21Q (4698.282777 sec): 3 clusters Score: Raw -342712.369287 + Penalty 1555.004607 = -341157.364680 nChanged 19 SP:Iteration 22Q (4698.328303 sec): 3 clusters Score: Raw -342728.206107 + Penalty 1555.004607 = -341173.201500 nChanged 15 SP:Iteration 23Q (4698.372077 sec): 3 clusters Score: Raw -342740.443806 + Penalty 1555.004607 = -341185.439199 nChanged 8 SP:Iteration 24Q (4698.416636 sec): 3 clusters Score: Raw -342748.006656 + Penalty 1555.004607 = -341193.002049 nChanged 5 SP:Iteration 25Q (4698.470165 sec): 3 clusters Score: Raw -342753.819570 + Penalty 1555.004607 = -341198.814963 nChanged 3 SP:Iteration 26Q (4698.512328 sec): 3 clusters Score: Raw -342756.827452 + Penalty 1555.004607 = -341201.822845 nChanged 4 SP:Iteration 27Q (4698.567399 sec): 3 clusters Score: Raw -342759.654500 + Penalty 1555.004607 = -341204.649893 nChanged 2 SP:Iteration 28Q (4698.616250 sec): 3 clusters Score: Raw -342761.087818 + Penalty 1555.004607 = -341206.083211 nChanged 0 SP:Iteration 29F (4698.664273 sec): 3 clusters Score: Raw -342761.087818 + Penalty 1555.004607 = -341206.083211 nChanged 0 Trying to split cluster 27 (87257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4698.778097 sec): 2 clusters Score: Raw -8598933.542293 + Penalty 1080.778241 = -8597852.764052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4698.936739 sec): 3 clusters Score: Raw -8541672.071288 + Penalty 2161.556483 = -8539510.514805 nChanged 41976 SP:Iteration 1F (4699.089101 sec): 3 clusters Score: Raw -8566526.204163 + Penalty 2161.556483 = -8564364.647680 nChanged 3318 SP:Iteration 2Q (4699.256391 sec): 3 clusters Score: Raw -8567636.554330 + Penalty 2161.556483 = -8565474.997847 nChanged 3825 SP:Iteration 3Q (4699.416117 sec): 3 clusters Score: Raw -8569310.748933 + Penalty 2161.556483 = -8567149.192451 nChanged 4765 SP:Iteration 4F (4699.572732 sec): 3 clusters Score: Raw -8572063.345356 + Penalty 2161.556483 = -8569901.788873 nChanged 6102 SP:Iteration 5F (4699.727938 sec): 3 clusters Score: Raw -8576499.828364 + Penalty 2161.556483 = -8574338.271881 nChanged 7173 SP:Iteration 6F (4699.883044 sec): 3 clusters Score: Raw -8582738.491865 + Penalty 2161.556483 = -8580576.935382 nChanged 6955 SP:Iteration 7F (4700.024827 sec): 3 clusters Score: Raw -8589278.367761 + Penalty 2161.556483 = -8587116.811278 nChanged 5226 SP:Iteration 8F (4700.181136 sec): 3 clusters Score: Raw -8594282.869529 + Penalty 2161.556483 = -8592121.313047 nChanged 3066 SP:Iteration 9Q (4700.329902 sec): 3 clusters Score: Raw -8597178.229036 + Penalty 2161.556483 = -8595016.672553 nChanged 1306 SP:Iteration 10Q (4700.472352 sec): 3 clusters Score: Raw -8598363.589019 + Penalty 2161.556483 = -8596202.032536 nChanged 471 SP:Iteration 11Q (4700.601110 sec): 3 clusters Score: Raw -8598781.117851 + Penalty 2161.556483 = -8596619.561369 nChanged 165 SP:Iteration 12Q (4700.743449 sec): 3 clusters Score: Raw -8598932.573329 + Penalty 2161.556483 = -8596771.016846 nChanged 74 SP:Iteration 13Q (4700.871625 sec): 3 clusters Score: Raw -8599010.422549 + Penalty 2161.556483 = -8596848.866066 nChanged 41 SP:Iteration 14Q (4701.005892 sec): 3 clusters Score: Raw -8599046.819038 + Penalty 2161.556483 = -8596885.262556 nChanged 18 SP:Iteration 15Q (4701.141092 sec): 3 clusters Score: Raw -8599062.067738 + Penalty 2161.556483 = -8596900.511255 nChanged 8 SP:Iteration 16Q (4701.274662 sec): 3 clusters Score: Raw -8599066.498189 + Penalty 2161.556483 = -8596904.941707 nChanged 5 SP:Iteration 17Q (4701.395765 sec): 3 clusters Score: Raw -8599071.209647 + Penalty 2161.556483 = -8596909.653165 nChanged 3 SP:Iteration 18Q (4701.534625 sec): 3 clusters Score: Raw -8599073.969817 + Penalty 2161.556483 = -8596912.413334 nChanged 3 SP:Iteration 19Q (4701.670457 sec): 3 clusters Score: Raw -8599077.298511 + Penalty 2161.556483 = -8596915.742028 nChanged 6 SP:Iteration 20F (4701.825014 sec): 3 clusters Score: Raw -8599083.907604 + Penalty 2161.556483 = -8596922.351121 nChanged 3 SP:Iteration 21Q (4701.956894 sec): 3 clusters Score: Raw -8599086.492514 + Penalty 2161.556483 = -8596924.936032 nChanged 2 SP:Iteration 22Q (4702.087608 sec): 3 clusters Score: Raw -8599089.089013 + Penalty 2161.556483 = -8596927.532530 nChanged 5 SP:Iteration 23Q (4702.223476 sec): 3 clusters Score: Raw -8599092.771731 + Penalty 2161.556483 = -8596931.215249 nChanged 4 SP:Iteration 24Q (4702.359869 sec): 3 clusters Score: Raw -8599097.109603 + Penalty 2161.556483 = -8596935.553120 nChanged 6 SP:Iteration 25Q (4702.489099 sec): 3 clusters Score: Raw -8599102.259147 + Penalty 2161.556483 = -8596940.702665 nChanged 3 SP:Iteration 26Q (4702.619903 sec): 3 clusters Score: Raw -8599104.250590 + Penalty 2161.556483 = -8596942.694107 nChanged 2 SP:Iteration 27Q (4702.741974 sec): 3 clusters Score: Raw -8599105.871223 + Penalty 2161.556483 = -8596944.314740 nChanged 1 SP:Iteration 28Q (4702.871623 sec): 3 clusters Score: Raw -8599106.266702 + Penalty 2161.556483 = -8596944.710220 nChanged 0 SP:Iteration 29F (4703.023926 sec): 3 clusters Score: Raw -8599106.266702 + Penalty 2161.556483 = -8596944.710220 nChanged 0 Trying to split cluster 28 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4703.053753 sec): 2 clusters Score: Raw -127197.864794 + Penalty 691.600784 = -126506.264010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4703.108716 sec): 3 clusters Score: Raw -126546.714048 + Penalty 1383.201568 = -125163.512480 nChanged 533 SP:Iteration 1F (4703.140799 sec): 3 clusters Score: Raw -126934.522239 + Penalty 1383.201568 = -125551.320671 nChanged 154 SP:Iteration 2F (4703.178914 sec): 3 clusters Score: Raw -127060.733993 + Penalty 1383.201568 = -125677.532425 nChanged 95 SP:Iteration 3F (4703.229281 sec): 3 clusters Score: Raw -127142.054008 + Penalty 1383.201568 = -125758.852440 nChanged 73 SP:Iteration 4F (4703.269332 sec): 3 clusters Score: Raw -127208.716428 + Penalty 1383.201568 = -125825.514860 nChanged 58 SP:Iteration 5Q (4703.300747 sec): 3 clusters Score: Raw -127257.196764 + Penalty 1383.201568 = -125873.995196 nChanged 42 SP:Iteration 6Q (4703.350149 sec): 3 clusters Score: Raw -127287.446320 + Penalty 1383.201568 = -125904.244752 nChanged 28 SP:Iteration 7Q (4703.387269 sec): 3 clusters Score: Raw -127310.392153 + Penalty 1383.201568 = -125927.190585 nChanged 23 SP:Iteration 8Q (4703.418078 sec): 3 clusters Score: Raw -127330.261052 + Penalty 1383.201568 = -125947.059484 nChanged 23 SP:Iteration 9Q (4703.455959 sec): 3 clusters Score: Raw -127351.137591 + Penalty 1383.201568 = -125967.936023 nChanged 28 SP:Iteration 10Q (4703.493098 sec): 3 clusters Score: Raw -127372.139101 + Penalty 1383.201568 = -125988.937533 nChanged 17 SP:Iteration 11Q (4703.530483 sec): 3 clusters Score: Raw -127381.009333 + Penalty 1383.201568 = -125997.807765 nChanged 9 SP:Iteration 12Q (4703.584909 sec): 3 clusters Score: Raw -127385.479109 + Penalty 1383.201568 = -126002.277541 nChanged 14 SP:Iteration 13Q (4703.626964 sec): 3 clusters Score: Raw -127393.147026 + Penalty 1383.201568 = -126009.945458 nChanged 11 SP:Iteration 14Q (4703.659383 sec): 3 clusters Score: Raw -127398.787781 + Penalty 1383.201568 = -126015.586212 nChanged 9 SP:Iteration 15Q (4703.699469 sec): 3 clusters Score: Raw -127402.980770 + Penalty 1383.201568 = -126019.779202 nChanged 4 SP:Iteration 16Q (4703.740676 sec): 3 clusters Score: Raw -127405.108168 + Penalty 1383.201568 = -126021.906600 nChanged 5 SP:Iteration 17Q (4703.779122 sec): 3 clusters Score: Raw -127407.073760 + Penalty 1383.201568 = -126023.872192 nChanged 3 SP:Iteration 18Q (4703.817082 sec): 3 clusters Score: Raw -127407.874723 + Penalty 1383.201568 = -126024.673155 nChanged 1 SP:Iteration 19Q (4703.852760 sec): 3 clusters Score: Raw -127407.985907 + Penalty 1383.201568 = -126024.784339 nChanged 0 SP:Iteration 20F (4703.891309 sec): 3 clusters Score: Raw -127407.985907 + Penalty 1383.201568 = -126024.784339 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4703.910088 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4703.958918 sec): 3 clusters Score: Raw -7807.819622 + Penalty 992.891868 = -6814.927754 nChanged 40 SP:Iteration 1F (4704.004707 sec): 3 clusters Score: Raw -7916.490853 + Penalty 992.891868 = -6923.598985 nChanged 15 SP:Iteration 2F (4704.051434 sec): 3 clusters Score: Raw -8015.708676 + Penalty 992.891868 = -7022.816808 nChanged 8 SP:Iteration 3Q (4704.086852 sec): 3 clusters Score: Raw -8098.804166 + Penalty 992.891868 = -7105.912298 nChanged 10 SP:Iteration 4F (4704.127724 sec): 3 clusters Score: Raw -8148.739085 + Penalty 992.891868 = -7155.847217 nChanged 9 SP:Iteration 5Q (4704.162336 sec): 3 clusters Score: Raw -8201.296846 + Penalty 992.891868 = -7208.404978 nChanged 4 SP:Iteration 6Q (4704.220692 sec): 3 clusters Score: Raw -8222.571611 + Penalty 992.891868 = -7229.679743 nChanged 1 SP:Iteration 7Q (4704.262944 sec): 3 clusters Score: Raw -8224.288722 + Penalty 992.891868 = -7231.396854 nChanged 0 SP:Iteration 8F (4704.320143 sec): 3 clusters Score: Raw -8224.288722 + Penalty 992.891868 = -7231.396854 nChanged 0 Score: Raw -58496840.712307 + Penalty 49431.021155 = -58447409.691152 Splitting cluster 29 changes total score from -58448169.666783 to -58447409.691152 So it's not getting split. Trying to split cluster 30 (8447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4716.124954 sec): 2 clusters Score: Raw -784283.451825 + Penalty 858.948830 = -783424.502996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4716.178254 sec): 3 clusters Score: Raw -779322.477691 + Penalty 1717.897659 = -777604.580031 nChanged 3736 SP:Iteration 1F (4716.239356 sec): 3 clusters Score: Raw -781606.008765 + Penalty 1717.897659 = -779888.111106 nChanged 626 SP:Iteration 2F (4716.297961 sec): 3 clusters Score: Raw -781945.587633 + Penalty 1717.897659 = -780227.689973 nChanged 551 SP:Iteration 3F (4716.350365 sec): 3 clusters Score: Raw -782272.846832 + Penalty 1717.897659 = -780554.949173 nChanged 520 SP:Iteration 4F (4716.408445 sec): 3 clusters Score: Raw -782560.050195 + Penalty 1717.897659 = -780842.152536 nChanged 460 SP:Iteration 5F (4716.464751 sec): 3 clusters Score: Raw -782835.433737 + Penalty 1717.897659 = -781117.536077 nChanged 416 SP:Iteration 6Q (4716.524054 sec): 3 clusters Score: Raw -783084.683557 + Penalty 1717.897659 = -781366.785897 nChanged 356 SP:Iteration 7Q (4716.569859 sec): 3 clusters Score: Raw -783281.169838 + Penalty 1717.897659 = -781563.272178 nChanged 308 SP:Iteration 8Q (4716.634747 sec): 3 clusters Score: Raw -783439.808642 + Penalty 1717.897659 = -781721.910983 nChanged 268 SP:Iteration 9Q (4716.691621 sec): 3 clusters Score: Raw -783564.882939 + Penalty 1717.897659 = -781846.985280 nChanged 209 SP:Iteration 10Q (4716.746462 sec): 3 clusters Score: Raw -783640.240841 + Penalty 1717.897659 = -781922.343182 nChanged 143 SP:Iteration 11Q (4716.801432 sec): 3 clusters Score: Raw -783684.476431 + Penalty 1717.897659 = -781966.578772 nChanged 112 SP:Iteration 12Q (4716.862538 sec): 3 clusters Score: Raw -783714.184046 + Penalty 1717.897659 = -781996.286387 nChanged 81 SP:Iteration 13Q (4716.908891 sec): 3 clusters Score: Raw -783732.701520 + Penalty 1717.897659 = -782014.803861 nChanged 79 SP:Iteration 14Q (4716.972669 sec): 3 clusters Score: Raw -783749.320705 + Penalty 1717.897659 = -782031.423046 nChanged 71 SP:Iteration 15Q (4717.027679 sec): 3 clusters Score: Raw -783764.862512 + Penalty 1717.897659 = -782046.964853 nChanged 67 SP:Iteration 16Q (4717.087042 sec): 3 clusters Score: Raw -783778.102456 + Penalty 1717.897659 = -782060.204796 nChanged 58 SP:Iteration 17Q (4717.139859 sec): 3 clusters Score: Raw -783787.550455 + Penalty 1717.897659 = -782069.652795 nChanged 41 SP:Iteration 18Q (4717.182749 sec): 3 clusters Score: Raw -783792.582050 + Penalty 1717.897659 = -782074.684390 nChanged 23 SP:Iteration 19Q (4717.242207 sec): 3 clusters Score: Raw -783795.190153 + Penalty 1717.897659 = -782077.292494 nChanged 26 SP:Iteration 20F (4717.287606 sec): 3 clusters Score: Raw -783798.497941 + Penalty 1717.897659 = -782080.600282 nChanged 26 SP:Iteration 21Q (4717.342583 sec): 3 clusters Score: Raw -783801.931364 + Penalty 1717.897659 = -782084.033705 nChanged 34 SP:Iteration 22Q (4717.407289 sec): 3 clusters Score: Raw -783807.285276 + Penalty 1717.897659 = -782089.387617 nChanged 31 SP:Iteration 23Q (4717.462689 sec): 3 clusters Score: Raw -783811.747838 + Penalty 1717.897659 = -782093.850178 nChanged 31 SP:Iteration 24Q (4717.514344 sec): 3 clusters Score: Raw -783816.268647 + Penalty 1717.897659 = -782098.370988 nChanged 26 SP:Iteration 25Q (4717.581113 sec): 3 clusters Score: Raw -783818.951122 + Penalty 1717.897659 = -782101.053463 nChanged 17 SP:Iteration 26Q (4717.627180 sec): 3 clusters Score: Raw -783821.814135 + Penalty 1717.897659 = -782103.916476 nChanged 25 SP:Iteration 27Q (4717.681511 sec): 3 clusters Score: Raw -783825.254854 + Penalty 1717.897659 = -782107.357194 nChanged 25 SP:Iteration 28Q (4717.743710 sec): 3 clusters Score: Raw -783828.207003 + Penalty 1717.897659 = -782110.309344 nChanged 21 SP:Iteration 29Q (4717.785303 sec): 3 clusters Score: Raw -783830.699650 + Penalty 1717.897659 = -782112.801990 nChanged 26 SP:Iteration 30Q (4717.841040 sec): 3 clusters Score: Raw -783835.669900 + Penalty 1717.897659 = -782117.772240 nChanged 28 SP:Iteration 31Q (4717.897911 sec): 3 clusters Score: Raw -783840.562427 + Penalty 1717.897659 = -782122.664768 nChanged 30 SP:Iteration 32Q (4717.959044 sec): 3 clusters Score: Raw -783845.320479 + Penalty 1717.897659 = -782127.422819 nChanged 32 SP:Iteration 33Q (4718.015549 sec): 3 clusters Score: Raw -783850.783456 + Penalty 1717.897659 = -782132.885796 nChanged 28 SP:Iteration 34Q (4718.060301 sec): 3 clusters Score: Raw -783854.868984 + Penalty 1717.897659 = -782136.971325 nChanged 31 SP:Iteration 35Q (4718.122487 sec): 3 clusters Score: Raw -783861.137690 + Penalty 1717.897659 = -782143.240031 nChanged 40 SP:Iteration 36Q (4718.170372 sec): 3 clusters Score: Raw -783869.289151 + Penalty 1717.897659 = -782151.391492 nChanged 44 SP:Iteration 37Q (4718.222417 sec): 3 clusters Score: Raw -783879.261272 + Penalty 1717.897659 = -782161.363613 nChanged 42 SP:Iteration 38Q (4718.274819 sec): 3 clusters Score: Raw -783887.072097 + Penalty 1717.897659 = -782169.174438 nChanged 38 SP:Iteration 39Q (4718.324998 sec): 3 clusters Score: Raw -783894.765434 + Penalty 1717.897659 = -782176.867775 nChanged 42 SP:Iteration 40F (4718.378459 sec): 3 clusters Score: Raw -783902.977048 + Penalty 1717.897659 = -782185.079389 nChanged 31 SP:Iteration 41Q (4718.431825 sec): 3 clusters Score: Raw -783909.004057 + Penalty 1717.897659 = -782191.106397 nChanged 36 SP:Iteration 42Q (4718.477425 sec): 3 clusters Score: Raw -783915.476691 + Penalty 1717.897659 = -782197.579031 nChanged 47 SP:Iteration 43Q (4718.532956 sec): 3 clusters Score: Raw -783926.196812 + Penalty 1717.897659 = -782208.299153 nChanged 45 SP:Iteration 44Q (4718.585748 sec): 3 clusters Score: Raw -783936.453883 + Penalty 1717.897659 = -782218.556224 nChanged 47 SP:Iteration 45Q (4718.639004 sec): 3 clusters Score: Raw -783948.308407 + Penalty 1717.897659 = -782230.410748 nChanged 51 SP:Iteration 46Q (4718.683582 sec): 3 clusters Score: Raw -783961.156684 + Penalty 1717.897659 = -782243.259025 nChanged 53 SP:Iteration 47Q (4718.744941 sec): 3 clusters Score: Raw -783972.586404 + Penalty 1717.897659 = -782254.688745 nChanged 48 SP:Iteration 48Q (4718.798313 sec): 3 clusters Score: Raw -783981.943733 + Penalty 1717.897659 = -782264.046074 nChanged 44 SP:Iteration 49Q (4718.839998 sec): 3 clusters Score: Raw -783991.809283 + Penalty 1717.897659 = -782273.911624 nChanged 42 SP:Iteration 50Q (4718.896354 sec): 3 clusters Score: Raw -784001.289023 + Penalty 1717.897659 = -782283.391364 nChanged 48 SP:Iteration 51Q (4718.949301 sec): 3 clusters Score: Raw -784012.513368 + Penalty 1717.897659 = -782294.615709 nChanged 46 SP:Iteration 52Q (4719.016186 sec): 3 clusters Score: Raw -784026.437705 + Penalty 1717.897659 = -782308.540045 nChanged 54 SP:Iteration 53Q (4719.068664 sec): 3 clusters Score: Raw -784041.284656 + Penalty 1717.897659 = -782323.386996 nChanged 63 SP:Iteration 54Q (4719.129635 sec): 3 clusters Score: Raw -784060.652241 + Penalty 1717.897659 = -782342.754582 nChanged 70 SP:Iteration 55Q (4719.186367 sec): 3 clusters Score: Raw -784078.458603 + Penalty 1717.897659 = -782360.560943 nChanged 70 SP:Iteration 56Q (4719.233717 sec): 3 clusters Score: Raw -784099.847217 + Penalty 1717.897659 = -782381.949557 nChanged 81 SP:Iteration 57Q (4719.281999 sec): 3 clusters Score: Raw -784126.046247 + Penalty 1717.897659 = -782408.148587 nChanged 93 SP:Iteration 58Q (4719.350024 sec): 3 clusters Score: Raw -784153.453288 + Penalty 1717.897659 = -782435.555629 nChanged 67 SP:Iteration 59Q (4719.406083 sec): 3 clusters Score: Raw -784173.013532 + Penalty 1717.897659 = -782455.115873 nChanged 78 SP:Iteration 60F (4719.451579 sec): 3 clusters Score: Raw -784199.277057 + Penalty 1717.897659 = -782481.379397 nChanged 73 SP:Iteration 61Q (4719.509728 sec): 3 clusters Score: Raw -784216.751549 + Penalty 1717.897659 = -782498.853889 nChanged 73 SP:Iteration 62Q (4719.553503 sec): 3 clusters Score: Raw -784237.095948 + Penalty 1717.897659 = -782519.198288 nChanged 72 SP:Iteration 63Q (4719.605038 sec): 3 clusters Score: Raw -784259.300952 + Penalty 1717.897659 = -782541.403292 nChanged 77 SP:Iteration 64Q (4719.668514 sec): 3 clusters Score: Raw -784286.385948 + Penalty 1717.897659 = -782568.488288 nChanged 59 SP:Iteration 65Q (4719.714724 sec): 3 clusters Score: Raw -784307.073034 + Penalty 1717.897659 = -782589.175375 nChanged 56 SP:Iteration 66Q (4719.763737 sec): 3 clusters Score: Raw -784322.881922 + Penalty 1717.897659 = -782604.984263 nChanged 47 SP:Iteration 67Q (4719.826205 sec): 3 clusters Score: Raw -784335.353261 + Penalty 1717.897659 = -782617.455602 nChanged 41 SP:Iteration 68Q (4719.876124 sec): 3 clusters Score: Raw -784344.738442 + Penalty 1717.897659 = -782626.840783 nChanged 43 SP:Iteration 69Q (4719.936637 sec): 3 clusters Score: Raw -784356.520623 + Penalty 1717.897659 = -782638.622964 nChanged 41 SP:Iteration 70Q (4719.984808 sec): 3 clusters Score: Raw -784368.107812 + Penalty 1717.897659 = -782650.210153 nChanged 37 SP:Iteration 71Q (4720.038073 sec): 3 clusters Score: Raw -784378.699698 + Penalty 1717.897659 = -782660.802039 nChanged 41 SP:Iteration 72Q (4720.090556 sec): 3 clusters Score: Raw -784387.416395 + Penalty 1717.897659 = -782669.518736 nChanged 30 SP:Iteration 73Q (4720.142533 sec): 3 clusters Score: Raw -784392.468567 + Penalty 1717.897659 = -782674.570908 nChanged 23 SP:Iteration 74Q (4720.201519 sec): 3 clusters Score: Raw -784397.964681 + Penalty 1717.897659 = -782680.067022 nChanged 33 SP:Iteration 75Q (4720.241247 sec): 3 clusters Score: Raw -784405.829120 + Penalty 1717.897659 = -782687.931461 nChanged 23 SP:Iteration 76Q (4720.288499 sec): 3 clusters Score: Raw -784410.705586 + Penalty 1717.897659 = -782692.807927 nChanged 21 SP:Iteration 77Q (4720.348161 sec): 3 clusters Score: Raw -784414.518456 + Penalty 1717.897659 = -782696.620796 nChanged 20 SP:Iteration 78Q (4720.400813 sec): 3 clusters Score: Raw -784417.579401 + Penalty 1717.897659 = -782699.681742 nChanged 19 SP:Iteration 79Q (4720.458556 sec): 3 clusters Score: Raw -784420.828982 + Penalty 1717.897659 = -782702.931323 nChanged 12 SP:Iteration 80F (4720.514190 sec): 3 clusters Score: Raw -784422.393111 + Penalty 1717.897659 = -782704.495452 nChanged 7 SP:Iteration 81Q (4720.568225 sec): 3 clusters Score: Raw -784423.550107 + Penalty 1717.897659 = -782705.652448 nChanged 7 SP:Iteration 82Q (4720.610640 sec): 3 clusters Score: Raw -784424.380304 + Penalty 1717.897659 = -782706.482645 nChanged 7 SP:Iteration 83Q (4720.671757 sec): 3 clusters Score: Raw -784425.747815 + Penalty 1717.897659 = -782707.850155 nChanged 7 SP:Iteration 84Q (4720.723593 sec): 3 clusters Score: Raw -784426.824147 + Penalty 1717.897659 = -782708.926488 nChanged 6 SP:Iteration 85Q (4720.766179 sec): 3 clusters Score: Raw -784427.570463 + Penalty 1717.897659 = -782709.672804 nChanged 5 SP:Iteration 86Q (4720.833395 sec): 3 clusters Score: Raw -784428.874780 + Penalty 1717.897659 = -782710.977121 nChanged 9 SP:Iteration 87Q (4720.881403 sec): 3 clusters Score: Raw -784430.675583 + Penalty 1717.897659 = -782712.777924 nChanged 12 SP:Iteration 88Q (4720.948265 sec): 3 clusters Score: Raw -784433.195170 + Penalty 1717.897659 = -782715.297510 nChanged 15 SP:Iteration 89Q (4721.009315 sec): 3 clusters Score: Raw -784435.165453 + Penalty 1717.897659 = -782717.267794 nChanged 10 SP:Iteration 90Q (4721.065857 sec): 3 clusters Score: Raw -784436.225341 + Penalty 1717.897659 = -782718.327682 nChanged 7 SP:Iteration 91Q (4721.123552 sec): 3 clusters Score: Raw -784437.406047 + Penalty 1717.897659 = -782719.508388 nChanged 8 SP:Iteration 92Q (4721.180781 sec): 3 clusters Score: Raw -784438.803780 + Penalty 1717.897659 = -782720.906121 nChanged 7 SP:Iteration 93Q (4721.229720 sec): 3 clusters Score: Raw -784439.507924 + Penalty 1717.897659 = -782721.610265 nChanged 6 SP:Iteration 94Q (4721.290859 sec): 3 clusters Score: Raw -784440.596894 + Penalty 1717.897659 = -782722.699235 nChanged 5 SP:Iteration 95Q (4721.351322 sec): 3 clusters Score: Raw -784441.414794 + Penalty 1717.897659 = -782723.517135 nChanged 10 SP:Iteration 96Q (4721.400464 sec): 3 clusters Score: Raw -784443.189526 + Penalty 1717.897659 = -782725.291867 nChanged 12 SP:Iteration 97Q (4721.460350 sec): 3 clusters Score: Raw -784445.082202 + Penalty 1717.897659 = -782727.184543 nChanged 8 SP:Iteration 98Q (4721.520204 sec): 3 clusters Score: Raw -784447.017325 + Penalty 1717.897659 = -782729.119666 nChanged 13 SP:Iteration 99Q (4721.557613 sec): 3 clusters Score: Raw -784450.394561 + Penalty 1717.897659 = -782732.496902 nChanged 10 SP:Iteration 100F (4721.628140 sec): 3 clusters Score: Raw -784452.361997 + Penalty 1717.897659 = -782734.464337 nChanged 11 SP:Iteration 101Q (4721.673009 sec): 3 clusters Score: Raw -784454.699599 + Penalty 1717.897659 = -782736.801940 nChanged 14 SP:Iteration 102Q (4721.724444 sec): 3 clusters Score: Raw -784457.145639 + Penalty 1717.897659 = -782739.247980 nChanged 12 SP:Iteration 103Q (4721.778397 sec): 3 clusters Score: Raw -784459.054889 + Penalty 1717.897659 = -782741.157230 nChanged 14 SP:Iteration 104Q (4721.838488 sec): 3 clusters Score: Raw -784461.132679 + Penalty 1717.897659 = -782743.235020 nChanged 9 SP:Iteration 105Q (4721.907562 sec): 3 clusters Score: Raw -784463.393461 + Penalty 1717.897659 = -782745.495801 nChanged 7 SP:Iteration 106Q (4721.963822 sec): 3 clusters Score: Raw -784464.681673 + Penalty 1717.897659 = -782746.784014 nChanged 7 SP:Iteration 107Q (4722.019113 sec): 3 clusters Score: Raw -784466.127428 + Penalty 1717.897659 = -782748.229769 nChanged 5 SP:Iteration 108Q (4722.075704 sec): 3 clusters Score: Raw -784466.574479 + Penalty 1717.897659 = -782748.676820 nChanged 4 SP:Iteration 109Q (4722.129185 sec): 3 clusters Score: Raw -784467.330516 + Penalty 1717.897659 = -782749.432857 nChanged 3 SP:Iteration 110Q (4722.186534 sec): 3 clusters Score: Raw -784468.098927 + Penalty 1717.897659 = -782750.201267 nChanged 2 SP:Iteration 111Q (4722.245430 sec): 3 clusters Score: Raw -784468.372060 + Penalty 1717.897659 = -782750.474401 nChanged 1 SP:Iteration 112Q (4722.291448 sec): 3 clusters Score: Raw -784468.484596 + Penalty 1717.897659 = -782750.586937 nChanged 3 SP:Iteration 113Q (4722.358468 sec): 3 clusters Score: Raw -784468.853853 + Penalty 1717.897659 = -782750.956194 nChanged 6 SP:Iteration 114Q (4722.414668 sec): 3 clusters Score: Raw -784470.045647 + Penalty 1717.897659 = -782752.147988 nChanged 7 SP:Iteration 115Q (4722.471361 sec): 3 clusters Score: Raw -784471.095392 + Penalty 1717.897659 = -782753.197733 nChanged 4 SP:Iteration 116Q (4722.527372 sec): 3 clusters Score: Raw -784471.639666 + Penalty 1717.897659 = -782753.742007 nChanged 5 SP:Iteration 117Q (4722.571284 sec): 3 clusters Score: Raw -784472.429349 + Penalty 1717.897659 = -782754.531689 nChanged 7 SP:Iteration 118Q (4722.626966 sec): 3 clusters Score: Raw -784473.926619 + Penalty 1717.897659 = -782756.028960 nChanged 8 SP:Iteration 119Q (4722.677781 sec): 3 clusters Score: Raw -784475.945170 + Penalty 1717.897659 = -782758.047510 nChanged 4 SP:Iteration 120F (4722.727188 sec): 3 clusters Score: Raw -784476.930589 + Penalty 1717.897659 = -782759.032930 nChanged 4 SP:Iteration 121Q (4722.777037 sec): 3 clusters Score: Raw -784477.552828 + Penalty 1717.897659 = -782759.655169 nChanged 2 SP:Iteration 122Q (4722.828842 sec): 3 clusters Score: Raw -784477.970468 + Penalty 1717.897659 = -782760.072808 nChanged 2 SP:Iteration 123Q (4722.890849 sec): 3 clusters Score: Raw -784478.247422 + Penalty 1717.897659 = -782760.349762 nChanged 2 SP:Iteration 124Q (4722.934165 sec): 3 clusters Score: Raw -784478.448475 + Penalty 1717.897659 = -782760.550816 nChanged 0 SP:Iteration 125F (4722.992367 sec): 3 clusters Score: Raw -784478.448475 + Penalty 1717.897659 = -782760.550816 nChanged 0 Trying to split cluster 31 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4723.026492 sec): 2 clusters Score: Raw -14770.873430 + Penalty 503.813966 = -14267.059464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4723.069466 sec): 3 clusters Score: Raw -14864.417819 + Penalty 1007.627933 = -13856.789887 nChanged 44 SP:Iteration 1F (4723.103084 sec): 3 clusters Score: Raw -14983.247063 + Penalty 1007.627933 = -13975.619131 nChanged 15 SP:Iteration 2F (4723.153990 sec): 3 clusters Score: Raw -15021.746217 + Penalty 1007.627933 = -14014.118285 nChanged 4 SP:Iteration 3Q (4723.208236 sec): 3 clusters Score: Raw -15041.542891 + Penalty 1007.627933 = -14033.914959 nChanged 3 SP:Iteration 4Q (4723.252789 sec): 3 clusters Score: Raw -15052.694280 + Penalty 1007.627933 = -14045.066347 nChanged 2 SP:Iteration 5Q (4723.298527 sec): 3 clusters Score: Raw -15056.798018 + Penalty 1007.627933 = -14049.170086 nChanged 0 SP:Iteration 6F (4723.336857 sec): 3 clusters Score: Raw -15056.798018 + Penalty 1007.627933 = -14049.170086 nChanged 0 Trying to split cluster 32 (4801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4723.372340 sec): 2 clusters Score: Raw -459824.392074 + Penalty 805.275053 = -459019.117021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4723.404231 sec): 3 clusters Score: Raw -457187.623998 + Penalty 1610.550107 = -455577.073891 nChanged 2061 SP:Iteration 1F (4723.450148 sec): 3 clusters Score: Raw -458317.767534 + Penalty 1610.550107 = -456707.217428 nChanged 330 SP:Iteration 2F (4723.507874 sec): 3 clusters Score: Raw -458491.390044 + Penalty 1610.550107 = -456880.839937 nChanged 274 SP:Iteration 3F (4723.556735 sec): 3 clusters Score: Raw -458651.255152 + Penalty 1610.550107 = -457040.705045 nChanged 251 SP:Iteration 4F (4723.605517 sec): 3 clusters Score: Raw -458820.427513 + Penalty 1610.550107 = -457209.877406 nChanged 262 SP:Iteration 5F (4723.658718 sec): 3 clusters Score: Raw -458993.685953 + Penalty 1610.550107 = -457383.135846 nChanged 230 SP:Iteration 6Q (4723.714581 sec): 3 clusters Score: Raw -459141.478002 + Penalty 1610.550107 = -457530.927895 nChanged 183 SP:Iteration 7Q (4723.761591 sec): 3 clusters Score: Raw -459259.279488 + Penalty 1610.550107 = -457648.729381 nChanged 165 SP:Iteration 8Q (4723.806795 sec): 3 clusters Score: Raw -459361.788717 + Penalty 1610.550107 = -457751.238611 nChanged 149 SP:Iteration 9Q (4723.846918 sec): 3 clusters Score: Raw -459459.389233 + Penalty 1610.550107 = -457848.839127 nChanged 137 SP:Iteration 10Q (4723.897859 sec): 3 clusters Score: Raw -459548.131456 + Penalty 1610.550107 = -457937.581350 nChanged 120 SP:Iteration 11Q (4723.946053 sec): 3 clusters Score: Raw -459623.292794 + Penalty 1610.550107 = -458012.742687 nChanged 94 SP:Iteration 12Q (4723.993919 sec): 3 clusters Score: Raw -459686.763805 + Penalty 1610.550107 = -458076.213699 nChanged 60 SP:Iteration 13Q (4724.048785 sec): 3 clusters Score: Raw -459724.998857 + Penalty 1610.550107 = -458114.448750 nChanged 56 SP:Iteration 14Q (4724.101627 sec): 3 clusters Score: Raw -459754.239640 + Penalty 1610.550107 = -458143.689534 nChanged 41 SP:Iteration 15Q (4724.159228 sec): 3 clusters Score: Raw -459775.418770 + Penalty 1610.550107 = -458164.868664 nChanged 31 SP:Iteration 16Q (4724.205776 sec): 3 clusters Score: Raw -459788.319605 + Penalty 1610.550107 = -458177.769499 nChanged 26 SP:Iteration 17Q (4724.247814 sec): 3 clusters Score: Raw -459799.338026 + Penalty 1610.550107 = -458188.787919 nChanged 24 SP:Iteration 18Q (4724.302776 sec): 3 clusters Score: Raw -459809.681477 + Penalty 1610.550107 = -458199.131370 nChanged 19 SP:Iteration 19Q (4724.350936 sec): 3 clusters Score: Raw -459823.360202 + Penalty 1610.550107 = -458212.810095 nChanged 24 SP:Iteration 20F (4724.395173 sec): 3 clusters Score: Raw -459834.979766 + Penalty 1610.550107 = -458224.429659 nChanged 22 SP:Iteration 21Q (4724.448650 sec): 3 clusters Score: Raw -459844.557197 + Penalty 1610.550107 = -458234.007091 nChanged 15 SP:Iteration 22Q (4724.489397 sec): 3 clusters Score: Raw -459851.270904 + Penalty 1610.550107 = -458240.720798 nChanged 13 SP:Iteration 23Q (4724.546941 sec): 3 clusters Score: Raw -459857.152922 + Penalty 1610.550107 = -458246.602816 nChanged 14 SP:Iteration 24Q (4724.604679 sec): 3 clusters Score: Raw -459861.908206 + Penalty 1610.550107 = -458251.358100 nChanged 10 SP:Iteration 25Q (4724.659470 sec): 3 clusters Score: Raw -459866.542084 + Penalty 1610.550107 = -458255.991977 nChanged 9 SP:Iteration 26Q (4724.709071 sec): 3 clusters Score: Raw -459869.500141 + Penalty 1610.550107 = -458258.950035 nChanged 7 SP:Iteration 27Q (4724.760048 sec): 3 clusters Score: Raw -459872.065085 + Penalty 1610.550107 = -458261.514979 nChanged 7 SP:Iteration 28Q (4724.812516 sec): 3 clusters Score: Raw -459876.263888 + Penalty 1610.550107 = -458265.713781 nChanged 5 SP:Iteration 29Q (4724.856382 sec): 3 clusters Score: Raw -459878.798066 + Penalty 1610.550107 = -458268.247960 nChanged 9 SP:Iteration 30Q (4724.911340 sec): 3 clusters Score: Raw -459884.412187 + Penalty 1610.550107 = -458273.862080 nChanged 11 SP:Iteration 31Q (4724.961653 sec): 3 clusters Score: Raw -459888.763277 + Penalty 1610.550107 = -458278.213171 nChanged 7 SP:Iteration 32Q (4725.016920 sec): 3 clusters Score: Raw -459891.320440 + Penalty 1610.550107 = -458280.770334 nChanged 6 SP:Iteration 33Q (4725.062019 sec): 3 clusters Score: Raw -459893.745159 + Penalty 1610.550107 = -458283.195052 nChanged 5 SP:Iteration 34Q (4725.114285 sec): 3 clusters Score: Raw -459895.533733 + Penalty 1610.550107 = -458284.983626 nChanged 4 SP:Iteration 35Q (4725.172673 sec): 3 clusters Score: Raw -459899.878906 + Penalty 1610.550107 = -458289.328800 nChanged 8 SP:Iteration 36Q (4725.229079 sec): 3 clusters Score: Raw -459902.873609 + Penalty 1610.550107 = -458292.323502 nChanged 3 SP:Iteration 37Q (4725.281044 sec): 3 clusters Score: Raw -459903.820842 + Penalty 1610.550107 = -458293.270735 nChanged 4 SP:Iteration 38Q (4725.320169 sec): 3 clusters Score: Raw -459905.184366 + Penalty 1610.550107 = -458294.634259 nChanged 4 SP:Iteration 39Q (4725.367010 sec): 3 clusters Score: Raw -459906.146807 + Penalty 1610.550107 = -458295.596700 nChanged 2 SP:Iteration 40F (4725.421135 sec): 3 clusters Score: Raw -459906.735641 + Penalty 1610.550107 = -458296.185534 nChanged 0 Trying to split cluster 33 (6170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4725.451275 sec): 2 clusters Score: Raw -496460.055433 + Penalty 829.108141 = -495630.947292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4725.510899 sec): 3 clusters Score: Raw -492946.316191 + Penalty 1658.216282 = -491288.099909 nChanged 2699 SP:Iteration 1F (4725.575623 sec): 3 clusters Score: Raw -494638.481089 + Penalty 1658.216282 = -492980.264807 nChanged 575 SP:Iteration 2F (4725.620960 sec): 3 clusters Score: Raw -495092.121235 + Penalty 1658.216282 = -493433.904953 nChanged 557 SP:Iteration 3F (4725.684489 sec): 3 clusters Score: Raw -495561.015524 + Penalty 1658.216282 = -493902.799242 nChanged 460 SP:Iteration 4F (4725.737844 sec): 3 clusters Score: Raw -495956.553269 + Penalty 1658.216282 = -494298.336987 nChanged 384 SP:Iteration 5F (4725.785839 sec): 3 clusters Score: Raw -496242.429706 + Penalty 1658.216282 = -494584.213424 nChanged 263 SP:Iteration 6Q (4725.839375 sec): 3 clusters Score: Raw -496414.152310 + Penalty 1658.216282 = -494755.936027 nChanged 189 SP:Iteration 7Q (4725.900051 sec): 3 clusters Score: Raw -496532.006969 + Penalty 1658.216282 = -494873.790687 nChanged 151 SP:Iteration 8Q (4725.948156 sec): 3 clusters Score: Raw -496626.430748 + Penalty 1658.216282 = -494968.214466 nChanged 134 SP:Iteration 9Q (4726.001093 sec): 3 clusters Score: Raw -496707.227590 + Penalty 1658.216282 = -495049.011308 nChanged 107 SP:Iteration 10Q (4726.063058 sec): 3 clusters Score: Raw -496756.234627 + Penalty 1658.216282 = -495098.018345 nChanged 72 SP:Iteration 11Q (4726.119210 sec): 3 clusters Score: Raw -496783.970522 + Penalty 1658.216282 = -495125.754240 nChanged 59 SP:Iteration 12Q (4726.180239 sec): 3 clusters Score: Raw -496811.483942 + Penalty 1658.216282 = -495153.267660 nChanged 50 SP:Iteration 13Q (4726.233193 sec): 3 clusters Score: Raw -496832.783310 + Penalty 1658.216282 = -495174.567027 nChanged 44 SP:Iteration 14Q (4726.285942 sec): 3 clusters Score: Raw -496849.486752 + Penalty 1658.216282 = -495191.270470 nChanged 36 SP:Iteration 15Q (4726.329238 sec): 3 clusters Score: Raw -496861.855959 + Penalty 1658.216282 = -495203.639677 nChanged 24 SP:Iteration 16Q (4726.382296 sec): 3 clusters Score: Raw -496868.291852 + Penalty 1658.216282 = -495210.075570 nChanged 14 SP:Iteration 17Q (4726.420850 sec): 3 clusters Score: Raw -496872.361298 + Penalty 1658.216282 = -495214.145016 nChanged 13 SP:Iteration 18Q (4726.474592 sec): 3 clusters Score: Raw -496876.293503 + Penalty 1658.216282 = -495218.077221 nChanged 13 SP:Iteration 19Q (4726.536464 sec): 3 clusters Score: Raw -496880.931937 + Penalty 1658.216282 = -495222.715655 nChanged 11 SP:Iteration 20F (4726.580806 sec): 3 clusters Score: Raw -496884.628394 + Penalty 1658.216282 = -495226.412112 nChanged 10 SP:Iteration 21Q (4726.634204 sec): 3 clusters Score: Raw -496887.778305 + Penalty 1658.216282 = -495229.562023 nChanged 8 SP:Iteration 22Q (4726.693818 sec): 3 clusters Score: Raw -496890.575662 + Penalty 1658.216282 = -495232.359380 nChanged 7 SP:Iteration 23Q (4726.736464 sec): 3 clusters Score: Raw -496893.660704 + Penalty 1658.216282 = -495235.444422 nChanged 8 SP:Iteration 24Q (4726.786351 sec): 3 clusters Score: Raw -496898.528441 + Penalty 1658.216282 = -495240.312159 nChanged 6 SP:Iteration 25Q (4726.837873 sec): 3 clusters Score: Raw -496900.498617 + Penalty 1658.216282 = -495242.282335 nChanged 5 SP:Iteration 26Q (4726.890807 sec): 3 clusters Score: Raw -496901.315499 + Penalty 1658.216282 = -495243.099217 nChanged 5 SP:Iteration 27Q (4726.942086 sec): 3 clusters Score: Raw -496902.713406 + Penalty 1658.216282 = -495244.497124 nChanged 5 SP:Iteration 28Q (4726.992177 sec): 3 clusters Score: Raw -496903.750285 + Penalty 1658.216282 = -495245.534003 nChanged 3 SP:Iteration 29Q (4727.046912 sec): 3 clusters Score: Raw -496904.446865 + Penalty 1658.216282 = -495246.230583 nChanged 2 SP:Iteration 30Q (4727.104780 sec): 3 clusters Score: Raw -496904.785040 + Penalty 1658.216282 = -495246.568757 nChanged 3 SP:Iteration 31Q (4727.147069 sec): 3 clusters Score: Raw -496905.289898 + Penalty 1658.216282 = -495247.073616 nChanged 2 SP:Iteration 32Q (4727.195906 sec): 3 clusters Score: Raw -496905.661708 + Penalty 1658.216282 = -495247.445426 nChanged 1 SP:Iteration 33Q (4727.243887 sec): 3 clusters Score: Raw -496905.991937 + Penalty 1658.216282 = -495247.775655 nChanged 0 SP:Iteration 34F (4727.293126 sec): 3 clusters Score: Raw -496905.991937 + Penalty 1658.216282 = -495247.775655 nChanged 0 Trying to split cluster 34 (3637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4727.324988 sec): 2 clusters Score: Raw -328260.915151 + Penalty 778.896872 = -327482.018279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4727.370670 sec): 3 clusters Score: Raw -326333.955299 + Penalty 1557.793745 = -324776.161554 nChanged 1510 SP:Iteration 1F (4727.409122 sec): 3 clusters Score: Raw -327301.209629 + Penalty 1557.793745 = -325743.415885 nChanged 388 SP:Iteration 2F (4727.454180 sec): 3 clusters Score: Raw -327634.391851 + Penalty 1557.793745 = -326076.598106 nChanged 322 SP:Iteration 3F (4727.502278 sec): 3 clusters Score: Raw -327893.193065 + Penalty 1557.793745 = -326335.399321 nChanged 264 SP:Iteration 4F (4727.548141 sec): 3 clusters Score: Raw -328101.457534 + Penalty 1557.793745 = -326543.663790 nChanged 220 SP:Iteration 5F (4727.594204 sec): 3 clusters Score: Raw -328260.109906 + Penalty 1557.793745 = -326702.316161 nChanged 179 SP:Iteration 6Q (4727.640213 sec): 3 clusters Score: Raw -328397.851020 + Penalty 1557.793745 = -326840.057276 nChanged 121 SP:Iteration 7Q (4727.690366 sec): 3 clusters Score: Raw -328511.010526 + Penalty 1557.793745 = -326953.216782 nChanged 104 SP:Iteration 8Q (4727.739803 sec): 3 clusters Score: Raw -328582.120432 + Penalty 1557.793745 = -327024.326687 nChanged 75 SP:Iteration 9Q (4727.786575 sec): 3 clusters Score: Raw -328613.918458 + Penalty 1557.793745 = -327056.124714 nChanged 51 SP:Iteration 10Q (4727.836405 sec): 3 clusters Score: Raw -328632.763761 + Penalty 1557.793745 = -327074.970017 nChanged 34 SP:Iteration 11Q (4727.886346 sec): 3 clusters Score: Raw -328645.996799 + Penalty 1557.793745 = -327088.203054 nChanged 31 SP:Iteration 12Q (4727.927547 sec): 3 clusters Score: Raw -328656.247464 + Penalty 1557.793745 = -327098.453719 nChanged 15 SP:Iteration 13Q (4727.970178 sec): 3 clusters Score: Raw -328661.088917 + Penalty 1557.793745 = -327103.295172 nChanged 9 SP:Iteration 14Q (4728.012887 sec): 3 clusters Score: Raw -328664.463248 + Penalty 1557.793745 = -327106.669503 nChanged 11 SP:Iteration 15Q (4728.065295 sec): 3 clusters Score: Raw -328667.243055 + Penalty 1557.793745 = -327109.449311 nChanged 8 SP:Iteration 16Q (4728.113465 sec): 3 clusters Score: Raw -328670.036284 + Penalty 1557.793745 = -327112.242539 nChanged 12 SP:Iteration 17Q (4728.164661 sec): 3 clusters Score: Raw -328673.336184 + Penalty 1557.793745 = -327115.542439 nChanged 6 SP:Iteration 18Q (4728.211614 sec): 3 clusters Score: Raw -328675.609214 + Penalty 1557.793745 = -327117.815470 nChanged 9 SP:Iteration 19Q (4728.261337 sec): 3 clusters Score: Raw -328677.727082 + Penalty 1557.793745 = -327119.933338 nChanged 12 SP:Iteration 20F (4728.300370 sec): 3 clusters Score: Raw -328680.622247 + Penalty 1557.793745 = -327122.828503 nChanged 8 SP:Iteration 21Q (4728.350899 sec): 3 clusters Score: Raw -328682.403132 + Penalty 1557.793745 = -327124.609387 nChanged 9 SP:Iteration 22Q (4728.398156 sec): 3 clusters Score: Raw -328684.452179 + Penalty 1557.793745 = -327126.658434 nChanged 10 SP:Iteration 23Q (4728.442949 sec): 3 clusters Score: Raw -328687.917193 + Penalty 1557.793745 = -327130.123449 nChanged 10 SP:Iteration 24Q (4728.486641 sec): 3 clusters Score: Raw -328691.408792 + Penalty 1557.793745 = -327133.615048 nChanged 6 SP:Iteration 25Q (4728.537909 sec): 3 clusters Score: Raw -328692.897104 + Penalty 1557.793745 = -327135.103359 nChanged 4 SP:Iteration 26Q (4728.594060 sec): 3 clusters Score: Raw -328693.704343 + Penalty 1557.793745 = -327135.910599 nChanged 3 SP:Iteration 27Q (4728.634747 sec): 3 clusters Score: Raw -328694.404904 + Penalty 1557.793745 = -327136.611159 nChanged 5 SP:Iteration 28Q (4728.691656 sec): 3 clusters Score: Raw -328695.836157 + Penalty 1557.793745 = -327138.042413 nChanged 5 SP:Iteration 29Q (4728.730958 sec): 3 clusters Score: Raw -328696.992192 + Penalty 1557.793745 = -327139.198447 nChanged 4 SP:Iteration 30Q (4728.790310 sec): 3 clusters Score: Raw -328697.996656 + Penalty 1557.793745 = -327140.202912 nChanged 5 SP:Iteration 31Q (4728.834926 sec): 3 clusters Score: Raw -328699.037541 + Penalty 1557.793745 = -327141.243797 nChanged 1 SP:Iteration 32Q (4728.877223 sec): 3 clusters Score: Raw -328699.462492 + Penalty 1557.793745 = -327141.668747 nChanged 1 SP:Iteration 33Q (4728.934437 sec): 3 clusters Score: Raw -328699.799500 + Penalty 1557.793745 = -327142.005755 nChanged 3 SP:Iteration 34Q (4728.977457 sec): 3 clusters Score: Raw -328700.401834 + Penalty 1557.793745 = -327142.608089 nChanged 3 SP:Iteration 35Q (4729.036054 sec): 3 clusters Score: Raw -328701.155177 + Penalty 1557.793745 = -327143.361433 nChanged 2 SP:Iteration 36Q (4729.088273 sec): 3 clusters Score: Raw -328702.424303 + Penalty 1557.793745 = -327144.630558 nChanged 5 SP:Iteration 37Q (4729.135737 sec): 3 clusters Score: Raw -328704.727876 + Penalty 1557.793745 = -327146.934131 nChanged 3 SP:Iteration 38Q (4729.182894 sec): 3 clusters Score: Raw -328705.428766 + Penalty 1557.793745 = -327147.635022 nChanged 1 SP:Iteration 39Q (4729.235644 sec): 3 clusters Score: Raw -328705.573514 + Penalty 1557.793745 = -327147.779769 nChanged 0 SP:Iteration 40F (4729.269725 sec): 3 clusters Score: Raw -328705.573514 + Penalty 1557.793745 = -327147.779769 nChanged 0 Trying to split cluster 35 (16838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4729.321164 sec): 2 clusters Score: Raw -1665455.136703 + Penalty 924.482384 = -1664530.654319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4729.378309 sec): 3 clusters Score: Raw -1655085.680452 + Penalty 1848.964768 = -1653236.715684 nChanged 7780 SP:Iteration 1F (4729.451075 sec): 3 clusters Score: Raw -1659539.290484 + Penalty 1848.964768 = -1657690.325716 nChanged 921 SP:Iteration 2F (4729.506889 sec): 3 clusters Score: Raw -1659926.070517 + Penalty 1848.964768 = -1658077.105749 nChanged 905 SP:Iteration 3F (4729.579753 sec): 3 clusters Score: Raw -1660363.980684 + Penalty 1848.964768 = -1658515.015916 nChanged 928 SP:Iteration 4F (4729.642493 sec): 3 clusters Score: Raw -1660880.974870 + Penalty 1848.964768 = -1659032.010102 nChanged 968 SP:Iteration 5F (4729.707187 sec): 3 clusters Score: Raw -1661462.935567 + Penalty 1848.964768 = -1659613.970799 nChanged 960 SP:Iteration 6F (4729.774191 sec): 3 clusters Score: Raw -1662053.034378 + Penalty 1848.964768 = -1660204.069610 nChanged 836 SP:Iteration 7Q (4729.841842 sec): 3 clusters Score: Raw -1662557.413997 + Penalty 1848.964768 = -1660708.449229 nChanged 671 SP:Iteration 8Q (4729.918848 sec): 3 clusters Score: Raw -1662898.540621 + Penalty 1848.964768 = -1661049.575853 nChanged 578 SP:Iteration 9Q (4729.981274 sec): 3 clusters Score: Raw -1663135.107966 + Penalty 1848.964768 = -1661286.143198 nChanged 405 SP:Iteration 10Q (4730.056393 sec): 3 clusters Score: Raw -1663272.234885 + Penalty 1848.964768 = -1661423.270117 nChanged 318 SP:Iteration 11Q (4730.115421 sec): 3 clusters Score: Raw -1663365.402307 + Penalty 1848.964768 = -1661516.437539 nChanged 254 SP:Iteration 12Q (4730.193109 sec): 3 clusters Score: Raw -1663434.844117 + Penalty 1848.964768 = -1661585.879349 nChanged 230 SP:Iteration 13Q (4730.247602 sec): 3 clusters Score: Raw -1663494.607119 + Penalty 1848.964768 = -1661645.642351 nChanged 202 SP:Iteration 14Q (4730.325566 sec): 3 clusters Score: Raw -1663554.138101 + Penalty 1848.964768 = -1661705.173333 nChanged 230 SP:Iteration 15Q (4730.393889 sec): 3 clusters Score: Raw -1663617.512561 + Penalty 1848.964768 = -1661768.547793 nChanged 228 SP:Iteration 16Q (4730.465257 sec): 3 clusters Score: Raw -1663677.819859 + Penalty 1848.964768 = -1661828.855091 nChanged 198 SP:Iteration 17Q (4730.527362 sec): 3 clusters Score: Raw -1663724.573565 + Penalty 1848.964768 = -1661875.608797 nChanged 190 SP:Iteration 18Q (4730.598366 sec): 3 clusters Score: Raw -1663775.880497 + Penalty 1848.964768 = -1661926.915729 nChanged 207 SP:Iteration 19Q (4730.664019 sec): 3 clusters Score: Raw -1663835.962107 + Penalty 1848.964768 = -1661986.997339 nChanged 213 SP:Iteration 20F (4730.721001 sec): 3 clusters Score: Raw -1663892.254685 + Penalty 1848.964768 = -1662043.289917 nChanged 208 SP:Iteration 21Q (4730.793540 sec): 3 clusters Score: Raw -1663948.567151 + Penalty 1848.964768 = -1662099.602383 nChanged 207 SP:Iteration 22Q (4730.853022 sec): 3 clusters Score: Raw -1664005.897352 + Penalty 1848.964768 = -1662156.932584 nChanged 192 SP:Iteration 23Q (4730.913182 sec): 3 clusters Score: Raw -1664059.986397 + Penalty 1848.964768 = -1662211.021629 nChanged 208 SP:Iteration 24Q (4730.970465 sec): 3 clusters Score: Raw -1664119.949526 + Penalty 1848.964768 = -1662270.984758 nChanged 227 SP:Iteration 25Q (4731.044126 sec): 3 clusters Score: Raw -1664189.069630 + Penalty 1848.964768 = -1662340.104862 nChanged 220 SP:Iteration 26Q (4731.102646 sec): 3 clusters Score: Raw -1664263.080594 + Penalty 1848.964768 = -1662414.115826 nChanged 230 SP:Iteration 27Q (4731.171247 sec): 3 clusters Score: Raw -1664351.239893 + Penalty 1848.964768 = -1662502.275125 nChanged 238 SP:Iteration 28Q (4731.239608 sec): 3 clusters Score: Raw -1664448.989448 + Penalty 1848.964768 = -1662600.024680 nChanged 274 SP:Iteration 29Q (4731.303646 sec): 3 clusters Score: Raw -1664565.109330 + Penalty 1848.964768 = -1662716.144562 nChanged 237 SP:Iteration 30Q (4731.376467 sec): 3 clusters Score: Raw -1664665.080358 + Penalty 1848.964768 = -1662816.115590 nChanged 234 SP:Iteration 31Q (4731.439862 sec): 3 clusters Score: Raw -1664764.424258 + Penalty 1848.964768 = -1662915.459490 nChanged 210 SP:Iteration 32Q (4731.508568 sec): 3 clusters Score: Raw -1664857.023209 + Penalty 1848.964768 = -1663008.058441 nChanged 194 SP:Iteration 33Q (4731.573966 sec): 3 clusters Score: Raw -1664952.824675 + Penalty 1848.964768 = -1663103.859907 nChanged 188 SP:Iteration 34Q (4731.640729 sec): 3 clusters Score: Raw -1665039.757991 + Penalty 1848.964768 = -1663190.793223 nChanged 172 SP:Iteration 35Q (4731.697473 sec): 3 clusters Score: Raw -1665120.142312 + Penalty 1848.964768 = -1663271.177544 nChanged 139 SP:Iteration 36Q (4731.752609 sec): 3 clusters Score: Raw -1665189.456071 + Penalty 1848.964768 = -1663340.491303 nChanged 132 SP:Iteration 37Q (4731.819838 sec): 3 clusters Score: Raw -1665263.672201 + Penalty 1848.964768 = -1663414.707433 nChanged 113 SP:Iteration 38Q (4731.882561 sec): 3 clusters Score: Raw -1665326.981097 + Penalty 1848.964768 = -1663478.016329 nChanged 98 SP:Iteration 39Q (4731.949454 sec): 3 clusters Score: Raw -1665381.438393 + Penalty 1848.964768 = -1663532.473625 nChanged 86 SP:Iteration 40F (4732.006809 sec): 3 clusters Score: Raw -1665435.567205 + Penalty 1848.964768 = -1663586.602437 nChanged 61 SP:Iteration 41Q (4732.068558 sec): 3 clusters Score: Raw -1665469.171264 + Penalty 1848.964768 = -1663620.206496 nChanged 44 SP:Iteration 42Q (4732.130262 sec): 3 clusters Score: Raw -1665493.310475 + Penalty 1848.964768 = -1663644.345707 nChanged 33 SP:Iteration 43Q (4732.201587 sec): 3 clusters Score: Raw -1665515.503493 + Penalty 1848.964768 = -1663666.538725 nChanged 28 SP:Iteration 44Q (4732.254908 sec): 3 clusters Score: Raw -1665535.548985 + Penalty 1848.964768 = -1663686.584217 nChanged 23 SP:Iteration 45Q (4732.325358 sec): 3 clusters Score: Raw -1665546.402452 + Penalty 1848.964768 = -1663697.437684 nChanged 12 SP:Iteration 46Q (4732.383567 sec): 3 clusters Score: Raw -1665559.746770 + Penalty 1848.964768 = -1663710.782002 nChanged 20 SP:Iteration 47Q (4732.440728 sec): 3 clusters Score: Raw -1665572.735817 + Penalty 1848.964768 = -1663723.771049 nChanged 6 SP:Iteration 48Q (4732.506011 sec): 3 clusters Score: Raw -1665576.067509 + Penalty 1848.964768 = -1663727.102741 nChanged 6 SP:Iteration 49Q (4732.571700 sec): 3 clusters Score: Raw -1665579.321328 + Penalty 1848.964768 = -1663730.356560 nChanged 8 SP:Iteration 50Q (4732.630030 sec): 3 clusters Score: Raw -1665583.316309 + Penalty 1848.964768 = -1663734.351541 nChanged 5 SP:Iteration 51Q (4732.692369 sec): 3 clusters Score: Raw -1665587.939482 + Penalty 1848.964768 = -1663738.974714 nChanged 5 SP:Iteration 52Q (4732.754511 sec): 3 clusters Score: Raw -1665592.032287 + Penalty 1848.964768 = -1663743.067519 nChanged 4 SP:Iteration 53Q (4732.814485 sec): 3 clusters Score: Raw -1665595.546650 + Penalty 1848.964768 = -1663746.581882 nChanged 3 SP:Iteration 54Q (4732.877725 sec): 3 clusters Score: Raw -1665597.004805 + Penalty 1848.964768 = -1663748.040037 nChanged 3 SP:Iteration 55Q (4732.940903 sec): 3 clusters Score: Raw -1665598.856752 + Penalty 1848.964768 = -1663749.891984 nChanged 4 SP:Iteration 56Q (4732.997887 sec): 3 clusters Score: Raw -1665600.781688 + Penalty 1848.964768 = -1663751.816920 nChanged 6 SP:Iteration 57Q (4733.060993 sec): 3 clusters Score: Raw -1665603.025999 + Penalty 1848.964768 = -1663754.061231 nChanged 3 SP:Iteration 58Q (4733.113279 sec): 3 clusters Score: Raw -1665605.139002 + Penalty 1848.964768 = -1663756.174234 nChanged 4 SP:Iteration 59Q (4733.180707 sec): 3 clusters Score: Raw -1665607.252645 + Penalty 1848.964768 = -1663758.287876 nChanged 3 SP:Iteration 60F (4733.249751 sec): 3 clusters Score: Raw -1665609.039264 + Penalty 1848.964768 = -1663760.074496 nChanged 1 SP:Iteration 61Q (4733.317677 sec): 3 clusters Score: Raw -1665609.189061 + Penalty 1848.964768 = -1663760.224293 nChanged 1 SP:Iteration 62Q (4733.372376 sec): 3 clusters Score: Raw -1665609.610060 + Penalty 1848.964768 = -1663760.645292 nChanged 0 SP:Iteration 63F (4733.448687 sec): 3 clusters Score: Raw -1665609.610060 + Penalty 1848.964768 = -1663760.645292 nChanged 0 Trying to split cluster 36 (16429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4733.491952 sec): 2 clusters Score: Raw -1637469.765672 + Penalty 922.146318 = -1636547.619354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4733.561381 sec): 3 clusters Score: Raw -1627388.383827 + Penalty 1844.292636 = -1625544.091191 nChanged 7531 SP:Iteration 1F (4733.620389 sec): 3 clusters Score: Raw -1631764.818805 + Penalty 1844.292636 = -1629920.526169 nChanged 950 SP:Iteration 2F (4733.692497 sec): 3 clusters Score: Raw -1632254.472232 + Penalty 1844.292636 = -1630410.179597 nChanged 1098 SP:Iteration 3F (4733.762389 sec): 3 clusters Score: Raw -1632933.242233 + Penalty 1844.292636 = -1631088.949598 nChanged 1192 SP:Iteration 4F (4733.823383 sec): 3 clusters Score: Raw -1633834.119900 + Penalty 1844.292636 = -1631989.827265 nChanged 1247 SP:Iteration 5F (4733.900968 sec): 3 clusters Score: Raw -1634926.980020 + Penalty 1844.292636 = -1633082.687384 nChanged 1114 SP:Iteration 6F (4733.968961 sec): 3 clusters Score: Raw -1635955.603441 + Penalty 1844.292636 = -1634111.310805 nChanged 797 SP:Iteration 7Q (4734.028152 sec): 3 clusters Score: Raw -1636670.114680 + Penalty 1844.292636 = -1634825.822045 nChanged 507 SP:Iteration 8Q (4734.102750 sec): 3 clusters Score: Raw -1637043.264143 + Penalty 1844.292636 = -1635198.971507 nChanged 318 SP:Iteration 9Q (4734.160040 sec): 3 clusters Score: Raw -1637223.384951 + Penalty 1844.292636 = -1635379.092316 nChanged 202 SP:Iteration 10Q (4734.228664 sec): 3 clusters Score: Raw -1637316.701877 + Penalty 1844.292636 = -1635472.409242 nChanged 161 SP:Iteration 11Q (4734.286055 sec): 3 clusters Score: Raw -1637386.894740 + Penalty 1844.292636 = -1635542.602104 nChanged 127 SP:Iteration 12Q (4734.359036 sec): 3 clusters Score: Raw -1637430.193073 + Penalty 1844.292636 = -1635585.900437 nChanged 102 SP:Iteration 13Q (4734.416895 sec): 3 clusters Score: Raw -1637464.206953 + Penalty 1844.292636 = -1635619.914318 nChanged 104 SP:Iteration 14Q (4734.479253 sec): 3 clusters Score: Raw -1637500.849879 + Penalty 1844.292636 = -1635656.557244 nChanged 90 SP:Iteration 15Q (4734.546080 sec): 3 clusters Score: Raw -1637529.466627 + Penalty 1844.292636 = -1635685.173992 nChanged 80 SP:Iteration 16Q (4734.614173 sec): 3 clusters Score: Raw -1637549.455105 + Penalty 1844.292636 = -1635705.162470 nChanged 64 SP:Iteration 17Q (4734.687168 sec): 3 clusters Score: Raw -1637566.457236 + Penalty 1844.292636 = -1635722.164601 nChanged 56 SP:Iteration 18Q (4734.752307 sec): 3 clusters Score: Raw -1637579.980297 + Penalty 1844.292636 = -1635735.687662 nChanged 51 SP:Iteration 19Q (4734.818458 sec): 3 clusters Score: Raw -1637590.307419 + Penalty 1844.292636 = -1635746.014784 nChanged 44 SP:Iteration 20F (4734.885708 sec): 3 clusters Score: Raw -1637600.440703 + Penalty 1844.292636 = -1635756.148068 nChanged 44 SP:Iteration 21Q (4734.946065 sec): 3 clusters Score: Raw -1637610.744617 + Penalty 1844.292636 = -1635766.451982 nChanged 43 SP:Iteration 22Q (4735.011558 sec): 3 clusters Score: Raw -1637620.014613 + Penalty 1844.292636 = -1635775.721978 nChanged 48 SP:Iteration 23Q (4735.072795 sec): 3 clusters Score: Raw -1637630.878483 + Penalty 1844.292636 = -1635786.585847 nChanged 35 SP:Iteration 24Q (4735.139274 sec): 3 clusters Score: Raw -1637638.433375 + Penalty 1844.292636 = -1635794.140740 nChanged 27 SP:Iteration 25Q (4735.206876 sec): 3 clusters Score: Raw -1637642.795445 + Penalty 1844.292636 = -1635798.502809 nChanged 23 SP:Iteration 26Q (4735.259094 sec): 3 clusters Score: Raw -1637646.776584 + Penalty 1844.292636 = -1635802.483948 nChanged 22 SP:Iteration 27Q (4735.333626 sec): 3 clusters Score: Raw -1637651.331175 + Penalty 1844.292636 = -1635807.038540 nChanged 28 SP:Iteration 28Q (4735.385680 sec): 3 clusters Score: Raw -1637656.351462 + Penalty 1844.292636 = -1635812.058827 nChanged 20 SP:Iteration 29Q (4735.456105 sec): 3 clusters Score: Raw -1637660.729105 + Penalty 1844.292636 = -1635816.436469 nChanged 20 SP:Iteration 30Q (4735.517577 sec): 3 clusters Score: Raw -1637665.229877 + Penalty 1844.292636 = -1635820.937241 nChanged 21 SP:Iteration 31Q (4735.571556 sec): 3 clusters Score: Raw -1637670.259967 + Penalty 1844.292636 = -1635825.967331 nChanged 26 SP:Iteration 32Q (4735.638381 sec): 3 clusters Score: Raw -1637676.276776 + Penalty 1844.292636 = -1635831.984140 nChanged 20 SP:Iteration 33Q (4735.697924 sec): 3 clusters Score: Raw -1637680.643668 + Penalty 1844.292636 = -1635836.351033 nChanged 22 SP:Iteration 34Q (4735.757198 sec): 3 clusters Score: Raw -1637686.062468 + Penalty 1844.292636 = -1635841.769832 nChanged 25 SP:Iteration 35Q (4735.822353 sec): 3 clusters Score: Raw -1637691.968340 + Penalty 1844.292636 = -1635847.675704 nChanged 20 SP:Iteration 36Q (4735.892025 sec): 3 clusters Score: Raw -1637696.515223 + Penalty 1844.292636 = -1635852.222587 nChanged 19 SP:Iteration 37Q (4735.960410 sec): 3 clusters Score: Raw -1637701.373458 + Penalty 1844.292636 = -1635857.080822 nChanged 14 SP:Iteration 38Q (4736.029154 sec): 3 clusters Score: Raw -1637704.467918 + Penalty 1844.292636 = -1635860.175283 nChanged 11 SP:Iteration 39Q (4736.095617 sec): 3 clusters Score: Raw -1637708.100503 + Penalty 1844.292636 = -1635863.807867 nChanged 19 SP:Iteration 40F (4736.163681 sec): 3 clusters Score: Raw -1637712.090189 + Penalty 1844.292636 = -1635867.797554 nChanged 14 SP:Iteration 41Q (4736.224527 sec): 3 clusters Score: Raw -1637717.122422 + Penalty 1844.292636 = -1635872.829786 nChanged 24 SP:Iteration 42Q (4736.280160 sec): 3 clusters Score: Raw -1637724.611253 + Penalty 1844.292636 = -1635880.318618 nChanged 27 SP:Iteration 43Q (4736.351208 sec): 3 clusters Score: Raw -1637731.881708 + Penalty 1844.292636 = -1635887.589072 nChanged 36 SP:Iteration 44Q (4736.410935 sec): 3 clusters Score: Raw -1637743.871836 + Penalty 1844.292636 = -1635899.579200 nChanged 31 SP:Iteration 45Q (4736.459964 sec): 3 clusters Score: Raw -1637751.454700 + Penalty 1844.292636 = -1635907.162064 nChanged 24 SP:Iteration 46Q (4736.521738 sec): 3 clusters Score: Raw -1637757.882502 + Penalty 1844.292636 = -1635913.589866 nChanged 19 SP:Iteration 47Q (4736.586878 sec): 3 clusters Score: Raw -1637762.066653 + Penalty 1844.292636 = -1635917.774017 nChanged 13 SP:Iteration 48Q (4736.656985 sec): 3 clusters Score: Raw -1637764.865901 + Penalty 1844.292636 = -1635920.573265 nChanged 13 SP:Iteration 49Q (4736.712949 sec): 3 clusters Score: Raw -1637767.558241 + Penalty 1844.292636 = -1635923.265606 nChanged 11 SP:Iteration 50Q (4736.771788 sec): 3 clusters Score: Raw -1637770.772914 + Penalty 1844.292636 = -1635926.480279 nChanged 15 SP:Iteration 51Q (4736.832684 sec): 3 clusters Score: Raw -1637774.468463 + Penalty 1844.292636 = -1635930.175827 nChanged 12 SP:Iteration 52Q (4736.902077 sec): 3 clusters Score: Raw -1637776.942221 + Penalty 1844.292636 = -1635932.649586 nChanged 9 SP:Iteration 53Q (4736.954585 sec): 3 clusters Score: Raw -1637778.598408 + Penalty 1844.292636 = -1635934.305772 nChanged 9 SP:Iteration 54Q (4737.018128 sec): 3 clusters Score: Raw -1637780.044169 + Penalty 1844.292636 = -1635935.751533 nChanged 11 SP:Iteration 55Q (4737.080590 sec): 3 clusters Score: Raw -1637782.022184 + Penalty 1844.292636 = -1635937.729549 nChanged 6 SP:Iteration 56Q (4737.136502 sec): 3 clusters Score: Raw -1637782.919200 + Penalty 1844.292636 = -1635938.626564 nChanged 4 SP:Iteration 57Q (4737.203561 sec): 3 clusters Score: Raw -1637783.637327 + Penalty 1844.292636 = -1635939.344691 nChanged 3 SP:Iteration 58Q (4737.259906 sec): 3 clusters Score: Raw -1637783.950568 + Penalty 1844.292636 = -1635939.657932 nChanged 4 SP:Iteration 59Q (4737.320394 sec): 3 clusters Score: Raw -1637784.326711 + Penalty 1844.292636 = -1635940.034075 nChanged 5 SP:Iteration 60F (4737.388960 sec): 3 clusters Score: Raw -1637785.148752 + Penalty 1844.292636 = -1635940.856116 nChanged 5 SP:Iteration 61Q (4737.462098 sec): 3 clusters Score: Raw -1637785.662949 + Penalty 1844.292636 = -1635941.370314 nChanged 3 SP:Iteration 62Q (4737.523876 sec): 3 clusters Score: Raw -1637786.085117 + Penalty 1844.292636 = -1635941.792482 nChanged 6 SP:Iteration 63Q (4737.579654 sec): 3 clusters Score: Raw -1637787.200913 + Penalty 1844.292636 = -1635942.908278 nChanged 3 SP:Iteration 64Q (4737.647487 sec): 3 clusters Score: Raw -1637787.470672 + Penalty 1844.292636 = -1635943.178036 nChanged 2 SP:Iteration 65Q (4737.704844 sec): 3 clusters Score: Raw -1637787.627355 + Penalty 1844.292636 = -1635943.334719 nChanged 1 SP:Iteration 66Q (4737.773976 sec): 3 clusters Score: Raw -1637787.748580 + Penalty 1844.292636 = -1635943.455945 nChanged 1 SP:Iteration 67Q (4737.837827 sec): 3 clusters Score: Raw -1637787.861004 + Penalty 1844.292636 = -1635943.568368 nChanged 1 SP:Iteration 68Q (4737.904908 sec): 3 clusters Score: Raw -1637787.943762 + Penalty 1844.292636 = -1635943.651126 nChanged 1 SP:Iteration 69Q (4737.971055 sec): 3 clusters Score: Raw -1637788.133205 + Penalty 1844.292636 = -1635943.840569 nChanged 1 SP:Iteration 70Q (4738.036143 sec): 3 clusters Score: Raw -1637788.169643 + Penalty 1844.292636 = -1635943.877007 nChanged 0 SP:Iteration 71F (4738.095259 sec): 3 clusters Score: Raw -1637788.169643 + Penalty 1844.292636 = -1635943.877007 nChanged 0 Trying to split cluster 37 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4738.128262 sec): 2 clusters Score: Raw -365278.756897 + Penalty 783.061853 = -364495.695044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4738.167031 sec): 3 clusters Score: Raw -363221.398232 + Penalty 1566.123706 = -361655.274527 nChanged 1611 SP:Iteration 1F (4738.221975 sec): 3 clusters Score: Raw -364299.609766 + Penalty 1566.123706 = -362733.486060 nChanged 339 SP:Iteration 2F (4738.275210 sec): 3 clusters Score: Raw -364527.877437 + Penalty 1566.123706 = -362961.753731 nChanged 261 SP:Iteration 3F (4738.327580 sec): 3 clusters Score: Raw -364715.541892 + Penalty 1566.123706 = -363149.418186 nChanged 237 SP:Iteration 4F (4738.373954 sec): 3 clusters Score: Raw -364890.631847 + Penalty 1566.123706 = -363324.508141 nChanged 190 SP:Iteration 5Q (4738.416568 sec): 3 clusters Score: Raw -365017.391111 + Penalty 1566.123706 = -363451.267405 nChanged 154 SP:Iteration 6Q (4738.471386 sec): 3 clusters Score: Raw -365142.394406 + Penalty 1566.123706 = -363576.270700 nChanged 131 SP:Iteration 7Q (4738.511022 sec): 3 clusters Score: Raw -365234.279915 + Penalty 1566.123706 = -363668.156209 nChanged 106 SP:Iteration 8Q (4738.571092 sec): 3 clusters Score: Raw -365303.817850 + Penalty 1566.123706 = -363737.694145 nChanged 82 SP:Iteration 9Q (4738.621042 sec): 3 clusters Score: Raw -365356.277915 + Penalty 1566.123706 = -363790.154210 nChanged 74 SP:Iteration 10Q (4738.672095 sec): 3 clusters Score: Raw -365394.553345 + Penalty 1566.123706 = -363828.429639 nChanged 56 SP:Iteration 11Q (4738.716785 sec): 3 clusters Score: Raw -365422.579159 + Penalty 1566.123706 = -363856.455454 nChanged 47 SP:Iteration 12Q (4738.764870 sec): 3 clusters Score: Raw -365446.176312 + Penalty 1566.123706 = -363880.052606 nChanged 42 SP:Iteration 13Q (4738.814651 sec): 3 clusters Score: Raw -365465.251116 + Penalty 1566.123706 = -363899.127410 nChanged 30 SP:Iteration 14Q (4738.866815 sec): 3 clusters Score: Raw -365480.589447 + Penalty 1566.123706 = -363914.465742 nChanged 27 SP:Iteration 15Q (4738.912397 sec): 3 clusters Score: Raw -365491.162723 + Penalty 1566.123706 = -363925.039017 nChanged 28 SP:Iteration 16Q (4738.957112 sec): 3 clusters Score: Raw -365505.563029 + Penalty 1566.123706 = -363939.439323 nChanged 27 SP:Iteration 17Q (4739.005669 sec): 3 clusters Score: Raw -365521.573154 + Penalty 1566.123706 = -363955.449449 nChanged 20 SP:Iteration 18Q (4739.044056 sec): 3 clusters Score: Raw -365532.418317 + Penalty 1566.123706 = -363966.294612 nChanged 16 SP:Iteration 19Q (4739.088916 sec): 3 clusters Score: Raw -365538.969970 + Penalty 1566.123706 = -363972.846264 nChanged 13 SP:Iteration 20F (4739.136605 sec): 3 clusters Score: Raw -365545.133157 + Penalty 1566.123706 = -363979.009451 nChanged 13 SP:Iteration 21Q (4739.188598 sec): 3 clusters Score: Raw -365550.785662 + Penalty 1566.123706 = -363984.661956 nChanged 10 SP:Iteration 22Q (4739.240863 sec): 3 clusters Score: Raw -365553.521776 + Penalty 1566.123706 = -363987.398071 nChanged 9 SP:Iteration 23Q (4739.287272 sec): 3 clusters Score: Raw -365557.360491 + Penalty 1566.123706 = -363991.236785 nChanged 9 SP:Iteration 24Q (4739.340307 sec): 3 clusters Score: Raw -365561.816155 + Penalty 1566.123706 = -363995.692449 nChanged 9 SP:Iteration 25Q (4739.388027 sec): 3 clusters Score: Raw -365565.673490 + Penalty 1566.123706 = -363999.549785 nChanged 5 SP:Iteration 26Q (4739.428230 sec): 3 clusters Score: Raw -365567.382317 + Penalty 1566.123706 = -364001.258611 nChanged 3 SP:Iteration 27Q (4739.478378 sec): 3 clusters Score: Raw -365567.830741 + Penalty 1566.123706 = -364001.707035 nChanged 1 SP:Iteration 28Q (4739.528993 sec): 3 clusters Score: Raw -365568.026554 + Penalty 1566.123706 = -364001.902848 nChanged 1 SP:Iteration 29Q (4739.575664 sec): 3 clusters Score: Raw -365568.277924 + Penalty 1566.123706 = -364002.154218 nChanged 1 SP:Iteration 30Q (4739.621792 sec): 3 clusters Score: Raw -365568.484325 + Penalty 1566.123706 = -364002.360619 nChanged 1 SP:Iteration 31Q (4739.674221 sec): 3 clusters Score: Raw -365569.206619 + Penalty 1566.123706 = -364003.082913 nChanged 1 SP:Iteration 32Q (4739.724000 sec): 3 clusters Score: Raw -365569.292609 + Penalty 1566.123706 = -364003.168903 nChanged 0 SP:Iteration 33F (4739.776527 sec): 3 clusters Score: Raw -365569.292609 + Penalty 1566.123706 = -364003.168903 nChanged 0 Trying to split cluster 38 (20550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4739.821992 sec): 2 clusters Score: Raw -1980772.973807 + Penalty 943.408541 = -1979829.565266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4739.879233 sec): 3 clusters Score: Raw -1967908.708677 + Penalty 1886.817082 = -1966021.891596 nChanged 9559 SP:Iteration 1F (4739.949041 sec): 3 clusters Score: Raw -1973584.173339 + Penalty 1886.817082 = -1971697.356257 nChanged 1221 SP:Iteration 2F (4740.029633 sec): 3 clusters Score: Raw -1974356.837733 + Penalty 1886.817082 = -1972470.020651 nChanged 1417 SP:Iteration 3F (4740.102299 sec): 3 clusters Score: Raw -1975470.319518 + Penalty 1886.817082 = -1973583.502437 nChanged 1706 SP:Iteration 4F (4740.169402 sec): 3 clusters Score: Raw -1977014.147656 + Penalty 1886.817082 = -1975127.330574 nChanged 1761 SP:Iteration 5F (4740.241120 sec): 3 clusters Score: Raw -1978363.649538 + Penalty 1886.817082 = -1976476.832457 nChanged 1395 SP:Iteration 6F (4740.309219 sec): 3 clusters Score: Raw -1979326.190594 + Penalty 1886.817082 = -1977439.373512 nChanged 1062 SP:Iteration 7F (4740.375057 sec): 3 clusters Score: Raw -1979971.523185 + Penalty 1886.817082 = -1978084.706103 nChanged 707 SP:Iteration 8Q (4740.454311 sec): 3 clusters Score: Raw -1980420.226988 + Penalty 1886.817082 = -1978533.409906 nChanged 522 SP:Iteration 9Q (4740.522321 sec): 3 clusters Score: Raw -1980773.346330 + Penalty 1886.817082 = -1978886.529248 nChanged 408 SP:Iteration 10Q (4740.604127 sec): 3 clusters Score: Raw -1981016.872412 + Penalty 1886.817082 = -1979130.055330 nChanged 326 SP:Iteration 11Q (4740.679570 sec): 3 clusters Score: Raw -1981183.511387 + Penalty 1886.817082 = -1979296.694305 nChanged 301 SP:Iteration 12Q (4740.743553 sec): 3 clusters Score: Raw -1981315.574477 + Penalty 1886.817082 = -1979428.757395 nChanged 267 SP:Iteration 13Q (4740.824472 sec): 3 clusters Score: Raw -1981416.406125 + Penalty 1886.817082 = -1979529.589043 nChanged 219 SP:Iteration 14Q (4740.893033 sec): 3 clusters Score: Raw -1981486.112988 + Penalty 1886.817082 = -1979599.295906 nChanged 166 SP:Iteration 15Q (4740.954906 sec): 3 clusters Score: Raw -1981531.259191 + Penalty 1886.817082 = -1979644.442109 nChanged 154 SP:Iteration 16Q (4741.028426 sec): 3 clusters Score: Raw -1981572.050561 + Penalty 1886.817082 = -1979685.233480 nChanged 139 SP:Iteration 17Q (4741.110683 sec): 3 clusters Score: Raw -1981602.116281 + Penalty 1886.817082 = -1979715.299199 nChanged 104 SP:Iteration 18Q (4741.184211 sec): 3 clusters Score: Raw -1981622.640238 + Penalty 1886.817082 = -1979735.823156 nChanged 92 SP:Iteration 19Q (4741.261442 sec): 3 clusters Score: Raw -1981640.280167 + Penalty 1886.817082 = -1979753.463085 nChanged 95 SP:Iteration 20F (4741.330163 sec): 3 clusters Score: Raw -1981657.961559 + Penalty 1886.817082 = -1979771.144477 nChanged 99 SP:Iteration 21Q (4741.400884 sec): 3 clusters Score: Raw -1981677.655171 + Penalty 1886.817082 = -1979790.838089 nChanged 99 SP:Iteration 22Q (4741.474646 sec): 3 clusters Score: Raw -1981698.055257 + Penalty 1886.817082 = -1979811.238175 nChanged 103 SP:Iteration 23Q (4741.542166 sec): 3 clusters Score: Raw -1981718.900097 + Penalty 1886.817082 = -1979832.083016 nChanged 102 SP:Iteration 24Q (4741.614437 sec): 3 clusters Score: Raw -1981740.749774 + Penalty 1886.817082 = -1979853.932692 nChanged 104 SP:Iteration 25Q (4741.692110 sec): 3 clusters Score: Raw -1981759.583715 + Penalty 1886.817082 = -1979872.766633 nChanged 86 SP:Iteration 26Q (4741.761767 sec): 3 clusters Score: Raw -1981775.752641 + Penalty 1886.817082 = -1979888.935559 nChanged 83 SP:Iteration 27Q (4741.829892 sec): 3 clusters Score: Raw -1981790.395916 + Penalty 1886.817082 = -1979903.578834 nChanged 81 SP:Iteration 28Q (4741.901472 sec): 3 clusters Score: Raw -1981803.721007 + Penalty 1886.817082 = -1979916.903925 nChanged 66 SP:Iteration 29Q (4741.962616 sec): 3 clusters Score: Raw -1981814.228954 + Penalty 1886.817082 = -1979927.411872 nChanged 58 SP:Iteration 30Q (4742.031764 sec): 3 clusters Score: Raw -1981823.663111 + Penalty 1886.817082 = -1979936.846029 nChanged 47 SP:Iteration 31Q (4742.098283 sec): 3 clusters Score: Raw -1981829.994421 + Penalty 1886.817082 = -1979943.177339 nChanged 54 SP:Iteration 32Q (4742.156799 sec): 3 clusters Score: Raw -1981837.162545 + Penalty 1886.817082 = -1979950.345464 nChanged 41 SP:Iteration 33Q (4742.226738 sec): 3 clusters Score: Raw -1981841.876581 + Penalty 1886.817082 = -1979955.059499 nChanged 38 SP:Iteration 34Q (4742.292993 sec): 3 clusters Score: Raw -1981846.632236 + Penalty 1886.817082 = -1979959.815155 nChanged 26 SP:Iteration 35Q (4742.368315 sec): 3 clusters Score: Raw -1981849.118613 + Penalty 1886.817082 = -1979962.301531 nChanged 26 SP:Iteration 36Q (4742.428069 sec): 3 clusters Score: Raw -1981851.522804 + Penalty 1886.817082 = -1979964.705722 nChanged 19 SP:Iteration 37Q (4742.497635 sec): 3 clusters Score: Raw -1981853.327556 + Penalty 1886.817082 = -1979966.510474 nChanged 17 SP:Iteration 38Q (4742.569345 sec): 3 clusters Score: Raw -1981854.642243 + Penalty 1886.817082 = -1979967.825161 nChanged 20 SP:Iteration 39Q (4742.639253 sec): 3 clusters Score: Raw -1981856.266531 + Penalty 1886.817082 = -1979969.449449 nChanged 15 SP:Iteration 40F (4742.706060 sec): 3 clusters Score: Raw -1981857.263881 + Penalty 1886.817082 = -1979970.446799 nChanged 10 SP:Iteration 41Q (4742.765725 sec): 3 clusters Score: Raw -1981857.875073 + Penalty 1886.817082 = -1979971.057991 nChanged 9 SP:Iteration 42Q (4742.845690 sec): 3 clusters Score: Raw -1981858.255859 + Penalty 1886.817082 = -1979971.438777 nChanged 1 SP:Iteration 43Q (4742.910705 sec): 3 clusters Score: Raw -1981858.272351 + Penalty 1886.817082 = -1979971.455269 nChanged 1 SP:Iteration 44Q (4742.971679 sec): 3 clusters Score: Raw -1981858.292750 + Penalty 1886.817082 = -1979971.475668 nChanged 1 SP:Iteration 45Q (4743.040896 sec): 3 clusters Score: Raw -1981858.312761 + Penalty 1886.817082 = -1979971.495679 nChanged 1 SP:Iteration 46Q (4743.110363 sec): 3 clusters Score: Raw -1981858.352856 + Penalty 1886.817082 = -1979971.535774 nChanged 3 SP:Iteration 47Q (4743.174504 sec): 3 clusters Score: Raw -1981858.484036 + Penalty 1886.817082 = -1979971.666954 nChanged 2 SP:Iteration 48Q (4743.250499 sec): 3 clusters Score: Raw -1981858.524267 + Penalty 1886.817082 = -1979971.707185 nChanged 2 SP:Iteration 49Q (4743.313866 sec): 3 clusters Score: Raw -1981858.618341 + Penalty 1886.817082 = -1979971.801259 nChanged 1 SP:Iteration 50Q (4743.387053 sec): 3 clusters Score: Raw -1981858.680169 + Penalty 1886.817082 = -1979971.863087 nChanged 1 SP:Iteration 51Q (4743.456126 sec): 3 clusters Score: Raw -1981858.769645 + Penalty 1886.817082 = -1979971.952563 nChanged 0 SP:Iteration 52F (4743.520152 sec): 3 clusters Score: Raw -1981858.769645 + Penalty 1886.817082 = -1979971.952563 nChanged 0 Score: Raw -58497423.628058 + Penalty 49431.021155 = -58447992.606902 Splitting cluster 38 changes total score from -58448169.666783 to -58447992.606902 So it's not getting split. Iteration 219Q (4760.555466 sec): 39 clusters Score: Raw -58496339.895242 + Penalty 48163.559074 = -58448176.336168 nChanged 272 Iteration 220F (4771.739572 sec): 39 clusters Score: Raw -58496346.691708 + Penalty 48163.559074 = -58448183.132633 nChanged 282 Iteration 221Q (4777.183728 sec): 39 clusters Score: Raw -58496354.033360 + Penalty 48163.559074 = -58448190.474285 nChanged 289 Iteration 222Q (4782.674836 sec): 39 clusters Score: Raw -58496361.377551 + Penalty 48163.559074 = -58448197.818476 nChanged 265 Iteration 223Q (4788.392992 sec): 39 clusters Score: Raw -58496367.665286 + Penalty 48163.559074 = -58448204.106212 nChanged 249 Iteration 224Q (4794.040277 sec): 39 clusters Score: Raw -58496374.106651 + Penalty 48163.559074 = -58448210.547577 nChanged 273 Iteration 225Q (4799.870149 sec): 39 clusters Score: Raw -58496381.186395 + Penalty 48163.559074 = -58448217.627320 nChanged 279 Iteration 226Q (4805.687697 sec): 39 clusters Score: Raw -58496387.975018 + Penalty 48163.559074 = -58448224.415944 nChanged 266 Iteration 227Q (4811.070517 sec): 39 clusters Score: Raw -58496395.469792 + Penalty 48163.559074 = -58448231.910717 nChanged 255 Iteration 228Q (4816.805915 sec): 39 clusters Score: Raw -58496402.567642 + Penalty 48163.559074 = -58448239.008568 nChanged 255 Iteration 229Q (4822.843995 sec): 39 clusters Score: Raw -58496411.353932 + Penalty 48163.559074 = -58448247.794857 nChanged 279 Iteration 230Q (4828.903407 sec): 39 clusters Score: Raw -58496421.295993 + Penalty 48163.559074 = -58448257.736919 nChanged 259 Iteration 231Q (4834.294256 sec): 39 clusters Score: Raw -58496430.419604 + Penalty 48163.559074 = -58448266.860529 nChanged 292 Iteration 232Q (4839.734189 sec): 39 clusters Score: Raw -58496440.116261 + Penalty 48163.559074 = -58448276.557187 nChanged 284 Iteration 233Q (4845.370573 sec): 39 clusters Score: Raw -58496449.336485 + Penalty 48163.559074 = -58448285.777411 nChanged 301 Iteration 234Q (4851.267949 sec): 39 clusters Score: Raw -58496458.424312 + Penalty 48163.559074 = -58448294.865238 nChanged 284 Iteration 235Q (4856.885136 sec): 39 clusters Score: Raw -58496467.303555 + Penalty 48163.559074 = -58448303.744480 nChanged 300 Iteration 236Q (4862.599301 sec): 39 clusters Score: Raw -58496475.785852 + Penalty 48163.559074 = -58448312.226777 nChanged 303 Iteration 237Q (4868.166999 sec): 39 clusters Score: Raw -58496483.742094 + Penalty 48163.559074 = -58448320.183020 nChanged 293 Iteration 238Q (4873.716027 sec): 39 clusters Score: Raw -58496491.262871 + Penalty 48163.559074 = -58448327.703797 nChanged 305 Iteration 239Q (4879.393485 sec): 39 clusters Score: Raw -58496500.051607 + Penalty 48163.559074 = -58448336.492533 nChanged 318 Iteration 240F (4890.353415 sec): 39 clusters Score: Raw -58496509.293929 + Penalty 48163.559074 = -58448345.734855 nChanged 303 Iteration 241Q (4895.771703 sec): 39 clusters Score: Raw -58496518.038026 + Penalty 48163.559074 = -58448354.478952 nChanged 279 Iteration 242Q (4901.138377 sec): 39 clusters Score: Raw -58496525.309754 + Penalty 48163.559074 = -58448361.750679 nChanged 261 Iteration 243Q (4906.589592 sec): 39 clusters Score: Raw -58496531.995845 + Penalty 48163.559074 = -58448368.436771 nChanged 285 Iteration 244Q (4912.002684 sec): 39 clusters Score: Raw -58496539.425750 + Penalty 48163.559074 = -58448375.866675 nChanged 290 Iteration 245Q (4917.285882 sec): 39 clusters Score: Raw -58496546.869577 + Penalty 48163.559074 = -58448383.310503 nChanged 264 Iteration 246Q (4922.505665 sec): 39 clusters Score: Raw -58496553.135064 + Penalty 48163.559074 = -58448389.575989 nChanged 278 Iteration 247Q (4927.873745 sec): 39 clusters Score: Raw -58496559.792438 + Penalty 48163.559074 = -58448396.233363 nChanged 258 Iteration 248Q (4933.235062 sec): 39 clusters Score: Raw -58496566.251862 + Penalty 48163.559074 = -58448402.692788 nChanged 252 Iteration 249Q (4938.609282 sec): 39 clusters Score: Raw -58496572.383919 + Penalty 48163.559074 = -58448408.824844 nChanged 251 Iteration 250Q (4944.111856 sec): 39 clusters Score: Raw -58496578.731504 + Penalty 48163.559074 = -58448415.172430 nChanged 267 Iteration 251Q (4949.551323 sec): 39 clusters Score: Raw -58496585.122862 + Penalty 48163.559074 = -58448421.563788 nChanged 237 Iteration 252Q (4955.103518 sec): 39 clusters Score: Raw -58496590.454898 + Penalty 48163.559074 = -58448426.895824 nChanged 237 Iteration 253Q (4960.913002 sec): 39 clusters Score: Raw -58496596.762816 + Penalty 48163.559074 = -58448433.203741 nChanged 224 Iteration 254Q (4966.553351 sec): 39 clusters Score: Raw -58496602.840734 + Penalty 48163.559074 = -58448439.281660 nChanged 221 Iteration 255Q (4972.053298 sec): 39 clusters Score: Raw -58496608.315492 + Penalty 48163.559074 = -58448444.756418 nChanged 229 Iteration 256Q (4977.563511 sec): 39 clusters Score: Raw -58496613.537918 + Penalty 48163.559074 = -58448449.978843 nChanged 214 Iteration 257Q (4982.953181 sec): 39 clusters Score: Raw -58496617.973754 + Penalty 48163.559074 = -58448454.414679 nChanged 184 Iteration 258Q (4988.028697 sec): 39 clusters Score: Raw -58496622.194563 + Penalty 48163.559074 = -58448458.635489 nChanged 187 Writing temp clu file Because OldScore, -58448454.414679, is greater than current (better) Score,-58448458.635489 Compute initial score before splitting: Score: Raw -58496622.194563 + Penalty 48163.559074 = -58448458.635489 Trying to split cluster 1 (4922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4988.250493 sec): 2 clusters Score: Raw -464787.478256 + Penalty 807.639672 = -463979.838584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4988.302498 sec): 3 clusters Score: Raw -461999.066497 + Penalty 1615.279344 = -460383.787153 nChanged 2114 SP:Iteration 1F (4988.356138 sec): 3 clusters Score: Raw -463314.239252 + Penalty 1615.279344 = -461698.959908 nChanged 412 SP:Iteration 2F (4988.407094 sec): 3 clusters Score: Raw -463625.033069 + Penalty 1615.279344 = -462009.753725 nChanged 376 SP:Iteration 3F (4988.459377 sec): 3 clusters Score: Raw -463909.060187 + Penalty 1615.279344 = -462293.780843 nChanged 298 SP:Iteration 4F (4988.510393 sec): 3 clusters Score: Raw -464105.518876 + Penalty 1615.279344 = -462490.239533 nChanged 270 SP:Iteration 5F (4988.559732 sec): 3 clusters Score: Raw -464291.865072 + Penalty 1615.279344 = -462676.585728 nChanged 221 SP:Iteration 6Q (4988.608981 sec): 3 clusters Score: Raw -464417.202068 + Penalty 1615.279344 = -462801.922724 nChanged 202 SP:Iteration 7Q (4988.651510 sec): 3 clusters Score: Raw -464533.416321 + Penalty 1615.279344 = -462918.136977 nChanged 160 SP:Iteration 8Q (4988.698512 sec): 3 clusters Score: Raw -464616.892517 + Penalty 1615.279344 = -463001.613173 nChanged 123 SP:Iteration 9Q (4988.754686 sec): 3 clusters Score: Raw -464672.779988 + Penalty 1615.279344 = -463057.500644 nChanged 107 SP:Iteration 10Q (4988.794399 sec): 3 clusters Score: Raw -464720.659168 + Penalty 1615.279344 = -463105.379824 nChanged 83 SP:Iteration 11Q (4988.843599 sec): 3 clusters Score: Raw -464750.242074 + Penalty 1615.279344 = -463134.962730 nChanged 71 SP:Iteration 12Q (4988.902411 sec): 3 clusters Score: Raw -464777.056374 + Penalty 1615.279344 = -463161.777030 nChanged 65 SP:Iteration 13Q (4988.949655 sec): 3 clusters Score: Raw -464797.333392 + Penalty 1615.279344 = -463182.054048 nChanged 48 SP:Iteration 14Q (4989.001786 sec): 3 clusters Score: Raw -464812.473226 + Penalty 1615.279344 = -463197.193882 nChanged 47 SP:Iteration 15Q (4989.036298 sec): 3 clusters Score: Raw -464823.840354 + Penalty 1615.279344 = -463208.561010 nChanged 31 SP:Iteration 16Q (4989.093971 sec): 3 clusters Score: Raw -464831.758679 + Penalty 1615.279344 = -463216.479335 nChanged 39 SP:Iteration 17Q (4989.142216 sec): 3 clusters Score: Raw -464842.893200 + Penalty 1615.279344 = -463227.613856 nChanged 38 SP:Iteration 18Q (4989.184711 sec): 3 clusters Score: Raw -464858.549785 + Penalty 1615.279344 = -463243.270441 nChanged 38 SP:Iteration 19Q (4989.233308 sec): 3 clusters Score: Raw -464869.395944 + Penalty 1615.279344 = -463254.116600 nChanged 30 SP:Iteration 20F (4989.296457 sec): 3 clusters Score: Raw -464876.352187 + Penalty 1615.279344 = -463261.072843 nChanged 25 SP:Iteration 21Q (4989.343876 sec): 3 clusters Score: Raw -464881.837370 + Penalty 1615.279344 = -463266.558026 nChanged 13 SP:Iteration 22Q (4989.398035 sec): 3 clusters Score: Raw -464884.544400 + Penalty 1615.279344 = -463269.265056 nChanged 18 SP:Iteration 23Q (4989.459031 sec): 3 clusters Score: Raw -464889.035555 + Penalty 1615.279344 = -463273.756211 nChanged 19 SP:Iteration 24Q (4989.511873 sec): 3 clusters Score: Raw -464893.193906 + Penalty 1615.279344 = -463277.914562 nChanged 14 SP:Iteration 25Q (4989.547868 sec): 3 clusters Score: Raw -464895.239902 + Penalty 1615.279344 = -463279.960558 nChanged 10 SP:Iteration 26Q (4989.608708 sec): 3 clusters Score: Raw -464896.204403 + Penalty 1615.279344 = -463280.925059 nChanged 3 SP:Iteration 27Q (4989.652994 sec): 3 clusters Score: Raw -464896.552846 + Penalty 1615.279344 = -463281.273503 nChanged 4 SP:Iteration 28Q (4989.713365 sec): 3 clusters Score: Raw -464897.232487 + Penalty 1615.279344 = -463281.953143 nChanged 2 SP:Iteration 29Q (4989.759979 sec): 3 clusters Score: Raw -464897.673908 + Penalty 1615.279344 = -463282.394564 nChanged 2 SP:Iteration 30Q (4989.806830 sec): 3 clusters Score: Raw -464897.902242 + Penalty 1615.279344 = -463282.622898 nChanged 1 SP:Iteration 31Q (4989.870581 sec): 3 clusters Score: Raw -464897.946623 + Penalty 1615.279344 = -463282.667280 nChanged 1 SP:Iteration 32Q (4989.910059 sec): 3 clusters Score: Raw -464897.989032 + Penalty 1615.279344 = -463282.709689 nChanged 0 SP:Iteration 33F (4989.961380 sec): 3 clusters Score: Raw -464897.989032 + Penalty 1615.279344 = -463282.709689 nChanged 0 Trying to split cluster 2 (58223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4990.056731 sec): 2 clusters Score: Raw -5703683.673339 + Penalty 1042.343396 = -5702641.329943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4990.170860 sec): 3 clusters Score: Raw -5666074.150559 + Penalty 2084.686791 = -5663989.463767 nChanged 27908 SP:Iteration 1F (4990.287323 sec): 3 clusters Score: Raw -5683344.812234 + Penalty 2084.686791 = -5681260.125443 nChanged 3413 SP:Iteration 2F (4990.410832 sec): 3 clusters Score: Raw -5685403.514020 + Penalty 2084.686791 = -5683318.827229 nChanged 4125 SP:Iteration 3F (4990.533964 sec): 3 clusters Score: Raw -5688496.020688 + Penalty 2084.686791 = -5686411.333897 nChanged 4511 SP:Iteration 4F (4990.655881 sec): 3 clusters Score: Raw -5692304.117685 + Penalty 2084.686791 = -5690219.430894 nChanged 4226 SP:Iteration 5F (4990.766297 sec): 3 clusters Score: Raw -5695510.476623 + Penalty 2084.686791 = -5693425.789832 nChanged 3276 SP:Iteration 6F (4990.900224 sec): 3 clusters Score: Raw -5697390.504284 + Penalty 2084.686791 = -5695305.817493 nChanged 2178 SP:Iteration 7Q (4991.027744 sec): 3 clusters Score: Raw -5698269.735116 + Penalty 2084.686791 = -5696185.048324 nChanged 1399 SP:Iteration 8Q (4991.144103 sec): 3 clusters Score: Raw -5698678.792726 + Penalty 2084.686791 = -5696594.105934 nChanged 956 SP:Iteration 9Q (4991.257580 sec): 3 clusters Score: Raw -5698935.303305 + Penalty 2084.686791 = -5696850.616514 nChanged 777 SP:Iteration 10Q (4991.383134 sec): 3 clusters Score: Raw -5699127.400390 + Penalty 2084.686791 = -5697042.713599 nChanged 692 SP:Iteration 11Q (4991.505929 sec): 3 clusters Score: Raw -5699280.620296 + Penalty 2084.686791 = -5697195.933504 nChanged 609 SP:Iteration 12Q (4991.618777 sec): 3 clusters Score: Raw -5699410.096355 + Penalty 2084.686791 = -5697325.409564 nChanged 601 SP:Iteration 13Q (4991.750270 sec): 3 clusters Score: Raw -5699528.105808 + Penalty 2084.686791 = -5697443.419017 nChanged 583 SP:Iteration 14Q (4991.871858 sec): 3 clusters Score: Raw -5699633.442374 + Penalty 2084.686791 = -5697548.755583 nChanged 488 SP:Iteration 15Q (4991.993723 sec): 3 clusters Score: Raw -5699722.554442 + Penalty 2084.686791 = -5697637.867650 nChanged 477 SP:Iteration 16Q (4992.114683 sec): 3 clusters Score: Raw -5699817.914795 + Penalty 2084.686791 = -5697733.228004 nChanged 454 SP:Iteration 17Q (4992.232834 sec): 3 clusters Score: Raw -5699902.165588 + Penalty 2084.686791 = -5697817.478797 nChanged 428 SP:Iteration 18Q (4992.360433 sec): 3 clusters Score: Raw -5699973.905658 + Penalty 2084.686791 = -5697889.218866 nChanged 388 SP:Iteration 19Q (4992.484305 sec): 3 clusters Score: Raw -5700027.706884 + Penalty 2084.686791 = -5697943.020092 nChanged 347 SP:Iteration 20F (4992.601005 sec): 3 clusters Score: Raw -5700078.903956 + Penalty 2084.686791 = -5697994.217164 nChanged 343 SP:Iteration 21Q (4992.715954 sec): 3 clusters Score: Raw -5700123.941350 + Penalty 2084.686791 = -5698039.254558 nChanged 301 SP:Iteration 22Q (4992.841606 sec): 3 clusters Score: Raw -5700163.514257 + Penalty 2084.686791 = -5698078.827465 nChanged 288 SP:Iteration 23Q (4992.967806 sec): 3 clusters Score: Raw -5700199.148727 + Penalty 2084.686791 = -5698114.461935 nChanged 258 SP:Iteration 24Q (4993.083330 sec): 3 clusters Score: Raw -5700228.737573 + Penalty 2084.686791 = -5698144.050782 nChanged 234 SP:Iteration 25Q (4993.201968 sec): 3 clusters Score: Raw -5700255.448155 + Penalty 2084.686791 = -5698170.761364 nChanged 223 SP:Iteration 26Q (4993.313640 sec): 3 clusters Score: Raw -5700279.273245 + Penalty 2084.686791 = -5698194.586453 nChanged 209 SP:Iteration 27Q (4993.431513 sec): 3 clusters Score: Raw -5700300.043534 + Penalty 2084.686791 = -5698215.356743 nChanged 199 SP:Iteration 28Q (4993.544248 sec): 3 clusters Score: Raw -5700320.117596 + Penalty 2084.686791 = -5698235.430805 nChanged 204 SP:Iteration 29Q (4993.657587 sec): 3 clusters Score: Raw -5700340.075890 + Penalty 2084.686791 = -5698255.389099 nChanged 201 SP:Iteration 30Q (4993.793351 sec): 3 clusters Score: Raw -5700357.201255 + Penalty 2084.686791 = -5698272.514464 nChanged 166 SP:Iteration 31Q (4993.912332 sec): 3 clusters Score: Raw -5700368.878213 + Penalty 2084.686791 = -5698284.191421 nChanged 140 SP:Iteration 32Q (4994.034955 sec): 3 clusters Score: Raw -5700377.650764 + Penalty 2084.686791 = -5698292.963973 nChanged 123 SP:Iteration 33Q (4994.159818 sec): 3 clusters Score: Raw -5700384.286052 + Penalty 2084.686791 = -5698299.599261 nChanged 116 SP:Iteration 34Q (4994.279472 sec): 3 clusters Score: Raw -5700390.433755 + Penalty 2084.686791 = -5698305.746963 nChanged 115 SP:Iteration 35Q (4994.397471 sec): 3 clusters Score: Raw -5700395.753723 + Penalty 2084.686791 = -5698311.066931 nChanged 85 SP:Iteration 36Q (4994.511734 sec): 3 clusters Score: Raw -5700399.725342 + Penalty 2084.686791 = -5698315.038551 nChanged 84 SP:Iteration 37Q (4994.625536 sec): 3 clusters Score: Raw -5700404.010022 + Penalty 2084.686791 = -5698319.323230 nChanged 84 SP:Iteration 38Q (4994.742865 sec): 3 clusters Score: Raw -5700408.146751 + Penalty 2084.686791 = -5698323.459959 nChanged 101 SP:Iteration 39Q (4994.869161 sec): 3 clusters Score: Raw -5700412.952266 + Penalty 2084.686791 = -5698328.265474 nChanged 79 SP:Iteration 40F (4994.982726 sec): 3 clusters Score: Raw -5700416.188286 + Penalty 2084.686791 = -5698331.501495 nChanged 74 SP:Iteration 41Q (4995.108062 sec): 3 clusters Score: Raw -5700418.666267 + Penalty 2084.686791 = -5698333.979476 nChanged 70 SP:Iteration 42Q (4995.222217 sec): 3 clusters Score: Raw -5700421.238343 + Penalty 2084.686791 = -5698336.551551 nChanged 63 SP:Iteration 43Q (4995.340334 sec): 3 clusters Score: Raw -5700422.853876 + Penalty 2084.686791 = -5698338.167084 nChanged 38 SP:Iteration 44Q (4995.464785 sec): 3 clusters Score: Raw -5700423.864909 + Penalty 2084.686791 = -5698339.178118 nChanged 46 SP:Iteration 45Q (4995.584991 sec): 3 clusters Score: Raw -5700424.807244 + Penalty 2084.686791 = -5698340.120453 nChanged 38 SP:Iteration 46Q (4995.710887 sec): 3 clusters Score: Raw -5700425.997665 + Penalty 2084.686791 = -5698341.310874 nChanged 44 SP:Iteration 47Q (4995.836375 sec): 3 clusters Score: Raw -5700427.654499 + Penalty 2084.686791 = -5698342.967708 nChanged 53 SP:Iteration 48Q (4995.958837 sec): 3 clusters Score: Raw -5700429.236871 + Penalty 2084.686791 = -5698344.550080 nChanged 44 SP:Iteration 49Q (4996.085056 sec): 3 clusters Score: Raw -5700430.641993 + Penalty 2084.686791 = -5698345.955201 nChanged 42 SP:Iteration 50Q (4996.203995 sec): 3 clusters Score: Raw -5700431.931846 + Penalty 2084.686791 = -5698347.245055 nChanged 33 SP:Iteration 51Q (4996.320870 sec): 3 clusters Score: Raw -5700432.739383 + Penalty 2084.686791 = -5698348.052592 nChanged 29 SP:Iteration 52Q (4996.442206 sec): 3 clusters Score: Raw -5700433.641960 + Penalty 2084.686791 = -5698348.955169 nChanged 32 SP:Iteration 53Q (4996.560721 sec): 3 clusters Score: Raw -5700434.222792 + Penalty 2084.686791 = -5698349.536001 nChanged 17 SP:Iteration 54Q (4996.686693 sec): 3 clusters Score: Raw -5700434.563148 + Penalty 2084.686791 = -5698349.876356 nChanged 14 SP:Iteration 55Q (4996.811574 sec): 3 clusters Score: Raw -5700434.791163 + Penalty 2084.686791 = -5698350.104372 nChanged 10 SP:Iteration 56Q (4996.936987 sec): 3 clusters Score: Raw -5700434.920393 + Penalty 2084.686791 = -5698350.233601 nChanged 8 SP:Iteration 57Q (4997.052444 sec): 3 clusters Score: Raw -5700435.106274 + Penalty 2084.686791 = -5698350.419482 nChanged 8 SP:Iteration 58Q (4997.177646 sec): 3 clusters Score: Raw -5700435.266232 + Penalty 2084.686791 = -5698350.579440 nChanged 6 SP:Iteration 59Q (4997.283318 sec): 3 clusters Score: Raw -5700435.366431 + Penalty 2084.686791 = -5698350.679640 nChanged 7 SP:Iteration 60F (4997.397928 sec): 3 clusters Score: Raw -5700435.473446 + Penalty 2084.686791 = -5698350.786654 nChanged 9 SP:Iteration 61Q (4997.524652 sec): 3 clusters Score: Raw -5700435.592187 + Penalty 2084.686791 = -5698350.905396 nChanged 8 SP:Iteration 62Q (4997.638781 sec): 3 clusters Score: Raw -5700435.729227 + Penalty 2084.686791 = -5698351.042435 nChanged 11 SP:Iteration 63Q (4997.764077 sec): 3 clusters Score: Raw -5700435.893478 + Penalty 2084.686791 = -5698351.206687 nChanged 8 SP:Iteration 64Q (4997.888122 sec): 3 clusters Score: Raw -5700435.984449 + Penalty 2084.686791 = -5698351.297658 nChanged 7 SP:Iteration 65Q (4998.001956 sec): 3 clusters Score: Raw -5700436.070855 + Penalty 2084.686791 = -5698351.384063 nChanged 8 SP:Iteration 66Q (4998.126831 sec): 3 clusters Score: Raw -5700436.158386 + Penalty 2084.686791 = -5698351.471595 nChanged 8 SP:Iteration 67Q (4998.256562 sec): 3 clusters Score: Raw -5700436.262756 + Penalty 2084.686791 = -5698351.575964 nChanged 10 SP:Iteration 68Q (4998.379613 sec): 3 clusters Score: Raw -5700436.394309 + Penalty 2084.686791 = -5698351.707517 nChanged 8 SP:Iteration 69Q (4998.494341 sec): 3 clusters Score: Raw -5700436.485212 + Penalty 2084.686791 = -5698351.798421 nChanged 6 SP:Iteration 70Q (4998.615013 sec): 3 clusters Score: Raw -5700436.540449 + Penalty 2084.686791 = -5698351.853657 nChanged 6 SP:Iteration 71Q (4998.733594 sec): 3 clusters Score: Raw -5700436.593331 + Penalty 2084.686791 = -5698351.906539 nChanged 5 SP:Iteration 72Q (4998.859428 sec): 3 clusters Score: Raw -5700436.682789 + Penalty 2084.686791 = -5698351.995998 nChanged 4 SP:Iteration 73Q (4998.977671 sec): 3 clusters Score: Raw -5700436.713542 + Penalty 2084.686791 = -5698352.026751 nChanged 1 SP:Iteration 74Q (4999.094064 sec): 3 clusters Score: Raw -5700436.716447 + Penalty 2084.686791 = -5698352.029656 nChanged 0 SP:Iteration 75F (4999.207328 sec): 3 clusters Score: Raw -5700436.716447 + Penalty 2084.686791 = -5698352.029656 nChanged 0 Trying to split cluster 3 (4707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4999.242043 sec): 2 clusters Score: Raw -414758.995446 + Penalty 803.396574 = -413955.598872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4999.284236 sec): 3 clusters Score: Raw -412091.870385 + Penalty 1606.793148 = -410485.077237 nChanged 2036 SP:Iteration 1F (4999.344676 sec): 3 clusters Score: Raw -413411.183728 + Penalty 1606.793148 = -411804.390580 nChanged 430 SP:Iteration 2F (4999.391237 sec): 3 clusters Score: Raw -413721.307360 + Penalty 1606.793148 = -412114.514213 nChanged 329 SP:Iteration 3F (4999.451844 sec): 3 clusters Score: Raw -413948.403938 + Penalty 1606.793148 = -412341.610790 nChanged 273 SP:Iteration 4F (4999.498540 sec): 3 clusters Score: Raw -414164.530222 + Penalty 1606.793148 = -412557.737074 nChanged 231 SP:Iteration 5Q (4999.558701 sec): 3 clusters Score: Raw -414325.224945 + Penalty 1606.793148 = -412718.431797 nChanged 163 SP:Iteration 6Q (4999.601656 sec): 3 clusters Score: Raw -414444.721307 + Penalty 1606.793148 = -412837.928159 nChanged 153 SP:Iteration 7Q (4999.662583 sec): 3 clusters Score: Raw -414576.188095 + Penalty 1606.793148 = -412969.394947 nChanged 123 SP:Iteration 8Q (4999.714680 sec): 3 clusters Score: Raw -414660.215757 + Penalty 1606.793148 = -413053.422609 nChanged 120 SP:Iteration 9Q (4999.765075 sec): 3 clusters Score: Raw -414731.909378 + Penalty 1606.793148 = -413125.116230 nChanged 95 SP:Iteration 10Q (4999.830940 sec): 3 clusters Score: Raw -414781.150547 + Penalty 1606.793148 = -413174.357400 nChanged 68 SP:Iteration 11Q (4999.886597 sec): 3 clusters Score: Raw -414811.666389 + Penalty 1606.793148 = -413204.873242 nChanged 66 SP:Iteration 12Q (4999.939542 sec): 3 clusters Score: Raw -414837.547359 + Penalty 1606.793148 = -413230.754211 nChanged 43 SP:Iteration 13Q (4999.989783 sec): 3 clusters Score: Raw -414856.884204 + Penalty 1606.793148 = -413250.091056 nChanged 42 SP:Iteration 14Q (5000.031806 sec): 3 clusters Score: Raw -414872.090865 + Penalty 1606.793148 = -413265.297717 nChanged 40 SP:Iteration 15Q (5000.090525 sec): 3 clusters Score: Raw -414887.889142 + Penalty 1606.793148 = -413281.095994 nChanged 35 SP:Iteration 16Q (5000.149016 sec): 3 clusters Score: Raw -414904.325545 + Penalty 1606.793148 = -413297.532397 nChanged 34 SP:Iteration 17Q (5000.198899 sec): 3 clusters Score: Raw -414917.191463 + Penalty 1606.793148 = -413310.398315 nChanged 25 SP:Iteration 18Q (5000.245131 sec): 3 clusters Score: Raw -414925.196110 + Penalty 1606.793148 = -413318.402962 nChanged 25 SP:Iteration 19Q (5000.284865 sec): 3 clusters Score: Raw -414932.178264 + Penalty 1606.793148 = -413325.385117 nChanged 21 SP:Iteration 20F (5000.334900 sec): 3 clusters Score: Raw -414939.138292 + Penalty 1606.793148 = -413332.345144 nChanged 23 SP:Iteration 21Q (5000.380363 sec): 3 clusters Score: Raw -414945.929890 + Penalty 1606.793148 = -413339.136742 nChanged 22 SP:Iteration 22Q (5000.431972 sec): 3 clusters Score: Raw -414953.688604 + Penalty 1606.793148 = -413346.895456 nChanged 20 SP:Iteration 23Q (5000.495389 sec): 3 clusters Score: Raw -414959.996303 + Penalty 1606.793148 = -413353.203156 nChanged 28 SP:Iteration 24Q (5000.533446 sec): 3 clusters Score: Raw -414969.656206 + Penalty 1606.793148 = -413362.863058 nChanged 24 SP:Iteration 25Q (5000.591314 sec): 3 clusters Score: Raw -414977.490753 + Penalty 1606.793148 = -413370.697605 nChanged 21 SP:Iteration 26Q (5000.645744 sec): 3 clusters Score: Raw -414985.400800 + Penalty 1606.793148 = -413378.607652 nChanged 23 SP:Iteration 27Q (5000.689708 sec): 3 clusters Score: Raw -414994.025214 + Penalty 1606.793148 = -413387.232066 nChanged 17 SP:Iteration 28Q (5000.732918 sec): 3 clusters Score: Raw -415000.059494 + Penalty 1606.793148 = -413393.266347 nChanged 21 SP:Iteration 29Q (5000.778119 sec): 3 clusters Score: Raw -415008.604024 + Penalty 1606.793148 = -413401.810876 nChanged 26 SP:Iteration 30Q (5000.826668 sec): 3 clusters Score: Raw -415018.594827 + Penalty 1606.793148 = -413411.801679 nChanged 24 SP:Iteration 31Q (5000.877830 sec): 3 clusters Score: Raw -415029.110987 + Penalty 1606.793148 = -413422.317839 nChanged 18 SP:Iteration 32Q (5000.927174 sec): 3 clusters Score: Raw -415035.876086 + Penalty 1606.793148 = -413429.082938 nChanged 19 SP:Iteration 33Q (5000.971913 sec): 3 clusters Score: Raw -415041.001637 + Penalty 1606.793148 = -413434.208489 nChanged 11 SP:Iteration 34Q (5001.024422 sec): 3 clusters Score: Raw -415042.724413 + Penalty 1606.793148 = -413435.931265 nChanged 10 SP:Iteration 35Q (5001.078042 sec): 3 clusters Score: Raw -415046.205242 + Penalty 1606.793148 = -413439.412094 nChanged 13 SP:Iteration 36Q (5001.122694 sec): 3 clusters Score: Raw -415050.094281 + Penalty 1606.793148 = -413443.301133 nChanged 12 SP:Iteration 37Q (5001.159695 sec): 3 clusters Score: Raw -415053.151246 + Penalty 1606.793148 = -413446.358099 nChanged 7 SP:Iteration 38Q (5001.206256 sec): 3 clusters Score: Raw -415055.254932 + Penalty 1606.793148 = -413448.461784 nChanged 8 SP:Iteration 39Q (5001.256518 sec): 3 clusters Score: Raw -415058.234365 + Penalty 1606.793148 = -413451.441217 nChanged 13 SP:Iteration 40F (5001.295800 sec): 3 clusters Score: Raw -415063.505594 + Penalty 1606.793148 = -413456.712446 nChanged 18 SP:Iteration 41Q (5001.354735 sec): 3 clusters Score: Raw -415069.198940 + Penalty 1606.793148 = -413462.405792 nChanged 15 SP:Iteration 42Q (5001.389492 sec): 3 clusters Score: Raw -415073.574583 + Penalty 1606.793148 = -413466.781435 nChanged 13 SP:Iteration 43Q (5001.433479 sec): 3 clusters Score: Raw -415076.517534 + Penalty 1606.793148 = -413469.724387 nChanged 8 SP:Iteration 44Q (5001.478668 sec): 3 clusters Score: Raw -415078.273242 + Penalty 1606.793148 = -413471.480094 nChanged 9 SP:Iteration 45Q (5001.522942 sec): 3 clusters Score: Raw -415080.757405 + Penalty 1606.793148 = -413473.964257 nChanged 11 SP:Iteration 46Q (5001.565597 sec): 3 clusters Score: Raw -415084.141675 + Penalty 1606.793148 = -413477.348527 nChanged 7 SP:Iteration 47Q (5001.611290 sec): 3 clusters Score: Raw -415085.800893 + Penalty 1606.793148 = -413479.007745 nChanged 5 SP:Iteration 48Q (5001.654919 sec): 3 clusters Score: Raw -415088.416559 + Penalty 1606.793148 = -413481.623411 nChanged 5 SP:Iteration 49Q (5001.705720 sec): 3 clusters Score: Raw -415089.807889 + Penalty 1606.793148 = -413483.014741 nChanged 4 SP:Iteration 50Q (5001.752029 sec): 3 clusters Score: Raw -415090.639175 + Penalty 1606.793148 = -413483.846027 nChanged 4 SP:Iteration 51Q (5001.804066 sec): 3 clusters Score: Raw -415092.041621 + Penalty 1606.793148 = -413485.248473 nChanged 4 SP:Iteration 52Q (5001.846307 sec): 3 clusters Score: Raw -415093.397053 + Penalty 1606.793148 = -413486.603906 nChanged 2 SP:Iteration 53Q (5001.897373 sec): 3 clusters Score: Raw -415094.625396 + Penalty 1606.793148 = -413487.832248 nChanged 4 SP:Iteration 54Q (5001.944265 sec): 3 clusters Score: Raw -415096.546625 + Penalty 1606.793148 = -413489.753477 nChanged 5 SP:Iteration 55Q (5002.007106 sec): 3 clusters Score: Raw -415098.180260 + Penalty 1606.793148 = -413491.387113 nChanged 2 SP:Iteration 56Q (5002.052047 sec): 3 clusters Score: Raw -415098.594890 + Penalty 1606.793148 = -413491.801742 nChanged 1 SP:Iteration 57Q (5002.092906 sec): 3 clusters Score: Raw -415099.189925 + Penalty 1606.793148 = -413492.396777 nChanged 2 SP:Iteration 58Q (5002.143069 sec): 3 clusters Score: Raw -415099.621313 + Penalty 1606.793148 = -413492.828165 nChanged 0 SP:Iteration 59F (5002.185694 sec): 3 clusters Score: Raw -415099.621313 + Penalty 1606.793148 = -413492.828165 nChanged 0 Trying to split cluster 4 (13514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5002.232920 sec): 2 clusters Score: Raw -1353114.999917 + Penalty 903.590739 = -1352211.409177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5002.292449 sec): 3 clusters Score: Raw -1344976.917324 + Penalty 1807.181478 = -1343169.735846 nChanged 6028 SP:Iteration 1F (5002.362140 sec): 3 clusters Score: Raw -1348348.954111 + Penalty 1807.181478 = -1346541.772633 nChanged 772 SP:Iteration 2F (5002.418492 sec): 3 clusters Score: Raw -1348723.186068 + Penalty 1807.181478 = -1346916.004590 nChanged 756 SP:Iteration 3F (5002.481600 sec): 3 clusters Score: Raw -1349157.039413 + Penalty 1807.181478 = -1347349.857935 nChanged 791 SP:Iteration 4F (5002.535943 sec): 3 clusters Score: Raw -1349646.527273 + Penalty 1807.181478 = -1347839.345795 nChanged 803 SP:Iteration 5F (5002.601839 sec): 3 clusters Score: Raw -1350185.674551 + Penalty 1807.181478 = -1348378.493073 nChanged 824 SP:Iteration 6F (5002.658471 sec): 3 clusters Score: Raw -1350766.203183 + Penalty 1807.181478 = -1348959.021705 nChanged 751 SP:Iteration 7F (5002.714455 sec): 3 clusters Score: Raw -1351247.839090 + Penalty 1807.181478 = -1349440.657612 nChanged 627 SP:Iteration 8Q (5002.777905 sec): 3 clusters Score: Raw -1351555.960943 + Penalty 1807.181478 = -1349748.779465 nChanged 437 SP:Iteration 9Q (5002.840815 sec): 3 clusters Score: Raw -1351708.538953 + Penalty 1807.181478 = -1349901.357475 nChanged 290 SP:Iteration 10Q (5002.904718 sec): 3 clusters Score: Raw -1351783.749860 + Penalty 1807.181478 = -1349976.568382 nChanged 200 SP:Iteration 11Q (5002.965634 sec): 3 clusters Score: Raw -1351831.217080 + Penalty 1807.181478 = -1350024.035601 nChanged 160 SP:Iteration 12Q (5003.029359 sec): 3 clusters Score: Raw -1351867.214499 + Penalty 1807.181478 = -1350060.033020 nChanged 144 SP:Iteration 13Q (5003.094724 sec): 3 clusters Score: Raw -1351896.420368 + Penalty 1807.181478 = -1350089.238890 nChanged 136 SP:Iteration 14Q (5003.151139 sec): 3 clusters Score: Raw -1351922.341392 + Penalty 1807.181478 = -1350115.159914 nChanged 123 SP:Iteration 15Q (5003.212700 sec): 3 clusters Score: Raw -1351946.129924 + Penalty 1807.181478 = -1350138.948446 nChanged 121 SP:Iteration 16Q (5003.272359 sec): 3 clusters Score: Raw -1351970.277350 + Penalty 1807.181478 = -1350163.095872 nChanged 123 SP:Iteration 17Q (5003.333938 sec): 3 clusters Score: Raw -1351996.346185 + Penalty 1807.181478 = -1350189.164707 nChanged 127 SP:Iteration 18Q (5003.392066 sec): 3 clusters Score: Raw -1352020.915856 + Penalty 1807.181478 = -1350213.734378 nChanged 126 SP:Iteration 19Q (5003.456494 sec): 3 clusters Score: Raw -1352045.331076 + Penalty 1807.181478 = -1350238.149597 nChanged 122 SP:Iteration 20F (5003.509717 sec): 3 clusters Score: Raw -1352069.377469 + Penalty 1807.181478 = -1350262.195990 nChanged 117 SP:Iteration 21Q (5003.581722 sec): 3 clusters Score: Raw -1352092.865994 + Penalty 1807.181478 = -1350285.684516 nChanged 119 SP:Iteration 22Q (5003.637963 sec): 3 clusters Score: Raw -1352116.242970 + Penalty 1807.181478 = -1350309.061492 nChanged 126 SP:Iteration 23Q (5003.720817 sec): 3 clusters Score: Raw -1352139.607572 + Penalty 1807.181478 = -1350332.426094 nChanged 116 SP:Iteration 24Q (5003.789349 sec): 3 clusters Score: Raw -1352159.882021 + Penalty 1807.181478 = -1350352.700543 nChanged 104 SP:Iteration 25Q (5003.853001 sec): 3 clusters Score: Raw -1352177.375052 + Penalty 1807.181478 = -1350370.193574 nChanged 106 SP:Iteration 26Q (5003.921225 sec): 3 clusters Score: Raw -1352195.395124 + Penalty 1807.181478 = -1350388.213646 nChanged 92 SP:Iteration 27Q (5003.990395 sec): 3 clusters Score: Raw -1352211.204150 + Penalty 1807.181478 = -1350404.022672 nChanged 110 SP:Iteration 28Q (5004.054629 sec): 3 clusters Score: Raw -1352230.935524 + Penalty 1807.181478 = -1350423.754046 nChanged 99 SP:Iteration 29Q (5004.116990 sec): 3 clusters Score: Raw -1352250.332207 + Penalty 1807.181478 = -1350443.150729 nChanged 114 SP:Iteration 30Q (5004.173775 sec): 3 clusters Score: Raw -1352272.920058 + Penalty 1807.181478 = -1350465.738579 nChanged 123 SP:Iteration 31Q (5004.238898 sec): 3 clusters Score: Raw -1352299.524050 + Penalty 1807.181478 = -1350492.342572 nChanged 140 SP:Iteration 32Q (5004.301778 sec): 3 clusters Score: Raw -1352330.945582 + Penalty 1807.181478 = -1350523.764104 nChanged 135 SP:Iteration 33Q (5004.365035 sec): 3 clusters Score: Raw -1352361.178664 + Penalty 1807.181478 = -1350553.997186 nChanged 140 SP:Iteration 34Q (5004.416746 sec): 3 clusters Score: Raw -1352394.650312 + Penalty 1807.181478 = -1350587.468834 nChanged 141 SP:Iteration 35Q (5004.481170 sec): 3 clusters Score: Raw -1352427.947407 + Penalty 1807.181478 = -1350620.765929 nChanged 149 SP:Iteration 36Q (5004.556614 sec): 3 clusters Score: Raw -1352472.641014 + Penalty 1807.181478 = -1350665.459536 nChanged 181 SP:Iteration 37Q (5004.615181 sec): 3 clusters Score: Raw -1352530.623387 + Penalty 1807.181478 = -1350723.441909 nChanged 192 SP:Iteration 38Q (5004.673893 sec): 3 clusters Score: Raw -1352589.084736 + Penalty 1807.181478 = -1350781.903257 nChanged 182 SP:Iteration 39Q (5004.725319 sec): 3 clusters Score: Raw -1352650.312477 + Penalty 1807.181478 = -1350843.130998 nChanged 193 SP:Iteration 40F (5004.784319 sec): 3 clusters Score: Raw -1352716.867503 + Penalty 1807.181478 = -1350909.686025 nChanged 165 SP:Iteration 41Q (5004.839301 sec): 3 clusters Score: Raw -1352768.282670 + Penalty 1807.181478 = -1350961.101192 nChanged 140 SP:Iteration 42Q (5004.895008 sec): 3 clusters Score: Raw -1352802.539415 + Penalty 1807.181478 = -1350995.357937 nChanged 128 SP:Iteration 43Q (5004.958021 sec): 3 clusters Score: Raw -1352834.147659 + Penalty 1807.181478 = -1351026.966181 nChanged 148 SP:Iteration 44Q (5005.007999 sec): 3 clusters Score: Raw -1352874.233980 + Penalty 1807.181478 = -1351067.052502 nChanged 145 SP:Iteration 45Q (5005.076545 sec): 3 clusters Score: Raw -1352914.575084 + Penalty 1807.181478 = -1351107.393606 nChanged 137 SP:Iteration 46Q (5005.123957 sec): 3 clusters Score: Raw -1352956.243488 + Penalty 1807.181478 = -1351149.062010 nChanged 138 SP:Iteration 47Q (5005.180649 sec): 3 clusters Score: Raw -1352996.285670 + Penalty 1807.181478 = -1351189.104192 nChanged 127 SP:Iteration 48Q (5005.241146 sec): 3 clusters Score: Raw -1353028.302683 + Penalty 1807.181478 = -1351221.121205 nChanged 127 SP:Iteration 49Q (5005.289652 sec): 3 clusters Score: Raw -1353064.025818 + Penalty 1807.181478 = -1351256.844340 nChanged 118 SP:Iteration 50Q (5005.344387 sec): 3 clusters Score: Raw -1353094.327172 + Penalty 1807.181478 = -1351287.145694 nChanged 92 SP:Iteration 51Q (5005.412312 sec): 3 clusters Score: Raw -1353116.109056 + Penalty 1807.181478 = -1351308.927578 nChanged 88 SP:Iteration 52Q (5005.468709 sec): 3 clusters Score: Raw -1353136.613988 + Penalty 1807.181478 = -1351329.432509 nChanged 82 SP:Iteration 53Q (5005.536744 sec): 3 clusters Score: Raw -1353151.896181 + Penalty 1807.181478 = -1351344.714703 nChanged 62 SP:Iteration 54Q (5005.600406 sec): 3 clusters Score: Raw -1353163.920728 + Penalty 1807.181478 = -1351356.739250 nChanged 57 SP:Iteration 55Q (5005.655219 sec): 3 clusters Score: Raw -1353174.335091 + Penalty 1807.181478 = -1351367.153613 nChanged 60 SP:Iteration 56Q (5005.708003 sec): 3 clusters Score: Raw -1353186.805312 + Penalty 1807.181478 = -1351379.623834 nChanged 62 SP:Iteration 57Q (5005.764044 sec): 3 clusters Score: Raw -1353198.222110 + Penalty 1807.181478 = -1351391.040631 nChanged 51 SP:Iteration 58Q (5005.834921 sec): 3 clusters Score: Raw -1353207.818295 + Penalty 1807.181478 = -1351400.636816 nChanged 42 SP:Iteration 59Q (5005.888552 sec): 3 clusters Score: Raw -1353216.387204 + Penalty 1807.181478 = -1351409.205726 nChanged 55 SP:Iteration 60F (5005.950617 sec): 3 clusters Score: Raw -1353227.296549 + Penalty 1807.181478 = -1351420.115070 nChanged 55 SP:Iteration 61Q (5006.002943 sec): 3 clusters Score: Raw -1353237.820322 + Penalty 1807.181478 = -1351430.638844 nChanged 54 SP:Iteration 62Q (5006.070626 sec): 3 clusters Score: Raw -1353250.872757 + Penalty 1807.181478 = -1351443.691279 nChanged 68 SP:Iteration 63Q (5006.134860 sec): 3 clusters Score: Raw -1353267.706256 + Penalty 1807.181478 = -1351460.524778 nChanged 65 SP:Iteration 64Q (5006.197083 sec): 3 clusters Score: Raw -1353280.907143 + Penalty 1807.181478 = -1351473.725665 nChanged 61 SP:Iteration 65Q (5006.257254 sec): 3 clusters Score: Raw -1353293.240745 + Penalty 1807.181478 = -1351486.059267 nChanged 49 SP:Iteration 66Q (5006.306950 sec): 3 clusters Score: Raw -1353304.634134 + Penalty 1807.181478 = -1351497.452656 nChanged 48 SP:Iteration 67Q (5006.363120 sec): 3 clusters Score: Raw -1353315.146818 + Penalty 1807.181478 = -1351507.965339 nChanged 54 SP:Iteration 68Q (5006.434610 sec): 3 clusters Score: Raw -1353325.170436 + Penalty 1807.181478 = -1351517.988958 nChanged 47 SP:Iteration 69Q (5006.484412 sec): 3 clusters Score: Raw -1353333.661431 + Penalty 1807.181478 = -1351526.479953 nChanged 48 SP:Iteration 70Q (5006.551723 sec): 3 clusters Score: Raw -1353343.504097 + Penalty 1807.181478 = -1351536.322619 nChanged 59 SP:Iteration 71Q (5006.604075 sec): 3 clusters Score: Raw -1353358.137439 + Penalty 1807.181478 = -1351550.955960 nChanged 65 SP:Iteration 72Q (5006.660683 sec): 3 clusters Score: Raw -1353373.841354 + Penalty 1807.181478 = -1351566.659876 nChanged 64 SP:Iteration 73Q (5006.722614 sec): 3 clusters Score: Raw -1353391.557094 + Penalty 1807.181478 = -1351584.375616 nChanged 59 SP:Iteration 74Q (5006.776866 sec): 3 clusters Score: Raw -1353407.557744 + Penalty 1807.181478 = -1351600.376266 nChanged 56 SP:Iteration 75Q (5006.838109 sec): 3 clusters Score: Raw -1353424.734413 + Penalty 1807.181478 = -1351617.552935 nChanged 62 SP:Iteration 76Q (5006.903224 sec): 3 clusters Score: Raw -1353443.567129 + Penalty 1807.181478 = -1351636.385651 nChanged 62 SP:Iteration 77Q (5006.952728 sec): 3 clusters Score: Raw -1353462.553179 + Penalty 1807.181478 = -1351655.371701 nChanged 64 SP:Iteration 78Q (5007.015155 sec): 3 clusters Score: Raw -1353485.076526 + Penalty 1807.181478 = -1351677.895048 nChanged 55 SP:Iteration 79Q (5007.070555 sec): 3 clusters Score: Raw -1353501.291104 + Penalty 1807.181478 = -1351694.109626 nChanged 42 SP:Iteration 80F (5007.126838 sec): 3 clusters Score: Raw -1353514.554255 + Penalty 1807.181478 = -1351707.372777 nChanged 28 SP:Iteration 81Q (5007.182894 sec): 3 clusters Score: Raw -1353520.775614 + Penalty 1807.181478 = -1351713.594136 nChanged 22 SP:Iteration 82Q (5007.238791 sec): 3 clusters Score: Raw -1353524.786647 + Penalty 1807.181478 = -1351717.605169 nChanged 14 SP:Iteration 83Q (5007.280568 sec): 3 clusters Score: Raw -1353526.809292 + Penalty 1807.181478 = -1351719.627814 nChanged 15 SP:Iteration 84Q (5007.343366 sec): 3 clusters Score: Raw -1353530.385403 + Penalty 1807.181478 = -1351723.203924 nChanged 17 SP:Iteration 85Q (5007.397174 sec): 3 clusters Score: Raw -1353536.268564 + Penalty 1807.181478 = -1351729.087085 nChanged 23 SP:Iteration 86Q (5007.451706 sec): 3 clusters Score: Raw -1353544.932916 + Penalty 1807.181478 = -1351737.751438 nChanged 23 SP:Iteration 87Q (5007.506888 sec): 3 clusters Score: Raw -1353552.050352 + Penalty 1807.181478 = -1351744.868874 nChanged 21 SP:Iteration 88Q (5007.566932 sec): 3 clusters Score: Raw -1353559.087794 + Penalty 1807.181478 = -1351751.906316 nChanged 22 SP:Iteration 89Q (5007.623794 sec): 3 clusters Score: Raw -1353565.716933 + Penalty 1807.181478 = -1351758.535454 nChanged 20 SP:Iteration 90Q (5007.685782 sec): 3 clusters Score: Raw -1353570.530719 + Penalty 1807.181478 = -1351763.349241 nChanged 11 SP:Iteration 91Q (5007.740167 sec): 3 clusters Score: Raw -1353572.183060 + Penalty 1807.181478 = -1351765.001581 nChanged 10 SP:Iteration 92Q (5007.787458 sec): 3 clusters Score: Raw -1353573.372542 + Penalty 1807.181478 = -1351766.191064 nChanged 6 SP:Iteration 93Q (5007.844891 sec): 3 clusters Score: Raw -1353574.347648 + Penalty 1807.181478 = -1351767.166170 nChanged 2 SP:Iteration 94Q (5007.905956 sec): 3 clusters Score: Raw -1353574.483109 + Penalty 1807.181478 = -1351767.301631 nChanged 1 SP:Iteration 95Q (5007.961783 sec): 3 clusters Score: Raw -1353574.504174 + Penalty 1807.181478 = -1351767.322696 nChanged 0 SP:Iteration 96F (5008.033004 sec): 3 clusters Score: Raw -1353574.504174 + Penalty 1807.181478 = -1351767.322696 nChanged 0 Trying to split cluster 5 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5008.062355 sec): 2 clusters Score: Raw -106173.994046 + Penalty 675.903098 = -105498.090948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5008.107030 sec): 3 clusters Score: Raw -105653.105177 + Penalty 1351.806195 = -104301.298982 nChanged 455 SP:Iteration 1F (5008.149911 sec): 3 clusters Score: Raw -105976.183032 + Penalty 1351.806195 = -104624.376837 nChanged 103 SP:Iteration 2F (5008.187878 sec): 3 clusters Score: Raw -106061.111937 + Penalty 1351.806195 = -104709.305742 nChanged 64 SP:Iteration 3F (5008.237900 sec): 3 clusters Score: Raw -106112.295319 + Penalty 1351.806195 = -104760.489124 nChanged 39 SP:Iteration 4Q (5008.292251 sec): 3 clusters Score: Raw -106147.016696 + Penalty 1351.806195 = -104795.210500 nChanged 36 SP:Iteration 5Q (5008.338981 sec): 3 clusters Score: Raw -106174.714835 + Penalty 1351.806195 = -104822.908640 nChanged 34 SP:Iteration 6Q (5008.374861 sec): 3 clusters Score: Raw -106197.840700 + Penalty 1351.806195 = -104846.034505 nChanged 24 SP:Iteration 7Q (5008.420467 sec): 3 clusters Score: Raw -106214.500457 + Penalty 1351.806195 = -104862.694261 nChanged 23 SP:Iteration 8Q (5008.464146 sec): 3 clusters Score: Raw -106227.582348 + Penalty 1351.806195 = -104875.776153 nChanged 14 SP:Iteration 9Q (5008.506925 sec): 3 clusters Score: Raw -106235.389859 + Penalty 1351.806195 = -104883.583663 nChanged 9 SP:Iteration 10Q (5008.552363 sec): 3 clusters Score: Raw -106238.254486 + Penalty 1351.806195 = -104886.448290 nChanged 8 SP:Iteration 11Q (5008.597847 sec): 3 clusters Score: Raw -106243.159255 + Penalty 1351.806195 = -104891.353060 nChanged 8 SP:Iteration 12Q (5008.640056 sec): 3 clusters Score: Raw -106246.225996 + Penalty 1351.806195 = -104894.419801 nChanged 2 SP:Iteration 13Q (5008.687048 sec): 3 clusters Score: Raw -106246.790088 + Penalty 1351.806195 = -104894.983893 nChanged 1 SP:Iteration 14Q (5008.727501 sec): 3 clusters Score: Raw -106247.027053 + Penalty 1351.806195 = -104895.220858 nChanged 0 SP:Iteration 15F (5008.771930 sec): 3 clusters Score: Raw -106247.027053 + Penalty 1351.806195 = -104895.220858 nChanged 0 Trying to split cluster 6 (6780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5008.801529 sec): 2 clusters Score: Raw -648461.364132 + Penalty 838.064576 = -647623.299556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5008.846077 sec): 3 clusters Score: Raw -644560.316690 + Penalty 1676.129152 = -642884.187537 nChanged 2945 SP:Iteration 1F (5008.903724 sec): 3 clusters Score: Raw -646198.592429 + Penalty 1676.129152 = -644522.463276 nChanged 473 SP:Iteration 2F (5008.966824 sec): 3 clusters Score: Raw -646426.108999 + Penalty 1676.129152 = -644749.979846 nChanged 367 SP:Iteration 3F (5009.021416 sec): 3 clusters Score: Raw -646618.375432 + Penalty 1676.129152 = -644942.246280 nChanged 355 SP:Iteration 4F (5009.066192 sec): 3 clusters Score: Raw -646790.543070 + Penalty 1676.129152 = -645114.413918 nChanged 305 SP:Iteration 5Q (5009.114463 sec): 3 clusters Score: Raw -646939.637245 + Penalty 1676.129152 = -645263.508093 nChanged 287 SP:Iteration 6Q (5009.166669 sec): 3 clusters Score: Raw -647072.053538 + Penalty 1676.129152 = -645395.924386 nChanged 263 SP:Iteration 7Q (5009.224593 sec): 3 clusters Score: Raw -647197.783123 + Penalty 1676.129152 = -645521.653971 nChanged 259 SP:Iteration 8Q (5009.273656 sec): 3 clusters Score: Raw -647343.228345 + Penalty 1676.129152 = -645667.099193 nChanged 277 SP:Iteration 9Q (5009.323298 sec): 3 clusters Score: Raw -647500.630495 + Penalty 1676.129152 = -645824.501342 nChanged 255 SP:Iteration 10Q (5009.369941 sec): 3 clusters Score: Raw -647639.151340 + Penalty 1676.129152 = -645963.022188 nChanged 238 SP:Iteration 11Q (5009.420293 sec): 3 clusters Score: Raw -647767.033250 + Penalty 1676.129152 = -646090.904097 nChanged 202 SP:Iteration 12Q (5009.469999 sec): 3 clusters Score: Raw -647877.280408 + Penalty 1676.129152 = -646201.151255 nChanged 160 SP:Iteration 13Q (5009.501188 sec): 3 clusters Score: Raw -647955.332029 + Penalty 1676.129152 = -646279.202876 nChanged 144 SP:Iteration 14Q (5009.561108 sec): 3 clusters Score: Raw -648024.139227 + Penalty 1676.129152 = -646348.010075 nChanged 133 SP:Iteration 15Q (5009.610773 sec): 3 clusters Score: Raw -648090.964294 + Penalty 1676.129152 = -646414.835141 nChanged 128 SP:Iteration 16Q (5009.652497 sec): 3 clusters Score: Raw -648166.991004 + Penalty 1676.129152 = -646490.861851 nChanged 116 SP:Iteration 17Q (5009.700923 sec): 3 clusters Score: Raw -648228.485921 + Penalty 1676.129152 = -646552.356768 nChanged 100 SP:Iteration 18Q (5009.749382 sec): 3 clusters Score: Raw -648286.032696 + Penalty 1676.129152 = -646609.903543 nChanged 101 SP:Iteration 19Q (5009.798272 sec): 3 clusters Score: Raw -648345.869850 + Penalty 1676.129152 = -646669.740697 nChanged 92 SP:Iteration 20F (5009.835091 sec): 3 clusters Score: Raw -648408.235532 + Penalty 1676.129152 = -646732.106379 nChanged 77 SP:Iteration 21Q (5009.880770 sec): 3 clusters Score: Raw -648459.452942 + Penalty 1676.129152 = -646783.323790 nChanged 65 SP:Iteration 22Q (5009.925702 sec): 3 clusters Score: Raw -648506.135272 + Penalty 1676.129152 = -646830.006120 nChanged 57 SP:Iteration 23Q (5009.980597 sec): 3 clusters Score: Raw -648554.078322 + Penalty 1676.129152 = -646877.949170 nChanged 56 SP:Iteration 24Q (5010.028541 sec): 3 clusters Score: Raw -648598.370802 + Penalty 1676.129152 = -646922.241649 nChanged 33 SP:Iteration 25Q (5010.077986 sec): 3 clusters Score: Raw -648634.510061 + Penalty 1676.129152 = -646958.380908 nChanged 35 SP:Iteration 26Q (5010.128167 sec): 3 clusters Score: Raw -648663.631884 + Penalty 1676.129152 = -646987.502731 nChanged 26 SP:Iteration 27Q (5010.187023 sec): 3 clusters Score: Raw -648683.069719 + Penalty 1676.129152 = -647006.940567 nChanged 13 SP:Iteration 28Q (5010.243136 sec): 3 clusters Score: Raw -648689.284327 + Penalty 1676.129152 = -647013.155174 nChanged 6 SP:Iteration 29Q (5010.295032 sec): 3 clusters Score: Raw -648692.418126 + Penalty 1676.129152 = -647016.288974 nChanged 6 SP:Iteration 30Q (5010.349204 sec): 3 clusters Score: Raw -648695.118209 + Penalty 1676.129152 = -647018.989057 nChanged 1 SP:Iteration 31Q (5010.395506 sec): 3 clusters Score: Raw -648695.360439 + Penalty 1676.129152 = -647019.231286 nChanged 0 SP:Iteration 32F (5010.457907 sec): 3 clusters Score: Raw -648695.360439 + Penalty 1676.129152 = -647019.231286 nChanged 0 Trying to split cluster 7 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5010.481109 sec): 2 clusters Score: Raw -46899.467423 + Penalty 597.522979 = -46301.944444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5010.514027 sec): 3 clusters Score: Raw -46784.439046 + Penalty 1195.045958 = -45589.393088 nChanged 169 SP:Iteration 1F (5010.552475 sec): 3 clusters Score: Raw -46993.058942 + Penalty 1195.045958 = -45798.012983 nChanged 53 SP:Iteration 2F (5010.597183 sec): 3 clusters Score: Raw -47072.385281 + Penalty 1195.045958 = -45877.339322 nChanged 25 SP:Iteration 3Q (5010.645048 sec): 3 clusters Score: Raw -47149.990331 + Penalty 1195.045958 = -45954.944372 nChanged 32 SP:Iteration 4F (5010.676691 sec): 3 clusters Score: Raw -47233.394719 + Penalty 1195.045958 = -46038.348761 nChanged 25 SP:Iteration 5Q (5010.719535 sec): 3 clusters Score: Raw -47291.551823 + Penalty 1195.045958 = -46096.505865 nChanged 22 SP:Iteration 6Q (5010.765845 sec): 3 clusters Score: Raw -47379.289262 + Penalty 1195.045958 = -46184.243304 nChanged 20 SP:Iteration 7Q (5010.811171 sec): 3 clusters Score: Raw -47530.093840 + Penalty 1195.045958 = -46335.047882 nChanged 12 SP:Iteration 8Q (5010.859505 sec): 3 clusters Score: Raw -47591.707389 + Penalty 1195.045958 = -46396.661430 nChanged 6 SP:Iteration 9Q (5010.899732 sec): 3 clusters Score: Raw -47600.791232 + Penalty 1195.045958 = -46405.745273 nChanged 1 SP:Iteration 10Q (5010.947132 sec): 3 clusters Score: Raw -47601.614111 + Penalty 1195.045958 = -46406.568153 nChanged 1 SP:Iteration 11Q (5010.982213 sec): 3 clusters Score: Raw -47602.412545 + Penalty 1195.045958 = -46407.366586 nChanged 0 SP:Iteration 12F (5011.029956 sec): 3 clusters Score: Raw -47602.412545 + Penalty 1195.045958 = -46407.366586 nChanged 0 Score: Raw -58497328.278122 + Penalty 49431.021155 = -58447897.256967 Splitting cluster 7 changes total score from -58448458.635489 to -58447897.256967 So it's not getting split. Trying to split cluster 8 (24353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5022.447378 sec): 2 clusters Score: Raw -2416826.937829 + Penalty 959.538981 = -2415867.398849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5022.521824 sec): 3 clusters Score: Raw -2401486.005081 + Penalty 1919.077962 = -2399566.927119 nChanged 11398 SP:Iteration 1F (5022.582340 sec): 3 clusters Score: Raw -2408116.693100 + Penalty 1919.077962 = -2406197.615139 nChanged 1318 SP:Iteration 2F (5022.655150 sec): 3 clusters Score: Raw -2408749.588016 + Penalty 1919.077962 = -2406830.510055 nChanged 1422 SP:Iteration 3F (5022.728291 sec): 3 clusters Score: Raw -2409473.668952 + Penalty 1919.077962 = -2407554.590991 nChanged 1389 SP:Iteration 4F (5022.800061 sec): 3 clusters Score: Raw -2410209.354843 + Penalty 1919.077962 = -2408290.276881 nChanged 1279 SP:Iteration 5F (5022.864228 sec): 3 clusters Score: Raw -2410876.495883 + Penalty 1919.077962 = -2408957.417922 nChanged 1269 SP:Iteration 6F (5022.934721 sec): 3 clusters Score: Raw -2411577.798651 + Penalty 1919.077962 = -2409658.720689 nChanged 1227 SP:Iteration 7F (5023.004152 sec): 3 clusters Score: Raw -2412283.746355 + Penalty 1919.077962 = -2410364.668393 nChanged 1124 SP:Iteration 8Q (5023.076871 sec): 3 clusters Score: Raw -2412969.187743 + Penalty 1919.077962 = -2411050.109781 nChanged 1019 SP:Iteration 9Q (5023.160394 sec): 3 clusters Score: Raw -2413428.655545 + Penalty 1919.077962 = -2411509.577583 nChanged 756 SP:Iteration 10Q (5023.226839 sec): 3 clusters Score: Raw -2413685.639669 + Penalty 1919.077962 = -2411766.561708 nChanged 538 SP:Iteration 11Q (5023.298339 sec): 3 clusters Score: Raw -2413836.829909 + Penalty 1919.077962 = -2411917.751948 nChanged 424 SP:Iteration 12Q (5023.383795 sec): 3 clusters Score: Raw -2413956.486410 + Penalty 1919.077962 = -2412037.408448 nChanged 391 SP:Iteration 13Q (5023.445588 sec): 3 clusters Score: Raw -2414067.279946 + Penalty 1919.077962 = -2412148.201984 nChanged 388 SP:Iteration 14Q (5023.527521 sec): 3 clusters Score: Raw -2414182.150849 + Penalty 1919.077962 = -2412263.072887 nChanged 359 SP:Iteration 15Q (5023.596613 sec): 3 clusters Score: Raw -2414281.553387 + Penalty 1919.077962 = -2412362.475426 nChanged 341 SP:Iteration 16Q (5023.681526 sec): 3 clusters Score: Raw -2414379.476827 + Penalty 1919.077962 = -2412460.398865 nChanged 350 SP:Iteration 17Q (5023.760231 sec): 3 clusters Score: Raw -2414485.191933 + Penalty 1919.077962 = -2412566.113972 nChanged 347 SP:Iteration 18Q (5023.832727 sec): 3 clusters Score: Raw -2414588.779422 + Penalty 1919.077962 = -2412669.701460 nChanged 336 SP:Iteration 19Q (5023.899132 sec): 3 clusters Score: Raw -2414682.630431 + Penalty 1919.077962 = -2412763.552470 nChanged 346 SP:Iteration 20F (5023.978406 sec): 3 clusters Score: Raw -2414785.536110 + Penalty 1919.077962 = -2412866.458148 nChanged 378 SP:Iteration 21Q (5024.044193 sec): 3 clusters Score: Raw -2414902.082180 + Penalty 1919.077962 = -2412983.004219 nChanged 372 SP:Iteration 22Q (5024.121431 sec): 3 clusters Score: Raw -2415028.487490 + Penalty 1919.077962 = -2413109.409528 nChanged 410 SP:Iteration 23Q (5024.193679 sec): 3 clusters Score: Raw -2415182.902754 + Penalty 1919.077962 = -2413263.824793 nChanged 438 SP:Iteration 24Q (5024.269884 sec): 3 clusters Score: Raw -2415355.211134 + Penalty 1919.077962 = -2413436.133173 nChanged 444 SP:Iteration 25Q (5024.338614 sec): 3 clusters Score: Raw -2415536.113654 + Penalty 1919.077962 = -2413617.035692 nChanged 465 SP:Iteration 26Q (5024.413586 sec): 3 clusters Score: Raw -2415731.543269 + Penalty 1919.077962 = -2413812.465307 nChanged 416 SP:Iteration 27Q (5024.491607 sec): 3 clusters Score: Raw -2415898.560818 + Penalty 1919.077962 = -2413979.482856 nChanged 395 SP:Iteration 28Q (5024.566508 sec): 3 clusters Score: Raw -2416059.980679 + Penalty 1919.077962 = -2414140.902717 nChanged 359 SP:Iteration 29Q (5024.647393 sec): 3 clusters Score: Raw -2416198.524870 + Penalty 1919.077962 = -2414279.446908 nChanged 335 SP:Iteration 30Q (5024.720061 sec): 3 clusters Score: Raw -2416321.022048 + Penalty 1919.077962 = -2414401.944087 nChanged 314 SP:Iteration 31Q (5024.798104 sec): 3 clusters Score: Raw -2416440.750482 + Penalty 1919.077962 = -2414521.672520 nChanged 292 SP:Iteration 32Q (5024.861063 sec): 3 clusters Score: Raw -2416547.520591 + Penalty 1919.077962 = -2414628.442629 nChanged 267 SP:Iteration 33Q (5024.931849 sec): 3 clusters Score: Raw -2416645.592448 + Penalty 1919.077962 = -2414726.514487 nChanged 258 SP:Iteration 34Q (5025.004567 sec): 3 clusters Score: Raw -2416749.786105 + Penalty 1919.077962 = -2414830.708143 nChanged 249 SP:Iteration 35Q (5025.072453 sec): 3 clusters Score: Raw -2416843.675761 + Penalty 1919.077962 = -2414924.597800 nChanged 202 SP:Iteration 36Q (5025.148964 sec): 3 clusters Score: Raw -2416910.715325 + Penalty 1919.077962 = -2414991.637364 nChanged 170 SP:Iteration 37Q (5025.217215 sec): 3 clusters Score: Raw -2416959.699128 + Penalty 1919.077962 = -2415040.621166 nChanged 151 SP:Iteration 38Q (5025.283497 sec): 3 clusters Score: Raw -2417001.450128 + Penalty 1919.077962 = -2415082.372166 nChanged 121 SP:Iteration 39Q (5025.353698 sec): 3 clusters Score: Raw -2417035.210612 + Penalty 1919.077962 = -2415116.132650 nChanged 109 SP:Iteration 40F (5025.434085 sec): 3 clusters Score: Raw -2417059.369135 + Penalty 1919.077962 = -2415140.291173 nChanged 92 SP:Iteration 41Q (5025.507662 sec): 3 clusters Score: Raw -2417082.106498 + Penalty 1919.077962 = -2415163.028537 nChanged 90 SP:Iteration 42Q (5025.574820 sec): 3 clusters Score: Raw -2417105.858160 + Penalty 1919.077962 = -2415186.780199 nChanged 76 SP:Iteration 43Q (5025.650833 sec): 3 clusters Score: Raw -2417124.570490 + Penalty 1919.077962 = -2415205.492528 nChanged 68 SP:Iteration 44Q (5025.718906 sec): 3 clusters Score: Raw -2417139.583758 + Penalty 1919.077962 = -2415220.505796 nChanged 62 SP:Iteration 45Q (5025.788028 sec): 3 clusters Score: Raw -2417153.318465 + Penalty 1919.077962 = -2415234.240504 nChanged 53 SP:Iteration 46Q (5025.860425 sec): 3 clusters Score: Raw -2417167.689161 + Penalty 1919.077962 = -2415248.611199 nChanged 41 SP:Iteration 47Q (5025.932517 sec): 3 clusters Score: Raw -2417177.843739 + Penalty 1919.077962 = -2415258.765777 nChanged 43 SP:Iteration 48Q (5026.003387 sec): 3 clusters Score: Raw -2417186.844462 + Penalty 1919.077962 = -2415267.766501 nChanged 36 SP:Iteration 49Q (5026.059845 sec): 3 clusters Score: Raw -2417191.930052 + Penalty 1919.077962 = -2415272.852090 nChanged 25 SP:Iteration 50Q (5026.133098 sec): 3 clusters Score: Raw -2417196.030139 + Penalty 1919.077962 = -2415276.952178 nChanged 21 SP:Iteration 51Q (5026.214709 sec): 3 clusters Score: Raw -2417199.759517 + Penalty 1919.077962 = -2415280.681555 nChanged 18 SP:Iteration 52Q (5026.278248 sec): 3 clusters Score: Raw -2417202.479859 + Penalty 1919.077962 = -2415283.401897 nChanged 22 SP:Iteration 53Q (5026.353963 sec): 3 clusters Score: Raw -2417205.822851 + Penalty 1919.077962 = -2415286.744889 nChanged 15 SP:Iteration 54Q (5026.429145 sec): 3 clusters Score: Raw -2417207.826041 + Penalty 1919.077962 = -2415288.748079 nChanged 14 SP:Iteration 55Q (5026.501547 sec): 3 clusters Score: Raw -2417209.747338 + Penalty 1919.077962 = -2415290.669377 nChanged 15 SP:Iteration 56Q (5026.574742 sec): 3 clusters Score: Raw -2417211.369629 + Penalty 1919.077962 = -2415292.291667 nChanged 8 SP:Iteration 57Q (5026.644169 sec): 3 clusters Score: Raw -2417212.643785 + Penalty 1919.077962 = -2415293.565824 nChanged 8 SP:Iteration 58Q (5026.718073 sec): 3 clusters Score: Raw -2417213.742352 + Penalty 1919.077962 = -2415294.664390 nChanged 5 SP:Iteration 59Q (5026.784693 sec): 3 clusters Score: Raw -2417214.492557 + Penalty 1919.077962 = -2415295.414595 nChanged 7 SP:Iteration 60F (5026.859274 sec): 3 clusters Score: Raw -2417216.035269 + Penalty 1919.077962 = -2415296.957307 nChanged 7 SP:Iteration 61Q (5026.919560 sec): 3 clusters Score: Raw -2417216.633818 + Penalty 1919.077962 = -2415297.555856 nChanged 3 SP:Iteration 62Q (5027.000690 sec): 3 clusters Score: Raw -2417216.902436 + Penalty 1919.077962 = -2415297.824474 nChanged 1 SP:Iteration 63Q (5027.070018 sec): 3 clusters Score: Raw -2417216.951815 + Penalty 1919.077962 = -2415297.873853 nChanged 1 SP:Iteration 64Q (5027.145641 sec): 3 clusters Score: Raw -2417217.006603 + Penalty 1919.077962 = -2415297.928642 nChanged 1 SP:Iteration 65Q (5027.208376 sec): 3 clusters Score: Raw -2417217.193213 + Penalty 1919.077962 = -2415298.115251 nChanged 3 SP:Iteration 66Q (5027.283598 sec): 3 clusters Score: Raw -2417217.386528 + Penalty 1919.077962 = -2415298.308566 nChanged 0 SP:Iteration 67F (5027.368062 sec): 3 clusters Score: Raw -2417217.386528 + Penalty 1919.077962 = -2415298.308566 nChanged 0 Trying to split cluster 9 (4195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5027.398117 sec): 2 clusters Score: Raw -415029.296215 + Penalty 792.456619 = -414236.839597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5027.434907 sec): 3 clusters Score: Raw -412733.636652 + Penalty 1584.913238 = -411148.723414 nChanged 1822 SP:Iteration 1F (5027.486375 sec): 3 clusters Score: Raw -413788.688055 + Penalty 1584.913238 = -412203.774818 nChanged 294 SP:Iteration 2F (5027.527178 sec): 3 clusters Score: Raw -413947.248206 + Penalty 1584.913238 = -412362.334968 nChanged 221 SP:Iteration 3F (5027.568794 sec): 3 clusters Score: Raw -414054.415404 + Penalty 1584.913238 = -412469.502167 nChanged 177 SP:Iteration 4Q (5027.616617 sec): 3 clusters Score: Raw -414126.513806 + Penalty 1584.913238 = -412541.600568 nChanged 130 SP:Iteration 5Q (5027.660090 sec): 3 clusters Score: Raw -414179.419437 + Penalty 1584.913238 = -412594.506200 nChanged 114 SP:Iteration 6Q (5027.711384 sec): 3 clusters Score: Raw -414215.283258 + Penalty 1584.913238 = -412630.370020 nChanged 91 SP:Iteration 7Q (5027.753710 sec): 3 clusters Score: Raw -414246.880764 + Penalty 1584.913238 = -412661.967526 nChanged 79 SP:Iteration 8Q (5027.793580 sec): 3 clusters Score: Raw -414274.973786 + Penalty 1584.913238 = -412690.060548 nChanged 85 SP:Iteration 9Q (5027.845630 sec): 3 clusters Score: Raw -414302.810399 + Penalty 1584.913238 = -412717.897161 nChanged 67 SP:Iteration 10Q (5027.883021 sec): 3 clusters Score: Raw -414323.001924 + Penalty 1584.913238 = -412738.088686 nChanged 55 SP:Iteration 11Q (5027.923071 sec): 3 clusters Score: Raw -414338.850146 + Penalty 1584.913238 = -412753.936908 nChanged 53 SP:Iteration 12Q (5027.975981 sec): 3 clusters Score: Raw -414353.048906 + Penalty 1584.913238 = -412768.135669 nChanged 43 SP:Iteration 13Q (5028.011881 sec): 3 clusters Score: Raw -414363.747717 + Penalty 1584.913238 = -412778.834479 nChanged 46 SP:Iteration 14Q (5028.056004 sec): 3 clusters Score: Raw -414377.923615 + Penalty 1584.913238 = -412793.010377 nChanged 50 SP:Iteration 15Q (5028.101210 sec): 3 clusters Score: Raw -414391.675652 + Penalty 1584.913238 = -412806.762414 nChanged 54 SP:Iteration 16Q (5028.144730 sec): 3 clusters Score: Raw -414406.646544 + Penalty 1584.913238 = -412821.733306 nChanged 50 SP:Iteration 17Q (5028.188745 sec): 3 clusters Score: Raw -414421.325820 + Penalty 1584.913238 = -412836.412583 nChanged 53 SP:Iteration 18Q (5028.242422 sec): 3 clusters Score: Raw -414434.866855 + Penalty 1584.913238 = -412849.953617 nChanged 46 SP:Iteration 19Q (5028.291861 sec): 3 clusters Score: Raw -414445.893388 + Penalty 1584.913238 = -412860.980150 nChanged 38 SP:Iteration 20F (5028.347999 sec): 3 clusters Score: Raw -414453.258222 + Penalty 1584.913238 = -412868.344984 nChanged 28 SP:Iteration 21Q (5028.400524 sec): 3 clusters Score: Raw -414458.639152 + Penalty 1584.913238 = -412873.725914 nChanged 24 SP:Iteration 22Q (5028.443109 sec): 3 clusters Score: Raw -414463.503547 + Penalty 1584.913238 = -412878.590310 nChanged 28 SP:Iteration 23Q (5028.491183 sec): 3 clusters Score: Raw -414470.725750 + Penalty 1584.913238 = -412885.812512 nChanged 40 SP:Iteration 24Q (5028.549198 sec): 3 clusters Score: Raw -414480.277042 + Penalty 1584.913238 = -412895.363804 nChanged 35 SP:Iteration 25Q (5028.593594 sec): 3 clusters Score: Raw -414486.953166 + Penalty 1584.913238 = -412902.039929 nChanged 25 SP:Iteration 26Q (5028.649765 sec): 3 clusters Score: Raw -414492.086529 + Penalty 1584.913238 = -412907.173292 nChanged 28 SP:Iteration 27Q (5028.700260 sec): 3 clusters Score: Raw -414499.669966 + Penalty 1584.913238 = -412914.756728 nChanged 32 SP:Iteration 28Q (5028.743580 sec): 3 clusters Score: Raw -414505.005185 + Penalty 1584.913238 = -412920.091948 nChanged 21 SP:Iteration 29Q (5028.789293 sec): 3 clusters Score: Raw -414508.011779 + Penalty 1584.913238 = -412923.098541 nChanged 18 SP:Iteration 30Q (5028.837520 sec): 3 clusters Score: Raw -414511.824605 + Penalty 1584.913238 = -412926.911367 nChanged 23 SP:Iteration 31Q (5028.887509 sec): 3 clusters Score: Raw -414516.229901 + Penalty 1584.913238 = -412931.316664 nChanged 19 SP:Iteration 32Q (5028.925031 sec): 3 clusters Score: Raw -414519.843817 + Penalty 1584.913238 = -412934.930580 nChanged 19 SP:Iteration 33Q (5028.982539 sec): 3 clusters Score: Raw -414523.354752 + Penalty 1584.913238 = -412938.441515 nChanged 18 SP:Iteration 34Q (5029.027826 sec): 3 clusters Score: Raw -414526.735186 + Penalty 1584.913238 = -412941.821949 nChanged 21 SP:Iteration 35Q (5029.066261 sec): 3 clusters Score: Raw -414531.460638 + Penalty 1584.913238 = -412946.547400 nChanged 31 SP:Iteration 36Q (5029.122968 sec): 3 clusters Score: Raw -414538.242295 + Penalty 1584.913238 = -412953.329057 nChanged 38 SP:Iteration 37Q (5029.162402 sec): 3 clusters Score: Raw -414546.873901 + Penalty 1584.913238 = -412961.960664 nChanged 33 SP:Iteration 38Q (5029.220669 sec): 3 clusters Score: Raw -414556.092978 + Penalty 1584.913238 = -412971.179741 nChanged 34 SP:Iteration 39Q (5029.274056 sec): 3 clusters Score: Raw -414565.559260 + Penalty 1584.913238 = -412980.646022 nChanged 40 SP:Iteration 40F (5029.324198 sec): 3 clusters Score: Raw -414578.776220 + Penalty 1584.913238 = -412993.862982 nChanged 47 SP:Iteration 41Q (5029.365802 sec): 3 clusters Score: Raw -414598.621380 + Penalty 1584.913238 = -413013.708142 nChanged 47 SP:Iteration 42Q (5029.417423 sec): 3 clusters Score: Raw -414619.534610 + Penalty 1584.913238 = -413034.621373 nChanged 44 SP:Iteration 43Q (5029.466082 sec): 3 clusters Score: Raw -414640.410472 + Penalty 1584.913238 = -413055.497234 nChanged 45 SP:Iteration 44Q (5029.523138 sec): 3 clusters Score: Raw -414658.197143 + Penalty 1584.913238 = -413073.283906 nChanged 36 SP:Iteration 45Q (5029.570353 sec): 3 clusters Score: Raw -414673.153701 + Penalty 1584.913238 = -413088.240463 nChanged 36 SP:Iteration 46Q (5029.616181 sec): 3 clusters Score: Raw -414683.126745 + Penalty 1584.913238 = -413098.213507 nChanged 40 SP:Iteration 47Q (5029.659412 sec): 3 clusters Score: Raw -414699.348817 + Penalty 1584.913238 = -413114.435579 nChanged 44 SP:Iteration 48Q (5029.710584 sec): 3 clusters Score: Raw -414716.206838 + Penalty 1584.913238 = -413131.293600 nChanged 31 SP:Iteration 49Q (5029.755635 sec): 3 clusters Score: Raw -414729.207263 + Penalty 1584.913238 = -413144.294025 nChanged 41 SP:Iteration 50Q (5029.796950 sec): 3 clusters Score: Raw -414752.486218 + Penalty 1584.913238 = -413167.572980 nChanged 47 SP:Iteration 51Q (5029.846957 sec): 3 clusters Score: Raw -414779.119600 + Penalty 1584.913238 = -413194.206363 nChanged 40 SP:Iteration 52Q (5029.889748 sec): 3 clusters Score: Raw -414798.555672 + Penalty 1584.913238 = -413213.642435 nChanged 38 SP:Iteration 53Q (5029.939289 sec): 3 clusters Score: Raw -414818.219025 + Penalty 1584.913238 = -413233.305787 nChanged 42 SP:Iteration 54Q (5029.971331 sec): 3 clusters Score: Raw -414837.150490 + Penalty 1584.913238 = -413252.237253 nChanged 38 SP:Iteration 55Q (5030.023593 sec): 3 clusters Score: Raw -414852.986268 + Penalty 1584.913238 = -413268.073030 nChanged 32 SP:Iteration 56Q (5030.067296 sec): 3 clusters Score: Raw -414864.755436 + Penalty 1584.913238 = -413279.842199 nChanged 32 SP:Iteration 57Q (5030.104510 sec): 3 clusters Score: Raw -414874.482939 + Penalty 1584.913238 = -413289.569702 nChanged 26 SP:Iteration 58Q (5030.150469 sec): 3 clusters Score: Raw -414885.444750 + Penalty 1584.913238 = -413300.531513 nChanged 31 SP:Iteration 59Q (5030.190972 sec): 3 clusters Score: Raw -414902.268205 + Penalty 1584.913238 = -413317.354968 nChanged 40 SP:Iteration 60F (5030.245452 sec): 3 clusters Score: Raw -414928.405843 + Penalty 1584.913238 = -413343.492605 nChanged 39 SP:Iteration 61Q (5030.280279 sec): 3 clusters Score: Raw -414947.058573 + Penalty 1584.913238 = -413362.145336 nChanged 36 SP:Iteration 62Q (5030.324798 sec): 3 clusters Score: Raw -414964.772878 + Penalty 1584.913238 = -413379.859640 nChanged 29 SP:Iteration 63Q (5030.366173 sec): 3 clusters Score: Raw -414979.359225 + Penalty 1584.913238 = -413394.445987 nChanged 27 SP:Iteration 64Q (5030.415174 sec): 3 clusters Score: Raw -414990.942382 + Penalty 1584.913238 = -413406.029144 nChanged 24 SP:Iteration 65Q (5030.460819 sec): 3 clusters Score: Raw -415000.072076 + Penalty 1584.913238 = -413415.158839 nChanged 16 SP:Iteration 66Q (5030.508358 sec): 3 clusters Score: Raw -415006.056344 + Penalty 1584.913238 = -413421.143106 nChanged 9 SP:Iteration 67Q (5030.553796 sec): 3 clusters Score: Raw -415009.094012 + Penalty 1584.913238 = -413424.180774 nChanged 12 SP:Iteration 68Q (5030.608450 sec): 3 clusters Score: Raw -415012.463509 + Penalty 1584.913238 = -413427.550272 nChanged 13 SP:Iteration 69Q (5030.658816 sec): 3 clusters Score: Raw -415015.818669 + Penalty 1584.913238 = -413430.905431 nChanged 14 SP:Iteration 70Q (5030.713086 sec): 3 clusters Score: Raw -415021.235182 + Penalty 1584.913238 = -413436.321944 nChanged 13 SP:Iteration 71Q (5030.754836 sec): 3 clusters Score: Raw -415026.101815 + Penalty 1584.913238 = -413441.188578 nChanged 16 SP:Iteration 72Q (5030.803987 sec): 3 clusters Score: Raw -415032.636065 + Penalty 1584.913238 = -413447.722828 nChanged 8 SP:Iteration 73Q (5030.849210 sec): 3 clusters Score: Raw -415034.357063 + Penalty 1584.913238 = -413449.443826 nChanged 5 SP:Iteration 74Q (5030.908203 sec): 3 clusters Score: Raw -415035.749638 + Penalty 1584.913238 = -413450.836401 nChanged 4 SP:Iteration 75Q (5030.962177 sec): 3 clusters Score: Raw -415036.644222 + Penalty 1584.913238 = -413451.730984 nChanged 6 SP:Iteration 76Q (5031.006628 sec): 3 clusters Score: Raw -415038.701015 + Penalty 1584.913238 = -413453.787777 nChanged 6 SP:Iteration 77Q (5031.048753 sec): 3 clusters Score: Raw -415040.481248 + Penalty 1584.913238 = -413455.568011 nChanged 4 SP:Iteration 78Q (5031.105397 sec): 3 clusters Score: Raw -415041.380518 + Penalty 1584.913238 = -413456.467281 nChanged 7 SP:Iteration 79Q (5031.153679 sec): 3 clusters Score: Raw -415044.046338 + Penalty 1584.913238 = -413459.133101 nChanged 14 SP:Iteration 80F (5031.199581 sec): 3 clusters Score: Raw -415050.589731 + Penalty 1584.913238 = -413465.676493 nChanged 18 SP:Iteration 81Q (5031.250963 sec): 3 clusters Score: Raw -415057.869026 + Penalty 1584.913238 = -413472.955789 nChanged 12 SP:Iteration 82Q (5031.297785 sec): 3 clusters Score: Raw -415066.061514 + Penalty 1584.913238 = -413481.148277 nChanged 16 SP:Iteration 83Q (5031.352334 sec): 3 clusters Score: Raw -415073.803235 + Penalty 1584.913238 = -413488.889997 nChanged 12 SP:Iteration 84Q (5031.390678 sec): 3 clusters Score: Raw -415079.004559 + Penalty 1584.913238 = -413494.091321 nChanged 6 SP:Iteration 85Q (5031.434911 sec): 3 clusters Score: Raw -415081.304547 + Penalty 1584.913238 = -413496.391309 nChanged 4 SP:Iteration 86Q (5031.477239 sec): 3 clusters Score: Raw -415083.930266 + Penalty 1584.913238 = -413499.017028 nChanged 5 SP:Iteration 87Q (5031.525817 sec): 3 clusters Score: Raw -415085.761233 + Penalty 1584.913238 = -413500.847996 nChanged 4 SP:Iteration 88Q (5031.568743 sec): 3 clusters Score: Raw -415087.474520 + Penalty 1584.913238 = -413502.561282 nChanged 5 SP:Iteration 89Q (5031.617131 sec): 3 clusters Score: Raw -415089.993681 + Penalty 1584.913238 = -413505.080443 nChanged 4 SP:Iteration 90Q (5031.672531 sec): 3 clusters Score: Raw -415091.060498 + Penalty 1584.913238 = -413506.147261 nChanged 4 SP:Iteration 91Q (5031.716293 sec): 3 clusters Score: Raw -415092.068532 + Penalty 1584.913238 = -413507.155294 nChanged 1 SP:Iteration 92Q (5031.766242 sec): 3 clusters Score: Raw -415092.723191 + Penalty 1584.913238 = -413507.809954 nChanged 5 SP:Iteration 93Q (5031.797419 sec): 3 clusters Score: Raw -415094.925431 + Penalty 1584.913238 = -413510.012193 nChanged 5 SP:Iteration 94Q (5031.855334 sec): 3 clusters Score: Raw -415096.251192 + Penalty 1584.913238 = -413511.337954 nChanged 4 SP:Iteration 95Q (5031.892640 sec): 3 clusters Score: Raw -415097.165131 + Penalty 1584.913238 = -413512.251893 nChanged 5 SP:Iteration 96Q (5031.938429 sec): 3 clusters Score: Raw -415098.244268 + Penalty 1584.913238 = -413513.331030 nChanged 3 SP:Iteration 97Q (5031.993080 sec): 3 clusters Score: Raw -415099.135675 + Penalty 1584.913238 = -413514.222437 nChanged 2 SP:Iteration 98Q (5032.037256 sec): 3 clusters Score: Raw -415099.741046 + Penalty 1584.913238 = -413514.827808 nChanged 1 SP:Iteration 99Q (5032.086296 sec): 3 clusters Score: Raw -415100.835276 + Penalty 1584.913238 = -413515.922038 nChanged 2 SP:Iteration 100F (5032.133851 sec): 3 clusters Score: Raw -415102.198202 + Penalty 1584.913238 = -413517.284965 nChanged 0 Trying to split cluster 10 (4354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5032.165363 sec): 2 clusters Score: Raw -429440.316350 + Penalty 795.990773 = -428644.325577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5032.216857 sec): 3 clusters Score: Raw -427047.447893 + Penalty 1591.981546 = -425455.466347 nChanged 1854 SP:Iteration 1F (5032.267440 sec): 3 clusters Score: Raw -428078.878273 + Penalty 1591.981546 = -426486.896727 nChanged 296 SP:Iteration 2F (5032.311315 sec): 3 clusters Score: Raw -428200.089115 + Penalty 1591.981546 = -426608.107569 nChanged 194 SP:Iteration 3Q (5032.358620 sec): 3 clusters Score: Raw -428280.746533 + Penalty 1591.981546 = -426688.764987 nChanged 164 SP:Iteration 4Q (5032.407036 sec): 3 clusters Score: Raw -428356.427932 + Penalty 1591.981546 = -426764.446386 nChanged 165 SP:Iteration 5Q (5032.459554 sec): 3 clusters Score: Raw -428440.431040 + Penalty 1591.981546 = -426848.449494 nChanged 157 SP:Iteration 6Q (5032.514567 sec): 3 clusters Score: Raw -428516.630198 + Penalty 1591.981546 = -426924.648652 nChanged 143 SP:Iteration 7Q (5032.558151 sec): 3 clusters Score: Raw -428587.026240 + Penalty 1591.981546 = -426995.044694 nChanged 147 SP:Iteration 8Q (5032.606182 sec): 3 clusters Score: Raw -428667.512069 + Penalty 1591.981546 = -427075.530523 nChanged 149 SP:Iteration 9Q (5032.652979 sec): 3 clusters Score: Raw -428755.728876 + Penalty 1591.981546 = -427163.747330 nChanged 165 SP:Iteration 10Q (5032.712413 sec): 3 clusters Score: Raw -428860.318710 + Penalty 1591.981546 = -427268.337164 nChanged 165 SP:Iteration 11Q (5032.744653 sec): 3 clusters Score: Raw -428962.544150 + Penalty 1591.981546 = -427370.562604 nChanged 143 SP:Iteration 12Q (5032.800409 sec): 3 clusters Score: Raw -429036.814814 + Penalty 1591.981546 = -427444.833268 nChanged 124 SP:Iteration 13Q (5032.841174 sec): 3 clusters Score: Raw -429093.224377 + Penalty 1591.981546 = -427501.242831 nChanged 88 SP:Iteration 14Q (5032.883648 sec): 3 clusters Score: Raw -429126.861657 + Penalty 1591.981546 = -427534.880111 nChanged 68 SP:Iteration 15Q (5032.944685 sec): 3 clusters Score: Raw -429148.855346 + Penalty 1591.981546 = -427556.873800 nChanged 57 SP:Iteration 16Q (5032.994466 sec): 3 clusters Score: Raw -429164.110162 + Penalty 1591.981546 = -427572.128616 nChanged 34 SP:Iteration 17Q (5033.047698 sec): 3 clusters Score: Raw -429174.455131 + Penalty 1591.981546 = -427582.473585 nChanged 29 SP:Iteration 18Q (5033.088126 sec): 3 clusters Score: Raw -429180.125289 + Penalty 1591.981546 = -427588.143743 nChanged 19 SP:Iteration 19Q (5033.131151 sec): 3 clusters Score: Raw -429183.116179 + Penalty 1591.981546 = -427591.134633 nChanged 17 SP:Iteration 20F (5033.185405 sec): 3 clusters Score: Raw -429185.971405 + Penalty 1591.981546 = -427593.989859 nChanged 13 SP:Iteration 21Q (5033.225998 sec): 3 clusters Score: Raw -429187.958452 + Penalty 1591.981546 = -427595.976906 nChanged 11 SP:Iteration 22Q (5033.283414 sec): 3 clusters Score: Raw -429190.068931 + Penalty 1591.981546 = -427598.087385 nChanged 16 SP:Iteration 23Q (5033.340704 sec): 3 clusters Score: Raw -429193.043635 + Penalty 1591.981546 = -427601.062089 nChanged 11 SP:Iteration 24Q (5033.388645 sec): 3 clusters Score: Raw -429195.269863 + Penalty 1591.981546 = -427603.288317 nChanged 7 SP:Iteration 25Q (5033.443121 sec): 3 clusters Score: Raw -429196.577217 + Penalty 1591.981546 = -427604.595671 nChanged 11 SP:Iteration 26Q (5033.476662 sec): 3 clusters Score: Raw -429199.037721 + Penalty 1591.981546 = -427607.056176 nChanged 7 SP:Iteration 27Q (5033.495233 sec): 3 clusters Score: Raw -429200.168354 + Penalty 1591.981546 = -427608.186808 nChanged 8 SP:Iteration 28Q (5033.509902 sec): 3 clusters Score: Raw -429201.622439 + Penalty 1591.981546 = -427609.640893 nChanged 8 SP:Iteration 29Q (5033.530781 sec): 3 clusters Score: Raw -429203.186864 + Penalty 1591.981546 = -427611.205318 nChanged 11 SP:Iteration 30Q (5033.582106 sec): 3 clusters Score: Raw -429205.268825 + Penalty 1591.981546 = -427613.287280 nChanged 17 SP:Iteration 31Q (5033.618904 sec): 3 clusters Score: Raw -429209.526430 + Penalty 1591.981546 = -427617.544884 nChanged 22 SP:Iteration 32Q (5033.671711 sec): 3 clusters Score: Raw -429216.340740 + Penalty 1591.981546 = -427624.359194 nChanged 26 SP:Iteration 33Q (5033.711432 sec): 3 clusters Score: Raw -429222.875245 + Penalty 1591.981546 = -427630.893699 nChanged 25 SP:Iteration 34Q (5033.751323 sec): 3 clusters Score: Raw -429229.835606 + Penalty 1591.981546 = -427637.854060 nChanged 23 SP:Iteration 35Q (5033.806418 sec): 3 clusters Score: Raw -429235.357885 + Penalty 1591.981546 = -427643.376339 nChanged 28 SP:Iteration 36Q (5033.847659 sec): 3 clusters Score: Raw -429242.085371 + Penalty 1591.981546 = -427650.103825 nChanged 24 SP:Iteration 37Q (5033.891997 sec): 3 clusters Score: Raw -429247.623993 + Penalty 1591.981546 = -427655.642447 nChanged 19 SP:Iteration 38Q (5033.940590 sec): 3 clusters Score: Raw -429251.705364 + Penalty 1591.981546 = -427659.723818 nChanged 13 SP:Iteration 39Q (5033.981121 sec): 3 clusters Score: Raw -429254.907594 + Penalty 1591.981546 = -427662.926048 nChanged 13 SP:Iteration 40F (5034.032181 sec): 3 clusters Score: Raw -429257.674297 + Penalty 1591.981546 = -427665.692751 nChanged 19 SP:Iteration 41Q (5034.081050 sec): 3 clusters Score: Raw -429263.037104 + Penalty 1591.981546 = -427671.055558 nChanged 18 SP:Iteration 42Q (5034.128562 sec): 3 clusters Score: Raw -429268.855854 + Penalty 1591.981546 = -427676.874308 nChanged 19 SP:Iteration 43Q (5034.178397 sec): 3 clusters Score: Raw -429276.114208 + Penalty 1591.981546 = -427684.132662 nChanged 21 SP:Iteration 44Q (5034.220086 sec): 3 clusters Score: Raw -429285.184467 + Penalty 1591.981546 = -427693.202921 nChanged 21 SP:Iteration 45Q (5034.269724 sec): 3 clusters Score: Raw -429292.455176 + Penalty 1591.981546 = -427700.473630 nChanged 26 SP:Iteration 46Q (5034.320152 sec): 3 clusters Score: Raw -429300.581130 + Penalty 1591.981546 = -427708.599584 nChanged 25 SP:Iteration 47Q (5034.359366 sec): 3 clusters Score: Raw -429312.697463 + Penalty 1591.981546 = -427720.715917 nChanged 35 SP:Iteration 48Q (5034.400648 sec): 3 clusters Score: Raw -429324.421110 + Penalty 1591.981546 = -427732.439565 nChanged 37 SP:Iteration 49Q (5034.445313 sec): 3 clusters Score: Raw -429338.398911 + Penalty 1591.981546 = -427746.417365 nChanged 35 SP:Iteration 50Q (5034.498454 sec): 3 clusters Score: Raw -429353.111730 + Penalty 1591.981546 = -427761.130184 nChanged 32 SP:Iteration 51Q (5034.554549 sec): 3 clusters Score: Raw -429366.854280 + Penalty 1591.981546 = -427774.872734 nChanged 40 SP:Iteration 52Q (5034.608577 sec): 3 clusters Score: Raw -429384.733723 + Penalty 1591.981546 = -427792.752177 nChanged 50 SP:Iteration 53Q (5034.652827 sec): 3 clusters Score: Raw -429411.226767 + Penalty 1591.981546 = -427819.245221 nChanged 60 SP:Iteration 54Q (5034.677673 sec): 3 clusters Score: Raw -429437.038594 + Penalty 1591.981546 = -427845.057048 nChanged 39 SP:Iteration 55Q (5034.731967 sec): 3 clusters Score: Raw -429450.846357 + Penalty 1591.981546 = -427858.864811 nChanged 26 SP:Iteration 56Q (5034.770731 sec): 3 clusters Score: Raw -429459.968544 + Penalty 1591.981546 = -427867.986998 nChanged 31 SP:Iteration 57Q (5034.821368 sec): 3 clusters Score: Raw -429471.357665 + Penalty 1591.981546 = -427879.376120 nChanged 31 SP:Iteration 58Q (5034.873707 sec): 3 clusters Score: Raw -429486.046451 + Penalty 1591.981546 = -427894.064905 nChanged 34 SP:Iteration 59Q (5034.924082 sec): 3 clusters Score: Raw -429498.686184 + Penalty 1591.981546 = -427906.704638 nChanged 26 SP:Iteration 60F (5034.974048 sec): 3 clusters Score: Raw -429507.283014 + Penalty 1591.981546 = -427915.301468 nChanged 23 SP:Iteration 61Q (5035.022878 sec): 3 clusters Score: Raw -429514.570441 + Penalty 1591.981546 = -427922.588895 nChanged 24 SP:Iteration 62Q (5035.063609 sec): 3 clusters Score: Raw -429520.641772 + Penalty 1591.981546 = -427928.660226 nChanged 17 SP:Iteration 63Q (5035.112423 sec): 3 clusters Score: Raw -429526.968115 + Penalty 1591.981546 = -427934.986570 nChanged 18 SP:Iteration 64Q (5035.161249 sec): 3 clusters Score: Raw -429532.393646 + Penalty 1591.981546 = -427940.412100 nChanged 16 SP:Iteration 65Q (5035.210845 sec): 3 clusters Score: Raw -429535.920442 + Penalty 1591.981546 = -427943.938896 nChanged 18 SP:Iteration 66Q (5035.260643 sec): 3 clusters Score: Raw -429540.550072 + Penalty 1591.981546 = -427948.568526 nChanged 13 SP:Iteration 67Q (5035.298295 sec): 3 clusters Score: Raw -429543.414558 + Penalty 1591.981546 = -427951.433012 nChanged 10 SP:Iteration 68Q (5035.337355 sec): 3 clusters Score: Raw -429545.607281 + Penalty 1591.981546 = -427953.625735 nChanged 10 SP:Iteration 69Q (5035.367386 sec): 3 clusters Score: Raw -429548.809180 + Penalty 1591.981546 = -427956.827634 nChanged 14 SP:Iteration 70Q (5035.417570 sec): 3 clusters Score: Raw -429552.281081 + Penalty 1591.981546 = -427960.299535 nChanged 14 SP:Iteration 71Q (5035.470491 sec): 3 clusters Score: Raw -429556.056442 + Penalty 1591.981546 = -427964.074896 nChanged 11 SP:Iteration 72Q (5035.517123 sec): 3 clusters Score: Raw -429559.135653 + Penalty 1591.981546 = -427967.154107 nChanged 13 SP:Iteration 73Q (5035.560674 sec): 3 clusters Score: Raw -429563.429314 + Penalty 1591.981546 = -427971.447768 nChanged 11 SP:Iteration 74Q (5035.604148 sec): 3 clusters Score: Raw -429567.432643 + Penalty 1591.981546 = -427975.451097 nChanged 12 SP:Iteration 75Q (5035.656981 sec): 3 clusters Score: Raw -429570.768431 + Penalty 1591.981546 = -427978.786885 nChanged 8 SP:Iteration 76Q (5035.696199 sec): 3 clusters Score: Raw -429573.440293 + Penalty 1591.981546 = -427981.458747 nChanged 14 SP:Iteration 77Q (5035.746258 sec): 3 clusters Score: Raw -429578.174007 + Penalty 1591.981546 = -427986.192461 nChanged 7 SP:Iteration 78Q (5035.790459 sec): 3 clusters Score: Raw -429580.120867 + Penalty 1591.981546 = -427988.139321 nChanged 7 SP:Iteration 79Q (5035.846580 sec): 3 clusters Score: Raw -429581.809841 + Penalty 1591.981546 = -427989.828295 nChanged 13 SP:Iteration 80F (5035.884540 sec): 3 clusters Score: Raw -429586.132804 + Penalty 1591.981546 = -427994.151258 nChanged 14 SP:Iteration 81Q (5035.946907 sec): 3 clusters Score: Raw -429589.747148 + Penalty 1591.981546 = -427997.765602 nChanged 13 SP:Iteration 82Q (5035.996876 sec): 3 clusters Score: Raw -429594.294343 + Penalty 1591.981546 = -428002.312797 nChanged 11 SP:Iteration 83Q (5036.043288 sec): 3 clusters Score: Raw -429597.553472 + Penalty 1591.981546 = -428005.571926 nChanged 12 SP:Iteration 84Q (5036.087186 sec): 3 clusters Score: Raw -429600.257471 + Penalty 1591.981546 = -428008.275925 nChanged 10 SP:Iteration 85Q (5036.142375 sec): 3 clusters Score: Raw -429603.208952 + Penalty 1591.981546 = -428011.227406 nChanged 3 SP:Iteration 86Q (5036.189401 sec): 3 clusters Score: Raw -429603.579364 + Penalty 1591.981546 = -428011.597818 nChanged 2 SP:Iteration 87Q (5036.244336 sec): 3 clusters Score: Raw -429604.052925 + Penalty 1591.981546 = -428012.071379 nChanged 5 SP:Iteration 88Q (5036.291964 sec): 3 clusters Score: Raw -429605.216101 + Penalty 1591.981546 = -428013.234555 nChanged 5 SP:Iteration 89Q (5036.341165 sec): 3 clusters Score: Raw -429606.359445 + Penalty 1591.981546 = -428014.377899 nChanged 5 SP:Iteration 90Q (5036.390573 sec): 3 clusters Score: Raw -429607.591771 + Penalty 1591.981546 = -428015.610225 nChanged 6 SP:Iteration 91Q (5036.443802 sec): 3 clusters Score: Raw -429608.393153 + Penalty 1591.981546 = -428016.411607 nChanged 5 SP:Iteration 92Q (5036.484206 sec): 3 clusters Score: Raw -429609.343837 + Penalty 1591.981546 = -428017.362291 nChanged 7 SP:Iteration 93Q (5036.546186 sec): 3 clusters Score: Raw -429610.749641 + Penalty 1591.981546 = -428018.768095 nChanged 8 SP:Iteration 94Q (5036.593561 sec): 3 clusters Score: Raw -429612.211272 + Penalty 1591.981546 = -428020.229726 nChanged 7 SP:Iteration 95Q (5036.633610 sec): 3 clusters Score: Raw -429613.582778 + Penalty 1591.981546 = -428021.601232 nChanged 4 SP:Iteration 96Q (5036.689239 sec): 3 clusters Score: Raw -429614.322672 + Penalty 1591.981546 = -428022.341126 nChanged 3 SP:Iteration 97Q (5036.729895 sec): 3 clusters Score: Raw -429614.613915 + Penalty 1591.981546 = -428022.632369 nChanged 1 SP:Iteration 98Q (5036.785667 sec): 3 clusters Score: Raw -429614.729453 + Penalty 1591.981546 = -428022.747907 nChanged 2 SP:Iteration 99Q (5036.836293 sec): 3 clusters Score: Raw -429615.108368 + Penalty 1591.981546 = -428023.126822 nChanged 2 SP:Iteration 100F (5036.885231 sec): 3 clusters Score: Raw -429615.643725 + Penalty 1591.981546 = -428023.662179 nChanged 5 SP:Iteration 101Q (5036.917584 sec): 3 clusters Score: Raw -429616.784772 + Penalty 1591.981546 = -428024.803226 nChanged 6 SP:Iteration 102Q (5036.964420 sec): 3 clusters Score: Raw -429618.632907 + Penalty 1591.981546 = -428026.651361 nChanged 3 SP:Iteration 103Q (5037.001502 sec): 3 clusters Score: Raw -429619.083510 + Penalty 1591.981546 = -428027.101964 nChanged 3 SP:Iteration 104Q (5037.054610 sec): 3 clusters Score: Raw -429619.548187 + Penalty 1591.981546 = -428027.566641 nChanged 3 SP:Iteration 105Q (5037.096154 sec): 3 clusters Score: Raw -429620.551071 + Penalty 1591.981546 = -428028.569525 nChanged 5 SP:Iteration 106Q (5037.145311 sec): 3 clusters Score: Raw -429621.443419 + Penalty 1591.981546 = -428029.461873 nChanged 4 SP:Iteration 107Q (5037.186140 sec): 3 clusters Score: Raw -429622.568991 + Penalty 1591.981546 = -428030.587445 nChanged 6 SP:Iteration 108Q (5037.237413 sec): 3 clusters Score: Raw -429624.693958 + Penalty 1591.981546 = -428032.712412 nChanged 9 SP:Iteration 109Q (5037.279135 sec): 3 clusters Score: Raw -429626.489135 + Penalty 1591.981546 = -428034.507589 nChanged 6 SP:Iteration 110Q (5037.329585 sec): 3 clusters Score: Raw -429629.480510 + Penalty 1591.981546 = -428037.498964 nChanged 9 SP:Iteration 111Q (5037.368808 sec): 3 clusters Score: Raw -429633.921390 + Penalty 1591.981546 = -428041.939844 nChanged 9 SP:Iteration 112Q (5037.419407 sec): 3 clusters Score: Raw -429636.462718 + Penalty 1591.981546 = -428044.481172 nChanged 8 SP:Iteration 113Q (5037.469915 sec): 3 clusters Score: Raw -429638.790697 + Penalty 1591.981546 = -428046.809151 nChanged 7 SP:Iteration 114Q (5037.524754 sec): 3 clusters Score: Raw -429640.208977 + Penalty 1591.981546 = -428048.227431 nChanged 7 SP:Iteration 115Q (5037.577222 sec): 3 clusters Score: Raw -429641.769419 + Penalty 1591.981546 = -428049.787874 nChanged 6 SP:Iteration 116Q (5037.628146 sec): 3 clusters Score: Raw -429643.160304 + Penalty 1591.981546 = -428051.178758 nChanged 3 SP:Iteration 117Q (5037.682614 sec): 3 clusters Score: Raw -429643.620940 + Penalty 1591.981546 = -428051.639395 nChanged 3 SP:Iteration 118Q (5037.740161 sec): 3 clusters Score: Raw -429643.940585 + Penalty 1591.981546 = -428051.959039 nChanged 2 SP:Iteration 119Q (5037.796347 sec): 3 clusters Score: Raw -429644.170542 + Penalty 1591.981546 = -428052.188996 nChanged 1 SP:Iteration 120F (5037.839000 sec): 3 clusters Score: Raw -429644.367226 + Penalty 1591.981546 = -428052.385680 nChanged 1 SP:Iteration 121Q (5037.890443 sec): 3 clusters Score: Raw -429644.574703 + Penalty 1591.981546 = -428052.593157 nChanged 2 SP:Iteration 122Q (5037.938866 sec): 3 clusters Score: Raw -429644.955745 + Penalty 1591.981546 = -428052.974199 nChanged 3 SP:Iteration 123Q (5037.987674 sec): 3 clusters Score: Raw -429645.735500 + Penalty 1591.981546 = -428053.753954 nChanged 2 SP:Iteration 124Q (5038.035841 sec): 3 clusters Score: Raw -429646.026769 + Penalty 1591.981546 = -428054.045223 nChanged 4 SP:Iteration 125Q (5038.098001 sec): 3 clusters Score: Raw -429647.123423 + Penalty 1591.981546 = -428055.141877 nChanged 5 SP:Iteration 126Q (5038.142128 sec): 3 clusters Score: Raw -429648.604753 + Penalty 1591.981546 = -428056.623207 nChanged 10 SP:Iteration 127Q (5038.205738 sec): 3 clusters Score: Raw -429651.900047 + Penalty 1591.981546 = -428059.918501 nChanged 9 SP:Iteration 128Q (5038.246703 sec): 3 clusters Score: Raw -429655.316351 + Penalty 1591.981546 = -428063.334805 nChanged 14 SP:Iteration 129Q (5038.295619 sec): 3 clusters Score: Raw -429660.734927 + Penalty 1591.981546 = -428068.753381 nChanged 11 SP:Iteration 130Q (5038.361269 sec): 3 clusters Score: Raw -429665.593982 + Penalty 1591.981546 = -428073.612436 nChanged 17 SP:Iteration 131Q (5038.405056 sec): 3 clusters Score: Raw -429671.045300 + Penalty 1591.981546 = -428079.063754 nChanged 12 SP:Iteration 132Q (5038.457036 sec): 3 clusters Score: Raw -429674.582913 + Penalty 1591.981546 = -428082.601367 nChanged 12 SP:Iteration 133Q (5038.502016 sec): 3 clusters Score: Raw -429678.520900 + Penalty 1591.981546 = -428086.539354 nChanged 9 SP:Iteration 134Q (5038.553716 sec): 3 clusters Score: Raw -429682.339162 + Penalty 1591.981546 = -428090.357616 nChanged 9 SP:Iteration 135Q (5038.598418 sec): 3 clusters Score: Raw -429684.510963 + Penalty 1591.981546 = -428092.529417 nChanged 4 SP:Iteration 136Q (5038.643385 sec): 3 clusters Score: Raw -429685.394434 + Penalty 1591.981546 = -428093.412888 nChanged 3 SP:Iteration 137Q (5038.700083 sec): 3 clusters Score: Raw -429686.071817 + Penalty 1591.981546 = -428094.090271 nChanged 1 SP:Iteration 138Q (5038.752835 sec): 3 clusters Score: Raw -429687.048971 + Penalty 1591.981546 = -428095.067425 nChanged 1 SP:Iteration 139Q (5038.793916 sec): 3 clusters Score: Raw -429687.173712 + Penalty 1591.981546 = -428095.192166 nChanged 1 SP:Iteration 140F (5038.856795 sec): 3 clusters Score: Raw -429687.227080 + Penalty 1591.981546 = -428095.245534 nChanged 1 SP:Iteration 141Q (5038.897081 sec): 3 clusters Score: Raw -429687.415160 + Penalty 1591.981546 = -428095.433614 nChanged 1 SP:Iteration 142Q (5038.947171 sec): 3 clusters Score: Raw -429687.569795 + Penalty 1591.981546 = -428095.588249 nChanged 0 SP:Iteration 143F (5038.988951 sec): 3 clusters Score: Raw -429687.569795 + Penalty 1591.981546 = -428095.588249 nChanged 0 Trying to split cluster 11 (15808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.038089 sec): 2 clusters Score: Raw -1462611.227476 + Penalty 918.485785 = -1461692.741691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.096982 sec): 3 clusters Score: Raw -1452839.449543 + Penalty 1836.971570 = -1451002.477973 nChanged 7258 SP:Iteration 1F (5039.160129 sec): 3 clusters Score: Raw -1457031.235720 + Penalty 1836.971570 = -1455194.264150 nChanged 877 SP:Iteration 2F (5039.219988 sec): 3 clusters Score: Raw -1457414.528493 + Penalty 1836.971570 = -1455577.556923 nChanged 841 SP:Iteration 3F (5039.276963 sec): 3 clusters Score: Raw -1457824.284534 + Penalty 1836.971570 = -1455987.312964 nChanged 848 SP:Iteration 4F (5039.349378 sec): 3 clusters Score: Raw -1458211.287625 + Penalty 1836.971570 = -1456374.316056 nChanged 811 SP:Iteration 5F (5039.404336 sec): 3 clusters Score: Raw -1458644.003100 + Penalty 1836.971570 = -1456807.031531 nChanged 828 SP:Iteration 6F (5039.474402 sec): 3 clusters Score: Raw -1459111.650200 + Penalty 1836.971570 = -1457274.678631 nChanged 812 SP:Iteration 7F (5039.538339 sec): 3 clusters Score: Raw -1459602.224575 + Penalty 1836.971570 = -1457765.253005 nChanged 775 SP:Iteration 8Q (5039.593405 sec): 3 clusters Score: Raw -1460046.549799 + Penalty 1836.971570 = -1458209.578229 nChanged 671 SP:Iteration 9Q (5039.657286 sec): 3 clusters Score: Raw -1460424.247058 + Penalty 1836.971570 = -1458587.275489 nChanged 594 SP:Iteration 10Q (5039.718546 sec): 3 clusters Score: Raw -1460790.128935 + Penalty 1836.971570 = -1458953.157366 nChanged 528 SP:Iteration 11Q (5039.796769 sec): 3 clusters Score: Raw -1461072.525015 + Penalty 1836.971570 = -1459235.553445 nChanged 381 SP:Iteration 12Q (5039.858513 sec): 3 clusters Score: Raw -1461249.009445 + Penalty 1836.971570 = -1459412.037875 nChanged 286 SP:Iteration 13Q (5039.919373 sec): 3 clusters Score: Raw -1461355.667187 + Penalty 1836.971570 = -1459518.695617 nChanged 251 SP:Iteration 14Q (5039.986861 sec): 3 clusters Score: Raw -1461424.001421 + Penalty 1836.971570 = -1459587.029851 nChanged 182 SP:Iteration 15Q (5040.057011 sec): 3 clusters Score: Raw -1461469.225181 + Penalty 1836.971570 = -1459632.253611 nChanged 148 SP:Iteration 16Q (5040.116446 sec): 3 clusters Score: Raw -1461505.163366 + Penalty 1836.971570 = -1459668.191797 nChanged 154 SP:Iteration 17Q (5040.188766 sec): 3 clusters Score: Raw -1461539.228748 + Penalty 1836.971570 = -1459702.257178 nChanged 144 SP:Iteration 18Q (5040.248028 sec): 3 clusters Score: Raw -1461568.881270 + Penalty 1836.971570 = -1459731.909700 nChanged 141 SP:Iteration 19Q (5040.311891 sec): 3 clusters Score: Raw -1461597.830040 + Penalty 1836.971570 = -1459760.858470 nChanged 135 SP:Iteration 20F (5040.379618 sec): 3 clusters Score: Raw -1461622.988435 + Penalty 1836.971570 = -1459786.016865 nChanged 123 SP:Iteration 21Q (5040.446989 sec): 3 clusters Score: Raw -1461643.397963 + Penalty 1836.971570 = -1459806.426393 nChanged 104 SP:Iteration 22Q (5040.515688 sec): 3 clusters Score: Raw -1461659.379046 + Penalty 1836.971570 = -1459822.407476 nChanged 89 SP:Iteration 23Q (5040.570870 sec): 3 clusters Score: Raw -1461669.980529 + Penalty 1836.971570 = -1459833.008959 nChanged 74 SP:Iteration 24Q (5040.640859 sec): 3 clusters Score: Raw -1461677.785905 + Penalty 1836.971570 = -1459840.814336 nChanged 62 SP:Iteration 25Q (5040.712099 sec): 3 clusters Score: Raw -1461685.068778 + Penalty 1836.971570 = -1459848.097209 nChanged 48 SP:Iteration 26Q (5040.769015 sec): 3 clusters Score: Raw -1461693.468330 + Penalty 1836.971570 = -1459856.496760 nChanged 63 SP:Iteration 27Q (5040.837593 sec): 3 clusters Score: Raw -1461700.886355 + Penalty 1836.971570 = -1459863.914785 nChanged 58 SP:Iteration 28Q (5040.902766 sec): 3 clusters Score: Raw -1461708.156715 + Penalty 1836.971570 = -1459871.185145 nChanged 59 SP:Iteration 29Q (5040.976921 sec): 3 clusters Score: Raw -1461717.409174 + Penalty 1836.971570 = -1459880.437604 nChanged 66 SP:Iteration 30Q (5041.043021 sec): 3 clusters Score: Raw -1461725.573613 + Penalty 1836.971570 = -1459888.602044 nChanged 65 SP:Iteration 31Q (5041.096721 sec): 3 clusters Score: Raw -1461732.913081 + Penalty 1836.971570 = -1459895.941511 nChanged 54 SP:Iteration 32Q (5041.169376 sec): 3 clusters Score: Raw -1461739.750962 + Penalty 1836.971570 = -1459902.779392 nChanged 57 SP:Iteration 33Q (5041.224581 sec): 3 clusters Score: Raw -1461747.536542 + Penalty 1836.971570 = -1459910.564972 nChanged 64 SP:Iteration 34Q (5041.300073 sec): 3 clusters Score: Raw -1461757.324508 + Penalty 1836.971570 = -1459920.352938 nChanged 60 SP:Iteration 35Q (5041.360734 sec): 3 clusters Score: Raw -1461766.229289 + Penalty 1836.971570 = -1459929.257719 nChanged 66 SP:Iteration 36Q (5041.416429 sec): 3 clusters Score: Raw -1461774.658008 + Penalty 1836.971570 = -1459937.686438 nChanged 64 SP:Iteration 37Q (5041.486548 sec): 3 clusters Score: Raw -1461783.426520 + Penalty 1836.971570 = -1459946.454951 nChanged 54 SP:Iteration 38Q (5041.555039 sec): 3 clusters Score: Raw -1461792.718662 + Penalty 1836.971570 = -1459955.747092 nChanged 73 SP:Iteration 39Q (5041.619389 sec): 3 clusters Score: Raw -1461805.891844 + Penalty 1836.971570 = -1459968.920275 nChanged 92 SP:Iteration 40F (5041.676965 sec): 3 clusters Score: Raw -1461821.895605 + Penalty 1836.971570 = -1459984.924036 nChanged 88 SP:Iteration 41Q (5041.745277 sec): 3 clusters Score: Raw -1461837.572780 + Penalty 1836.971570 = -1460000.601211 nChanged 91 SP:Iteration 42Q (5041.813145 sec): 3 clusters Score: Raw -1461854.777887 + Penalty 1836.971570 = -1460017.806317 nChanged 96 SP:Iteration 43Q (5041.878325 sec): 3 clusters Score: Raw -1461873.752452 + Penalty 1836.971570 = -1460036.780882 nChanged 96 SP:Iteration 44Q (5041.935414 sec): 3 clusters Score: Raw -1461890.971228 + Penalty 1836.971570 = -1460053.999659 nChanged 98 SP:Iteration 45Q (5042.008093 sec): 3 clusters Score: Raw -1461907.383625 + Penalty 1836.971570 = -1460070.412056 nChanged 80 SP:Iteration 46Q (5042.064144 sec): 3 clusters Score: Raw -1461921.245710 + Penalty 1836.971570 = -1460084.274140 nChanged 83 SP:Iteration 47Q (5042.128254 sec): 3 clusters Score: Raw -1461934.298416 + Penalty 1836.971570 = -1460097.326846 nChanged 73 SP:Iteration 48Q (5042.200056 sec): 3 clusters Score: Raw -1461944.965396 + Penalty 1836.971570 = -1460107.993827 nChanged 55 SP:Iteration 49Q (5042.267933 sec): 3 clusters Score: Raw -1461951.697412 + Penalty 1836.971570 = -1460114.725842 nChanged 49 SP:Iteration 50Q (5042.333958 sec): 3 clusters Score: Raw -1461956.913962 + Penalty 1836.971570 = -1460119.942392 nChanged 61 SP:Iteration 51Q (5042.390214 sec): 3 clusters Score: Raw -1461966.341429 + Penalty 1836.971570 = -1460129.369859 nChanged 65 SP:Iteration 52Q (5042.453115 sec): 3 clusters Score: Raw -1461977.498548 + Penalty 1836.971570 = -1460140.526978 nChanged 62 SP:Iteration 53Q (5042.531420 sec): 3 clusters Score: Raw -1461987.130330 + Penalty 1836.971570 = -1460150.158760 nChanged 67 SP:Iteration 54Q (5042.595374 sec): 3 clusters Score: Raw -1461997.861784 + Penalty 1836.971570 = -1460160.890214 nChanged 64 SP:Iteration 55Q (5042.645263 sec): 3 clusters Score: Raw -1462007.148921 + Penalty 1836.971570 = -1460170.177352 nChanged 63 SP:Iteration 56Q (5042.712320 sec): 3 clusters Score: Raw -1462019.842126 + Penalty 1836.971570 = -1460182.870556 nChanged 75 SP:Iteration 57Q (5042.771818 sec): 3 clusters Score: Raw -1462035.955427 + Penalty 1836.971570 = -1460198.983857 nChanged 84 SP:Iteration 58Q (5042.837657 sec): 3 clusters Score: Raw -1462054.905009 + Penalty 1836.971570 = -1460217.933439 nChanged 93 SP:Iteration 59Q (5042.915372 sec): 3 clusters Score: Raw -1462077.884607 + Penalty 1836.971570 = -1460240.913037 nChanged 94 SP:Iteration 60F (5042.984859 sec): 3 clusters Score: Raw -1462097.845308 + Penalty 1836.971570 = -1460260.873739 nChanged 102 SP:Iteration 61Q (5043.053430 sec): 3 clusters Score: Raw -1462124.440115 + Penalty 1836.971570 = -1460287.468545 nChanged 105 SP:Iteration 62Q (5043.107538 sec): 3 clusters Score: Raw -1462153.998148 + Penalty 1836.971570 = -1460317.026578 nChanged 124 SP:Iteration 63Q (5043.178772 sec): 3 clusters Score: Raw -1462190.928933 + Penalty 1836.971570 = -1460353.957363 nChanged 111 SP:Iteration 64Q (5043.239750 sec): 3 clusters Score: Raw -1462217.324087 + Penalty 1836.971570 = -1460380.352517 nChanged 109 SP:Iteration 65Q (5043.306304 sec): 3 clusters Score: Raw -1462240.190952 + Penalty 1836.971570 = -1460403.219382 nChanged 87 SP:Iteration 66Q (5043.375873 sec): 3 clusters Score: Raw -1462256.305035 + Penalty 1836.971570 = -1460419.333465 nChanged 90 SP:Iteration 67Q (5043.445909 sec): 3 clusters Score: Raw -1462270.697395 + Penalty 1836.971570 = -1460433.725825 nChanged 78 SP:Iteration 68Q (5043.512081 sec): 3 clusters Score: Raw -1462285.053149 + Penalty 1836.971570 = -1460448.081579 nChanged 107 SP:Iteration 69Q (5043.564752 sec): 3 clusters Score: Raw -1462306.331724 + Penalty 1836.971570 = -1460469.360154 nChanged 105 SP:Iteration 70Q (5043.633952 sec): 3 clusters Score: Raw -1462328.172645 + Penalty 1836.971570 = -1460491.201076 nChanged 101 SP:Iteration 71Q (5043.697106 sec): 3 clusters Score: Raw -1462351.729506 + Penalty 1836.971570 = -1460514.757936 nChanged 114 SP:Iteration 72Q (5043.758484 sec): 3 clusters Score: Raw -1462384.450873 + Penalty 1836.971570 = -1460547.479303 nChanged 106 SP:Iteration 73Q (5043.828061 sec): 3 clusters Score: Raw -1462413.905394 + Penalty 1836.971570 = -1460576.933824 nChanged 126 SP:Iteration 74Q (5043.888212 sec): 3 clusters Score: Raw -1462452.090945 + Penalty 1836.971570 = -1460615.119375 nChanged 131 SP:Iteration 75Q (5043.968371 sec): 3 clusters Score: Raw -1462499.676345 + Penalty 1836.971570 = -1460662.704775 nChanged 140 SP:Iteration 76Q (5044.026215 sec): 3 clusters Score: Raw -1462555.802037 + Penalty 1836.971570 = -1460718.830468 nChanged 137 SP:Iteration 77Q (5044.088302 sec): 3 clusters Score: Raw -1462610.080767 + Penalty 1836.971570 = -1460773.109197 nChanged 138 SP:Iteration 78Q (5044.159403 sec): 3 clusters Score: Raw -1462660.438606 + Penalty 1836.971570 = -1460823.467037 nChanged 128 SP:Iteration 79Q (5044.220811 sec): 3 clusters Score: Raw -1462708.832962 + Penalty 1836.971570 = -1460871.861392 nChanged 113 SP:Iteration 80F (5044.289026 sec): 3 clusters Score: Raw -1462746.477914 + Penalty 1836.971570 = -1460909.506344 nChanged 99 SP:Iteration 81Q (5044.354164 sec): 3 clusters Score: Raw -1462779.248878 + Penalty 1836.971570 = -1460942.277308 nChanged 105 SP:Iteration 82Q (5044.411155 sec): 3 clusters Score: Raw -1462813.205085 + Penalty 1836.971570 = -1460976.233515 nChanged 95 SP:Iteration 83Q (5044.484023 sec): 3 clusters Score: Raw -1462844.479431 + Penalty 1836.971570 = -1461007.507861 nChanged 93 SP:Iteration 84Q (5044.535581 sec): 3 clusters Score: Raw -1462871.736890 + Penalty 1836.971570 = -1461034.765320 nChanged 85 SP:Iteration 85Q (5044.609714 sec): 3 clusters Score: Raw -1462902.973799 + Penalty 1836.971570 = -1461066.002229 nChanged 86 SP:Iteration 86Q (5044.674606 sec): 3 clusters Score: Raw -1462932.119139 + Penalty 1836.971570 = -1461095.147569 nChanged 72 SP:Iteration 87Q (5044.730071 sec): 3 clusters Score: Raw -1462954.848187 + Penalty 1836.971570 = -1461117.876617 nChanged 74 SP:Iteration 88Q (5044.794670 sec): 3 clusters Score: Raw -1462979.154073 + Penalty 1836.971570 = -1461142.182504 nChanged 64 SP:Iteration 89Q (5044.856818 sec): 3 clusters Score: Raw -1463000.070332 + Penalty 1836.971570 = -1461163.098762 nChanged 53 SP:Iteration 90Q (5044.926233 sec): 3 clusters Score: Raw -1463013.269650 + Penalty 1836.971570 = -1461176.298081 nChanged 39 SP:Iteration 91Q (5044.991579 sec): 3 clusters Score: Raw -1463021.411363 + Penalty 1836.971570 = -1461184.439793 nChanged 25 SP:Iteration 92Q (5045.049974 sec): 3 clusters Score: Raw -1463025.400593 + Penalty 1836.971570 = -1461188.429023 nChanged 22 SP:Iteration 93Q (5045.126492 sec): 3 clusters Score: Raw -1463028.663214 + Penalty 1836.971570 = -1461191.691645 nChanged 17 SP:Iteration 94Q (5045.183513 sec): 3 clusters Score: Raw -1463031.317376 + Penalty 1836.971570 = -1461194.345806 nChanged 16 SP:Iteration 95Q (5045.231953 sec): 3 clusters Score: Raw -1463033.578166 + Penalty 1836.971570 = -1461196.606596 nChanged 9 SP:Iteration 96Q (5045.306720 sec): 3 clusters Score: Raw -1463034.574840 + Penalty 1836.971570 = -1461197.603270 nChanged 8 SP:Iteration 97Q (5045.369364 sec): 3 clusters Score: Raw -1463036.203527 + Penalty 1836.971570 = -1461199.231957 nChanged 8 SP:Iteration 98Q (5045.432096 sec): 3 clusters Score: Raw -1463037.457427 + Penalty 1836.971570 = -1461200.485857 nChanged 8 SP:Iteration 99Q (5045.485153 sec): 3 clusters Score: Raw -1463038.198549 + Penalty 1836.971570 = -1461201.226979 nChanged 9 SP:Iteration 100F (5045.551606 sec): 3 clusters Score: Raw -1463039.342067 + Penalty 1836.971570 = -1461202.370497 nChanged 8 SP:Iteration 101Q (5045.615405 sec): 3 clusters Score: Raw -1463040.560436 + Penalty 1836.971570 = -1461203.588866 nChanged 6 SP:Iteration 102Q (5045.673758 sec): 3 clusters Score: Raw -1463041.287903 + Penalty 1836.971570 = -1461204.316333 nChanged 7 SP:Iteration 103Q (5045.740056 sec): 3 clusters Score: Raw -1463042.114917 + Penalty 1836.971570 = -1461205.143347 nChanged 6 SP:Iteration 104Q (5045.797146 sec): 3 clusters Score: Raw -1463043.442501 + Penalty 1836.971570 = -1461206.470931 nChanged 3 SP:Iteration 105Q (5045.859214 sec): 3 clusters Score: Raw -1463044.065168 + Penalty 1836.971570 = -1461207.093599 nChanged 5 SP:Iteration 106Q (5045.912339 sec): 3 clusters Score: Raw -1463044.722657 + Penalty 1836.971570 = -1461207.751087 nChanged 4 SP:Iteration 107Q (5045.968209 sec): 3 clusters Score: Raw -1463045.211101 + Penalty 1836.971570 = -1461208.239531 nChanged 1 SP:Iteration 108Q (5046.021600 sec): 3 clusters Score: Raw -1463045.269450 + Penalty 1836.971570 = -1461208.297880 nChanged 0 SP:Iteration 109F (5046.092811 sec): 3 clusters Score: Raw -1463045.269450 + Penalty 1836.971570 = -1461208.297880 nChanged 0 Trying to split cluster 12 (75255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5046.190826 sec): 2 clusters Score: Raw -7185526.023318 + Penalty 1066.720574 = -7184459.302743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5046.335485 sec): 3 clusters Score: Raw -7136232.534248 + Penalty 2133.441149 = -7134099.093100 nChanged 36133 SP:Iteration 1F (5046.473508 sec): 3 clusters Score: Raw -7158539.534562 + Penalty 2133.441149 = -7156406.093413 nChanged 4020 SP:Iteration 2F (5046.612493 sec): 3 clusters Score: Raw -7160607.091823 + Penalty 2133.441149 = -7158473.650674 nChanged 4783 SP:Iteration 3F (5046.751576 sec): 3 clusters Score: Raw -7163734.066298 + Penalty 2133.441149 = -7161600.625149 nChanged 5620 SP:Iteration 4F (5046.888143 sec): 3 clusters Score: Raw -7168192.886026 + Penalty 2133.441149 = -7166059.444878 nChanged 5727 SP:Iteration 5F (5047.035105 sec): 3 clusters Score: Raw -7173439.224574 + Penalty 2133.441149 = -7171305.783425 nChanged 4923 SP:Iteration 6F (5047.167359 sec): 3 clusters Score: Raw -7178112.461139 + Penalty 2133.441149 = -7175979.019990 nChanged 3367 SP:Iteration 7Q (5047.312074 sec): 3 clusters Score: Raw -7181215.343336 + Penalty 2133.441149 = -7179081.902187 nChanged 2144 SP:Iteration 8Q (5047.448288 sec): 3 clusters Score: Raw -7183044.618337 + Penalty 2133.441149 = -7180911.177188 nChanged 1376 SP:Iteration 9Q (5047.574695 sec): 3 clusters Score: Raw -7184096.822693 + Penalty 2133.441149 = -7181963.381544 nChanged 861 SP:Iteration 10Q (5047.702765 sec): 3 clusters Score: Raw -7184677.840723 + Penalty 2133.441149 = -7182544.399575 nChanged 549 SP:Iteration 11Q (5047.834677 sec): 3 clusters Score: Raw -7185043.255620 + Penalty 2133.441149 = -7182909.814471 nChanged 366 SP:Iteration 12Q (5047.958434 sec): 3 clusters Score: Raw -7185281.396880 + Penalty 2133.441149 = -7183147.955731 nChanged 241 SP:Iteration 13Q (5048.083325 sec): 3 clusters Score: Raw -7185427.209059 + Penalty 2133.441149 = -7183293.767910 nChanged 161 SP:Iteration 14Q (5048.202873 sec): 3 clusters Score: Raw -7185518.402600 + Penalty 2133.441149 = -7183384.961451 nChanged 92 SP:Iteration 15Q (5048.322157 sec): 3 clusters Score: Raw -7185575.725624 + Penalty 2133.441149 = -7183442.284475 nChanged 64 SP:Iteration 16Q (5048.433758 sec): 3 clusters Score: Raw -7185612.444143 + Penalty 2133.441149 = -7183479.002995 nChanged 52 SP:Iteration 17Q (5048.562738 sec): 3 clusters Score: Raw -7185643.182538 + Penalty 2133.441149 = -7183509.741389 nChanged 31 SP:Iteration 18Q (5048.685401 sec): 3 clusters Score: Raw -7185657.687762 + Penalty 2133.441149 = -7183524.246614 nChanged 30 SP:Iteration 19Q (5048.808189 sec): 3 clusters Score: Raw -7185672.296896 + Penalty 2133.441149 = -7183538.855747 nChanged 22 SP:Iteration 20F (5048.951570 sec): 3 clusters Score: Raw -7185684.869401 + Penalty 2133.441149 = -7183551.428252 nChanged 18 SP:Iteration 21Q (5049.078080 sec): 3 clusters Score: Raw -7185692.728112 + Penalty 2133.441149 = -7183559.286964 nChanged 18 SP:Iteration 22Q (5049.200610 sec): 3 clusters Score: Raw -7185699.082286 + Penalty 2133.441149 = -7183565.641137 nChanged 11 SP:Iteration 23Q (5049.351383 sec): 3 clusters Score: Raw -7185704.543827 + Penalty 2133.441149 = -7183571.102679 nChanged 3 SP:Iteration 24Q (5049.467312 sec): 3 clusters Score: Raw -7185705.736141 + Penalty 2133.441149 = -7183572.294993 nChanged 5 SP:Iteration 25Q (5049.590192 sec): 3 clusters Score: Raw -7185706.994590 + Penalty 2133.441149 = -7183573.553442 nChanged 3 SP:Iteration 26Q (5049.701790 sec): 3 clusters Score: Raw -7185708.121380 + Penalty 2133.441149 = -7183574.680231 nChanged 4 SP:Iteration 27Q (5049.833920 sec): 3 clusters Score: Raw -7185710.191045 + Penalty 2133.441149 = -7183576.749896 nChanged 3 SP:Iteration 28Q (5049.952128 sec): 3 clusters Score: Raw -7185711.617729 + Penalty 2133.441149 = -7183578.176580 nChanged 3 SP:Iteration 29Q (5050.062694 sec): 3 clusters Score: Raw -7185712.838378 + Penalty 2133.441149 = -7183579.397229 nChanged 1 SP:Iteration 30Q (5050.172128 sec): 3 clusters Score: Raw -7185713.560725 + Penalty 2133.441149 = -7183580.119576 nChanged 1 SP:Iteration 31Q (5050.295158 sec): 3 clusters Score: Raw -7185713.785433 + Penalty 2133.441149 = -7183580.344284 nChanged 1 SP:Iteration 32Q (5050.419788 sec): 3 clusters Score: Raw -7185714.685927 + Penalty 2133.441149 = -7183581.244778 nChanged 0 SP:Iteration 33F (5050.556358 sec): 3 clusters Score: Raw -7185714.685927 + Penalty 2133.441149 = -7183581.244778 nChanged 0 Trying to split cluster 13 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5050.595106 sec): 2 clusters Score: Raw -22245.553375 + Penalty 524.918029 = -21720.635345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5050.645484 sec): 3 clusters Score: Raw -22263.532366 + Penalty 1049.836058 = -21213.696308 nChanged 53 SP:Iteration 1F (5050.694829 sec): 3 clusters Score: Raw -22354.385355 + Penalty 1049.836058 = -21304.549297 nChanged 16 SP:Iteration 2F (5050.746341 sec): 3 clusters Score: Raw -22386.342425 + Penalty 1049.836058 = -21336.506367 nChanged 12 SP:Iteration 3Q (5050.786353 sec): 3 clusters Score: Raw -22408.462730 + Penalty 1049.836058 = -21358.626672 nChanged 11 SP:Iteration 4Q (5050.833263 sec): 3 clusters Score: Raw -22428.386078 + Penalty 1049.836058 = -21378.550020 nChanged 6 SP:Iteration 5Q (5050.877659 sec): 3 clusters Score: Raw -22435.771380 + Penalty 1049.836058 = -21385.935321 nChanged 4 SP:Iteration 6Q (5050.915093 sec): 3 clusters Score: Raw -22452.633154 + Penalty 1049.836058 = -21402.797096 nChanged 5 SP:Iteration 7Q (5050.967431 sec): 3 clusters Score: Raw -22470.747006 + Penalty 1049.836058 = -21420.910948 nChanged 3 SP:Iteration 8Q (5051.020861 sec): 3 clusters Score: Raw -22481.026686 + Penalty 1049.836058 = -21431.190628 nChanged 1 SP:Iteration 9Q (5051.059883 sec): 3 clusters Score: Raw -22481.933302 + Penalty 1049.836058 = -21432.097243 nChanged 1 SP:Iteration 10Q (5051.110573 sec): 3 clusters Score: Raw -22487.910643 + Penalty 1049.836058 = -21438.074585 nChanged 1 SP:Iteration 11Q (5051.154613 sec): 3 clusters Score: Raw -22500.797597 + Penalty 1049.836058 = -21450.961539 nChanged 2 SP:Iteration 12Q (5051.199424 sec): 3 clusters Score: Raw -22503.292601 + Penalty 1049.836058 = -21453.456543 nChanged 0 SP:Iteration 13F (5051.244432 sec): 3 clusters Score: Raw -22503.292601 + Penalty 1049.836058 = -21453.456543 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5051.270511 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5051.316049 sec): 3 clusters Score: Raw -10816.178135 + Penalty 979.125403 = -9837.052732 nChanged 38 SP:Iteration 1F (5051.361821 sec): 3 clusters Score: Raw -10933.639690 + Penalty 979.125403 = -9954.514287 nChanged 3 SP:Iteration 2Q (5051.408223 sec): 3 clusters Score: Raw -10940.782893 + Penalty 979.125403 = -9961.657490 nChanged 4 SP:Iteration 3Q (5051.456746 sec): 3 clusters Score: Raw -10948.565939 + Penalty 979.125403 = -9969.440536 nChanged 2 SP:Iteration 4Q (5051.506730 sec): 3 clusters Score: Raw -10960.477279 + Penalty 979.125403 = -9981.351876 nChanged 2 SP:Iteration 5Q (5051.561510 sec): 3 clusters Score: Raw -10968.955894 + Penalty 979.125403 = -9989.830491 nChanged 3 SP:Iteration 6Q (5051.611769 sec): 3 clusters Score: Raw -10971.074300 + Penalty 979.125403 = -9991.948897 nChanged 0 SP:Iteration 7F (5051.654653 sec): 3 clusters Score: Raw -10971.074300 + Penalty 979.125403 = -9991.948897 nChanged 0 Trying to split cluster 15 (14670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5051.697831 sec): 2 clusters Score: Raw -1403093.723498 + Penalty 911.388188 = -1402182.335310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5051.769892 sec): 3 clusters Score: Raw -1394150.259878 + Penalty 1822.776376 = -1392327.483503 nChanged 6682 SP:Iteration 1F (5051.830738 sec): 3 clusters Score: Raw -1398256.790538 + Penalty 1822.776376 = -1396434.014162 nChanged 1107 SP:Iteration 2F (5051.898601 sec): 3 clusters Score: Raw -1398978.533431 + Penalty 1822.776376 = -1397155.757056 nChanged 1175 SP:Iteration 3F (5051.949481 sec): 3 clusters Score: Raw -1399886.380919 + Penalty 1822.776376 = -1398063.604544 nChanged 1213 SP:Iteration 4F (5052.022102 sec): 3 clusters Score: Raw -1400839.819834 + Penalty 1822.776376 = -1399017.043458 nChanged 1031 SP:Iteration 5F (5052.078957 sec): 3 clusters Score: Raw -1401621.237047 + Penalty 1822.776376 = -1399798.460671 nChanged 822 SP:Iteration 6F (5052.152916 sec): 3 clusters Score: Raw -1402265.206593 + Penalty 1822.776376 = -1400442.430217 nChanged 606 SP:Iteration 7Q (5052.216702 sec): 3 clusters Score: Raw -1402711.194522 + Penalty 1822.776376 = -1400888.418146 nChanged 448 SP:Iteration 8Q (5052.285622 sec): 3 clusters Score: Raw -1402951.518082 + Penalty 1822.776376 = -1401128.741707 nChanged 285 SP:Iteration 9Q (5052.351537 sec): 3 clusters Score: Raw -1403104.489230 + Penalty 1822.776376 = -1401281.712855 nChanged 221 SP:Iteration 10Q (5052.411350 sec): 3 clusters Score: Raw -1403252.815814 + Penalty 1822.776376 = -1401430.039438 nChanged 202 SP:Iteration 11Q (5052.478910 sec): 3 clusters Score: Raw -1403398.288482 + Penalty 1822.776376 = -1401575.512106 nChanged 198 SP:Iteration 12Q (5052.544983 sec): 3 clusters Score: Raw -1403544.003079 + Penalty 1822.776376 = -1401721.226704 nChanged 177 SP:Iteration 13Q (5052.602341 sec): 3 clusters Score: Raw -1403653.016489 + Penalty 1822.776376 = -1401830.240114 nChanged 151 SP:Iteration 14Q (5052.674968 sec): 3 clusters Score: Raw -1403730.487301 + Penalty 1822.776376 = -1401907.710926 nChanged 126 SP:Iteration 15Q (5052.741723 sec): 3 clusters Score: Raw -1403785.282990 + Penalty 1822.776376 = -1401962.506614 nChanged 109 SP:Iteration 16Q (5052.798895 sec): 3 clusters Score: Raw -1403817.155184 + Penalty 1822.776376 = -1401994.378808 nChanged 73 SP:Iteration 17Q (5052.874299 sec): 3 clusters Score: Raw -1403829.815644 + Penalty 1822.776376 = -1402007.039268 nChanged 45 SP:Iteration 18Q (5052.930488 sec): 3 clusters Score: Raw -1403835.646323 + Penalty 1822.776376 = -1402012.869947 nChanged 30 SP:Iteration 19Q (5053.006128 sec): 3 clusters Score: Raw -1403839.269639 + Penalty 1822.776376 = -1402016.493264 nChanged 21 SP:Iteration 20F (5053.071507 sec): 3 clusters Score: Raw -1403842.006434 + Penalty 1822.776376 = -1402019.230058 nChanged 17 SP:Iteration 21Q (5053.137608 sec): 3 clusters Score: Raw -1403844.411014 + Penalty 1822.776376 = -1402021.634639 nChanged 18 SP:Iteration 22Q (5053.203311 sec): 3 clusters Score: Raw -1403847.018736 + Penalty 1822.776376 = -1402024.242360 nChanged 17 SP:Iteration 23Q (5053.268963 sec): 3 clusters Score: Raw -1403849.886482 + Penalty 1822.776376 = -1402027.110106 nChanged 14 SP:Iteration 24Q (5053.333399 sec): 3 clusters Score: Raw -1403851.105004 + Penalty 1822.776376 = -1402028.328628 nChanged 10 SP:Iteration 25Q (5053.390493 sec): 3 clusters Score: Raw -1403851.984760 + Penalty 1822.776376 = -1402029.208384 nChanged 12 SP:Iteration 26Q (5053.444411 sec): 3 clusters Score: Raw -1403852.854475 + Penalty 1822.776376 = -1402030.078099 nChanged 7 SP:Iteration 27Q (5053.507795 sec): 3 clusters Score: Raw -1403853.224655 + Penalty 1822.776376 = -1402030.448279 nChanged 4 SP:Iteration 28Q (5053.570145 sec): 3 clusters Score: Raw -1403853.488278 + Penalty 1822.776376 = -1402030.711902 nChanged 5 SP:Iteration 29Q (5053.642293 sec): 3 clusters Score: Raw -1403853.691216 + Penalty 1822.776376 = -1402030.914840 nChanged 2 SP:Iteration 30Q (5053.704976 sec): 3 clusters Score: Raw -1403853.739140 + Penalty 1822.776376 = -1402030.962764 nChanged 0 SP:Iteration 31F (5053.764053 sec): 3 clusters Score: Raw -1403853.739140 + Penalty 1822.776376 = -1402030.962764 nChanged 0 Trying to split cluster 16 (30140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5053.822183 sec): 2 clusters Score: Raw -2818926.859271 + Penalty 979.792805 = -2817947.066466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5053.900829 sec): 3 clusters Score: Raw -2799893.720644 + Penalty 1959.585610 = -2797934.135034 nChanged 14127 SP:Iteration 1F (5053.988271 sec): 3 clusters Score: Raw -2808187.393150 + Penalty 1959.585610 = -2806227.807540 nChanged 1569 SP:Iteration 2F (5054.081733 sec): 3 clusters Score: Raw -2808820.731994 + Penalty 1959.585610 = -2806861.146384 nChanged 1714 SP:Iteration 3F (5054.164492 sec): 3 clusters Score: Raw -2809557.868788 + Penalty 1959.585610 = -2807598.283178 nChanged 1715 SP:Iteration 4F (5054.244909 sec): 3 clusters Score: Raw -2810408.734463 + Penalty 1959.585610 = -2808449.148853 nChanged 1848 SP:Iteration 5F (5054.332077 sec): 3 clusters Score: Raw -2811473.765520 + Penalty 1959.585610 = -2809514.179910 nChanged 1825 SP:Iteration 6F (5054.420130 sec): 3 clusters Score: Raw -2812707.312004 + Penalty 1959.585610 = -2810747.726395 nChanged 1695 SP:Iteration 7F (5054.503436 sec): 3 clusters Score: Raw -2813955.948951 + Penalty 1959.585610 = -2811996.363341 nChanged 1468 SP:Iteration 8Q (5054.592809 sec): 3 clusters Score: Raw -2815149.455478 + Penalty 1959.585610 = -2813189.869869 nChanged 1279 SP:Iteration 9Q (5054.672471 sec): 3 clusters Score: Raw -2816282.840805 + Penalty 1959.585610 = -2814323.255196 nChanged 973 SP:Iteration 10Q (5054.752536 sec): 3 clusters Score: Raw -2817098.577831 + Penalty 1959.585610 = -2815138.992221 nChanged 679 SP:Iteration 11Q (5054.843174 sec): 3 clusters Score: Raw -2817657.896637 + Penalty 1959.585610 = -2815698.311027 nChanged 513 SP:Iteration 12Q (5054.924979 sec): 3 clusters Score: Raw -2818037.470699 + Penalty 1959.585610 = -2816077.885089 nChanged 367 SP:Iteration 13Q (5054.991302 sec): 3 clusters Score: Raw -2818272.201053 + Penalty 1959.585610 = -2816312.615443 nChanged 287 SP:Iteration 14Q (5055.082076 sec): 3 clusters Score: Raw -2818420.734288 + Penalty 1959.585610 = -2816461.148678 nChanged 213 SP:Iteration 15Q (5055.160710 sec): 3 clusters Score: Raw -2818525.717435 + Penalty 1959.585610 = -2816566.131825 nChanged 191 SP:Iteration 16Q (5055.242327 sec): 3 clusters Score: Raw -2818620.433676 + Penalty 1959.585610 = -2816660.848066 nChanged 174 SP:Iteration 17Q (5055.324237 sec): 3 clusters Score: Raw -2818708.421328 + Penalty 1959.585610 = -2816748.835719 nChanged 138 SP:Iteration 18Q (5055.404826 sec): 3 clusters Score: Raw -2818771.304208 + Penalty 1959.585610 = -2816811.718598 nChanged 111 SP:Iteration 19Q (5055.482668 sec): 3 clusters Score: Raw -2818825.248596 + Penalty 1959.585610 = -2816865.662986 nChanged 100 SP:Iteration 20F (5055.567076 sec): 3 clusters Score: Raw -2818872.704576 + Penalty 1959.585610 = -2816913.118966 nChanged 79 SP:Iteration 21Q (5055.646978 sec): 3 clusters Score: Raw -2818908.279796 + Penalty 1959.585610 = -2816948.694187 nChanged 67 SP:Iteration 22Q (5055.728890 sec): 3 clusters Score: Raw -2818946.134816 + Penalty 1959.585610 = -2816986.549207 nChanged 56 SP:Iteration 23Q (5055.810794 sec): 3 clusters Score: Raw -2818972.391666 + Penalty 1959.585610 = -2817012.806056 nChanged 48 SP:Iteration 24Q (5055.892247 sec): 3 clusters Score: Raw -2818991.593158 + Penalty 1959.585610 = -2817032.007548 nChanged 39 SP:Iteration 25Q (5055.973416 sec): 3 clusters Score: Raw -2819003.181648 + Penalty 1959.585610 = -2817043.596038 nChanged 23 SP:Iteration 26Q (5056.053929 sec): 3 clusters Score: Raw -2819010.755764 + Penalty 1959.585610 = -2817051.170154 nChanged 18 SP:Iteration 27Q (5056.136703 sec): 3 clusters Score: Raw -2819019.272176 + Penalty 1959.585610 = -2817059.686566 nChanged 23 SP:Iteration 28Q (5056.201939 sec): 3 clusters Score: Raw -2819027.462806 + Penalty 1959.585610 = -2817067.877196 nChanged 14 SP:Iteration 29Q (5056.286429 sec): 3 clusters Score: Raw -2819033.742614 + Penalty 1959.585610 = -2817074.157004 nChanged 21 SP:Iteration 30Q (5056.345675 sec): 3 clusters Score: Raw -2819042.363782 + Penalty 1959.585610 = -2817082.778173 nChanged 12 SP:Iteration 31Q (5056.431855 sec): 3 clusters Score: Raw -2819047.952379 + Penalty 1959.585610 = -2817088.366769 nChanged 14 SP:Iteration 32Q (5056.513126 sec): 3 clusters Score: Raw -2819053.470341 + Penalty 1959.585610 = -2817093.884731 nChanged 11 SP:Iteration 33Q (5056.591672 sec): 3 clusters Score: Raw -2819057.919730 + Penalty 1959.585610 = -2817098.334121 nChanged 10 SP:Iteration 34Q (5056.676745 sec): 3 clusters Score: Raw -2819062.610961 + Penalty 1959.585610 = -2817103.025352 nChanged 6 SP:Iteration 35Q (5056.758190 sec): 3 clusters Score: Raw -2819065.169186 + Penalty 1959.585610 = -2817105.583577 nChanged 8 SP:Iteration 36Q (5056.823802 sec): 3 clusters Score: Raw -2819069.223389 + Penalty 1959.585610 = -2817109.637779 nChanged 5 SP:Iteration 37Q (5056.906211 sec): 3 clusters Score: Raw -2819070.342338 + Penalty 1959.585610 = -2817110.756728 nChanged 3 SP:Iteration 38Q (5056.987222 sec): 3 clusters Score: Raw -2819071.084288 + Penalty 1959.585610 = -2817111.498679 nChanged 4 SP:Iteration 39Q (5057.067985 sec): 3 clusters Score: Raw -2819072.131326 + Penalty 1959.585610 = -2817112.545717 nChanged 3 SP:Iteration 40F (5057.154705 sec): 3 clusters Score: Raw -2819072.624544 + Penalty 1959.585610 = -2817113.038934 nChanged 2 SP:Iteration 41Q (5057.232951 sec): 3 clusters Score: Raw -2819073.341966 + Penalty 1959.585610 = -2817113.756356 nChanged 2 SP:Iteration 42Q (5057.313683 sec): 3 clusters Score: Raw -2819073.773552 + Penalty 1959.585610 = -2817114.187942 nChanged 2 SP:Iteration 43Q (5057.392847 sec): 3 clusters Score: Raw -2819073.962428 + Penalty 1959.585610 = -2817114.376818 nChanged 0 SP:Iteration 44F (5057.471907 sec): 3 clusters Score: Raw -2819073.962428 + Penalty 1959.585610 = -2817114.376818 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5057.502251 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5057.542361 sec): 3 clusters Score: Raw -17012.209508 + Penalty 1005.727917 = -16006.481592 nChanged 39 SP:Iteration 1F (5057.589880 sec): 3 clusters Score: Raw -17111.574982 + Penalty 1005.727917 = -16105.847066 nChanged 14 SP:Iteration 2F (5057.633293 sec): 3 clusters Score: Raw -17164.315097 + Penalty 1005.727917 = -16158.587180 nChanged 4 SP:Iteration 3Q (5057.679894 sec): 3 clusters Score: Raw -17171.156920 + Penalty 1005.727917 = -16165.429003 nChanged 3 SP:Iteration 4Q (5057.727631 sec): 3 clusters Score: Raw -17177.688152 + Penalty 1005.727917 = -16171.960235 nChanged 2 SP:Iteration 5Q (5057.783120 sec): 3 clusters Score: Raw -17179.774360 + Penalty 1005.727917 = -16174.046443 nChanged 0 SP:Iteration 6F (5057.832213 sec): 3 clusters Score: Raw -17179.774360 + Penalty 1005.727917 = -16174.046443 nChanged 0 Trying to split cluster 18 (129934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5057.994564 sec): 2 clusters Score: Raw -12925294.527060 + Penalty 1118.604281 = -12924175.922779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5058.207902 sec): 3 clusters Score: Raw -12839196.000409 + Penalty 2237.208563 = -12836958.791846 nChanged 62997 SP:Iteration 1F (5058.409787 sec): 3 clusters Score: Raw -12879091.022892 + Penalty 2237.208563 = -12876853.814329 nChanged 6098 SP:Iteration 2Q (5058.623656 sec): 3 clusters Score: Raw -12881417.823952 + Penalty 2237.208563 = -12879180.615389 nChanged 6662 SP:Iteration 3F (5058.833075 sec): 3 clusters Score: Raw -12884241.379895 + Penalty 2237.208563 = -12882004.171333 nChanged 6924 SP:Iteration 4F (5059.042667 sec): 3 clusters Score: Raw -12887379.013522 + Penalty 2237.208563 = -12885141.804959 nChanged 6880 SP:Iteration 5F (5059.241252 sec): 3 clusters Score: Raw -12890677.162720 + Penalty 2237.208563 = -12888439.954158 nChanged 6636 SP:Iteration 6F (5059.453110 sec): 3 clusters Score: Raw -12894224.458790 + Penalty 2237.208563 = -12891987.250228 nChanged 6402 SP:Iteration 7Q (5059.668493 sec): 3 clusters Score: Raw -12898251.550592 + Penalty 2237.208563 = -12896014.342030 nChanged 6275 SP:Iteration 8Q (5059.879667 sec): 3 clusters Score: Raw -12902661.719860 + Penalty 2237.208563 = -12900424.511297 nChanged 5819 SP:Iteration 9Q (5060.094874 sec): 3 clusters Score: Raw -12906343.285694 + Penalty 2237.208563 = -12904106.077132 nChanged 4707 SP:Iteration 10Q (5060.302638 sec): 3 clusters Score: Raw -12908520.058586 + Penalty 2237.208563 = -12906282.850023 nChanged 3331 SP:Iteration 11Q (5060.505726 sec): 3 clusters Score: Raw -12909711.687041 + Penalty 2237.208563 = -12907474.478478 nChanged 2553 SP:Iteration 12Q (5060.700851 sec): 3 clusters Score: Raw -12910606.912836 + Penalty 2237.208563 = -12908369.704273 nChanged 2319 SP:Iteration 13Q (5060.904264 sec): 3 clusters Score: Raw -12911458.027968 + Penalty 2237.208563 = -12909220.819406 nChanged 2375 SP:Iteration 14Q (5061.116282 sec): 3 clusters Score: Raw -12912390.360333 + Penalty 2237.208563 = -12910153.151770 nChanged 2405 SP:Iteration 15Q (5061.320886 sec): 3 clusters Score: Raw -12913402.274520 + Penalty 2237.208563 = -12911165.065957 nChanged 2389 SP:Iteration 16Q (5061.531881 sec): 3 clusters Score: Raw -12914485.418347 + Penalty 2237.208563 = -12912248.209784 nChanged 2472 SP:Iteration 17Q (5061.732232 sec): 3 clusters Score: Raw -12915661.593015 + Penalty 2237.208563 = -12913424.384453 nChanged 2403 SP:Iteration 18Q (5061.942106 sec): 3 clusters Score: Raw -12916910.266470 + Penalty 2237.208563 = -12914673.057907 nChanged 2316 SP:Iteration 19Q (5062.161861 sec): 3 clusters Score: Raw -12918122.647557 + Penalty 2237.208563 = -12915885.438995 nChanged 2186 SP:Iteration 20F (5062.368377 sec): 3 clusters Score: Raw -12919315.629716 + Penalty 2237.208563 = -12917078.421153 nChanged 2019 SP:Iteration 21Q (5062.570244 sec): 3 clusters Score: Raw -12920394.115621 + Penalty 2237.208563 = -12918156.907058 nChanged 1845 SP:Iteration 22Q (5062.776905 sec): 3 clusters Score: Raw -12921283.791818 + Penalty 2237.208563 = -12919046.583256 nChanged 1606 SP:Iteration 23Q (5062.964687 sec): 3 clusters Score: Raw -12921962.297808 + Penalty 2237.208563 = -12919725.089245 nChanged 1409 SP:Iteration 24Q (5063.163936 sec): 3 clusters Score: Raw -12922453.513153 + Penalty 2237.208563 = -12920216.304590 nChanged 1111 SP:Iteration 25Q (5063.352579 sec): 3 clusters Score: Raw -12922777.836661 + Penalty 2237.208563 = -12920540.628098 nChanged 962 SP:Iteration 26Q (5063.536851 sec): 3 clusters Score: Raw -12923016.722114 + Penalty 2237.208563 = -12920779.513552 nChanged 782 SP:Iteration 27Q (5063.729678 sec): 3 clusters Score: Raw -12923170.706972 + Penalty 2237.208563 = -12920933.498410 nChanged 611 SP:Iteration 28Q (5063.923334 sec): 3 clusters Score: Raw -12923279.922278 + Penalty 2237.208563 = -12921042.713716 nChanged 578 SP:Iteration 29Q (5064.119375 sec): 3 clusters Score: Raw -12923379.851125 + Penalty 2237.208563 = -12921142.642562 nChanged 543 SP:Iteration 30Q (5064.324096 sec): 3 clusters Score: Raw -12923470.501086 + Penalty 2237.208563 = -12921233.292523 nChanged 531 SP:Iteration 31Q (5064.522424 sec): 3 clusters Score: Raw -12923548.678007 + Penalty 2237.208563 = -12921311.469444 nChanged 495 SP:Iteration 32Q (5064.716112 sec): 3 clusters Score: Raw -12923616.520137 + Penalty 2237.208563 = -12921379.311574 nChanged 465 SP:Iteration 33Q (5064.916079 sec): 3 clusters Score: Raw -12923675.014932 + Penalty 2237.208563 = -12921437.806369 nChanged 441 SP:Iteration 34Q (5065.111639 sec): 3 clusters Score: Raw -12923726.353748 + Penalty 2237.208563 = -12921489.145185 nChanged 409 SP:Iteration 35Q (5065.298071 sec): 3 clusters Score: Raw -12923769.524453 + Penalty 2237.208563 = -12921532.315890 nChanged 385 SP:Iteration 36Q (5065.480074 sec): 3 clusters Score: Raw -12923811.583496 + Penalty 2237.208563 = -12921574.374933 nChanged 389 SP:Iteration 37Q (5065.667765 sec): 3 clusters Score: Raw -12923852.184545 + Penalty 2237.208563 = -12921614.975982 nChanged 378 SP:Iteration 38Q (5065.871300 sec): 3 clusters Score: Raw -12923890.704476 + Penalty 2237.208563 = -12921653.495913 nChanged 364 SP:Iteration 39Q (5066.054049 sec): 3 clusters Score: Raw -12923927.770574 + Penalty 2237.208563 = -12921690.562012 nChanged 349 SP:Iteration 40F (5066.250394 sec): 3 clusters Score: Raw -12923961.506596 + Penalty 2237.208563 = -12921724.298033 nChanged 362 SP:Iteration 41Q (5066.443265 sec): 3 clusters Score: Raw -12923995.841926 + Penalty 2237.208563 = -12921758.633364 nChanged 332 SP:Iteration 42Q (5066.635642 sec): 3 clusters Score: Raw -12924025.671824 + Penalty 2237.208563 = -12921788.463261 nChanged 311 SP:Iteration 43Q (5066.831230 sec): 3 clusters Score: Raw -12924053.417401 + Penalty 2237.208563 = -12921816.208838 nChanged 302 SP:Iteration 44Q (5067.029757 sec): 3 clusters Score: Raw -12924078.437993 + Penalty 2237.208563 = -12921841.229430 nChanged 264 SP:Iteration 45Q (5067.220497 sec): 3 clusters Score: Raw -12924099.655955 + Penalty 2237.208563 = -12921862.447392 nChanged 297 SP:Iteration 46Q (5067.412388 sec): 3 clusters Score: Raw -12924125.863862 + Penalty 2237.208563 = -12921888.655300 nChanged 306 SP:Iteration 47Q (5067.602247 sec): 3 clusters Score: Raw -12924153.783031 + Penalty 2237.208563 = -12921916.574468 nChanged 303 SP:Iteration 48Q (5067.797185 sec): 3 clusters Score: Raw -12924181.064663 + Penalty 2237.208563 = -12921943.856101 nChanged 312 SP:Iteration 49Q (5067.995461 sec): 3 clusters Score: Raw -12924209.952586 + Penalty 2237.208563 = -12921972.744023 nChanged 298 SP:Iteration 50Q (5068.177781 sec): 3 clusters Score: Raw -12924236.203238 + Penalty 2237.208563 = -12921998.994675 nChanged 277 SP:Iteration 51Q (5068.365115 sec): 3 clusters Score: Raw -12924259.010543 + Penalty 2237.208563 = -12922021.801980 nChanged 269 SP:Iteration 52Q (5068.562202 sec): 3 clusters Score: Raw -12924282.889866 + Penalty 2237.208563 = -12922045.681304 nChanged 275 SP:Iteration 53Q (5068.758058 sec): 3 clusters Score: Raw -12924305.916353 + Penalty 2237.208563 = -12922068.707790 nChanged 247 SP:Iteration 54Q (5068.954186 sec): 3 clusters Score: Raw -12924327.011893 + Penalty 2237.208563 = -12922089.803330 nChanged 275 SP:Iteration 55Q (5069.146511 sec): 3 clusters Score: Raw -12924352.052435 + Penalty 2237.208563 = -12922114.843872 nChanged 286 SP:Iteration 56Q (5069.344689 sec): 3 clusters Score: Raw -12924377.312001 + Penalty 2237.208563 = -12922140.103439 nChanged 274 SP:Iteration 57Q (5069.536345 sec): 3 clusters Score: Raw -12924403.023612 + Penalty 2237.208563 = -12922165.815050 nChanged 290 SP:Iteration 58Q (5069.719390 sec): 3 clusters Score: Raw -12924428.965609 + Penalty 2237.208563 = -12922191.757047 nChanged 248 SP:Iteration 59Q (5069.921698 sec): 3 clusters Score: Raw -12924450.230426 + Penalty 2237.208563 = -12922213.021864 nChanged 245 SP:Iteration 60F (5070.131448 sec): 3 clusters Score: Raw -12924471.223739 + Penalty 2237.208563 = -12922234.015177 nChanged 224 SP:Iteration 61Q (5070.333185 sec): 3 clusters Score: Raw -12924489.837971 + Penalty 2237.208563 = -12922252.629408 nChanged 211 SP:Iteration 62Q (5070.523030 sec): 3 clusters Score: Raw -12924506.018798 + Penalty 2237.208563 = -12922268.810236 nChanged 209 SP:Iteration 63Q (5070.717486 sec): 3 clusters Score: Raw -12924522.223600 + Penalty 2237.208563 = -12922285.015037 nChanged 202 SP:Iteration 64Q (5070.908569 sec): 3 clusters Score: Raw -12924536.691151 + Penalty 2237.208563 = -12922299.482589 nChanged 178 SP:Iteration 65Q (5071.100762 sec): 3 clusters Score: Raw -12924548.647878 + Penalty 2237.208563 = -12922311.439315 nChanged 174 SP:Iteration 66Q (5071.291104 sec): 3 clusters Score: Raw -12924560.733658 + Penalty 2237.208563 = -12922323.525096 nChanged 171 SP:Iteration 67Q (5071.491057 sec): 3 clusters Score: Raw -12924573.583746 + Penalty 2237.208563 = -12922336.375184 nChanged 181 SP:Iteration 68Q (5071.676804 sec): 3 clusters Score: Raw -12924587.795146 + Penalty 2237.208563 = -12922350.586584 nChanged 186 SP:Iteration 69Q (5071.867151 sec): 3 clusters Score: Raw -12924601.138371 + Penalty 2237.208563 = -12922363.929808 nChanged 174 SP:Iteration 70Q (5072.055034 sec): 3 clusters Score: Raw -12924613.082170 + Penalty 2237.208563 = -12922375.873607 nChanged 151 SP:Iteration 71Q (5072.241374 sec): 3 clusters Score: Raw -12924622.468298 + Penalty 2237.208563 = -12922385.259735 nChanged 146 SP:Iteration 72Q (5072.418086 sec): 3 clusters Score: Raw -12924631.975402 + Penalty 2237.208563 = -12922394.766839 nChanged 147 SP:Iteration 73Q (5072.612557 sec): 3 clusters Score: Raw -12924641.836662 + Penalty 2237.208563 = -12922404.628100 nChanged 143 SP:Iteration 74Q (5072.803784 sec): 3 clusters Score: Raw -12924651.784881 + Penalty 2237.208563 = -12922414.576319 nChanged 152 SP:Iteration 75Q (5072.987966 sec): 3 clusters Score: Raw -12924662.214259 + Penalty 2237.208563 = -12922425.005697 nChanged 148 SP:Iteration 76Q (5073.166847 sec): 3 clusters Score: Raw -12924672.090119 + Penalty 2237.208563 = -12922434.881556 nChanged 131 SP:Iteration 77Q (5073.353628 sec): 3 clusters Score: Raw -12924681.436556 + Penalty 2237.208563 = -12922444.227994 nChanged 124 SP:Iteration 78Q (5073.556067 sec): 3 clusters Score: Raw -12924689.453680 + Penalty 2237.208563 = -12922452.245117 nChanged 134 SP:Iteration 79Q (5073.724112 sec): 3 clusters Score: Raw -12924698.718915 + Penalty 2237.208563 = -12922461.510353 nChanged 134 SP:Iteration 80F (5073.924072 sec): 3 clusters Score: Raw -12924707.114352 + Penalty 2237.208563 = -12922469.905790 nChanged 125 SP:Iteration 81Q (5074.107801 sec): 3 clusters Score: Raw -12924714.604428 + Penalty 2237.208563 = -12922477.395866 nChanged 119 SP:Iteration 82Q (5074.290465 sec): 3 clusters Score: Raw -12924721.426839 + Penalty 2237.208563 = -12922484.218277 nChanged 115 SP:Iteration 83Q (5074.474417 sec): 3 clusters Score: Raw -12924727.452455 + Penalty 2237.208563 = -12922490.243892 nChanged 100 SP:Iteration 84Q (5074.660055 sec): 3 clusters Score: Raw -12924733.620094 + Penalty 2237.208563 = -12922496.411531 nChanged 109 SP:Iteration 85Q (5074.844152 sec): 3 clusters Score: Raw -12924739.839485 + Penalty 2237.208563 = -12922502.630923 nChanged 102 SP:Iteration 86Q (5075.028961 sec): 3 clusters Score: Raw -12924745.046310 + Penalty 2237.208563 = -12922507.837748 nChanged 89 SP:Iteration 87Q (5075.207774 sec): 3 clusters Score: Raw -12924749.653125 + Penalty 2237.208563 = -12922512.444562 nChanged 77 SP:Iteration 88Q (5075.384373 sec): 3 clusters Score: Raw -12924753.436973 + Penalty 2237.208563 = -12922516.228411 nChanged 94 SP:Iteration 89Q (5075.560317 sec): 3 clusters Score: Raw -12924758.531179 + Penalty 2237.208563 = -12922521.322617 nChanged 94 SP:Iteration 90Q (5075.736318 sec): 3 clusters Score: Raw -12924764.035459 + Penalty 2237.208563 = -12922526.826896 nChanged 97 SP:Iteration 91Q (5075.913699 sec): 3 clusters Score: Raw -12924769.596254 + Penalty 2237.208563 = -12922532.387692 nChanged 100 SP:Iteration 92Q (5076.096090 sec): 3 clusters Score: Raw -12924775.401211 + Penalty 2237.208563 = -12922538.192649 nChanged 95 SP:Iteration 93Q (5076.269662 sec): 3 clusters Score: Raw -12924780.846160 + Penalty 2237.208563 = -12922543.637597 nChanged 100 SP:Iteration 94Q (5076.450089 sec): 3 clusters Score: Raw -12924786.125769 + Penalty 2237.208563 = -12922548.917206 nChanged 92 SP:Iteration 95Q (5076.625975 sec): 3 clusters Score: Raw -12924790.678253 + Penalty 2237.208563 = -12922553.469691 nChanged 81 SP:Iteration 96Q (5076.796831 sec): 3 clusters Score: Raw -12924795.117970 + Penalty 2237.208563 = -12922557.909408 nChanged 115 SP:Iteration 97Q (5076.973300 sec): 3 clusters Score: Raw -12924802.140009 + Penalty 2237.208563 = -12922564.931446 nChanged 106 SP:Iteration 98Q (5077.146962 sec): 3 clusters Score: Raw -12924808.718279 + Penalty 2237.208563 = -12922571.509717 nChanged 101 SP:Iteration 99Q (5077.324901 sec): 3 clusters Score: Raw -12924814.212023 + Penalty 2237.208563 = -12922577.003460 nChanged 82 SP:Iteration 100F (5077.527832 sec): 3 clusters Score: Raw -12924818.230461 + Penalty 2237.208563 = -12922581.021899 nChanged 85 SP:Iteration 101Q (5077.709811 sec): 3 clusters Score: Raw -12924822.458982 + Penalty 2237.208563 = -12922585.250419 nChanged 85 SP:Iteration 102Q (5077.887962 sec): 3 clusters Score: Raw -12924827.036233 + Penalty 2237.208563 = -12922589.827671 nChanged 80 SP:Iteration 103Q (5078.051180 sec): 3 clusters Score: Raw -12924831.266137 + Penalty 2237.208563 = -12922594.057574 nChanged 82 SP:Iteration 104Q (5078.225276 sec): 3 clusters Score: Raw -12924835.816897 + Penalty 2237.208563 = -12922598.608334 nChanged 94 SP:Iteration 105Q (5078.402335 sec): 3 clusters Score: Raw -12924841.100002 + Penalty 2237.208563 = -12922603.891439 nChanged 89 SP:Iteration 106Q (5078.571386 sec): 3 clusters Score: Raw -12924846.203228 + Penalty 2237.208563 = -12922608.994665 nChanged 90 SP:Iteration 107Q (5078.739877 sec): 3 clusters Score: Raw -12924851.912619 + Penalty 2237.208563 = -12922614.704057 nChanged 98 SP:Iteration 108Q (5078.915953 sec): 3 clusters Score: Raw -12924857.370014 + Penalty 2237.208563 = -12922620.161451 nChanged 96 SP:Iteration 109Q (5079.093705 sec): 3 clusters Score: Raw -12924863.038503 + Penalty 2237.208563 = -12922625.829940 nChanged 86 SP:Iteration 110Q (5079.266743 sec): 3 clusters Score: Raw -12924868.105952 + Penalty 2237.208563 = -12922630.897389 nChanged 80 SP:Iteration 111Q (5079.449855 sec): 3 clusters Score: Raw -12924872.546455 + Penalty 2237.208563 = -12922635.337893 nChanged 73 SP:Iteration 112Q (5079.630592 sec): 3 clusters Score: Raw -12924877.154643 + Penalty 2237.208563 = -12922639.946080 nChanged 83 SP:Iteration 113Q (5079.807389 sec): 3 clusters Score: Raw -12924882.269885 + Penalty 2237.208563 = -12922645.061322 nChanged 80 SP:Iteration 114Q (5079.984182 sec): 3 clusters Score: Raw -12924886.675776 + Penalty 2237.208563 = -12922649.467213 nChanged 77 SP:Iteration 115Q (5080.155678 sec): 3 clusters Score: Raw -12924890.914830 + Penalty 2237.208563 = -12922653.706267 nChanged 65 SP:Iteration 116Q (5080.331612 sec): 3 clusters Score: Raw -12924893.700335 + Penalty 2237.208563 = -12922656.491773 nChanged 54 SP:Iteration 117Q (5080.507180 sec): 3 clusters Score: Raw -12924896.082417 + Penalty 2237.208563 = -12922658.873855 nChanged 59 SP:Iteration 118Q (5080.687123 sec): 3 clusters Score: Raw -12924899.100111 + Penalty 2237.208563 = -12922661.891549 nChanged 55 SP:Iteration 119Q (5080.859975 sec): 3 clusters Score: Raw -12924902.204697 + Penalty 2237.208563 = -12922664.996134 nChanged 52 SP:Iteration 120F (5081.054638 sec): 3 clusters Score: Raw -12924904.804085 + Penalty 2237.208563 = -12922667.595522 nChanged 54 SP:Iteration 121Q (5081.229212 sec): 3 clusters Score: Raw -12924907.182972 + Penalty 2237.208563 = -12922669.974410 nChanged 53 SP:Iteration 122Q (5081.403247 sec): 3 clusters Score: Raw -12924909.637945 + Penalty 2237.208563 = -12922672.429383 nChanged 57 SP:Iteration 123Q (5081.571740 sec): 3 clusters Score: Raw -12924912.248588 + Penalty 2237.208563 = -12922675.040026 nChanged 58 SP:Iteration 124Q (5081.750707 sec): 3 clusters Score: Raw -12924915.009969 + Penalty 2237.208563 = -12922677.801406 nChanged 45 SP:Iteration 125Q (5081.935702 sec): 3 clusters Score: Raw -12924916.946089 + Penalty 2237.208563 = -12922679.737526 nChanged 42 SP:Iteration 126Q (5082.109845 sec): 3 clusters Score: Raw -12924918.703243 + Penalty 2237.208563 = -12922681.494681 nChanged 31 SP:Iteration 127Q (5082.298880 sec): 3 clusters Score: Raw -12924919.791953 + Penalty 2237.208563 = -12922682.583390 nChanged 33 SP:Iteration 128Q (5082.476520 sec): 3 clusters Score: Raw -12924921.346588 + Penalty 2237.208563 = -12922684.138025 nChanged 41 SP:Iteration 129Q (5082.659099 sec): 3 clusters Score: Raw -12924923.257939 + Penalty 2237.208563 = -12922686.049377 nChanged 30 SP:Iteration 130Q (5082.834903 sec): 3 clusters Score: Raw -12924924.404717 + Penalty 2237.208563 = -12922687.196154 nChanged 27 SP:Iteration 131Q (5083.018597 sec): 3 clusters Score: Raw -12924925.172389 + Penalty 2237.208563 = -12922687.963827 nChanged 23 SP:Iteration 132Q (5083.194915 sec): 3 clusters Score: Raw -12924926.192864 + Penalty 2237.208563 = -12922688.984301 nChanged 32 SP:Iteration 133Q (5083.374820 sec): 3 clusters Score: Raw -12924927.681071 + Penalty 2237.208563 = -12922690.472508 nChanged 35 SP:Iteration 134Q (5083.566995 sec): 3 clusters Score: Raw -12924929.805986 + Penalty 2237.208563 = -12922692.597424 nChanged 39 SP:Iteration 135Q (5083.741613 sec): 3 clusters Score: Raw -12924931.797771 + Penalty 2237.208563 = -12922694.589208 nChanged 46 SP:Iteration 136Q (5083.931552 sec): 3 clusters Score: Raw -12924934.025273 + Penalty 2237.208563 = -12922696.816711 nChanged 46 SP:Iteration 137Q (5084.109937 sec): 3 clusters Score: Raw -12924936.078443 + Penalty 2237.208563 = -12922698.869880 nChanged 43 SP:Iteration 138Q (5084.284489 sec): 3 clusters Score: Raw -12924937.829237 + Penalty 2237.208563 = -12922700.620675 nChanged 35 SP:Iteration 139Q (5084.463074 sec): 3 clusters Score: Raw -12924939.137035 + Penalty 2237.208563 = -12922701.928472 nChanged 35 SP:Iteration 140F (5084.656595 sec): 3 clusters Score: Raw -12924940.642884 + Penalty 2237.208563 = -12922703.434322 nChanged 38 SP:Iteration 141Q (5084.826884 sec): 3 clusters Score: Raw -12924942.138443 + Penalty 2237.208563 = -12922704.929881 nChanged 37 SP:Iteration 142Q (5084.993474 sec): 3 clusters Score: Raw -12924943.269337 + Penalty 2237.208563 = -12922706.060775 nChanged 25 SP:Iteration 143Q (5085.169323 sec): 3 clusters Score: Raw -12924944.004151 + Penalty 2237.208563 = -12922706.795588 nChanged 21 SP:Iteration 144Q (5085.345288 sec): 3 clusters Score: Raw -12924944.502304 + Penalty 2237.208563 = -12922707.293742 nChanged 17 SP:Iteration 145Q (5085.527012 sec): 3 clusters Score: Raw -12924944.886474 + Penalty 2237.208563 = -12922707.677912 nChanged 15 SP:Iteration 146Q (5085.692745 sec): 3 clusters Score: Raw -12924945.283414 + Penalty 2237.208563 = -12922708.074851 nChanged 20 SP:Iteration 147Q (5085.854499 sec): 3 clusters Score: Raw -12924945.833879 + Penalty 2237.208563 = -12922708.625316 nChanged 22 SP:Iteration 148Q (5086.037409 sec): 3 clusters Score: Raw -12924946.739813 + Penalty 2237.208563 = -12922709.531250 nChanged 23 SP:Iteration 149Q (5086.215387 sec): 3 clusters Score: Raw -12924947.708042 + Penalty 2237.208563 = -12922710.499479 nChanged 29 SP:Iteration 150Q (5086.391320 sec): 3 clusters Score: Raw -12924948.784457 + Penalty 2237.208563 = -12922711.575894 nChanged 26 SP:Iteration 151Q (5086.570702 sec): 3 clusters Score: Raw -12924949.734012 + Penalty 2237.208563 = -12922712.525449 nChanged 27 SP:Iteration 152Q (5086.752018 sec): 3 clusters Score: Raw -12924950.653223 + Penalty 2237.208563 = -12922713.444661 nChanged 20 SP:Iteration 153Q (5086.929979 sec): 3 clusters Score: Raw -12924951.225824 + Penalty 2237.208563 = -12922714.017261 nChanged 17 SP:Iteration 154Q (5087.106614 sec): 3 clusters Score: Raw -12924951.735904 + Penalty 2237.208563 = -12922714.527341 nChanged 16 SP:Iteration 155Q (5087.281594 sec): 3 clusters Score: Raw -12924952.299543 + Penalty 2237.208563 = -12922715.090980 nChanged 20 SP:Iteration 156Q (5087.451245 sec): 3 clusters Score: Raw -12924953.156288 + Penalty 2237.208563 = -12922715.947726 nChanged 28 SP:Iteration 157Q (5087.625281 sec): 3 clusters Score: Raw -12924954.376773 + Penalty 2237.208563 = -12922717.168211 nChanged 27 SP:Iteration 158Q (5087.791801 sec): 3 clusters Score: Raw -12924955.402189 + Penalty 2237.208563 = -12922718.193626 nChanged 29 SP:Iteration 159Q (5087.952312 sec): 3 clusters Score: Raw -12924956.674445 + Penalty 2237.208563 = -12922719.465882 nChanged 30 SP:Iteration 160F (5088.145031 sec): 3 clusters Score: Raw -12924957.937474 + Penalty 2237.208563 = -12922720.728911 nChanged 28 SP:Iteration 161Q (5088.315658 sec): 3 clusters Score: Raw -12924958.805492 + Penalty 2237.208563 = -12922721.596929 nChanged 23 SP:Iteration 162Q (5088.479676 sec): 3 clusters Score: Raw -12924959.590272 + Penalty 2237.208563 = -12922722.381710 nChanged 25 SP:Iteration 163Q (5088.654351 sec): 3 clusters Score: Raw -12924960.633043 + Penalty 2237.208563 = -12922723.424480 nChanged 27 SP:Iteration 164Q (5088.827986 sec): 3 clusters Score: Raw -12924961.694877 + Penalty 2237.208563 = -12922724.486314 nChanged 26 SP:Iteration 165Q (5089.004970 sec): 3 clusters Score: Raw -12924962.819748 + Penalty 2237.208563 = -12922725.611186 nChanged 28 SP:Iteration 166Q (5089.178439 sec): 3 clusters Score: Raw -12924964.020618 + Penalty 2237.208563 = -12922726.812056 nChanged 31 SP:Iteration 167Q (5089.347103 sec): 3 clusters Score: Raw -12924965.228925 + Penalty 2237.208563 = -12922728.020362 nChanged 28 SP:Iteration 168Q (5089.529821 sec): 3 clusters Score: Raw -12924966.109513 + Penalty 2237.208563 = -12922728.900950 nChanged 20 SP:Iteration 169Q (5089.695823 sec): 3 clusters Score: Raw -12924966.632360 + Penalty 2237.208563 = -12922729.423797 nChanged 11 SP:Iteration 170Q (5089.873011 sec): 3 clusters Score: Raw -12924966.810968 + Penalty 2237.208563 = -12922729.602406 nChanged 9 SP:Iteration 171Q (5090.042120 sec): 3 clusters Score: Raw -12924967.006622 + Penalty 2237.208563 = -12922729.798060 nChanged 8 SP:Iteration 172Q (5090.211671 sec): 3 clusters Score: Raw -12924967.175130 + Penalty 2237.208563 = -12922729.966567 nChanged 7 SP:Iteration 173Q (5090.399922 sec): 3 clusters Score: Raw -12924967.316284 + Penalty 2237.208563 = -12922730.107722 nChanged 4 SP:Iteration 174Q (5090.568118 sec): 3 clusters Score: Raw -12924967.362871 + Penalty 2237.208563 = -12922730.154308 nChanged 3 SP:Iteration 175Q (5090.741506 sec): 3 clusters Score: Raw -12924967.391011 + Penalty 2237.208563 = -12922730.182448 nChanged 3 SP:Iteration 176Q (5090.917214 sec): 3 clusters Score: Raw -12924967.417941 + Penalty 2237.208563 = -12922730.209378 nChanged 2 SP:Iteration 177Q (5091.082559 sec): 3 clusters Score: Raw -12924967.482446 + Penalty 2237.208563 = -12922730.273884 nChanged 2 SP:Iteration 178Q (5091.258886 sec): 3 clusters Score: Raw -12924967.514710 + Penalty 2237.208563 = -12922730.306147 nChanged 2 SP:Iteration 179Q (5091.438242 sec): 3 clusters Score: Raw -12924967.581606 + Penalty 2237.208563 = -12922730.373044 nChanged 2 SP:Iteration 180F (5091.618504 sec): 3 clusters Score: Raw -12924967.629286 + Penalty 2237.208563 = -12922730.420724 nChanged 2 SP:Iteration 181Q (5091.797693 sec): 3 clusters Score: Raw -12924967.694393 + Penalty 2237.208563 = -12922730.485830 nChanged 4 SP:Iteration 182Q (5091.967487 sec): 3 clusters Score: Raw -12924967.791853 + Penalty 2237.208563 = -12922730.583291 nChanged 6 SP:Iteration 183Q (5092.139508 sec): 3 clusters Score: Raw -12924967.996903 + Penalty 2237.208563 = -12922730.788341 nChanged 6 SP:Iteration 184Q (5092.307239 sec): 3 clusters Score: Raw -12924968.169675 + Penalty 2237.208563 = -12922730.961113 nChanged 8 SP:Iteration 185Q (5092.479532 sec): 3 clusters Score: Raw -12924968.371210 + Penalty 2237.208563 = -12922731.162648 nChanged 10 SP:Iteration 186Q (5092.654449 sec): 3 clusters Score: Raw -12924968.817155 + Penalty 2237.208563 = -12922731.608592 nChanged 14 SP:Iteration 187Q (5092.831012 sec): 3 clusters Score: Raw -12924969.201836 + Penalty 2237.208563 = -12922731.993273 nChanged 13 SP:Iteration 188Q (5093.007210 sec): 3 clusters Score: Raw -12924969.507570 + Penalty 2237.208563 = -12922732.299007 nChanged 11 SP:Iteration 189Q (5093.190397 sec): 3 clusters Score: Raw -12924969.742156 + Penalty 2237.208563 = -12922732.533593 nChanged 10 SP:Iteration 190Q (5093.364821 sec): 3 clusters Score: Raw -12924970.050656 + Penalty 2237.208563 = -12922732.842093 nChanged 12 SP:Iteration 191Q (5093.545028 sec): 3 clusters Score: Raw -12924970.479441 + Penalty 2237.208563 = -12922733.270878 nChanged 18 SP:Iteration 192Q (5093.726528 sec): 3 clusters Score: Raw -12924971.045534 + Penalty 2237.208563 = -12922733.836972 nChanged 15 SP:Iteration 193Q (5093.904542 sec): 3 clusters Score: Raw -12924971.374767 + Penalty 2237.208563 = -12922734.166204 nChanged 8 SP:Iteration 194Q (5094.082335 sec): 3 clusters Score: Raw -12924971.599593 + Penalty 2237.208563 = -12922734.391030 nChanged 7 SP:Iteration 195Q (5094.258175 sec): 3 clusters Score: Raw -12924971.733804 + Penalty 2237.208563 = -12922734.525241 nChanged 4 SP:Iteration 196Q (5094.445273 sec): 3 clusters Score: Raw -12924971.821211 + Penalty 2237.208563 = -12922734.612649 nChanged 4 SP:Iteration 197Q (5094.610854 sec): 3 clusters Score: Raw -12924971.896066 + Penalty 2237.208563 = -12922734.687504 nChanged 4 SP:Iteration 198Q (5094.789760 sec): 3 clusters Score: Raw -12924972.007754 + Penalty 2237.208563 = -12922734.799192 nChanged 2 SP:Iteration 199Q (5094.973755 sec): 3 clusters Score: Raw -12924972.038024 + Penalty 2237.208563 = -12922734.829461 nChanged 2 SP:Iteration 200F (5095.172766 sec): 3 clusters Score: Raw -12924972.062570 + Penalty 2237.208563 = -12922734.854008 nChanged 1 SP:Iteration 201Q (5095.349215 sec): 3 clusters Score: Raw -12924972.085998 + Penalty 2237.208563 = -12922734.877435 nChanged 1 SP:Iteration 202Q (5095.521272 sec): 3 clusters Score: Raw -12924972.101466 + Penalty 2237.208563 = -12922734.892903 nChanged 2 SP:Iteration 203Q (5095.700572 sec): 3 clusters Score: Raw -12924972.117693 + Penalty 2237.208563 = -12922734.909131 nChanged 1 SP:Iteration 204Q (5095.876359 sec): 3 clusters Score: Raw -12924972.122304 + Penalty 2237.208563 = -12922734.913742 nChanged 0 SP:Iteration 205F (5096.073268 sec): 3 clusters Score: Raw -12924972.122304 + Penalty 2237.208563 = -12922734.913742 nChanged 0 Trying to split cluster 19 (3125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5096.107074 sec): 2 clusters Score: Raw -270217.309725 + Penalty 764.483008 = -269452.826716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5096.139841 sec): 3 clusters Score: Raw -268611.221237 + Penalty 1528.966017 = -267082.255220 nChanged 1305 SP:Iteration 1F (5096.193308 sec): 3 clusters Score: Raw -269493.082048 + Penalty 1528.966017 = -267964.116031 nChanged 277 SP:Iteration 2F (5096.237798 sec): 3 clusters Score: Raw -269694.190181 + Penalty 1528.966017 = -268165.224164 nChanged 225 SP:Iteration 3F (5096.274236 sec): 3 clusters Score: Raw -269851.987830 + Penalty 1528.966017 = -268323.021813 nChanged 186 SP:Iteration 4F (5096.317187 sec): 3 clusters Score: Raw -269981.867971 + Penalty 1528.966017 = -268452.901954 nChanged 147 SP:Iteration 5Q (5096.372171 sec): 3 clusters Score: Raw -270080.396438 + Penalty 1528.966017 = -268551.430421 nChanged 113 SP:Iteration 6Q (5096.414512 sec): 3 clusters Score: Raw -270154.837679 + Penalty 1528.966017 = -268625.871662 nChanged 77 SP:Iteration 7Q (5096.462839 sec): 3 clusters Score: Raw -270203.593613 + Penalty 1528.966017 = -268674.627596 nChanged 63 SP:Iteration 8Q (5096.513763 sec): 3 clusters Score: Raw -270241.511783 + Penalty 1528.966017 = -268712.545766 nChanged 62 SP:Iteration 9Q (5096.567571 sec): 3 clusters Score: Raw -270279.119900 + Penalty 1528.966017 = -268750.153884 nChanged 51 SP:Iteration 10Q (5096.611695 sec): 3 clusters Score: Raw -270307.453717 + Penalty 1528.966017 = -268778.487700 nChanged 37 SP:Iteration 11Q (5096.653699 sec): 3 clusters Score: Raw -270331.026595 + Penalty 1528.966017 = -268802.060579 nChanged 42 SP:Iteration 12Q (5096.707703 sec): 3 clusters Score: Raw -270360.438913 + Penalty 1528.966017 = -268831.472896 nChanged 38 SP:Iteration 13Q (5096.749684 sec): 3 clusters Score: Raw -270384.286669 + Penalty 1528.966017 = -268855.320652 nChanged 31 SP:Iteration 14Q (5096.796331 sec): 3 clusters Score: Raw -270398.462015 + Penalty 1528.966017 = -268869.495998 nChanged 20 SP:Iteration 15Q (5096.844130 sec): 3 clusters Score: Raw -270411.597664 + Penalty 1528.966017 = -268882.631647 nChanged 13 SP:Iteration 16Q (5096.888679 sec): 3 clusters Score: Raw -270417.045185 + Penalty 1528.966017 = -268888.079168 nChanged 4 SP:Iteration 17Q (5096.932808 sec): 3 clusters Score: Raw -270418.500916 + Penalty 1528.966017 = -268889.534900 nChanged 3 SP:Iteration 18Q (5096.978374 sec): 3 clusters Score: Raw -270419.782825 + Penalty 1528.966017 = -268890.816808 nChanged 2 SP:Iteration 19Q (5097.023513 sec): 3 clusters Score: Raw -270420.403732 + Penalty 1528.966017 = -268891.437715 nChanged 0 SP:Iteration 20F (5097.073709 sec): 3 clusters Score: Raw -270420.403732 + Penalty 1528.966017 = -268891.437715 nChanged 0 Trying to split cluster 20 (27611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5097.115386 sec): 2 clusters Score: Raw -2426819.977372 + Penalty 971.467105 = -2425848.510268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5097.205775 sec): 3 clusters Score: Raw -2409241.758496 + Penalty 1942.934209 = -2407298.824287 nChanged 13006 SP:Iteration 1F (5097.281756 sec): 3 clusters Score: Raw -2417095.975975 + Penalty 1942.934209 = -2415153.041765 nChanged 1494 SP:Iteration 2F (5097.358619 sec): 3 clusters Score: Raw -2417687.930358 + Penalty 1942.934209 = -2415744.996148 nChanged 1502 SP:Iteration 3F (5097.437521 sec): 3 clusters Score: Raw -2418334.997110 + Penalty 1942.934209 = -2416392.062901 nChanged 1524 SP:Iteration 4F (5097.510232 sec): 3 clusters Score: Raw -2419022.358440 + Penalty 1942.934209 = -2417079.424230 nChanged 1468 SP:Iteration 5F (5097.591950 sec): 3 clusters Score: Raw -2419710.190619 + Penalty 1942.934209 = -2417767.256409 nChanged 1406 SP:Iteration 6F (5097.666594 sec): 3 clusters Score: Raw -2420436.166570 + Penalty 1942.934209 = -2418493.232360 nChanged 1404 SP:Iteration 7F (5097.748050 sec): 3 clusters Score: Raw -2421215.979824 + Penalty 1942.934209 = -2419273.045615 nChanged 1326 SP:Iteration 8Q (5097.824385 sec): 3 clusters Score: Raw -2422014.723578 + Penalty 1942.934209 = -2420071.789369 nChanged 1197 SP:Iteration 9Q (5097.901752 sec): 3 clusters Score: Raw -2422822.100152 + Penalty 1942.934209 = -2420879.165943 nChanged 1169 SP:Iteration 10Q (5097.991218 sec): 3 clusters Score: Raw -2423700.081185 + Penalty 1942.934209 = -2421757.146976 nChanged 1070 SP:Iteration 11Q (5098.064001 sec): 3 clusters Score: Raw -2424531.487407 + Penalty 1942.934209 = -2422588.553197 nChanged 920 SP:Iteration 12Q (5098.141861 sec): 3 clusters Score: Raw -2425283.953267 + Penalty 1942.934209 = -2423341.019057 nChanged 727 SP:Iteration 13Q (5098.228217 sec): 3 clusters Score: Raw -2425914.777706 + Penalty 1942.934209 = -2423971.843496 nChanged 440 SP:Iteration 14Q (5098.296119 sec): 3 clusters Score: Raw -2426301.105837 + Penalty 1942.934209 = -2424358.171628 nChanged 310 SP:Iteration 15Q (5098.360283 sec): 3 clusters Score: Raw -2426557.004870 + Penalty 1942.934209 = -2424614.070660 nChanged 196 SP:Iteration 16Q (5098.432683 sec): 3 clusters Score: Raw -2426696.175793 + Penalty 1942.934209 = -2424753.241583 nChanged 145 SP:Iteration 17Q (5098.512408 sec): 3 clusters Score: Raw -2426795.033990 + Penalty 1942.934209 = -2424852.099781 nChanged 103 SP:Iteration 18Q (5098.583130 sec): 3 clusters Score: Raw -2426867.912952 + Penalty 1942.934209 = -2424924.978743 nChanged 70 SP:Iteration 19Q (5098.647118 sec): 3 clusters Score: Raw -2426914.643642 + Penalty 1942.934209 = -2424971.709433 nChanged 56 SP:Iteration 20F (5098.741550 sec): 3 clusters Score: Raw -2426949.655204 + Penalty 1942.934209 = -2425006.720995 nChanged 41 SP:Iteration 21Q (5098.816997 sec): 3 clusters Score: Raw -2426977.442342 + Penalty 1942.934209 = -2425034.508133 nChanged 52 SP:Iteration 22Q (5098.895717 sec): 3 clusters Score: Raw -2427003.192802 + Penalty 1942.934209 = -2425060.258592 nChanged 37 SP:Iteration 23Q (5098.972781 sec): 3 clusters Score: Raw -2427020.805858 + Penalty 1942.934209 = -2425077.871649 nChanged 29 SP:Iteration 24Q (5099.036411 sec): 3 clusters Score: Raw -2427033.481939 + Penalty 1942.934209 = -2425090.547729 nChanged 15 SP:Iteration 25Q (5099.105278 sec): 3 clusters Score: Raw -2427037.969518 + Penalty 1942.934209 = -2425095.035308 nChanged 7 SP:Iteration 26Q (5099.169236 sec): 3 clusters Score: Raw -2427040.692493 + Penalty 1942.934209 = -2425097.758283 nChanged 7 SP:Iteration 27Q (5099.242991 sec): 3 clusters Score: Raw -2427041.929657 + Penalty 1942.934209 = -2425098.995448 nChanged 6 SP:Iteration 28Q (5099.308481 sec): 3 clusters Score: Raw -2427043.297585 + Penalty 1942.934209 = -2425100.363375 nChanged 2 SP:Iteration 29Q (5099.386176 sec): 3 clusters Score: Raw -2427043.761801 + Penalty 1942.934209 = -2425100.827591 nChanged 2 SP:Iteration 30Q (5099.451065 sec): 3 clusters Score: Raw -2427044.368979 + Penalty 1942.934209 = -2425101.434769 nChanged 1 SP:Iteration 31Q (5099.529967 sec): 3 clusters Score: Raw -2427044.663366 + Penalty 1942.934209 = -2425101.729156 nChanged 1 SP:Iteration 32Q (5099.595686 sec): 3 clusters Score: Raw -2427044.899618 + Penalty 1942.934209 = -2425101.965409 nChanged 1 SP:Iteration 33Q (5099.663775 sec): 3 clusters Score: Raw -2427045.257793 + Penalty 1942.934209 = -2425102.323583 nChanged 3 SP:Iteration 34Q (5099.741891 sec): 3 clusters Score: Raw -2427045.876935 + Penalty 1942.934209 = -2425102.942725 nChanged 3 SP:Iteration 35Q (5099.810980 sec): 3 clusters Score: Raw -2427046.689442 + Penalty 1942.934209 = -2425103.755232 nChanged 2 SP:Iteration 36Q (5099.883187 sec): 3 clusters Score: Raw -2427047.022820 + Penalty 1942.934209 = -2425104.088610 nChanged 2 SP:Iteration 37Q (5099.948842 sec): 3 clusters Score: Raw -2427047.468570 + Penalty 1942.934209 = -2425104.534361 nChanged 4 SP:Iteration 38Q (5100.021290 sec): 3 clusters Score: Raw -2427048.181523 + Penalty 1942.934209 = -2425105.247313 nChanged 1 SP:Iteration 39Q (5100.081866 sec): 3 clusters Score: Raw -2427048.322593 + Penalty 1942.934209 = -2425105.388383 nChanged 0 SP:Iteration 40F (5100.161336 sec): 3 clusters Score: Raw -2427048.322593 + Penalty 1942.934209 = -2425105.388383 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5100.182163 sec): 2 clusters Score: Raw -266265.170151 + Penalty 753.403756 = -265511.766395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5100.232300 sec): 3 clusters Score: Raw -264807.429781 + Penalty 1506.807512 = -263300.622269 nChanged 1125 SP:Iteration 1F (5100.269183 sec): 3 clusters Score: Raw -265515.402271 + Penalty 1506.807512 = -264008.594759 nChanged 252 SP:Iteration 2F (5100.323087 sec): 3 clusters Score: Raw -265715.401582 + Penalty 1506.807512 = -264208.594069 nChanged 219 SP:Iteration 3F (5100.370201 sec): 3 clusters Score: Raw -265907.708074 + Penalty 1506.807512 = -264400.900562 nChanged 184 SP:Iteration 4F (5100.410972 sec): 3 clusters Score: Raw -266071.681210 + Penalty 1506.807512 = -264564.873697 nChanged 157 SP:Iteration 5F (5100.463162 sec): 3 clusters Score: Raw -266211.427847 + Penalty 1506.807512 = -264704.620335 nChanged 169 SP:Iteration 6F (5100.513103 sec): 3 clusters Score: Raw -266379.832558 + Penalty 1506.807512 = -264873.025046 nChanged 125 SP:Iteration 7Q (5100.545603 sec): 3 clusters Score: Raw -266476.151829 + Penalty 1506.807512 = -264969.344317 nChanged 83 SP:Iteration 8Q (5100.594277 sec): 3 clusters Score: Raw -266523.970439 + Penalty 1506.807512 = -265017.162927 nChanged 55 SP:Iteration 9Q (5100.635982 sec): 3 clusters Score: Raw -266557.448694 + Penalty 1506.807512 = -265050.641181 nChanged 44 SP:Iteration 10Q (5100.681032 sec): 3 clusters Score: Raw -266581.573811 + Penalty 1506.807512 = -265074.766298 nChanged 34 SP:Iteration 11Q (5100.733944 sec): 3 clusters Score: Raw -266606.320170 + Penalty 1506.807512 = -265099.512658 nChanged 31 SP:Iteration 12Q (5100.781396 sec): 3 clusters Score: Raw -266627.325538 + Penalty 1506.807512 = -265120.518026 nChanged 28 SP:Iteration 13Q (5100.825349 sec): 3 clusters Score: Raw -266639.569692 + Penalty 1506.807512 = -265132.762179 nChanged 15 SP:Iteration 14Q (5100.868616 sec): 3 clusters Score: Raw -266646.406379 + Penalty 1506.807512 = -265139.598866 nChanged 12 SP:Iteration 15Q (5100.912844 sec): 3 clusters Score: Raw -266650.947884 + Penalty 1506.807512 = -265144.140372 nChanged 11 SP:Iteration 16Q (5100.961071 sec): 3 clusters Score: Raw -266653.667999 + Penalty 1506.807512 = -265146.860487 nChanged 6 SP:Iteration 17Q (5100.999959 sec): 3 clusters Score: Raw -266656.706028 + Penalty 1506.807512 = -265149.898515 nChanged 8 SP:Iteration 18Q (5101.046302 sec): 3 clusters Score: Raw -266659.807787 + Penalty 1506.807512 = -265153.000274 nChanged 5 SP:Iteration 19Q (5101.090321 sec): 3 clusters Score: Raw -266661.474065 + Penalty 1506.807512 = -265154.666553 nChanged 6 SP:Iteration 20F (5101.143184 sec): 3 clusters Score: Raw -266663.808570 + Penalty 1506.807512 = -265157.001058 nChanged 2 SP:Iteration 21Q (5101.181777 sec): 3 clusters Score: Raw -266664.228461 + Penalty 1506.807512 = -265157.420949 nChanged 0 SP:Iteration 22F (5101.233408 sec): 3 clusters Score: Raw -266664.228461 + Penalty 1506.807512 = -265157.420949 nChanged 0 Trying to split cluster 22 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5101.246400 sec): 2 clusters Score: Raw -94846.474730 + Penalty 648.933052 = -94197.541678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5101.295401 sec): 3 clusters Score: Raw -94466.535556 + Penalty 1297.866105 = -93168.669451 nChanged 309 SP:Iteration 1F (5101.330970 sec): 3 clusters Score: Raw -94686.514345 + Penalty 1297.866105 = -93388.648240 nChanged 75 SP:Iteration 2F (5101.372199 sec): 3 clusters Score: Raw -94748.491248 + Penalty 1297.866105 = -93450.625143 nChanged 43 SP:Iteration 3Q (5101.422961 sec): 3 clusters Score: Raw -94776.683012 + Penalty 1297.866105 = -93478.816907 nChanged 23 SP:Iteration 4Q (5101.458266 sec): 3 clusters Score: Raw -94789.503459 + Penalty 1297.866105 = -93491.637354 nChanged 8 SP:Iteration 5Q (5101.503420 sec): 3 clusters Score: Raw -94793.278772 + Penalty 1297.866105 = -93495.412668 nChanged 12 SP:Iteration 6Q (5101.539710 sec): 3 clusters Score: Raw -94801.063241 + Penalty 1297.866105 = -93503.197137 nChanged 11 SP:Iteration 7Q (5101.594295 sec): 3 clusters Score: Raw -94811.173793 + Penalty 1297.866105 = -93513.307688 nChanged 14 SP:Iteration 8Q (5101.637235 sec): 3 clusters Score: Raw -94820.737248 + Penalty 1297.866105 = -93522.871144 nChanged 9 SP:Iteration 9Q (5101.670788 sec): 3 clusters Score: Raw -94826.322886 + Penalty 1297.866105 = -93528.456781 nChanged 4 SP:Iteration 10Q (5101.716505 sec): 3 clusters Score: Raw -94827.235193 + Penalty 1297.866105 = -93529.369088 nChanged 1 SP:Iteration 11Q (5101.756002 sec): 3 clusters Score: Raw -94827.681523 + Penalty 1297.866105 = -93529.815418 nChanged 1 SP:Iteration 12Q (5101.800834 sec): 3 clusters Score: Raw -94827.987864 + Penalty 1297.866105 = -93530.121759 nChanged 0 SP:Iteration 13F (5101.848423 sec): 3 clusters Score: Raw -94827.987864 + Penalty 1297.866105 = -93530.121759 nChanged 0 Trying to split cluster 23 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5101.873902 sec): 2 clusters Score: Raw -44058.939355 + Penalty 590.387769 = -43468.551586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5101.906344 sec): 3 clusters Score: Raw -43937.712778 + Penalty 1180.775539 = -42756.937240 nChanged 147 SP:Iteration 1F (5101.944596 sec): 3 clusters Score: Raw -44095.851478 + Penalty 1180.775539 = -42915.075939 nChanged 25 SP:Iteration 2Q (5101.984743 sec): 3 clusters Score: Raw -44128.769584 + Penalty 1180.775539 = -42947.994045 nChanged 13 SP:Iteration 3Q (5102.034314 sec): 3 clusters Score: Raw -44152.300314 + Penalty 1180.775539 = -42971.524775 nChanged 6 SP:Iteration 4Q (5102.078078 sec): 3 clusters Score: Raw -44164.083766 + Penalty 1180.775539 = -42983.308228 nChanged 6 SP:Iteration 5Q (5102.112055 sec): 3 clusters Score: Raw -44172.153911 + Penalty 1180.775539 = -42991.378372 nChanged 8 SP:Iteration 6Q (5102.151389 sec): 3 clusters Score: Raw -44180.975999 + Penalty 1180.775539 = -43000.200460 nChanged 4 SP:Iteration 7Q (5102.191269 sec): 3 clusters Score: Raw -44185.616846 + Penalty 1180.775539 = -43004.841307 nChanged 4 SP:Iteration 8Q (5102.239209 sec): 3 clusters Score: Raw -44198.922376 + Penalty 1180.775539 = -43018.146837 nChanged 5 SP:Iteration 9Q (5102.279883 sec): 3 clusters Score: Raw -44212.294991 + Penalty 1180.775539 = -43031.519452 nChanged 8 SP:Iteration 10Q (5102.312688 sec): 3 clusters Score: Raw -44221.794885 + Penalty 1180.775539 = -43041.019347 nChanged 9 SP:Iteration 11Q (5102.364700 sec): 3 clusters Score: Raw -44235.201978 + Penalty 1180.775539 = -43054.426439 nChanged 9 SP:Iteration 12Q (5102.406602 sec): 3 clusters Score: Raw -44248.638141 + Penalty 1180.775539 = -43067.862602 nChanged 7 SP:Iteration 13Q (5102.453448 sec): 3 clusters Score: Raw -44253.122654 + Penalty 1180.775539 = -43072.347115 nChanged 5 SP:Iteration 14Q (5102.503232 sec): 3 clusters Score: Raw -44258.243194 + Penalty 1180.775539 = -43077.467655 nChanged 3 SP:Iteration 15Q (5102.542385 sec): 3 clusters Score: Raw -44260.019398 + Penalty 1180.775539 = -43079.243859 nChanged 1 SP:Iteration 16Q (5102.580232 sec): 3 clusters Score: Raw -44260.413843 + Penalty 1180.775539 = -43079.638304 nChanged 0 SP:Iteration 17F (5102.627086 sec): 3 clusters Score: Raw -44260.413843 + Penalty 1180.775539 = -43079.638304 nChanged 0 Trying to split cluster 24 (5758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5102.644592 sec): 2 clusters Score: Raw -572456.383120 + Penalty 822.542820 = -571633.840300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5102.698170 sec): 3 clusters Score: Raw -569232.029320 + Penalty 1645.085640 = -567586.943680 nChanged 2461 SP:Iteration 1F (5102.751026 sec): 3 clusters Score: Raw -570699.360961 + Penalty 1645.085640 = -569054.275322 nChanged 424 SP:Iteration 2F (5102.791376 sec): 3 clusters Score: Raw -570961.862126 + Penalty 1645.085640 = -569316.776486 nChanged 383 SP:Iteration 3F (5102.845423 sec): 3 clusters Score: Raw -571179.579653 + Penalty 1645.085640 = -569534.494013 nChanged 323 SP:Iteration 4F (5102.894889 sec): 3 clusters Score: Raw -571370.727270 + Penalty 1645.085640 = -569725.641630 nChanged 285 SP:Iteration 5Q (5102.949107 sec): 3 clusters Score: Raw -571525.196372 + Penalty 1645.085640 = -569880.110732 nChanged 240 SP:Iteration 6Q (5103.001815 sec): 3 clusters Score: Raw -571642.507205 + Penalty 1645.085640 = -569997.421565 nChanged 205 SP:Iteration 7Q (5103.050689 sec): 3 clusters Score: Raw -571738.910845 + Penalty 1645.085640 = -570093.825205 nChanged 171 SP:Iteration 8Q (5103.094398 sec): 3 clusters Score: Raw -571826.016583 + Penalty 1645.085640 = -570180.930944 nChanged 152 SP:Iteration 9Q (5103.151176 sec): 3 clusters Score: Raw -571912.483955 + Penalty 1645.085640 = -570267.398316 nChanged 155 SP:Iteration 10Q (5103.204404 sec): 3 clusters Score: Raw -572012.531065 + Penalty 1645.085640 = -570367.445425 nChanged 146 SP:Iteration 11Q (5103.248694 sec): 3 clusters Score: Raw -572105.738598 + Penalty 1645.085640 = -570460.652959 nChanged 122 SP:Iteration 12Q (5103.296580 sec): 3 clusters Score: Raw -572193.685887 + Penalty 1645.085640 = -570548.600247 nChanged 108 SP:Iteration 13Q (5103.355515 sec): 3 clusters Score: Raw -572276.883141 + Penalty 1645.085640 = -570631.797502 nChanged 91 SP:Iteration 14Q (5103.397473 sec): 3 clusters Score: Raw -572341.091417 + Penalty 1645.085640 = -570696.005778 nChanged 73 SP:Iteration 15Q (5103.455776 sec): 3 clusters Score: Raw -572378.098011 + Penalty 1645.085640 = -570733.012372 nChanged 53 SP:Iteration 16Q (5103.496908 sec): 3 clusters Score: Raw -572400.304163 + Penalty 1645.085640 = -570755.218524 nChanged 34 SP:Iteration 17Q (5103.545093 sec): 3 clusters Score: Raw -572410.812430 + Penalty 1645.085640 = -570765.726790 nChanged 32 SP:Iteration 18Q (5103.605534 sec): 3 clusters Score: Raw -572420.348017 + Penalty 1645.085640 = -570775.262377 nChanged 36 SP:Iteration 19Q (5103.644695 sec): 3 clusters Score: Raw -572434.367806 + Penalty 1645.085640 = -570789.282166 nChanged 33 SP:Iteration 20F (5103.695233 sec): 3 clusters Score: Raw -572445.525931 + Penalty 1645.085640 = -570800.440291 nChanged 28 SP:Iteration 21Q (5103.744497 sec): 3 clusters Score: Raw -572454.270262 + Penalty 1645.085640 = -570809.184623 nChanged 33 SP:Iteration 22Q (5103.791384 sec): 3 clusters Score: Raw -572468.984291 + Penalty 1645.085640 = -570823.898651 nChanged 28 SP:Iteration 23Q (5103.842939 sec): 3 clusters Score: Raw -572478.367361 + Penalty 1645.085640 = -570833.281721 nChanged 24 SP:Iteration 24Q (5103.885961 sec): 3 clusters Score: Raw -572486.036587 + Penalty 1645.085640 = -570840.950948 nChanged 21 SP:Iteration 25Q (5103.933755 sec): 3 clusters Score: Raw -572491.743252 + Penalty 1645.085640 = -570846.657612 nChanged 15 SP:Iteration 26Q (5103.978936 sec): 3 clusters Score: Raw -572497.204784 + Penalty 1645.085640 = -570852.119144 nChanged 17 SP:Iteration 27Q (5104.036946 sec): 3 clusters Score: Raw -572501.960007 + Penalty 1645.085640 = -570856.874367 nChanged 16 SP:Iteration 28Q (5104.072781 sec): 3 clusters Score: Raw -572507.136080 + Penalty 1645.085640 = -570862.050441 nChanged 12 SP:Iteration 29Q (5104.122821 sec): 3 clusters Score: Raw -572510.223433 + Penalty 1645.085640 = -570865.137793 nChanged 9 SP:Iteration 30Q (5104.178888 sec): 3 clusters Score: Raw -572512.758234 + Penalty 1645.085640 = -570867.672595 nChanged 12 SP:Iteration 31Q (5104.217606 sec): 3 clusters Score: Raw -572516.152042 + Penalty 1645.085640 = -570871.066403 nChanged 9 SP:Iteration 32Q (5104.274100 sec): 3 clusters Score: Raw -572518.793989 + Penalty 1645.085640 = -570873.708350 nChanged 10 SP:Iteration 33Q (5104.314382 sec): 3 clusters Score: Raw -572522.588128 + Penalty 1645.085640 = -570877.502488 nChanged 12 SP:Iteration 34Q (5104.359055 sec): 3 clusters Score: Raw -572526.811954 + Penalty 1645.085640 = -570881.726315 nChanged 10 SP:Iteration 35Q (5104.402731 sec): 3 clusters Score: Raw -572530.961425 + Penalty 1645.085640 = -570885.875786 nChanged 11 SP:Iteration 36Q (5104.448244 sec): 3 clusters Score: Raw -572534.012722 + Penalty 1645.085640 = -570888.927082 nChanged 10 SP:Iteration 37Q (5104.500575 sec): 3 clusters Score: Raw -572537.470141 + Penalty 1645.085640 = -570892.384501 nChanged 17 SP:Iteration 38Q (5104.557410 sec): 3 clusters Score: Raw -572542.407069 + Penalty 1645.085640 = -570897.321430 nChanged 7 SP:Iteration 39Q (5104.602818 sec): 3 clusters Score: Raw -572543.587212 + Penalty 1645.085640 = -570898.501572 nChanged 2 SP:Iteration 40F (5104.645368 sec): 3 clusters Score: Raw -572543.873262 + Penalty 1645.085640 = -570898.787622 nChanged 2 SP:Iteration 41Q (5104.695955 sec): 3 clusters Score: Raw -572544.169289 + Penalty 1645.085640 = -570899.083650 nChanged 2 SP:Iteration 42Q (5104.740628 sec): 3 clusters Score: Raw -572544.662896 + Penalty 1645.085640 = -570899.577256 nChanged 1 SP:Iteration 43Q (5104.789870 sec): 3 clusters Score: Raw -572544.816221 + Penalty 1645.085640 = -570899.730581 nChanged 0 SP:Iteration 44F (5104.833952 sec): 3 clusters Score: Raw -572544.816221 + Penalty 1645.085640 = -570899.730581 nChanged 0 Trying to split cluster 25 (14343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5104.869401 sec): 2 clusters Score: Raw -1403464.575076 + Penalty 909.246643 = -1402555.328432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5104.924893 sec): 3 clusters Score: Raw -1394663.845046 + Penalty 1818.493286 = -1392845.351759 nChanged 6591 SP:Iteration 1F (5104.989140 sec): 3 clusters Score: Raw -1398387.917359 + Penalty 1818.493286 = -1396569.424073 nChanged 810 SP:Iteration 2F (5105.047680 sec): 3 clusters Score: Raw -1398853.559934 + Penalty 1818.493286 = -1397035.066648 nChanged 1008 SP:Iteration 3F (5105.105050 sec): 3 clusters Score: Raw -1399558.672269 + Penalty 1818.493286 = -1397740.178983 nChanged 1128 SP:Iteration 4F (5105.172669 sec): 3 clusters Score: Raw -1400419.200121 + Penalty 1818.493286 = -1398600.706835 nChanged 1047 SP:Iteration 5F (5105.234185 sec): 3 clusters Score: Raw -1401194.033628 + Penalty 1818.493286 = -1399375.540341 nChanged 873 SP:Iteration 6F (5105.285880 sec): 3 clusters Score: Raw -1401823.006306 + Penalty 1818.493286 = -1400004.513020 nChanged 677 SP:Iteration 7Q (5105.340511 sec): 3 clusters Score: Raw -1402227.847141 + Penalty 1818.493286 = -1400409.353855 nChanged 455 SP:Iteration 8Q (5105.405951 sec): 3 clusters Score: Raw -1402418.594755 + Penalty 1818.493286 = -1400600.101469 nChanged 326 SP:Iteration 9Q (5105.463489 sec): 3 clusters Score: Raw -1402535.005397 + Penalty 1818.493286 = -1400716.512110 nChanged 263 SP:Iteration 10Q (5105.529170 sec): 3 clusters Score: Raw -1402614.321065 + Penalty 1818.493286 = -1400795.827779 nChanged 197 SP:Iteration 11Q (5105.584319 sec): 3 clusters Score: Raw -1402668.426459 + Penalty 1818.493286 = -1400849.933173 nChanged 147 SP:Iteration 12Q (5105.642751 sec): 3 clusters Score: Raw -1402711.546476 + Penalty 1818.493286 = -1400893.053190 nChanged 137 SP:Iteration 13Q (5105.710656 sec): 3 clusters Score: Raw -1402745.464027 + Penalty 1818.493286 = -1400926.970740 nChanged 130 SP:Iteration 14Q (5105.756585 sec): 3 clusters Score: Raw -1402780.414609 + Penalty 1818.493286 = -1400961.921322 nChanged 137 SP:Iteration 15Q (5105.822187 sec): 3 clusters Score: Raw -1402810.854207 + Penalty 1818.493286 = -1400992.360920 nChanged 121 SP:Iteration 16Q (5105.884662 sec): 3 clusters Score: Raw -1402837.159095 + Penalty 1818.493286 = -1401018.665809 nChanged 126 SP:Iteration 17Q (5105.944542 sec): 3 clusters Score: Raw -1402864.616124 + Penalty 1818.493286 = -1401046.122838 nChanged 118 SP:Iteration 18Q (5106.002026 sec): 3 clusters Score: Raw -1402887.515624 + Penalty 1818.493286 = -1401069.022338 nChanged 93 SP:Iteration 19Q (5106.070697 sec): 3 clusters Score: Raw -1402905.102908 + Penalty 1818.493286 = -1401086.609622 nChanged 95 SP:Iteration 20F (5106.133486 sec): 3 clusters Score: Raw -1402924.838187 + Penalty 1818.493286 = -1401106.344901 nChanged 102 SP:Iteration 21Q (5106.203179 sec): 3 clusters Score: Raw -1402947.482875 + Penalty 1818.493286 = -1401128.989589 nChanged 97 SP:Iteration 22Q (5106.255061 sec): 3 clusters Score: Raw -1402966.934564 + Penalty 1818.493286 = -1401148.441277 nChanged 94 SP:Iteration 23Q (5106.312991 sec): 3 clusters Score: Raw -1402986.625882 + Penalty 1818.493286 = -1401168.132596 nChanged 97 SP:Iteration 24Q (5106.364354 sec): 3 clusters Score: Raw -1403006.056953 + Penalty 1818.493286 = -1401187.563666 nChanged 92 SP:Iteration 25Q (5106.431705 sec): 3 clusters Score: Raw -1403022.821291 + Penalty 1818.493286 = -1401204.328004 nChanged 79 SP:Iteration 26Q (5106.487721 sec): 3 clusters Score: Raw -1403037.486624 + Penalty 1818.493286 = -1401218.993338 nChanged 67 SP:Iteration 27Q (5106.549251 sec): 3 clusters Score: Raw -1403049.229672 + Penalty 1818.493286 = -1401230.736385 nChanged 71 SP:Iteration 28Q (5106.616207 sec): 3 clusters Score: Raw -1403059.376445 + Penalty 1818.493286 = -1401240.883158 nChanged 46 SP:Iteration 29Q (5106.677427 sec): 3 clusters Score: Raw -1403067.548988 + Penalty 1818.493286 = -1401249.055701 nChanged 50 SP:Iteration 30Q (5106.736837 sec): 3 clusters Score: Raw -1403077.504984 + Penalty 1818.493286 = -1401259.011698 nChanged 56 SP:Iteration 31Q (5106.791371 sec): 3 clusters Score: Raw -1403089.187821 + Penalty 1818.493286 = -1401270.694534 nChanged 66 SP:Iteration 32Q (5106.845221 sec): 3 clusters Score: Raw -1403102.058844 + Penalty 1818.493286 = -1401283.565557 nChanged 56 SP:Iteration 33Q (5106.912527 sec): 3 clusters Score: Raw -1403113.313754 + Penalty 1818.493286 = -1401294.820468 nChanged 58 SP:Iteration 34Q (5106.965513 sec): 3 clusters Score: Raw -1403122.657490 + Penalty 1818.493286 = -1401304.164204 nChanged 53 SP:Iteration 35Q (5107.024747 sec): 3 clusters Score: Raw -1403129.494334 + Penalty 1818.493286 = -1401311.001048 nChanged 38 SP:Iteration 36Q (5107.086039 sec): 3 clusters Score: Raw -1403133.267642 + Penalty 1818.493286 = -1401314.774356 nChanged 33 SP:Iteration 37Q (5107.146370 sec): 3 clusters Score: Raw -1403136.944996 + Penalty 1818.493286 = -1401318.451710 nChanged 42 SP:Iteration 38Q (5107.209822 sec): 3 clusters Score: Raw -1403142.851335 + Penalty 1818.493286 = -1401324.358048 nChanged 39 SP:Iteration 39Q (5107.274051 sec): 3 clusters Score: Raw -1403147.953777 + Penalty 1818.493286 = -1401329.460491 nChanged 49 SP:Iteration 40F (5107.326876 sec): 3 clusters Score: Raw -1403154.414167 + Penalty 1818.493286 = -1401335.920881 nChanged 36 SP:Iteration 41Q (5107.380712 sec): 3 clusters Score: Raw -1403160.038764 + Penalty 1818.493286 = -1401341.545477 nChanged 41 SP:Iteration 42Q (5107.453232 sec): 3 clusters Score: Raw -1403166.461196 + Penalty 1818.493286 = -1401347.967909 nChanged 46 SP:Iteration 43Q (5107.508698 sec): 3 clusters Score: Raw -1403174.038228 + Penalty 1818.493286 = -1401355.544941 nChanged 60 SP:Iteration 44Q (5107.557465 sec): 3 clusters Score: Raw -1403185.062441 + Penalty 1818.493286 = -1401366.569154 nChanged 67 SP:Iteration 45Q (5107.609774 sec): 3 clusters Score: Raw -1403198.458652 + Penalty 1818.493286 = -1401379.965365 nChanged 73 SP:Iteration 46Q (5107.675613 sec): 3 clusters Score: Raw -1403212.156959 + Penalty 1818.493286 = -1401393.663673 nChanged 69 SP:Iteration 47Q (5107.741313 sec): 3 clusters Score: Raw -1403228.106125 + Penalty 1818.493286 = -1401409.612839 nChanged 76 SP:Iteration 48Q (5107.788625 sec): 3 clusters Score: Raw -1403248.370944 + Penalty 1818.493286 = -1401429.877658 nChanged 81 SP:Iteration 49Q (5107.846291 sec): 3 clusters Score: Raw -1403269.708370 + Penalty 1818.493286 = -1401451.215083 nChanged 81 SP:Iteration 50Q (5107.904131 sec): 3 clusters Score: Raw -1403290.161315 + Penalty 1818.493286 = -1401471.668028 nChanged 80 SP:Iteration 51Q (5107.974773 sec): 3 clusters Score: Raw -1403307.435345 + Penalty 1818.493286 = -1401488.942058 nChanged 66 SP:Iteration 52Q (5108.032193 sec): 3 clusters Score: Raw -1403320.319039 + Penalty 1818.493286 = -1401501.825753 nChanged 64 SP:Iteration 53Q (5108.088365 sec): 3 clusters Score: Raw -1403331.619491 + Penalty 1818.493286 = -1401513.126204 nChanged 53 SP:Iteration 54Q (5108.153474 sec): 3 clusters Score: Raw -1403341.724125 + Penalty 1818.493286 = -1401523.230838 nChanged 56 SP:Iteration 55Q (5108.208325 sec): 3 clusters Score: Raw -1403351.375377 + Penalty 1818.493286 = -1401532.882090 nChanged 56 SP:Iteration 56Q (5108.265944 sec): 3 clusters Score: Raw -1403360.432557 + Penalty 1818.493286 = -1401541.939271 nChanged 53 SP:Iteration 57Q (5108.330367 sec): 3 clusters Score: Raw -1403370.271069 + Penalty 1818.493286 = -1401551.777782 nChanged 61 SP:Iteration 58Q (5108.390869 sec): 3 clusters Score: Raw -1403381.062037 + Penalty 1818.493286 = -1401562.568751 nChanged 64 SP:Iteration 59Q (5108.435787 sec): 3 clusters Score: Raw -1403393.016866 + Penalty 1818.493286 = -1401574.523580 nChanged 56 SP:Iteration 60F (5108.504900 sec): 3 clusters Score: Raw -1403403.837886 + Penalty 1818.493286 = -1401585.344600 nChanged 70 SP:Iteration 61Q (5108.558387 sec): 3 clusters Score: Raw -1403418.669594 + Penalty 1818.493286 = -1401600.176308 nChanged 80 SP:Iteration 62Q (5108.613798 sec): 3 clusters Score: Raw -1403439.699372 + Penalty 1818.493286 = -1401621.206086 nChanged 80 SP:Iteration 63Q (5108.674367 sec): 3 clusters Score: Raw -1403465.539257 + Penalty 1818.493286 = -1401647.045971 nChanged 98 SP:Iteration 64Q (5108.746762 sec): 3 clusters Score: Raw -1403496.606913 + Penalty 1818.493286 = -1401678.113626 nChanged 95 SP:Iteration 65Q (5108.801382 sec): 3 clusters Score: Raw -1403529.835826 + Penalty 1818.493286 = -1401711.342540 nChanged 88 SP:Iteration 66Q (5108.850991 sec): 3 clusters Score: Raw -1403558.542669 + Penalty 1818.493286 = -1401740.049382 nChanged 81 SP:Iteration 67Q (5108.919276 sec): 3 clusters Score: Raw -1403585.279508 + Penalty 1818.493286 = -1401766.786221 nChanged 66 SP:Iteration 68Q (5108.971187 sec): 3 clusters Score: Raw -1403608.692991 + Penalty 1818.493286 = -1401790.199704 nChanged 62 SP:Iteration 69Q (5109.030330 sec): 3 clusters Score: Raw -1403628.406716 + Penalty 1818.493286 = -1401809.913430 nChanged 67 SP:Iteration 70Q (5109.095919 sec): 3 clusters Score: Raw -1403646.979987 + Penalty 1818.493286 = -1401828.486700 nChanged 55 SP:Iteration 71Q (5109.161814 sec): 3 clusters Score: Raw -1403663.661723 + Penalty 1818.493286 = -1401845.168436 nChanged 51 SP:Iteration 72Q (5109.217033 sec): 3 clusters Score: Raw -1403676.911130 + Penalty 1818.493286 = -1401858.417844 nChanged 41 SP:Iteration 73Q (5109.272091 sec): 3 clusters Score: Raw -1403687.312260 + Penalty 1818.493286 = -1401868.818974 nChanged 38 SP:Iteration 74Q (5109.325233 sec): 3 clusters Score: Raw -1403695.998061 + Penalty 1818.493286 = -1401877.504775 nChanged 25 SP:Iteration 75Q (5109.390887 sec): 3 clusters Score: Raw -1403701.201413 + Penalty 1818.493286 = -1401882.708126 nChanged 24 SP:Iteration 76Q (5109.437610 sec): 3 clusters Score: Raw -1403704.975916 + Penalty 1818.493286 = -1401886.482629 nChanged 24 SP:Iteration 77Q (5109.494420 sec): 3 clusters Score: Raw -1403709.800827 + Penalty 1818.493286 = -1401891.307540 nChanged 25 SP:Iteration 78Q (5109.556005 sec): 3 clusters Score: Raw -1403716.206046 + Penalty 1818.493286 = -1401897.712760 nChanged 21 SP:Iteration 79Q (5109.619261 sec): 3 clusters Score: Raw -1403722.600041 + Penalty 1818.493286 = -1401904.106755 nChanged 24 SP:Iteration 80F (5109.681175 sec): 3 clusters Score: Raw -1403729.269011 + Penalty 1818.493286 = -1401910.775724 nChanged 28 SP:Iteration 81Q (5109.736633 sec): 3 clusters Score: Raw -1403738.130851 + Penalty 1818.493286 = -1401919.637565 nChanged 28 SP:Iteration 82Q (5109.800868 sec): 3 clusters Score: Raw -1403746.359068 + Penalty 1818.493286 = -1401927.865781 nChanged 31 SP:Iteration 83Q (5109.851923 sec): 3 clusters Score: Raw -1403754.466670 + Penalty 1818.493286 = -1401935.973383 nChanged 22 SP:Iteration 84Q (5109.912980 sec): 3 clusters Score: Raw -1403758.779279 + Penalty 1818.493286 = -1401940.285992 nChanged 25 SP:Iteration 85Q (5109.970336 sec): 3 clusters Score: Raw -1403764.771177 + Penalty 1818.493286 = -1401946.277890 nChanged 27 SP:Iteration 86Q (5110.024894 sec): 3 clusters Score: Raw -1403772.699343 + Penalty 1818.493286 = -1401954.206057 nChanged 33 SP:Iteration 87Q (5110.082259 sec): 3 clusters Score: Raw -1403782.034011 + Penalty 1818.493286 = -1401963.540724 nChanged 31 SP:Iteration 88Q (5110.131811 sec): 3 clusters Score: Raw -1403789.261176 + Penalty 1818.493286 = -1401970.767889 nChanged 21 SP:Iteration 89Q (5110.195007 sec): 3 clusters Score: Raw -1403793.042078 + Penalty 1818.493286 = -1401974.548791 nChanged 14 SP:Iteration 90Q (5110.259500 sec): 3 clusters Score: Raw -1403794.936947 + Penalty 1818.493286 = -1401976.443661 nChanged 6 SP:Iteration 91Q (5110.309905 sec): 3 clusters Score: Raw -1403795.674502 + Penalty 1818.493286 = -1401977.181215 nChanged 5 SP:Iteration 92Q (5110.371592 sec): 3 clusters Score: Raw -1403796.341757 + Penalty 1818.493286 = -1401977.848470 nChanged 4 SP:Iteration 93Q (5110.423571 sec): 3 clusters Score: Raw -1403796.656285 + Penalty 1818.493286 = -1401978.162999 nChanged 4 SP:Iteration 94Q (5110.485337 sec): 3 clusters Score: Raw -1403797.154287 + Penalty 1818.493286 = -1401978.661001 nChanged 4 SP:Iteration 95Q (5110.537086 sec): 3 clusters Score: Raw -1403797.805847 + Penalty 1818.493286 = -1401979.312560 nChanged 4 SP:Iteration 96Q (5110.587781 sec): 3 clusters Score: Raw -1403798.348965 + Penalty 1818.493286 = -1401979.855678 nChanged 4 SP:Iteration 97Q (5110.646275 sec): 3 clusters Score: Raw -1403799.072874 + Penalty 1818.493286 = -1401980.579588 nChanged 7 SP:Iteration 98Q (5110.700123 sec): 3 clusters Score: Raw -1403800.297538 + Penalty 1818.493286 = -1401981.804251 nChanged 8 SP:Iteration 99Q (5110.755442 sec): 3 clusters Score: Raw -1403802.289568 + Penalty 1818.493286 = -1401983.796282 nChanged 10 SP:Iteration 100F (5110.815660 sec): 3 clusters Score: Raw -1403803.450313 + Penalty 1818.493286 = -1401984.957026 nChanged 10 SP:Iteration 101Q (5110.870874 sec): 3 clusters Score: Raw -1403804.643652 + Penalty 1818.493286 = -1401986.150365 nChanged 11 SP:Iteration 102Q (5110.936672 sec): 3 clusters Score: Raw -1403805.905291 + Penalty 1818.493286 = -1401987.412005 nChanged 7 SP:Iteration 103Q (5110.984810 sec): 3 clusters Score: Raw -1403806.808523 + Penalty 1818.493286 = -1401988.315237 nChanged 8 SP:Iteration 104Q (5111.041620 sec): 3 clusters Score: Raw -1403809.163416 + Penalty 1818.493286 = -1401990.670129 nChanged 13 SP:Iteration 105Q (5111.108069 sec): 3 clusters Score: Raw -1403812.716670 + Penalty 1818.493286 = -1401994.223384 nChanged 11 SP:Iteration 106Q (5111.164929 sec): 3 clusters Score: Raw -1403814.212515 + Penalty 1818.493286 = -1401995.719228 nChanged 11 SP:Iteration 107Q (5111.223440 sec): 3 clusters Score: Raw -1403816.141164 + Penalty 1818.493286 = -1401997.647878 nChanged 7 SP:Iteration 108Q (5111.282288 sec): 3 clusters Score: Raw -1403817.189011 + Penalty 1818.493286 = -1401998.695724 nChanged 7 SP:Iteration 109Q (5111.343453 sec): 3 clusters Score: Raw -1403817.779803 + Penalty 1818.493286 = -1401999.286516 nChanged 0 SP:Iteration 110F (5111.409036 sec): 3 clusters Score: Raw -1403817.779803 + Penalty 1818.493286 = -1401999.286516 nChanged 0 Trying to split cluster 26 (3622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5111.440110 sec): 2 clusters Score: Raw -346255.860903 + Penalty 778.504256 = -345477.356647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5111.475750 sec): 3 clusters Score: Raw -344275.966330 + Penalty 1557.008511 = -342718.957819 nChanged 1523 SP:Iteration 1F (5111.525308 sec): 3 clusters Score: Raw -345142.028559 + Penalty 1557.008511 = -343585.020047 nChanged 304 SP:Iteration 2F (5111.577170 sec): 3 clusters Score: Raw -345321.702468 + Penalty 1557.008511 = -343764.693957 nChanged 212 SP:Iteration 3F (5111.618065 sec): 3 clusters Score: Raw -345449.338773 + Penalty 1557.008511 = -343892.330262 nChanged 202 SP:Iteration 4F (5111.662871 sec): 3 clusters Score: Raw -345581.901504 + Penalty 1557.008511 = -344024.892993 nChanged 194 SP:Iteration 5F (5111.717772 sec): 3 clusters Score: Raw -345701.566657 + Penalty 1557.008511 = -344144.558146 nChanged 165 SP:Iteration 6Q (5111.773073 sec): 3 clusters Score: Raw -345793.485651 + Penalty 1557.008511 = -344236.477139 nChanged 150 SP:Iteration 7Q (5111.819552 sec): 3 clusters Score: Raw -345891.696854 + Penalty 1557.008511 = -344334.688342 nChanged 120 SP:Iteration 8Q (5111.867385 sec): 3 clusters Score: Raw -345971.319789 + Penalty 1557.008511 = -344414.311278 nChanged 104 SP:Iteration 9Q (5111.910739 sec): 3 clusters Score: Raw -346052.504591 + Penalty 1557.008511 = -344495.496080 nChanged 87 SP:Iteration 10Q (5111.969263 sec): 3 clusters Score: Raw -346111.782750 + Penalty 1557.008511 = -344554.774239 nChanged 68 SP:Iteration 11Q (5112.015087 sec): 3 clusters Score: Raw -346160.881472 + Penalty 1557.008511 = -344603.872960 nChanged 65 SP:Iteration 12Q (5112.063771 sec): 3 clusters Score: Raw -346204.523101 + Penalty 1557.008511 = -344647.514589 nChanged 54 SP:Iteration 13Q (5112.103041 sec): 3 clusters Score: Raw -346251.924285 + Penalty 1557.008511 = -344694.915774 nChanged 45 SP:Iteration 14Q (5112.150487 sec): 3 clusters Score: Raw -346285.108736 + Penalty 1557.008511 = -344728.100224 nChanged 24 SP:Iteration 15Q (5112.198346 sec): 3 clusters Score: Raw -346301.421251 + Penalty 1557.008511 = -344744.412739 nChanged 19 SP:Iteration 16Q (5112.247913 sec): 3 clusters Score: Raw -346312.479231 + Penalty 1557.008511 = -344755.470720 nChanged 15 SP:Iteration 17Q (5112.289618 sec): 3 clusters Score: Raw -346319.057901 + Penalty 1557.008511 = -344762.049389 nChanged 10 SP:Iteration 18Q (5112.338548 sec): 3 clusters Score: Raw -346324.340011 + Penalty 1557.008511 = -344767.331500 nChanged 11 SP:Iteration 19Q (5112.390680 sec): 3 clusters Score: Raw -346331.233306 + Penalty 1557.008511 = -344774.224795 nChanged 10 SP:Iteration 20F (5112.448629 sec): 3 clusters Score: Raw -346335.231995 + Penalty 1557.008511 = -344778.223484 nChanged 4 SP:Iteration 21Q (5112.497221 sec): 3 clusters Score: Raw -346336.466532 + Penalty 1557.008511 = -344779.458021 nChanged 2 SP:Iteration 22Q (5112.538107 sec): 3 clusters Score: Raw -346338.112807 + Penalty 1557.008511 = -344781.104295 nChanged 3 SP:Iteration 23Q (5112.589663 sec): 3 clusters Score: Raw -346339.244463 + Penalty 1557.008511 = -344782.235951 nChanged 1 SP:Iteration 24Q (5112.634581 sec): 3 clusters Score: Raw -346339.983919 + Penalty 1557.008511 = -344782.975408 nChanged 1 SP:Iteration 25Q (5112.681028 sec): 3 clusters Score: Raw -346341.001758 + Penalty 1557.008511 = -344783.993247 nChanged 2 SP:Iteration 26Q (5112.723510 sec): 3 clusters Score: Raw -346342.205143 + Penalty 1557.008511 = -344785.196632 nChanged 2 SP:Iteration 27Q (5112.775043 sec): 3 clusters Score: Raw -346343.525121 + Penalty 1557.008511 = -344786.516609 nChanged 2 SP:Iteration 28Q (5112.828642 sec): 3 clusters Score: Raw -346344.006547 + Penalty 1557.008511 = -344786.998036 nChanged 1 SP:Iteration 29Q (5112.882246 sec): 3 clusters Score: Raw -346344.707886 + Penalty 1557.008511 = -344787.699375 nChanged 4 SP:Iteration 30Q (5112.935465 sec): 3 clusters Score: Raw -346347.270209 + Penalty 1557.008511 = -344790.261697 nChanged 7 SP:Iteration 31Q (5112.971714 sec): 3 clusters Score: Raw -346353.478372 + Penalty 1557.008511 = -344796.469861 nChanged 5 SP:Iteration 32Q (5113.023546 sec): 3 clusters Score: Raw -346359.761623 + Penalty 1557.008511 = -344802.753112 nChanged 8 SP:Iteration 33Q (5113.077492 sec): 3 clusters Score: Raw -346367.539339 + Penalty 1557.008511 = -344810.530828 nChanged 6 SP:Iteration 34Q (5113.116969 sec): 3 clusters Score: Raw -346372.630087 + Penalty 1557.008511 = -344815.621576 nChanged 4 SP:Iteration 35Q (5113.175741 sec): 3 clusters Score: Raw -346375.227205 + Penalty 1557.008511 = -344818.218694 nChanged 2 SP:Iteration 36Q (5113.217168 sec): 3 clusters Score: Raw -346376.667795 + Penalty 1557.008511 = -344819.659284 nChanged 2 SP:Iteration 37Q (5113.265963 sec): 3 clusters Score: Raw -346377.292970 + Penalty 1557.008511 = -344820.284459 nChanged 2 SP:Iteration 38Q (5113.321369 sec): 3 clusters Score: Raw -346377.664525 + Penalty 1557.008511 = -344820.656014 nChanged 0 SP:Iteration 39F (5113.368904 sec): 3 clusters Score: Raw -346377.664525 + Penalty 1557.008511 = -344820.656014 nChanged 0 Trying to split cluster 27 (92277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5113.496167 sec): 2 clusters Score: Raw -9080442.456231 + Penalty 1086.092269 = -9079356.363962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5113.661727 sec): 3 clusters Score: Raw -9019851.592505 + Penalty 2172.184538 = -9017679.407966 nChanged 44366 SP:Iteration 1F (5113.820934 sec): 3 clusters Score: Raw -9047151.854090 + Penalty 2172.184538 = -9044979.669551 nChanged 4493 SP:Iteration 2Q (5113.977102 sec): 3 clusters Score: Raw -9049134.596298 + Penalty 2172.184538 = -9046962.411759 nChanged 5558 SP:Iteration 3F (5114.128894 sec): 3 clusters Score: Raw -9052390.329223 + Penalty 2172.184538 = -9050218.144684 nChanged 6758 SP:Iteration 4F (5114.290960 sec): 3 clusters Score: Raw -9057326.044774 + Penalty 2172.184538 = -9055153.860235 nChanged 7061 SP:Iteration 5F (5114.446942 sec): 3 clusters Score: Raw -9063388.619123 + Penalty 2172.184538 = -9061216.434585 nChanged 6475 SP:Iteration 6F (5114.586870 sec): 3 clusters Score: Raw -9069395.186918 + Penalty 2172.184538 = -9067223.002379 nChanged 4878 SP:Iteration 7F (5114.734896 sec): 3 clusters Score: Raw -9073967.930338 + Penalty 2172.184538 = -9071795.745800 nChanged 3096 SP:Iteration 8Q (5114.878150 sec): 3 clusters Score: Raw -9076770.129429 + Penalty 2172.184538 = -9074597.944891 nChanged 1892 SP:Iteration 9Q (5115.018121 sec): 3 clusters Score: Raw -9078387.144943 + Penalty 2172.184538 = -9076214.960405 nChanged 1159 SP:Iteration 10Q (5115.146204 sec): 3 clusters Score: Raw -9079331.139558 + Penalty 2172.184538 = -9077158.955020 nChanged 669 SP:Iteration 11Q (5115.283184 sec): 3 clusters Score: Raw -9079851.624325 + Penalty 2172.184538 = -9077679.439787 nChanged 405 SP:Iteration 12Q (5115.422936 sec): 3 clusters Score: Raw -9080134.968402 + Penalty 2172.184538 = -9077962.783863 nChanged 226 SP:Iteration 13Q (5115.557746 sec): 3 clusters Score: Raw -9080279.127628 + Penalty 2172.184538 = -9078106.943090 nChanged 143 SP:Iteration 14Q (5115.693726 sec): 3 clusters Score: Raw -9080373.006625 + Penalty 2172.184538 = -9078200.822087 nChanged 107 SP:Iteration 15Q (5115.829207 sec): 3 clusters Score: Raw -9080446.940650 + Penalty 2172.184538 = -9078274.756112 nChanged 82 SP:Iteration 16Q (5115.965097 sec): 3 clusters Score: Raw -9080501.713682 + Penalty 2172.184538 = -9078329.529143 nChanged 55 SP:Iteration 17Q (5116.107665 sec): 3 clusters Score: Raw -9080537.110695 + Penalty 2172.184538 = -9078364.926157 nChanged 37 SP:Iteration 18Q (5116.244427 sec): 3 clusters Score: Raw -9080560.672211 + Penalty 2172.184538 = -9078388.487673 nChanged 32 SP:Iteration 19Q (5116.382184 sec): 3 clusters Score: Raw -9080578.451953 + Penalty 2172.184538 = -9078406.267414 nChanged 14 SP:Iteration 20F (5116.541521 sec): 3 clusters Score: Raw -9080586.969172 + Penalty 2172.184538 = -9078414.784634 nChanged 12 SP:Iteration 21Q (5116.663715 sec): 3 clusters Score: Raw -9080593.371834 + Penalty 2172.184538 = -9078421.187295 nChanged 8 SP:Iteration 22Q (5116.809905 sec): 3 clusters Score: Raw -9080597.695752 + Penalty 2172.184538 = -9078425.511214 nChanged 4 SP:Iteration 23Q (5116.939062 sec): 3 clusters Score: Raw -9080601.097833 + Penalty 2172.184538 = -9078428.913295 nChanged 7 SP:Iteration 24Q (5117.075565 sec): 3 clusters Score: Raw -9080604.019359 + Penalty 2172.184538 = -9078431.834820 nChanged 6 SP:Iteration 25Q (5117.201723 sec): 3 clusters Score: Raw -9080606.950478 + Penalty 2172.184538 = -9078434.765940 nChanged 5 SP:Iteration 26Q (5117.340340 sec): 3 clusters Score: Raw -9080609.227456 + Penalty 2172.184538 = -9078437.042917 nChanged 4 SP:Iteration 27Q (5117.476536 sec): 3 clusters Score: Raw -9080610.930300 + Penalty 2172.184538 = -9078438.745762 nChanged 3 SP:Iteration 28Q (5117.610192 sec): 3 clusters Score: Raw -9080612.860812 + Penalty 2172.184538 = -9078440.676273 nChanged 2 SP:Iteration 29Q (5117.750907 sec): 3 clusters Score: Raw -9080614.418319 + Penalty 2172.184538 = -9078442.233781 nChanged 3 SP:Iteration 30Q (5117.881347 sec): 3 clusters Score: Raw -9080616.433172 + Penalty 2172.184538 = -9078444.248634 nChanged 3 SP:Iteration 31Q (5118.016446 sec): 3 clusters Score: Raw -9080617.765982 + Penalty 2172.184538 = -9078445.581443 nChanged 2 SP:Iteration 32Q (5118.150094 sec): 3 clusters Score: Raw -9080619.034833 + Penalty 2172.184538 = -9078446.850294 nChanged 1 SP:Iteration 33Q (5118.285416 sec): 3 clusters Score: Raw -9080619.626850 + Penalty 2172.184538 = -9078447.442312 nChanged 2 SP:Iteration 34Q (5118.418328 sec): 3 clusters Score: Raw -9080620.415139 + Penalty 2172.184538 = -9078448.230601 nChanged 1 SP:Iteration 35Q (5118.540475 sec): 3 clusters Score: Raw -9080621.146006 + Penalty 2172.184538 = -9078448.961468 nChanged 2 SP:Iteration 36Q (5118.683072 sec): 3 clusters Score: Raw -9080622.032818 + Penalty 2172.184538 = -9078449.848280 nChanged 1 SP:Iteration 37Q (5118.811403 sec): 3 clusters Score: Raw -9080622.613171 + Penalty 2172.184538 = -9078450.428633 nChanged 3 SP:Iteration 38Q (5118.940116 sec): 3 clusters Score: Raw -9080624.082908 + Penalty 2172.184538 = -9078451.898369 nChanged 2 SP:Iteration 39Q (5119.075544 sec): 3 clusters Score: Raw -9080624.597575 + Penalty 2172.184538 = -9078452.413036 nChanged 2 SP:Iteration 40F (5119.239668 sec): 3 clusters Score: Raw -9080625.373968 + Penalty 2172.184538 = -9078453.189430 nChanged 0 Trying to split cluster 28 (1447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5119.273155 sec): 2 clusters Score: Raw -126853.131165 + Penalty 691.338534 = -126161.792631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5119.322652 sec): 3 clusters Score: Raw -126227.058354 + Penalty 1382.677068 = -124844.381286 nChanged 545 SP:Iteration 1F (5119.359883 sec): 3 clusters Score: Raw -126562.216886 + Penalty 1382.677068 = -125179.539818 nChanged 103 SP:Iteration 2F (5119.420837 sec): 3 clusters Score: Raw -126625.372899 + Penalty 1382.677068 = -125242.695831 nChanged 79 SP:Iteration 3F (5119.457829 sec): 3 clusters Score: Raw -126682.993690 + Penalty 1382.677068 = -125300.316622 nChanged 60 SP:Iteration 4Q (5119.508901 sec): 3 clusters Score: Raw -126726.462354 + Penalty 1382.677068 = -125343.785286 nChanged 57 SP:Iteration 5Q (5119.558356 sec): 3 clusters Score: Raw -126767.118367 + Penalty 1382.677068 = -125384.441298 nChanged 42 SP:Iteration 6Q (5119.609518 sec): 3 clusters Score: Raw -126793.334641 + Penalty 1382.677068 = -125410.657573 nChanged 44 SP:Iteration 7Q (5119.655004 sec): 3 clusters Score: Raw -126825.558572 + Penalty 1382.677068 = -125442.881504 nChanged 57 SP:Iteration 8Q (5119.702003 sec): 3 clusters Score: Raw -126863.781621 + Penalty 1382.677068 = -125481.104553 nChanged 42 SP:Iteration 9Q (5119.758702 sec): 3 clusters Score: Raw -126887.116679 + Penalty 1382.677068 = -125504.439611 nChanged 27 SP:Iteration 10Q (5119.810888 sec): 3 clusters Score: Raw -126901.354140 + Penalty 1382.677068 = -125518.677072 nChanged 18 SP:Iteration 11Q (5119.861371 sec): 3 clusters Score: Raw -126913.852235 + Penalty 1382.677068 = -125531.175167 nChanged 20 SP:Iteration 12Q (5119.913515 sec): 3 clusters Score: Raw -126926.264086 + Penalty 1382.677068 = -125543.587018 nChanged 19 SP:Iteration 13Q (5119.953954 sec): 3 clusters Score: Raw -126936.049628 + Penalty 1382.677068 = -125553.372560 nChanged 22 SP:Iteration 14Q (5120.014245 sec): 3 clusters Score: Raw -126948.420605 + Penalty 1382.677068 = -125565.743537 nChanged 16 SP:Iteration 15Q (5120.057772 sec): 3 clusters Score: Raw -126956.738537 + Penalty 1382.677068 = -125574.061468 nChanged 17 SP:Iteration 16Q (5120.107087 sec): 3 clusters Score: Raw -126965.058512 + Penalty 1382.677068 = -125582.381443 nChanged 17 SP:Iteration 17Q (5120.160332 sec): 3 clusters Score: Raw -126974.947883 + Penalty 1382.677068 = -125592.270815 nChanged 10 SP:Iteration 18Q (5120.208270 sec): 3 clusters Score: Raw -126983.516003 + Penalty 1382.677068 = -125600.838935 nChanged 12 SP:Iteration 19Q (5120.252381 sec): 3 clusters Score: Raw -126990.412532 + Penalty 1382.677068 = -125607.735464 nChanged 5 SP:Iteration 20F (5120.301031 sec): 3 clusters Score: Raw -126992.039590 + Penalty 1382.677068 = -125609.362522 nChanged 3 SP:Iteration 21Q (5120.355026 sec): 3 clusters Score: Raw -126994.063801 + Penalty 1382.677068 = -125611.386733 nChanged 2 SP:Iteration 22Q (5120.394902 sec): 3 clusters Score: Raw -126994.545666 + Penalty 1382.677068 = -125611.868598 nChanged 1 SP:Iteration 23Q (5120.443447 sec): 3 clusters Score: Raw -126995.278651 + Penalty 1382.677068 = -125612.601583 nChanged 0 SP:Iteration 24F (5120.492307 sec): 3 clusters Score: Raw -126995.278651 + Penalty 1382.677068 = -125612.601583 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5120.526710 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5120.560344 sec): 3 clusters Score: Raw -7812.117206 + Penalty 992.891868 = -6819.225338 nChanged 47 SP:Iteration 1F (5120.601981 sec): 3 clusters Score: Raw -7898.624045 + Penalty 992.891868 = -6905.732177 nChanged 14 SP:Iteration 2F (5120.652113 sec): 3 clusters Score: Raw -7943.324256 + Penalty 992.891868 = -6950.432388 nChanged 5 SP:Iteration 3Q (5120.687763 sec): 3 clusters Score: Raw -7965.216011 + Penalty 992.891868 = -6972.324143 nChanged 4 SP:Iteration 4Q (5120.727125 sec): 3 clusters Score: Raw -7978.864900 + Penalty 992.891868 = -6985.973032 nChanged 4 SP:Iteration 5Q (5120.776655 sec): 3 clusters Score: Raw -7985.885870 + Penalty 992.891868 = -6992.994002 nChanged 1 SP:Iteration 6Q (5120.816927 sec): 3 clusters Score: Raw -7986.523248 + Penalty 992.891868 = -6993.631380 nChanged 0 SP:Iteration 7F (5120.865029 sec): 3 clusters Score: Raw -7986.523248 + Penalty 992.891868 = -6993.631380 nChanged 0 Trying to split cluster 30 (8262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5120.904730 sec): 2 clusters Score: Raw -766802.092558 + Penalty 856.845087 = -765945.247471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5120.958517 sec): 3 clusters Score: Raw -761957.655657 + Penalty 1713.690174 = -760243.965483 nChanged 3674 SP:Iteration 1F (5121.017181 sec): 3 clusters Score: Raw -764118.325573 + Penalty 1713.690174 = -762404.635399 nChanged 508 SP:Iteration 2F (5121.073806 sec): 3 clusters Score: Raw -764402.151543 + Penalty 1713.690174 = -762688.461369 nChanged 495 SP:Iteration 3F (5121.131770 sec): 3 clusters Score: Raw -764685.287121 + Penalty 1713.690174 = -762971.596947 nChanged 463 SP:Iteration 4F (5121.195381 sec): 3 clusters Score: Raw -764974.359420 + Penalty 1713.690174 = -763260.669246 nChanged 431 SP:Iteration 5F (5121.238413 sec): 3 clusters Score: Raw -765260.716133 + Penalty 1713.690174 = -763547.025959 nChanged 411 SP:Iteration 6Q (5121.290473 sec): 3 clusters Score: Raw -765572.137971 + Penalty 1713.690174 = -763858.447797 nChanged 366 SP:Iteration 7Q (5121.341503 sec): 3 clusters Score: Raw -765786.515524 + Penalty 1713.690174 = -764072.825350 nChanged 299 SP:Iteration 8Q (5121.393497 sec): 3 clusters Score: Raw -765947.088182 + Penalty 1713.690174 = -764233.398008 nChanged 227 SP:Iteration 9Q (5121.453387 sec): 3 clusters Score: Raw -766045.350180 + Penalty 1713.690174 = -764331.660006 nChanged 178 SP:Iteration 10Q (5121.499739 sec): 3 clusters Score: Raw -766108.326866 + Penalty 1713.690174 = -764394.636692 nChanged 130 SP:Iteration 11Q (5121.563084 sec): 3 clusters Score: Raw -766153.162516 + Penalty 1713.690174 = -764439.472342 nChanged 124 SP:Iteration 12Q (5121.611943 sec): 3 clusters Score: Raw -766193.850230 + Penalty 1713.690174 = -764480.160056 nChanged 109 SP:Iteration 13Q (5121.661581 sec): 3 clusters Score: Raw -766228.664969 + Penalty 1713.690174 = -764514.974795 nChanged 98 SP:Iteration 14Q (5121.715840 sec): 3 clusters Score: Raw -766255.638688 + Penalty 1713.690174 = -764541.948514 nChanged 77 SP:Iteration 15Q (5121.767447 sec): 3 clusters Score: Raw -766273.563477 + Penalty 1713.690174 = -764559.873303 nChanged 71 SP:Iteration 16Q (5121.824780 sec): 3 clusters Score: Raw -766291.887127 + Penalty 1713.690174 = -764578.196954 nChanged 57 SP:Iteration 17Q (5121.871760 sec): 3 clusters Score: Raw -766306.721155 + Penalty 1713.690174 = -764593.030981 nChanged 50 SP:Iteration 18Q (5121.926450 sec): 3 clusters Score: Raw -766320.085625 + Penalty 1713.690174 = -764606.395451 nChanged 52 SP:Iteration 19Q (5121.974609 sec): 3 clusters Score: Raw -766334.992697 + Penalty 1713.690174 = -764621.302523 nChanged 56 SP:Iteration 20F (5122.024949 sec): 3 clusters Score: Raw -766351.003524 + Penalty 1713.690174 = -764637.313350 nChanged 59 SP:Iteration 21Q (5122.085181 sec): 3 clusters Score: Raw -766368.481964 + Penalty 1713.690174 = -764654.791790 nChanged 59 SP:Iteration 22Q (5122.131679 sec): 3 clusters Score: Raw -766380.828254 + Penalty 1713.690174 = -764667.138080 nChanged 59 SP:Iteration 23Q (5122.181587 sec): 3 clusters Score: Raw -766393.306125 + Penalty 1713.690174 = -764679.615951 nChanged 45 SP:Iteration 24Q (5122.226540 sec): 3 clusters Score: Raw -766402.621206 + Penalty 1713.690174 = -764688.931032 nChanged 47 SP:Iteration 25Q (5122.282325 sec): 3 clusters Score: Raw -766410.676936 + Penalty 1713.690174 = -764696.986762 nChanged 41 SP:Iteration 26Q (5122.322835 sec): 3 clusters Score: Raw -766416.781572 + Penalty 1713.690174 = -764703.091398 nChanged 36 SP:Iteration 27Q (5122.370376 sec): 3 clusters Score: Raw -766423.008298 + Penalty 1713.690174 = -764709.318124 nChanged 36 SP:Iteration 28Q (5122.429105 sec): 3 clusters Score: Raw -766427.680996 + Penalty 1713.690174 = -764713.990823 nChanged 30 SP:Iteration 29Q (5122.473437 sec): 3 clusters Score: Raw -766432.117745 + Penalty 1713.690174 = -764718.427571 nChanged 31 SP:Iteration 30Q (5122.534994 sec): 3 clusters Score: Raw -766438.306404 + Penalty 1713.690174 = -764724.616230 nChanged 39 SP:Iteration 31Q (5122.586439 sec): 3 clusters Score: Raw -766446.009988 + Penalty 1713.690174 = -764732.319814 nChanged 41 SP:Iteration 32Q (5122.628381 sec): 3 clusters Score: Raw -766453.256342 + Penalty 1713.690174 = -764739.566168 nChanged 39 SP:Iteration 33Q (5122.682588 sec): 3 clusters Score: Raw -766461.748006 + Penalty 1713.690174 = -764748.057832 nChanged 45 SP:Iteration 34Q (5122.731612 sec): 3 clusters Score: Raw -766472.938189 + Penalty 1713.690174 = -764759.248016 nChanged 54 SP:Iteration 35Q (5122.785570 sec): 3 clusters Score: Raw -766483.977706 + Penalty 1713.690174 = -764770.287532 nChanged 54 SP:Iteration 36Q (5122.833309 sec): 3 clusters Score: Raw -766495.519273 + Penalty 1713.690174 = -764781.829099 nChanged 52 SP:Iteration 37Q (5122.884802 sec): 3 clusters Score: Raw -766509.624367 + Penalty 1713.690174 = -764795.934194 nChanged 55 SP:Iteration 38Q (5122.936631 sec): 3 clusters Score: Raw -766523.705009 + Penalty 1713.690174 = -764810.014835 nChanged 48 SP:Iteration 39Q (5122.986254 sec): 3 clusters Score: Raw -766536.729796 + Penalty 1713.690174 = -764823.039622 nChanged 51 SP:Iteration 40F (5123.036378 sec): 3 clusters Score: Raw -766553.713145 + Penalty 1713.690174 = -764840.022971 nChanged 60 SP:Iteration 41Q (5123.085173 sec): 3 clusters Score: Raw -766571.857256 + Penalty 1713.690174 = -764858.167082 nChanged 58 SP:Iteration 42Q (5123.138345 sec): 3 clusters Score: Raw -766590.536651 + Penalty 1713.690174 = -764876.846477 nChanged 42 SP:Iteration 43Q (5123.194736 sec): 3 clusters Score: Raw -766603.263983 + Penalty 1713.690174 = -764889.573809 nChanged 51 SP:Iteration 44Q (5123.250942 sec): 3 clusters Score: Raw -766617.120597 + Penalty 1713.690174 = -764903.430423 nChanged 49 SP:Iteration 45Q (5123.309710 sec): 3 clusters Score: Raw -766629.474333 + Penalty 1713.690174 = -764915.784159 nChanged 46 SP:Iteration 46Q (5123.372005 sec): 3 clusters Score: Raw -766643.975709 + Penalty 1713.690174 = -764930.285535 nChanged 45 SP:Iteration 47Q (5123.421374 sec): 3 clusters Score: Raw -766658.011774 + Penalty 1713.690174 = -764944.321600 nChanged 55 SP:Iteration 48Q (5123.484512 sec): 3 clusters Score: Raw -766680.140236 + Penalty 1713.690174 = -764966.450062 nChanged 52 SP:Iteration 49Q (5123.541642 sec): 3 clusters Score: Raw -766699.299431 + Penalty 1713.690174 = -764985.609257 nChanged 54 SP:Iteration 50Q (5123.597920 sec): 3 clusters Score: Raw -766722.801140 + Penalty 1713.690174 = -765009.110966 nChanged 47 SP:Iteration 51Q (5123.644326 sec): 3 clusters Score: Raw -766742.823739 + Penalty 1713.690174 = -765029.133565 nChanged 52 SP:Iteration 52Q (5123.692956 sec): 3 clusters Score: Raw -766762.940251 + Penalty 1713.690174 = -765049.250077 nChanged 41 SP:Iteration 53Q (5123.757800 sec): 3 clusters Score: Raw -766778.050100 + Penalty 1713.690174 = -765064.359926 nChanged 43 SP:Iteration 54Q (5123.812192 sec): 3 clusters Score: Raw -766800.080203 + Penalty 1713.690174 = -765086.390030 nChanged 46 SP:Iteration 55Q (5123.857078 sec): 3 clusters Score: Raw -766821.748814 + Penalty 1713.690174 = -765108.058640 nChanged 46 SP:Iteration 56Q (5123.919767 sec): 3 clusters Score: Raw -766842.184595 + Penalty 1713.690174 = -765128.494421 nChanged 42 SP:Iteration 57Q (5123.976124 sec): 3 clusters Score: Raw -766863.138837 + Penalty 1713.690174 = -765149.448663 nChanged 44 SP:Iteration 58Q (5124.038148 sec): 3 clusters Score: Raw -766884.549302 + Penalty 1713.690174 = -765170.859128 nChanged 40 SP:Iteration 59Q (5124.091618 sec): 3 clusters Score: Raw -766902.271269 + Penalty 1713.690174 = -765188.581095 nChanged 33 SP:Iteration 60F (5124.146361 sec): 3 clusters Score: Raw -766915.300488 + Penalty 1713.690174 = -765201.610314 nChanged 26 SP:Iteration 61Q (5124.201521 sec): 3 clusters Score: Raw -766928.234070 + Penalty 1713.690174 = -765214.543896 nChanged 23 SP:Iteration 62Q (5124.244807 sec): 3 clusters Score: Raw -766941.098257 + Penalty 1713.690174 = -765227.408083 nChanged 30 SP:Iteration 63Q (5124.306879 sec): 3 clusters Score: Raw -766957.445792 + Penalty 1713.690174 = -765243.755618 nChanged 32 SP:Iteration 64Q (5124.361232 sec): 3 clusters Score: Raw -766972.809762 + Penalty 1713.690174 = -765259.119588 nChanged 27 SP:Iteration 65Q (5124.409379 sec): 3 clusters Score: Raw -766984.320569 + Penalty 1713.690174 = -765270.630395 nChanged 25 SP:Iteration 66Q (5124.466021 sec): 3 clusters Score: Raw -766992.511344 + Penalty 1713.690174 = -765278.821171 nChanged 23 SP:Iteration 67Q (5124.513315 sec): 3 clusters Score: Raw -767002.798410 + Penalty 1713.690174 = -765289.108236 nChanged 15 SP:Iteration 68Q (5124.572841 sec): 3 clusters Score: Raw -767009.107517 + Penalty 1713.690174 = -765295.417343 nChanged 13 SP:Iteration 69Q (5124.625125 sec): 3 clusters Score: Raw -767012.914044 + Penalty 1713.690174 = -765299.223871 nChanged 10 SP:Iteration 70Q (5124.675925 sec): 3 clusters Score: Raw -767016.204304 + Penalty 1713.690174 = -765302.514130 nChanged 6 SP:Iteration 71Q (5124.730986 sec): 3 clusters Score: Raw -767017.408160 + Penalty 1713.690174 = -765303.717987 nChanged 4 SP:Iteration 72Q (5124.784852 sec): 3 clusters Score: Raw -767018.857245 + Penalty 1713.690174 = -765305.167071 nChanged 4 SP:Iteration 73Q (5124.839285 sec): 3 clusters Score: Raw -767019.721307 + Penalty 1713.690174 = -765306.031133 nChanged 0 SP:Iteration 74F (5124.898517 sec): 3 clusters Score: Raw -767019.721307 + Penalty 1713.690174 = -765306.031133 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5124.923864 sec): 2 clusters Score: Raw -14847.094340 + Penalty 504.285431 = -14342.808909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5124.968189 sec): 3 clusters Score: Raw -14900.086865 + Penalty 1008.570863 = -13891.516002 nChanged 40 SP:Iteration 1F (5125.008756 sec): 3 clusters Score: Raw -14993.975020 + Penalty 1008.570863 = -13985.404158 nChanged 7 SP:Iteration 2Q (5125.061919 sec): 3 clusters Score: Raw -15001.256750 + Penalty 1008.570863 = -13992.685888 nChanged 1 SP:Iteration 3Q (5125.108432 sec): 3 clusters Score: Raw -15002.320257 + Penalty 1008.570863 = -13993.749394 nChanged 0 SP:Iteration 4F (5125.148379 sec): 3 clusters Score: Raw -15002.320257 + Penalty 1008.570863 = -13993.749394 nChanged 0 Trying to split cluster 32 (4705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5125.176764 sec): 2 clusters Score: Raw -450661.926045 + Penalty 803.356200 = -449858.569845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5125.237655 sec): 3 clusters Score: Raw -448070.339311 + Penalty 1606.712400 = -446463.626911 nChanged 1990 SP:Iteration 1F (5125.281410 sec): 3 clusters Score: Raw -449187.173686 + Penalty 1606.712400 = -447580.461286 nChanged 341 SP:Iteration 2F (5125.338711 sec): 3 clusters Score: Raw -449375.617476 + Penalty 1606.712400 = -447768.905076 nChanged 309 SP:Iteration 3F (5125.380755 sec): 3 clusters Score: Raw -449566.544088 + Penalty 1606.712400 = -447959.831688 nChanged 271 SP:Iteration 4F (5125.430057 sec): 3 clusters Score: Raw -449741.940477 + Penalty 1606.712400 = -448135.228077 nChanged 234 SP:Iteration 5Q (5125.488082 sec): 3 clusters Score: Raw -449889.744735 + Penalty 1606.712400 = -448283.032335 nChanged 197 SP:Iteration 6Q (5125.540594 sec): 3 clusters Score: Raw -450027.376262 + Penalty 1606.712400 = -448420.663862 nChanged 176 SP:Iteration 7Q (5125.587169 sec): 3 clusters Score: Raw -450151.124601 + Penalty 1606.712400 = -448544.412201 nChanged 164 SP:Iteration 8Q (5125.628711 sec): 3 clusters Score: Raw -450277.249449 + Penalty 1606.712400 = -448670.537049 nChanged 155 SP:Iteration 9Q (5125.690664 sec): 3 clusters Score: Raw -450373.653890 + Penalty 1606.712400 = -448766.941490 nChanged 115 SP:Iteration 10Q (5125.731974 sec): 3 clusters Score: Raw -450444.198169 + Penalty 1606.712400 = -448837.485769 nChanged 94 SP:Iteration 11Q (5125.779989 sec): 3 clusters Score: Raw -450515.180264 + Penalty 1606.712400 = -448908.467864 nChanged 73 SP:Iteration 12Q (5125.833595 sec): 3 clusters Score: Raw -450564.386157 + Penalty 1606.712400 = -448957.673757 nChanged 58 SP:Iteration 13Q (5125.863475 sec): 3 clusters Score: Raw -450600.440346 + Penalty 1606.712400 = -448993.727946 nChanged 39 SP:Iteration 14Q (5125.909707 sec): 3 clusters Score: Raw -450621.029052 + Penalty 1606.712400 = -449014.316652 nChanged 31 SP:Iteration 15Q (5125.953824 sec): 3 clusters Score: Raw -450638.200261 + Penalty 1606.712400 = -449031.487861 nChanged 25 SP:Iteration 16Q (5125.994969 sec): 3 clusters Score: Raw -450650.062211 + Penalty 1606.712400 = -449043.349811 nChanged 23 SP:Iteration 17Q (5126.039661 sec): 3 clusters Score: Raw -450663.177281 + Penalty 1606.712400 = -449056.464881 nChanged 18 SP:Iteration 18Q (5126.083794 sec): 3 clusters Score: Raw -450673.246080 + Penalty 1606.712400 = -449066.533680 nChanged 12 SP:Iteration 19Q (5126.139246 sec): 3 clusters Score: Raw -450677.928692 + Penalty 1606.712400 = -449071.216292 nChanged 8 SP:Iteration 20F (5126.181801 sec): 3 clusters Score: Raw -450681.445678 + Penalty 1606.712400 = -449074.733278 nChanged 9 SP:Iteration 21Q (5126.230643 sec): 3 clusters Score: Raw -450685.211180 + Penalty 1606.712400 = -449078.498780 nChanged 16 SP:Iteration 22Q (5126.277046 sec): 3 clusters Score: Raw -450692.269037 + Penalty 1606.712400 = -449085.556637 nChanged 11 SP:Iteration 23Q (5126.318480 sec): 3 clusters Score: Raw -450698.361989 + Penalty 1606.712400 = -449091.649589 nChanged 13 SP:Iteration 24Q (5126.358761 sec): 3 clusters Score: Raw -450703.573065 + Penalty 1606.712400 = -449096.860665 nChanged 8 SP:Iteration 25Q (5126.404449 sec): 3 clusters Score: Raw -450706.710639 + Penalty 1606.712400 = -449099.998240 nChanged 5 SP:Iteration 26Q (5126.449897 sec): 3 clusters Score: Raw -450710.223905 + Penalty 1606.712400 = -449103.511505 nChanged 7 SP:Iteration 27Q (5126.504607 sec): 3 clusters Score: Raw -450713.218751 + Penalty 1606.712400 = -449106.506351 nChanged 4 SP:Iteration 28Q (5126.542769 sec): 3 clusters Score: Raw -450714.501096 + Penalty 1606.712400 = -449107.788696 nChanged 5 SP:Iteration 29Q (5126.594316 sec): 3 clusters Score: Raw -450716.051444 + Penalty 1606.712400 = -449109.339044 nChanged 5 SP:Iteration 30Q (5126.629380 sec): 3 clusters Score: Raw -450717.664251 + Penalty 1606.712400 = -449110.951851 nChanged 3 SP:Iteration 31Q (5126.682951 sec): 3 clusters Score: Raw -450718.918086 + Penalty 1606.712400 = -449112.205686 nChanged 3 SP:Iteration 32Q (5126.719726 sec): 3 clusters Score: Raw -450720.015147 + Penalty 1606.712400 = -449113.302747 nChanged 3 SP:Iteration 33Q (5126.763119 sec): 3 clusters Score: Raw -450720.774990 + Penalty 1606.712400 = -449114.062590 nChanged 5 SP:Iteration 34Q (5126.815684 sec): 3 clusters Score: Raw -450722.770528 + Penalty 1606.712400 = -449116.058128 nChanged 3 SP:Iteration 35Q (5126.864445 sec): 3 clusters Score: Raw -450725.290119 + Penalty 1606.712400 = -449118.577719 nChanged 4 SP:Iteration 36Q (5126.907636 sec): 3 clusters Score: Raw -450726.977650 + Penalty 1606.712400 = -449120.265250 nChanged 3 SP:Iteration 37Q (5126.959258 sec): 3 clusters Score: Raw -450727.991782 + Penalty 1606.712400 = -449121.279382 nChanged 4 SP:Iteration 38Q (5127.003498 sec): 3 clusters Score: Raw -450729.801527 + Penalty 1606.712400 = -449123.089128 nChanged 6 SP:Iteration 39Q (5127.042164 sec): 3 clusters Score: Raw -450733.394707 + Penalty 1606.712400 = -449126.682307 nChanged 3 SP:Iteration 40F (5127.099088 sec): 3 clusters Score: Raw -450735.285135 + Penalty 1606.712400 = -449128.572736 nChanged 5 SP:Iteration 41Q (5127.143420 sec): 3 clusters Score: Raw -450737.209278 + Penalty 1606.712400 = -449130.496879 nChanged 9 SP:Iteration 42Q (5127.192071 sec): 3 clusters Score: Raw -450742.030681 + Penalty 1606.712400 = -449135.318281 nChanged 11 SP:Iteration 43Q (5127.231211 sec): 3 clusters Score: Raw -450746.423694 + Penalty 1606.712400 = -449139.711294 nChanged 6 SP:Iteration 44Q (5127.276038 sec): 3 clusters Score: Raw -450749.537794 + Penalty 1606.712400 = -449142.825394 nChanged 4 SP:Iteration 45Q (5127.309602 sec): 3 clusters Score: Raw -450751.397847 + Penalty 1606.712400 = -449144.685447 nChanged 5 SP:Iteration 46Q (5127.353523 sec): 3 clusters Score: Raw -450753.949220 + Penalty 1606.712400 = -449147.236820 nChanged 5 SP:Iteration 47Q (5127.391703 sec): 3 clusters Score: Raw -450755.800899 + Penalty 1606.712400 = -449149.088499 nChanged 2 SP:Iteration 48Q (5127.440923 sec): 3 clusters Score: Raw -450757.722525 + Penalty 1606.712400 = -449151.010125 nChanged 3 SP:Iteration 49Q (5127.489056 sec): 3 clusters Score: Raw -450759.190356 + Penalty 1606.712400 = -449152.477956 nChanged 5 SP:Iteration 50Q (5127.540134 sec): 3 clusters Score: Raw -450761.750558 + Penalty 1606.712400 = -449155.038158 nChanged 4 SP:Iteration 51Q (5127.586492 sec): 3 clusters Score: Raw -450764.543196 + Penalty 1606.712400 = -449157.830796 nChanged 5 SP:Iteration 52Q (5127.634860 sec): 3 clusters Score: Raw -450769.110299 + Penalty 1606.712400 = -449162.397899 nChanged 8 SP:Iteration 53Q (5127.694402 sec): 3 clusters Score: Raw -450776.335098 + Penalty 1606.712400 = -449169.622698 nChanged 6 SP:Iteration 54Q (5127.749099 sec): 3 clusters Score: Raw -450779.566375 + Penalty 1606.712400 = -449172.853976 nChanged 8 SP:Iteration 55Q (5127.799426 sec): 3 clusters Score: Raw -450783.362210 + Penalty 1606.712400 = -449176.649810 nChanged 3 SP:Iteration 56Q (5127.851928 sec): 3 clusters Score: Raw -450784.785224 + Penalty 1606.712400 = -449178.072824 nChanged 5 SP:Iteration 57Q (5127.891723 sec): 3 clusters Score: Raw -450787.469700 + Penalty 1606.712400 = -449180.757300 nChanged 3 SP:Iteration 58Q (5127.937085 sec): 3 clusters Score: Raw -450788.918869 + Penalty 1606.712400 = -449182.206469 nChanged 2 SP:Iteration 59Q (5127.988644 sec): 3 clusters Score: Raw -450789.595432 + Penalty 1606.712400 = -449182.883032 nChanged 1 SP:Iteration 60F (5128.041416 sec): 3 clusters Score: Raw -450790.432591 + Penalty 1606.712400 = -449183.720191 nChanged 3 SP:Iteration 61Q (5128.087187 sec): 3 clusters Score: Raw -450792.613360 + Penalty 1606.712400 = -449185.900960 nChanged 5 SP:Iteration 62Q (5128.145507 sec): 3 clusters Score: Raw -450795.967891 + Penalty 1606.712400 = -449189.255491 nChanged 3 SP:Iteration 63Q (5128.190363 sec): 3 clusters Score: Raw -450797.062942 + Penalty 1606.712400 = -449190.350542 nChanged 2 SP:Iteration 64Q (5128.242686 sec): 3 clusters Score: Raw -450797.811573 + Penalty 1606.712400 = -449191.099173 nChanged 1 SP:Iteration 65Q (5128.291355 sec): 3 clusters Score: Raw -450798.256498 + Penalty 1606.712400 = -449191.544098 nChanged 1 SP:Iteration 66Q (5128.345586 sec): 3 clusters Score: Raw -450798.858280 + Penalty 1606.712400 = -449192.145880 nChanged 1 SP:Iteration 67Q (5128.383018 sec): 3 clusters Score: Raw -450799.111255 + Penalty 1606.712400 = -449192.398856 nChanged 0 SP:Iteration 68F (5128.437999 sec): 3 clusters Score: Raw -450799.111255 + Penalty 1606.712400 = -449192.398856 nChanged 0 Trying to split cluster 33 (6233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5128.474770 sec): 2 clusters Score: Raw -501515.322172 + Penalty 830.073238 = -500685.248934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5128.528217 sec): 3 clusters Score: Raw -497913.953836 + Penalty 1660.146477 = -496253.807359 nChanged 2763 SP:Iteration 1F (5128.572071 sec): 3 clusters Score: Raw -499581.550432 + Penalty 1660.146477 = -497921.403955 nChanged 468 SP:Iteration 2F (5128.627875 sec): 3 clusters Score: Raw -499836.486489 + Penalty 1660.146477 = -498176.340012 nChanged 403 SP:Iteration 3F (5128.688031 sec): 3 clusters Score: Raw -500066.579161 + Penalty 1660.146477 = -498406.432684 nChanged 352 SP:Iteration 4F (5128.736825 sec): 3 clusters Score: Raw -500265.517016 + Penalty 1660.146477 = -498605.370539 nChanged 317 SP:Iteration 5F (5128.790566 sec): 3 clusters Score: Raw -500466.989752 + Penalty 1660.146477 = -498806.843275 nChanged 315 SP:Iteration 6F (5128.851580 sec): 3 clusters Score: Raw -500633.580297 + Penalty 1660.146477 = -498973.433820 nChanged 264 SP:Iteration 7Q (5128.900963 sec): 3 clusters Score: Raw -500792.089256 + Penalty 1660.146477 = -499131.942779 nChanged 264 SP:Iteration 8Q (5128.954713 sec): 3 clusters Score: Raw -500952.582450 + Penalty 1660.146477 = -499292.435973 nChanged 237 SP:Iteration 9Q (5129.012943 sec): 3 clusters Score: Raw -501095.581295 + Penalty 1660.146477 = -499435.434818 nChanged 211 SP:Iteration 10Q (5129.068109 sec): 3 clusters Score: Raw -501236.189316 + Penalty 1660.146477 = -499576.042839 nChanged 215 SP:Iteration 11Q (5129.119724 sec): 3 clusters Score: Raw -501389.945101 + Penalty 1660.146477 = -499729.798624 nChanged 208 SP:Iteration 12Q (5129.178125 sec): 3 clusters Score: Raw -501529.830779 + Penalty 1660.146477 = -499869.684302 nChanged 168 SP:Iteration 13Q (5129.232608 sec): 3 clusters Score: Raw -501637.628168 + Penalty 1660.146477 = -499977.481691 nChanged 167 SP:Iteration 14Q (5129.269306 sec): 3 clusters Score: Raw -501743.134669 + Penalty 1660.146477 = -500082.988192 nChanged 122 SP:Iteration 15Q (5129.322602 sec): 3 clusters Score: Raw -501813.460488 + Penalty 1660.146477 = -500153.314011 nChanged 97 SP:Iteration 16Q (5129.380771 sec): 3 clusters Score: Raw -501869.820700 + Penalty 1660.146477 = -500209.674223 nChanged 60 SP:Iteration 17Q (5129.430853 sec): 3 clusters Score: Raw -501899.101680 + Penalty 1660.146477 = -500238.955203 nChanged 37 SP:Iteration 18Q (5129.488811 sec): 3 clusters Score: Raw -501914.194112 + Penalty 1660.146477 = -500254.047635 nChanged 31 SP:Iteration 19Q (5129.530529 sec): 3 clusters Score: Raw -501931.390102 + Penalty 1660.146477 = -500271.243625 nChanged 26 SP:Iteration 20F (5129.591887 sec): 3 clusters Score: Raw -501944.118863 + Penalty 1660.146477 = -500283.972386 nChanged 28 SP:Iteration 21Q (5129.642253 sec): 3 clusters Score: Raw -501955.493214 + Penalty 1660.146477 = -500295.346737 nChanged 20 SP:Iteration 22Q (5129.704623 sec): 3 clusters Score: Raw -501962.501563 + Penalty 1660.146477 = -500302.355086 nChanged 8 SP:Iteration 23Q (5129.757744 sec): 3 clusters Score: Raw -501967.653411 + Penalty 1660.146477 = -500307.506934 nChanged 9 SP:Iteration 24Q (5129.815912 sec): 3 clusters Score: Raw -501971.935078 + Penalty 1660.146477 = -500311.788601 nChanged 2 SP:Iteration 25Q (5129.857608 sec): 3 clusters Score: Raw -501972.338861 + Penalty 1660.146477 = -500312.192384 nChanged 1 SP:Iteration 26Q (5129.910983 sec): 3 clusters Score: Raw -501972.584799 + Penalty 1660.146477 = -500312.438322 nChanged 1 SP:Iteration 27Q (5129.968135 sec): 3 clusters Score: Raw -501972.746274 + Penalty 1660.146477 = -500312.599797 nChanged 1 SP:Iteration 28Q (5130.019277 sec): 3 clusters Score: Raw -501973.273093 + Penalty 1660.146477 = -500313.126616 nChanged 3 SP:Iteration 29Q (5130.068857 sec): 3 clusters Score: Raw -501973.769686 + Penalty 1660.146477 = -500313.623209 nChanged 3 SP:Iteration 30Q (5130.129279 sec): 3 clusters Score: Raw -501974.367956 + Penalty 1660.146477 = -500314.221479 nChanged 4 SP:Iteration 31Q (5130.191176 sec): 3 clusters Score: Raw -501976.161551 + Penalty 1660.146477 = -500316.015074 nChanged 5 SP:Iteration 32Q (5130.231423 sec): 3 clusters Score: Raw -501977.224995 + Penalty 1660.146477 = -500317.078518 nChanged 3 SP:Iteration 33Q (5130.278192 sec): 3 clusters Score: Raw -501977.846027 + Penalty 1660.146477 = -500317.699550 nChanged 2 SP:Iteration 34Q (5130.340680 sec): 3 clusters Score: Raw -501978.221275 + Penalty 1660.146477 = -500318.074798 nChanged 0 SP:Iteration 35F (5130.384408 sec): 3 clusters Score: Raw -501978.221275 + Penalty 1660.146477 = -500318.074798 nChanged 0 Trying to split cluster 34 (3648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5130.415387 sec): 2 clusters Score: Raw -329220.153447 + Penalty 779.183763 = -328440.969684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5130.463369 sec): 3 clusters Score: Raw -327372.209447 + Penalty 1558.367527 = -325813.841920 nChanged 1477 SP:Iteration 1F (5130.516358 sec): 3 clusters Score: Raw -328472.382698 + Penalty 1558.367527 = -326914.015171 nChanged 362 SP:Iteration 2F (5130.560264 sec): 3 clusters Score: Raw -328799.232517 + Penalty 1558.367527 = -327240.864990 nChanged 281 SP:Iteration 3F (5130.619039 sec): 3 clusters Score: Raw -329010.870018 + Penalty 1558.367527 = -327452.502492 nChanged 214 SP:Iteration 4F (5130.668332 sec): 3 clusters Score: Raw -329148.123918 + Penalty 1558.367527 = -327589.756392 nChanged 139 SP:Iteration 5Q (5130.729699 sec): 3 clusters Score: Raw -329219.389251 + Penalty 1558.367527 = -327661.021724 nChanged 85 SP:Iteration 6Q (5130.776751 sec): 3 clusters Score: Raw -329249.094163 + Penalty 1558.367527 = -327690.726637 nChanged 47 SP:Iteration 7Q (5130.816361 sec): 3 clusters Score: Raw -329260.647100 + Penalty 1558.367527 = -327702.279573 nChanged 29 SP:Iteration 8Q (5130.865805 sec): 3 clusters Score: Raw -329269.667526 + Penalty 1558.367527 = -327711.299999 nChanged 20 SP:Iteration 9Q (5130.904450 sec): 3 clusters Score: Raw -329274.857363 + Penalty 1558.367527 = -327716.489836 nChanged 17 SP:Iteration 10Q (5130.955732 sec): 3 clusters Score: Raw -329278.125873 + Penalty 1558.367527 = -327719.758347 nChanged 10 SP:Iteration 11Q (5131.003540 sec): 3 clusters Score: Raw -329280.193234 + Penalty 1558.367527 = -327721.825707 nChanged 9 SP:Iteration 12Q (5131.041293 sec): 3 clusters Score: Raw -329282.637299 + Penalty 1558.367527 = -327724.269772 nChanged 10 SP:Iteration 13Q (5131.091702 sec): 3 clusters Score: Raw -329284.591697 + Penalty 1558.367527 = -327726.224171 nChanged 11 SP:Iteration 14Q (5131.141534 sec): 3 clusters Score: Raw -329291.304505 + Penalty 1558.367527 = -327732.936978 nChanged 20 SP:Iteration 15Q (5131.180134 sec): 3 clusters Score: Raw -329303.324170 + Penalty 1558.367527 = -327744.956643 nChanged 25 SP:Iteration 16Q (5131.228545 sec): 3 clusters Score: Raw -329313.030617 + Penalty 1558.367527 = -327754.663090 nChanged 16 SP:Iteration 17Q (5131.271664 sec): 3 clusters Score: Raw -329319.566610 + Penalty 1558.367527 = -327761.199084 nChanged 19 SP:Iteration 18Q (5131.317043 sec): 3 clusters Score: Raw -329325.959769 + Penalty 1558.367527 = -327767.592243 nChanged 17 SP:Iteration 19Q (5131.354019 sec): 3 clusters Score: Raw -329331.212343 + Penalty 1558.367527 = -327772.844816 nChanged 21 SP:Iteration 20F (5131.400343 sec): 3 clusters Score: Raw -329335.801383 + Penalty 1558.367527 = -327777.433856 nChanged 13 SP:Iteration 21Q (5131.445799 sec): 3 clusters Score: Raw -329340.126797 + Penalty 1558.367527 = -327781.759270 nChanged 16 SP:Iteration 22Q (5131.493816 sec): 3 clusters Score: Raw -329344.500957 + Penalty 1558.367527 = -327786.133431 nChanged 13 SP:Iteration 23Q (5131.534449 sec): 3 clusters Score: Raw -329347.454470 + Penalty 1558.367527 = -327789.086943 nChanged 3 SP:Iteration 24Q (5131.568351 sec): 3 clusters Score: Raw -329347.892198 + Penalty 1558.367527 = -327789.524671 nChanged 3 SP:Iteration 25Q (5131.608570 sec): 3 clusters Score: Raw -329348.307901 + Penalty 1558.367527 = -327789.940375 nChanged 1 SP:Iteration 26Q (5131.668164 sec): 3 clusters Score: Raw -329348.423039 + Penalty 1558.367527 = -327790.055513 nChanged 1 SP:Iteration 27Q (5131.718180 sec): 3 clusters Score: Raw -329348.596597 + Penalty 1558.367527 = -327790.229070 nChanged 0 SP:Iteration 28F (5131.758659 sec): 3 clusters Score: Raw -329348.596597 + Penalty 1558.367527 = -327790.229070 nChanged 0 Trying to split cluster 35 (16770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5131.808833 sec): 2 clusters Score: Raw -1658772.851616 + Penalty 924.097951 = -1657848.753665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5131.866764 sec): 3 clusters Score: Raw -1648499.033729 + Penalty 1848.195902 = -1646650.837827 nChanged 7670 SP:Iteration 1F (5131.934806 sec): 3 clusters Score: Raw -1653002.957330 + Penalty 1848.195902 = -1651154.761428 nChanged 908 SP:Iteration 2F (5131.989001 sec): 3 clusters Score: Raw -1653439.696723 + Penalty 1848.195902 = -1651591.500821 nChanged 957 SP:Iteration 3F (5132.058364 sec): 3 clusters Score: Raw -1654018.182469 + Penalty 1848.195902 = -1652169.986567 nChanged 1052 SP:Iteration 4F (5132.122914 sec): 3 clusters Score: Raw -1654746.886029 + Penalty 1848.195902 = -1652898.690127 nChanged 1078 SP:Iteration 5F (5132.187372 sec): 3 clusters Score: Raw -1655613.665481 + Penalty 1848.195902 = -1653765.469579 nChanged 1054 SP:Iteration 6F (5132.252382 sec): 3 clusters Score: Raw -1656552.319064 + Penalty 1848.195902 = -1654704.123162 nChanged 914 SP:Iteration 7F (5132.310758 sec): 3 clusters Score: Raw -1657355.654158 + Penalty 1848.195902 = -1655507.458256 nChanged 690 SP:Iteration 8Q (5132.371383 sec): 3 clusters Score: Raw -1657946.255141 + Penalty 1848.195902 = -1656098.059239 nChanged 495 SP:Iteration 9Q (5132.429804 sec): 3 clusters Score: Raw -1658343.939520 + Penalty 1848.195902 = -1656495.743618 nChanged 276 SP:Iteration 10Q (5132.498548 sec): 3 clusters Score: Raw -1658555.674089 + Penalty 1848.195902 = -1656707.478186 nChanged 178 SP:Iteration 11Q (5132.555613 sec): 3 clusters Score: Raw -1658707.673677 + Penalty 1848.195902 = -1656859.477774 nChanged 93 SP:Iteration 12Q (5132.613979 sec): 3 clusters Score: Raw -1658773.877870 + Penalty 1848.195902 = -1656925.681968 nChanged 39 SP:Iteration 13Q (5132.686327 sec): 3 clusters Score: Raw -1658804.051467 + Penalty 1848.195902 = -1656955.855564 nChanged 29 SP:Iteration 14Q (5132.738655 sec): 3 clusters Score: Raw -1658824.360166 + Penalty 1848.195902 = -1656976.164264 nChanged 21 SP:Iteration 15Q (5132.802351 sec): 3 clusters Score: Raw -1658838.530095 + Penalty 1848.195902 = -1656990.334192 nChanged 11 SP:Iteration 16Q (5132.874024 sec): 3 clusters Score: Raw -1658849.402600 + Penalty 1848.195902 = -1657001.206697 nChanged 9 SP:Iteration 17Q (5132.938294 sec): 3 clusters Score: Raw -1658854.760403 + Penalty 1848.195902 = -1657006.564501 nChanged 7 SP:Iteration 18Q (5132.993658 sec): 3 clusters Score: Raw -1658857.757162 + Penalty 1848.195902 = -1657009.561260 nChanged 6 SP:Iteration 19Q (5133.057361 sec): 3 clusters Score: Raw -1658860.656723 + Penalty 1848.195902 = -1657012.460821 nChanged 2 SP:Iteration 20F (5133.130619 sec): 3 clusters Score: Raw -1658861.741832 + Penalty 1848.195902 = -1657013.545929 nChanged 1 SP:Iteration 21Q (5133.182265 sec): 3 clusters Score: Raw -1658862.125386 + Penalty 1848.195902 = -1657013.929484 nChanged 1 SP:Iteration 22Q (5133.257384 sec): 3 clusters Score: Raw -1658863.519439 + Penalty 1848.195902 = -1657015.323536 nChanged 1 SP:Iteration 23Q (5133.323370 sec): 3 clusters Score: Raw -1658864.142639 + Penalty 1848.195902 = -1657015.946737 nChanged 1 SP:Iteration 24Q (5133.387283 sec): 3 clusters Score: Raw -1658864.371000 + Penalty 1848.195902 = -1657016.175097 nChanged 2 SP:Iteration 25Q (5133.432369 sec): 3 clusters Score: Raw -1658865.184302 + Penalty 1848.195902 = -1657016.988399 nChanged 0 SP:Iteration 26F (5133.499871 sec): 3 clusters Score: Raw -1658865.184302 + Penalty 1848.195902 = -1657016.988399 nChanged 0 Trying to split cluster 36 (16437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5133.552097 sec): 2 clusters Score: Raw -1638814.933400 + Penalty 922.192566 = -1637892.740834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5133.617059 sec): 3 clusters Score: Raw -1628780.655939 + Penalty 1844.385132 = -1626936.270807 nChanged 7531 SP:Iteration 1F (5133.682921 sec): 3 clusters Score: Raw -1632990.027126 + Penalty 1844.385132 = -1631145.641994 nChanged 774 SP:Iteration 2Q (5133.745287 sec): 3 clusters Score: Raw -1633281.982164 + Penalty 1844.385132 = -1631437.597032 nChanged 781 SP:Iteration 3Q (5133.817974 sec): 3 clusters Score: Raw -1633646.273858 + Penalty 1844.385132 = -1631801.888726 nChanged 879 SP:Iteration 4F (5133.868865 sec): 3 clusters Score: Raw -1634148.137092 + Penalty 1844.385132 = -1632303.751960 nChanged 951 SP:Iteration 5F (5133.934383 sec): 3 clusters Score: Raw -1634803.319006 + Penalty 1844.385132 = -1632958.933874 nChanged 973 SP:Iteration 6F (5133.999614 sec): 3 clusters Score: Raw -1635541.762258 + Penalty 1844.385132 = -1633697.377125 nChanged 874 SP:Iteration 7F (5134.071218 sec): 3 clusters Score: Raw -1636292.672377 + Penalty 1844.385132 = -1634448.287244 nChanged 769 SP:Iteration 8Q (5134.135685 sec): 3 clusters Score: Raw -1636908.037503 + Penalty 1844.385132 = -1635063.652371 nChanged 632 SP:Iteration 9Q (5134.196425 sec): 3 clusters Score: Raw -1637313.248883 + Penalty 1844.385132 = -1635468.863751 nChanged 465 SP:Iteration 10Q (5134.270869 sec): 3 clusters Score: Raw -1637572.667510 + Penalty 1844.385132 = -1635728.282378 nChanged 355 SP:Iteration 11Q (5134.342581 sec): 3 clusters Score: Raw -1637743.903416 + Penalty 1844.385132 = -1635899.518284 nChanged 286 SP:Iteration 12Q (5134.400587 sec): 3 clusters Score: Raw -1637875.934892 + Penalty 1844.385132 = -1636031.549760 nChanged 256 SP:Iteration 13Q (5134.475502 sec): 3 clusters Score: Raw -1637993.132400 + Penalty 1844.385132 = -1636148.747268 nChanged 224 SP:Iteration 14Q (5134.528331 sec): 3 clusters Score: Raw -1638092.914488 + Penalty 1844.385132 = -1636248.529356 nChanged 211 SP:Iteration 15Q (5134.587799 sec): 3 clusters Score: Raw -1638190.057830 + Penalty 1844.385132 = -1636345.672698 nChanged 173 SP:Iteration 16Q (5134.655322 sec): 3 clusters Score: Raw -1638266.527582 + Penalty 1844.385132 = -1636422.142450 nChanged 142 SP:Iteration 17Q (5134.728100 sec): 3 clusters Score: Raw -1638316.739937 + Penalty 1844.385132 = -1636472.354805 nChanged 126 SP:Iteration 18Q (5134.788552 sec): 3 clusters Score: Raw -1638355.669243 + Penalty 1844.385132 = -1636511.284111 nChanged 106 SP:Iteration 19Q (5134.851372 sec): 3 clusters Score: Raw -1638384.703434 + Penalty 1844.385132 = -1636540.318301 nChanged 103 SP:Iteration 20F (5134.913196 sec): 3 clusters Score: Raw -1638413.329341 + Penalty 1844.385132 = -1636568.944209 nChanged 93 SP:Iteration 21Q (5134.982700 sec): 3 clusters Score: Raw -1638442.299554 + Penalty 1844.385132 = -1636597.914422 nChanged 108 SP:Iteration 22Q (5135.042835 sec): 3 clusters Score: Raw -1638472.783323 + Penalty 1844.385132 = -1636628.398190 nChanged 85 SP:Iteration 23Q (5135.093059 sec): 3 clusters Score: Raw -1638494.918962 + Penalty 1844.385132 = -1636650.533830 nChanged 79 SP:Iteration 24Q (5135.151779 sec): 3 clusters Score: Raw -1638518.036367 + Penalty 1844.385132 = -1636673.651235 nChanged 90 SP:Iteration 25Q (5135.225266 sec): 3 clusters Score: Raw -1638544.212935 + Penalty 1844.385132 = -1636699.827803 nChanged 83 SP:Iteration 26Q (5135.284060 sec): 3 clusters Score: Raw -1638571.242496 + Penalty 1844.385132 = -1636726.857364 nChanged 74 SP:Iteration 27Q (5135.352511 sec): 3 clusters Score: Raw -1638597.238257 + Penalty 1844.385132 = -1636752.853125 nChanged 93 SP:Iteration 28Q (5135.413211 sec): 3 clusters Score: Raw -1638630.383017 + Penalty 1844.385132 = -1636785.997884 nChanged 70 SP:Iteration 29Q (5135.472924 sec): 3 clusters Score: Raw -1638655.435729 + Penalty 1844.385132 = -1636811.050597 nChanged 66 SP:Iteration 30Q (5135.528766 sec): 3 clusters Score: Raw -1638677.289965 + Penalty 1844.385132 = -1636832.904833 nChanged 66 SP:Iteration 31Q (5135.597860 sec): 3 clusters Score: Raw -1638705.785149 + Penalty 1844.385132 = -1636861.400016 nChanged 65 SP:Iteration 32Q (5135.667671 sec): 3 clusters Score: Raw -1638734.030151 + Penalty 1844.385132 = -1636889.645018 nChanged 66 SP:Iteration 33Q (5135.717824 sec): 3 clusters Score: Raw -1638763.902727 + Penalty 1844.385132 = -1636919.517594 nChanged 61 SP:Iteration 34Q (5135.793487 sec): 3 clusters Score: Raw -1638790.853381 + Penalty 1844.385132 = -1636946.468249 nChanged 69 SP:Iteration 35Q (5135.850272 sec): 3 clusters Score: Raw -1638816.984693 + Penalty 1844.385132 = -1636972.599561 nChanged 46 SP:Iteration 36Q (5135.922101 sec): 3 clusters Score: Raw -1638835.135244 + Penalty 1844.385132 = -1636990.750111 nChanged 50 SP:Iteration 37Q (5135.980324 sec): 3 clusters Score: Raw -1638859.496424 + Penalty 1844.385132 = -1637015.111292 nChanged 45 SP:Iteration 38Q (5136.044993 sec): 3 clusters Score: Raw -1638878.081356 + Penalty 1844.385132 = -1637033.696224 nChanged 32 SP:Iteration 39Q (5136.096550 sec): 3 clusters Score: Raw -1638888.360511 + Penalty 1844.385132 = -1637043.975379 nChanged 32 SP:Iteration 40F (5136.167392 sec): 3 clusters Score: Raw -1638902.273467 + Penalty 1844.385132 = -1637057.888335 nChanged 39 SP:Iteration 41Q (5136.222948 sec): 3 clusters Score: Raw -1638920.488260 + Penalty 1844.385132 = -1637076.103128 nChanged 26 SP:Iteration 42Q (5136.277144 sec): 3 clusters Score: Raw -1638931.949209 + Penalty 1844.385132 = -1637087.564077 nChanged 23 SP:Iteration 43Q (5136.337979 sec): 3 clusters Score: Raw -1638939.750101 + Penalty 1844.385132 = -1637095.364969 nChanged 15 SP:Iteration 44Q (5136.397724 sec): 3 clusters Score: Raw -1638942.726255 + Penalty 1844.385132 = -1637098.341123 nChanged 8 SP:Iteration 45Q (5136.455765 sec): 3 clusters Score: Raw -1638945.159952 + Penalty 1844.385132 = -1637100.774820 nChanged 7 SP:Iteration 46Q (5136.518787 sec): 3 clusters Score: Raw -1638947.055796 + Penalty 1844.385132 = -1637102.670664 nChanged 6 SP:Iteration 47Q (5136.588917 sec): 3 clusters Score: Raw -1638948.517953 + Penalty 1844.385132 = -1637104.132821 nChanged 6 SP:Iteration 48Q (5136.644407 sec): 3 clusters Score: Raw -1638949.707159 + Penalty 1844.385132 = -1637105.322026 nChanged 5 SP:Iteration 49Q (5136.706399 sec): 3 clusters Score: Raw -1638951.035341 + Penalty 1844.385132 = -1637106.650209 nChanged 6 SP:Iteration 50Q (5136.766788 sec): 3 clusters Score: Raw -1638952.485240 + Penalty 1844.385132 = -1637108.100107 nChanged 3 SP:Iteration 51Q (5136.820616 sec): 3 clusters Score: Raw -1638953.232408 + Penalty 1844.385132 = -1637108.847276 nChanged 1 SP:Iteration 52Q (5136.884454 sec): 3 clusters Score: Raw -1638953.573680 + Penalty 1844.385132 = -1637109.188548 nChanged 3 SP:Iteration 53Q (5136.946281 sec): 3 clusters Score: Raw -1638954.597459 + Penalty 1844.385132 = -1637110.212327 nChanged 5 SP:Iteration 54Q (5136.997175 sec): 3 clusters Score: Raw -1638955.398361 + Penalty 1844.385132 = -1637111.013229 nChanged 5 SP:Iteration 55Q (5137.066690 sec): 3 clusters Score: Raw -1638956.657483 + Penalty 1844.385132 = -1637112.272351 nChanged 5 SP:Iteration 56Q (5137.131897 sec): 3 clusters Score: Raw -1638957.946035 + Penalty 1844.385132 = -1637113.560902 nChanged 4 SP:Iteration 57Q (5137.182130 sec): 3 clusters Score: Raw -1638958.669075 + Penalty 1844.385132 = -1637114.283942 nChanged 2 SP:Iteration 58Q (5137.232991 sec): 3 clusters Score: Raw -1638959.459383 + Penalty 1844.385132 = -1637115.074250 nChanged 3 SP:Iteration 59Q (5137.296139 sec): 3 clusters Score: Raw -1638960.042130 + Penalty 1844.385132 = -1637115.656998 nChanged 1 SP:Iteration 60F (5137.366249 sec): 3 clusters Score: Raw -1638960.236077 + Penalty 1844.385132 = -1637115.850945 nChanged 3 SP:Iteration 61Q (5137.420516 sec): 3 clusters Score: Raw -1638960.745247 + Penalty 1844.385132 = -1637116.360114 nChanged 4 SP:Iteration 62Q (5137.490007 sec): 3 clusters Score: Raw -1638961.554015 + Penalty 1844.385132 = -1637117.168883 nChanged 8 SP:Iteration 63Q (5137.542356 sec): 3 clusters Score: Raw -1638964.063577 + Penalty 1844.385132 = -1637119.678445 nChanged 6 SP:Iteration 64Q (5137.615618 sec): 3 clusters Score: Raw -1638967.949108 + Penalty 1844.385132 = -1637123.563976 nChanged 11 SP:Iteration 65Q (5137.680890 sec): 3 clusters Score: Raw -1638973.721510 + Penalty 1844.385132 = -1637129.336378 nChanged 10 SP:Iteration 66Q (5137.743037 sec): 3 clusters Score: Raw -1638978.344449 + Penalty 1844.385132 = -1637133.959316 nChanged 12 SP:Iteration 67Q (5137.806810 sec): 3 clusters Score: Raw -1638982.752122 + Penalty 1844.385132 = -1637138.366989 nChanged 7 SP:Iteration 68Q (5137.868278 sec): 3 clusters Score: Raw -1638984.835874 + Penalty 1844.385132 = -1637140.450742 nChanged 9 SP:Iteration 69Q (5137.932329 sec): 3 clusters Score: Raw -1638987.418791 + Penalty 1844.385132 = -1637143.033659 nChanged 9 SP:Iteration 70Q (5137.984677 sec): 3 clusters Score: Raw -1638989.478564 + Penalty 1844.385132 = -1637145.093431 nChanged 6 SP:Iteration 71Q (5138.034157 sec): 3 clusters Score: Raw -1638990.682006 + Penalty 1844.385132 = -1637146.296874 nChanged 3 SP:Iteration 72Q (5138.106263 sec): 3 clusters Score: Raw -1638991.295182 + Penalty 1844.385132 = -1637146.910050 nChanged 3 SP:Iteration 73Q (5138.171948 sec): 3 clusters Score: Raw -1638992.856058 + Penalty 1844.385132 = -1637148.470926 nChanged 6 SP:Iteration 74Q (5138.234200 sec): 3 clusters Score: Raw -1638995.970205 + Penalty 1844.385132 = -1637151.585073 nChanged 6 SP:Iteration 75Q (5138.298433 sec): 3 clusters Score: Raw -1638998.058908 + Penalty 1844.385132 = -1637153.673775 nChanged 2 SP:Iteration 76Q (5138.360600 sec): 3 clusters Score: Raw -1638998.494742 + Penalty 1844.385132 = -1637154.109609 nChanged 4 SP:Iteration 77Q (5138.411993 sec): 3 clusters Score: Raw -1638999.060144 + Penalty 1844.385132 = -1637154.675011 nChanged 3 SP:Iteration 78Q (5138.484989 sec): 3 clusters Score: Raw -1638999.624913 + Penalty 1844.385132 = -1637155.239781 nChanged 2 SP:Iteration 79Q (5138.539886 sec): 3 clusters Score: Raw -1639000.151619 + Penalty 1844.385132 = -1637155.766487 nChanged 0 SP:Iteration 80F (5138.605316 sec): 3 clusters Score: Raw -1639000.151619 + Penalty 1844.385132 = -1637155.766487 nChanged 0 Trying to split cluster 37 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5138.631091 sec): 2 clusters Score: Raw -365278.756897 + Penalty 783.061853 = -364495.695044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5138.690161 sec): 3 clusters Score: Raw -363247.775527 + Penalty 1566.123706 = -361681.651821 nChanged 1578 SP:Iteration 1F (5138.729289 sec): 3 clusters Score: Raw -364118.100667 + Penalty 1566.123706 = -362551.976961 nChanged 276 SP:Iteration 2F (5138.778836 sec): 3 clusters Score: Raw -364278.665043 + Penalty 1566.123706 = -362712.541338 nChanged 228 SP:Iteration 3F (5138.822597 sec): 3 clusters Score: Raw -364404.910857 + Penalty 1566.123706 = -362838.787151 nChanged 185 SP:Iteration 4Q (5138.875487 sec): 3 clusters Score: Raw -364498.475919 + Penalty 1566.123706 = -362932.352213 nChanged 154 SP:Iteration 5Q (5138.926746 sec): 3 clusters Score: Raw -364566.795926 + Penalty 1566.123706 = -363000.672220 nChanged 137 SP:Iteration 6Q (5138.982934 sec): 3 clusters Score: Raw -364630.270687 + Penalty 1566.123706 = -363064.146981 nChanged 134 SP:Iteration 7Q (5139.028798 sec): 3 clusters Score: Raw -364692.935779 + Penalty 1566.123706 = -363126.812074 nChanged 140 SP:Iteration 8Q (5139.078414 sec): 3 clusters Score: Raw -364760.806868 + Penalty 1566.123706 = -363194.683162 nChanged 147 SP:Iteration 9Q (5139.130255 sec): 3 clusters Score: Raw -364839.208102 + Penalty 1566.123706 = -363273.084397 nChanged 145 SP:Iteration 10Q (5139.188050 sec): 3 clusters Score: Raw -364935.292138 + Penalty 1566.123706 = -363369.168432 nChanged 167 SP:Iteration 11Q (5139.234995 sec): 3 clusters Score: Raw -365063.919405 + Penalty 1566.123706 = -363497.795699 nChanged 150 SP:Iteration 12Q (5139.285090 sec): 3 clusters Score: Raw -365178.187054 + Penalty 1566.123706 = -363612.063348 nChanged 141 SP:Iteration 13Q (5139.335390 sec): 3 clusters Score: Raw -365278.990669 + Penalty 1566.123706 = -363712.866963 nChanged 95 SP:Iteration 14Q (5139.382544 sec): 3 clusters Score: Raw -365347.159981 + Penalty 1566.123706 = -363781.036275 nChanged 74 SP:Iteration 15Q (5139.432178 sec): 3 clusters Score: Raw -365406.452615 + Penalty 1566.123706 = -363840.328909 nChanged 56 SP:Iteration 16Q (5139.481733 sec): 3 clusters Score: Raw -365462.115553 + Penalty 1566.123706 = -363895.991847 nChanged 40 SP:Iteration 17Q (5139.533132 sec): 3 clusters Score: Raw -365491.463626 + Penalty 1566.123706 = -363925.339920 nChanged 27 SP:Iteration 18Q (5139.581448 sec): 3 clusters Score: Raw -365512.143287 + Penalty 1566.123706 = -363946.019582 nChanged 20 SP:Iteration 19Q (5139.640107 sec): 3 clusters Score: Raw -365534.544903 + Penalty 1566.123706 = -363968.421198 nChanged 13 SP:Iteration 20F (5139.689769 sec): 3 clusters Score: Raw -365547.927571 + Penalty 1566.123706 = -363981.803865 nChanged 11 SP:Iteration 21Q (5139.729430 sec): 3 clusters Score: Raw -365556.618607 + Penalty 1566.123706 = -363990.494902 nChanged 10 SP:Iteration 22Q (5139.780898 sec): 3 clusters Score: Raw -365566.012993 + Penalty 1566.123706 = -363999.889287 nChanged 11 SP:Iteration 23Q (5139.837801 sec): 3 clusters Score: Raw -365579.876596 + Penalty 1566.123706 = -364013.752891 nChanged 11 SP:Iteration 24Q (5139.879808 sec): 3 clusters Score: Raw -365589.756438 + Penalty 1566.123706 = -364023.632732 nChanged 8 SP:Iteration 25Q (5139.931811 sec): 3 clusters Score: Raw -365597.104164 + Penalty 1566.123706 = -364030.980459 nChanged 8 SP:Iteration 26Q (5139.977063 sec): 3 clusters Score: Raw -365602.415320 + Penalty 1566.123706 = -364036.291614 nChanged 4 SP:Iteration 27Q (5140.031126 sec): 3 clusters Score: Raw -365605.754762 + Penalty 1566.123706 = -364039.631057 nChanged 4 SP:Iteration 28Q (5140.070731 sec): 3 clusters Score: Raw -365608.484865 + Penalty 1566.123706 = -364042.361159 nChanged 6 SP:Iteration 29Q (5140.122552 sec): 3 clusters Score: Raw -365615.739029 + Penalty 1566.123706 = -364049.615324 nChanged 6 SP:Iteration 30Q (5140.177876 sec): 3 clusters Score: Raw -365618.232939 + Penalty 1566.123706 = -364052.109234 nChanged 1 SP:Iteration 31Q (5140.233619 sec): 3 clusters Score: Raw -365618.894319 + Penalty 1566.123706 = -364052.770614 nChanged 2 SP:Iteration 32Q (5140.285350 sec): 3 clusters Score: Raw -365619.821451 + Penalty 1566.123706 = -364053.697746 nChanged 2 SP:Iteration 33Q (5140.334932 sec): 3 clusters Score: Raw -365620.729467 + Penalty 1566.123706 = -364054.605762 nChanged 1 SP:Iteration 34Q (5140.380326 sec): 3 clusters Score: Raw -365621.101980 + Penalty 1566.123706 = -364054.978274 nChanged 1 SP:Iteration 35Q (5140.418116 sec): 3 clusters Score: Raw -365622.180344 + Penalty 1566.123706 = -364056.056639 nChanged 2 SP:Iteration 36Q (5140.475595 sec): 3 clusters Score: Raw -365623.518487 + Penalty 1566.123706 = -364057.394782 nChanged 2 SP:Iteration 37Q (5140.530428 sec): 3 clusters Score: Raw -365623.864204 + Penalty 1566.123706 = -364057.740499 nChanged 0 SP:Iteration 38F (5140.575636 sec): 3 clusters Score: Raw -365623.864204 + Penalty 1566.123706 = -364057.740499 nChanged 0 Trying to split cluster 38 (20655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5140.635917 sec): 2 clusters Score: Raw -1990854.842799 + Penalty 943.892706 = -1989910.950093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5140.713463 sec): 3 clusters Score: Raw -1978020.629212 + Penalty 1887.785413 = -1976132.843799 nChanged 9468 SP:Iteration 1F (5140.780322 sec): 3 clusters Score: Raw -1983652.246768 + Penalty 1887.785413 = -1981764.461355 nChanged 1253 SP:Iteration 2F (5140.863534 sec): 3 clusters Score: Raw -1984396.769409 + Penalty 1887.785413 = -1982508.983996 nChanged 1395 SP:Iteration 3F (5140.931292 sec): 3 clusters Score: Raw -1985429.188642 + Penalty 1887.785413 = -1983541.403229 nChanged 1484 SP:Iteration 4F (5140.990564 sec): 3 clusters Score: Raw -1986751.809853 + Penalty 1887.785413 = -1984864.024440 nChanged 1462 SP:Iteration 5F (5141.061532 sec): 3 clusters Score: Raw -1988072.185099 + Penalty 1887.785413 = -1986184.399686 nChanged 1280 SP:Iteration 6F (5141.130097 sec): 3 clusters Score: Raw -1989150.822230 + Penalty 1887.785413 = -1987263.036817 nChanged 958 SP:Iteration 7Q (5141.198856 sec): 3 clusters Score: Raw -1989931.274396 + Penalty 1887.785413 = -1988043.488983 nChanged 680 SP:Iteration 8Q (5141.261671 sec): 3 clusters Score: Raw -1990478.191753 + Penalty 1887.785413 = -1988590.406340 nChanged 464 SP:Iteration 9Q (5141.332882 sec): 3 clusters Score: Raw -1990891.426186 + Penalty 1887.785413 = -1989003.640774 nChanged 347 SP:Iteration 10Q (5141.398785 sec): 3 clusters Score: Raw -1991261.734318 + Penalty 1887.785413 = -1989373.948905 nChanged 271 SP:Iteration 11Q (5141.467610 sec): 3 clusters Score: Raw -1991506.022024 + Penalty 1887.785413 = -1989618.236611 nChanged 199 SP:Iteration 12Q (5141.532046 sec): 3 clusters Score: Raw -1991660.500533 + Penalty 1887.785413 = -1989772.715120 nChanged 146 SP:Iteration 13Q (5141.593164 sec): 3 clusters Score: Raw -1991746.661409 + Penalty 1887.785413 = -1989858.875996 nChanged 103 SP:Iteration 14Q (5141.656310 sec): 3 clusters Score: Raw -1991800.928790 + Penalty 1887.785413 = -1989913.143377 nChanged 70 SP:Iteration 15Q (5141.719554 sec): 3 clusters Score: Raw -1991826.262891 + Penalty 1887.785413 = -1989938.477478 nChanged 45 SP:Iteration 16Q (5141.785232 sec): 3 clusters Score: Raw -1991840.882905 + Penalty 1887.785413 = -1989953.097492 nChanged 37 SP:Iteration 17Q (5141.846659 sec): 3 clusters Score: Raw -1991850.538335 + Penalty 1887.785413 = -1989962.752922 nChanged 25 SP:Iteration 18Q (5141.913937 sec): 3 clusters Score: Raw -1991856.503950 + Penalty 1887.785413 = -1989968.718537 nChanged 18 SP:Iteration 19Q (5141.977523 sec): 3 clusters Score: Raw -1991860.472878 + Penalty 1887.785413 = -1989972.687465 nChanged 18 SP:Iteration 20F (5142.044559 sec): 3 clusters Score: Raw -1991899.461314 + Penalty 1887.785413 = -1990011.675901 nChanged 41 SP:Iteration 21Q (5142.113464 sec): 3 clusters Score: Raw -1991921.609137 + Penalty 1887.785413 = -1990033.823724 nChanged 38 SP:Iteration 22Q (5142.176798 sec): 3 clusters Score: Raw -1991937.308746 + Penalty 1887.785413 = -1990049.523333 nChanged 43 SP:Iteration 23Q (5142.239441 sec): 3 clusters Score: Raw -1991953.891322 + Penalty 1887.785413 = -1990066.105909 nChanged 50 SP:Iteration 24Q (5142.313504 sec): 3 clusters Score: Raw -1991972.332336 + Penalty 1887.785413 = -1990084.546923 nChanged 44 SP:Iteration 25Q (5142.371523 sec): 3 clusters Score: Raw -1991987.873963 + Penalty 1887.785413 = -1990100.088550 nChanged 37 SP:Iteration 26Q (5142.442966 sec): 3 clusters Score: Raw -1991997.372886 + Penalty 1887.785413 = -1990109.587473 nChanged 28 SP:Iteration 27Q (5142.513112 sec): 3 clusters Score: Raw -1992004.491799 + Penalty 1887.785413 = -1990116.706386 nChanged 31 SP:Iteration 28Q (5142.579272 sec): 3 clusters Score: Raw -1992011.338522 + Penalty 1887.785413 = -1990123.553109 nChanged 26 SP:Iteration 29Q (5142.648563 sec): 3 clusters Score: Raw -1992017.796532 + Penalty 1887.785413 = -1990130.011119 nChanged 24 SP:Iteration 30Q (5142.716136 sec): 3 clusters Score: Raw -1992026.003308 + Penalty 1887.785413 = -1990138.217895 nChanged 16 SP:Iteration 31Q (5142.785761 sec): 3 clusters Score: Raw -1992030.180838 + Penalty 1887.785413 = -1990142.395425 nChanged 12 SP:Iteration 32Q (5142.845393 sec): 3 clusters Score: Raw -1992031.245651 + Penalty 1887.785413 = -1990143.460238 nChanged 3 SP:Iteration 33Q (5142.908813 sec): 3 clusters Score: Raw -1992031.457730 + Penalty 1887.785413 = -1990143.672317 nChanged 0 SP:Iteration 34F (5142.988001 sec): 3 clusters Score: Raw -1992033.086935 + Penalty 1887.785413 = -1990145.301522 nChanged 1 SP:Iteration 35Q (5143.050624 sec): 3 clusters Score: Raw -1992033.262187 + Penalty 1887.785413 = -1990145.476774 nChanged 2 SP:Iteration 36Q (5143.130780 sec): 3 clusters Score: Raw -1992033.308350 + Penalty 1887.785413 = -1990145.522937 nChanged 0 SP:Iteration 37F (5143.206165 sec): 3 clusters Score: Raw -1992033.308350 + Penalty 1887.785413 = -1990145.522937 nChanged 0 Score: Raw -58497803.798551 + Penalty 49431.021155 = -58448372.777396 Splitting cluster 38 changes total score from -58448458.635489 to -58448372.777396 So it's not getting split. Iteration 259Q (5160.509900 sec): 39 clusters Score: Raw -58496626.724422 + Penalty 48163.559074 = -58448463.165347 nChanged 185 Iteration 260F (5171.745779 sec): 39 clusters Score: Raw -58496631.565558 + Penalty 48163.559074 = -58448468.006483 nChanged 207 Iteration 261Q (5177.573607 sec): 39 clusters Score: Raw -58496636.997771 + Penalty 48163.559074 = -58448473.438697 nChanged 188 Iteration 262Q (5183.382971 sec): 39 clusters Score: Raw -58496641.421022 + Penalty 48163.559074 = -58448477.861947 nChanged 196 Iteration 263Q (5187.816562 sec): 39 clusters Score: Raw -58496646.015804 + Penalty 48163.559074 = -58448482.456729 nChanged 191 Iteration 264Q (5193.683102 sec): 39 clusters Score: Raw -58496651.276578 + Penalty 48163.559074 = -58448487.717503 nChanged 192 Iteration 265Q (5199.039947 sec): 39 clusters Score: Raw -58496656.639396 + Penalty 48163.559074 = -58448493.080322 nChanged 211 Iteration 266Q (5204.729175 sec): 39 clusters Score: Raw -58496663.008686 + Penalty 48163.559074 = -58448499.449611 nChanged 215 Iteration 267Q (5210.393689 sec): 39 clusters Score: Raw -58496670.727995 + Penalty 48163.559074 = -58448507.168920 nChanged 211 Iteration 268Q (5216.019397 sec): 39 clusters Score: Raw -58496676.526670 + Penalty 48163.559074 = -58448512.967596 nChanged 216 Iteration 269Q (5221.829582 sec): 39 clusters Score: Raw -58496682.824232 + Penalty 48163.559074 = -58448519.265158 nChanged 212 Iteration 270Q (5227.766049 sec): 39 clusters Score: Raw -58496688.183802 + Penalty 48163.559074 = -58448524.624727 nChanged 211 Iteration 271Q (5233.887363 sec): 39 clusters Score: Raw -58496693.804526 + Penalty 48163.559074 = -58448530.245452 nChanged 185 Iteration 272Q (5239.772353 sec): 39 clusters Score: Raw -58496698.491815 + Penalty 48163.559074 = -58448534.932741 nChanged 177 Iteration 273Q (5245.622204 sec): 39 clusters Score: Raw -58496702.896307 + Penalty 48163.559074 = -58448539.337233 nChanged 175 Iteration 274Q (5251.755866 sec): 39 clusters Score: Raw -58496707.213548 + Penalty 48163.559074 = -58448543.654473 nChanged 157 Iteration 275Q (5257.928778 sec): 39 clusters Score: Raw -58496711.095914 + Penalty 48163.559074 = -58448547.536840 nChanged 148 Iteration 276Q (5263.985327 sec): 39 clusters Score: Raw -58496714.988583 + Penalty 48163.559074 = -58448551.429508 nChanged 136 Iteration 277Q (5269.883702 sec): 39 clusters Score: Raw -58496718.574682 + Penalty 48163.559074 = -58448555.015608 nChanged 134 Iteration 278Q (5275.758792 sec): 39 clusters Score: Raw -58496721.516662 + Penalty 48163.559074 = -58448557.957588 nChanged 139 Iteration 279Q (5281.656842 sec): 39 clusters Score: Raw -58496725.006460 + Penalty 48163.559074 = -58448561.447385 nChanged 129 Iteration 280F (5292.909446 sec): 39 clusters Score: Raw -58496728.266902 + Penalty 48163.559074 = -58448564.707828 nChanged 109 Iteration 281Q (5298.400153 sec): 39 clusters Score: Raw -58496731.656984 + Penalty 48163.559074 = -58448568.097910 nChanged 141 Iteration 282Q (5303.993642 sec): 39 clusters Score: Raw -58496734.924894 + Penalty 48163.559074 = -58448571.365819 nChanged 142 Iteration 283Q (5310.040101 sec): 39 clusters Score: Raw -58496737.909732 + Penalty 48163.559074 = -58448574.350657 nChanged 132 Iteration 284Q (5316.034444 sec): 39 clusters Score: Raw -58496741.163090 + Penalty 48163.559074 = -58448577.604015 nChanged 161 Iteration 285Q (5321.890908 sec): 39 clusters Score: Raw -58496745.140737 + Penalty 48163.559074 = -58448581.581663 nChanged 148 Iteration 286Q (5327.547551 sec): 39 clusters Score: Raw -58496748.212747 + Penalty 48163.559074 = -58448584.653673 nChanged 164 Iteration 287Q (5333.056143 sec): 39 clusters Score: Raw -58496751.891835 + Penalty 48163.559074 = -58448588.332761 nChanged 170 Iteration 288Q (5338.759973 sec): 39 clusters Score: Raw -58496755.643080 + Penalty 48163.559074 = -58448592.084006 nChanged 162 Iteration 289Q (5344.353131 sec): 39 clusters Score: Raw -58496758.624348 + Penalty 48163.559074 = -58448595.065273 nChanged 129 Iteration 290Q (5349.813412 sec): 39 clusters Score: Raw -58496761.693727 + Penalty 48163.559074 = -58448598.134653 nChanged 124 Iteration 291Q (5355.335762 sec): 39 clusters Score: Raw -58496764.568828 + Penalty 48163.559074 = -58448601.009753 nChanged 130 Iteration 292Q (5361.063325 sec): 39 clusters Score: Raw -58496767.559682 + Penalty 48163.559074 = -58448604.000608 nChanged 127 Iteration 293Q (5366.751020 sec): 39 clusters Score: Raw -58496770.761855 + Penalty 48163.559074 = -58448607.202781 nChanged 127 Iteration 294Q (5372.495256 sec): 39 clusters Score: Raw -58496774.776719 + Penalty 48163.559074 = -58448611.217645 nChanged 124 Iteration 295Q (5378.043819 sec): 39 clusters Score: Raw -58496777.989530 + Penalty 48163.559074 = -58448614.430456 nChanged 121 Iteration 296Q (5383.611005 sec): 39 clusters Score: Raw -58496780.821931 + Penalty 48163.559074 = -58448617.262857 nChanged 116 Iteration 297Q (5389.246444 sec): 39 clusters Score: Raw -58496784.658005 + Penalty 48163.559074 = -58448621.098930 nChanged 142 Iteration 298Q (5394.845749 sec): 39 clusters Score: Raw -58496789.240425 + Penalty 48163.559074 = -58448625.681351 nChanged 129 Writing temp clu file Because OldScore, -58448621.098930, is greater than current (better) Score,-58448625.681351 Compute initial score before splitting: Score: Raw -58496789.240425 + Penalty 48163.559074 = -58448625.681351 Trying to split cluster 1 (4751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5395.030098 sec): 2 clusters Score: Raw -448572.519134 + Penalty 804.280488 = -447768.238646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5395.081144 sec): 3 clusters Score: Raw -445878.620063 + Penalty 1608.560976 = -444270.059087 nChanged 2093 SP:Iteration 1F (5395.134025 sec): 3 clusters Score: Raw -447108.756249 + Penalty 1608.560976 = -445500.195273 nChanged 384 SP:Iteration 2F (5395.163836 sec): 3 clusters Score: Raw -447369.383110 + Penalty 1608.560976 = -445760.822134 nChanged 327 SP:Iteration 3F (5395.182377 sec): 3 clusters Score: Raw -447581.166095 + Penalty 1608.560976 = -445972.605119 nChanged 308 SP:Iteration 4F (5395.198993 sec): 3 clusters Score: Raw -447798.111849 + Penalty 1608.560976 = -446189.550872 nChanged 294 SP:Iteration 5F (5395.247184 sec): 3 clusters Score: Raw -448024.298429 + Penalty 1608.560976 = -446415.737453 nChanged 227 SP:Iteration 6Q (5395.291991 sec): 3 clusters Score: Raw -448190.208283 + Penalty 1608.560976 = -446581.647306 nChanged 203 SP:Iteration 7Q (5395.338700 sec): 3 clusters Score: Raw -448325.119227 + Penalty 1608.560976 = -446716.558251 nChanged 142 SP:Iteration 8Q (5395.388620 sec): 3 clusters Score: Raw -448409.117277 + Penalty 1608.560976 = -446800.556301 nChanged 96 SP:Iteration 9Q (5395.439003 sec): 3 clusters Score: Raw -448449.842485 + Penalty 1608.560976 = -446841.281509 nChanged 79 SP:Iteration 10Q (5395.471663 sec): 3 clusters Score: Raw -448481.670471 + Penalty 1608.560976 = -446873.109495 nChanged 52 SP:Iteration 11Q (5395.510966 sec): 3 clusters Score: Raw -448503.217415 + Penalty 1608.560976 = -446894.656439 nChanged 47 SP:Iteration 12Q (5395.565505 sec): 3 clusters Score: Raw -448521.543720 + Penalty 1608.560976 = -446912.982743 nChanged 40 SP:Iteration 13Q (5395.603954 sec): 3 clusters Score: Raw -448534.426175 + Penalty 1608.560976 = -446925.865199 nChanged 42 SP:Iteration 14Q (5395.651413 sec): 3 clusters Score: Raw -448548.815368 + Penalty 1608.560976 = -446940.254391 nChanged 34 SP:Iteration 15Q (5395.697813 sec): 3 clusters Score: Raw -448557.645844 + Penalty 1608.560976 = -446949.084868 nChanged 25 SP:Iteration 16Q (5395.739294 sec): 3 clusters Score: Raw -448565.208142 + Penalty 1608.560976 = -446956.647165 nChanged 27 SP:Iteration 17Q (5395.788432 sec): 3 clusters Score: Raw -448572.867604 + Penalty 1608.560976 = -446964.306628 nChanged 29 SP:Iteration 18Q (5395.822800 sec): 3 clusters Score: Raw -448580.901313 + Penalty 1608.560976 = -446972.340337 nChanged 19 SP:Iteration 19Q (5395.882486 sec): 3 clusters Score: Raw -448585.096924 + Penalty 1608.560976 = -446976.535948 nChanged 10 SP:Iteration 20F (5395.913236 sec): 3 clusters Score: Raw -448586.519380 + Penalty 1608.560976 = -446977.958404 nChanged 9 SP:Iteration 21Q (5395.935638 sec): 3 clusters Score: Raw -448587.947282 + Penalty 1608.560976 = -446979.386306 nChanged 8 SP:Iteration 22Q (5395.964136 sec): 3 clusters Score: Raw -448590.037086 + Penalty 1608.560976 = -446981.476110 nChanged 7 SP:Iteration 23Q (5396.023013 sec): 3 clusters Score: Raw -448591.840916 + Penalty 1608.560976 = -446983.279940 nChanged 9 SP:Iteration 24Q (5396.064122 sec): 3 clusters Score: Raw -448594.775301 + Penalty 1608.560976 = -446986.214325 nChanged 11 SP:Iteration 25Q (5396.112537 sec): 3 clusters Score: Raw -448597.832862 + Penalty 1608.560976 = -446989.271886 nChanged 11 SP:Iteration 26Q (5396.150235 sec): 3 clusters Score: Raw -448599.599597 + Penalty 1608.560976 = -446991.038621 nChanged 8 SP:Iteration 27Q (5396.191819 sec): 3 clusters Score: Raw -448601.688200 + Penalty 1608.560976 = -446993.127223 nChanged 7 SP:Iteration 28Q (5396.230914 sec): 3 clusters Score: Raw -448603.495943 + Penalty 1608.560976 = -446994.934966 nChanged 7 SP:Iteration 29Q (5396.272212 sec): 3 clusters Score: Raw -448605.026987 + Penalty 1608.560976 = -446996.466011 nChanged 5 SP:Iteration 30Q (5396.304561 sec): 3 clusters Score: Raw -448605.758557 + Penalty 1608.560976 = -446997.197581 nChanged 3 SP:Iteration 31Q (5396.351199 sec): 3 clusters Score: Raw -448606.871113 + Penalty 1608.560976 = -446998.310136 nChanged 7 SP:Iteration 32Q (5396.400656 sec): 3 clusters Score: Raw -448609.090522 + Penalty 1608.560976 = -447000.529545 nChanged 7 SP:Iteration 33Q (5396.444866 sec): 3 clusters Score: Raw -448610.232356 + Penalty 1608.560976 = -447001.671380 nChanged 5 SP:Iteration 34Q (5396.477497 sec): 3 clusters Score: Raw -448610.728313 + Penalty 1608.560976 = -447002.167337 nChanged 2 SP:Iteration 35Q (5396.528261 sec): 3 clusters Score: Raw -448611.142335 + Penalty 1608.560976 = -447002.581358 nChanged 2 SP:Iteration 36Q (5396.561242 sec): 3 clusters Score: Raw -448612.035989 + Penalty 1608.560976 = -447003.475012 nChanged 4 SP:Iteration 37Q (5396.601288 sec): 3 clusters Score: Raw -448613.501276 + Penalty 1608.560976 = -447004.940300 nChanged 6 SP:Iteration 38Q (5396.648161 sec): 3 clusters Score: Raw -448614.524377 + Penalty 1608.560976 = -447005.963400 nChanged 2 SP:Iteration 39Q (5396.695091 sec): 3 clusters Score: Raw -448614.845091 + Penalty 1608.560976 = -447006.284114 nChanged 4 SP:Iteration 40F (5396.732930 sec): 3 clusters Score: Raw -448615.782767 + Penalty 1608.560976 = -447007.221791 nChanged 4 SP:Iteration 41Q (5396.779027 sec): 3 clusters Score: Raw -448616.664003 + Penalty 1608.560976 = -447008.103026 nChanged 6 SP:Iteration 42Q (5396.809722 sec): 3 clusters Score: Raw -448617.871605 + Penalty 1608.560976 = -447009.310629 nChanged 10 SP:Iteration 43Q (5396.849205 sec): 3 clusters Score: Raw -448620.507690 + Penalty 1608.560976 = -447011.946714 nChanged 9 SP:Iteration 44Q (5396.892000 sec): 3 clusters Score: Raw -448622.459407 + Penalty 1608.560976 = -447013.898431 nChanged 8 SP:Iteration 45Q (5396.937085 sec): 3 clusters Score: Raw -448624.295526 + Penalty 1608.560976 = -447015.734550 nChanged 8 SP:Iteration 46Q (5396.957645 sec): 3 clusters Score: Raw -448626.012853 + Penalty 1608.560976 = -447017.451876 nChanged 10 SP:Iteration 47Q (5396.974048 sec): 3 clusters Score: Raw -448627.944729 + Penalty 1608.560976 = -447019.383753 nChanged 7 SP:Iteration 48Q (5396.989902 sec): 3 clusters Score: Raw -448629.295001 + Penalty 1608.560976 = -447020.734024 nChanged 8 SP:Iteration 49Q (5397.006002 sec): 3 clusters Score: Raw -448631.227536 + Penalty 1608.560976 = -447022.666560 nChanged 6 SP:Iteration 50Q (5397.024143 sec): 3 clusters Score: Raw -448633.057108 + Penalty 1608.560976 = -447024.496132 nChanged 8 SP:Iteration 51Q (5397.061783 sec): 3 clusters Score: Raw -448634.507014 + Penalty 1608.560976 = -447025.946038 nChanged 5 SP:Iteration 52Q (5397.092831 sec): 3 clusters Score: Raw -448635.364231 + Penalty 1608.560976 = -447026.803254 nChanged 2 SP:Iteration 53Q (5397.108967 sec): 3 clusters Score: Raw -448635.947605 + Penalty 1608.560976 = -447027.386629 nChanged 3 SP:Iteration 54Q (5397.162468 sec): 3 clusters Score: Raw -448636.378017 + Penalty 1608.560976 = -447027.817041 nChanged 2 SP:Iteration 55Q (5397.197161 sec): 3 clusters Score: Raw -448636.886402 + Penalty 1608.560976 = -447028.325426 nChanged 2 SP:Iteration 56Q (5397.241979 sec): 3 clusters Score: Raw -448637.389376 + Penalty 1608.560976 = -447028.828400 nChanged 1 SP:Iteration 57Q (5397.292616 sec): 3 clusters Score: Raw -448637.535981 + Penalty 1608.560976 = -447028.975005 nChanged 2 SP:Iteration 58Q (5397.331799 sec): 3 clusters Score: Raw -448637.746132 + Penalty 1608.560976 = -447029.185156 nChanged 1 SP:Iteration 59Q (5397.378248 sec): 3 clusters Score: Raw -448637.796687 + Penalty 1608.560976 = -447029.235711 nChanged 0 SP:Iteration 60F (5397.424732 sec): 3 clusters Score: Raw -448637.796687 + Penalty 1608.560976 = -447029.235711 nChanged 0 Trying to split cluster 2 (58222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5397.517947 sec): 2 clusters Score: Raw -5703584.869986 + Penalty 1042.341764 = -5702542.528222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5397.626932 sec): 3 clusters Score: Raw -5665629.995134 + Penalty 2084.683528 = -5663545.311606 nChanged 28031 SP:Iteration 1F (5397.738153 sec): 3 clusters Score: Raw -5683665.276145 + Penalty 2084.683528 = -5681580.592617 nChanged 3667 SP:Iteration 2F (5397.857654 sec): 3 clusters Score: Raw -5685605.021992 + Penalty 2084.683528 = -5683520.338464 nChanged 3935 SP:Iteration 3F (5397.964018 sec): 3 clusters Score: Raw -5688121.873408 + Penalty 2084.683528 = -5686037.189880 nChanged 4170 SP:Iteration 4F (5398.081965 sec): 3 clusters Score: Raw -5691195.031301 + Penalty 2084.683528 = -5689110.347773 nChanged 3782 SP:Iteration 5F (5398.194873 sec): 3 clusters Score: Raw -5694416.030531 + Penalty 2084.683528 = -5692331.347003 nChanged 2995 SP:Iteration 6F (5398.306719 sec): 3 clusters Score: Raw -5697260.107684 + Penalty 2084.683528 = -5695175.424156 nChanged 2196 SP:Iteration 7Q (5398.407460 sec): 3 clusters Score: Raw -5699209.772599 + Penalty 2084.683528 = -5697125.089070 nChanged 1528 SP:Iteration 8Q (5398.519018 sec): 3 clusters Score: Raw -5700335.821938 + Penalty 2084.683528 = -5698251.138410 nChanged 1054 SP:Iteration 9Q (5398.621027 sec): 3 clusters Score: Raw -5700929.493460 + Penalty 2084.683528 = -5698844.809932 nChanged 694 SP:Iteration 10Q (5398.725429 sec): 3 clusters Score: Raw -5701254.787216 + Penalty 2084.683528 = -5699170.103688 nChanged 552 SP:Iteration 11Q (5398.830707 sec): 3 clusters Score: Raw -5701487.544610 + Penalty 2084.683528 = -5699402.861082 nChanged 491 SP:Iteration 12Q (5398.925693 sec): 3 clusters Score: Raw -5701691.345804 + Penalty 2084.683528 = -5699606.662276 nChanged 455 SP:Iteration 13Q (5399.034633 sec): 3 clusters Score: Raw -5701882.532617 + Penalty 2084.683528 = -5699797.849089 nChanged 447 SP:Iteration 14Q (5399.140285 sec): 3 clusters Score: Raw -5702081.442585 + Penalty 2084.683528 = -5699996.759057 nChanged 398 SP:Iteration 15Q (5399.234728 sec): 3 clusters Score: Raw -5702262.591465 + Penalty 2084.683528 = -5700177.907937 nChanged 349 SP:Iteration 16Q (5399.328541 sec): 3 clusters Score: Raw -5702415.875436 + Penalty 2084.683528 = -5700331.191907 nChanged 321 SP:Iteration 17Q (5399.432512 sec): 3 clusters Score: Raw -5702567.031653 + Penalty 2084.683528 = -5700482.348125 nChanged 295 SP:Iteration 18Q (5399.535912 sec): 3 clusters Score: Raw -5702698.865438 + Penalty 2084.683528 = -5700614.181910 nChanged 238 SP:Iteration 19Q (5399.649233 sec): 3 clusters Score: Raw -5702800.366279 + Penalty 2084.683528 = -5700715.682751 nChanged 214 SP:Iteration 20F (5399.761969 sec): 3 clusters Score: Raw -5702901.804632 + Penalty 2084.683528 = -5700817.121104 nChanged 186 SP:Iteration 21Q (5399.857890 sec): 3 clusters Score: Raw -5702988.181445 + Penalty 2084.683528 = -5700903.497916 nChanged 190 SP:Iteration 22Q (5399.960254 sec): 3 clusters Score: Raw -5703065.407193 + Penalty 2084.683528 = -5700980.723665 nChanged 154 SP:Iteration 23Q (5400.059722 sec): 3 clusters Score: Raw -5703134.540287 + Penalty 2084.683528 = -5701049.856759 nChanged 154 SP:Iteration 24Q (5400.161755 sec): 3 clusters Score: Raw -5703199.964050 + Penalty 2084.683528 = -5701115.280522 nChanged 129 SP:Iteration 25Q (5400.252813 sec): 3 clusters Score: Raw -5703252.327565 + Penalty 2084.683528 = -5701167.644037 nChanged 120 SP:Iteration 26Q (5400.355289 sec): 3 clusters Score: Raw -5703303.543148 + Penalty 2084.683528 = -5701218.859620 nChanged 103 SP:Iteration 27Q (5400.453256 sec): 3 clusters Score: Raw -5703346.618968 + Penalty 2084.683528 = -5701261.935440 nChanged 100 SP:Iteration 28Q (5400.550539 sec): 3 clusters Score: Raw -5703398.551906 + Penalty 2084.683528 = -5701313.868378 nChanged 103 SP:Iteration 29Q (5400.652531 sec): 3 clusters Score: Raw -5703440.318861 + Penalty 2084.683528 = -5701355.635333 nChanged 91 SP:Iteration 30Q (5400.747448 sec): 3 clusters Score: Raw -5703478.372341 + Penalty 2084.683528 = -5701393.688813 nChanged 84 SP:Iteration 31Q (5400.858993 sec): 3 clusters Score: Raw -5703515.421989 + Penalty 2084.683528 = -5701430.738461 nChanged 70 SP:Iteration 32Q (5400.967263 sec): 3 clusters Score: Raw -5703542.366813 + Penalty 2084.683528 = -5701457.683285 nChanged 63 SP:Iteration 33Q (5401.075114 sec): 3 clusters Score: Raw -5703564.834299 + Penalty 2084.683528 = -5701480.150771 nChanged 46 SP:Iteration 34Q (5401.182603 sec): 3 clusters Score: Raw -5703578.112665 + Penalty 2084.683528 = -5701493.429137 nChanged 40 SP:Iteration 35Q (5401.290284 sec): 3 clusters Score: Raw -5703590.490509 + Penalty 2084.683528 = -5701505.806981 nChanged 30 SP:Iteration 36Q (5401.387582 sec): 3 clusters Score: Raw -5703599.635564 + Penalty 2084.683528 = -5701514.952036 nChanged 38 SP:Iteration 37Q (5401.492036 sec): 3 clusters Score: Raw -5703612.222412 + Penalty 2084.683528 = -5701527.538884 nChanged 46 SP:Iteration 38Q (5401.592196 sec): 3 clusters Score: Raw -5703629.180091 + Penalty 2084.683528 = -5701544.496563 nChanged 38 SP:Iteration 39Q (5401.692877 sec): 3 clusters Score: Raw -5703641.696361 + Penalty 2084.683528 = -5701557.012833 nChanged 34 SP:Iteration 40F (5401.812619 sec): 3 clusters Score: Raw -5703651.514925 + Penalty 2084.683528 = -5701566.831397 nChanged 27 SP:Iteration 41Q (5401.920981 sec): 3 clusters Score: Raw -5703659.992536 + Penalty 2084.683528 = -5701575.309007 nChanged 27 SP:Iteration 42Q (5402.028118 sec): 3 clusters Score: Raw -5703667.019237 + Penalty 2084.683528 = -5701582.335709 nChanged 30 SP:Iteration 43Q (5402.134861 sec): 3 clusters Score: Raw -5703675.993812 + Penalty 2084.683528 = -5701591.310284 nChanged 23 SP:Iteration 44Q (5402.241658 sec): 3 clusters Score: Raw -5703683.782679 + Penalty 2084.683528 = -5701599.099151 nChanged 22 SP:Iteration 45Q (5402.345631 sec): 3 clusters Score: Raw -5703689.084006 + Penalty 2084.683528 = -5701604.400478 nChanged 14 SP:Iteration 46Q (5402.436648 sec): 3 clusters Score: Raw -5703692.559766 + Penalty 2084.683528 = -5701607.876238 nChanged 12 SP:Iteration 47Q (5402.546489 sec): 3 clusters Score: Raw -5703695.276389 + Penalty 2084.683528 = -5701610.592861 nChanged 9 SP:Iteration 48Q (5402.653466 sec): 3 clusters Score: Raw -5703697.531239 + Penalty 2084.683528 = -5701612.847710 nChanged 7 SP:Iteration 49Q (5402.758081 sec): 3 clusters Score: Raw -5703698.555565 + Penalty 2084.683528 = -5701613.872037 nChanged 4 SP:Iteration 50Q (5402.865732 sec): 3 clusters Score: Raw -5703699.459378 + Penalty 2084.683528 = -5701614.775850 nChanged 4 SP:Iteration 51Q (5402.966627 sec): 3 clusters Score: Raw -5703700.093735 + Penalty 2084.683528 = -5701615.410207 nChanged 4 SP:Iteration 52Q (5403.074774 sec): 3 clusters Score: Raw -5703701.121893 + Penalty 2084.683528 = -5701616.438365 nChanged 4 SP:Iteration 53Q (5403.183087 sec): 3 clusters Score: Raw -5703701.608672 + Penalty 2084.683528 = -5701616.925144 nChanged 1 SP:Iteration 54Q (5403.283791 sec): 3 clusters Score: Raw -5703701.814808 + Penalty 2084.683528 = -5701617.131280 nChanged 1 SP:Iteration 55Q (5403.383162 sec): 3 clusters Score: Raw -5703701.943197 + Penalty 2084.683528 = -5701617.259669 nChanged 2 SP:Iteration 56Q (5403.477887 sec): 3 clusters Score: Raw -5703702.199400 + Penalty 2084.683528 = -5701617.515872 nChanged 1 SP:Iteration 57Q (5403.578017 sec): 3 clusters Score: Raw -5703702.309103 + Penalty 2084.683528 = -5701617.625575 nChanged 4 SP:Iteration 58Q (5403.684133 sec): 3 clusters Score: Raw -5703702.874931 + Penalty 2084.683528 = -5701618.191403 nChanged 2 SP:Iteration 59Q (5403.789549 sec): 3 clusters Score: Raw -5703703.055100 + Penalty 2084.683528 = -5701618.371572 nChanged 0 SP:Iteration 60F (5403.901451 sec): 3 clusters Score: Raw -5703703.055100 + Penalty 2084.683528 = -5701618.371572 nChanged 0 Trying to split cluster 3 (4948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5403.941787 sec): 2 clusters Score: Raw -437350.342510 + Penalty 808.140180 = -436542.202331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5403.993690 sec): 3 clusters Score: Raw -434579.186757 + Penalty 1616.280359 = -432962.906398 nChanged 2143 SP:Iteration 1F (5404.038081 sec): 3 clusters Score: Raw -435926.700046 + Penalty 1616.280359 = -434310.419686 nChanged 456 SP:Iteration 2F (5404.102325 sec): 3 clusters Score: Raw -436230.649195 + Penalty 1616.280359 = -434614.368836 nChanged 353 SP:Iteration 3F (5404.156413 sec): 3 clusters Score: Raw -436443.931837 + Penalty 1616.280359 = -434827.651477 nChanged 271 SP:Iteration 4F (5404.203696 sec): 3 clusters Score: Raw -436593.264311 + Penalty 1616.280359 = -434976.983951 nChanged 212 SP:Iteration 5Q (5404.254342 sec): 3 clusters Score: Raw -436700.878626 + Penalty 1616.280359 = -435084.598266 nChanged 178 SP:Iteration 6Q (5404.313095 sec): 3 clusters Score: Raw -436789.302244 + Penalty 1616.280359 = -435173.021884 nChanged 152 SP:Iteration 7Q (5404.357307 sec): 3 clusters Score: Raw -436866.147835 + Penalty 1616.280359 = -435249.867476 nChanged 124 SP:Iteration 8Q (5404.417068 sec): 3 clusters Score: Raw -436934.557115 + Penalty 1616.280359 = -435318.276756 nChanged 129 SP:Iteration 9Q (5404.474879 sec): 3 clusters Score: Raw -437012.885906 + Penalty 1616.280359 = -435396.605547 nChanged 135 SP:Iteration 10Q (5404.526315 sec): 3 clusters Score: Raw -437110.184646 + Penalty 1616.280359 = -435493.904287 nChanged 120 SP:Iteration 11Q (5404.585195 sec): 3 clusters Score: Raw -437199.459270 + Penalty 1616.280359 = -435583.178910 nChanged 101 SP:Iteration 12Q (5404.640481 sec): 3 clusters Score: Raw -437277.168768 + Penalty 1616.280359 = -435660.888408 nChanged 94 SP:Iteration 13Q (5404.695807 sec): 3 clusters Score: Raw -437353.288778 + Penalty 1616.280359 = -435737.008419 nChanged 63 SP:Iteration 14Q (5404.749646 sec): 3 clusters Score: Raw -437400.221605 + Penalty 1616.280359 = -435783.941245 nChanged 48 SP:Iteration 15Q (5404.792071 sec): 3 clusters Score: Raw -437437.268551 + Penalty 1616.280359 = -435820.988191 nChanged 37 SP:Iteration 16Q (5404.846071 sec): 3 clusters Score: Raw -437468.064152 + Penalty 1616.280359 = -435851.783793 nChanged 18 SP:Iteration 17Q (5404.900255 sec): 3 clusters Score: Raw -437482.599165 + Penalty 1616.280359 = -435866.318806 nChanged 18 SP:Iteration 18Q (5404.954994 sec): 3 clusters Score: Raw -437494.808060 + Penalty 1616.280359 = -435878.527701 nChanged 16 SP:Iteration 19Q (5405.005999 sec): 3 clusters Score: Raw -437505.382117 + Penalty 1616.280359 = -435889.101758 nChanged 8 SP:Iteration 20F (5405.060251 sec): 3 clusters Score: Raw -437510.169558 + Penalty 1616.280359 = -435893.889199 nChanged 5 SP:Iteration 21Q (5405.113686 sec): 3 clusters Score: Raw -437513.282891 + Penalty 1616.280359 = -435897.002531 nChanged 6 SP:Iteration 22Q (5405.171704 sec): 3 clusters Score: Raw -437517.333744 + Penalty 1616.280359 = -435901.053385 nChanged 7 SP:Iteration 23Q (5405.223465 sec): 3 clusters Score: Raw -437521.132353 + Penalty 1616.280359 = -435904.851994 nChanged 6 SP:Iteration 24Q (5405.275610 sec): 3 clusters Score: Raw -437524.227116 + Penalty 1616.280359 = -435907.946757 nChanged 5 SP:Iteration 25Q (5405.329693 sec): 3 clusters Score: Raw -437527.655261 + Penalty 1616.280359 = -435911.374902 nChanged 5 SP:Iteration 26Q (5405.389138 sec): 3 clusters Score: Raw -437529.925721 + Penalty 1616.280359 = -435913.645361 nChanged 3 SP:Iteration 27Q (5405.435971 sec): 3 clusters Score: Raw -437531.236240 + Penalty 1616.280359 = -435914.955880 nChanged 1 SP:Iteration 28Q (5405.487080 sec): 3 clusters Score: Raw -437531.991806 + Penalty 1616.280359 = -435915.711447 nChanged 1 SP:Iteration 29Q (5405.540248 sec): 3 clusters Score: Raw -437532.212848 + Penalty 1616.280359 = -435915.932489 nChanged 0 SP:Iteration 30F (5405.595021 sec): 3 clusters Score: Raw -437532.212848 + Penalty 1616.280359 = -435915.932489 nChanged 0 Trying to split cluster 4 (13516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5405.635990 sec): 2 clusters Score: Raw -1353299.204943 + Penalty 903.604798 = -1352395.600146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5405.703909 sec): 3 clusters Score: Raw -1345128.519808 + Penalty 1807.209595 = -1343321.310213 nChanged 6050 SP:Iteration 1F (5405.770440 sec): 3 clusters Score: Raw -1348623.851760 + Penalty 1807.209595 = -1346816.642165 nChanged 830 SP:Iteration 2F (5405.822747 sec): 3 clusters Score: Raw -1349106.117551 + Penalty 1807.209595 = -1347298.907956 nChanged 926 SP:Iteration 3F (5405.889251 sec): 3 clusters Score: Raw -1349752.857401 + Penalty 1807.209595 = -1347945.647806 nChanged 1021 SP:Iteration 4F (5405.953985 sec): 3 clusters Score: Raw -1350574.213725 + Penalty 1807.209595 = -1348767.004129 nChanged 1031 SP:Iteration 5F (5406.021979 sec): 3 clusters Score: Raw -1351499.937240 + Penalty 1807.209595 = -1349692.727645 nChanged 848 SP:Iteration 6F (5406.083361 sec): 3 clusters Score: Raw -1352196.101104 + Penalty 1807.209595 = -1350388.891509 nChanged 613 SP:Iteration 7Q (5406.145692 sec): 3 clusters Score: Raw -1352635.736643 + Penalty 1807.209595 = -1350828.527048 nChanged 427 SP:Iteration 8Q (5406.203383 sec): 3 clusters Score: Raw -1352915.971478 + Penalty 1807.209595 = -1351108.761883 nChanged 324 SP:Iteration 9Q (5406.268464 sec): 3 clusters Score: Raw -1353129.316968 + Penalty 1807.209595 = -1351322.107373 nChanged 257 SP:Iteration 10Q (5406.334241 sec): 3 clusters Score: Raw -1353294.078519 + Penalty 1807.209595 = -1351486.868924 nChanged 190 SP:Iteration 11Q (5406.390811 sec): 3 clusters Score: Raw -1353397.798518 + Penalty 1807.209595 = -1351590.588923 nChanged 165 SP:Iteration 12Q (5406.453229 sec): 3 clusters Score: Raw -1353468.012451 + Penalty 1807.209595 = -1351660.802856 nChanged 110 SP:Iteration 13Q (5406.523173 sec): 3 clusters Score: Raw -1353511.453216 + Penalty 1807.209595 = -1351704.243620 nChanged 105 SP:Iteration 14Q (5406.591486 sec): 3 clusters Score: Raw -1353551.127564 + Penalty 1807.209595 = -1351743.917969 nChanged 87 SP:Iteration 15Q (5406.645716 sec): 3 clusters Score: Raw -1353585.868030 + Penalty 1807.209595 = -1351778.658435 nChanged 75 SP:Iteration 16Q (5406.719345 sec): 3 clusters Score: Raw -1353615.878125 + Penalty 1807.209595 = -1351808.668530 nChanged 74 SP:Iteration 17Q (5406.782070 sec): 3 clusters Score: Raw -1353640.005601 + Penalty 1807.209595 = -1351832.796006 nChanged 54 SP:Iteration 18Q (5406.836123 sec): 3 clusters Score: Raw -1353656.100716 + Penalty 1807.209595 = -1351848.891121 nChanged 59 SP:Iteration 19Q (5406.884375 sec): 3 clusters Score: Raw -1353675.211271 + Penalty 1807.209595 = -1351868.001676 nChanged 50 SP:Iteration 20F (5406.949512 sec): 3 clusters Score: Raw -1353688.537805 + Penalty 1807.209595 = -1351881.328210 nChanged 41 SP:Iteration 21Q (5406.994151 sec): 3 clusters Score: Raw -1353698.742953 + Penalty 1807.209595 = -1351891.533357 nChanged 37 SP:Iteration 22Q (5407.044025 sec): 3 clusters Score: Raw -1353708.781632 + Penalty 1807.209595 = -1351901.572036 nChanged 34 SP:Iteration 23Q (5407.094358 sec): 3 clusters Score: Raw -1353718.821346 + Penalty 1807.209595 = -1351911.611750 nChanged 32 SP:Iteration 24Q (5407.167252 sec): 3 clusters Score: Raw -1353729.192279 + Penalty 1807.209595 = -1351921.982684 nChanged 24 SP:Iteration 25Q (5407.216056 sec): 3 clusters Score: Raw -1353737.347196 + Penalty 1807.209595 = -1351930.137601 nChanged 25 SP:Iteration 26Q (5407.271345 sec): 3 clusters Score: Raw -1353745.425949 + Penalty 1807.209595 = -1351938.216354 nChanged 17 SP:Iteration 27Q (5407.317920 sec): 3 clusters Score: Raw -1353749.422621 + Penalty 1807.209595 = -1351942.213026 nChanged 13 SP:Iteration 28Q (5407.372214 sec): 3 clusters Score: Raw -1353752.409235 + Penalty 1807.209595 = -1351945.199640 nChanged 17 SP:Iteration 29Q (5407.425508 sec): 3 clusters Score: Raw -1353755.844766 + Penalty 1807.209595 = -1351948.635171 nChanged 8 SP:Iteration 30Q (5407.473581 sec): 3 clusters Score: Raw -1353757.631943 + Penalty 1807.209595 = -1351950.422348 nChanged 10 SP:Iteration 31Q (5407.526244 sec): 3 clusters Score: Raw -1353758.928563 + Penalty 1807.209595 = -1351951.718968 nChanged 4 SP:Iteration 32Q (5407.578914 sec): 3 clusters Score: Raw -1353759.310708 + Penalty 1807.209595 = -1351952.101113 nChanged 1 SP:Iteration 33Q (5407.629694 sec): 3 clusters Score: Raw -1353759.381582 + Penalty 1807.209595 = -1351952.171986 nChanged 2 SP:Iteration 34Q (5407.693848 sec): 3 clusters Score: Raw -1353759.494703 + Penalty 1807.209595 = -1351952.285108 nChanged 0 SP:Iteration 35F (5407.750729 sec): 3 clusters Score: Raw -1353759.494703 + Penalty 1807.209595 = -1351952.285108 nChanged 0 Trying to split cluster 5 (1215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5407.768449 sec): 2 clusters Score: Raw -104819.814387 + Penalty 674.737439 = -104145.076948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5407.813717 sec): 3 clusters Score: Raw -104337.501105 + Penalty 1349.474878 = -102988.026228 nChanged 425 SP:Iteration 1F (5407.863114 sec): 3 clusters Score: Raw -104641.820134 + Penalty 1349.474878 = -103292.345256 nChanged 101 SP:Iteration 2F (5407.904624 sec): 3 clusters Score: Raw -104719.675730 + Penalty 1349.474878 = -103370.200852 nChanged 67 SP:Iteration 3F (5407.955359 sec): 3 clusters Score: Raw -104786.511211 + Penalty 1349.474878 = -103437.036334 nChanged 56 SP:Iteration 4Q (5407.987361 sec): 3 clusters Score: Raw -104833.766931 + Penalty 1349.474878 = -103484.292053 nChanged 45 SP:Iteration 5Q (5408.038974 sec): 3 clusters Score: Raw -104866.892477 + Penalty 1349.474878 = -103517.417600 nChanged 42 SP:Iteration 6Q (5408.078664 sec): 3 clusters Score: Raw -104903.443781 + Penalty 1349.474878 = -103553.968903 nChanged 34 SP:Iteration 7Q (5408.118793 sec): 3 clusters Score: Raw -104930.909118 + Penalty 1349.474878 = -103581.434241 nChanged 29 SP:Iteration 8Q (5408.158754 sec): 3 clusters Score: Raw -104958.414556 + Penalty 1349.474878 = -103608.939679 nChanged 23 SP:Iteration 9Q (5408.198693 sec): 3 clusters Score: Raw -104984.470824 + Penalty 1349.474878 = -103634.995947 nChanged 25 SP:Iteration 10Q (5408.239337 sec): 3 clusters Score: Raw -105004.774460 + Penalty 1349.474878 = -103655.299583 nChanged 15 SP:Iteration 11Q (5408.279149 sec): 3 clusters Score: Raw -105014.837461 + Penalty 1349.474878 = -103665.362584 nChanged 13 SP:Iteration 12Q (5408.300083 sec): 3 clusters Score: Raw -105020.971952 + Penalty 1349.474878 = -103671.497074 nChanged 9 SP:Iteration 13Q (5408.345785 sec): 3 clusters Score: Raw -105024.846963 + Penalty 1349.474878 = -103675.372085 nChanged 9 SP:Iteration 14Q (5408.386201 sec): 3 clusters Score: Raw -105032.165908 + Penalty 1349.474878 = -103682.691030 nChanged 8 SP:Iteration 15Q (5408.432241 sec): 3 clusters Score: Raw -105035.842975 + Penalty 1349.474878 = -103686.368098 nChanged 3 SP:Iteration 16Q (5408.472352 sec): 3 clusters Score: Raw -105036.831997 + Penalty 1349.474878 = -103687.357119 nChanged 1 SP:Iteration 17Q (5408.510889 sec): 3 clusters Score: Raw -105037.278247 + Penalty 1349.474878 = -103687.803369 nChanged 0 SP:Iteration 18F (5408.558367 sec): 3 clusters Score: Raw -105037.278247 + Penalty 1349.474878 = -103687.803369 nChanged 0 Trying to split cluster 6 (6903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5408.584800 sec): 2 clusters Score: Raw -660297.949792 + Penalty 839.772581 = -659458.177211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5408.646029 sec): 3 clusters Score: Raw -656287.847630 + Penalty 1679.545162 = -654608.302468 nChanged 3072 SP:Iteration 1F (5408.679693 sec): 3 clusters Score: Raw -658079.014547 + Penalty 1679.545162 = -656399.469385 nChanged 486 SP:Iteration 2F (5408.722725 sec): 3 clusters Score: Raw -658339.799241 + Penalty 1679.545162 = -656660.254079 nChanged 411 SP:Iteration 3F (5408.774493 sec): 3 clusters Score: Raw -658545.712810 + Penalty 1679.545162 = -656866.167648 nChanged 345 SP:Iteration 4Q (5408.816692 sec): 3 clusters Score: Raw -658711.666894 + Penalty 1679.545162 = -657032.121732 nChanged 285 SP:Iteration 5Q (5408.869384 sec): 3 clusters Score: Raw -658854.793363 + Penalty 1679.545162 = -657175.248201 nChanged 296 SP:Iteration 6Q (5408.908074 sec): 3 clusters Score: Raw -659004.882410 + Penalty 1679.545162 = -657325.337248 nChanged 261 SP:Iteration 7Q (5408.939506 sec): 3 clusters Score: Raw -659128.955114 + Penalty 1679.545162 = -657449.409952 nChanged 232 SP:Iteration 8Q (5408.988738 sec): 3 clusters Score: Raw -659233.384613 + Penalty 1679.545162 = -657553.839451 nChanged 228 SP:Iteration 9Q (5409.045823 sec): 3 clusters Score: Raw -659344.180692 + Penalty 1679.545162 = -657664.635530 nChanged 213 SP:Iteration 10Q (5409.090767 sec): 3 clusters Score: Raw -659438.680085 + Penalty 1679.545162 = -657759.134923 nChanged 193 SP:Iteration 11Q (5409.144272 sec): 3 clusters Score: Raw -659526.594007 + Penalty 1679.545162 = -657847.048845 nChanged 185 SP:Iteration 12Q (5409.194848 sec): 3 clusters Score: Raw -659599.253510 + Penalty 1679.545162 = -657919.708348 nChanged 158 SP:Iteration 13Q (5409.241868 sec): 3 clusters Score: Raw -659652.031817 + Penalty 1679.545162 = -657972.486655 nChanged 107 SP:Iteration 14Q (5409.293149 sec): 3 clusters Score: Raw -659686.958740 + Penalty 1679.545162 = -658007.413578 nChanged 90 SP:Iteration 15Q (5409.346589 sec): 3 clusters Score: Raw -659712.859323 + Penalty 1679.545162 = -658033.314161 nChanged 82 SP:Iteration 16Q (5409.381502 sec): 3 clusters Score: Raw -659733.815219 + Penalty 1679.545162 = -658054.270057 nChanged 63 SP:Iteration 17Q (5409.422828 sec): 3 clusters Score: Raw -659746.698078 + Penalty 1679.545162 = -658067.152916 nChanged 51 SP:Iteration 18Q (5409.471213 sec): 3 clusters Score: Raw -659757.413531 + Penalty 1679.545162 = -658077.868369 nChanged 48 SP:Iteration 19Q (5409.527346 sec): 3 clusters Score: Raw -659767.290589 + Penalty 1679.545162 = -658087.745427 nChanged 53 SP:Iteration 20F (5409.570320 sec): 3 clusters Score: Raw -659777.553746 + Penalty 1679.545162 = -658098.008584 nChanged 48 SP:Iteration 21Q (5409.613778 sec): 3 clusters Score: Raw -659788.544932 + Penalty 1679.545162 = -658108.999770 nChanged 44 SP:Iteration 22Q (5409.653761 sec): 3 clusters Score: Raw -659795.823218 + Penalty 1679.545162 = -658116.278056 nChanged 41 SP:Iteration 23Q (5409.692243 sec): 3 clusters Score: Raw -659802.358916 + Penalty 1679.545162 = -658122.813754 nChanged 30 SP:Iteration 24Q (5409.720746 sec): 3 clusters Score: Raw -659806.814090 + Penalty 1679.545162 = -658127.268928 nChanged 29 SP:Iteration 25Q (5409.770997 sec): 3 clusters Score: Raw -659810.064687 + Penalty 1679.545162 = -658130.519525 nChanged 17 SP:Iteration 26Q (5409.819658 sec): 3 clusters Score: Raw -659812.079923 + Penalty 1679.545162 = -658132.534761 nChanged 10 SP:Iteration 27Q (5409.870573 sec): 3 clusters Score: Raw -659813.385616 + Penalty 1679.545162 = -658133.840454 nChanged 13 SP:Iteration 28Q (5409.927960 sec): 3 clusters Score: Raw -659814.503402 + Penalty 1679.545162 = -658134.958240 nChanged 9 SP:Iteration 29Q (5409.970072 sec): 3 clusters Score: Raw -659815.208166 + Penalty 1679.545162 = -658135.663004 nChanged 3 SP:Iteration 30Q (5410.013990 sec): 3 clusters Score: Raw -659815.734781 + Penalty 1679.545162 = -658136.189619 nChanged 3 SP:Iteration 31Q (5410.072646 sec): 3 clusters Score: Raw -659815.902435 + Penalty 1679.545162 = -658136.357273 nChanged 1 SP:Iteration 32Q (5410.122029 sec): 3 clusters Score: Raw -659815.948322 + Penalty 1679.545162 = -658136.403160 nChanged 1 SP:Iteration 33Q (5410.176708 sec): 3 clusters Score: Raw -659815.998352 + Penalty 1679.545162 = -658136.453190 nChanged 0 SP:Iteration 34F (5410.230596 sec): 3 clusters Score: Raw -659815.998352 + Penalty 1679.545162 = -658136.453190 nChanged 0 Trying to split cluster 7 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5410.253222 sec): 2 clusters Score: Raw -47081.779257 + Penalty 597.874831 = -46483.904426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5410.296003 sec): 3 clusters Score: Raw -46996.459797 + Penalty 1195.749663 = -45800.710134 nChanged 163 SP:Iteration 1F (5410.332645 sec): 3 clusters Score: Raw -47187.536641 + Penalty 1195.749663 = -45991.786978 nChanged 47 SP:Iteration 2F (5410.368270 sec): 3 clusters Score: Raw -47263.526996 + Penalty 1195.749663 = -46067.777333 nChanged 23 SP:Iteration 3Q (5410.416036 sec): 3 clusters Score: Raw -47292.694421 + Penalty 1195.749663 = -46096.944758 nChanged 7 SP:Iteration 4Q (5410.457398 sec): 3 clusters Score: Raw -47312.050334 + Penalty 1195.749663 = -46116.300671 nChanged 6 SP:Iteration 5Q (5410.491291 sec): 3 clusters Score: Raw -47319.642377 + Penalty 1195.749663 = -46123.892714 nChanged 6 SP:Iteration 6Q (5410.549773 sec): 3 clusters Score: Raw -47326.551381 + Penalty 1195.749663 = -46130.801718 nChanged 6 SP:Iteration 7Q (5410.588565 sec): 3 clusters Score: Raw -47331.876678 + Penalty 1195.749663 = -46136.127015 nChanged 3 SP:Iteration 8Q (5410.631571 sec): 3 clusters Score: Raw -47334.333390 + Penalty 1195.749663 = -46138.583727 nChanged 5 SP:Iteration 9Q (5410.633465 sec): 3 clusters Score: Raw -47338.794160 + Penalty 1195.749663 = -46143.044497 nChanged 2 SP:Iteration 10Q (5410.635916 sec): 3 clusters Score: Raw -47340.175783 + Penalty 1195.749663 = -46144.426120 nChanged 1 SP:Iteration 11Q (5410.638357 sec): 3 clusters Score: Raw -47341.842818 + Penalty 1195.749663 = -46146.093155 nChanged 0 SP:Iteration 12F (5410.640793 sec): 3 clusters Score: Raw -47341.842818 + Penalty 1195.749663 = -46146.093155 nChanged 0 Trying to split cluster 8 (24344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5410.691804 sec): 2 clusters Score: Raw -2415883.611197 + Penalty 959.503866 = -2414924.107331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5410.776725 sec): 3 clusters Score: Raw -2400570.460608 + Penalty 1919.007731 = -2398651.452876 nChanged 11313 SP:Iteration 1F (5410.835084 sec): 3 clusters Score: Raw -2407048.628138 + Penalty 1919.007731 = -2405129.620407 nChanged 1387 SP:Iteration 2F (5410.910879 sec): 3 clusters Score: Raw -2407669.314320 + Penalty 1919.007731 = -2405750.306589 nChanged 1511 SP:Iteration 3F (5410.972407 sec): 3 clusters Score: Raw -2408405.581916 + Penalty 1919.007731 = -2406486.574185 nChanged 1600 SP:Iteration 4F (5411.043826 sec): 3 clusters Score: Raw -2409310.553456 + Penalty 1919.007731 = -2407391.545724 nChanged 1646 SP:Iteration 5F (5411.104502 sec): 3 clusters Score: Raw -2410411.199603 + Penalty 1919.007731 = -2408492.191872 nChanged 1599 SP:Iteration 6F (5411.180773 sec): 3 clusters Score: Raw -2411531.009261 + Penalty 1919.007731 = -2409612.001530 nChanged 1357 SP:Iteration 7F (5411.248272 sec): 3 clusters Score: Raw -2412470.893137 + Penalty 1919.007731 = -2410551.885405 nChanged 1060 SP:Iteration 8Q (5411.328568 sec): 3 clusters Score: Raw -2413227.123277 + Penalty 1919.007731 = -2411308.115546 nChanged 866 SP:Iteration 9Q (5411.402276 sec): 3 clusters Score: Raw -2413859.099803 + Penalty 1919.007731 = -2411940.092071 nChanged 655 SP:Iteration 10Q (5411.471749 sec): 3 clusters Score: Raw -2414391.702404 + Penalty 1919.007731 = -2412472.694673 nChanged 503 SP:Iteration 11Q (5411.539398 sec): 3 clusters Score: Raw -2414851.432406 + Penalty 1919.007731 = -2412932.424675 nChanged 389 SP:Iteration 12Q (5411.621663 sec): 3 clusters Score: Raw -2415225.400098 + Penalty 1919.007731 = -2413306.392366 nChanged 297 SP:Iteration 13Q (5411.682568 sec): 3 clusters Score: Raw -2415477.726049 + Penalty 1919.007731 = -2413558.718318 nChanged 229 SP:Iteration 14Q (5411.770850 sec): 3 clusters Score: Raw -2415623.274044 + Penalty 1919.007731 = -2413704.266313 nChanged 167 SP:Iteration 15Q (5411.836473 sec): 3 clusters Score: Raw -2415700.709955 + Penalty 1919.007731 = -2413781.702224 nChanged 127 SP:Iteration 16Q (5411.903791 sec): 3 clusters Score: Raw -2415749.830126 + Penalty 1919.007731 = -2413830.822394 nChanged 99 SP:Iteration 17Q (5411.969437 sec): 3 clusters Score: Raw -2415779.860921 + Penalty 1919.007731 = -2413860.853190 nChanged 76 SP:Iteration 18Q (5412.035405 sec): 3 clusters Score: Raw -2415806.291128 + Penalty 1919.007731 = -2413887.283397 nChanged 64 SP:Iteration 19Q (5412.110370 sec): 3 clusters Score: Raw -2415828.947176 + Penalty 1919.007731 = -2413909.939444 nChanged 69 SP:Iteration 20F (5412.166936 sec): 3 clusters Score: Raw -2415852.941650 + Penalty 1919.007731 = -2413933.933918 nChanged 63 SP:Iteration 21Q (5412.243232 sec): 3 clusters Score: Raw -2415870.883034 + Penalty 1919.007731 = -2413951.875303 nChanged 47 SP:Iteration 22Q (5412.313325 sec): 3 clusters Score: Raw -2415883.081552 + Penalty 1919.007731 = -2413964.073820 nChanged 44 SP:Iteration 23Q (5412.390367 sec): 3 clusters Score: Raw -2415893.861884 + Penalty 1919.007731 = -2413974.854152 nChanged 34 SP:Iteration 24Q (5412.466659 sec): 3 clusters Score: Raw -2415901.891235 + Penalty 1919.007731 = -2413982.883503 nChanged 34 SP:Iteration 25Q (5412.537917 sec): 3 clusters Score: Raw -2415910.912868 + Penalty 1919.007731 = -2413991.905136 nChanged 42 SP:Iteration 26Q (5412.610542 sec): 3 clusters Score: Raw -2415924.203462 + Penalty 1919.007731 = -2414005.195731 nChanged 46 SP:Iteration 27Q (5412.683225 sec): 3 clusters Score: Raw -2415936.391275 + Penalty 1919.007731 = -2414017.383543 nChanged 41 SP:Iteration 28Q (5412.752974 sec): 3 clusters Score: Raw -2415945.844209 + Penalty 1919.007731 = -2414026.836478 nChanged 27 SP:Iteration 29Q (5412.829370 sec): 3 clusters Score: Raw -2415951.966669 + Penalty 1919.007731 = -2414032.958937 nChanged 25 SP:Iteration 30Q (5412.902188 sec): 3 clusters Score: Raw -2415956.996492 + Penalty 1919.007731 = -2414037.988760 nChanged 17 SP:Iteration 31Q (5412.965158 sec): 3 clusters Score: Raw -2415960.915745 + Penalty 1919.007731 = -2414041.908014 nChanged 16 SP:Iteration 32Q (5413.034237 sec): 3 clusters Score: Raw -2415964.206283 + Penalty 1919.007731 = -2414045.198551 nChanged 12 SP:Iteration 33Q (5413.105548 sec): 3 clusters Score: Raw -2415967.087462 + Penalty 1919.007731 = -2414048.079730 nChanged 15 SP:Iteration 34Q (5413.173239 sec): 3 clusters Score: Raw -2415970.408633 + Penalty 1919.007731 = -2414051.400902 nChanged 16 SP:Iteration 35Q (5413.250574 sec): 3 clusters Score: Raw -2415975.621538 + Penalty 1919.007731 = -2414056.613806 nChanged 14 SP:Iteration 36Q (5413.302021 sec): 3 clusters Score: Raw -2415978.059026 + Penalty 1919.007731 = -2414059.051294 nChanged 8 SP:Iteration 37Q (5413.370448 sec): 3 clusters Score: Raw -2415979.729308 + Penalty 1919.007731 = -2414060.721576 nChanged 11 SP:Iteration 38Q (5413.439165 sec): 3 clusters Score: Raw -2415981.680637 + Penalty 1919.007731 = -2414062.672906 nChanged 9 SP:Iteration 39Q (5413.509417 sec): 3 clusters Score: Raw -2415983.260708 + Penalty 1919.007731 = -2414064.252977 nChanged 7 SP:Iteration 40F (5413.569917 sec): 3 clusters Score: Raw -2415984.645561 + Penalty 1919.007731 = -2414065.637829 nChanged 5 SP:Iteration 41Q (5413.636803 sec): 3 clusters Score: Raw -2415985.381146 + Penalty 1919.007731 = -2414066.373415 nChanged 6 SP:Iteration 42Q (5413.685717 sec): 3 clusters Score: Raw -2415986.507183 + Penalty 1919.007731 = -2414067.499451 nChanged 6 SP:Iteration 43Q (5413.753848 sec): 3 clusters Score: Raw -2415987.729562 + Penalty 1919.007731 = -2414068.721831 nChanged 10 SP:Iteration 44Q (5413.819023 sec): 3 clusters Score: Raw -2415990.507742 + Penalty 1919.007731 = -2414071.500011 nChanged 12 SP:Iteration 45Q (5413.890410 sec): 3 clusters Score: Raw -2415993.716267 + Penalty 1919.007731 = -2414074.708536 nChanged 15 SP:Iteration 46Q (5413.954545 sec): 3 clusters Score: Raw -2415997.573937 + Penalty 1919.007731 = -2414078.566206 nChanged 14 SP:Iteration 47Q (5414.029742 sec): 3 clusters Score: Raw -2416000.540291 + Penalty 1919.007731 = -2414081.532560 nChanged 9 SP:Iteration 48Q (5414.097181 sec): 3 clusters Score: Raw -2416001.955776 + Penalty 1919.007731 = -2414082.948044 nChanged 6 SP:Iteration 49Q (5414.168979 sec): 3 clusters Score: Raw -2416002.776673 + Penalty 1919.007731 = -2414083.768942 nChanged 7 SP:Iteration 50Q (5414.230492 sec): 3 clusters Score: Raw -2416003.511964 + Penalty 1919.007731 = -2414084.504233 nChanged 3 SP:Iteration 51Q (5414.299139 sec): 3 clusters Score: Raw -2416003.810144 + Penalty 1919.007731 = -2414084.802412 nChanged 3 SP:Iteration 52Q (5414.364685 sec): 3 clusters Score: Raw -2416004.323586 + Penalty 1919.007731 = -2414085.315854 nChanged 4 SP:Iteration 53Q (5414.409260 sec): 3 clusters Score: Raw -2416005.035160 + Penalty 1919.007731 = -2414086.027428 nChanged 3 SP:Iteration 54Q (5414.481127 sec): 3 clusters Score: Raw -2416005.325666 + Penalty 1919.007731 = -2414086.317935 nChanged 2 SP:Iteration 55Q (5414.538736 sec): 3 clusters Score: Raw -2416005.693607 + Penalty 1919.007731 = -2414086.685876 nChanged 1 SP:Iteration 56Q (5414.610032 sec): 3 clusters Score: Raw -2416005.916482 + Penalty 1919.007731 = -2414086.908750 nChanged 2 SP:Iteration 57Q (5414.680214 sec): 3 clusters Score: Raw -2416006.681654 + Penalty 1919.007731 = -2414087.673922 nChanged 4 SP:Iteration 58Q (5414.748724 sec): 3 clusters Score: Raw -2416007.705831 + Penalty 1919.007731 = -2414088.698100 nChanged 1 SP:Iteration 59Q (5414.814984 sec): 3 clusters Score: Raw -2416007.857429 + Penalty 1919.007731 = -2414088.849697 nChanged 1 SP:Iteration 60F (5414.882805 sec): 3 clusters Score: Raw -2416008.204396 + Penalty 1919.007731 = -2414089.196665 nChanged 1 SP:Iteration 61Q (5414.942185 sec): 3 clusters Score: Raw -2416008.396565 + Penalty 1919.007731 = -2414089.388834 nChanged 1 SP:Iteration 62Q (5415.023522 sec): 3 clusters Score: Raw -2416008.571102 + Penalty 1919.007731 = -2414089.563371 nChanged 1 SP:Iteration 63Q (5415.081978 sec): 3 clusters Score: Raw -2416008.756176 + Penalty 1919.007731 = -2414089.748445 nChanged 0 SP:Iteration 64F (5415.155220 sec): 3 clusters Score: Raw -2416008.756176 + Penalty 1919.007731 = -2414089.748445 nChanged 0 Trying to split cluster 9 (4314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5415.180509 sec): 2 clusters Score: Raw -426797.948470 + Penalty 795.113979 = -426002.834491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5415.223303 sec): 3 clusters Score: Raw -424368.243934 + Penalty 1590.227957 = -422778.015977 nChanged 1867 SP:Iteration 1F (5415.272189 sec): 3 clusters Score: Raw -425446.567044 + Penalty 1590.227957 = -423856.339087 nChanged 300 SP:Iteration 2F (5415.323554 sec): 3 clusters Score: Raw -425608.900992 + Penalty 1590.227957 = -424018.673035 nChanged 264 SP:Iteration 3F (5415.374015 sec): 3 clusters Score: Raw -425768.856611 + Penalty 1590.227957 = -424178.628654 nChanged 235 SP:Iteration 4F (5415.431058 sec): 3 clusters Score: Raw -425927.453494 + Penalty 1590.227957 = -424337.225537 nChanged 194 SP:Iteration 5Q (5415.468607 sec): 3 clusters Score: Raw -426072.509893 + Penalty 1590.227957 = -424482.281936 nChanged 184 SP:Iteration 6Q (5415.520996 sec): 3 clusters Score: Raw -426191.205619 + Penalty 1590.227957 = -424600.977662 nChanged 168 SP:Iteration 7Q (5415.556318 sec): 3 clusters Score: Raw -426289.451936 + Penalty 1590.227957 = -424699.223979 nChanged 149 SP:Iteration 8Q (5415.604875 sec): 3 clusters Score: Raw -426371.328657 + Penalty 1590.227957 = -424781.100700 nChanged 114 SP:Iteration 9Q (5415.653246 sec): 3 clusters Score: Raw -426431.299620 + Penalty 1590.227957 = -424841.071663 nChanged 104 SP:Iteration 10Q (5415.703295 sec): 3 clusters Score: Raw -426482.596750 + Penalty 1590.227957 = -424892.368793 nChanged 104 SP:Iteration 11Q (5415.739234 sec): 3 clusters Score: Raw -426531.441577 + Penalty 1590.227957 = -424941.213620 nChanged 79 SP:Iteration 12Q (5415.790249 sec): 3 clusters Score: Raw -426567.447881 + Penalty 1590.227957 = -424977.219924 nChanged 72 SP:Iteration 13Q (5415.835028 sec): 3 clusters Score: Raw -426596.532164 + Penalty 1590.227957 = -425006.304207 nChanged 50 SP:Iteration 14Q (5415.881462 sec): 3 clusters Score: Raw -426611.167989 + Penalty 1590.227957 = -425020.940032 nChanged 39 SP:Iteration 15Q (5415.930485 sec): 3 clusters Score: Raw -426623.813079 + Penalty 1590.227957 = -425033.585122 nChanged 35 SP:Iteration 16Q (5415.982795 sec): 3 clusters Score: Raw -426634.659366 + Penalty 1590.227957 = -425044.431409 nChanged 30 SP:Iteration 17Q (5416.032663 sec): 3 clusters Score: Raw -426643.043854 + Penalty 1590.227957 = -425052.815896 nChanged 29 SP:Iteration 18Q (5416.083860 sec): 3 clusters Score: Raw -426652.800990 + Penalty 1590.227957 = -425062.573032 nChanged 31 SP:Iteration 19Q (5416.127337 sec): 3 clusters Score: Raw -426663.721486 + Penalty 1590.227957 = -425073.493529 nChanged 23 SP:Iteration 20F (5416.171736 sec): 3 clusters Score: Raw -426669.144464 + Penalty 1590.227957 = -425078.916507 nChanged 18 SP:Iteration 21Q (5416.223753 sec): 3 clusters Score: Raw -426673.789660 + Penalty 1590.227957 = -425083.561703 nChanged 21 SP:Iteration 22Q (5416.257813 sec): 3 clusters Score: Raw -426678.808640 + Penalty 1590.227957 = -425088.580683 nChanged 20 SP:Iteration 23Q (5416.301679 sec): 3 clusters Score: Raw -426684.862307 + Penalty 1590.227957 = -425094.634350 nChanged 21 SP:Iteration 24Q (5416.348076 sec): 3 clusters Score: Raw -426693.346137 + Penalty 1590.227957 = -425103.118180 nChanged 16 SP:Iteration 25Q (5416.390872 sec): 3 clusters Score: Raw -426698.138780 + Penalty 1590.227957 = -425107.910823 nChanged 12 SP:Iteration 26Q (5416.437288 sec): 3 clusters Score: Raw -426700.989404 + Penalty 1590.227957 = -425110.761447 nChanged 12 SP:Iteration 27Q (5416.486197 sec): 3 clusters Score: Raw -426704.569316 + Penalty 1590.227957 = -425114.341359 nChanged 16 SP:Iteration 28Q (5416.529798 sec): 3 clusters Score: Raw -426709.379466 + Penalty 1590.227957 = -425119.151509 nChanged 17 SP:Iteration 29Q (5416.571756 sec): 3 clusters Score: Raw -426714.286922 + Penalty 1590.227957 = -425124.058965 nChanged 21 SP:Iteration 30Q (5416.621673 sec): 3 clusters Score: Raw -426722.410813 + Penalty 1590.227957 = -425132.182856 nChanged 28 SP:Iteration 31Q (5416.669310 sec): 3 clusters Score: Raw -426733.163747 + Penalty 1590.227957 = -425142.935790 nChanged 16 SP:Iteration 32Q (5416.714487 sec): 3 clusters Score: Raw -426739.007378 + Penalty 1590.227957 = -425148.779420 nChanged 17 SP:Iteration 33Q (5416.760222 sec): 3 clusters Score: Raw -426744.400484 + Penalty 1590.227957 = -425154.172527 nChanged 12 SP:Iteration 34Q (5416.801630 sec): 3 clusters Score: Raw -426748.511688 + Penalty 1590.227957 = -425158.283731 nChanged 13 SP:Iteration 35Q (5416.845255 sec): 3 clusters Score: Raw -426753.651982 + Penalty 1590.227957 = -425163.424025 nChanged 17 SP:Iteration 36Q (5416.894072 sec): 3 clusters Score: Raw -426758.228520 + Penalty 1590.227957 = -425168.000563 nChanged 8 SP:Iteration 37Q (5416.931086 sec): 3 clusters Score: Raw -426759.819643 + Penalty 1590.227957 = -425169.591685 nChanged 6 SP:Iteration 38Q (5416.979364 sec): 3 clusters Score: Raw -426760.562190 + Penalty 1590.227957 = -425170.334233 nChanged 2 SP:Iteration 39Q (5417.032328 sec): 3 clusters Score: Raw -426760.846736 + Penalty 1590.227957 = -425170.618779 nChanged 1 SP:Iteration 40F (5417.069163 sec): 3 clusters Score: Raw -426760.928267 + Penalty 1590.227957 = -425170.700310 nChanged 1 SP:Iteration 41Q (5417.109022 sec): 3 clusters Score: Raw -426761.453854 + Penalty 1590.227957 = -425171.225897 nChanged 3 SP:Iteration 42Q (5417.157093 sec): 3 clusters Score: Raw -426761.864303 + Penalty 1590.227957 = -425171.636346 nChanged 3 SP:Iteration 43Q (5417.204238 sec): 3 clusters Score: Raw -426762.502891 + Penalty 1590.227957 = -425172.274934 nChanged 3 SP:Iteration 44Q (5417.257263 sec): 3 clusters Score: Raw -426763.795510 + Penalty 1590.227957 = -425173.567553 nChanged 4 SP:Iteration 45Q (5417.310469 sec): 3 clusters Score: Raw -426764.368043 + Penalty 1590.227957 = -425174.140085 nChanged 3 SP:Iteration 46Q (5417.353004 sec): 3 clusters Score: Raw -426764.876451 + Penalty 1590.227957 = -425174.648493 nChanged 2 SP:Iteration 47Q (5417.403943 sec): 3 clusters Score: Raw -426765.279455 + Penalty 1590.227957 = -425175.051497 nChanged 2 SP:Iteration 48Q (5417.456158 sec): 3 clusters Score: Raw -426765.543361 + Penalty 1590.227957 = -425175.315404 nChanged 2 SP:Iteration 49Q (5417.497302 sec): 3 clusters Score: Raw -426765.767728 + Penalty 1590.227957 = -425175.539771 nChanged 1 SP:Iteration 50Q (5417.542244 sec): 3 clusters Score: Raw -426765.880887 + Penalty 1590.227957 = -425175.652930 nChanged 0 SP:Iteration 51F (5417.591459 sec): 3 clusters Score: Raw -426765.880887 + Penalty 1590.227957 = -425175.652930 nChanged 0 Trying to split cluster 10 (4328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5417.617869 sec): 2 clusters Score: Raw -426996.705969 + Penalty 795.421778 = -426201.284191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5417.669345 sec): 3 clusters Score: Raw -424602.579438 + Penalty 1590.843556 = -423011.735882 nChanged 1843 SP:Iteration 1F (5417.723139 sec): 3 clusters Score: Raw -425642.636219 + Penalty 1590.843556 = -424051.792663 nChanged 292 SP:Iteration 2F (5417.766920 sec): 3 clusters Score: Raw -425803.426399 + Penalty 1590.843556 = -424212.582843 nChanged 235 SP:Iteration 3F (5417.807985 sec): 3 clusters Score: Raw -425932.312273 + Penalty 1590.843556 = -424341.468717 nChanged 212 SP:Iteration 4Q (5417.855764 sec): 3 clusters Score: Raw -426050.660667 + Penalty 1590.843556 = -424459.817111 nChanged 199 SP:Iteration 5Q (5417.906046 sec): 3 clusters Score: Raw -426156.640567 + Penalty 1590.843556 = -424565.797011 nChanged 159 SP:Iteration 6Q (5417.946919 sec): 3 clusters Score: Raw -426255.601853 + Penalty 1590.843556 = -424664.758297 nChanged 170 SP:Iteration 7Q (5417.974603 sec): 3 clusters Score: Raw -426352.554985 + Penalty 1590.843556 = -424761.711429 nChanged 145 SP:Iteration 8Q (5418.020410 sec): 3 clusters Score: Raw -426446.215554 + Penalty 1590.843556 = -424855.371998 nChanged 132 SP:Iteration 9Q (5418.064732 sec): 3 clusters Score: Raw -426522.797416 + Penalty 1590.843556 = -424931.953860 nChanged 123 SP:Iteration 10Q (5418.113644 sec): 3 clusters Score: Raw -426592.719835 + Penalty 1590.843556 = -425001.876279 nChanged 109 SP:Iteration 11Q (5418.161366 sec): 3 clusters Score: Raw -426651.722062 + Penalty 1590.843556 = -425060.878506 nChanged 104 SP:Iteration 12Q (5418.215286 sec): 3 clusters Score: Raw -426715.267147 + Penalty 1590.843556 = -425124.423592 nChanged 91 SP:Iteration 13Q (5418.268117 sec): 3 clusters Score: Raw -426768.470882 + Penalty 1590.843556 = -425177.627326 nChanged 80 SP:Iteration 14Q (5418.326796 sec): 3 clusters Score: Raw -426816.340279 + Penalty 1590.843556 = -425225.496723 nChanged 63 SP:Iteration 15Q (5418.336418 sec): 3 clusters Score: Raw -426858.581731 + Penalty 1590.843556 = -425267.738175 nChanged 60 SP:Iteration 16Q (5418.351432 sec): 3 clusters Score: Raw -426900.510889 + Penalty 1590.843556 = -425309.667333 nChanged 63 SP:Iteration 17Q (5418.366005 sec): 3 clusters Score: Raw -426938.180427 + Penalty 1590.843556 = -425347.336871 nChanged 56 SP:Iteration 18Q (5418.392833 sec): 3 clusters Score: Raw -426970.053284 + Penalty 1590.843556 = -425379.209728 nChanged 37 SP:Iteration 19Q (5418.408038 sec): 3 clusters Score: Raw -426986.297943 + Penalty 1590.843556 = -425395.454387 nChanged 25 SP:Iteration 20F (5418.442355 sec): 3 clusters Score: Raw -426998.837203 + Penalty 1590.843556 = -425407.993647 nChanged 23 SP:Iteration 21Q (5418.457275 sec): 3 clusters Score: Raw -427010.244841 + Penalty 1590.843556 = -425419.401285 nChanged 23 SP:Iteration 22Q (5418.484215 sec): 3 clusters Score: Raw -427020.364915 + Penalty 1590.843556 = -425429.521359 nChanged 26 SP:Iteration 23Q (5418.498888 sec): 3 clusters Score: Raw -427031.684643 + Penalty 1590.843556 = -425440.841087 nChanged 26 SP:Iteration 24Q (5418.535177 sec): 3 clusters Score: Raw -427045.993404 + Penalty 1590.843556 = -425455.149848 nChanged 18 SP:Iteration 25Q (5418.588541 sec): 3 clusters Score: Raw -427057.620463 + Penalty 1590.843556 = -425466.776907 nChanged 15 SP:Iteration 26Q (5418.647868 sec): 3 clusters Score: Raw -427068.102655 + Penalty 1590.843556 = -425477.259099 nChanged 14 SP:Iteration 27Q (5418.680287 sec): 3 clusters Score: Raw -427076.337965 + Penalty 1590.843556 = -425485.494409 nChanged 12 SP:Iteration 28Q (5418.730528 sec): 3 clusters Score: Raw -427082.635842 + Penalty 1590.843556 = -425491.792287 nChanged 9 SP:Iteration 29Q (5418.792098 sec): 3 clusters Score: Raw -427086.823202 + Penalty 1590.843556 = -425495.979646 nChanged 8 SP:Iteration 30Q (5418.835901 sec): 3 clusters Score: Raw -427092.412707 + Penalty 1590.843556 = -425501.569151 nChanged 10 SP:Iteration 31Q (5418.877723 sec): 3 clusters Score: Raw -427096.895485 + Penalty 1590.843556 = -425506.051929 nChanged 4 SP:Iteration 32Q (5418.921755 sec): 3 clusters Score: Raw -427099.014299 + Penalty 1590.843556 = -425508.170743 nChanged 4 SP:Iteration 33Q (5418.958920 sec): 3 clusters Score: Raw -427100.674312 + Penalty 1590.843556 = -425509.830756 nChanged 1 SP:Iteration 34Q (5419.006794 sec): 3 clusters Score: Raw -427101.072051 + Penalty 1590.843556 = -425510.228495 nChanged 1 SP:Iteration 35Q (5419.057361 sec): 3 clusters Score: Raw -427101.313131 + Penalty 1590.843556 = -425510.469575 nChanged 1 SP:Iteration 36Q (5419.099157 sec): 3 clusters Score: Raw -427101.391073 + Penalty 1590.843556 = -425510.547517 nChanged 0 SP:Iteration 37F (5419.143593 sec): 3 clusters Score: Raw -427101.391073 + Penalty 1590.843556 = -425510.547517 nChanged 0 Trying to split cluster 11 (15804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5419.193991 sec): 2 clusters Score: Raw -1462311.296968 + Penalty 918.461743 = -1461392.835224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5419.237565 sec): 3 clusters Score: Raw -1452539.821916 + Penalty 1836.923487 = -1450702.898429 nChanged 7307 SP:Iteration 1F (5419.291585 sec): 3 clusters Score: Raw -1457080.348277 + Penalty 1836.923487 = -1455243.424790 nChanged 1138 SP:Iteration 2F (5419.366478 sec): 3 clusters Score: Raw -1457799.673834 + Penalty 1836.923487 = -1455962.750348 nChanged 1155 SP:Iteration 3F (5419.419545 sec): 3 clusters Score: Raw -1458656.205187 + Penalty 1836.923487 = -1456819.281700 nChanged 1147 SP:Iteration 4F (5419.478393 sec): 3 clusters Score: Raw -1459481.577828 + Penalty 1836.923487 = -1457644.654341 nChanged 1002 SP:Iteration 5F (5419.539891 sec): 3 clusters Score: Raw -1460134.241848 + Penalty 1836.923487 = -1458297.318361 nChanged 889 SP:Iteration 6F (5419.602956 sec): 3 clusters Score: Raw -1460641.475192 + Penalty 1836.923487 = -1458804.551705 nChanged 668 SP:Iteration 7Q (5419.661436 sec): 3 clusters Score: Raw -1460922.103810 + Penalty 1836.923487 = -1459085.180324 nChanged 441 SP:Iteration 8Q (5419.727253 sec): 3 clusters Score: Raw -1461075.363245 + Penalty 1836.923487 = -1459238.439758 nChanged 320 SP:Iteration 9Q (5419.794465 sec): 3 clusters Score: Raw -1461170.844125 + Penalty 1836.923487 = -1459333.920638 nChanged 265 SP:Iteration 10Q (5419.854665 sec): 3 clusters Score: Raw -1461249.117969 + Penalty 1836.923487 = -1459412.194482 nChanged 233 SP:Iteration 11Q (5419.912488 sec): 3 clusters Score: Raw -1461305.468550 + Penalty 1836.923487 = -1459468.545063 nChanged 181 SP:Iteration 12Q (5419.978344 sec): 3 clusters Score: Raw -1461347.812710 + Penalty 1836.923487 = -1459510.889223 nChanged 174 SP:Iteration 13Q (5420.028120 sec): 3 clusters Score: Raw -1461392.753243 + Penalty 1836.923487 = -1459555.829756 nChanged 184 SP:Iteration 14Q (5420.086225 sec): 3 clusters Score: Raw -1461443.290438 + Penalty 1836.923487 = -1459606.366951 nChanged 154 SP:Iteration 15Q (5420.141570 sec): 3 clusters Score: Raw -1461479.466164 + Penalty 1836.923487 = -1459642.542678 nChanged 152 SP:Iteration 16Q (5420.198902 sec): 3 clusters Score: Raw -1461513.511739 + Penalty 1836.923487 = -1459676.588252 nChanged 125 SP:Iteration 17Q (5420.263429 sec): 3 clusters Score: Raw -1461544.640453 + Penalty 1836.923487 = -1459707.716966 nChanged 134 SP:Iteration 18Q (5420.330393 sec): 3 clusters Score: Raw -1461575.073560 + Penalty 1836.923487 = -1459738.150074 nChanged 137 SP:Iteration 19Q (5420.397135 sec): 3 clusters Score: Raw -1461602.142228 + Penalty 1836.923487 = -1459765.218742 nChanged 129 SP:Iteration 20F (5420.445520 sec): 3 clusters Score: Raw -1461629.638166 + Penalty 1836.923487 = -1459792.714679 nChanged 115 SP:Iteration 21Q (5420.511266 sec): 3 clusters Score: Raw -1461651.197932 + Penalty 1836.923487 = -1459814.274445 nChanged 96 SP:Iteration 22Q (5420.582364 sec): 3 clusters Score: Raw -1461669.305739 + Penalty 1836.923487 = -1459832.382252 nChanged 104 SP:Iteration 23Q (5420.632574 sec): 3 clusters Score: Raw -1461689.754995 + Penalty 1836.923487 = -1459852.831508 nChanged 105 SP:Iteration 24Q (5420.697916 sec): 3 clusters Score: Raw -1461712.644308 + Penalty 1836.923487 = -1459875.720822 nChanged 101 SP:Iteration 25Q (5420.757102 sec): 3 clusters Score: Raw -1461738.688105 + Penalty 1836.923487 = -1459901.764618 nChanged 112 SP:Iteration 26Q (5420.811317 sec): 3 clusters Score: Raw -1461766.581462 + Penalty 1836.923487 = -1459929.657975 nChanged 125 SP:Iteration 27Q (5420.861230 sec): 3 clusters Score: Raw -1461797.143578 + Penalty 1836.923487 = -1459960.220091 nChanged 110 SP:Iteration 28Q (5420.920137 sec): 3 clusters Score: Raw -1461825.506042 + Penalty 1836.923487 = -1459988.582555 nChanged 99 SP:Iteration 29Q (5420.974352 sec): 3 clusters Score: Raw -1461849.587355 + Penalty 1836.923487 = -1460012.663868 nChanged 83 SP:Iteration 30Q (5421.046089 sec): 3 clusters Score: Raw -1461865.765942 + Penalty 1836.923487 = -1460028.842455 nChanged 72 SP:Iteration 31Q (5421.092657 sec): 3 clusters Score: Raw -1461880.139332 + Penalty 1836.923487 = -1460043.215846 nChanged 67 SP:Iteration 32Q (5421.158975 sec): 3 clusters Score: Raw -1461892.030441 + Penalty 1836.923487 = -1460055.106955 nChanged 64 SP:Iteration 33Q (5421.221549 sec): 3 clusters Score: Raw -1461899.341242 + Penalty 1836.923487 = -1460062.417755 nChanged 53 SP:Iteration 34Q (5421.288102 sec): 3 clusters Score: Raw -1461903.699819 + Penalty 1836.923487 = -1460066.776333 nChanged 44 SP:Iteration 35Q (5421.340498 sec): 3 clusters Score: Raw -1461908.711517 + Penalty 1836.923487 = -1460071.788031 nChanged 42 SP:Iteration 36Q (5421.416823 sec): 3 clusters Score: Raw -1461912.772544 + Penalty 1836.923487 = -1460075.849057 nChanged 52 SP:Iteration 37Q (5421.479092 sec): 3 clusters Score: Raw -1461918.144731 + Penalty 1836.923487 = -1460081.221245 nChanged 49 SP:Iteration 38Q (5421.534230 sec): 3 clusters Score: Raw -1461924.016327 + Penalty 1836.923487 = -1460087.092840 nChanged 49 SP:Iteration 39Q (5421.596326 sec): 3 clusters Score: Raw -1461929.446738 + Penalty 1836.923487 = -1460092.523251 nChanged 45 SP:Iteration 40F (5421.653613 sec): 3 clusters Score: Raw -1461934.220340 + Penalty 1836.923487 = -1460097.296853 nChanged 42 SP:Iteration 41Q (5421.718040 sec): 3 clusters Score: Raw -1461937.445163 + Penalty 1836.923487 = -1460100.521676 nChanged 37 SP:Iteration 42Q (5421.782231 sec): 3 clusters Score: Raw -1461940.002504 + Penalty 1836.923487 = -1460103.079017 nChanged 32 SP:Iteration 43Q (5421.857926 sec): 3 clusters Score: Raw -1461942.824630 + Penalty 1836.923487 = -1460105.901143 nChanged 38 SP:Iteration 44Q (5421.900582 sec): 3 clusters Score: Raw -1461946.331641 + Penalty 1836.923487 = -1460109.408154 nChanged 34 SP:Iteration 45Q (5421.966546 sec): 3 clusters Score: Raw -1461949.256171 + Penalty 1836.923487 = -1460112.332684 nChanged 28 SP:Iteration 46Q (5422.025677 sec): 3 clusters Score: Raw -1461951.860769 + Penalty 1836.923487 = -1460114.937282 nChanged 33 SP:Iteration 47Q (5422.090586 sec): 3 clusters Score: Raw -1461954.314430 + Penalty 1836.923487 = -1460117.390943 nChanged 32 SP:Iteration 48Q (5422.154242 sec): 3 clusters Score: Raw -1461957.325651 + Penalty 1836.923487 = -1460120.402164 nChanged 30 SP:Iteration 49Q (5422.210848 sec): 3 clusters Score: Raw -1461959.867074 + Penalty 1836.923487 = -1460122.943587 nChanged 22 SP:Iteration 50Q (5422.282695 sec): 3 clusters Score: Raw -1461961.144573 + Penalty 1836.923487 = -1460124.221086 nChanged 25 SP:Iteration 51Q (5422.338648 sec): 3 clusters Score: Raw -1461963.425177 + Penalty 1836.923487 = -1460126.501690 nChanged 33 SP:Iteration 52Q (5422.392877 sec): 3 clusters Score: Raw -1461966.878558 + Penalty 1836.923487 = -1460129.955071 nChanged 35 SP:Iteration 53Q (5422.455842 sec): 3 clusters Score: Raw -1461969.866170 + Penalty 1836.923487 = -1460132.942684 nChanged 37 SP:Iteration 54Q (5422.521899 sec): 3 clusters Score: Raw -1461972.856001 + Penalty 1836.923487 = -1460135.932515 nChanged 35 SP:Iteration 55Q (5422.581540 sec): 3 clusters Score: Raw -1461976.387958 + Penalty 1836.923487 = -1460139.464472 nChanged 38 SP:Iteration 56Q (5422.641422 sec): 3 clusters Score: Raw -1461981.112720 + Penalty 1836.923487 = -1460144.189233 nChanged 41 SP:Iteration 57Q (5422.698736 sec): 3 clusters Score: Raw -1461985.486056 + Penalty 1836.923487 = -1460148.562569 nChanged 40 SP:Iteration 58Q (5422.752147 sec): 3 clusters Score: Raw -1461990.092661 + Penalty 1836.923487 = -1460153.169174 nChanged 47 SP:Iteration 59Q (5422.809764 sec): 3 clusters Score: Raw -1461995.407767 + Penalty 1836.923487 = -1460158.484280 nChanged 51 SP:Iteration 60F (5422.870762 sec): 3 clusters Score: Raw -1461999.910996 + Penalty 1836.923487 = -1460162.987509 nChanged 31 SP:Iteration 61Q (5422.938945 sec): 3 clusters Score: Raw -1462002.424467 + Penalty 1836.923487 = -1460165.500981 nChanged 23 SP:Iteration 62Q (5422.992220 sec): 3 clusters Score: Raw -1462004.532310 + Penalty 1836.923487 = -1460167.608823 nChanged 22 SP:Iteration 63Q (5423.056183 sec): 3 clusters Score: Raw -1462006.616852 + Penalty 1836.923487 = -1460169.693365 nChanged 33 SP:Iteration 64Q (5423.121957 sec): 3 clusters Score: Raw -1462010.043771 + Penalty 1836.923487 = -1460173.120284 nChanged 33 SP:Iteration 65Q (5423.181521 sec): 3 clusters Score: Raw -1462013.419290 + Penalty 1836.923487 = -1460176.495803 nChanged 40 SP:Iteration 66Q (5423.242431 sec): 3 clusters Score: Raw -1462017.844238 + Penalty 1836.923487 = -1460180.920751 nChanged 37 SP:Iteration 67Q (5423.295158 sec): 3 clusters Score: Raw -1462023.760500 + Penalty 1836.923487 = -1460186.837013 nChanged 50 SP:Iteration 68Q (5423.360007 sec): 3 clusters Score: Raw -1462031.278458 + Penalty 1836.923487 = -1460194.354971 nChanged 49 SP:Iteration 69Q (5423.423446 sec): 3 clusters Score: Raw -1462038.197507 + Penalty 1836.923487 = -1460201.274020 nChanged 54 SP:Iteration 70Q (5423.484888 sec): 3 clusters Score: Raw -1462044.542065 + Penalty 1836.923487 = -1460207.618578 nChanged 44 SP:Iteration 71Q (5423.543485 sec): 3 clusters Score: Raw -1462049.120123 + Penalty 1836.923487 = -1460212.196637 nChanged 42 SP:Iteration 72Q (5423.604652 sec): 3 clusters Score: Raw -1462053.218699 + Penalty 1836.923487 = -1460216.295213 nChanged 44 SP:Iteration 73Q (5423.671273 sec): 3 clusters Score: Raw -1462057.669396 + Penalty 1836.923487 = -1460220.745909 nChanged 42 SP:Iteration 74Q (5423.714747 sec): 3 clusters Score: Raw -1462063.350514 + Penalty 1836.923487 = -1460226.427027 nChanged 52 SP:Iteration 75Q (5423.770165 sec): 3 clusters Score: Raw -1462069.418649 + Penalty 1836.923487 = -1460232.495162 nChanged 46 SP:Iteration 76Q (5423.825058 sec): 3 clusters Score: Raw -1462075.029491 + Penalty 1836.923487 = -1460238.106005 nChanged 48 SP:Iteration 77Q (5423.891210 sec): 3 clusters Score: Raw -1462081.098006 + Penalty 1836.923487 = -1460244.174519 nChanged 49 SP:Iteration 78Q (5423.954607 sec): 3 clusters Score: Raw -1462088.266822 + Penalty 1836.923487 = -1460251.343335 nChanged 56 SP:Iteration 79Q (5424.017764 sec): 3 clusters Score: Raw -1462097.630332 + Penalty 1836.923487 = -1460260.706846 nChanged 58 SP:Iteration 80F (5424.082151 sec): 3 clusters Score: Raw -1462108.640843 + Penalty 1836.923487 = -1460271.717356 nChanged 67 SP:Iteration 81Q (5424.118912 sec): 3 clusters Score: Raw -1462120.486928 + Penalty 1836.923487 = -1460283.563441 nChanged 64 SP:Iteration 82Q (5424.182474 sec): 3 clusters Score: Raw -1462131.472076 + Penalty 1836.923487 = -1460294.548589 nChanged 68 SP:Iteration 83Q (5424.249032 sec): 3 clusters Score: Raw -1462145.511773 + Penalty 1836.923487 = -1460308.588286 nChanged 64 SP:Iteration 84Q (5424.300056 sec): 3 clusters Score: Raw -1462159.237243 + Penalty 1836.923487 = -1460322.313756 nChanged 69 SP:Iteration 85Q (5424.365535 sec): 3 clusters Score: Raw -1462176.625896 + Penalty 1836.923487 = -1460339.702410 nChanged 76 SP:Iteration 86Q (5424.434024 sec): 3 clusters Score: Raw -1462195.135237 + Penalty 1836.923487 = -1460358.211750 nChanged 62 SP:Iteration 87Q (5424.491365 sec): 3 clusters Score: Raw -1462210.731766 + Penalty 1836.923487 = -1460373.808280 nChanged 60 SP:Iteration 88Q (5424.556524 sec): 3 clusters Score: Raw -1462223.778866 + Penalty 1836.923487 = -1460386.855379 nChanged 69 SP:Iteration 89Q (5424.625463 sec): 3 clusters Score: Raw -1462240.977639 + Penalty 1836.923487 = -1460404.054153 nChanged 79 SP:Iteration 90Q (5424.682456 sec): 3 clusters Score: Raw -1462259.639090 + Penalty 1836.923487 = -1460422.715603 nChanged 76 SP:Iteration 91Q (5424.730690 sec): 3 clusters Score: Raw -1462278.751555 + Penalty 1836.923487 = -1460441.828068 nChanged 75 SP:Iteration 92Q (5424.792867 sec): 3 clusters Score: Raw -1462297.563379 + Penalty 1836.923487 = -1460460.639892 nChanged 79 SP:Iteration 93Q (5424.860131 sec): 3 clusters Score: Raw -1462315.689853 + Penalty 1836.923487 = -1460478.766366 nChanged 78 SP:Iteration 94Q (5424.914842 sec): 3 clusters Score: Raw -1462332.896471 + Penalty 1836.923487 = -1460495.972984 nChanged 75 SP:Iteration 95Q (5424.988597 sec): 3 clusters Score: Raw -1462345.685323 + Penalty 1836.923487 = -1460508.761836 nChanged 68 SP:Iteration 96Q (5425.039462 sec): 3 clusters Score: Raw -1462359.176548 + Penalty 1836.923487 = -1460522.253061 nChanged 78 SP:Iteration 97Q (5425.101920 sec): 3 clusters Score: Raw -1462374.596741 + Penalty 1836.923487 = -1460537.673254 nChanged 79 SP:Iteration 98Q (5425.168588 sec): 3 clusters Score: Raw -1462388.612918 + Penalty 1836.923487 = -1460551.689431 nChanged 63 SP:Iteration 99Q (5425.220142 sec): 3 clusters Score: Raw -1462403.125956 + Penalty 1836.923487 = -1460566.202469 nChanged 66 SP:Iteration 100F (5425.277863 sec): 3 clusters Score: Raw -1462420.685009 + Penalty 1836.923487 = -1460583.761522 nChanged 70 SP:Iteration 101Q (5425.335099 sec): 3 clusters Score: Raw -1462437.956761 + Penalty 1836.923487 = -1460601.033274 nChanged 84 SP:Iteration 102Q (5425.398953 sec): 3 clusters Score: Raw -1462460.335285 + Penalty 1836.923487 = -1460623.411798 nChanged 71 SP:Iteration 103Q (5425.450256 sec): 3 clusters Score: Raw -1462478.677975 + Penalty 1836.923487 = -1460641.754488 nChanged 74 SP:Iteration 104Q (5425.514188 sec): 3 clusters Score: Raw -1462503.939816 + Penalty 1836.923487 = -1460667.016329 nChanged 77 SP:Iteration 105Q (5425.578354 sec): 3 clusters Score: Raw -1462535.044699 + Penalty 1836.923487 = -1460698.121213 nChanged 86 SP:Iteration 106Q (5425.644722 sec): 3 clusters Score: Raw -1462575.325516 + Penalty 1836.923487 = -1460738.402030 nChanged 99 SP:Iteration 107Q (5425.705155 sec): 3 clusters Score: Raw -1462623.628382 + Penalty 1836.923487 = -1460786.704895 nChanged 89 SP:Iteration 108Q (5425.766245 sec): 3 clusters Score: Raw -1462679.759316 + Penalty 1836.923487 = -1460842.835829 nChanged 104 SP:Iteration 109Q (5425.822616 sec): 3 clusters Score: Raw -1462757.672564 + Penalty 1836.923487 = -1460920.749077 nChanged 119 SP:Iteration 110Q (5425.885816 sec): 3 clusters Score: Raw -1462850.853919 + Penalty 1836.923487 = -1461013.930432 nChanged 117 SP:Iteration 111Q (5425.944554 sec): 3 clusters Score: Raw -1462937.621050 + Penalty 1836.923487 = -1461100.697564 nChanged 128 SP:Iteration 112Q (5425.991913 sec): 3 clusters Score: Raw -1463021.159562 + Penalty 1836.923487 = -1461184.236076 nChanged 118 SP:Iteration 113Q (5426.055618 sec): 3 clusters Score: Raw -1463078.156646 + Penalty 1836.923487 = -1461241.233160 nChanged 108 SP:Iteration 114Q (5426.119439 sec): 3 clusters Score: Raw -1463120.388563 + Penalty 1836.923487 = -1461283.465076 nChanged 88 SP:Iteration 115Q (5426.167863 sec): 3 clusters Score: Raw -1463149.040487 + Penalty 1836.923487 = -1461312.117001 nChanged 69 SP:Iteration 116Q (5426.236832 sec): 3 clusters Score: Raw -1463165.219446 + Penalty 1836.923487 = -1461328.295960 nChanged 52 SP:Iteration 117Q (5426.281691 sec): 3 clusters Score: Raw -1463175.307302 + Penalty 1836.923487 = -1461338.383816 nChanged 48 SP:Iteration 118Q (5426.341347 sec): 3 clusters Score: Raw -1463184.599549 + Penalty 1836.923487 = -1461347.676062 nChanged 42 SP:Iteration 119Q (5426.403045 sec): 3 clusters Score: Raw -1463193.405542 + Penalty 1836.923487 = -1461356.482055 nChanged 38 SP:Iteration 120F (5426.468721 sec): 3 clusters Score: Raw -1463202.560538 + Penalty 1836.923487 = -1461365.637051 nChanged 47 SP:Iteration 121Q (5426.524199 sec): 3 clusters Score: Raw -1463213.499111 + Penalty 1836.923487 = -1461376.575624 nChanged 39 SP:Iteration 122Q (5426.576468 sec): 3 clusters Score: Raw -1463222.071757 + Penalty 1836.923487 = -1461385.148270 nChanged 44 SP:Iteration 123Q (5426.638375 sec): 3 clusters Score: Raw -1463233.580547 + Penalty 1836.923487 = -1461396.657060 nChanged 46 SP:Iteration 124Q (5426.698896 sec): 3 clusters Score: Raw -1463249.440386 + Penalty 1836.923487 = -1461412.516899 nChanged 49 SP:Iteration 125Q (5426.761460 sec): 3 clusters Score: Raw -1463265.165362 + Penalty 1836.923487 = -1461428.241876 nChanged 41 SP:Iteration 126Q (5426.823054 sec): 3 clusters Score: Raw -1463278.448278 + Penalty 1836.923487 = -1461441.524792 nChanged 44 SP:Iteration 127Q (5426.882588 sec): 3 clusters Score: Raw -1463290.723259 + Penalty 1836.923487 = -1461453.799773 nChanged 30 SP:Iteration 128Q (5426.945970 sec): 3 clusters Score: Raw -1463297.454612 + Penalty 1836.923487 = -1461460.531125 nChanged 27 SP:Iteration 129Q (5427.017410 sec): 3 clusters Score: Raw -1463304.745341 + Penalty 1836.923487 = -1461467.821854 nChanged 36 SP:Iteration 130Q (5427.070691 sec): 3 clusters Score: Raw -1463315.902544 + Penalty 1836.923487 = -1461478.979057 nChanged 33 SP:Iteration 131Q (5427.134848 sec): 3 clusters Score: Raw -1463327.560448 + Penalty 1836.923487 = -1461490.636961 nChanged 27 SP:Iteration 132Q (5427.196020 sec): 3 clusters Score: Raw -1463333.213066 + Penalty 1836.923487 = -1461496.289579 nChanged 25 SP:Iteration 133Q (5427.256430 sec): 3 clusters Score: Raw -1463339.603705 + Penalty 1836.923487 = -1461502.680219 nChanged 27 SP:Iteration 134Q (5427.312073 sec): 3 clusters Score: Raw -1463346.050099 + Penalty 1836.923487 = -1461509.126612 nChanged 22 SP:Iteration 135Q (5427.364814 sec): 3 clusters Score: Raw -1463350.038085 + Penalty 1836.923487 = -1461513.114598 nChanged 15 SP:Iteration 136Q (5427.423188 sec): 3 clusters Score: Raw -1463352.052191 + Penalty 1836.923487 = -1461515.128705 nChanged 15 SP:Iteration 137Q (5427.467588 sec): 3 clusters Score: Raw -1463353.689813 + Penalty 1836.923487 = -1461516.766326 nChanged 7 SP:Iteration 138Q (5427.521851 sec): 3 clusters Score: Raw -1463355.052958 + Penalty 1836.923487 = -1461518.129471 nChanged 10 SP:Iteration 139Q (5427.576190 sec): 3 clusters Score: Raw -1463357.370397 + Penalty 1836.923487 = -1461520.446911 nChanged 15 SP:Iteration 140F (5427.649908 sec): 3 clusters Score: Raw -1463361.252657 + Penalty 1836.923487 = -1461524.329170 nChanged 15 SP:Iteration 141Q (5427.703792 sec): 3 clusters Score: Raw -1463363.579138 + Penalty 1836.923487 = -1461526.655651 nChanged 12 SP:Iteration 142Q (5427.759765 sec): 3 clusters Score: Raw -1463365.287122 + Penalty 1836.923487 = -1461528.363635 nChanged 7 SP:Iteration 143Q (5427.833012 sec): 3 clusters Score: Raw -1463366.190139 + Penalty 1836.923487 = -1461529.266652 nChanged 3 SP:Iteration 144Q (5427.867557 sec): 3 clusters Score: Raw -1463366.504359 + Penalty 1836.923487 = -1461529.580873 nChanged 5 SP:Iteration 145Q (5427.920726 sec): 3 clusters Score: Raw -1463367.087163 + Penalty 1836.923487 = -1461530.163677 nChanged 2 SP:Iteration 146Q (5427.973538 sec): 3 clusters Score: Raw -1463367.191260 + Penalty 1836.923487 = -1461530.267773 nChanged 1 SP:Iteration 147Q (5428.035722 sec): 3 clusters Score: Raw -1463367.230599 + Penalty 1836.923487 = -1461530.307112 nChanged 1 SP:Iteration 148Q (5428.100372 sec): 3 clusters Score: Raw -1463367.317205 + Penalty 1836.923487 = -1461530.393718 nChanged 2 SP:Iteration 149Q (5428.151309 sec): 3 clusters Score: Raw -1463367.722143 + Penalty 1836.923487 = -1461530.798656 nChanged 3 SP:Iteration 150Q (5428.218317 sec): 3 clusters Score: Raw -1463368.199741 + Penalty 1836.923487 = -1461531.276255 nChanged 3 SP:Iteration 151Q (5428.276757 sec): 3 clusters Score: Raw -1463368.588241 + Penalty 1836.923487 = -1461531.664754 nChanged 1 SP:Iteration 152Q (5428.339785 sec): 3 clusters Score: Raw -1463368.671272 + Penalty 1836.923487 = -1461531.747785 nChanged 1 SP:Iteration 153Q (5428.403080 sec): 3 clusters Score: Raw -1463368.746263 + Penalty 1836.923487 = -1461531.822776 nChanged 1 SP:Iteration 154Q (5428.438899 sec): 3 clusters Score: Raw -1463368.847952 + Penalty 1836.923487 = -1461531.924465 nChanged 0 SP:Iteration 155F (5428.516619 sec): 3 clusters Score: Raw -1463368.847952 + Penalty 1836.923487 = -1461531.924465 nChanged 0 Score: Raw -58497849.585806 + Penalty 49431.021155 = -58448418.564651 Splitting cluster 11 changes total score from -58448625.681351 to -58448418.564651 So it's not getting split. Trying to split cluster 12 (74286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5439.894870 sec): 2 clusters Score: Raw -7088574.499139 + Penalty 1065.489390 = -7087509.009750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5440.028300 sec): 3 clusters Score: Raw -7039942.594043 + Penalty 2130.978780 = -7037811.615263 nChanged 35683 SP:Iteration 1F (5440.168284 sec): 3 clusters Score: Raw -7061457.124797 + Penalty 2130.978780 = -7059326.146017 nChanged 3705 SP:Iteration 2Q (5440.305861 sec): 3 clusters Score: Raw -7062905.447786 + Penalty 2130.978780 = -7060774.469006 nChanged 4207 SP:Iteration 3F (5440.441391 sec): 3 clusters Score: Raw -7064873.211970 + Penalty 2130.978780 = -7062742.233190 nChanged 4722 SP:Iteration 4F (5440.572248 sec): 3 clusters Score: Raw -7067498.814677 + Penalty 2130.978780 = -7065367.835897 nChanged 4864 SP:Iteration 5F (5440.697523 sec): 3 clusters Score: Raw -7070659.910078 + Penalty 2130.978780 = -7068528.931298 nChanged 4786 SP:Iteration 6F (5440.820572 sec): 3 clusters Score: Raw -7074397.968621 + Penalty 2130.978780 = -7072266.989841 nChanged 4212 SP:Iteration 7F (5440.953502 sec): 3 clusters Score: Raw -7078030.996416 + Penalty 2130.978780 = -7075900.017636 nChanged 3311 SP:Iteration 8Q (5441.089913 sec): 3 clusters Score: Raw -7080805.400532 + Penalty 2130.978780 = -7078674.421753 nChanged 2358 SP:Iteration 9Q (5441.224091 sec): 3 clusters Score: Raw -7082362.359988 + Penalty 2130.978780 = -7080231.381208 nChanged 1682 SP:Iteration 10Q (5441.359504 sec): 3 clusters Score: Raw -7083312.890676 + Penalty 2130.978780 = -7081181.911897 nChanged 1384 SP:Iteration 11Q (5441.489491 sec): 3 clusters Score: Raw -7084040.227966 + Penalty 2130.978780 = -7081909.249186 nChanged 1268 SP:Iteration 12Q (5441.614102 sec): 3 clusters Score: Raw -7084683.032001 + Penalty 2130.978780 = -7082552.053222 nChanged 1170 SP:Iteration 13Q (5441.740579 sec): 3 clusters Score: Raw -7085247.896825 + Penalty 2130.978780 = -7083116.918046 nChanged 1026 SP:Iteration 14Q (5441.870107 sec): 3 clusters Score: Raw -7085716.001371 + Penalty 2130.978780 = -7083585.022592 nChanged 943 SP:Iteration 15Q (5441.988616 sec): 3 clusters Score: Raw -7086158.061134 + Penalty 2130.978780 = -7084027.082354 nChanged 865 SP:Iteration 16Q (5442.104126 sec): 3 clusters Score: Raw -7086554.090535 + Penalty 2130.978780 = -7084423.111756 nChanged 740 SP:Iteration 17Q (5442.221235 sec): 3 clusters Score: Raw -7086892.017163 + Penalty 2130.978780 = -7084761.038383 nChanged 672 SP:Iteration 18Q (5442.316993 sec): 3 clusters Score: Raw -7087194.212034 + Penalty 2130.978780 = -7085063.233255 nChanged 566 SP:Iteration 19Q (5442.431573 sec): 3 clusters Score: Raw -7087444.158527 + Penalty 2130.978780 = -7085313.179747 nChanged 524 SP:Iteration 20F (5442.567624 sec): 3 clusters Score: Raw -7087665.473211 + Penalty 2130.978780 = -7085534.494431 nChanged 428 SP:Iteration 21Q (5442.676171 sec): 3 clusters Score: Raw -7087838.035730 + Penalty 2130.978780 = -7085707.056951 nChanged 371 SP:Iteration 22Q (5442.790329 sec): 3 clusters Score: Raw -7087991.083177 + Penalty 2130.978780 = -7085860.104398 nChanged 315 SP:Iteration 23Q (5442.893891 sec): 3 clusters Score: Raw -7088119.025215 + Penalty 2130.978780 = -7085988.046436 nChanged 272 SP:Iteration 24Q (5443.006534 sec): 3 clusters Score: Raw -7088227.856992 + Penalty 2130.978780 = -7086096.878213 nChanged 234 SP:Iteration 25Q (5443.095997 sec): 3 clusters Score: Raw -7088329.466910 + Penalty 2130.978780 = -7086198.488131 nChanged 211 SP:Iteration 26Q (5443.213197 sec): 3 clusters Score: Raw -7088423.661893 + Penalty 2130.978780 = -7086292.683113 nChanged 186 SP:Iteration 27Q (5443.334435 sec): 3 clusters Score: Raw -7088503.296614 + Penalty 2130.978780 = -7086372.317834 nChanged 140 SP:Iteration 28Q (5443.446057 sec): 3 clusters Score: Raw -7088561.381173 + Penalty 2130.978780 = -7086430.402393 nChanged 118 SP:Iteration 29Q (5443.565188 sec): 3 clusters Score: Raw -7088608.621686 + Penalty 2130.978780 = -7086477.642906 nChanged 90 SP:Iteration 30Q (5443.684097 sec): 3 clusters Score: Raw -7088644.409226 + Penalty 2130.978780 = -7086513.430447 nChanged 77 SP:Iteration 31Q (5443.807389 sec): 3 clusters Score: Raw -7088677.393987 + Penalty 2130.978780 = -7086546.415208 nChanged 73 SP:Iteration 32Q (5443.929445 sec): 3 clusters Score: Raw -7088704.744549 + Penalty 2130.978780 = -7086573.765769 nChanged 64 SP:Iteration 33Q (5444.051270 sec): 3 clusters Score: Raw -7088728.253192 + Penalty 2130.978780 = -7086597.274413 nChanged 46 SP:Iteration 34Q (5444.163075 sec): 3 clusters Score: Raw -7088743.788475 + Penalty 2130.978780 = -7086612.809696 nChanged 40 SP:Iteration 35Q (5444.280762 sec): 3 clusters Score: Raw -7088755.332316 + Penalty 2130.978780 = -7086624.353536 nChanged 25 SP:Iteration 36Q (5444.394150 sec): 3 clusters Score: Raw -7088764.742559 + Penalty 2130.978780 = -7086633.763779 nChanged 24 SP:Iteration 37Q (5444.506643 sec): 3 clusters Score: Raw -7088773.096292 + Penalty 2130.978780 = -7086642.117512 nChanged 24 SP:Iteration 38Q (5444.622004 sec): 3 clusters Score: Raw -7088780.631006 + Penalty 2130.978780 = -7086649.652227 nChanged 18 SP:Iteration 39Q (5444.738690 sec): 3 clusters Score: Raw -7088786.575372 + Penalty 2130.978780 = -7086655.596592 nChanged 17 SP:Iteration 40F (5444.868424 sec): 3 clusters Score: Raw -7088793.851648 + Penalty 2130.978780 = -7086662.872869 nChanged 22 SP:Iteration 41Q (5444.975727 sec): 3 clusters Score: Raw -7088799.534256 + Penalty 2130.978780 = -7086668.555477 nChanged 14 SP:Iteration 42Q (5445.064154 sec): 3 clusters Score: Raw -7088803.706558 + Penalty 2130.978780 = -7086672.727779 nChanged 10 SP:Iteration 43Q (5445.183619 sec): 3 clusters Score: Raw -7088807.292577 + Penalty 2130.978780 = -7086676.313798 nChanged 17 SP:Iteration 44Q (5445.290212 sec): 3 clusters Score: Raw -7088810.909001 + Penalty 2130.978780 = -7086679.930221 nChanged 8 SP:Iteration 45Q (5445.386111 sec): 3 clusters Score: Raw -7088812.592714 + Penalty 2130.978780 = -7086681.613934 nChanged 7 SP:Iteration 46Q (5445.497779 sec): 3 clusters Score: Raw -7088814.959561 + Penalty 2130.978780 = -7086683.980781 nChanged 4 SP:Iteration 47Q (5445.598951 sec): 3 clusters Score: Raw -7088815.767661 + Penalty 2130.978780 = -7086684.788881 nChanged 1 SP:Iteration 48Q (5445.713685 sec): 3 clusters Score: Raw -7088815.932937 + Penalty 2130.978780 = -7086684.954157 nChanged 1 SP:Iteration 49Q (5445.820436 sec): 3 clusters Score: Raw -7088816.163785 + Penalty 2130.978780 = -7086685.185005 nChanged 2 SP:Iteration 50Q (5445.933020 sec): 3 clusters Score: Raw -7088816.857202 + Penalty 2130.978780 = -7086685.878422 nChanged 6 SP:Iteration 51Q (5446.033392 sec): 3 clusters Score: Raw -7088818.798574 + Penalty 2130.978780 = -7086687.819794 nChanged 3 SP:Iteration 52Q (5446.146711 sec): 3 clusters Score: Raw -7088819.531572 + Penalty 2130.978780 = -7086688.552792 nChanged 3 SP:Iteration 53Q (5446.240903 sec): 3 clusters Score: Raw -7088820.274139 + Penalty 2130.978780 = -7086689.295360 nChanged 3 SP:Iteration 54Q (5446.354850 sec): 3 clusters Score: Raw -7088820.880397 + Penalty 2130.978780 = -7086689.901617 nChanged 4 SP:Iteration 55Q (5446.467534 sec): 3 clusters Score: Raw -7088821.668248 + Penalty 2130.978780 = -7086690.689468 nChanged 2 SP:Iteration 56Q (5446.566363 sec): 3 clusters Score: Raw -7088821.972224 + Penalty 2130.978780 = -7086690.993444 nChanged 5 SP:Iteration 57Q (5446.683128 sec): 3 clusters Score: Raw -7088822.530579 + Penalty 2130.978780 = -7086691.551799 nChanged 1 SP:Iteration 58Q (5446.787157 sec): 3 clusters Score: Raw -7088822.650594 + Penalty 2130.978780 = -7086691.671815 nChanged 1 SP:Iteration 59Q (5446.897571 sec): 3 clusters Score: Raw -7088822.800534 + Penalty 2130.978780 = -7086691.821755 nChanged 1 SP:Iteration 60F (5447.031890 sec): 3 clusters Score: Raw -7088822.952864 + Penalty 2130.978780 = -7086691.974084 nChanged 0 Trying to split cluster 13 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5447.061800 sec): 2 clusters Score: Raw -22245.553375 + Penalty 524.918029 = -21720.635345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5447.103240 sec): 3 clusters Score: Raw -22262.500249 + Penalty 1049.836058 = -21212.664191 nChanged 63 SP:Iteration 1F (5447.140343 sec): 3 clusters Score: Raw -22350.483053 + Penalty 1049.836058 = -21300.646994 nChanged 10 SP:Iteration 2Q (5447.183292 sec): 3 clusters Score: Raw -22369.003478 + Penalty 1049.836058 = -21319.167419 nChanged 5 SP:Iteration 3Q (5447.221822 sec): 3 clusters Score: Raw -22385.473907 + Penalty 1049.836058 = -21335.637849 nChanged 3 SP:Iteration 4Q (5447.264759 sec): 3 clusters Score: Raw -22387.097776 + Penalty 1049.836058 = -21337.261717 nChanged 1 SP:Iteration 5Q (5447.313730 sec): 3 clusters Score: Raw -22387.555625 + Penalty 1049.836058 = -21337.719567 nChanged 0 SP:Iteration 6F (5447.349421 sec): 3 clusters Score: Raw -22387.555625 + Penalty 1049.836058 = -21337.719567 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5447.368408 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5447.416720 sec): 3 clusters Score: Raw -10802.650029 + Penalty 979.125403 = -9823.524626 nChanged 48 SP:Iteration 1F (5447.452434 sec): 3 clusters Score: Raw -11041.013138 + Penalty 979.125403 = -10061.887735 nChanged 19 SP:Iteration 2F (5447.488452 sec): 3 clusters Score: Raw -11181.519524 + Penalty 979.125403 = -10202.394121 nChanged 15 SP:Iteration 3F (5447.522644 sec): 3 clusters Score: Raw -11389.098045 + Penalty 979.125403 = -10409.972642 nChanged 10 SP:Iteration 4F (5447.565523 sec): 3 clusters Score: Raw -11467.075841 + Penalty 979.125403 = -10487.950438 nChanged 5 SP:Iteration 5Q (5447.597254 sec): 3 clusters Score: Raw -11586.590445 + Penalty 979.125403 = -10607.465042 nChanged 4 SP:Iteration 6Q (5447.643179 sec): 3 clusters Score: Raw -11623.286663 + Penalty 979.125403 = -10644.161260 nChanged 2 SP:Iteration 7Q (5447.679355 sec): 3 clusters Score: Raw -11651.584907 + Penalty 979.125403 = -10672.459504 nChanged 1 SP:Iteration 8Q (5447.720257 sec): 3 clusters Score: Raw -11654.057629 + Penalty 979.125403 = -10674.932226 nChanged 0 SP:Iteration 9F (5447.770468 sec): 3 clusters Score: Raw -11656.362204 + Penalty 979.125403 = -10677.236801 nChanged 1 SP:Iteration 10Q (5447.802496 sec): 3 clusters Score: Raw -11666.762922 + Penalty 979.125403 = -10687.637519 nChanged 0 SP:Iteration 11F (5447.837232 sec): 3 clusters Score: Raw -11666.762922 + Penalty 979.125403 = -10687.637519 nChanged 0 Score: Raw -58497746.479203 + Penalty 49431.021155 = -58448315.458048 Splitting cluster 14 changes total score from -58448625.681351 to -58448315.458048 So it's not getting split. Trying to split cluster 15 (14669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5459.180223 sec): 2 clusters Score: Raw -1403003.898622 + Penalty 911.381712 = -1402092.516910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5459.246425 sec): 3 clusters Score: Raw -1394007.171107 + Penalty 1822.763423 = -1392184.407683 nChanged 6680 SP:Iteration 1F (5459.301205 sec): 3 clusters Score: Raw -1397758.887447 + Penalty 1822.763423 = -1395936.124023 nChanged 922 SP:Iteration 2F (5459.357636 sec): 3 clusters Score: Raw -1398280.303411 + Penalty 1822.763423 = -1396457.539987 nChanged 941 SP:Iteration 3F (5459.425577 sec): 3 clusters Score: Raw -1398896.762719 + Penalty 1822.763423 = -1397073.999295 nChanged 915 SP:Iteration 4F (5459.480585 sec): 3 clusters Score: Raw -1399545.498093 + Penalty 1822.763423 = -1397722.734669 nChanged 929 SP:Iteration 5F (5459.543251 sec): 3 clusters Score: Raw -1400233.459825 + Penalty 1822.763423 = -1398410.696401 nChanged 901 SP:Iteration 6F (5459.588884 sec): 3 clusters Score: Raw -1400926.613902 + Penalty 1822.763423 = -1399103.850479 nChanged 833 SP:Iteration 7F (5459.648839 sec): 3 clusters Score: Raw -1401481.134887 + Penalty 1822.763423 = -1399658.371464 nChanged 643 SP:Iteration 8Q (5459.704071 sec): 3 clusters Score: Raw -1401781.780726 + Penalty 1822.763423 = -1399959.017302 nChanged 458 SP:Iteration 9Q (5459.765403 sec): 3 clusters Score: Raw -1401938.729116 + Penalty 1822.763423 = -1400115.965693 nChanged 300 SP:Iteration 10Q (5459.828110 sec): 3 clusters Score: Raw -1402017.781847 + Penalty 1822.763423 = -1400195.018423 nChanged 242 SP:Iteration 11Q (5459.884656 sec): 3 clusters Score: Raw -1402076.956083 + Penalty 1822.763423 = -1400254.192660 nChanged 187 SP:Iteration 12Q (5459.940221 sec): 3 clusters Score: Raw -1402118.106976 + Penalty 1822.763423 = -1400295.343553 nChanged 177 SP:Iteration 13Q (5459.981629 sec): 3 clusters Score: Raw -1402158.270208 + Penalty 1822.763423 = -1400335.506785 nChanged 156 SP:Iteration 14Q (5460.048458 sec): 3 clusters Score: Raw -1402187.894886 + Penalty 1822.763423 = -1400365.131463 nChanged 128 SP:Iteration 15Q (5460.102966 sec): 3 clusters Score: Raw -1402211.502826 + Penalty 1822.763423 = -1400388.739402 nChanged 114 SP:Iteration 16Q (5460.172817 sec): 3 clusters Score: Raw -1402233.770734 + Penalty 1822.763423 = -1400411.007310 nChanged 111 SP:Iteration 17Q (5460.212045 sec): 3 clusters Score: Raw -1402253.398575 + Penalty 1822.763423 = -1400430.635151 nChanged 104 SP:Iteration 18Q (5460.265989 sec): 3 clusters Score: Raw -1402268.674898 + Penalty 1822.763423 = -1400445.911474 nChanged 89 SP:Iteration 19Q (5460.326105 sec): 3 clusters Score: Raw -1402280.197297 + Penalty 1822.763423 = -1400457.433874 nChanged 70 SP:Iteration 20F (5460.395703 sec): 3 clusters Score: Raw -1402289.230318 + Penalty 1822.763423 = -1400466.466894 nChanged 77 SP:Iteration 21Q (5460.447457 sec): 3 clusters Score: Raw -1402300.983962 + Penalty 1822.763423 = -1400478.220539 nChanged 76 SP:Iteration 22Q (5460.504412 sec): 3 clusters Score: Raw -1402311.534427 + Penalty 1822.763423 = -1400488.771004 nChanged 71 SP:Iteration 23Q (5460.564548 sec): 3 clusters Score: Raw -1402323.030803 + Penalty 1822.763423 = -1400500.267379 nChanged 82 SP:Iteration 24Q (5460.599820 sec): 3 clusters Score: Raw -1402335.063550 + Penalty 1822.763423 = -1400512.300127 nChanged 81 SP:Iteration 25Q (5460.662190 sec): 3 clusters Score: Raw -1402346.840161 + Penalty 1822.763423 = -1400524.076738 nChanged 83 SP:Iteration 26Q (5460.713271 sec): 3 clusters Score: Raw -1402362.067102 + Penalty 1822.763423 = -1400539.303678 nChanged 90 SP:Iteration 27Q (5460.771542 sec): 3 clusters Score: Raw -1402374.837689 + Penalty 1822.763423 = -1400552.074266 nChanged 74 SP:Iteration 28Q (5460.832184 sec): 3 clusters Score: Raw -1402385.285113 + Penalty 1822.763423 = -1400562.521690 nChanged 87 SP:Iteration 29Q (5460.893723 sec): 3 clusters Score: Raw -1402399.784800 + Penalty 1822.763423 = -1400577.021377 nChanged 73 SP:Iteration 30Q (5460.941688 sec): 3 clusters Score: Raw -1402411.957996 + Penalty 1822.763423 = -1400589.194573 nChanged 83 SP:Iteration 31Q (5460.996033 sec): 3 clusters Score: Raw -1402425.009238 + Penalty 1822.763423 = -1400602.245815 nChanged 93 SP:Iteration 32Q (5461.057346 sec): 3 clusters Score: Raw -1402439.066480 + Penalty 1822.763423 = -1400616.303057 nChanged 73 SP:Iteration 33Q (5461.114149 sec): 3 clusters Score: Raw -1402450.826160 + Penalty 1822.763423 = -1400628.062736 nChanged 81 SP:Iteration 34Q (5461.171548 sec): 3 clusters Score: Raw -1402462.154289 + Penalty 1822.763423 = -1400639.390866 nChanged 73 SP:Iteration 35Q (5461.227870 sec): 3 clusters Score: Raw -1402475.664650 + Penalty 1822.763423 = -1400652.901226 nChanged 90 SP:Iteration 36Q (5461.283484 sec): 3 clusters Score: Raw -1402491.772857 + Penalty 1822.763423 = -1400669.009433 nChanged 93 SP:Iteration 37Q (5461.341581 sec): 3 clusters Score: Raw -1402507.357655 + Penalty 1822.763423 = -1400684.594231 nChanged 85 SP:Iteration 38Q (5461.404749 sec): 3 clusters Score: Raw -1402523.347632 + Penalty 1822.763423 = -1400700.584209 nChanged 91 SP:Iteration 39Q (5461.453637 sec): 3 clusters Score: Raw -1402540.504074 + Penalty 1822.763423 = -1400717.740650 nChanged 93 SP:Iteration 40F (5461.517277 sec): 3 clusters Score: Raw -1402557.840031 + Penalty 1822.763423 = -1400735.076608 nChanged 92 SP:Iteration 41Q (5461.537710 sec): 3 clusters Score: Raw -1402576.237579 + Penalty 1822.763423 = -1400753.474155 nChanged 101 SP:Iteration 42Q (5461.594767 sec): 3 clusters Score: Raw -1402597.019038 + Penalty 1822.763423 = -1400774.255615 nChanged 115 SP:Iteration 43Q (5461.654988 sec): 3 clusters Score: Raw -1402623.258459 + Penalty 1822.763423 = -1400800.495036 nChanged 130 SP:Iteration 44Q (5461.720190 sec): 3 clusters Score: Raw -1402652.224755 + Penalty 1822.763423 = -1400829.461331 nChanged 121 SP:Iteration 45Q (5461.775260 sec): 3 clusters Score: Raw -1402678.472231 + Penalty 1822.763423 = -1400855.708807 nChanged 108 SP:Iteration 46Q (5461.834991 sec): 3 clusters Score: Raw -1402699.321682 + Penalty 1822.763423 = -1400876.558259 nChanged 107 SP:Iteration 47Q (5461.893461 sec): 3 clusters Score: Raw -1402724.016939 + Penalty 1822.763423 = -1400901.253516 nChanged 115 SP:Iteration 48Q (5461.939847 sec): 3 clusters Score: Raw -1402750.644110 + Penalty 1822.763423 = -1400927.880687 nChanged 120 SP:Iteration 49Q (5461.996953 sec): 3 clusters Score: Raw -1402776.750724 + Penalty 1822.763423 = -1400953.987300 nChanged 108 SP:Iteration 50Q (5462.045589 sec): 3 clusters Score: Raw -1402806.836519 + Penalty 1822.763423 = -1400984.073096 nChanged 134 SP:Iteration 51Q (5462.101772 sec): 3 clusters Score: Raw -1402841.304814 + Penalty 1822.763423 = -1401018.541391 nChanged 143 SP:Iteration 52Q (5462.158386 sec): 3 clusters Score: Raw -1402879.504070 + Penalty 1822.763423 = -1401056.740647 nChanged 148 SP:Iteration 53Q (5462.209874 sec): 3 clusters Score: Raw -1402916.692894 + Penalty 1822.763423 = -1401093.929471 nChanged 150 SP:Iteration 54Q (5462.266007 sec): 3 clusters Score: Raw -1402956.006801 + Penalty 1822.763423 = -1401133.243378 nChanged 140 SP:Iteration 55Q (5462.326142 sec): 3 clusters Score: Raw -1402990.571594 + Penalty 1822.763423 = -1401167.808170 nChanged 125 SP:Iteration 56Q (5462.352157 sec): 3 clusters Score: Raw -1403016.988560 + Penalty 1822.763423 = -1401194.225137 nChanged 105 SP:Iteration 57Q (5462.409794 sec): 3 clusters Score: Raw -1403042.972312 + Penalty 1822.763423 = -1401220.208889 nChanged 107 SP:Iteration 58Q (5462.444849 sec): 3 clusters Score: Raw -1403072.534758 + Penalty 1822.763423 = -1401249.771335 nChanged 115 SP:Iteration 59Q (5462.502089 sec): 3 clusters Score: Raw -1403103.894894 + Penalty 1822.763423 = -1401281.131470 nChanged 115 SP:Iteration 60F (5462.567722 sec): 3 clusters Score: Raw -1403136.878689 + Penalty 1822.763423 = -1401314.115265 nChanged 116 SP:Iteration 61Q (5462.627037 sec): 3 clusters Score: Raw -1403163.803268 + Penalty 1822.763423 = -1401341.039844 nChanged 104 SP:Iteration 62Q (5462.678814 sec): 3 clusters Score: Raw -1403194.076028 + Penalty 1822.763423 = -1401371.312605 nChanged 130 SP:Iteration 63Q (5462.734325 sec): 3 clusters Score: Raw -1403232.193835 + Penalty 1822.763423 = -1401409.430411 nChanged 138 SP:Iteration 64Q (5462.794386 sec): 3 clusters Score: Raw -1403272.287782 + Penalty 1822.763423 = -1401449.524359 nChanged 122 SP:Iteration 65Q (5462.861879 sec): 3 clusters Score: Raw -1403303.611945 + Penalty 1822.763423 = -1401480.848522 nChanged 98 SP:Iteration 66Q (5462.904995 sec): 3 clusters Score: Raw -1403326.302022 + Penalty 1822.763423 = -1401503.538598 nChanged 74 SP:Iteration 67Q (5462.963502 sec): 3 clusters Score: Raw -1403340.518102 + Penalty 1822.763423 = -1401517.754678 nChanged 68 SP:Iteration 68Q (5463.009263 sec): 3 clusters Score: Raw -1403355.629464 + Penalty 1822.763423 = -1401532.866041 nChanged 59 SP:Iteration 69Q (5463.076950 sec): 3 clusters Score: Raw -1403368.585667 + Penalty 1822.763423 = -1401545.822244 nChanged 54 SP:Iteration 70Q (5463.129464 sec): 3 clusters Score: Raw -1403378.368160 + Penalty 1822.763423 = -1401555.604737 nChanged 49 SP:Iteration 71Q (5463.181492 sec): 3 clusters Score: Raw -1403388.224917 + Penalty 1822.763423 = -1401565.461493 nChanged 49 SP:Iteration 72Q (5463.245284 sec): 3 clusters Score: Raw -1403397.724863 + Penalty 1822.763423 = -1401574.961440 nChanged 42 SP:Iteration 73Q (5463.295105 sec): 3 clusters Score: Raw -1403403.595173 + Penalty 1822.763423 = -1401580.831750 nChanged 33 SP:Iteration 74Q (5463.364841 sec): 3 clusters Score: Raw -1403407.557935 + Penalty 1822.763423 = -1401584.794511 nChanged 31 SP:Iteration 75Q (5463.412227 sec): 3 clusters Score: Raw -1403410.568571 + Penalty 1822.763423 = -1401587.805148 nChanged 22 SP:Iteration 76Q (5463.475337 sec): 3 clusters Score: Raw -1403413.088370 + Penalty 1822.763423 = -1401590.324946 nChanged 26 SP:Iteration 77Q (5463.533572 sec): 3 clusters Score: Raw -1403416.830303 + Penalty 1822.763423 = -1401594.066879 nChanged 33 SP:Iteration 78Q (5463.587174 sec): 3 clusters Score: Raw -1403422.357607 + Penalty 1822.763423 = -1401599.594184 nChanged 35 SP:Iteration 79Q (5463.639762 sec): 3 clusters Score: Raw -1403427.883590 + Penalty 1822.763423 = -1401605.120167 nChanged 33 SP:Iteration 80F (5463.702062 sec): 3 clusters Score: Raw -1403433.277365 + Penalty 1822.763423 = -1401610.513942 nChanged 30 SP:Iteration 81Q (5463.759187 sec): 3 clusters Score: Raw -1403436.993549 + Penalty 1822.763423 = -1401614.230125 nChanged 21 SP:Iteration 82Q (5463.820205 sec): 3 clusters Score: Raw -1403441.109681 + Penalty 1822.763423 = -1401618.346257 nChanged 27 SP:Iteration 83Q (5463.876301 sec): 3 clusters Score: Raw -1403444.609983 + Penalty 1822.763423 = -1401621.846560 nChanged 20 SP:Iteration 84Q (5463.930865 sec): 3 clusters Score: Raw -1403447.438890 + Penalty 1822.763423 = -1401624.675466 nChanged 23 SP:Iteration 85Q (5463.997128 sec): 3 clusters Score: Raw -1403449.647859 + Penalty 1822.763423 = -1401626.884435 nChanged 15 SP:Iteration 86Q (5464.048047 sec): 3 clusters Score: Raw -1403451.728081 + Penalty 1822.763423 = -1401628.964657 nChanged 7 SP:Iteration 87Q (5464.098477 sec): 3 clusters Score: Raw -1403452.546785 + Penalty 1822.763423 = -1401629.783362 nChanged 8 SP:Iteration 88Q (5464.165867 sec): 3 clusters Score: Raw -1403453.376443 + Penalty 1822.763423 = -1401630.613019 nChanged 8 SP:Iteration 89Q (5464.220574 sec): 3 clusters Score: Raw -1403453.970066 + Penalty 1822.763423 = -1401631.206642 nChanged 5 SP:Iteration 90Q (5464.283485 sec): 3 clusters Score: Raw -1403454.478143 + Penalty 1822.763423 = -1401631.714719 nChanged 6 SP:Iteration 91Q (5464.333222 sec): 3 clusters Score: Raw -1403454.996389 + Penalty 1822.763423 = -1401632.232965 nChanged 5 SP:Iteration 92Q (5464.398967 sec): 3 clusters Score: Raw -1403455.404672 + Penalty 1822.763423 = -1401632.641249 nChanged 5 SP:Iteration 93Q (5464.448858 sec): 3 clusters Score: Raw -1403455.738451 + Penalty 1822.763423 = -1401632.975027 nChanged 1 SP:Iteration 94Q (5464.498737 sec): 3 clusters Score: Raw -1403455.770050 + Penalty 1822.763423 = -1401633.006627 nChanged 3 SP:Iteration 95Q (5464.557927 sec): 3 clusters Score: Raw -1403455.922857 + Penalty 1822.763423 = -1401633.159433 nChanged 2 SP:Iteration 96Q (5464.615919 sec): 3 clusters Score: Raw -1403456.216833 + Penalty 1822.763423 = -1401633.453410 nChanged 1 SP:Iteration 97Q (5464.666150 sec): 3 clusters Score: Raw -1403456.257169 + Penalty 1822.763423 = -1401633.493745 nChanged 1 SP:Iteration 98Q (5464.720850 sec): 3 clusters Score: Raw -1403456.400559 + Penalty 1822.763423 = -1401633.637136 nChanged 2 SP:Iteration 99Q (5464.772032 sec): 3 clusters Score: Raw -1403456.541098 + Penalty 1822.763423 = -1401633.777675 nChanged 1 SP:Iteration 100F (5464.826565 sec): 3 clusters Score: Raw -1403456.677332 + Penalty 1822.763423 = -1401633.913908 nChanged 1 SP:Iteration 101Q (5464.881073 sec): 3 clusters Score: Raw -1403456.723691 + Penalty 1822.763423 = -1401633.960268 nChanged 0 SP:Iteration 102F (5464.943717 sec): 3 clusters Score: Raw -1403456.723691 + Penalty 1822.763423 = -1401633.960268 nChanged 0 Trying to split cluster 16 (28826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5464.997266 sec): 2 clusters Score: Raw -2697689.687834 + Penalty 975.558138 = -2696714.129696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5465.078347 sec): 3 clusters Score: Raw -2679457.573040 + Penalty 1951.116277 = -2677506.456763 nChanged 13516 SP:Iteration 1F (5465.144737 sec): 3 clusters Score: Raw -2686987.793700 + Penalty 1951.116277 = -2685036.677423 nChanged 1409 SP:Iteration 2Q (5465.228243 sec): 3 clusters Score: Raw -2687508.411389 + Penalty 1951.116277 = -2685557.295112 nChanged 1482 SP:Iteration 3F (5465.299747 sec): 3 clusters Score: Raw -2688175.306838 + Penalty 1951.116277 = -2686224.190561 nChanged 1716 SP:Iteration 4F (5465.367291 sec): 3 clusters Score: Raw -2689190.816568 + Penalty 1951.116277 = -2687239.700291 nChanged 1928 SP:Iteration 5F (5465.435108 sec): 3 clusters Score: Raw -2690631.190006 + Penalty 1951.116277 = -2688680.073729 nChanged 2015 SP:Iteration 6F (5465.508707 sec): 3 clusters Score: Raw -2692364.097596 + Penalty 1951.116277 = -2690412.981319 nChanged 1832 SP:Iteration 7F (5465.581776 sec): 3 clusters Score: Raw -2694117.860999 + Penalty 1951.116277 = -2692166.744722 nChanged 1494 SP:Iteration 8F (5465.666632 sec): 3 clusters Score: Raw -2695436.242139 + Penalty 1951.116277 = -2693485.125862 nChanged 1020 SP:Iteration 9Q (5465.737376 sec): 3 clusters Score: Raw -2696177.641021 + Penalty 1951.116277 = -2694226.524745 nChanged 675 SP:Iteration 10Q (5465.819605 sec): 3 clusters Score: Raw -2696633.829127 + Penalty 1951.116277 = -2694682.712850 nChanged 505 SP:Iteration 11Q (5465.896563 sec): 3 clusters Score: Raw -2696947.130594 + Penalty 1951.116277 = -2694996.014317 nChanged 440 SP:Iteration 12Q (5465.978972 sec): 3 clusters Score: Raw -2697221.156116 + Penalty 1951.116277 = -2695270.039839 nChanged 357 SP:Iteration 13Q (5466.049438 sec): 3 clusters Score: Raw -2697387.655520 + Penalty 1951.116277 = -2695436.539243 nChanged 283 SP:Iteration 14Q (5466.123211 sec): 3 clusters Score: Raw -2697501.219726 + Penalty 1951.116277 = -2695550.103449 nChanged 260 SP:Iteration 15Q (5466.198310 sec): 3 clusters Score: Raw -2697585.455181 + Penalty 1951.116277 = -2695634.338904 nChanged 175 SP:Iteration 16Q (5466.266762 sec): 3 clusters Score: Raw -2697633.814592 + Penalty 1951.116277 = -2695682.698315 nChanged 153 SP:Iteration 17Q (5466.342472 sec): 3 clusters Score: Raw -2697671.667212 + Penalty 1951.116277 = -2695720.550935 nChanged 135 SP:Iteration 18Q (5466.415659 sec): 3 clusters Score: Raw -2697704.857721 + Penalty 1951.116277 = -2695753.741444 nChanged 131 SP:Iteration 19Q (5466.487178 sec): 3 clusters Score: Raw -2697738.471841 + Penalty 1951.116277 = -2695787.355564 nChanged 117 SP:Iteration 20F (5466.568225 sec): 3 clusters Score: Raw -2697762.210448 + Penalty 1951.116277 = -2695811.094171 nChanged 86 SP:Iteration 21Q (5466.641869 sec): 3 clusters Score: Raw -2697775.691816 + Penalty 1951.116277 = -2695824.575539 nChanged 66 SP:Iteration 22Q (5466.709475 sec): 3 clusters Score: Raw -2697784.186845 + Penalty 1951.116277 = -2695833.070569 nChanged 51 SP:Iteration 23Q (5466.793583 sec): 3 clusters Score: Raw -2697789.330898 + Penalty 1951.116277 = -2695838.214621 nChanged 40 SP:Iteration 24Q (5466.869187 sec): 3 clusters Score: Raw -2697792.723538 + Penalty 1951.116277 = -2695841.607261 nChanged 27 SP:Iteration 25Q (5466.948881 sec): 3 clusters Score: Raw -2697795.400028 + Penalty 1951.116277 = -2695844.283751 nChanged 32 SP:Iteration 26Q (5467.020394 sec): 3 clusters Score: Raw -2697798.115249 + Penalty 1951.116277 = -2695846.998972 nChanged 28 SP:Iteration 27Q (5467.086301 sec): 3 clusters Score: Raw -2697800.313567 + Penalty 1951.116277 = -2695849.197290 nChanged 32 SP:Iteration 28Q (5467.163161 sec): 3 clusters Score: Raw -2697802.968518 + Penalty 1951.116277 = -2695851.852241 nChanged 32 SP:Iteration 29Q (5467.232139 sec): 3 clusters Score: Raw -2697805.846622 + Penalty 1951.116277 = -2695854.730345 nChanged 31 SP:Iteration 30Q (5467.301893 sec): 3 clusters Score: Raw -2697808.446210 + Penalty 1951.116277 = -2695857.329933 nChanged 38 SP:Iteration 31Q (5467.373497 sec): 3 clusters Score: Raw -2697811.535419 + Penalty 1951.116277 = -2695860.419142 nChanged 30 SP:Iteration 32Q (5467.445654 sec): 3 clusters Score: Raw -2697814.755379 + Penalty 1951.116277 = -2695863.639102 nChanged 32 SP:Iteration 33Q (5467.521168 sec): 3 clusters Score: Raw -2697818.263582 + Penalty 1951.116277 = -2695867.147305 nChanged 36 SP:Iteration 34Q (5467.586090 sec): 3 clusters Score: Raw -2697821.614224 + Penalty 1951.116277 = -2695870.497947 nChanged 28 SP:Iteration 35Q (5467.662019 sec): 3 clusters Score: Raw -2697824.371713 + Penalty 1951.116277 = -2695873.255437 nChanged 35 SP:Iteration 36Q (5467.741704 sec): 3 clusters Score: Raw -2697828.289838 + Penalty 1951.116277 = -2695877.173561 nChanged 33 SP:Iteration 37Q (5467.818176 sec): 3 clusters Score: Raw -2697831.732575 + Penalty 1951.116277 = -2695880.616299 nChanged 36 SP:Iteration 38Q (5467.894451 sec): 3 clusters Score: Raw -2697835.589289 + Penalty 1951.116277 = -2695884.473012 nChanged 36 SP:Iteration 39Q (5467.967594 sec): 3 clusters Score: Raw -2697838.586013 + Penalty 1951.116277 = -2695887.469736 nChanged 25 SP:Iteration 40F (5468.042147 sec): 3 clusters Score: Raw -2697840.907906 + Penalty 1951.116277 = -2695889.791629 nChanged 29 SP:Iteration 41Q (5468.115038 sec): 3 clusters Score: Raw -2697842.943105 + Penalty 1951.116277 = -2695891.826828 nChanged 23 SP:Iteration 42Q (5468.182694 sec): 3 clusters Score: Raw -2697844.700471 + Penalty 1951.116277 = -2695893.584194 nChanged 28 SP:Iteration 43Q (5468.252302 sec): 3 clusters Score: Raw -2697847.602998 + Penalty 1951.116277 = -2695896.486721 nChanged 27 SP:Iteration 44Q (5468.331906 sec): 3 clusters Score: Raw -2697850.919290 + Penalty 1951.116277 = -2695899.803013 nChanged 25 SP:Iteration 45Q (5468.414262 sec): 3 clusters Score: Raw -2697853.215770 + Penalty 1951.116277 = -2695902.099493 nChanged 19 SP:Iteration 46Q (5468.481043 sec): 3 clusters Score: Raw -2697854.539965 + Penalty 1951.116277 = -2695903.423688 nChanged 13 SP:Iteration 47Q (5468.569233 sec): 3 clusters Score: Raw -2697855.319507 + Penalty 1951.116277 = -2695904.203230 nChanged 12 SP:Iteration 48Q (5468.649820 sec): 3 clusters Score: Raw -2697856.086269 + Penalty 1951.116277 = -2695904.969992 nChanged 11 SP:Iteration 49Q (5468.729674 sec): 3 clusters Score: Raw -2697856.668224 + Penalty 1951.116277 = -2695905.551947 nChanged 15 SP:Iteration 50Q (5468.806668 sec): 3 clusters Score: Raw -2697857.818587 + Penalty 1951.116277 = -2695906.702310 nChanged 15 SP:Iteration 51Q (5468.888987 sec): 3 clusters Score: Raw -2697858.950157 + Penalty 1951.116277 = -2695907.833880 nChanged 19 SP:Iteration 52Q (5468.966899 sec): 3 clusters Score: Raw -2697860.021344 + Penalty 1951.116277 = -2695908.905067 nChanged 7 SP:Iteration 53Q (5469.045548 sec): 3 clusters Score: Raw -2697860.362865 + Penalty 1951.116277 = -2695909.246588 nChanged 9 SP:Iteration 54Q (5469.128534 sec): 3 clusters Score: Raw -2697860.959983 + Penalty 1951.116277 = -2695909.843706 nChanged 7 SP:Iteration 55Q (5469.193000 sec): 3 clusters Score: Raw -2697861.277780 + Penalty 1951.116277 = -2695910.161503 nChanged 6 SP:Iteration 56Q (5469.275001 sec): 3 clusters Score: Raw -2697861.571659 + Penalty 1951.116277 = -2695910.455382 nChanged 5 SP:Iteration 57Q (5469.362588 sec): 3 clusters Score: Raw -2697861.895860 + Penalty 1951.116277 = -2695910.779583 nChanged 7 SP:Iteration 58Q (5469.443736 sec): 3 clusters Score: Raw -2697862.400801 + Penalty 1951.116277 = -2695911.284524 nChanged 10 SP:Iteration 59Q (5469.512238 sec): 3 clusters Score: Raw -2697863.438682 + Penalty 1951.116277 = -2695912.322405 nChanged 14 SP:Iteration 60F (5469.592791 sec): 3 clusters Score: Raw -2697864.754437 + Penalty 1951.116277 = -2695913.638160 nChanged 16 SP:Iteration 61Q (5469.669862 sec): 3 clusters Score: Raw -2697866.106436 + Penalty 1951.116277 = -2695914.990159 nChanged 13 SP:Iteration 62Q (5469.757098 sec): 3 clusters Score: Raw -2697866.819247 + Penalty 1951.116277 = -2695915.702970 nChanged 11 SP:Iteration 63Q (5469.834660 sec): 3 clusters Score: Raw -2697867.377118 + Penalty 1951.116277 = -2695916.260841 nChanged 10 SP:Iteration 64Q (5469.915948 sec): 3 clusters Score: Raw -2697868.000068 + Penalty 1951.116277 = -2695916.883791 nChanged 6 SP:Iteration 65Q (5469.997045 sec): 3 clusters Score: Raw -2697868.509770 + Penalty 1951.116277 = -2695917.393493 nChanged 10 SP:Iteration 66Q (5470.078413 sec): 3 clusters Score: Raw -2697869.224868 + Penalty 1951.116277 = -2695918.108591 nChanged 11 SP:Iteration 67Q (5470.160289 sec): 3 clusters Score: Raw -2697869.914432 + Penalty 1951.116277 = -2695918.798155 nChanged 6 SP:Iteration 68Q (5470.233550 sec): 3 clusters Score: Raw -2697870.221325 + Penalty 1951.116277 = -2695919.105048 nChanged 5 SP:Iteration 69Q (5470.314061 sec): 3 clusters Score: Raw -2697870.679930 + Penalty 1951.116277 = -2695919.563653 nChanged 6 SP:Iteration 70Q (5470.389710 sec): 3 clusters Score: Raw -2697871.059349 + Penalty 1951.116277 = -2695919.943072 nChanged 3 SP:Iteration 71Q (5470.469176 sec): 3 clusters Score: Raw -2697871.182289 + Penalty 1951.116277 = -2695920.066012 nChanged 3 SP:Iteration 72Q (5470.560360 sec): 3 clusters Score: Raw -2697871.320997 + Penalty 1951.116277 = -2695920.204721 nChanged 1 SP:Iteration 73Q (5470.641410 sec): 3 clusters Score: Raw -2697871.368930 + Penalty 1951.116277 = -2695920.252653 nChanged 0 SP:Iteration 74F (5470.725094 sec): 3 clusters Score: Raw -2697871.368930 + Penalty 1951.116277 = -2695920.252653 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5470.753774 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5470.797122 sec): 3 clusters Score: Raw -17000.242931 + Penalty 1005.727917 = -15994.515015 nChanged 46 SP:Iteration 1F (5470.847956 sec): 3 clusters Score: Raw -17087.965678 + Penalty 1005.727917 = -16082.237761 nChanged 10 SP:Iteration 2F (5470.898082 sec): 3 clusters Score: Raw -17115.549970 + Penalty 1005.727917 = -16109.822054 nChanged 9 SP:Iteration 3Q (5470.937203 sec): 3 clusters Score: Raw -17140.324863 + Penalty 1005.727917 = -16134.596947 nChanged 6 SP:Iteration 4Q (5470.995645 sec): 3 clusters Score: Raw -17157.074183 + Penalty 1005.727917 = -16151.346266 nChanged 5 SP:Iteration 5Q (5471.045776 sec): 3 clusters Score: Raw -17170.974833 + Penalty 1005.727917 = -16165.246917 nChanged 2 SP:Iteration 6Q (5471.093394 sec): 3 clusters Score: Raw -17173.374833 + Penalty 1005.727917 = -16167.646917 nChanged 0 SP:Iteration 7F (5471.137531 sec): 3 clusters Score: Raw -17173.374833 + Penalty 1005.727917 = -16167.646917 nChanged 0 Trying to split cluster 18 (129860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5471.300218 sec): 2 clusters Score: Raw -12918174.683032 + Penalty 1118.550161 = -12917056.132871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5471.515162 sec): 3 clusters Score: Raw -12831565.102234 + Penalty 2237.100323 = -12829328.001911 nChanged 63352 SP:Iteration 1F (5471.725109 sec): 3 clusters Score: Raw -12869050.668333 + Penalty 2237.100323 = -12866813.568010 nChanged 3908 SP:Iteration 2Q (5471.939665 sec): 3 clusters Score: Raw -12870058.796209 + Penalty 2237.100323 = -12867821.695886 nChanged 4422 SP:Iteration 3Q (5472.159396 sec): 3 clusters Score: Raw -12871478.593956 + Penalty 2237.100323 = -12869241.493633 nChanged 5071 SP:Iteration 4Q (5472.378212 sec): 3 clusters Score: Raw -12873575.279283 + Penalty 2237.100323 = -12871338.178960 nChanged 5823 SP:Iteration 5Q (5472.600442 sec): 3 clusters Score: Raw -12876705.818655 + Penalty 2237.100323 = -12874468.718332 nChanged 6858 SP:Iteration 6F (5472.803659 sec): 3 clusters Score: Raw -12881345.682329 + Penalty 2237.100323 = -12879108.582006 nChanged 7714 SP:Iteration 7F (5473.005681 sec): 3 clusters Score: Raw -12887576.343026 + Penalty 2237.100323 = -12885339.242703 nChanged 7870 SP:Iteration 8F (5473.204328 sec): 3 clusters Score: Raw -12894006.289435 + Penalty 2237.100323 = -12891769.189112 nChanged 7173 SP:Iteration 9F (5473.417671 sec): 3 clusters Score: Raw -12899414.409368 + Penalty 2237.100323 = -12897177.309045 nChanged 6043 SP:Iteration 10Q (5473.625599 sec): 3 clusters Score: Raw -12903536.801982 + Penalty 2237.100323 = -12901299.701659 nChanged 4990 SP:Iteration 11Q (5473.830734 sec): 3 clusters Score: Raw -12906724.449949 + Penalty 2237.100323 = -12904487.349626 nChanged 4303 SP:Iteration 12Q (5474.037762 sec): 3 clusters Score: Raw -12909377.902999 + Penalty 2237.100323 = -12907140.802676 nChanged 3813 SP:Iteration 13Q (5474.238915 sec): 3 clusters Score: Raw -12911709.892040 + Penalty 2237.100323 = -12909472.791717 nChanged 3246 SP:Iteration 14Q (5474.436078 sec): 3 clusters Score: Raw -12913665.996087 + Penalty 2237.100323 = -12911428.895764 nChanged 2521 SP:Iteration 15Q (5474.622123 sec): 3 clusters Score: Raw -12915138.843862 + Penalty 2237.100323 = -12912901.743539 nChanged 1914 SP:Iteration 16Q (5474.814050 sec): 3 clusters Score: Raw -12916252.358759 + Penalty 2237.100323 = -12914015.258436 nChanged 1362 SP:Iteration 17Q (5474.996446 sec): 3 clusters Score: Raw -12917021.538041 + Penalty 2237.100323 = -12914784.437719 nChanged 914 SP:Iteration 18Q (5475.177277 sec): 3 clusters Score: Raw -12917509.002127 + Penalty 2237.100323 = -12915271.901804 nChanged 600 SP:Iteration 19Q (5475.348491 sec): 3 clusters Score: Raw -12917817.888864 + Penalty 2237.100323 = -12915580.788541 nChanged 377 SP:Iteration 20F (5475.546647 sec): 3 clusters Score: Raw -12918005.685376 + Penalty 2237.100323 = -12915768.585053 nChanged 232 SP:Iteration 21Q (5475.721216 sec): 3 clusters Score: Raw -12918111.837360 + Penalty 2237.100323 = -12915874.737037 nChanged 182 SP:Iteration 22Q (5475.897113 sec): 3 clusters Score: Raw -12918194.653308 + Penalty 2237.100323 = -12915957.552985 nChanged 131 SP:Iteration 23Q (5476.074440 sec): 3 clusters Score: Raw -12918252.998770 + Penalty 2237.100323 = -12916015.898447 nChanged 97 SP:Iteration 24Q (5476.242911 sec): 3 clusters Score: Raw -12918298.325538 + Penalty 2237.100323 = -12916061.225215 nChanged 73 SP:Iteration 25Q (5476.411224 sec): 3 clusters Score: Raw -12918333.432189 + Penalty 2237.100323 = -12916096.331866 nChanged 54 SP:Iteration 26Q (5476.567394 sec): 3 clusters Score: Raw -12918353.101252 + Penalty 2237.100323 = -12916116.000930 nChanged 41 SP:Iteration 27Q (5476.743216 sec): 3 clusters Score: Raw -12918366.686453 + Penalty 2237.100323 = -12916129.586130 nChanged 21 SP:Iteration 28Q (5476.913703 sec): 3 clusters Score: Raw -12918373.074260 + Penalty 2237.100323 = -12916135.973937 nChanged 14 SP:Iteration 29Q (5477.054957 sec): 3 clusters Score: Raw -12918376.298048 + Penalty 2237.100323 = -12916139.197725 nChanged 10 SP:Iteration 30Q (5477.224764 sec): 3 clusters Score: Raw -12918379.160151 + Penalty 2237.100323 = -12916142.059828 nChanged 10 SP:Iteration 31Q (5477.399489 sec): 3 clusters Score: Raw -12918382.535947 + Penalty 2237.100323 = -12916145.435624 nChanged 10 SP:Iteration 32Q (5477.570270 sec): 3 clusters Score: Raw -12918386.821987 + Penalty 2237.100323 = -12916149.721664 nChanged 21 SP:Iteration 33Q (5477.741197 sec): 3 clusters Score: Raw -12918395.068804 + Penalty 2237.100323 = -12916157.968481 nChanged 22 SP:Iteration 34Q (5477.910822 sec): 3 clusters Score: Raw -12918404.018276 + Penalty 2237.100323 = -12916166.917953 nChanged 18 SP:Iteration 35Q (5478.080669 sec): 3 clusters Score: Raw -12918409.489178 + Penalty 2237.100323 = -12916172.388855 nChanged 14 SP:Iteration 36Q (5478.248736 sec): 3 clusters Score: Raw -12918414.882020 + Penalty 2237.100323 = -12916177.781697 nChanged 15 SP:Iteration 37Q (5478.419443 sec): 3 clusters Score: Raw -12918420.783654 + Penalty 2237.100323 = -12916183.683331 nChanged 13 SP:Iteration 38Q (5478.590995 sec): 3 clusters Score: Raw -12918424.361313 + Penalty 2237.100323 = -12916187.260990 nChanged 8 SP:Iteration 39Q (5478.762187 sec): 3 clusters Score: Raw -12918426.073647 + Penalty 2237.100323 = -12916188.973324 nChanged 7 SP:Iteration 40F (5478.954414 sec): 3 clusters Score: Raw -12918428.221079 + Penalty 2237.100323 = -12916191.120756 nChanged 9 SP:Iteration 41Q (5479.127429 sec): 3 clusters Score: Raw -12918430.564737 + Penalty 2237.100323 = -12916193.464414 nChanged 8 SP:Iteration 42Q (5479.298915 sec): 3 clusters Score: Raw -12918433.165891 + Penalty 2237.100323 = -12916196.065568 nChanged 6 SP:Iteration 43Q (5479.459087 sec): 3 clusters Score: Raw -12918434.875851 + Penalty 2237.100323 = -12916197.775528 nChanged 6 SP:Iteration 44Q (5479.629038 sec): 3 clusters Score: Raw -12918436.788030 + Penalty 2237.100323 = -12916199.687707 nChanged 5 SP:Iteration 45Q (5479.796069 sec): 3 clusters Score: Raw -12918438.346704 + Penalty 2237.100323 = -12916201.246381 nChanged 4 SP:Iteration 46Q (5479.972794 sec): 3 clusters Score: Raw -12918440.524958 + Penalty 2237.100323 = -12916203.424635 nChanged 10 SP:Iteration 47Q (5480.144405 sec): 3 clusters Score: Raw -12918443.981804 + Penalty 2237.100323 = -12916206.881481 nChanged 7 SP:Iteration 48Q (5480.308370 sec): 3 clusters Score: Raw -12918445.885281 + Penalty 2237.100323 = -12916208.784958 nChanged 9 SP:Iteration 49Q (5480.480950 sec): 3 clusters Score: Raw -12918449.618580 + Penalty 2237.100323 = -12916212.518257 nChanged 8 SP:Iteration 50Q (5480.640750 sec): 3 clusters Score: Raw -12918452.641121 + Penalty 2237.100323 = -12916215.540798 nChanged 9 SP:Iteration 51Q (5480.797357 sec): 3 clusters Score: Raw -12918455.360395 + Penalty 2237.100323 = -12916218.260072 nChanged 7 SP:Iteration 52Q (5480.959971 sec): 3 clusters Score: Raw -12918457.296455 + Penalty 2237.100323 = -12916220.196132 nChanged 4 SP:Iteration 53Q (5481.128811 sec): 3 clusters Score: Raw -12918458.186358 + Penalty 2237.100323 = -12916221.086035 nChanged 4 SP:Iteration 54Q (5481.306213 sec): 3 clusters Score: Raw -12918459.124306 + Penalty 2237.100323 = -12916222.023983 nChanged 4 SP:Iteration 55Q (5481.488775 sec): 3 clusters Score: Raw -12918461.725933 + Penalty 2237.100323 = -12916224.625610 nChanged 6 SP:Iteration 56Q (5481.648963 sec): 3 clusters Score: Raw -12918463.777211 + Penalty 2237.100323 = -12916226.676888 nChanged 2 SP:Iteration 57Q (5481.820389 sec): 3 clusters Score: Raw -12918464.578894 + Penalty 2237.100323 = -12916227.478571 nChanged 2 SP:Iteration 58Q (5482.004761 sec): 3 clusters Score: Raw -12918465.313848 + Penalty 2237.100323 = -12916228.213525 nChanged 0 SP:Iteration 59F (5482.196249 sec): 3 clusters Score: Raw -12918465.313848 + Penalty 2237.100323 = -12916228.213525 nChanged 0 Trying to split cluster 19 (3188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5482.234376 sec): 2 clusters Score: Raw -275660.742736 + Penalty 766.379159 = -274894.363577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5482.270255 sec): 3 clusters Score: Raw -273981.299856 + Penalty 1532.758318 = -272448.541539 nChanged 1273 SP:Iteration 1F (5482.325689 sec): 3 clusters Score: Raw -274680.769551 + Penalty 1532.758318 = -273148.011234 nChanged 250 SP:Iteration 2F (5482.357488 sec): 3 clusters Score: Raw -274816.273104 + Penalty 1532.758318 = -273283.514786 nChanged 195 SP:Iteration 3F (5482.397964 sec): 3 clusters Score: Raw -274909.563048 + Penalty 1532.758318 = -273376.804730 nChanged 162 SP:Iteration 4F (5482.446126 sec): 3 clusters Score: Raw -274998.970169 + Penalty 1532.758318 = -273466.211851 nChanged 140 SP:Iteration 5Q (5482.488166 sec): 3 clusters Score: Raw -275080.500279 + Penalty 1532.758318 = -273547.741962 nChanged 115 SP:Iteration 6Q (5482.539391 sec): 3 clusters Score: Raw -275159.257914 + Penalty 1532.758318 = -273626.499597 nChanged 119 SP:Iteration 7Q (5482.581394 sec): 3 clusters Score: Raw -275239.921470 + Penalty 1532.758318 = -273707.163152 nChanged 116 SP:Iteration 8Q (5482.619940 sec): 3 clusters Score: Raw -275309.786693 + Penalty 1532.758318 = -273777.028375 nChanged 113 SP:Iteration 9Q (5482.662486 sec): 3 clusters Score: Raw -275386.247362 + Penalty 1532.758318 = -273853.489044 nChanged 114 SP:Iteration 10Q (5482.706935 sec): 3 clusters Score: Raw -275456.851139 + Penalty 1532.758318 = -273924.092822 nChanged 99 SP:Iteration 11Q (5482.760203 sec): 3 clusters Score: Raw -275515.897228 + Penalty 1532.758318 = -273983.138910 nChanged 84 SP:Iteration 12Q (5482.801099 sec): 3 clusters Score: Raw -275568.022274 + Penalty 1532.758318 = -274035.263956 nChanged 63 SP:Iteration 13Q (5482.848147 sec): 3 clusters Score: Raw -275602.647258 + Penalty 1532.758318 = -274069.888941 nChanged 52 SP:Iteration 14Q (5482.882101 sec): 3 clusters Score: Raw -275634.754498 + Penalty 1532.758318 = -274101.996180 nChanged 47 SP:Iteration 15Q (5482.935693 sec): 3 clusters Score: Raw -275664.270650 + Penalty 1532.758318 = -274131.512333 nChanged 60 SP:Iteration 16Q (5482.971467 sec): 3 clusters Score: Raw -275702.099470 + Penalty 1532.758318 = -274169.341153 nChanged 51 SP:Iteration 17Q (5483.011351 sec): 3 clusters Score: Raw -275731.580783 + Penalty 1532.758318 = -274198.822465 nChanged 44 SP:Iteration 18Q (5483.050557 sec): 3 clusters Score: Raw -275759.192652 + Penalty 1532.758318 = -274226.434334 nChanged 40 SP:Iteration 19Q (5483.094820 sec): 3 clusters Score: Raw -275780.393009 + Penalty 1532.758318 = -274247.634691 nChanged 14 SP:Iteration 20F (5483.140511 sec): 3 clusters Score: Raw -275785.307448 + Penalty 1532.758318 = -274252.549131 nChanged 8 SP:Iteration 21Q (5483.183748 sec): 3 clusters Score: Raw -275789.602952 + Penalty 1532.758318 = -274256.844635 nChanged 13 SP:Iteration 22Q (5483.227673 sec): 3 clusters Score: Raw -275795.175051 + Penalty 1532.758318 = -274262.416733 nChanged 8 SP:Iteration 23Q (5483.278152 sec): 3 clusters Score: Raw -275798.694195 + Penalty 1532.758318 = -274265.935877 nChanged 9 SP:Iteration 24Q (5483.324549 sec): 3 clusters Score: Raw -275803.388676 + Penalty 1532.758318 = -274270.630358 nChanged 10 SP:Iteration 25Q (5483.366897 sec): 3 clusters Score: Raw -275811.082408 + Penalty 1532.758318 = -274278.324090 nChanged 10 SP:Iteration 26Q (5483.411218 sec): 3 clusters Score: Raw -275815.358285 + Penalty 1532.758318 = -274282.599968 nChanged 10 SP:Iteration 27Q (5483.454994 sec): 3 clusters Score: Raw -275818.623270 + Penalty 1532.758318 = -274285.864952 nChanged 5 SP:Iteration 28Q (5483.494729 sec): 3 clusters Score: Raw -275819.952185 + Penalty 1532.758318 = -274287.193867 nChanged 4 SP:Iteration 29Q (5483.539534 sec): 3 clusters Score: Raw -275820.853075 + Penalty 1532.758318 = -274288.094758 nChanged 3 SP:Iteration 30Q (5483.583300 sec): 3 clusters Score: Raw -275821.527275 + Penalty 1532.758318 = -274288.768958 nChanged 1 SP:Iteration 31Q (5483.628804 sec): 3 clusters Score: Raw -275821.602723 + Penalty 1532.758318 = -274288.844405 nChanged 0 SP:Iteration 32F (5483.673764 sec): 3 clusters Score: Raw -275821.602723 + Penalty 1532.758318 = -274288.844405 nChanged 0 Trying to split cluster 20 (27661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5483.735826 sec): 2 clusters Score: Raw -2430857.970183 + Penalty 971.638982 = -2429886.331201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5483.807893 sec): 3 clusters Score: Raw -2413326.321893 + Penalty 1943.277964 = -2411383.043929 nChanged 13007 SP:Iteration 1F (5483.889895 sec): 3 clusters Score: Raw -2421212.502614 + Penalty 1943.277964 = -2419269.224650 nChanged 1669 SP:Iteration 2F (5483.958155 sec): 3 clusters Score: Raw -2421971.814152 + Penalty 1943.277964 = -2420028.536188 nChanged 1598 SP:Iteration 3F (5484.033245 sec): 3 clusters Score: Raw -2422653.012934 + Penalty 1943.277964 = -2420709.734970 nChanged 1455 SP:Iteration 4F (5484.108008 sec): 3 clusters Score: Raw -2423245.666379 + Penalty 1943.277964 = -2421302.388415 nChanged 1311 SP:Iteration 5Q (5484.175038 sec): 3 clusters Score: Raw -2423706.531240 + Penalty 1943.277964 = -2421763.253276 nChanged 1159 SP:Iteration 6Q (5484.257385 sec): 3 clusters Score: Raw -2424122.165469 + Penalty 1943.277964 = -2422178.887505 nChanged 1049 SP:Iteration 7Q (5484.342573 sec): 3 clusters Score: Raw -2424540.254890 + Penalty 1943.277964 = -2422596.976926 nChanged 1057 SP:Iteration 8Q (5484.424307 sec): 3 clusters Score: Raw -2425025.003578 + Penalty 1943.277964 = -2423081.725614 nChanged 1100 SP:Iteration 9Q (5484.506070 sec): 3 clusters Score: Raw -2425603.672194 + Penalty 1943.277964 = -2423660.394230 nChanged 1139 SP:Iteration 10Q (5484.578960 sec): 3 clusters Score: Raw -2426276.987942 + Penalty 1943.277964 = -2424333.709978 nChanged 1223 SP:Iteration 11Q (5484.677051 sec): 3 clusters Score: Raw -2427081.985143 + Penalty 1943.277964 = -2425138.707179 nChanged 1240 SP:Iteration 12Q (5484.761645 sec): 3 clusters Score: Raw -2427925.558594 + Penalty 1943.277964 = -2425982.280630 nChanged 1110 SP:Iteration 13Q (5484.833290 sec): 3 clusters Score: Raw -2428705.111807 + Penalty 1943.277964 = -2426761.833843 nChanged 990 SP:Iteration 14Q (5484.907319 sec): 3 clusters Score: Raw -2429446.485015 + Penalty 1943.277964 = -2427503.207051 nChanged 816 SP:Iteration 15Q (5484.989104 sec): 3 clusters Score: Raw -2430068.383084 + Penalty 1943.277964 = -2428125.105120 nChanged 564 SP:Iteration 16Q (5485.064305 sec): 3 clusters Score: Raw -2430506.070853 + Penalty 1943.277964 = -2428562.792889 nChanged 356 SP:Iteration 17Q (5485.138472 sec): 3 clusters Score: Raw -2430771.819907 + Penalty 1943.277964 = -2428828.541943 nChanged 201 SP:Iteration 18Q (5485.209866 sec): 3 clusters Score: Raw -2430915.416107 + Penalty 1943.277964 = -2428972.138143 nChanged 106 SP:Iteration 19Q (5485.281555 sec): 3 clusters Score: Raw -2430992.144704 + Penalty 1943.277964 = -2429048.866740 nChanged 58 SP:Iteration 20F (5485.349494 sec): 3 clusters Score: Raw -2431027.678589 + Penalty 1943.277964 = -2429084.400625 nChanged 38 SP:Iteration 21Q (5485.423017 sec): 3 clusters Score: Raw -2431052.741745 + Penalty 1943.277964 = -2429109.463781 nChanged 23 SP:Iteration 22Q (5485.502356 sec): 3 clusters Score: Raw -2431065.106598 + Penalty 1943.277964 = -2429121.828634 nChanged 15 SP:Iteration 23Q (5485.570994 sec): 3 clusters Score: Raw -2431073.847360 + Penalty 1943.277964 = -2429130.569396 nChanged 12 SP:Iteration 24Q (5485.643958 sec): 3 clusters Score: Raw -2431080.148095 + Penalty 1943.277964 = -2429136.870131 nChanged 10 SP:Iteration 25Q (5485.716401 sec): 3 clusters Score: Raw -2431084.931669 + Penalty 1943.277964 = -2429141.653705 nChanged 6 SP:Iteration 26Q (5485.778740 sec): 3 clusters Score: Raw -2431087.663067 + Penalty 1943.277964 = -2429144.385103 nChanged 3 SP:Iteration 27Q (5485.855578 sec): 3 clusters Score: Raw -2431089.865097 + Penalty 1943.277964 = -2429146.587133 nChanged 7 SP:Iteration 28Q (5485.934632 sec): 3 clusters Score: Raw -2431095.718680 + Penalty 1943.277964 = -2429152.440716 nChanged 7 SP:Iteration 29Q (5486.006663 sec): 3 clusters Score: Raw -2431099.315423 + Penalty 1943.277964 = -2429156.037459 nChanged 3 SP:Iteration 30Q (5486.073724 sec): 3 clusters Score: Raw -2431102.525668 + Penalty 1943.277964 = -2429159.247704 nChanged 5 SP:Iteration 31Q (5486.143990 sec): 3 clusters Score: Raw -2431108.227036 + Penalty 1943.277964 = -2429164.949072 nChanged 4 SP:Iteration 32Q (5486.223913 sec): 3 clusters Score: Raw -2431111.177460 + Penalty 1943.277964 = -2429167.899496 nChanged 4 SP:Iteration 33Q (5486.300359 sec): 3 clusters Score: Raw -2431112.909002 + Penalty 1943.277964 = -2429169.631038 nChanged 1 SP:Iteration 34Q (5486.375323 sec): 3 clusters Score: Raw -2431113.681497 + Penalty 1943.277964 = -2429170.403533 nChanged 0 SP:Iteration 35F (5486.446100 sec): 3 clusters Score: Raw -2431113.681497 + Penalty 1943.277964 = -2429170.403533 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5486.468676 sec): 2 clusters Score: Raw -266265.170151 + Penalty 753.403756 = -265511.766395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5486.514003 sec): 3 clusters Score: Raw -264869.579163 + Penalty 1506.807512 = -263362.771651 nChanged 1121 SP:Iteration 1F (5486.568080 sec): 3 clusters Score: Raw -265590.240000 + Penalty 1506.807512 = -264083.432488 nChanged 292 SP:Iteration 2F (5486.605879 sec): 3 clusters Score: Raw -265893.352824 + Penalty 1506.807512 = -264386.545312 nChanged 261 SP:Iteration 3F (5486.661942 sec): 3 clusters Score: Raw -266130.512274 + Penalty 1506.807512 = -264623.704761 nChanged 208 SP:Iteration 4F (5486.697330 sec): 3 clusters Score: Raw -266327.410965 + Penalty 1506.807512 = -264820.603452 nChanged 164 SP:Iteration 5F (5486.740324 sec): 3 clusters Score: Raw -266441.377737 + Penalty 1506.807512 = -264934.570224 nChanged 101 SP:Iteration 6Q (5486.801938 sec): 3 clusters Score: Raw -266506.067594 + Penalty 1506.807512 = -264999.260082 nChanged 63 SP:Iteration 7Q (5486.845952 sec): 3 clusters Score: Raw -266539.698118 + Penalty 1506.807512 = -265032.890606 nChanged 43 SP:Iteration 8Q (5486.887082 sec): 3 clusters Score: Raw -266559.220851 + Penalty 1506.807512 = -265052.413338 nChanged 29 SP:Iteration 9Q (5486.917564 sec): 3 clusters Score: Raw -266570.305194 + Penalty 1506.807512 = -265063.497681 nChanged 19 SP:Iteration 10Q (5486.958694 sec): 3 clusters Score: Raw -266576.931937 + Penalty 1506.807512 = -265070.124424 nChanged 12 SP:Iteration 11Q (5487.005004 sec): 3 clusters Score: Raw -266581.573713 + Penalty 1506.807512 = -265074.766201 nChanged 10 SP:Iteration 12Q (5487.041866 sec): 3 clusters Score: Raw -266585.022647 + Penalty 1506.807512 = -265078.215135 nChanged 11 SP:Iteration 13Q (5487.085370 sec): 3 clusters Score: Raw -266588.482446 + Penalty 1506.807512 = -265081.674934 nChanged 7 SP:Iteration 14Q (5487.126980 sec): 3 clusters Score: Raw -266590.537905 + Penalty 1506.807512 = -265083.730393 nChanged 8 SP:Iteration 15Q (5487.172207 sec): 3 clusters Score: Raw -266594.093009 + Penalty 1506.807512 = -265087.285497 nChanged 13 SP:Iteration 16Q (5487.215562 sec): 3 clusters Score: Raw -266598.065775 + Penalty 1506.807512 = -265091.258263 nChanged 7 SP:Iteration 17Q (5487.264447 sec): 3 clusters Score: Raw -266600.768813 + Penalty 1506.807512 = -265093.961300 nChanged 3 SP:Iteration 18Q (5487.303338 sec): 3 clusters Score: Raw -266601.425208 + Penalty 1506.807512 = -265094.617695 nChanged 2 SP:Iteration 19Q (5487.356585 sec): 3 clusters Score: Raw -266601.861457 + Penalty 1506.807512 = -265095.053945 nChanged 3 SP:Iteration 20F (5487.397082 sec): 3 clusters Score: Raw -266602.598439 + Penalty 1506.807512 = -265095.790926 nChanged 5 SP:Iteration 21Q (5487.448701 sec): 3 clusters Score: Raw -266605.240342 + Penalty 1506.807512 = -265098.432829 nChanged 6 SP:Iteration 22Q (5487.482275 sec): 3 clusters Score: Raw -266608.004423 + Penalty 1506.807512 = -265101.196911 nChanged 7 SP:Iteration 23Q (5487.524643 sec): 3 clusters Score: Raw -266610.595361 + Penalty 1506.807512 = -265103.787849 nChanged 8 SP:Iteration 24Q (5487.566540 sec): 3 clusters Score: Raw -266612.076227 + Penalty 1506.807512 = -265105.268715 nChanged 5 SP:Iteration 25Q (5487.610478 sec): 3 clusters Score: Raw -266613.197289 + Penalty 1506.807512 = -265106.389777 nChanged 4 SP:Iteration 26Q (5487.653993 sec): 3 clusters Score: Raw -266613.717450 + Penalty 1506.807512 = -265106.909937 nChanged 4 SP:Iteration 27Q (5487.694840 sec): 3 clusters Score: Raw -266614.356120 + Penalty 1506.807512 = -265107.548608 nChanged 2 SP:Iteration 28Q (5487.737139 sec): 3 clusters Score: Raw -266614.685200 + Penalty 1506.807512 = -265107.877687 nChanged 1 SP:Iteration 29Q (5487.783977 sec): 3 clusters Score: Raw -266614.876035 + Penalty 1506.807512 = -265108.068522 nChanged 2 SP:Iteration 30Q (5487.825577 sec): 3 clusters Score: Raw -266615.223298 + Penalty 1506.807512 = -265108.415786 nChanged 1 SP:Iteration 31Q (5487.866934 sec): 3 clusters Score: Raw -266615.558393 + Penalty 1506.807512 = -265108.750881 nChanged 1 SP:Iteration 32Q (5487.920150 sec): 3 clusters Score: Raw -266615.901453 + Penalty 1506.807512 = -265109.093941 nChanged 0 SP:Iteration 33F (5487.964167 sec): 3 clusters Score: Raw -266615.901453 + Penalty 1506.807512 = -265109.093941 nChanged 0 Trying to split cluster 22 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5487.984531 sec): 2 clusters Score: Raw -94940.224052 + Penalty 649.035589 = -94291.188463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5488.030115 sec): 3 clusters Score: Raw -94593.813051 + Penalty 1298.071177 = -93295.741874 nChanged 306 SP:Iteration 1F (5488.073958 sec): 3 clusters Score: Raw -94822.845417 + Penalty 1298.071177 = -93524.774240 nChanged 68 SP:Iteration 2F (5488.120023 sec): 3 clusters Score: Raw -94887.525712 + Penalty 1298.071177 = -93589.454535 nChanged 37 SP:Iteration 3Q (5488.177158 sec): 3 clusters Score: Raw -94917.391370 + Penalty 1298.071177 = -93619.320193 nChanged 21 SP:Iteration 4Q (5488.210974 sec): 3 clusters Score: Raw -94931.382053 + Penalty 1298.071177 = -93633.310875 nChanged 16 SP:Iteration 5Q (5488.255130 sec): 3 clusters Score: Raw -94943.759959 + Penalty 1298.071177 = -93645.688782 nChanged 16 SP:Iteration 6Q (5488.299317 sec): 3 clusters Score: Raw -94956.086480 + Penalty 1298.071177 = -93658.015302 nChanged 11 SP:Iteration 7Q (5488.349347 sec): 3 clusters Score: Raw -94967.054828 + Penalty 1298.071177 = -93668.983651 nChanged 17 SP:Iteration 8Q (5488.382991 sec): 3 clusters Score: Raw -94977.219624 + Penalty 1298.071177 = -93679.148447 nChanged 8 SP:Iteration 9Q (5488.426531 sec): 3 clusters Score: Raw -94981.579735 + Penalty 1298.071177 = -93683.508558 nChanged 4 SP:Iteration 10Q (5488.468422 sec): 3 clusters Score: Raw -94984.193669 + Penalty 1298.071177 = -93686.122492 nChanged 3 SP:Iteration 11Q (5488.505759 sec): 3 clusters Score: Raw -94986.712946 + Penalty 1298.071177 = -93688.641769 nChanged 7 SP:Iteration 12Q (5488.556503 sec): 3 clusters Score: Raw -94992.309012 + Penalty 1298.071177 = -93694.237835 nChanged 5 SP:Iteration 13Q (5488.599609 sec): 3 clusters Score: Raw -94995.527932 + Penalty 1298.071177 = -93697.456755 nChanged 6 SP:Iteration 14Q (5488.643043 sec): 3 clusters Score: Raw -94999.266913 + Penalty 1298.071177 = -93701.195736 nChanged 5 SP:Iteration 15Q (5488.678837 sec): 3 clusters Score: Raw -95003.089214 + Penalty 1298.071177 = -93705.018036 nChanged 7 SP:Iteration 16Q (5488.718587 sec): 3 clusters Score: Raw -95007.879859 + Penalty 1298.071177 = -93709.808682 nChanged 3 SP:Iteration 17Q (5488.754105 sec): 3 clusters Score: Raw -95009.497474 + Penalty 1298.071177 = -93711.426297 nChanged 2 SP:Iteration 18Q (5488.795433 sec): 3 clusters Score: Raw -95011.024989 + Penalty 1298.071177 = -93712.953811 nChanged 2 SP:Iteration 19Q (5488.845262 sec): 3 clusters Score: Raw -95012.793104 + Penalty 1298.071177 = -93714.721927 nChanged 3 SP:Iteration 20F (5488.886214 sec): 3 clusters Score: Raw -95014.494959 + Penalty 1298.071177 = -93716.423781 nChanged 3 SP:Iteration 21Q (5488.931290 sec): 3 clusters Score: Raw -95016.303275 + Penalty 1298.071177 = -93718.232098 nChanged 4 SP:Iteration 22Q (5488.971881 sec): 3 clusters Score: Raw -95017.646596 + Penalty 1298.071177 = -93719.575419 nChanged 2 SP:Iteration 23Q (5489.031039 sec): 3 clusters Score: Raw -95018.105735 + Penalty 1298.071177 = -93720.034558 nChanged 2 SP:Iteration 24Q (5489.069912 sec): 3 clusters Score: Raw -95018.676310 + Penalty 1298.071177 = -93720.605133 nChanged 3 SP:Iteration 25Q (5489.105727 sec): 3 clusters Score: Raw -95021.876428 + Penalty 1298.071177 = -93723.805251 nChanged 5 SP:Iteration 26Q (5489.143482 sec): 3 clusters Score: Raw -95025.704717 + Penalty 1298.071177 = -93727.633539 nChanged 3 SP:Iteration 27Q (5489.184309 sec): 3 clusters Score: Raw -95027.926870 + Penalty 1298.071177 = -93729.855692 nChanged 2 SP:Iteration 28Q (5489.225027 sec): 3 clusters Score: Raw -95028.922841 + Penalty 1298.071177 = -93730.851664 nChanged 0 SP:Iteration 29F (5489.266487 sec): 3 clusters Score: Raw -95028.922841 + Penalty 1298.071177 = -93730.851664 nChanged 0 Trying to split cluster 23 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5489.285405 sec): 2 clusters Score: Raw -44149.527538 + Penalty 590.577580 = -43558.949959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5489.326637 sec): 3 clusters Score: Raw -44042.042633 + Penalty 1181.155159 = -42860.887474 nChanged 155 SP:Iteration 1F (5489.370791 sec): 3 clusters Score: Raw -44213.137606 + Penalty 1181.155159 = -43031.982447 nChanged 36 SP:Iteration 2F (5489.410645 sec): 3 clusters Score: Raw -44250.142464 + Penalty 1181.155159 = -43068.987305 nChanged 7 SP:Iteration 3Q (5489.442198 sec): 3 clusters Score: Raw -44255.827801 + Penalty 1181.155159 = -43074.672641 nChanged 9 SP:Iteration 4Q (5489.486537 sec): 3 clusters Score: Raw -44269.561293 + Penalty 1181.155159 = -43088.406133 nChanged 7 SP:Iteration 5Q (5489.538078 sec): 3 clusters Score: Raw -44276.479292 + Penalty 1181.155159 = -43095.324133 nChanged 8 SP:Iteration 6Q (5489.580902 sec): 3 clusters Score: Raw -44288.861784 + Penalty 1181.155159 = -43107.706624 nChanged 10 SP:Iteration 7Q (5489.613747 sec): 3 clusters Score: Raw -44299.643267 + Penalty 1181.155159 = -43118.488108 nChanged 8 SP:Iteration 8Q (5489.651074 sec): 3 clusters Score: Raw -44313.959744 + Penalty 1181.155159 = -43132.804585 nChanged 12 SP:Iteration 9Q (5489.694540 sec): 3 clusters Score: Raw -44350.063450 + Penalty 1181.155159 = -43168.908291 nChanged 8 SP:Iteration 10Q (5489.736967 sec): 3 clusters Score: Raw -44357.177146 + Penalty 1181.155159 = -43176.021986 nChanged 5 SP:Iteration 11Q (5489.789893 sec): 3 clusters Score: Raw -44360.393932 + Penalty 1181.155159 = -43179.238773 nChanged 3 SP:Iteration 12Q (5489.825696 sec): 3 clusters Score: Raw -44362.228545 + Penalty 1181.155159 = -43181.073386 nChanged 3 SP:Iteration 13Q (5489.858446 sec): 3 clusters Score: Raw -44366.537819 + Penalty 1181.155159 = -43185.382660 nChanged 5 SP:Iteration 14Q (5489.901493 sec): 3 clusters Score: Raw -44372.024866 + Penalty 1181.155159 = -43190.869707 nChanged 3 SP:Iteration 15Q (5489.955696 sec): 3 clusters Score: Raw -44376.810135 + Penalty 1181.155159 = -43195.654976 nChanged 4 SP:Iteration 16Q (5489.984579 sec): 3 clusters Score: Raw -44384.431095 + Penalty 1181.155159 = -43203.275936 nChanged 3 SP:Iteration 17Q (5490.027848 sec): 3 clusters Score: Raw -44386.906645 + Penalty 1181.155159 = -43205.751486 nChanged 2 SP:Iteration 18Q (5490.081597 sec): 3 clusters Score: Raw -44388.174203 + Penalty 1181.155159 = -43207.019044 nChanged 2 SP:Iteration 19Q (5490.113835 sec): 3 clusters Score: Raw -44389.152016 + Penalty 1181.155159 = -43207.996857 nChanged 0 SP:Iteration 20F (5490.161757 sec): 3 clusters Score: Raw -44389.152016 + Penalty 1181.155159 = -43207.996857 nChanged 0 Trying to split cluster 24 (5760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5490.182867 sec): 2 clusters Score: Raw -572709.107019 + Penalty 822.575812 = -571886.531208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5490.231328 sec): 3 clusters Score: Raw -569441.446546 + Penalty 1645.151623 = -567796.294923 nChanged 2482 SP:Iteration 1F (5490.280501 sec): 3 clusters Score: Raw -570832.582189 + Penalty 1645.151623 = -569187.430566 nChanged 358 SP:Iteration 2F (5490.326176 sec): 3 clusters Score: Raw -570987.981699 + Penalty 1645.151623 = -569342.830076 nChanged 283 SP:Iteration 3Q (5490.377345 sec): 3 clusters Score: Raw -571127.461859 + Penalty 1645.151623 = -569482.310236 nChanged 268 SP:Iteration 4Q (5490.425632 sec): 3 clusters Score: Raw -571282.377278 + Penalty 1645.151623 = -569637.225654 nChanged 302 SP:Iteration 5F (5490.474675 sec): 3 clusters Score: Raw -571473.594933 + Penalty 1645.151623 = -569828.443310 nChanged 284 SP:Iteration 6Q (5490.523687 sec): 3 clusters Score: Raw -571672.009260 + Penalty 1645.151623 = -570026.857637 nChanged 263 SP:Iteration 7Q (5490.573823 sec): 3 clusters Score: Raw -571845.424032 + Penalty 1645.151623 = -570200.272408 nChanged 236 SP:Iteration 8Q (5490.623481 sec): 3 clusters Score: Raw -571997.988659 + Penalty 1645.151623 = -570352.837036 nChanged 191 SP:Iteration 9Q (5490.672737 sec): 3 clusters Score: Raw -572127.370362 + Penalty 1645.151623 = -570482.218739 nChanged 167 SP:Iteration 10Q (5490.722590 sec): 3 clusters Score: Raw -572232.762097 + Penalty 1645.151623 = -570587.610473 nChanged 155 SP:Iteration 11Q (5490.765774 sec): 3 clusters Score: Raw -572313.706723 + Penalty 1645.151623 = -570668.555100 nChanged 120 SP:Iteration 12Q (5490.825122 sec): 3 clusters Score: Raw -572377.670128 + Penalty 1645.151623 = -570732.518504 nChanged 105 SP:Iteration 13Q (5490.868098 sec): 3 clusters Score: Raw -572423.508979 + Penalty 1645.151623 = -570778.357355 nChanged 78 SP:Iteration 14Q (5490.927643 sec): 3 clusters Score: Raw -572457.218061 + Penalty 1645.151623 = -570812.066437 nChanged 68 SP:Iteration 15Q (5490.968877 sec): 3 clusters Score: Raw -572485.720338 + Penalty 1645.151623 = -570840.568715 nChanged 58 SP:Iteration 16Q (5491.019357 sec): 3 clusters Score: Raw -572503.957537 + Penalty 1645.151623 = -570858.805914 nChanged 39 SP:Iteration 17Q (5491.070527 sec): 3 clusters Score: Raw -572516.862627 + Penalty 1645.151623 = -570871.711004 nChanged 46 SP:Iteration 18Q (5491.115250 sec): 3 clusters Score: Raw -572535.056724 + Penalty 1645.151623 = -570889.905101 nChanged 43 SP:Iteration 19Q (5491.165554 sec): 3 clusters Score: Raw -572550.840412 + Penalty 1645.151623 = -570905.688789 nChanged 41 SP:Iteration 20F (5491.213717 sec): 3 clusters Score: Raw -572564.345137 + Penalty 1645.151623 = -570919.193514 nChanged 34 SP:Iteration 21Q (5491.262965 sec): 3 clusters Score: Raw -572576.008302 + Penalty 1645.151623 = -570930.856679 nChanged 28 SP:Iteration 22Q (5491.326852 sec): 3 clusters Score: Raw -572585.310367 + Penalty 1645.151623 = -570940.158744 nChanged 32 SP:Iteration 23Q (5491.372986 sec): 3 clusters Score: Raw -572598.483647 + Penalty 1645.151623 = -570953.332024 nChanged 29 SP:Iteration 24Q (5491.410415 sec): 3 clusters Score: Raw -572607.364389 + Penalty 1645.151623 = -570962.212766 nChanged 27 SP:Iteration 25Q (5491.460042 sec): 3 clusters Score: Raw -572616.648626 + Penalty 1645.151623 = -570971.497003 nChanged 28 SP:Iteration 26Q (5491.506789 sec): 3 clusters Score: Raw -572626.879836 + Penalty 1645.151623 = -570981.728213 nChanged 20 SP:Iteration 27Q (5491.554722 sec): 3 clusters Score: Raw -572634.435210 + Penalty 1645.151623 = -570989.283587 nChanged 20 SP:Iteration 28Q (5491.595662 sec): 3 clusters Score: Raw -572643.969496 + Penalty 1645.151623 = -570998.817873 nChanged 31 SP:Iteration 29Q (5491.633487 sec): 3 clusters Score: Raw -572657.916600 + Penalty 1645.151623 = -571012.764977 nChanged 24 SP:Iteration 30Q (5491.674721 sec): 3 clusters Score: Raw -572667.597092 + Penalty 1645.151623 = -571022.445469 nChanged 31 SP:Iteration 31Q (5491.736370 sec): 3 clusters Score: Raw -572683.187402 + Penalty 1645.151623 = -571038.035778 nChanged 32 SP:Iteration 32Q (5491.786796 sec): 3 clusters Score: Raw -572696.466379 + Penalty 1645.151623 = -571051.314756 nChanged 26 SP:Iteration 33Q (5491.829173 sec): 3 clusters Score: Raw -572708.608448 + Penalty 1645.151623 = -571063.456824 nChanged 25 SP:Iteration 34Q (5491.877901 sec): 3 clusters Score: Raw -572722.317791 + Penalty 1645.151623 = -571077.166168 nChanged 25 SP:Iteration 35Q (5491.923386 sec): 3 clusters Score: Raw -572736.731443 + Penalty 1645.151623 = -571091.579820 nChanged 18 SP:Iteration 36Q (5491.968815 sec): 3 clusters Score: Raw -572749.590745 + Penalty 1645.151623 = -571104.439122 nChanged 13 SP:Iteration 37Q (5492.015054 sec): 3 clusters Score: Raw -572755.916462 + Penalty 1645.151623 = -571110.764838 nChanged 13 SP:Iteration 38Q (5492.060828 sec): 3 clusters Score: Raw -572763.604828 + Penalty 1645.151623 = -571118.453205 nChanged 11 SP:Iteration 39Q (5492.107419 sec): 3 clusters Score: Raw -572772.052913 + Penalty 1645.151623 = -571126.901290 nChanged 13 SP:Iteration 40F (5492.155158 sec): 3 clusters Score: Raw -572782.021385 + Penalty 1645.151623 = -571136.869762 nChanged 14 SP:Iteration 41Q (5492.194555 sec): 3 clusters Score: Raw -572793.683629 + Penalty 1645.151623 = -571148.532006 nChanged 16 SP:Iteration 42Q (5492.249615 sec): 3 clusters Score: Raw -572804.309964 + Penalty 1645.151623 = -571159.158341 nChanged 15 SP:Iteration 43Q (5492.291518 sec): 3 clusters Score: Raw -572813.788396 + Penalty 1645.151623 = -571168.636773 nChanged 14 SP:Iteration 44Q (5492.338863 sec): 3 clusters Score: Raw -572821.199312 + Penalty 1645.151623 = -571176.047688 nChanged 5 SP:Iteration 45Q (5492.388290 sec): 3 clusters Score: Raw -572826.943271 + Penalty 1645.151623 = -571181.791648 nChanged 12 SP:Iteration 46Q (5492.436804 sec): 3 clusters Score: Raw -572837.352193 + Penalty 1645.151623 = -571192.200570 nChanged 8 SP:Iteration 47Q (5492.492628 sec): 3 clusters Score: Raw -572844.202674 + Penalty 1645.151623 = -571199.051051 nChanged 7 SP:Iteration 48Q (5492.530867 sec): 3 clusters Score: Raw -572847.893847 + Penalty 1645.151623 = -571202.742224 nChanged 2 SP:Iteration 49Q (5492.579953 sec): 3 clusters Score: Raw -572850.918632 + Penalty 1645.151623 = -571205.767008 nChanged 4 SP:Iteration 50Q (5492.627969 sec): 3 clusters Score: Raw -572853.274004 + Penalty 1645.151623 = -571208.122381 nChanged 1 SP:Iteration 51Q (5492.675723 sec): 3 clusters Score: Raw -572853.834905 + Penalty 1645.151623 = -571208.683282 nChanged 2 SP:Iteration 52Q (5492.735095 sec): 3 clusters Score: Raw -572855.295859 + Penalty 1645.151623 = -571210.144236 nChanged 1 SP:Iteration 53Q (5492.775592 sec): 3 clusters Score: Raw -572855.568495 + Penalty 1645.151623 = -571210.416872 nChanged 0 SP:Iteration 54F (5492.823962 sec): 3 clusters Score: Raw -572855.568495 + Penalty 1645.151623 = -571210.416872 nChanged 0 Trying to split cluster 25 (14363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5492.861117 sec): 2 clusters Score: Raw -1405230.868463 + Penalty 909.379020 = -1404321.489443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5492.937329 sec): 3 clusters Score: Raw -1396481.512102 + Penalty 1818.758040 = -1394662.754062 nChanged 6607 SP:Iteration 1F (5492.989283 sec): 3 clusters Score: Raw -1400264.311044 + Penalty 1818.758040 = -1398445.553004 nChanged 756 SP:Iteration 2F (5493.051622 sec): 3 clusters Score: Raw -1400518.963980 + Penalty 1818.758040 = -1398700.205941 nChanged 631 SP:Iteration 3Q (5493.109019 sec): 3 clusters Score: Raw -1400739.179699 + Penalty 1818.758040 = -1398920.421660 nChanged 609 SP:Iteration 4Q (5493.170334 sec): 3 clusters Score: Raw -1400976.506534 + Penalty 1818.758040 = -1399157.748494 nChanged 613 SP:Iteration 5Q (5493.227817 sec): 3 clusters Score: Raw -1401240.317754 + Penalty 1818.758040 = -1399421.559715 nChanged 619 SP:Iteration 6Q (5493.295779 sec): 3 clusters Score: Raw -1401596.412101 + Penalty 1818.758040 = -1399777.654062 nChanged 737 SP:Iteration 7F (5493.345232 sec): 3 clusters Score: Raw -1402040.690902 + Penalty 1818.758040 = -1400221.932862 nChanged 756 SP:Iteration 8F (5493.395684 sec): 3 clusters Score: Raw -1402567.410699 + Penalty 1818.758040 = -1400748.652660 nChanged 751 SP:Iteration 9F (5493.461600 sec): 3 clusters Score: Raw -1403071.426268 + Penalty 1818.758040 = -1401252.668229 nChanged 661 SP:Iteration 10Q (5493.531192 sec): 3 clusters Score: Raw -1403449.221564 + Penalty 1818.758040 = -1401630.463525 nChanged 517 SP:Iteration 11Q (5493.587728 sec): 3 clusters Score: Raw -1403723.035206 + Penalty 1818.758040 = -1401904.277167 nChanged 422 SP:Iteration 12Q (5493.649952 sec): 3 clusters Score: Raw -1403904.368169 + Penalty 1818.758040 = -1402085.610129 nChanged 352 SP:Iteration 13Q (5493.712416 sec): 3 clusters Score: Raw -1404025.282510 + Penalty 1818.758040 = -1402206.524471 nChanged 269 SP:Iteration 14Q (5493.781780 sec): 3 clusters Score: Raw -1404116.036461 + Penalty 1818.758040 = -1402297.278421 nChanged 237 SP:Iteration 15Q (5493.823804 sec): 3 clusters Score: Raw -1404188.549902 + Penalty 1818.758040 = -1402369.791863 nChanged 207 SP:Iteration 16Q (5493.890105 sec): 3 clusters Score: Raw -1404250.696470 + Penalty 1818.758040 = -1402431.938430 nChanged 208 SP:Iteration 17Q (5493.946644 sec): 3 clusters Score: Raw -1404308.465837 + Penalty 1818.758040 = -1402489.707798 nChanged 175 SP:Iteration 18Q (5494.016295 sec): 3 clusters Score: Raw -1404357.240758 + Penalty 1818.758040 = -1402538.482719 nChanged 175 SP:Iteration 19Q (5494.079524 sec): 3 clusters Score: Raw -1404398.437232 + Penalty 1818.758040 = -1402579.679193 nChanged 157 SP:Iteration 20F (5494.132073 sec): 3 clusters Score: Raw -1404432.971565 + Penalty 1818.758040 = -1402614.213525 nChanged 134 SP:Iteration 21Q (5494.201356 sec): 3 clusters Score: Raw -1404461.929947 + Penalty 1818.758040 = -1402643.171907 nChanged 132 SP:Iteration 22Q (5494.249068 sec): 3 clusters Score: Raw -1404492.294846 + Penalty 1818.758040 = -1402673.536806 nChanged 147 SP:Iteration 23Q (5494.306018 sec): 3 clusters Score: Raw -1404526.121316 + Penalty 1818.758040 = -1402707.363276 nChanged 140 SP:Iteration 24Q (5494.373715 sec): 3 clusters Score: Raw -1404557.450702 + Penalty 1818.758040 = -1402738.692663 nChanged 131 SP:Iteration 25Q (5494.432991 sec): 3 clusters Score: Raw -1404583.423433 + Penalty 1818.758040 = -1402764.665393 nChanged 131 SP:Iteration 26Q (5494.510117 sec): 3 clusters Score: Raw -1404611.791859 + Penalty 1818.758040 = -1402793.033819 nChanged 142 SP:Iteration 27Q (5494.560402 sec): 3 clusters Score: Raw -1404641.504237 + Penalty 1818.758040 = -1402822.746197 nChanged 140 SP:Iteration 28Q (5494.624117 sec): 3 clusters Score: Raw -1404674.284764 + Penalty 1818.758040 = -1402855.526725 nChanged 141 SP:Iteration 29Q (5494.676972 sec): 3 clusters Score: Raw -1404704.669316 + Penalty 1818.758040 = -1402885.911277 nChanged 133 SP:Iteration 30Q (5494.729446 sec): 3 clusters Score: Raw -1404733.048267 + Penalty 1818.758040 = -1402914.290227 nChanged 120 SP:Iteration 31Q (5494.790777 sec): 3 clusters Score: Raw -1404755.053086 + Penalty 1818.758040 = -1402936.295047 nChanged 90 SP:Iteration 32Q (5494.843141 sec): 3 clusters Score: Raw -1404768.372302 + Penalty 1818.758040 = -1402949.614263 nChanged 87 SP:Iteration 33Q (5494.910601 sec): 3 clusters Score: Raw -1404780.815262 + Penalty 1818.758040 = -1402962.057223 nChanged 79 SP:Iteration 34Q (5494.965507 sec): 3 clusters Score: Raw -1404791.493416 + Penalty 1818.758040 = -1402972.735376 nChanged 69 SP:Iteration 35Q (5495.035772 sec): 3 clusters Score: Raw -1404800.315454 + Penalty 1818.758040 = -1402981.557414 nChanged 58 SP:Iteration 36Q (5495.090714 sec): 3 clusters Score: Raw -1404807.048825 + Penalty 1818.758040 = -1402988.290785 nChanged 45 SP:Iteration 37Q (5495.147604 sec): 3 clusters Score: Raw -1404811.760412 + Penalty 1818.758040 = -1402993.002372 nChanged 44 SP:Iteration 38Q (5495.205534 sec): 3 clusters Score: Raw -1404816.382238 + Penalty 1818.758040 = -1402997.624199 nChanged 53 SP:Iteration 39Q (5495.263064 sec): 3 clusters Score: Raw -1404822.950266 + Penalty 1818.758040 = -1403004.192227 nChanged 51 SP:Iteration 40F (5495.321484 sec): 3 clusters Score: Raw -1404828.373818 + Penalty 1818.758040 = -1403009.615778 nChanged 38 SP:Iteration 41Q (5495.381628 sec): 3 clusters Score: Raw -1404831.758998 + Penalty 1818.758040 = -1403013.000959 nChanged 32 SP:Iteration 42Q (5495.441486 sec): 3 clusters Score: Raw -1404835.357729 + Penalty 1818.758040 = -1403016.599689 nChanged 32 SP:Iteration 43Q (5495.501037 sec): 3 clusters Score: Raw -1404838.380319 + Penalty 1818.758040 = -1403019.622280 nChanged 20 SP:Iteration 44Q (5495.566793 sec): 3 clusters Score: Raw -1404839.761644 + Penalty 1818.758040 = -1403021.003604 nChanged 18 SP:Iteration 45Q (5495.619735 sec): 3 clusters Score: Raw -1404840.869672 + Penalty 1818.758040 = -1403022.111633 nChanged 14 SP:Iteration 46Q (5495.683356 sec): 3 clusters Score: Raw -1404841.895908 + Penalty 1818.758040 = -1403023.137869 nChanged 21 SP:Iteration 47Q (5495.747313 sec): 3 clusters Score: Raw -1404843.527227 + Penalty 1818.758040 = -1403024.769188 nChanged 24 SP:Iteration 48Q (5495.808134 sec): 3 clusters Score: Raw -1404845.666371 + Penalty 1818.758040 = -1403026.908331 nChanged 26 SP:Iteration 49Q (5495.860794 sec): 3 clusters Score: Raw -1404848.032344 + Penalty 1818.758040 = -1403029.274305 nChanged 27 SP:Iteration 50Q (5495.922980 sec): 3 clusters Score: Raw -1404849.599799 + Penalty 1818.758040 = -1403030.841759 nChanged 22 SP:Iteration 51Q (5495.982353 sec): 3 clusters Score: Raw -1404850.985409 + Penalty 1818.758040 = -1403032.227369 nChanged 22 SP:Iteration 52Q (5496.048790 sec): 3 clusters Score: Raw -1404852.623447 + Penalty 1818.758040 = -1403033.865407 nChanged 17 SP:Iteration 53Q (5496.107491 sec): 3 clusters Score: Raw -1404853.801686 + Penalty 1818.758040 = -1403035.043647 nChanged 16 SP:Iteration 54Q (5496.170497 sec): 3 clusters Score: Raw -1404854.783715 + Penalty 1818.758040 = -1403036.025675 nChanged 17 SP:Iteration 55Q (5496.236527 sec): 3 clusters Score: Raw -1404856.161432 + Penalty 1818.758040 = -1403037.403393 nChanged 18 SP:Iteration 56Q (5496.291093 sec): 3 clusters Score: Raw -1404857.629900 + Penalty 1818.758040 = -1403038.871861 nChanged 20 SP:Iteration 57Q (5496.342583 sec): 3 clusters Score: Raw -1404859.024500 + Penalty 1818.758040 = -1403040.266460 nChanged 14 SP:Iteration 58Q (5496.404684 sec): 3 clusters Score: Raw -1404859.924641 + Penalty 1818.758040 = -1403041.166601 nChanged 13 SP:Iteration 59Q (5496.475624 sec): 3 clusters Score: Raw -1404860.710139 + Penalty 1818.758040 = -1403041.952099 nChanged 10 SP:Iteration 60F (5496.532536 sec): 3 clusters Score: Raw -1404861.292808 + Penalty 1818.758040 = -1403042.534768 nChanged 11 SP:Iteration 61Q (5496.595726 sec): 3 clusters Score: Raw -1404862.013260 + Penalty 1818.758040 = -1403043.255221 nChanged 13 SP:Iteration 62Q (5496.661097 sec): 3 clusters Score: Raw -1404862.943370 + Penalty 1818.758040 = -1403044.185331 nChanged 14 SP:Iteration 63Q (5496.731114 sec): 3 clusters Score: Raw -1404864.094997 + Penalty 1818.758040 = -1403045.336958 nChanged 16 SP:Iteration 64Q (5496.784641 sec): 3 clusters Score: Raw -1404865.736171 + Penalty 1818.758040 = -1403046.978131 nChanged 20 SP:Iteration 65Q (5496.844337 sec): 3 clusters Score: Raw -1404868.772918 + Penalty 1818.758040 = -1403050.014878 nChanged 25 SP:Iteration 66Q (5496.894697 sec): 3 clusters Score: Raw -1404871.903737 + Penalty 1818.758040 = -1403053.145697 nChanged 24 SP:Iteration 67Q (5496.956366 sec): 3 clusters Score: Raw -1404874.829660 + Penalty 1818.758040 = -1403056.071620 nChanged 24 SP:Iteration 68Q (5497.021805 sec): 3 clusters Score: Raw -1404877.568749 + Penalty 1818.758040 = -1403058.810710 nChanged 27 SP:Iteration 69Q (5497.083701 sec): 3 clusters Score: Raw -1404881.395377 + Penalty 1818.758040 = -1403062.637337 nChanged 30 SP:Iteration 70Q (5497.146422 sec): 3 clusters Score: Raw -1404887.238130 + Penalty 1818.758040 = -1403068.480090 nChanged 40 SP:Iteration 71Q (5497.214105 sec): 3 clusters Score: Raw -1404893.557139 + Penalty 1818.758040 = -1403074.799099 nChanged 48 SP:Iteration 72Q (5497.263844 sec): 3 clusters Score: Raw -1404901.968826 + Penalty 1818.758040 = -1403083.210787 nChanged 51 SP:Iteration 73Q (5497.326434 sec): 3 clusters Score: Raw -1404912.584391 + Penalty 1818.758040 = -1403093.826352 nChanged 54 SP:Iteration 74Q (5497.386449 sec): 3 clusters Score: Raw -1404924.675845 + Penalty 1818.758040 = -1403105.917805 nChanged 54 SP:Iteration 75Q (5497.451046 sec): 3 clusters Score: Raw -1404937.647842 + Penalty 1818.758040 = -1403118.889802 nChanged 72 SP:Iteration 76Q (5497.518608 sec): 3 clusters Score: Raw -1404953.678612 + Penalty 1818.758040 = -1403134.920573 nChanged 64 SP:Iteration 77Q (5497.579517 sec): 3 clusters Score: Raw -1404967.375348 + Penalty 1818.758040 = -1403148.617309 nChanged 66 SP:Iteration 78Q (5497.638744 sec): 3 clusters Score: Raw -1404982.092984 + Penalty 1818.758040 = -1403163.334945 nChanged 79 SP:Iteration 79Q (5497.696167 sec): 3 clusters Score: Raw -1405003.773842 + Penalty 1818.758040 = -1403185.015802 nChanged 91 SP:Iteration 80F (5497.745428 sec): 3 clusters Score: Raw -1405028.855900 + Penalty 1818.758040 = -1403210.097860 nChanged 80 SP:Iteration 81Q (5497.811318 sec): 3 clusters Score: Raw -1405051.039700 + Penalty 1818.758040 = -1403232.281661 nChanged 90 SP:Iteration 82Q (5497.872431 sec): 3 clusters Score: Raw -1405077.402500 + Penalty 1818.758040 = -1403258.644460 nChanged 98 SP:Iteration 83Q (5497.935361 sec): 3 clusters Score: Raw -1405105.540810 + Penalty 1818.758040 = -1403286.782771 nChanged 87 SP:Iteration 84Q (5497.994729 sec): 3 clusters Score: Raw -1405127.386922 + Penalty 1818.758040 = -1403308.628882 nChanged 74 SP:Iteration 85Q (5498.052661 sec): 3 clusters Score: Raw -1405143.556670 + Penalty 1818.758040 = -1403324.798630 nChanged 67 SP:Iteration 86Q (5498.121021 sec): 3 clusters Score: Raw -1405155.017165 + Penalty 1818.758040 = -1403336.259125 nChanged 65 SP:Iteration 87Q (5498.173519 sec): 3 clusters Score: Raw -1405165.889431 + Penalty 1818.758040 = -1403347.131392 nChanged 69 SP:Iteration 88Q (5498.242758 sec): 3 clusters Score: Raw -1405177.823261 + Penalty 1818.758040 = -1403359.065221 nChanged 65 SP:Iteration 89Q (5498.290639 sec): 3 clusters Score: Raw -1405187.624890 + Penalty 1818.758040 = -1403368.866850 nChanged 56 SP:Iteration 90Q (5498.346761 sec): 3 clusters Score: Raw -1405195.909129 + Penalty 1818.758040 = -1403377.151089 nChanged 45 SP:Iteration 91Q (5498.410848 sec): 3 clusters Score: Raw -1405201.245902 + Penalty 1818.758040 = -1403382.487862 nChanged 37 SP:Iteration 92Q (5498.475487 sec): 3 clusters Score: Raw -1405205.208783 + Penalty 1818.758040 = -1403386.450744 nChanged 30 SP:Iteration 93Q (5498.531262 sec): 3 clusters Score: Raw -1405208.745990 + Penalty 1818.758040 = -1403389.987950 nChanged 33 SP:Iteration 94Q (5498.587766 sec): 3 clusters Score: Raw -1405212.240147 + Penalty 1818.758040 = -1403393.482107 nChanged 28 SP:Iteration 95Q (5498.655373 sec): 3 clusters Score: Raw -1405215.476852 + Penalty 1818.758040 = -1403396.718813 nChanged 22 SP:Iteration 96Q (5498.707793 sec): 3 clusters Score: Raw -1405218.825430 + Penalty 1818.758040 = -1403400.067390 nChanged 24 SP:Iteration 97Q (5498.765277 sec): 3 clusters Score: Raw -1405221.529395 + Penalty 1818.758040 = -1403402.771356 nChanged 21 SP:Iteration 98Q (5498.831784 sec): 3 clusters Score: Raw -1405223.450038 + Penalty 1818.758040 = -1403404.691998 nChanged 16 SP:Iteration 99Q (5498.891770 sec): 3 clusters Score: Raw -1405224.710839 + Penalty 1818.758040 = -1403405.952799 nChanged 16 SP:Iteration 100F (5498.946137 sec): 3 clusters Score: Raw -1405226.149657 + Penalty 1818.758040 = -1403407.391618 nChanged 14 SP:Iteration 101Q (5499.017119 sec): 3 clusters Score: Raw -1405227.075227 + Penalty 1818.758040 = -1403408.317187 nChanged 14 SP:Iteration 102Q (5499.069415 sec): 3 clusters Score: Raw -1405228.200736 + Penalty 1818.758040 = -1403409.442697 nChanged 17 SP:Iteration 103Q (5499.122654 sec): 3 clusters Score: Raw -1405229.299663 + Penalty 1818.758040 = -1403410.541624 nChanged 15 SP:Iteration 104Q (5499.191661 sec): 3 clusters Score: Raw -1405229.913638 + Penalty 1818.758040 = -1403411.155598 nChanged 9 SP:Iteration 105Q (5499.252325 sec): 3 clusters Score: Raw -1405230.330467 + Penalty 1818.758040 = -1403411.572428 nChanged 4 SP:Iteration 106Q (5499.298098 sec): 3 clusters Score: Raw -1405230.477529 + Penalty 1818.758040 = -1403411.719489 nChanged 3 SP:Iteration 107Q (5499.365423 sec): 3 clusters Score: Raw -1405230.680542 + Penalty 1818.758040 = -1403411.922503 nChanged 4 SP:Iteration 108Q (5499.429018 sec): 3 clusters Score: Raw -1405230.952313 + Penalty 1818.758040 = -1403412.194273 nChanged 2 SP:Iteration 109Q (5499.484967 sec): 3 clusters Score: Raw -1405231.133422 + Penalty 1818.758040 = -1403412.375382 nChanged 4 SP:Iteration 110Q (5499.550971 sec): 3 clusters Score: Raw -1405231.252152 + Penalty 1818.758040 = -1403412.494113 nChanged 1 SP:Iteration 111Q (5499.610915 sec): 3 clusters Score: Raw -1405231.401296 + Penalty 1818.758040 = -1403412.643257 nChanged 3 SP:Iteration 112Q (5499.668080 sec): 3 clusters Score: Raw -1405231.598330 + Penalty 1818.758040 = -1403412.840291 nChanged 4 SP:Iteration 113Q (5499.728195 sec): 3 clusters Score: Raw -1405232.023200 + Penalty 1818.758040 = -1403413.265161 nChanged 8 SP:Iteration 114Q (5499.780101 sec): 3 clusters Score: Raw -1405232.846605 + Penalty 1818.758040 = -1403414.088565 nChanged 7 SP:Iteration 115Q (5499.844150 sec): 3 clusters Score: Raw -1405233.261095 + Penalty 1818.758040 = -1403414.503055 nChanged 14 SP:Iteration 116Q (5499.915479 sec): 3 clusters Score: Raw -1405234.053751 + Penalty 1818.758040 = -1403415.295712 nChanged 7 SP:Iteration 117Q (5499.969189 sec): 3 clusters Score: Raw -1405234.642592 + Penalty 1818.758040 = -1403415.884552 nChanged 9 SP:Iteration 118Q (5500.025724 sec): 3 clusters Score: Raw -1405235.516397 + Penalty 1818.758040 = -1403416.758357 nChanged 11 SP:Iteration 119Q (5500.082786 sec): 3 clusters Score: Raw -1405236.481178 + Penalty 1818.758040 = -1403417.723139 nChanged 10 SP:Iteration 120F (5500.141127 sec): 3 clusters Score: Raw -1405237.506727 + Penalty 1818.758040 = -1403418.748688 nChanged 14 SP:Iteration 121Q (5500.198348 sec): 3 clusters Score: Raw -1405238.898757 + Penalty 1818.758040 = -1403420.140717 nChanged 12 SP:Iteration 122Q (5500.257636 sec): 3 clusters Score: Raw -1405239.546300 + Penalty 1818.758040 = -1403420.788260 nChanged 10 SP:Iteration 123Q (5500.329552 sec): 3 clusters Score: Raw -1405240.255835 + Penalty 1818.758040 = -1403421.497796 nChanged 8 SP:Iteration 124Q (5500.381047 sec): 3 clusters Score: Raw -1405240.818192 + Penalty 1818.758040 = -1403422.060152 nChanged 9 SP:Iteration 125Q (5500.439283 sec): 3 clusters Score: Raw -1405241.357638 + Penalty 1818.758040 = -1403422.599599 nChanged 7 SP:Iteration 126Q (5500.503091 sec): 3 clusters Score: Raw -1405241.857805 + Penalty 1818.758040 = -1403423.099765 nChanged 3 SP:Iteration 127Q (5500.561185 sec): 3 clusters Score: Raw -1405242.154199 + Penalty 1818.758040 = -1403423.396159 nChanged 2 SP:Iteration 128Q (5500.625805 sec): 3 clusters Score: Raw -1405242.233925 + Penalty 1818.758040 = -1403423.475886 nChanged 2 SP:Iteration 129Q (5500.678188 sec): 3 clusters Score: Raw -1405242.333094 + Penalty 1818.758040 = -1403423.575054 nChanged 3 SP:Iteration 130Q (5500.741880 sec): 3 clusters Score: Raw -1405242.514919 + Penalty 1818.758040 = -1403423.756880 nChanged 2 SP:Iteration 131Q (5500.790139 sec): 3 clusters Score: Raw -1405242.909031 + Penalty 1818.758040 = -1403424.150991 nChanged 2 SP:Iteration 132Q (5500.843994 sec): 3 clusters Score: Raw -1405243.019197 + Penalty 1818.758040 = -1403424.261158 nChanged 2 SP:Iteration 133Q (5500.915532 sec): 3 clusters Score: Raw -1405243.068648 + Penalty 1818.758040 = -1403424.310609 nChanged 2 SP:Iteration 134Q (5500.962539 sec): 3 clusters Score: Raw -1405243.152608 + Penalty 1818.758040 = -1403424.394568 nChanged 1 SP:Iteration 135Q (5501.031955 sec): 3 clusters Score: Raw -1405243.182772 + Penalty 1818.758040 = -1403424.424733 nChanged 0 SP:Iteration 136F (5501.084126 sec): 3 clusters Score: Raw -1405243.182772 + Penalty 1818.758040 = -1403424.424733 nChanged 0 Trying to split cluster 26 (3654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5501.114658 sec): 2 clusters Score: Raw -349272.442208 + Penalty 779.339885 = -348493.102323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5501.153763 sec): 3 clusters Score: Raw -347291.437632 + Penalty 1558.679770 = -345732.757862 nChanged 1514 SP:Iteration 1F (5501.196512 sec): 3 clusters Score: Raw -348100.868516 + Penalty 1558.679770 = -346542.188746 nChanged 250 SP:Iteration 2F (5501.242121 sec): 3 clusters Score: Raw -348220.309613 + Penalty 1558.679770 = -346661.629843 nChanged 197 SP:Iteration 3F (5501.286767 sec): 3 clusters Score: Raw -348304.190689 + Penalty 1558.679770 = -346745.510919 nChanged 157 SP:Iteration 4Q (5501.329760 sec): 3 clusters Score: Raw -348380.021408 + Penalty 1558.679770 = -346821.341638 nChanged 146 SP:Iteration 5Q (5501.377277 sec): 3 clusters Score: Raw -348465.066623 + Penalty 1558.679770 = -346906.386853 nChanged 152 SP:Iteration 6Q (5501.433751 sec): 3 clusters Score: Raw -348545.795149 + Penalty 1558.679770 = -346987.115379 nChanged 126 SP:Iteration 7Q (5501.485466 sec): 3 clusters Score: Raw -348611.045222 + Penalty 1558.679770 = -347052.365452 nChanged 133 SP:Iteration 8Q (5501.521323 sec): 3 clusters Score: Raw -348688.395958 + Penalty 1558.679770 = -347129.716188 nChanged 117 SP:Iteration 9Q (5501.565717 sec): 3 clusters Score: Raw -348768.441774 + Penalty 1558.679770 = -347209.762004 nChanged 112 SP:Iteration 10Q (5501.605692 sec): 3 clusters Score: Raw -348851.362112 + Penalty 1558.679770 = -347292.682342 nChanged 121 SP:Iteration 11Q (5501.653315 sec): 3 clusters Score: Raw -348932.414238 + Penalty 1558.679770 = -347373.734468 nChanged 97 SP:Iteration 12Q (5501.700522 sec): 3 clusters Score: Raw -348983.718915 + Penalty 1558.679770 = -347425.039145 nChanged 78 SP:Iteration 13Q (5501.751088 sec): 3 clusters Score: Raw -349029.676968 + Penalty 1558.679770 = -347470.997198 nChanged 67 SP:Iteration 14Q (5501.796118 sec): 3 clusters Score: Raw -349077.960010 + Penalty 1558.679770 = -347519.280240 nChanged 60 SP:Iteration 15Q (5501.840632 sec): 3 clusters Score: Raw -349117.970648 + Penalty 1558.679770 = -347559.290878 nChanged 53 SP:Iteration 16Q (5501.893572 sec): 3 clusters Score: Raw -349150.456637 + Penalty 1558.679770 = -347591.776867 nChanged 41 SP:Iteration 17Q (5501.941075 sec): 3 clusters Score: Raw -349167.539414 + Penalty 1558.679770 = -347608.859644 nChanged 27 SP:Iteration 18Q (5501.988634 sec): 3 clusters Score: Raw -349178.180079 + Penalty 1558.679770 = -347619.500309 nChanged 28 SP:Iteration 19Q (5502.028735 sec): 3 clusters Score: Raw -349190.461726 + Penalty 1558.679770 = -347631.781956 nChanged 25 SP:Iteration 20F (5502.073239 sec): 3 clusters Score: Raw -349200.776329 + Penalty 1558.679770 = -347642.096559 nChanged 25 SP:Iteration 21Q (5502.117916 sec): 3 clusters Score: Raw -349211.854080 + Penalty 1558.679770 = -347653.174310 nChanged 23 SP:Iteration 22Q (5502.150877 sec): 3 clusters Score: Raw -349221.613334 + Penalty 1558.679770 = -347662.933564 nChanged 27 SP:Iteration 23Q (5502.208137 sec): 3 clusters Score: Raw -349235.869420 + Penalty 1558.679770 = -347677.189650 nChanged 24 SP:Iteration 24Q (5502.246181 sec): 3 clusters Score: Raw -349247.437715 + Penalty 1558.679770 = -347688.757945 nChanged 30 SP:Iteration 25Q (5502.301336 sec): 3 clusters Score: Raw -349260.732402 + Penalty 1558.679770 = -347702.052632 nChanged 22 SP:Iteration 26Q (5502.338743 sec): 3 clusters Score: Raw -349275.343112 + Penalty 1558.679770 = -347716.663342 nChanged 33 SP:Iteration 27Q (5502.381617 sec): 3 clusters Score: Raw -349292.592258 + Penalty 1558.679770 = -347733.912488 nChanged 25 SP:Iteration 28Q (5502.427335 sec): 3 clusters Score: Raw -349307.526550 + Penalty 1558.679770 = -347748.846780 nChanged 23 SP:Iteration 29Q (5502.472083 sec): 3 clusters Score: Raw -349322.413695 + Penalty 1558.679770 = -347763.733925 nChanged 16 SP:Iteration 30Q (5502.516811 sec): 3 clusters Score: Raw -349332.377347 + Penalty 1558.679770 = -347773.697577 nChanged 19 SP:Iteration 31Q (5502.561790 sec): 3 clusters Score: Raw -349345.236497 + Penalty 1558.679770 = -347786.556727 nChanged 13 SP:Iteration 32Q (5502.606888 sec): 3 clusters Score: Raw -349353.110131 + Penalty 1558.679770 = -347794.430361 nChanged 10 SP:Iteration 33Q (5502.651854 sec): 3 clusters Score: Raw -349358.511062 + Penalty 1558.679770 = -347799.831292 nChanged 8 SP:Iteration 34Q (5502.690596 sec): 3 clusters Score: Raw -349363.310176 + Penalty 1558.679770 = -347804.630406 nChanged 8 SP:Iteration 35Q (5502.734523 sec): 3 clusters Score: Raw -349370.371538 + Penalty 1558.679770 = -347811.691768 nChanged 11 SP:Iteration 36Q (5502.781811 sec): 3 clusters Score: Raw -349377.747430 + Penalty 1558.679770 = -347819.067660 nChanged 9 SP:Iteration 37Q (5502.828041 sec): 3 clusters Score: Raw -349384.410018 + Penalty 1558.679770 = -347825.730248 nChanged 11 SP:Iteration 38Q (5502.874788 sec): 3 clusters Score: Raw -349390.691869 + Penalty 1558.679770 = -347832.012099 nChanged 9 SP:Iteration 39Q (5502.918353 sec): 3 clusters Score: Raw -349398.753736 + Penalty 1558.679770 = -347840.073966 nChanged 10 SP:Iteration 40F (5502.970733 sec): 3 clusters Score: Raw -349406.137432 + Penalty 1558.679770 = -347847.457661 nChanged 7 SP:Iteration 41Q (5503.008392 sec): 3 clusters Score: Raw -349410.701447 + Penalty 1558.679770 = -347852.021677 nChanged 6 SP:Iteration 42Q (5503.051362 sec): 3 clusters Score: Raw -349414.842735 + Penalty 1558.679770 = -347856.162965 nChanged 9 SP:Iteration 43Q (5503.105304 sec): 3 clusters Score: Raw -349418.860999 + Penalty 1558.679770 = -347860.181229 nChanged 5 SP:Iteration 44Q (5503.143434 sec): 3 clusters Score: Raw -349420.596991 + Penalty 1558.679770 = -347861.917221 nChanged 2 SP:Iteration 45Q (5503.179245 sec): 3 clusters Score: Raw -349421.187716 + Penalty 1558.679770 = -347862.507946 nChanged 3 SP:Iteration 46Q (5503.221359 sec): 3 clusters Score: Raw -349422.094903 + Penalty 1558.679770 = -347863.415133 nChanged 2 SP:Iteration 47Q (5503.266911 sec): 3 clusters Score: Raw -349423.738294 + Penalty 1558.679770 = -347865.058524 nChanged 2 SP:Iteration 48Q (5503.312141 sec): 3 clusters Score: Raw -349424.958436 + Penalty 1558.679770 = -347866.278666 nChanged 2 SP:Iteration 49Q (5503.357076 sec): 3 clusters Score: Raw -349425.819071 + Penalty 1558.679770 = -347867.139301 nChanged 1 SP:Iteration 50Q (5503.409885 sec): 3 clusters Score: Raw -349425.990982 + Penalty 1558.679770 = -347867.311212 nChanged 0 SP:Iteration 51F (5503.450436 sec): 3 clusters Score: Raw -349425.990982 + Penalty 1558.679770 = -347867.311212 nChanged 0 Trying to split cluster 27 (94417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5503.570096 sec): 2 clusters Score: Raw -9285357.375762 + Penalty 1088.270260 = -9284269.105502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5503.722975 sec): 3 clusters Score: Raw -9222892.488936 + Penalty 2176.540520 = -9220715.948417 nChanged 45573 SP:Iteration 1F (5503.878065 sec): 3 clusters Score: Raw -9251338.135456 + Penalty 2176.540520 = -9249161.594936 nChanged 4219 SP:Iteration 2Q (5504.043183 sec): 3 clusters Score: Raw -9253235.605628 + Penalty 2176.540520 = -9251059.065108 nChanged 4850 SP:Iteration 3F (5504.178839 sec): 3 clusters Score: Raw -9256053.641474 + Penalty 2176.540520 = -9253877.100954 nChanged 5598 SP:Iteration 4F (5504.332584 sec): 3 clusters Score: Raw -9260006.205446 + Penalty 2176.540520 = -9257829.664926 nChanged 6087 SP:Iteration 5F (5504.473757 sec): 3 clusters Score: Raw -9264545.544542 + Penalty 2176.540520 = -9262369.004022 nChanged 5779 SP:Iteration 6F (5504.638070 sec): 3 clusters Score: Raw -9268377.118248 + Penalty 2176.540520 = -9266200.577728 nChanged 4848 SP:Iteration 7F (5504.791488 sec): 3 clusters Score: Raw -9270973.435910 + Penalty 2176.540520 = -9268796.895391 nChanged 3531 SP:Iteration 8Q (5504.943566 sec): 3 clusters Score: Raw -9272346.031939 + Penalty 2176.540520 = -9270169.491419 nChanged 2447 SP:Iteration 9Q (5505.100289 sec): 3 clusters Score: Raw -9273100.112244 + Penalty 2176.540520 = -9270923.571724 nChanged 1803 SP:Iteration 10Q (5505.269549 sec): 3 clusters Score: Raw -9273607.492077 + Penalty 2176.540520 = -9271430.951558 nChanged 1545 SP:Iteration 11Q (5505.427877 sec): 3 clusters Score: Raw -9274052.893723 + Penalty 2176.540520 = -9271876.353203 nChanged 1573 SP:Iteration 12Q (5505.586852 sec): 3 clusters Score: Raw -9274525.423774 + Penalty 2176.540520 = -9272348.883255 nChanged 1626 SP:Iteration 13Q (5505.752695 sec): 3 clusters Score: Raw -9275063.588304 + Penalty 2176.540520 = -9272887.047784 nChanged 1703 SP:Iteration 14Q (5505.917691 sec): 3 clusters Score: Raw -9275643.859257 + Penalty 2176.540520 = -9273467.318737 nChanged 1755 SP:Iteration 15Q (5506.070863 sec): 3 clusters Score: Raw -9276280.213206 + Penalty 2176.540520 = -9274103.672686 nChanged 1812 SP:Iteration 16Q (5506.225494 sec): 3 clusters Score: Raw -9276975.823876 + Penalty 2176.540520 = -9274799.283356 nChanged 1795 SP:Iteration 17Q (5506.390950 sec): 3 clusters Score: Raw -9277712.226841 + Penalty 2176.540520 = -9275535.686321 nChanged 1829 SP:Iteration 18Q (5506.549582 sec): 3 clusters Score: Raw -9278499.294116 + Penalty 2176.540520 = -9276322.753596 nChanged 1800 SP:Iteration 19Q (5506.695289 sec): 3 clusters Score: Raw -9279324.001412 + Penalty 2176.540520 = -9277147.460892 nChanged 1750 SP:Iteration 20F (5506.849068 sec): 3 clusters Score: Raw -9280150.287027 + Penalty 2176.540520 = -9277973.746507 nChanged 1642 SP:Iteration 21Q (5506.996577 sec): 3 clusters Score: Raw -9280934.668857 + Penalty 2176.540520 = -9278758.128337 nChanged 1541 SP:Iteration 22Q (5507.143656 sec): 3 clusters Score: Raw -9281699.585842 + Penalty 2176.540520 = -9279523.045322 nChanged 1436 SP:Iteration 23Q (5507.276139 sec): 3 clusters Score: Raw -9282452.004479 + Penalty 2176.540520 = -9280275.463959 nChanged 1321 SP:Iteration 24Q (5507.400743 sec): 3 clusters Score: Raw -9283183.431440 + Penalty 2176.540520 = -9281006.890920 nChanged 1113 SP:Iteration 25Q (5507.546901 sec): 3 clusters Score: Raw -9283784.288298 + Penalty 2176.540520 = -9281607.747778 nChanged 877 SP:Iteration 26Q (5507.677274 sec): 3 clusters Score: Raw -9284263.111273 + Penalty 2176.540520 = -9282086.570753 nChanged 724 SP:Iteration 27Q (5507.831406 sec): 3 clusters Score: Raw -9284656.988881 + Penalty 2176.540520 = -9282480.448361 nChanged 564 SP:Iteration 28Q (5507.970610 sec): 3 clusters Score: Raw -9284966.283193 + Penalty 2176.540520 = -9282789.742673 nChanged 419 SP:Iteration 29Q (5508.115341 sec): 3 clusters Score: Raw -9285179.216955 + Penalty 2176.540520 = -9283002.676435 nChanged 289 SP:Iteration 30Q (5508.254655 sec): 3 clusters Score: Raw -9285310.696717 + Penalty 2176.540520 = -9283134.156197 nChanged 226 SP:Iteration 31Q (5508.390389 sec): 3 clusters Score: Raw -9285416.808214 + Penalty 2176.540520 = -9283240.267694 nChanged 181 SP:Iteration 32Q (5508.520141 sec): 3 clusters Score: Raw -9285496.551402 + Penalty 2176.540520 = -9283320.010882 nChanged 134 SP:Iteration 33Q (5508.655865 sec): 3 clusters Score: Raw -9285548.472080 + Penalty 2176.540520 = -9283371.931560 nChanged 99 SP:Iteration 34Q (5508.790522 sec): 3 clusters Score: Raw -9285584.081170 + Penalty 2176.540520 = -9283407.540650 nChanged 88 SP:Iteration 35Q (5508.934607 sec): 3 clusters Score: Raw -9285617.858169 + Penalty 2176.540520 = -9283441.317649 nChanged 78 SP:Iteration 36Q (5509.063025 sec): 3 clusters Score: Raw -9285647.828416 + Penalty 2176.540520 = -9283471.287896 nChanged 60 SP:Iteration 37Q (5509.203088 sec): 3 clusters Score: Raw -9285668.335259 + Penalty 2176.540520 = -9283491.794739 nChanged 52 SP:Iteration 38Q (5509.332140 sec): 3 clusters Score: Raw -9285688.003993 + Penalty 2176.540520 = -9283511.463473 nChanged 64 SP:Iteration 39Q (5509.462740 sec): 3 clusters Score: Raw -9285707.273385 + Penalty 2176.540520 = -9283530.732865 nChanged 53 SP:Iteration 40F (5509.612662 sec): 3 clusters Score: Raw -9285724.821884 + Penalty 2176.540520 = -9283548.281365 nChanged 48 SP:Iteration 41Q (5509.713300 sec): 3 clusters Score: Raw -9285736.448119 + Penalty 2176.540520 = -9283559.907599 nChanged 29 SP:Iteration 42Q (5509.845207 sec): 3 clusters Score: Raw -9285744.424588 + Penalty 2176.540520 = -9283567.884068 nChanged 20 SP:Iteration 43Q (5509.985496 sec): 3 clusters Score: Raw -9285749.209448 + Penalty 2176.540520 = -9283572.668928 nChanged 20 SP:Iteration 44Q (5510.114237 sec): 3 clusters Score: Raw -9285753.882781 + Penalty 2176.540520 = -9283577.342261 nChanged 14 SP:Iteration 45Q (5510.241387 sec): 3 clusters Score: Raw -9285756.966330 + Penalty 2176.540520 = -9283580.425810 nChanged 12 SP:Iteration 46Q (5510.374228 sec): 3 clusters Score: Raw -9285759.353721 + Penalty 2176.540520 = -9283582.813201 nChanged 8 SP:Iteration 47Q (5510.495384 sec): 3 clusters Score: Raw -9285760.715679 + Penalty 2176.540520 = -9283584.175159 nChanged 4 SP:Iteration 48Q (5510.645340 sec): 3 clusters Score: Raw -9285761.556861 + Penalty 2176.540520 = -9283585.016341 nChanged 2 SP:Iteration 49Q (5510.778184 sec): 3 clusters Score: Raw -9285761.957247 + Penalty 2176.540520 = -9283585.416727 nChanged 4 SP:Iteration 50Q (5510.914177 sec): 3 clusters Score: Raw -9285762.420671 + Penalty 2176.540520 = -9283585.880151 nChanged 2 SP:Iteration 51Q (5511.040183 sec): 3 clusters Score: Raw -9285762.558961 + Penalty 2176.540520 = -9283586.018441 nChanged 0 SP:Iteration 52F (5511.185189 sec): 3 clusters Score: Raw -9285762.558961 + Penalty 2176.540520 = -9283586.018441 nChanged 0 Trying to split cluster 28 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5511.220595 sec): 2 clusters Score: Raw -126135.028729 + Penalty 690.811852 = -125444.216876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5511.265950 sec): 3 clusters Score: Raw -125492.149841 + Penalty 1381.623704 = -124110.526137 nChanged 533 SP:Iteration 1F (5511.303425 sec): 3 clusters Score: Raw -125843.140895 + Penalty 1381.623704 = -124461.517191 nChanged 122 SP:Iteration 2F (5511.346204 sec): 3 clusters Score: Raw -125944.931147 + Penalty 1381.623704 = -124563.307442 nChanged 65 SP:Iteration 3Q (5511.395588 sec): 3 clusters Score: Raw -125994.303753 + Penalty 1381.623704 = -124612.680049 nChanged 60 SP:Iteration 4Q (5511.433695 sec): 3 clusters Score: Raw -126050.220859 + Penalty 1381.623704 = -124668.597155 nChanged 48 SP:Iteration 5Q (5511.477335 sec): 3 clusters Score: Raw -126092.403519 + Penalty 1381.623704 = -124710.779815 nChanged 50 SP:Iteration 6Q (5511.520962 sec): 3 clusters Score: Raw -126129.016283 + Penalty 1381.623704 = -124747.392579 nChanged 36 SP:Iteration 7Q (5511.560216 sec): 3 clusters Score: Raw -126152.820582 + Penalty 1381.623704 = -124771.196878 nChanged 28 SP:Iteration 8Q (5511.605671 sec): 3 clusters Score: Raw -126169.152589 + Penalty 1381.623704 = -124787.528884 nChanged 23 SP:Iteration 9Q (5511.644550 sec): 3 clusters Score: Raw -126183.354928 + Penalty 1381.623704 = -124801.731224 nChanged 19 SP:Iteration 10Q (5511.687011 sec): 3 clusters Score: Raw -126196.999230 + Penalty 1381.623704 = -124815.375526 nChanged 19 SP:Iteration 11Q (5511.729981 sec): 3 clusters Score: Raw -126210.761371 + Penalty 1381.623704 = -124829.137667 nChanged 16 SP:Iteration 12Q (5511.777382 sec): 3 clusters Score: Raw -126223.539412 + Penalty 1381.623704 = -124841.915708 nChanged 12 SP:Iteration 13Q (5511.829508 sec): 3 clusters Score: Raw -126234.287261 + Penalty 1381.623704 = -124852.663557 nChanged 10 SP:Iteration 14Q (5511.870471 sec): 3 clusters Score: Raw -126242.189541 + Penalty 1381.623704 = -124860.565837 nChanged 13 SP:Iteration 15Q (5511.924458 sec): 3 clusters Score: Raw -126260.802208 + Penalty 1381.623704 = -124879.178504 nChanged 23 SP:Iteration 16Q (5511.971012 sec): 3 clusters Score: Raw -126290.647864 + Penalty 1381.623704 = -124909.024160 nChanged 18 SP:Iteration 17Q (5512.016620 sec): 3 clusters Score: Raw -126308.612028 + Penalty 1381.623704 = -124926.988324 nChanged 11 SP:Iteration 18Q (5512.063115 sec): 3 clusters Score: Raw -126318.365867 + Penalty 1381.623704 = -124936.742162 nChanged 10 SP:Iteration 19Q (5512.102633 sec): 3 clusters Score: Raw -126329.286902 + Penalty 1381.623704 = -124947.663197 nChanged 7 SP:Iteration 20F (5512.146889 sec): 3 clusters Score: Raw -126336.809348 + Penalty 1381.623704 = -124955.185644 nChanged 7 SP:Iteration 21Q (5512.192527 sec): 3 clusters Score: Raw -126341.896168 + Penalty 1381.623704 = -124960.272464 nChanged 4 SP:Iteration 22Q (5512.232529 sec): 3 clusters Score: Raw -126344.420313 + Penalty 1381.623704 = -124962.796608 nChanged 2 SP:Iteration 23Q (5512.273333 sec): 3 clusters Score: Raw -126346.411221 + Penalty 1381.623704 = -124964.787517 nChanged 2 SP:Iteration 24Q (5512.310966 sec): 3 clusters Score: Raw -126347.568197 + Penalty 1381.623704 = -124965.944492 nChanged 1 SP:Iteration 25Q (5512.355970 sec): 3 clusters Score: Raw -126347.958498 + Penalty 1381.623704 = -124966.334794 nChanged 1 SP:Iteration 26Q (5512.401404 sec): 3 clusters Score: Raw -126348.305929 + Penalty 1381.623704 = -124966.682225 nChanged 1 SP:Iteration 27Q (5512.440507 sec): 3 clusters Score: Raw -126348.750480 + Penalty 1381.623704 = -124967.126776 nChanged 1 SP:Iteration 28Q (5512.483406 sec): 3 clusters Score: Raw -126349.153358 + Penalty 1381.623704 = -124967.529654 nChanged 2 SP:Iteration 29Q (5512.525511 sec): 3 clusters Score: Raw -126350.471717 + Penalty 1381.623704 = -124968.848013 nChanged 3 SP:Iteration 30Q (5512.567619 sec): 3 clusters Score: Raw -126353.149544 + Penalty 1381.623704 = -124971.525840 nChanged 1 SP:Iteration 31Q (5512.610724 sec): 3 clusters Score: Raw -126355.651443 + Penalty 1381.623704 = -124974.027738 nChanged 3 SP:Iteration 32Q (5512.654858 sec): 3 clusters Score: Raw -126357.723901 + Penalty 1381.623704 = -124976.100197 nChanged 1 SP:Iteration 33Q (5512.708118 sec): 3 clusters Score: Raw -126357.998089 + Penalty 1381.623704 = -124976.374384 nChanged 0 SP:Iteration 34F (5512.741571 sec): 3 clusters Score: Raw -126357.998089 + Penalty 1381.623704 = -124976.374384 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5512.762695 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5512.804895 sec): 3 clusters Score: Raw -7869.758800 + Penalty 992.891868 = -6876.866932 nChanged 46 SP:Iteration 1F (5512.842684 sec): 3 clusters Score: Raw -8048.177034 + Penalty 992.891868 = -7055.285166 nChanged 9 SP:Iteration 2Q (5512.885312 sec): 3 clusters Score: Raw -8126.345096 + Penalty 992.891868 = -7133.453228 nChanged 3 SP:Iteration 3Q (5512.933488 sec): 3 clusters Score: Raw -8159.150383 + Penalty 992.891868 = -7166.258515 nChanged 2 SP:Iteration 4Q (5512.973304 sec): 3 clusters Score: Raw -8187.980317 + Penalty 992.891868 = -7195.088449 nChanged 1 SP:Iteration 5Q (5513.012790 sec): 3 clusters Score: Raw -8190.429941 + Penalty 992.891868 = -7197.538073 nChanged 0 SP:Iteration 6F (5513.066275 sec): 3 clusters Score: Raw -8190.429941 + Penalty 992.891868 = -7197.538073 nChanged 0 Trying to split cluster 30 (8048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5513.091300 sec): 2 clusters Score: Raw -746563.019563 + Penalty 854.351995 = -745708.667568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5513.149831 sec): 3 clusters Score: Raw -741860.141976 + Penalty 1708.703990 = -740151.437987 nChanged 3527 SP:Iteration 1F (5513.193309 sec): 3 clusters Score: Raw -743819.549203 + Penalty 1708.703990 = -742110.845214 nChanged 554 SP:Iteration 2F (5513.244626 sec): 3 clusters Score: Raw -744149.777235 + Penalty 1708.703990 = -742441.073246 nChanged 573 SP:Iteration 3F (5513.288179 sec): 3 clusters Score: Raw -744491.710213 + Penalty 1708.703990 = -742783.006224 nChanged 507 SP:Iteration 4F (5513.339160 sec): 3 clusters Score: Raw -744813.754206 + Penalty 1708.703990 = -743105.050216 nChanged 457 SP:Iteration 5F (5513.394851 sec): 3 clusters Score: Raw -745105.604138 + Penalty 1708.703990 = -743396.900149 nChanged 400 SP:Iteration 6Q (5513.456159 sec): 3 clusters Score: Raw -745376.189517 + Penalty 1708.703990 = -743667.485527 nChanged 356 SP:Iteration 7Q (5513.502070 sec): 3 clusters Score: Raw -745620.659789 + Penalty 1708.703990 = -743911.955800 nChanged 285 SP:Iteration 8Q (5513.558961 sec): 3 clusters Score: Raw -745795.453566 + Penalty 1708.703990 = -744086.749576 nChanged 210 SP:Iteration 9Q (5513.607294 sec): 3 clusters Score: Raw -745909.445440 + Penalty 1708.703990 = -744200.741451 nChanged 170 SP:Iteration 10Q (5513.660924 sec): 3 clusters Score: Raw -745994.477747 + Penalty 1708.703990 = -744285.773758 nChanged 142 SP:Iteration 11Q (5513.713388 sec): 3 clusters Score: Raw -746063.733182 + Penalty 1708.703990 = -744355.029193 nChanged 136 SP:Iteration 12Q (5513.774226 sec): 3 clusters Score: Raw -746139.209483 + Penalty 1708.703990 = -744430.505493 nChanged 128 SP:Iteration 13Q (5513.826551 sec): 3 clusters Score: Raw -746207.034103 + Penalty 1708.703990 = -744498.330113 nChanged 116 SP:Iteration 14Q (5513.868758 sec): 3 clusters Score: Raw -746265.542367 + Penalty 1708.703990 = -744556.838377 nChanged 115 SP:Iteration 15Q (5513.931193 sec): 3 clusters Score: Raw -746331.045428 + Penalty 1708.703990 = -744622.341438 nChanged 92 SP:Iteration 16Q (5513.978517 sec): 3 clusters Score: Raw -746383.717170 + Penalty 1708.703990 = -744675.013181 nChanged 85 SP:Iteration 17Q (5514.029941 sec): 3 clusters Score: Raw -746429.906132 + Penalty 1708.703990 = -744721.202143 nChanged 75 SP:Iteration 18Q (5514.085864 sec): 3 clusters Score: Raw -746471.939902 + Penalty 1708.703990 = -744763.235912 nChanged 65 SP:Iteration 19Q (5514.141009 sec): 3 clusters Score: Raw -746506.487131 + Penalty 1708.703990 = -744797.783142 nChanged 58 SP:Iteration 20F (5514.188752 sec): 3 clusters Score: Raw -746544.232699 + Penalty 1708.703990 = -744835.528709 nChanged 50 SP:Iteration 21Q (5514.236973 sec): 3 clusters Score: Raw -746570.717491 + Penalty 1708.703990 = -744862.013502 nChanged 39 SP:Iteration 22Q (5514.279096 sec): 3 clusters Score: Raw -746592.081398 + Penalty 1708.703990 = -744883.377408 nChanged 36 SP:Iteration 23Q (5514.326985 sec): 3 clusters Score: Raw -746609.444575 + Penalty 1708.703990 = -744900.740586 nChanged 22 SP:Iteration 24Q (5514.372879 sec): 3 clusters Score: Raw -746623.083406 + Penalty 1708.703990 = -744914.379417 nChanged 21 SP:Iteration 25Q (5514.423579 sec): 3 clusters Score: Raw -746631.453418 + Penalty 1708.703990 = -744922.749429 nChanged 15 SP:Iteration 26Q (5514.469641 sec): 3 clusters Score: Raw -746640.432622 + Penalty 1708.703990 = -744931.728632 nChanged 13 SP:Iteration 27Q (5514.528094 sec): 3 clusters Score: Raw -746649.143732 + Penalty 1708.703990 = -744940.439743 nChanged 17 SP:Iteration 28Q (5514.570338 sec): 3 clusters Score: Raw -746656.834226 + Penalty 1708.703990 = -744948.130237 nChanged 15 SP:Iteration 29Q (5514.632383 sec): 3 clusters Score: Raw -746666.385539 + Penalty 1708.703990 = -744957.681549 nChanged 8 SP:Iteration 30Q (5514.679668 sec): 3 clusters Score: Raw -746669.849600 + Penalty 1708.703990 = -744961.145610 nChanged 3 SP:Iteration 31Q (5514.730034 sec): 3 clusters Score: Raw -746672.246110 + Penalty 1708.703990 = -744963.542120 nChanged 6 SP:Iteration 32Q (5514.771364 sec): 3 clusters Score: Raw -746675.087155 + Penalty 1708.703990 = -744966.383165 nChanged 6 SP:Iteration 33Q (5514.823063 sec): 3 clusters Score: Raw -746676.882583 + Penalty 1708.703990 = -744968.178594 nChanged 3 SP:Iteration 34Q (5514.882415 sec): 3 clusters Score: Raw -746678.599390 + Penalty 1708.703990 = -744969.895400 nChanged 8 SP:Iteration 35Q (5514.924840 sec): 3 clusters Score: Raw -746682.206422 + Penalty 1708.703990 = -744973.502433 nChanged 9 SP:Iteration 36Q (5514.976648 sec): 3 clusters Score: Raw -746686.286832 + Penalty 1708.703990 = -744977.582843 nChanged 6 SP:Iteration 37Q (5515.030345 sec): 3 clusters Score: Raw -746688.666339 + Penalty 1708.703990 = -744979.962349 nChanged 5 SP:Iteration 38Q (5515.081319 sec): 3 clusters Score: Raw -746691.700429 + Penalty 1708.703990 = -744982.996440 nChanged 6 SP:Iteration 39Q (5515.121294 sec): 3 clusters Score: Raw -746695.737335 + Penalty 1708.703990 = -744987.033346 nChanged 9 SP:Iteration 40F (5515.175299 sec): 3 clusters Score: Raw -746703.685927 + Penalty 1708.703990 = -744994.981937 nChanged 9 SP:Iteration 41Q (5515.224152 sec): 3 clusters Score: Raw -746710.237151 + Penalty 1708.703990 = -745001.533162 nChanged 13 SP:Iteration 42Q (5515.264233 sec): 3 clusters Score: Raw -746722.416212 + Penalty 1708.703990 = -745013.712223 nChanged 8 SP:Iteration 43Q (5515.307709 sec): 3 clusters Score: Raw -746729.306589 + Penalty 1708.703990 = -745020.602599 nChanged 8 SP:Iteration 44Q (5515.358926 sec): 3 clusters Score: Raw -746736.434404 + Penalty 1708.703990 = -745027.730414 nChanged 6 SP:Iteration 45Q (5515.416373 sec): 3 clusters Score: Raw -746740.967870 + Penalty 1708.703990 = -745032.263881 nChanged 9 SP:Iteration 46Q (5515.467354 sec): 3 clusters Score: Raw -746747.183027 + Penalty 1708.703990 = -745038.479038 nChanged 6 SP:Iteration 47Q (5515.509169 sec): 3 clusters Score: Raw -746750.666060 + Penalty 1708.703990 = -745041.962070 nChanged 6 SP:Iteration 48Q (5515.556521 sec): 3 clusters Score: Raw -746753.554935 + Penalty 1708.703990 = -745044.850946 nChanged 5 SP:Iteration 49Q (5515.616120 sec): 3 clusters Score: Raw -746755.453243 + Penalty 1708.703990 = -745046.749253 nChanged 0 SP:Iteration 50F (5515.661725 sec): 3 clusters Score: Raw -746755.453243 + Penalty 1708.703990 = -745046.749253 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5515.693458 sec): 2 clusters Score: Raw -14847.094340 + Penalty 504.285431 = -14342.808909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5515.723250 sec): 3 clusters Score: Raw -14927.457987 + Penalty 1008.570863 = -13918.887124 nChanged 50 SP:Iteration 1F (5515.766219 sec): 3 clusters Score: Raw -15060.949443 + Penalty 1008.570863 = -14052.378581 nChanged 9 SP:Iteration 2Q (5515.809255 sec): 3 clusters Score: Raw -15086.014953 + Penalty 1008.570863 = -14077.444091 nChanged 3 SP:Iteration 3Q (5515.841165 sec): 3 clusters Score: Raw -15100.630437 + Penalty 1008.570863 = -14092.059574 nChanged 4 SP:Iteration 4Q (5515.871158 sec): 3 clusters Score: Raw -15111.417622 + Penalty 1008.570863 = -14102.846759 nChanged 3 SP:Iteration 5Q (5515.911100 sec): 3 clusters Score: Raw -15116.758183 + Penalty 1008.570863 = -14108.187320 nChanged 1 SP:Iteration 6Q (5515.953002 sec): 3 clusters Score: Raw -15121.966648 + Penalty 1008.570863 = -14113.395785 nChanged 2 SP:Iteration 7Q (5515.995329 sec): 3 clusters Score: Raw -15124.127912 + Penalty 1008.570863 = -14115.557049 nChanged 1 SP:Iteration 8Q (5516.038581 sec): 3 clusters Score: Raw -15134.853300 + Penalty 1008.570863 = -14126.282438 nChanged 0 SP:Iteration 9F (5516.083470 sec): 3 clusters Score: Raw -15134.853300 + Penalty 1008.570863 = -14126.282438 nChanged 0 Trying to split cluster 32 (4659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5516.112954 sec): 2 clusters Score: Raw -446261.628128 + Penalty 802.422831 = -445459.205297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5516.164098 sec): 3 clusters Score: Raw -443785.211855 + Penalty 1604.845661 = -442180.366194 nChanged 1932 SP:Iteration 1F (5516.203914 sec): 3 clusters Score: Raw -444878.338113 + Penalty 1604.845661 = -443273.492451 nChanged 349 SP:Iteration 2F (5516.257409 sec): 3 clusters Score: Raw -445061.074137 + Penalty 1604.845661 = -443456.228476 nChanged 285 SP:Iteration 3F (5516.305600 sec): 3 clusters Score: Raw -445217.769219 + Penalty 1604.845661 = -443612.923558 nChanged 236 SP:Iteration 4F (5516.344950 sec): 3 clusters Score: Raw -445353.653858 + Penalty 1604.845661 = -443748.808197 nChanged 209 SP:Iteration 5Q (5516.392859 sec): 3 clusters Score: Raw -445477.826190 + Penalty 1604.845661 = -443872.980529 nChanged 218 SP:Iteration 6Q (5516.449552 sec): 3 clusters Score: Raw -445612.269662 + Penalty 1604.845661 = -444007.424000 nChanged 201 SP:Iteration 7Q (5516.491591 sec): 3 clusters Score: Raw -445738.645581 + Penalty 1604.845661 = -444133.799920 nChanged 174 SP:Iteration 8Q (5516.540239 sec): 3 clusters Score: Raw -445852.102942 + Penalty 1604.845661 = -444247.257281 nChanged 160 SP:Iteration 9Q (5516.596521 sec): 3 clusters Score: Raw -445946.392811 + Penalty 1604.845661 = -444341.547150 nChanged 132 SP:Iteration 10Q (5516.647759 sec): 3 clusters Score: Raw -446015.111372 + Penalty 1604.845661 = -444410.265711 nChanged 97 SP:Iteration 11Q (5516.686270 sec): 3 clusters Score: Raw -446059.378434 + Penalty 1604.845661 = -444454.532773 nChanged 85 SP:Iteration 12Q (5516.732425 sec): 3 clusters Score: Raw -446097.121419 + Penalty 1604.845661 = -444492.275757 nChanged 75 SP:Iteration 13Q (5516.779135 sec): 3 clusters Score: Raw -446121.283030 + Penalty 1604.845661 = -444516.437369 nChanged 48 SP:Iteration 14Q (5516.836313 sec): 3 clusters Score: Raw -446133.128864 + Penalty 1604.845661 = -444528.283203 nChanged 20 SP:Iteration 15Q (5516.885313 sec): 3 clusters Score: Raw -446138.309310 + Penalty 1604.845661 = -444533.463649 nChanged 18 SP:Iteration 16Q (5516.924420 sec): 3 clusters Score: Raw -446142.059407 + Penalty 1604.845661 = -444537.213746 nChanged 16 SP:Iteration 17Q (5516.971336 sec): 3 clusters Score: Raw -446145.125317 + Penalty 1604.845661 = -444540.279655 nChanged 16 SP:Iteration 18Q (5517.018687 sec): 3 clusters Score: Raw -446147.820739 + Penalty 1604.845661 = -444542.975078 nChanged 17 SP:Iteration 19Q (5517.062714 sec): 3 clusters Score: Raw -446150.688551 + Penalty 1604.845661 = -444545.842890 nChanged 14 SP:Iteration 20F (5517.109328 sec): 3 clusters Score: Raw -446154.266624 + Penalty 1604.845661 = -444549.420962 nChanged 17 SP:Iteration 21Q (5517.162032 sec): 3 clusters Score: Raw -446157.604585 + Penalty 1604.845661 = -444552.758923 nChanged 17 SP:Iteration 22Q (5517.211146 sec): 3 clusters Score: Raw -446162.214034 + Penalty 1604.845661 = -444557.368373 nChanged 29 SP:Iteration 23Q (5517.257228 sec): 3 clusters Score: Raw -446171.322805 + Penalty 1604.845661 = -444566.477144 nChanged 20 SP:Iteration 24Q (5517.308584 sec): 3 clusters Score: Raw -446175.002791 + Penalty 1604.845661 = -444570.157130 nChanged 12 SP:Iteration 25Q (5517.359241 sec): 3 clusters Score: Raw -446177.158567 + Penalty 1604.845661 = -444572.312905 nChanged 12 SP:Iteration 26Q (5517.404747 sec): 3 clusters Score: Raw -446179.500740 + Penalty 1604.845661 = -444574.655078 nChanged 18 SP:Iteration 27Q (5517.460838 sec): 3 clusters Score: Raw -446181.686130 + Penalty 1604.845661 = -444576.840469 nChanged 9 SP:Iteration 28Q (5517.501752 sec): 3 clusters Score: Raw -446183.612410 + Penalty 1604.845661 = -444578.766748 nChanged 10 SP:Iteration 29Q (5517.546559 sec): 3 clusters Score: Raw -446185.630426 + Penalty 1604.845661 = -444580.784765 nChanged 11 SP:Iteration 30Q (5517.585312 sec): 3 clusters Score: Raw -446188.357252 + Penalty 1604.845661 = -444583.511591 nChanged 17 SP:Iteration 31Q (5517.639763 sec): 3 clusters Score: Raw -446191.226503 + Penalty 1604.845661 = -444586.380842 nChanged 14 SP:Iteration 32Q (5517.686031 sec): 3 clusters Score: Raw -446193.671880 + Penalty 1604.845661 = -444588.826218 nChanged 12 SP:Iteration 33Q (5517.729534 sec): 3 clusters Score: Raw -446195.864834 + Penalty 1604.845661 = -444591.019173 nChanged 10 SP:Iteration 34Q (5517.777008 sec): 3 clusters Score: Raw -446197.312030 + Penalty 1604.845661 = -444592.466369 nChanged 10 SP:Iteration 35Q (5517.816819 sec): 3 clusters Score: Raw -446199.329657 + Penalty 1604.845661 = -444594.483996 nChanged 8 SP:Iteration 36Q (5517.864369 sec): 3 clusters Score: Raw -446200.652290 + Penalty 1604.845661 = -444595.806629 nChanged 13 SP:Iteration 37Q (5517.913569 sec): 3 clusters Score: Raw -446202.553420 + Penalty 1604.845661 = -444597.707759 nChanged 9 SP:Iteration 38Q (5517.956784 sec): 3 clusters Score: Raw -446203.834261 + Penalty 1604.845661 = -444598.988600 nChanged 6 SP:Iteration 39Q (5517.997121 sec): 3 clusters Score: Raw -446205.316011 + Penalty 1604.845661 = -444600.470349 nChanged 5 SP:Iteration 40F (5518.055181 sec): 3 clusters Score: Raw -446206.249116 + Penalty 1604.845661 = -444601.403454 nChanged 5 SP:Iteration 41Q (5518.096053 sec): 3 clusters Score: Raw -446207.135202 + Penalty 1604.845661 = -444602.289540 nChanged 4 SP:Iteration 42Q (5518.139466 sec): 3 clusters Score: Raw -446208.336322 + Penalty 1604.845661 = -444603.490661 nChanged 6 SP:Iteration 43Q (5518.188852 sec): 3 clusters Score: Raw -446209.583375 + Penalty 1604.845661 = -444604.737713 nChanged 6 SP:Iteration 44Q (5518.236440 sec): 3 clusters Score: Raw -446210.867673 + Penalty 1604.845661 = -444606.022012 nChanged 8 SP:Iteration 45Q (5518.290743 sec): 3 clusters Score: Raw -446212.581244 + Penalty 1604.845661 = -444607.735582 nChanged 11 SP:Iteration 46Q (5518.332824 sec): 3 clusters Score: Raw -446214.930540 + Penalty 1604.845661 = -444610.084879 nChanged 12 SP:Iteration 47Q (5518.375771 sec): 3 clusters Score: Raw -446217.701630 + Penalty 1604.845661 = -444612.855969 nChanged 12 SP:Iteration 48Q (5518.428134 sec): 3 clusters Score: Raw -446220.109856 + Penalty 1604.845661 = -444615.264195 nChanged 12 SP:Iteration 49Q (5518.473770 sec): 3 clusters Score: Raw -446222.099597 + Penalty 1604.845661 = -444617.253936 nChanged 8 SP:Iteration 50Q (5518.521313 sec): 3 clusters Score: Raw -446223.782874 + Penalty 1604.845661 = -444618.937212 nChanged 8 SP:Iteration 51Q (5518.584244 sec): 3 clusters Score: Raw -446224.925261 + Penalty 1604.845661 = -444620.079599 nChanged 3 SP:Iteration 52Q (5518.626083 sec): 3 clusters Score: Raw -446225.140181 + Penalty 1604.845661 = -444620.294520 nChanged 1 SP:Iteration 53Q (5518.678257 sec): 3 clusters Score: Raw -446225.218542 + Penalty 1604.845661 = -444620.372881 nChanged 1 SP:Iteration 54Q (5518.730167 sec): 3 clusters Score: Raw -446225.317731 + Penalty 1604.845661 = -444620.472070 nChanged 0 SP:Iteration 55F (5518.789035 sec): 3 clusters Score: Raw -446225.317731 + Penalty 1604.845661 = -444620.472070 nChanged 0 Trying to split cluster 33 (6264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5518.817500 sec): 2 clusters Score: Raw -503924.078540 + Penalty 830.544553 = -503093.533987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5518.859807 sec): 3 clusters Score: Raw -500397.104855 + Penalty 1661.089105 = -498736.015749 nChanged 2708 SP:Iteration 1F (5518.908791 sec): 3 clusters Score: Raw -502061.452787 + Penalty 1661.089105 = -500400.363682 nChanged 516 SP:Iteration 2F (5518.963109 sec): 3 clusters Score: Raw -502388.395452 + Penalty 1661.089105 = -500727.306346 nChanged 430 SP:Iteration 3F (5519.018929 sec): 3 clusters Score: Raw -502671.178266 + Penalty 1661.089105 = -501010.089161 nChanged 398 SP:Iteration 4F (5519.070175 sec): 3 clusters Score: Raw -502908.865992 + Penalty 1661.089105 = -501247.776887 nChanged 319 SP:Iteration 5F (5519.121742 sec): 3 clusters Score: Raw -503106.422750 + Penalty 1661.089105 = -501445.333645 nChanged 297 SP:Iteration 6Q (5519.178994 sec): 3 clusters Score: Raw -503280.688034 + Penalty 1661.089105 = -501619.598929 nChanged 242 SP:Iteration 7Q (5519.224967 sec): 3 clusters Score: Raw -503409.773651 + Penalty 1661.089105 = -501748.684546 nChanged 192 SP:Iteration 8Q (5519.283170 sec): 3 clusters Score: Raw -503491.603483 + Penalty 1661.089105 = -501830.514378 nChanged 140 SP:Iteration 9Q (5519.331326 sec): 3 clusters Score: Raw -503541.551903 + Penalty 1661.089105 = -501880.462798 nChanged 120 SP:Iteration 10Q (5519.380965 sec): 3 clusters Score: Raw -503580.633082 + Penalty 1661.089105 = -501919.543977 nChanged 115 SP:Iteration 11Q (5519.433370 sec): 3 clusters Score: Raw -503621.358905 + Penalty 1661.089105 = -501960.269800 nChanged 125 SP:Iteration 12Q (5519.499647 sec): 3 clusters Score: Raw -503666.638918 + Penalty 1661.089105 = -502005.549812 nChanged 128 SP:Iteration 13Q (5519.534085 sec): 3 clusters Score: Raw -503713.015427 + Penalty 1661.089105 = -502051.926322 nChanged 137 SP:Iteration 14Q (5519.587615 sec): 3 clusters Score: Raw -503766.932314 + Penalty 1661.089105 = -502105.843209 nChanged 124 SP:Iteration 15Q (5519.642840 sec): 3 clusters Score: Raw -503820.576235 + Penalty 1661.089105 = -502159.487129 nChanged 129 SP:Iteration 16Q (5519.694622 sec): 3 clusters Score: Raw -503876.113350 + Penalty 1661.089105 = -502215.024245 nChanged 125 SP:Iteration 17Q (5519.751103 sec): 3 clusters Score: Raw -503933.729416 + Penalty 1661.089105 = -502272.640311 nChanged 128 SP:Iteration 18Q (5519.806977 sec): 3 clusters Score: Raw -503995.284661 + Penalty 1661.089105 = -502334.195556 nChanged 127 SP:Iteration 19Q (5519.863845 sec): 3 clusters Score: Raw -504057.045367 + Penalty 1661.089105 = -502395.956261 nChanged 130 SP:Iteration 20F (5519.921336 sec): 3 clusters Score: Raw -504122.683481 + Penalty 1661.089105 = -502461.594376 nChanged 125 SP:Iteration 21Q (5519.962869 sec): 3 clusters Score: Raw -504186.746362 + Penalty 1661.089105 = -502525.657257 nChanged 98 SP:Iteration 22Q (5520.008150 sec): 3 clusters Score: Raw -504237.021036 + Penalty 1661.089105 = -502575.931931 nChanged 80 SP:Iteration 23Q (5520.060377 sec): 3 clusters Score: Raw -504278.911770 + Penalty 1661.089105 = -502617.822665 nChanged 70 SP:Iteration 24Q (5520.112891 sec): 3 clusters Score: Raw -504312.367471 + Penalty 1661.089105 = -502651.278366 nChanged 48 SP:Iteration 25Q (5520.165562 sec): 3 clusters Score: Raw -504331.337980 + Penalty 1661.089105 = -502670.248875 nChanged 33 SP:Iteration 26Q (5520.219494 sec): 3 clusters Score: Raw -504343.087445 + Penalty 1661.089105 = -502681.998340 nChanged 28 SP:Iteration 27Q (5520.273761 sec): 3 clusters Score: Raw -504353.513776 + Penalty 1661.089105 = -502692.424671 nChanged 27 SP:Iteration 28Q (5520.328752 sec): 3 clusters Score: Raw -504363.164912 + Penalty 1661.089105 = -502702.075807 nChanged 17 SP:Iteration 29Q (5520.383109 sec): 3 clusters Score: Raw -504369.747073 + Penalty 1661.089105 = -502708.657968 nChanged 15 SP:Iteration 30Q (5520.438464 sec): 3 clusters Score: Raw -504374.118817 + Penalty 1661.089105 = -502713.029712 nChanged 11 SP:Iteration 31Q (5520.494622 sec): 3 clusters Score: Raw -504377.458858 + Penalty 1661.089105 = -502716.369753 nChanged 7 SP:Iteration 32Q (5520.537925 sec): 3 clusters Score: Raw -504379.798392 + Penalty 1661.089105 = -502718.709287 nChanged 4 SP:Iteration 33Q (5520.593977 sec): 3 clusters Score: Raw -504382.342857 + Penalty 1661.089105 = -502721.253752 nChanged 2 SP:Iteration 34Q (5520.645899 sec): 3 clusters Score: Raw -504382.972516 + Penalty 1661.089105 = -502721.883410 nChanged 1 SP:Iteration 35Q (5520.700362 sec): 3 clusters Score: Raw -504383.126604 + Penalty 1661.089105 = -502722.037499 nChanged 1 SP:Iteration 36Q (5520.753702 sec): 3 clusters Score: Raw -504383.191324 + Penalty 1661.089105 = -502722.102218 nChanged 0 SP:Iteration 37F (5520.802871 sec): 3 clusters Score: Raw -504383.191324 + Penalty 1661.089105 = -502722.102218 nChanged 0 Trying to split cluster 34 (3648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5520.830596 sec): 2 clusters Score: Raw -329251.550400 + Penalty 779.183763 = -328472.366637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5520.881038 sec): 3 clusters Score: Raw -327301.182815 + Penalty 1558.367527 = -325742.815288 nChanged 1545 SP:Iteration 1F (5520.928884 sec): 3 clusters Score: Raw -328215.746119 + Penalty 1558.367527 = -326657.378592 nChanged 277 SP:Iteration 2F (5520.989626 sec): 3 clusters Score: Raw -328392.059793 + Penalty 1558.367527 = -326833.692267 nChanged 237 SP:Iteration 3F (5521.030227 sec): 3 clusters Score: Raw -328539.750767 + Penalty 1558.367527 = -326981.383240 nChanged 209 SP:Iteration 4F (5521.080961 sec): 3 clusters Score: Raw -328700.304292 + Penalty 1558.367527 = -327141.936766 nChanged 214 SP:Iteration 5F (5521.132654 sec): 3 clusters Score: Raw -328894.517916 + Penalty 1558.367527 = -327336.150390 nChanged 183 SP:Iteration 6F (5521.190556 sec): 3 clusters Score: Raw -329030.464667 + Penalty 1558.367527 = -327472.097141 nChanged 120 SP:Iteration 7Q (5521.244250 sec): 3 clusters Score: Raw -329093.495879 + Penalty 1558.367527 = -327535.128352 nChanged 73 SP:Iteration 8Q (5521.292017 sec): 3 clusters Score: Raw -329135.857783 + Penalty 1558.367527 = -327577.490256 nChanged 70 SP:Iteration 9Q (5521.338843 sec): 3 clusters Score: Raw -329182.815324 + Penalty 1558.367527 = -327624.447797 nChanged 50 SP:Iteration 10Q (5521.388471 sec): 3 clusters Score: Raw -329225.495680 + Penalty 1558.367527 = -327667.128153 nChanged 52 SP:Iteration 11Q (5521.403497 sec): 3 clusters Score: Raw -329261.734419 + Penalty 1558.367527 = -327703.366892 nChanged 45 SP:Iteration 12Q (5521.416374 sec): 3 clusters Score: Raw -329291.977264 + Penalty 1558.367527 = -327733.609737 nChanged 39 SP:Iteration 13Q (5521.429971 sec): 3 clusters Score: Raw -329313.488121 + Penalty 1558.367527 = -327755.120594 nChanged 23 SP:Iteration 14Q (5521.467249 sec): 3 clusters Score: Raw -329326.667276 + Penalty 1558.367527 = -327768.299749 nChanged 20 SP:Iteration 15Q (5521.518613 sec): 3 clusters Score: Raw -329338.976936 + Penalty 1558.367527 = -327780.609409 nChanged 17 SP:Iteration 16Q (5521.563435 sec): 3 clusters Score: Raw -329347.612738 + Penalty 1558.367527 = -327789.245211 nChanged 21 SP:Iteration 17Q (5521.615298 sec): 3 clusters Score: Raw -329358.245837 + Penalty 1558.367527 = -327799.878310 nChanged 14 SP:Iteration 18Q (5521.660729 sec): 3 clusters Score: Raw -329366.575934 + Penalty 1558.367527 = -327808.208408 nChanged 17 SP:Iteration 19Q (5521.712464 sec): 3 clusters Score: Raw -329377.786939 + Penalty 1558.367527 = -327819.419412 nChanged 16 SP:Iteration 20F (5521.762546 sec): 3 clusters Score: Raw -329385.149584 + Penalty 1558.367527 = -327826.782057 nChanged 9 SP:Iteration 21Q (5521.807978 sec): 3 clusters Score: Raw -329390.917654 + Penalty 1558.367527 = -327832.550127 nChanged 8 SP:Iteration 22Q (5521.869815 sec): 3 clusters Score: Raw -329394.395950 + Penalty 1558.367527 = -327836.028423 nChanged 6 SP:Iteration 23Q (5521.907954 sec): 3 clusters Score: Raw -329397.549993 + Penalty 1558.367527 = -327839.182467 nChanged 6 SP:Iteration 24Q (5521.956715 sec): 3 clusters Score: Raw -329401.148255 + Penalty 1558.367527 = -327842.780729 nChanged 6 SP:Iteration 25Q (5522.008092 sec): 3 clusters Score: Raw -329402.752010 + Penalty 1558.367527 = -327844.384483 nChanged 9 SP:Iteration 26Q (5522.056312 sec): 3 clusters Score: Raw -329407.299622 + Penalty 1558.367527 = -327848.932095 nChanged 10 SP:Iteration 27Q (5522.107937 sec): 3 clusters Score: Raw -329412.036694 + Penalty 1558.367527 = -327853.669167 nChanged 5 SP:Iteration 28Q (5522.159232 sec): 3 clusters Score: Raw -329413.804263 + Penalty 1558.367527 = -327855.436736 nChanged 1 SP:Iteration 29Q (5522.205980 sec): 3 clusters Score: Raw -329414.174580 + Penalty 1558.367527 = -327855.807053 nChanged 0 SP:Iteration 30F (5522.254883 sec): 3 clusters Score: Raw -329414.174580 + Penalty 1558.367527 = -327855.807053 nChanged 0 Trying to split cluster 35 (16723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5522.295926 sec): 2 clusters Score: Raw -1654110.307316 + Penalty 923.831328 = -1653186.475988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5522.369762 sec): 3 clusters Score: Raw -1643811.048731 + Penalty 1847.662656 = -1641963.386075 nChanged 7728 SP:Iteration 1F (5522.434611 sec): 3 clusters Score: Raw -1648309.798804 + Penalty 1847.662656 = -1646462.136147 nChanged 978 SP:Iteration 2F (5522.485197 sec): 3 clusters Score: Raw -1648757.357493 + Penalty 1847.662656 = -1646909.694836 nChanged 1057 SP:Iteration 3F (5522.552732 sec): 3 clusters Score: Raw -1649332.545863 + Penalty 1847.662656 = -1647484.883206 nChanged 1073 SP:Iteration 4F (5522.621541 sec): 3 clusters Score: Raw -1649979.153430 + Penalty 1847.662656 = -1648131.490774 nChanged 1062 SP:Iteration 5F (5522.688593 sec): 3 clusters Score: Raw -1650691.242373 + Penalty 1847.662656 = -1648843.579716 nChanged 1012 SP:Iteration 6F (5522.757439 sec): 3 clusters Score: Raw -1651448.787785 + Penalty 1847.662656 = -1649601.125129 nChanged 877 SP:Iteration 7F (5522.819161 sec): 3 clusters Score: Raw -1652183.466373 + Penalty 1847.662656 = -1650335.803717 nChanged 712 SP:Iteration 8Q (5522.887124 sec): 3 clusters Score: Raw -1652791.597607 + Penalty 1847.662656 = -1650943.934951 nChanged 487 SP:Iteration 9Q (5522.952707 sec): 3 clusters Score: Raw -1653128.831020 + Penalty 1847.662656 = -1651281.168364 nChanged 339 SP:Iteration 10Q (5523.019573 sec): 3 clusters Score: Raw -1653313.881011 + Penalty 1847.662656 = -1651466.218355 nChanged 245 SP:Iteration 11Q (5523.085254 sec): 3 clusters Score: Raw -1653438.017256 + Penalty 1847.662656 = -1651590.354600 nChanged 228 SP:Iteration 12Q (5523.150849 sec): 3 clusters Score: Raw -1653533.612716 + Penalty 1847.662656 = -1651685.950060 nChanged 186 SP:Iteration 13Q (5523.215181 sec): 3 clusters Score: Raw -1653611.797988 + Penalty 1847.662656 = -1651764.135332 nChanged 171 SP:Iteration 14Q (5523.282132 sec): 3 clusters Score: Raw -1653688.270394 + Penalty 1847.662656 = -1651840.607738 nChanged 123 SP:Iteration 15Q (5523.349586 sec): 3 clusters Score: Raw -1653740.090981 + Penalty 1847.662656 = -1651892.428325 nChanged 120 SP:Iteration 16Q (5523.421325 sec): 3 clusters Score: Raw -1653798.997413 + Penalty 1847.662656 = -1651951.334757 nChanged 142 SP:Iteration 17Q (5523.480346 sec): 3 clusters Score: Raw -1653875.325775 + Penalty 1847.662656 = -1652027.663119 nChanged 143 SP:Iteration 18Q (5523.544207 sec): 3 clusters Score: Raw -1653952.349726 + Penalty 1847.662656 = -1652104.687069 nChanged 131 SP:Iteration 19Q (5523.597207 sec): 3 clusters Score: Raw -1654014.122571 + Penalty 1847.662656 = -1652166.459915 nChanged 115 SP:Iteration 20F (5523.656456 sec): 3 clusters Score: Raw -1654069.548796 + Penalty 1847.662656 = -1652221.886139 nChanged 100 SP:Iteration 21Q (5523.709963 sec): 3 clusters Score: Raw -1654118.064696 + Penalty 1847.662656 = -1652270.402040 nChanged 90 SP:Iteration 22Q (5523.772100 sec): 3 clusters Score: Raw -1654154.887646 + Penalty 1847.662656 = -1652307.224990 nChanged 69 SP:Iteration 23Q (5523.828688 sec): 3 clusters Score: Raw -1654178.685122 + Penalty 1847.662656 = -1652331.022466 nChanged 68 SP:Iteration 24Q (5523.895889 sec): 3 clusters Score: Raw -1654199.181195 + Penalty 1847.662656 = -1652351.518539 nChanged 52 SP:Iteration 25Q (5523.960018 sec): 3 clusters Score: Raw -1654216.071550 + Penalty 1847.662656 = -1652368.408893 nChanged 46 SP:Iteration 26Q (5524.025307 sec): 3 clusters Score: Raw -1654227.589159 + Penalty 1847.662656 = -1652379.926502 nChanged 43 SP:Iteration 27Q (5524.089322 sec): 3 clusters Score: Raw -1654241.304958 + Penalty 1847.662656 = -1652393.642302 nChanged 40 SP:Iteration 28Q (5524.152980 sec): 3 clusters Score: Raw -1654252.197085 + Penalty 1847.662656 = -1652404.534429 nChanged 27 SP:Iteration 29Q (5524.217468 sec): 3 clusters Score: Raw -1654257.869892 + Penalty 1847.662656 = -1652410.207235 nChanged 18 SP:Iteration 30Q (5524.276243 sec): 3 clusters Score: Raw -1654262.659303 + Penalty 1847.662656 = -1652414.996647 nChanged 20 SP:Iteration 31Q (5524.337172 sec): 3 clusters Score: Raw -1654267.213629 + Penalty 1847.662656 = -1652419.550972 nChanged 22 SP:Iteration 32Q (5524.402786 sec): 3 clusters Score: Raw -1654272.289140 + Penalty 1847.662656 = -1652424.626484 nChanged 19 SP:Iteration 33Q (5524.463358 sec): 3 clusters Score: Raw -1654276.592027 + Penalty 1847.662656 = -1652428.929371 nChanged 23 SP:Iteration 34Q (5524.516013 sec): 3 clusters Score: Raw -1654281.815648 + Penalty 1847.662656 = -1652434.152992 nChanged 23 SP:Iteration 35Q (5524.581013 sec): 3 clusters Score: Raw -1654287.104167 + Penalty 1847.662656 = -1652439.441511 nChanged 16 SP:Iteration 36Q (5524.635988 sec): 3 clusters Score: Raw -1654290.926140 + Penalty 1847.662656 = -1652443.263483 nChanged 20 SP:Iteration 37Q (5524.696160 sec): 3 clusters Score: Raw -1654295.827460 + Penalty 1847.662656 = -1652448.164804 nChanged 16 SP:Iteration 38Q (5524.752333 sec): 3 clusters Score: Raw -1654299.283554 + Penalty 1847.662656 = -1652451.620898 nChanged 17 SP:Iteration 39Q (5524.809731 sec): 3 clusters Score: Raw -1654303.017966 + Penalty 1847.662656 = -1652455.355310 nChanged 12 SP:Iteration 40F (5524.871197 sec): 3 clusters Score: Raw -1654305.939841 + Penalty 1847.662656 = -1652458.277185 nChanged 12 SP:Iteration 41Q (5524.896948 sec): 3 clusters Score: Raw -1654308.850570 + Penalty 1847.662656 = -1652461.187914 nChanged 15 SP:Iteration 42Q (5524.960608 sec): 3 clusters Score: Raw -1654314.470506 + Penalty 1847.662656 = -1652466.807849 nChanged 16 SP:Iteration 43Q (5525.023848 sec): 3 clusters Score: Raw -1654319.716174 + Penalty 1847.662656 = -1652472.053518 nChanged 19 SP:Iteration 44Q (5525.087493 sec): 3 clusters Score: Raw -1654326.719335 + Penalty 1847.662656 = -1652479.056678 nChanged 19 SP:Iteration 45Q (5525.151136 sec): 3 clusters Score: Raw -1654330.778469 + Penalty 1847.662656 = -1652483.115813 nChanged 13 SP:Iteration 46Q (5525.216389 sec): 3 clusters Score: Raw -1654333.409181 + Penalty 1847.662656 = -1652485.746524 nChanged 8 SP:Iteration 47Q (5525.282961 sec): 3 clusters Score: Raw -1654335.684366 + Penalty 1847.662656 = -1652488.021709 nChanged 11 SP:Iteration 48Q (5525.329487 sec): 3 clusters Score: Raw -1654337.786361 + Penalty 1847.662656 = -1652490.123705 nChanged 10 SP:Iteration 49Q (5525.382887 sec): 3 clusters Score: Raw -1654339.273854 + Penalty 1847.662656 = -1652491.611198 nChanged 6 SP:Iteration 50Q (5525.447554 sec): 3 clusters Score: Raw -1654340.296149 + Penalty 1847.662656 = -1652492.633493 nChanged 9 SP:Iteration 51Q (5525.511077 sec): 3 clusters Score: Raw -1654342.221624 + Penalty 1847.662656 = -1652494.558968 nChanged 13 SP:Iteration 52Q (5525.561862 sec): 3 clusters Score: Raw -1654345.506799 + Penalty 1847.662656 = -1652497.844143 nChanged 13 SP:Iteration 53Q (5525.616621 sec): 3 clusters Score: Raw -1654348.461084 + Penalty 1847.662656 = -1652500.798428 nChanged 14 SP:Iteration 54Q (5525.685706 sec): 3 clusters Score: Raw -1654352.382189 + Penalty 1847.662656 = -1652504.719533 nChanged 13 SP:Iteration 55Q (5525.751585 sec): 3 clusters Score: Raw -1654356.105048 + Penalty 1847.662656 = -1652508.442392 nChanged 12 SP:Iteration 56Q (5525.808561 sec): 3 clusters Score: Raw -1654358.852701 + Penalty 1847.662656 = -1652511.190044 nChanged 9 SP:Iteration 57Q (5525.860405 sec): 3 clusters Score: Raw -1654360.446161 + Penalty 1847.662656 = -1652512.783504 nChanged 5 SP:Iteration 58Q (5525.916806 sec): 3 clusters Score: Raw -1654361.374651 + Penalty 1847.662656 = -1652513.711994 nChanged 6 SP:Iteration 59Q (5525.971692 sec): 3 clusters Score: Raw -1654362.259924 + Penalty 1847.662656 = -1652514.597268 nChanged 4 SP:Iteration 60F (5526.038732 sec): 3 clusters Score: Raw -1654363.272330 + Penalty 1847.662656 = -1652515.609674 nChanged 2 SP:Iteration 61Q (5526.097278 sec): 3 clusters Score: Raw -1654363.560929 + Penalty 1847.662656 = -1652515.898273 nChanged 1 SP:Iteration 62Q (5526.162235 sec): 3 clusters Score: Raw -1654363.757707 + Penalty 1847.662656 = -1652516.095051 nChanged 2 SP:Iteration 63Q (5526.225415 sec): 3 clusters Score: Raw -1654364.041107 + Penalty 1847.662656 = -1652516.378451 nChanged 0 SP:Iteration 64F (5526.278099 sec): 3 clusters Score: Raw -1654364.041107 + Penalty 1847.662656 = -1652516.378451 nChanged 0 Trying to split cluster 36 (16433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5526.316784 sec): 2 clusters Score: Raw -1638690.984579 + Penalty 922.169445 = -1637768.815134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5526.385435 sec): 3 clusters Score: Raw -1628494.862221 + Penalty 1844.338890 = -1626650.523331 nChanged 7539 SP:Iteration 1F (5526.446520 sec): 3 clusters Score: Raw -1632926.543553 + Penalty 1844.338890 = -1631082.204664 nChanged 1006 SP:Iteration 2F (5526.513502 sec): 3 clusters Score: Raw -1633524.779320 + Penalty 1844.338890 = -1631680.440430 nChanged 1152 SP:Iteration 3F (5526.579890 sec): 3 clusters Score: Raw -1634335.013194 + Penalty 1844.338890 = -1632490.674304 nChanged 1257 SP:Iteration 4F (5526.647024 sec): 3 clusters Score: Raw -1635348.173712 + Penalty 1844.338890 = -1633503.834823 nChanged 1145 SP:Iteration 5F (5526.702230 sec): 3 clusters Score: Raw -1636387.566088 + Penalty 1844.338890 = -1634543.227198 nChanged 934 SP:Iteration 6F (5526.765907 sec): 3 clusters Score: Raw -1637196.748288 + Penalty 1844.338890 = -1635352.409398 nChanged 672 SP:Iteration 7Q (5526.831674 sec): 3 clusters Score: Raw -1637679.839356 + Penalty 1844.338890 = -1635835.500466 nChanged 419 SP:Iteration 8Q (5526.890103 sec): 3 clusters Score: Raw -1637957.162275 + Penalty 1844.338890 = -1636112.823386 nChanged 315 SP:Iteration 9Q (5526.955949 sec): 3 clusters Score: Raw -1638185.698748 + Penalty 1844.338890 = -1636341.359858 nChanged 266 SP:Iteration 10Q (5527.030285 sec): 3 clusters Score: Raw -1638372.741265 + Penalty 1844.338890 = -1636528.402375 nChanged 188 SP:Iteration 11Q (5527.084729 sec): 3 clusters Score: Raw -1638501.834367 + Penalty 1844.338890 = -1636657.495478 nChanged 139 SP:Iteration 12Q (5527.160025 sec): 3 clusters Score: Raw -1638593.358795 + Penalty 1844.338890 = -1636749.019906 nChanged 132 SP:Iteration 13Q (5527.210759 sec): 3 clusters Score: Raw -1638668.589729 + Penalty 1844.338890 = -1636824.250839 nChanged 114 SP:Iteration 14Q (5527.277432 sec): 3 clusters Score: Raw -1638731.274112 + Penalty 1844.338890 = -1636886.935223 nChanged 95 SP:Iteration 15Q (5527.333072 sec): 3 clusters Score: Raw -1638778.313318 + Penalty 1844.338890 = -1636933.974429 nChanged 96 SP:Iteration 16Q (5527.398198 sec): 3 clusters Score: Raw -1638831.638320 + Penalty 1844.338890 = -1636987.299430 nChanged 77 SP:Iteration 17Q (5527.447893 sec): 3 clusters Score: Raw -1638865.975605 + Penalty 1844.338890 = -1637021.636715 nChanged 68 SP:Iteration 18Q (5527.512761 sec): 3 clusters Score: Raw -1638889.964135 + Penalty 1844.338890 = -1637045.625246 nChanged 53 SP:Iteration 19Q (5527.577705 sec): 3 clusters Score: Raw -1638910.882991 + Penalty 1844.338890 = -1637066.544102 nChanged 43 SP:Iteration 20F (5527.640366 sec): 3 clusters Score: Raw -1638924.205528 + Penalty 1844.338890 = -1637079.866638 nChanged 40 SP:Iteration 21Q (5527.698353 sec): 3 clusters Score: Raw -1638939.515137 + Penalty 1844.338890 = -1637095.176247 nChanged 40 SP:Iteration 22Q (5527.767496 sec): 3 clusters Score: Raw -1638952.048599 + Penalty 1844.338890 = -1637107.709710 nChanged 36 SP:Iteration 23Q (5527.820436 sec): 3 clusters Score: Raw -1638962.515267 + Penalty 1844.338890 = -1637118.176378 nChanged 28 SP:Iteration 24Q (5527.882830 sec): 3 clusters Score: Raw -1638970.218611 + Penalty 1844.338890 = -1637125.879721 nChanged 28 SP:Iteration 25Q (5527.946009 sec): 3 clusters Score: Raw -1638980.886342 + Penalty 1844.338890 = -1637136.547453 nChanged 26 SP:Iteration 26Q (5528.010822 sec): 3 clusters Score: Raw -1638989.141585 + Penalty 1844.338890 = -1637144.802696 nChanged 24 SP:Iteration 27Q (5528.074465 sec): 3 clusters Score: Raw -1638998.563049 + Penalty 1844.338890 = -1637154.224159 nChanged 26 SP:Iteration 28Q (5528.142084 sec): 3 clusters Score: Raw -1639007.868272 + Penalty 1844.338890 = -1637163.529382 nChanged 23 SP:Iteration 29Q (5528.174552 sec): 3 clusters Score: Raw -1639014.322331 + Penalty 1844.338890 = -1637169.983442 nChanged 21 SP:Iteration 30Q (5528.245172 sec): 3 clusters Score: Raw -1639018.562570 + Penalty 1844.338890 = -1637174.223680 nChanged 12 SP:Iteration 31Q (5528.304065 sec): 3 clusters Score: Raw -1639020.925053 + Penalty 1844.338890 = -1637176.586164 nChanged 9 SP:Iteration 32Q (5528.363450 sec): 3 clusters Score: Raw -1639022.398164 + Penalty 1844.338890 = -1637178.059275 nChanged 3 SP:Iteration 33Q (5528.427013 sec): 3 clusters Score: Raw -1639022.647912 + Penalty 1844.338890 = -1637178.309022 nChanged 0 SP:Iteration 34F (5528.493536 sec): 3 clusters Score: Raw -1639022.647912 + Penalty 1844.338890 = -1637178.309022 nChanged 0 Trying to split cluster 37 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5528.520835 sec): 2 clusters Score: Raw -365278.756897 + Penalty 783.061853 = -364495.695044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5528.572509 sec): 3 clusters Score: Raw -363333.050617 + Penalty 1566.123706 = -361766.926912 nChanged 1587 SP:Iteration 1F (5528.628534 sec): 3 clusters Score: Raw -364292.288471 + Penalty 1566.123706 = -362726.164765 nChanged 289 SP:Iteration 2F (5528.669412 sec): 3 clusters Score: Raw -364499.428736 + Penalty 1566.123706 = -362933.305030 nChanged 266 SP:Iteration 3F (5528.713841 sec): 3 clusters Score: Raw -364672.515477 + Penalty 1566.123706 = -363106.391771 nChanged 202 SP:Iteration 4F (5528.758845 sec): 3 clusters Score: Raw -364819.276266 + Penalty 1566.123706 = -363253.152560 nChanged 197 SP:Iteration 5F (5528.822187 sec): 3 clusters Score: Raw -364946.510236 + Penalty 1566.123706 = -363380.386531 nChanged 173 SP:Iteration 6Q (5528.868846 sec): 3 clusters Score: Raw -365046.682372 + Penalty 1566.123706 = -363480.558666 nChanged 112 SP:Iteration 7Q (5528.918880 sec): 3 clusters Score: Raw -365109.447284 + Penalty 1566.123706 = -363543.323578 nChanged 98 SP:Iteration 8Q (5528.951555 sec): 3 clusters Score: Raw -365171.280881 + Penalty 1566.123706 = -363605.157175 nChanged 95 SP:Iteration 9Q (5528.999043 sec): 3 clusters Score: Raw -365218.540326 + Penalty 1566.123706 = -363652.416621 nChanged 73 SP:Iteration 10Q (5529.056369 sec): 3 clusters Score: Raw -365258.898001 + Penalty 1566.123706 = -363692.774295 nChanged 77 SP:Iteration 11Q (5529.106592 sec): 3 clusters Score: Raw -365299.275084 + Penalty 1566.123706 = -363733.151378 nChanged 52 SP:Iteration 12Q (5529.147632 sec): 3 clusters Score: Raw -365330.581077 + Penalty 1566.123706 = -363764.457371 nChanged 47 SP:Iteration 13Q (5529.206153 sec): 3 clusters Score: Raw -365363.763553 + Penalty 1566.123706 = -363797.639848 nChanged 56 SP:Iteration 14Q (5529.243250 sec): 3 clusters Score: Raw -365397.530773 + Penalty 1566.123706 = -363831.407067 nChanged 54 SP:Iteration 15Q (5529.282944 sec): 3 clusters Score: Raw -365420.685006 + Penalty 1566.123706 = -363854.561300 nChanged 44 SP:Iteration 16Q (5529.334551 sec): 3 clusters Score: Raw -365440.308272 + Penalty 1566.123706 = -363874.184566 nChanged 32 SP:Iteration 17Q (5529.384618 sec): 3 clusters Score: Raw -365451.313758 + Penalty 1566.123706 = -363885.190052 nChanged 21 SP:Iteration 18Q (5529.440207 sec): 3 clusters Score: Raw -365457.441418 + Penalty 1566.123706 = -363891.317712 nChanged 14 SP:Iteration 19Q (5529.484919 sec): 3 clusters Score: Raw -365462.005979 + Penalty 1566.123706 = -363895.882273 nChanged 10 SP:Iteration 20F (5529.524376 sec): 3 clusters Score: Raw -365464.930736 + Penalty 1566.123706 = -363898.807030 nChanged 5 SP:Iteration 21Q (5529.563110 sec): 3 clusters Score: Raw -365465.756478 + Penalty 1566.123706 = -363899.632772 nChanged 2 SP:Iteration 22Q (5529.593074 sec): 3 clusters Score: Raw -365466.062384 + Penalty 1566.123706 = -363899.938678 nChanged 0 SP:Iteration 23F (5529.642189 sec): 3 clusters Score: Raw -365466.062384 + Penalty 1566.123706 = -363899.938678 nChanged 0 Trying to split cluster 38 (20731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5529.694983 sec): 2 clusters Score: Raw -1998187.446740 + Penalty 944.241617 = -1997243.205123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5529.761772 sec): 3 clusters Score: Raw -1985221.242094 + Penalty 1888.483234 = -1983332.758859 nChanged 9599 SP:Iteration 1F (5529.829760 sec): 3 clusters Score: Raw -1990830.450418 + Penalty 1888.483234 = -1988941.967183 nChanged 1226 SP:Iteration 2F (5529.884094 sec): 3 clusters Score: Raw -1991379.740448 + Penalty 1888.483234 = -1989491.257213 nChanged 1247 SP:Iteration 3F (5529.938279 sec): 3 clusters Score: Raw -1992122.273975 + Penalty 1888.483234 = -1990233.790741 nChanged 1461 SP:Iteration 4F (5530.007392 sec): 3 clusters Score: Raw -1993230.523449 + Penalty 1888.483234 = -1991342.040214 nChanged 1600 SP:Iteration 5F (5530.069479 sec): 3 clusters Score: Raw -1994518.627091 + Penalty 1888.483234 = -1992630.143857 nChanged 1535 SP:Iteration 6F (5530.135269 sec): 3 clusters Score: Raw -1995683.416781 + Penalty 1888.483234 = -1993794.933547 nChanged 1295 SP:Iteration 7F (5530.198306 sec): 3 clusters Score: Raw -1996635.866924 + Penalty 1888.483234 = -1994747.383689 nChanged 1002 SP:Iteration 8Q (5530.278174 sec): 3 clusters Score: Raw -1997340.794939 + Penalty 1888.483234 = -1995452.311704 nChanged 748 SP:Iteration 9Q (5530.345533 sec): 3 clusters Score: Raw -1997870.101276 + Penalty 1888.483234 = -1995981.618042 nChanged 597 SP:Iteration 10Q (5530.414308 sec): 3 clusters Score: Raw -1998346.782060 + Penalty 1888.483234 = -1996458.298825 nChanged 452 SP:Iteration 11Q (5530.484634 sec): 3 clusters Score: Raw -1998723.867001 + Penalty 1888.483234 = -1996835.383766 nChanged 331 SP:Iteration 12Q (5530.548264 sec): 3 clusters Score: Raw -1998950.533833 + Penalty 1888.483234 = -1997062.050599 nChanged 248 SP:Iteration 13Q (5530.613900 sec): 3 clusters Score: Raw -1999068.023555 + Penalty 1888.483234 = -1997179.540321 nChanged 187 SP:Iteration 14Q (5530.680896 sec): 3 clusters Score: Raw -1999130.878451 + Penalty 1888.483234 = -1997242.395217 nChanged 147 SP:Iteration 15Q (5530.754796 sec): 3 clusters Score: Raw -1999175.176363 + Penalty 1888.483234 = -1997286.693129 nChanged 126 SP:Iteration 16Q (5530.818729 sec): 3 clusters Score: Raw -1999209.185862 + Penalty 1888.483234 = -1997320.702627 nChanged 86 SP:Iteration 17Q (5530.895563 sec): 3 clusters Score: Raw -1999230.877364 + Penalty 1888.483234 = -1997342.394130 nChanged 70 SP:Iteration 18Q (5530.955613 sec): 3 clusters Score: Raw -1999246.533484 + Penalty 1888.483234 = -1997358.050250 nChanged 54 SP:Iteration 19Q (5531.025020 sec): 3 clusters Score: Raw -1999255.430412 + Penalty 1888.483234 = -1997366.947177 nChanged 40 SP:Iteration 20F (5531.091231 sec): 3 clusters Score: Raw -1999261.219603 + Penalty 1888.483234 = -1997372.736368 nChanged 35 SP:Iteration 21Q (5531.161386 sec): 3 clusters Score: Raw -1999266.158783 + Penalty 1888.483234 = -1997377.675549 nChanged 31 SP:Iteration 22Q (5531.232837 sec): 3 clusters Score: Raw -1999270.046416 + Penalty 1888.483234 = -1997381.563182 nChanged 26 SP:Iteration 23Q (5531.302830 sec): 3 clusters Score: Raw -1999272.540244 + Penalty 1888.483234 = -1997384.057010 nChanged 22 SP:Iteration 24Q (5531.380733 sec): 3 clusters Score: Raw -1999274.214377 + Penalty 1888.483234 = -1997385.731143 nChanged 19 SP:Iteration 25Q (5531.449693 sec): 3 clusters Score: Raw -1999275.655142 + Penalty 1888.483234 = -1997387.171908 nChanged 14 SP:Iteration 26Q (5531.515408 sec): 3 clusters Score: Raw -1999276.614704 + Penalty 1888.483234 = -1997388.131470 nChanged 15 SP:Iteration 27Q (5531.584778 sec): 3 clusters Score: Raw -1999277.992924 + Penalty 1888.483234 = -1997389.509690 nChanged 16 SP:Iteration 28Q (5531.646821 sec): 3 clusters Score: Raw -1999279.199169 + Penalty 1888.483234 = -1997390.715935 nChanged 11 SP:Iteration 29Q (5531.717762 sec): 3 clusters Score: Raw -1999279.888457 + Penalty 1888.483234 = -1997391.405223 nChanged 13 SP:Iteration 30Q (5531.777727 sec): 3 clusters Score: Raw -1999280.816382 + Penalty 1888.483234 = -1997392.333148 nChanged 10 SP:Iteration 31Q (5531.846460 sec): 3 clusters Score: Raw -1999281.646320 + Penalty 1888.483234 = -1997393.163085 nChanged 16 SP:Iteration 32Q (5531.915756 sec): 3 clusters Score: Raw -1999282.885677 + Penalty 1888.483234 = -1997394.402442 nChanged 18 SP:Iteration 33Q (5531.970517 sec): 3 clusters Score: Raw -1999284.390004 + Penalty 1888.483234 = -1997395.906770 nChanged 14 SP:Iteration 34Q (5532.039646 sec): 3 clusters Score: Raw -1999285.493789 + Penalty 1888.483234 = -1997397.010555 nChanged 8 SP:Iteration 35Q (5532.114033 sec): 3 clusters Score: Raw -1999286.024185 + Penalty 1888.483234 = -1997397.540950 nChanged 8 SP:Iteration 36Q (5532.180097 sec): 3 clusters Score: Raw -1999286.767133 + Penalty 1888.483234 = -1997398.283898 nChanged 7 SP:Iteration 37Q (5532.229545 sec): 3 clusters Score: Raw -1999287.248635 + Penalty 1888.483234 = -1997398.765401 nChanged 4 SP:Iteration 38Q (5532.288561 sec): 3 clusters Score: Raw -1999287.590470 + Penalty 1888.483234 = -1997399.107236 nChanged 5 SP:Iteration 39Q (5532.351577 sec): 3 clusters Score: Raw -1999287.842646 + Penalty 1888.483234 = -1997399.359412 nChanged 4 SP:Iteration 40F (5532.418043 sec): 3 clusters Score: Raw -1999288.230717 + Penalty 1888.483234 = -1997399.747483 nChanged 5 SP:Iteration 41Q (5532.481454 sec): 3 clusters Score: Raw -1999288.620134 + Penalty 1888.483234 = -1997400.136900 nChanged 7 SP:Iteration 42Q (5532.561340 sec): 3 clusters Score: Raw -1999289.149766 + Penalty 1888.483234 = -1997400.666532 nChanged 7 SP:Iteration 43Q (5532.620809 sec): 3 clusters Score: Raw -1999289.727539 + Penalty 1888.483234 = -1997401.244305 nChanged 9 SP:Iteration 44Q (5532.688578 sec): 3 clusters Score: Raw -1999290.486475 + Penalty 1888.483234 = -1997402.003240 nChanged 11 SP:Iteration 45Q (5532.747276 sec): 3 clusters Score: Raw -1999291.348500 + Penalty 1888.483234 = -1997402.865266 nChanged 10 SP:Iteration 46Q (5532.808668 sec): 3 clusters Score: Raw -1999292.744117 + Penalty 1888.483234 = -1997404.260883 nChanged 13 SP:Iteration 47Q (5532.877462 sec): 3 clusters Score: Raw -1999294.000448 + Penalty 1888.483234 = -1997405.517214 nChanged 15 SP:Iteration 48Q (5532.941776 sec): 3 clusters Score: Raw -1999295.162775 + Penalty 1888.483234 = -1997406.679541 nChanged 12 SP:Iteration 49Q (5533.006381 sec): 3 clusters Score: Raw -1999295.947791 + Penalty 1888.483234 = -1997407.464557 nChanged 5 SP:Iteration 50Q (5533.059949 sec): 3 clusters Score: Raw -1999296.265618 + Penalty 1888.483234 = -1997407.782384 nChanged 6 SP:Iteration 51Q (5533.135730 sec): 3 clusters Score: Raw -1999296.808687 + Penalty 1888.483234 = -1997408.325453 nChanged 6 SP:Iteration 52Q (5533.196694 sec): 3 clusters Score: Raw -1999297.230595 + Penalty 1888.483234 = -1997408.747361 nChanged 6 SP:Iteration 53Q (5533.262961 sec): 3 clusters Score: Raw -1999297.915568 + Penalty 1888.483234 = -1997409.432334 nChanged 7 SP:Iteration 54Q (5533.333373 sec): 3 clusters Score: Raw -1999298.259078 + Penalty 1888.483234 = -1997409.775843 nChanged 3 SP:Iteration 55Q (5533.394427 sec): 3 clusters Score: Raw -1999298.528603 + Penalty 1888.483234 = -1997410.045368 nChanged 6 SP:Iteration 56Q (5533.460133 sec): 3 clusters Score: Raw -1999298.890148 + Penalty 1888.483234 = -1997410.406913 nChanged 4 SP:Iteration 57Q (5533.516343 sec): 3 clusters Score: Raw -1999299.114967 + Penalty 1888.483234 = -1997410.631732 nChanged 2 SP:Iteration 58Q (5533.581763 sec): 3 clusters Score: Raw -1999299.208790 + Penalty 1888.483234 = -1997410.725555 nChanged 1 SP:Iteration 59Q (5533.639505 sec): 3 clusters Score: Raw -1999299.267807 + Penalty 1888.483234 = -1997410.784572 nChanged 2 SP:Iteration 60F (5533.702936 sec): 3 clusters Score: Raw -1999299.399146 + Penalty 1888.483234 = -1997410.915912 nChanged 0 Score: Raw -58497903.987228 + Penalty 49431.021155 = -58448472.966073 Splitting cluster 38 changes total score from -58448625.681351 to -58448472.966073 So it's not getting split. Iteration 299Q (5551.222806 sec): 39 clusters Score: Raw -58496792.854890 + Penalty 48163.559074 = -58448629.295815 nChanged 116 Iteration 300F (5562.353030 sec): 39 clusters Score: Raw -58496796.189010 + Penalty 48163.559074 = -58448632.629936 nChanged 133 Iteration 301Q (5568.331713 sec): 39 clusters Score: Raw -58496799.287273 + Penalty 48163.559074 = -58448635.728199 nChanged 124 Iteration 302Q (5574.251793 sec): 39 clusters Score: Raw -58496802.237450 + Penalty 48163.559074 = -58448638.678376 nChanged 116 Iteration 303Q (5580.147512 sec): 39 clusters Score: Raw -58496805.706106 + Penalty 48163.559074 = -58448642.147032 nChanged 109 Iteration 304Q (5586.101537 sec): 39 clusters Score: Raw -58496809.216198 + Penalty 48163.559074 = -58448645.657124 nChanged 132 Iteration 305Q (5591.963165 sec): 39 clusters Score: Raw -58496813.825467 + Penalty 48163.559074 = -58448650.266393 nChanged 122 Iteration 306Q (5597.887227 sec): 39 clusters Score: Raw -58496818.025050 + Penalty 48163.559074 = -58448654.465976 nChanged 120 Iteration 307Q (5603.699135 sec): 39 clusters Score: Raw -58496822.128355 + Penalty 48163.559074 = -58448658.569280 nChanged 122 Iteration 308Q (5609.532605 sec): 39 clusters Score: Raw -58496825.912535 + Penalty 48163.559074 = -58448662.353461 nChanged 117 Iteration 309Q (5615.451172 sec): 39 clusters Score: Raw -58496829.995229 + Penalty 48163.559074 = -58448666.436155 nChanged 115 Iteration 310Q (5621.260449 sec): 39 clusters Score: Raw -58496833.774033 + Penalty 48163.559074 = -58448670.214959 nChanged 120 Iteration 311Q (5626.889862 sec): 39 clusters Score: Raw -58496837.126854 + Penalty 48163.559074 = -58448673.567779 nChanged 127 Iteration 312Q (5632.564627 sec): 39 clusters Score: Raw -58496840.309967 + Penalty 48163.559074 = -58448676.750892 nChanged 125 Iteration 313Q (5638.246166 sec): 39 clusters Score: Raw -58496843.116061 + Penalty 48163.559074 = -58448679.556987 nChanged 114 Iteration 314Q (5644.034480 sec): 39 clusters Score: Raw -58496845.475154 + Penalty 48163.559074 = -58448681.916079 nChanged 97 Iteration 315Q (5649.405089 sec): 39 clusters Score: Raw -58496847.580434 + Penalty 48163.559074 = -58448684.021359 nChanged 82 Iteration 316Q (5654.861650 sec): 39 clusters Score: Raw -58496849.798215 + Penalty 48163.559074 = -58448686.239140 nChanged 93 Iteration 317Q (5660.428140 sec): 39 clusters Score: Raw -58496852.467472 + Penalty 48163.559074 = -58448688.908397 nChanged 115 Iteration 318Q (5666.326195 sec): 39 clusters Score: Raw -58496855.356205 + Penalty 48163.559074 = -58448691.797131 nChanged 99 Iteration 319Q (5672.026154 sec): 39 clusters Score: Raw -58496857.775536 + Penalty 48163.559074 = -58448694.216462 nChanged 93 Iteration 320F (5683.205927 sec): 39 clusters Score: Raw -58496859.981476 + Penalty 48163.559074 = -58448696.422402 nChanged 94 Iteration 321Q (5689.159276 sec): 39 clusters Score: Raw -58496862.268428 + Penalty 48163.559074 = -58448698.709354 nChanged 105 Iteration 322Q (5695.137916 sec): 39 clusters Score: Raw -58496864.737782 + Penalty 48163.559074 = -58448701.178707 nChanged 108 Iteration 323Q (5700.863439 sec): 39 clusters Score: Raw -58496867.254798 + Penalty 48163.559074 = -58448703.695723 nChanged 94 Iteration 324Q (5706.460594 sec): 39 clusters Score: Raw -58496869.297560 + Penalty 48163.559074 = -58448705.738486 nChanged 113 Iteration 325Q (5712.120329 sec): 39 clusters Score: Raw -58496871.431961 + Penalty 48163.559074 = -58448707.872887 nChanged 104 Iteration 326Q (5717.900121 sec): 39 clusters Score: Raw -58496873.320362 + Penalty 48163.559074 = -58448709.761287 nChanged 91 Iteration 327Q (5723.957897 sec): 39 clusters Score: Raw -58496874.767474 + Penalty 48163.559074 = -58448711.208400 nChanged 95 Iteration 328Q (5729.863613 sec): 39 clusters Score: Raw -58496876.547575 + Penalty 48163.559074 = -58448712.988501 nChanged 109 Iteration 329Q (5735.627890 sec): 39 clusters Score: Raw -58496878.862550 + Penalty 48163.559074 = -58448715.303476 nChanged 111 Iteration 330Q (5741.173378 sec): 39 clusters Score: Raw -58496881.522400 + Penalty 48163.559074 = -58448717.963326 nChanged 116 Iteration 331Q (5746.794550 sec): 39 clusters Score: Raw -58496884.435427 + Penalty 48163.559074 = -58448720.876353 nChanged 136 Iteration 332Q (5752.490068 sec): 39 clusters Score: Raw -58496887.319777 + Penalty 48163.559074 = -58448723.760703 nChanged 157 Iteration 333Q (5758.497345 sec): 39 clusters Score: Raw -58496890.692385 + Penalty 48163.559074 = -58448727.133311 nChanged 157 Iteration 334Q (5764.343443 sec): 39 clusters Score: Raw -58496894.539642 + Penalty 48163.559074 = -58448730.980568 nChanged 167 Iteration 335Q (5770.004039 sec): 39 clusters Score: Raw -58496898.820098 + Penalty 48163.559074 = -58448735.261023 nChanged 183 Iteration 336Q (5775.517950 sec): 39 clusters Score: Raw -58496903.275211 + Penalty 48163.559074 = -58448739.716137 nChanged 182 Iteration 337Q (5781.223159 sec): 39 clusters Score: Raw -58496907.993862 + Penalty 48163.559074 = -58448744.434788 nChanged 199 Iteration 338Q (5787.183245 sec): 39 clusters Score: Raw -58496913.919431 + Penalty 48163.559074 = -58448750.360357 nChanged 170 Writing temp clu file Because OldScore, -58448744.434788, is greater than current (better) Score,-58448750.360357 Compute initial score before splitting: Score: Raw -58496913.919431 + Penalty 48163.559074 = -58448750.360357 Trying to split cluster 1 (4715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5787.398033 sec): 2 clusters Score: Raw -444955.465458 + Penalty 803.557899 = -444151.907559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5787.453019 sec): 3 clusters Score: Raw -442330.531246 + Penalty 1607.115797 = -440723.415449 nChanged 2017 SP:Iteration 1F (5787.501246 sec): 3 clusters Score: Raw -443499.364051 + Penalty 1607.115797 = -441892.248254 nChanged 352 SP:Iteration 2F (5787.545405 sec): 3 clusters Score: Raw -443683.826560 + Penalty 1607.115797 = -442076.710763 nChanged 271 SP:Iteration 3F (5787.596267 sec): 3 clusters Score: Raw -443835.375549 + Penalty 1607.115797 = -442228.259752 nChanged 245 SP:Iteration 4F (5787.645964 sec): 3 clusters Score: Raw -443961.664045 + Penalty 1607.115797 = -442354.548248 nChanged 214 SP:Iteration 5Q (5787.703452 sec): 3 clusters Score: Raw -444075.839663 + Penalty 1607.115797 = -442468.723866 nChanged 213 SP:Iteration 6Q (5787.750906 sec): 3 clusters Score: Raw -444210.968415 + Penalty 1607.115797 = -442603.852618 nChanged 191 SP:Iteration 7Q (5787.800508 sec): 3 clusters Score: Raw -444323.691721 + Penalty 1607.115797 = -442716.575924 nChanged 175 SP:Iteration 8Q (5787.840176 sec): 3 clusters Score: Raw -444422.521773 + Penalty 1607.115797 = -442815.405976 nChanged 155 SP:Iteration 9Q (5787.884443 sec): 3 clusters Score: Raw -444520.480525 + Penalty 1607.115797 = -442913.364728 nChanged 168 SP:Iteration 10Q (5787.931809 sec): 3 clusters Score: Raw -444622.642937 + Penalty 1607.115797 = -443015.527140 nChanged 146 SP:Iteration 11Q (5787.978197 sec): 3 clusters Score: Raw -444700.512611 + Penalty 1607.115797 = -443093.396814 nChanged 135 SP:Iteration 12Q (5788.025073 sec): 3 clusters Score: Raw -444772.460680 + Penalty 1607.115797 = -443165.344883 nChanged 108 SP:Iteration 13Q (5788.071272 sec): 3 clusters Score: Raw -444822.750144 + Penalty 1607.115797 = -443215.634347 nChanged 86 SP:Iteration 14Q (5788.121903 sec): 3 clusters Score: Raw -444863.537147 + Penalty 1607.115797 = -443256.421350 nChanged 88 SP:Iteration 15Q (5788.173899 sec): 3 clusters Score: Raw -444899.690433 + Penalty 1607.115797 = -443292.574636 nChanged 59 SP:Iteration 16Q (5788.215657 sec): 3 clusters Score: Raw -444919.839759 + Penalty 1607.115797 = -443312.723962 nChanged 44 SP:Iteration 17Q (5788.263614 sec): 3 clusters Score: Raw -444936.649021 + Penalty 1607.115797 = -443329.533224 nChanged 46 SP:Iteration 18Q (5788.311665 sec): 3 clusters Score: Raw -444953.200407 + Penalty 1607.115797 = -443346.084610 nChanged 36 SP:Iteration 19Q (5788.356210 sec): 3 clusters Score: Raw -444965.750673 + Penalty 1607.115797 = -443358.634876 nChanged 29 SP:Iteration 20F (5788.396411 sec): 3 clusters Score: Raw -444975.524572 + Penalty 1607.115797 = -443368.408775 nChanged 25 SP:Iteration 21Q (5788.443403 sec): 3 clusters Score: Raw -444982.237793 + Penalty 1607.115797 = -443375.121996 nChanged 24 SP:Iteration 22Q (5788.487303 sec): 3 clusters Score: Raw -444987.837137 + Penalty 1607.115797 = -443380.721340 nChanged 18 SP:Iteration 23Q (5788.533774 sec): 3 clusters Score: Raw -444992.530479 + Penalty 1607.115797 = -443385.414682 nChanged 25 SP:Iteration 24Q (5788.594371 sec): 3 clusters Score: Raw -444998.187011 + Penalty 1607.115797 = -443391.071214 nChanged 22 SP:Iteration 25Q (5788.633438 sec): 3 clusters Score: Raw -445003.177457 + Penalty 1607.115797 = -443396.061660 nChanged 24 SP:Iteration 26Q (5788.679487 sec): 3 clusters Score: Raw -445009.558379 + Penalty 1607.115797 = -443402.442582 nChanged 22 SP:Iteration 27Q (5788.728938 sec): 3 clusters Score: Raw -445016.185451 + Penalty 1607.115797 = -443409.069654 nChanged 28 SP:Iteration 28Q (5788.778585 sec): 3 clusters Score: Raw -445023.567385 + Penalty 1607.115797 = -443416.451588 nChanged 18 SP:Iteration 29Q (5788.828443 sec): 3 clusters Score: Raw -445028.298689 + Penalty 1607.115797 = -443421.182892 nChanged 19 SP:Iteration 30Q (5788.879079 sec): 3 clusters Score: Raw -445032.711068 + Penalty 1607.115797 = -443425.595271 nChanged 13 SP:Iteration 31Q (5788.930483 sec): 3 clusters Score: Raw -445036.994865 + Penalty 1607.115797 = -443429.879068 nChanged 16 SP:Iteration 32Q (5788.981874 sec): 3 clusters Score: Raw -445040.833851 + Penalty 1607.115797 = -443433.718054 nChanged 16 SP:Iteration 33Q (5789.033498 sec): 3 clusters Score: Raw -445045.633771 + Penalty 1607.115797 = -443438.517974 nChanged 17 SP:Iteration 34Q (5789.084661 sec): 3 clusters Score: Raw -445049.960536 + Penalty 1607.115797 = -443442.844739 nChanged 17 SP:Iteration 35Q (5789.138998 sec): 3 clusters Score: Raw -445053.887371 + Penalty 1607.115797 = -443446.771574 nChanged 16 SP:Iteration 36Q (5789.181212 sec): 3 clusters Score: Raw -445057.942725 + Penalty 1607.115797 = -443450.826927 nChanged 16 SP:Iteration 37Q (5789.208635 sec): 3 clusters Score: Raw -445061.602850 + Penalty 1607.115797 = -443454.487053 nChanged 11 SP:Iteration 38Q (5789.256889 sec): 3 clusters Score: Raw -445063.691994 + Penalty 1607.115797 = -443456.576197 nChanged 11 SP:Iteration 39Q (5789.308215 sec): 3 clusters Score: Raw -445065.862432 + Penalty 1607.115797 = -443458.746635 nChanged 6 SP:Iteration 40F (5789.364742 sec): 3 clusters Score: Raw -445067.624277 + Penalty 1607.115797 = -443460.508480 nChanged 7 SP:Iteration 41Q (5789.401726 sec): 3 clusters Score: Raw -445068.991151 + Penalty 1607.115797 = -443461.875354 nChanged 6 SP:Iteration 42Q (5789.447734 sec): 3 clusters Score: Raw -445069.734960 + Penalty 1607.115797 = -443462.619163 nChanged 4 SP:Iteration 43Q (5789.491356 sec): 3 clusters Score: Raw -445070.407334 + Penalty 1607.115797 = -443463.291537 nChanged 5 SP:Iteration 44Q (5789.536106 sec): 3 clusters Score: Raw -445071.596209 + Penalty 1607.115797 = -443464.480412 nChanged 6 SP:Iteration 45Q (5789.570886 sec): 3 clusters Score: Raw -445073.300788 + Penalty 1607.115797 = -443466.184990 nChanged 6 SP:Iteration 46Q (5789.622792 sec): 3 clusters Score: Raw -445075.742032 + Penalty 1607.115797 = -443468.626235 nChanged 8 SP:Iteration 47Q (5789.673438 sec): 3 clusters Score: Raw -445078.174396 + Penalty 1607.115797 = -443471.058599 nChanged 11 SP:Iteration 48Q (5789.707820 sec): 3 clusters Score: Raw -445080.111500 + Penalty 1607.115797 = -443472.995703 nChanged 8 SP:Iteration 49Q (5789.753591 sec): 3 clusters Score: Raw -445081.491663 + Penalty 1607.115797 = -443474.375866 nChanged 3 SP:Iteration 50Q (5789.796969 sec): 3 clusters Score: Raw -445082.089638 + Penalty 1607.115797 = -443474.973841 nChanged 3 SP:Iteration 51Q (5789.844114 sec): 3 clusters Score: Raw -445082.862894 + Penalty 1607.115797 = -443475.747097 nChanged 3 SP:Iteration 52Q (5789.884927 sec): 3 clusters Score: Raw -445083.419631 + Penalty 1607.115797 = -443476.303834 nChanged 3 SP:Iteration 53Q (5789.927919 sec): 3 clusters Score: Raw -445083.955971 + Penalty 1607.115797 = -443476.840174 nChanged 3 SP:Iteration 54Q (5789.977299 sec): 3 clusters Score: Raw -445084.396086 + Penalty 1607.115797 = -443477.280289 nChanged 3 SP:Iteration 55Q (5790.029179 sec): 3 clusters Score: Raw -445084.811282 + Penalty 1607.115797 = -443477.695485 nChanged 0 SP:Iteration 56F (5790.081883 sec): 3 clusters Score: Raw -445084.811282 + Penalty 1607.115797 = -443477.695485 nChanged 0 Trying to split cluster 2 (58221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5790.165282 sec): 2 clusters Score: Raw -5703488.038325 + Penalty 1042.340132 = -5702445.698193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5790.273804 sec): 3 clusters Score: Raw -5665525.561762 + Penalty 2084.680265 = -5663440.881497 nChanged 27884 SP:Iteration 1F (5790.385620 sec): 3 clusters Score: Raw -5682784.623040 + Penalty 2084.680265 = -5680699.942775 nChanged 3227 SP:Iteration 2F (5790.498513 sec): 3 clusters Score: Raw -5684238.617744 + Penalty 2084.680265 = -5682153.937479 nChanged 3541 SP:Iteration 3F (5790.607772 sec): 3 clusters Score: Raw -5686219.201516 + Penalty 2084.680265 = -5684134.521251 nChanged 3966 SP:Iteration 4F (5790.714978 sec): 3 clusters Score: Raw -5688778.169368 + Penalty 2084.680265 = -5686693.489104 nChanged 4043 SP:Iteration 5F (5790.828875 sec): 3 clusters Score: Raw -5691503.461409 + Penalty 2084.680265 = -5689418.781144 nChanged 3602 SP:Iteration 6F (5790.942430 sec): 3 clusters Score: Raw -5694068.752575 + Penalty 2084.680265 = -5691984.072310 nChanged 3209 SP:Iteration 7F (5791.056512 sec): 3 clusters Score: Raw -5696514.477468 + Penalty 2084.680265 = -5694429.797203 nChanged 2856 SP:Iteration 8Q (5791.175674 sec): 3 clusters Score: Raw -5698904.193110 + Penalty 2084.680265 = -5696819.512846 nChanged 2399 SP:Iteration 9Q (5791.293522 sec): 3 clusters Score: Raw -5700983.190329 + Penalty 2084.680265 = -5698898.510064 nChanged 1715 SP:Iteration 10Q (5791.389028 sec): 3 clusters Score: Raw -5702378.723420 + Penalty 2084.680265 = -5700294.043156 nChanged 1019 SP:Iteration 11Q (5791.510057 sec): 3 clusters Score: Raw -5703126.355606 + Penalty 2084.680265 = -5701041.675341 nChanged 585 SP:Iteration 12Q (5791.628035 sec): 3 clusters Score: Raw -5703527.081786 + Penalty 2084.680265 = -5701442.401521 nChanged 307 SP:Iteration 13Q (5791.743078 sec): 3 clusters Score: Raw -5703705.098431 + Penalty 2084.680265 = -5701620.418166 nChanged 173 SP:Iteration 14Q (5791.849548 sec): 3 clusters Score: Raw -5703797.872240 + Penalty 2084.680265 = -5701713.191975 nChanged 99 SP:Iteration 15Q (5791.965148 sec): 3 clusters Score: Raw -5703848.675069 + Penalty 2084.680265 = -5701763.994804 nChanged 78 SP:Iteration 16Q (5792.067899 sec): 3 clusters Score: Raw -5703890.108578 + Penalty 2084.680265 = -5701805.428313 nChanged 58 SP:Iteration 17Q (5792.180193 sec): 3 clusters Score: Raw -5703918.155135 + Penalty 2084.680265 = -5701833.474870 nChanged 53 SP:Iteration 18Q (5792.289447 sec): 3 clusters Score: Raw -5703944.972516 + Penalty 2084.680265 = -5701860.292251 nChanged 50 SP:Iteration 19Q (5792.388855 sec): 3 clusters Score: Raw -5703969.185402 + Penalty 2084.680265 = -5701884.505137 nChanged 50 SP:Iteration 20F (5792.505320 sec): 3 clusters Score: Raw -5703993.766232 + Penalty 2084.680265 = -5701909.085967 nChanged 50 SP:Iteration 21Q (5792.616628 sec): 3 clusters Score: Raw -5704024.423172 + Penalty 2084.680265 = -5701939.742907 nChanged 49 SP:Iteration 22Q (5792.725255 sec): 3 clusters Score: Raw -5704053.538853 + Penalty 2084.680265 = -5701968.858589 nChanged 46 SP:Iteration 23Q (5792.825080 sec): 3 clusters Score: Raw -5704079.941133 + Penalty 2084.680265 = -5701995.260868 nChanged 39 SP:Iteration 24Q (5792.929830 sec): 3 clusters Score: Raw -5704097.077146 + Penalty 2084.680265 = -5702012.396881 nChanged 43 SP:Iteration 25Q (5793.038811 sec): 3 clusters Score: Raw -5704119.339983 + Penalty 2084.680265 = -5702034.659718 nChanged 37 SP:Iteration 26Q (5793.142558 sec): 3 clusters Score: Raw -5704140.749620 + Penalty 2084.680265 = -5702056.069355 nChanged 41 SP:Iteration 27Q (5793.244145 sec): 3 clusters Score: Raw -5704157.152496 + Penalty 2084.680265 = -5702072.472231 nChanged 48 SP:Iteration 28Q (5793.349486 sec): 3 clusters Score: Raw -5704179.212229 + Penalty 2084.680265 = -5702094.531964 nChanged 47 SP:Iteration 29Q (5793.450892 sec): 3 clusters Score: Raw -5704199.928141 + Penalty 2084.680265 = -5702115.247876 nChanged 44 SP:Iteration 30Q (5793.559853 sec): 3 clusters Score: Raw -5704216.531455 + Penalty 2084.680265 = -5702131.851190 nChanged 47 SP:Iteration 31Q (5793.661578 sec): 3 clusters Score: Raw -5704236.419466 + Penalty 2084.680265 = -5702151.739201 nChanged 54 SP:Iteration 32Q (5793.754409 sec): 3 clusters Score: Raw -5704257.280075 + Penalty 2084.680265 = -5702172.599810 nChanged 48 SP:Iteration 33Q (5793.853395 sec): 3 clusters Score: Raw -5704274.349316 + Penalty 2084.680265 = -5702189.669051 nChanged 43 SP:Iteration 34Q (5793.947261 sec): 3 clusters Score: Raw -5704289.073226 + Penalty 2084.680265 = -5702204.392961 nChanged 36 SP:Iteration 35Q (5794.050077 sec): 3 clusters Score: Raw -5704303.942998 + Penalty 2084.680265 = -5702219.262733 nChanged 34 SP:Iteration 36Q (5794.162233 sec): 3 clusters Score: Raw -5704317.564606 + Penalty 2084.680265 = -5702232.884341 nChanged 40 SP:Iteration 37Q (5794.240080 sec): 3 clusters Score: Raw -5704329.601575 + Penalty 2084.680265 = -5702244.921310 nChanged 26 SP:Iteration 38Q (5794.320635 sec): 3 clusters Score: Raw -5704336.709723 + Penalty 2084.680265 = -5702252.029458 nChanged 28 SP:Iteration 39Q (5794.418185 sec): 3 clusters Score: Raw -5704343.030505 + Penalty 2084.680265 = -5702258.350241 nChanged 20 SP:Iteration 40F (5794.520434 sec): 3 clusters Score: Raw -5704346.989696 + Penalty 2084.680265 = -5702262.309431 nChanged 19 SP:Iteration 41Q (5794.616763 sec): 3 clusters Score: Raw -5704350.764176 + Penalty 2084.680265 = -5702266.083911 nChanged 14 SP:Iteration 42Q (5794.709886 sec): 3 clusters Score: Raw -5704352.663145 + Penalty 2084.680265 = -5702267.982881 nChanged 7 SP:Iteration 43Q (5794.810927 sec): 3 clusters Score: Raw -5704353.810331 + Penalty 2084.680265 = -5702269.130067 nChanged 11 SP:Iteration 44Q (5794.905325 sec): 3 clusters Score: Raw -5704355.008423 + Penalty 2084.680265 = -5702270.328158 nChanged 3 SP:Iteration 45Q (5794.999287 sec): 3 clusters Score: Raw -5704355.741530 + Penalty 2084.680265 = -5702271.061265 nChanged 4 SP:Iteration 46Q (5795.088956 sec): 3 clusters Score: Raw -5704356.513334 + Penalty 2084.680265 = -5702271.833069 nChanged 4 SP:Iteration 47Q (5795.176269 sec): 3 clusters Score: Raw -5704357.095882 + Penalty 2084.680265 = -5702272.415618 nChanged 6 SP:Iteration 48Q (5795.279768 sec): 3 clusters Score: Raw -5704357.663514 + Penalty 2084.680265 = -5702272.983249 nChanged 2 SP:Iteration 49Q (5795.382543 sec): 3 clusters Score: Raw -5704358.180270 + Penalty 2084.680265 = -5702273.500005 nChanged 2 SP:Iteration 50Q (5795.484922 sec): 3 clusters Score: Raw -5704358.401318 + Penalty 2084.680265 = -5702273.721054 nChanged 0 SP:Iteration 51F (5795.596108 sec): 3 clusters Score: Raw -5704358.401318 + Penalty 2084.680265 = -5702273.721054 nChanged 0 Trying to split cluster 3 (5098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5795.634983 sec): 2 clusters Score: Raw -452451.474794 + Penalty 810.977341 = -451640.497454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5795.692823 sec): 3 clusters Score: Raw -449635.424604 + Penalty 1621.954681 = -448013.469923 nChanged 2129 SP:Iteration 1F (5795.745012 sec): 3 clusters Score: Raw -450967.059306 + Penalty 1621.954681 = -449345.104625 nChanged 385 SP:Iteration 2F (5795.803774 sec): 3 clusters Score: Raw -451199.691269 + Penalty 1621.954681 = -449577.736587 nChanged 311 SP:Iteration 3F (5795.844880 sec): 3 clusters Score: Raw -451370.169973 + Penalty 1621.954681 = -449748.215292 nChanged 250 SP:Iteration 4Q (5795.895777 sec): 3 clusters Score: Raw -451507.317983 + Penalty 1621.954681 = -449885.363302 nChanged 207 SP:Iteration 5Q (5795.947241 sec): 3 clusters Score: Raw -451611.505676 + Penalty 1621.954681 = -449989.550994 nChanged 185 SP:Iteration 6Q (5796.007000 sec): 3 clusters Score: Raw -451691.820726 + Penalty 1621.954681 = -450069.866044 nChanged 138 SP:Iteration 7Q (5796.062381 sec): 3 clusters Score: Raw -451759.639979 + Penalty 1621.954681 = -450137.685298 nChanged 137 SP:Iteration 8Q (5796.109956 sec): 3 clusters Score: Raw -451829.145415 + Penalty 1621.954681 = -450207.190734 nChanged 137 SP:Iteration 9Q (5796.158318 sec): 3 clusters Score: Raw -451908.503312 + Penalty 1621.954681 = -450286.548631 nChanged 131 SP:Iteration 10Q (5796.198468 sec): 3 clusters Score: Raw -451987.289903 + Penalty 1621.954681 = -450365.335222 nChanged 130 SP:Iteration 11Q (5796.249674 sec): 3 clusters Score: Raw -452049.823280 + Penalty 1621.954681 = -450427.868599 nChanged 104 SP:Iteration 12Q (5796.307671 sec): 3 clusters Score: Raw -452094.076510 + Penalty 1621.954681 = -450472.121829 nChanged 81 SP:Iteration 13Q (5796.359202 sec): 3 clusters Score: Raw -452130.805858 + Penalty 1621.954681 = -450508.851177 nChanged 69 SP:Iteration 14Q (5796.402833 sec): 3 clusters Score: Raw -452164.629516 + Penalty 1621.954681 = -450542.674835 nChanged 67 SP:Iteration 15Q (5796.458238 sec): 3 clusters Score: Raw -452199.092008 + Penalty 1621.954681 = -450577.137327 nChanged 72 SP:Iteration 16Q (5796.513414 sec): 3 clusters Score: Raw -452240.495626 + Penalty 1621.954681 = -450618.540944 nChanged 71 SP:Iteration 17Q (5796.568013 sec): 3 clusters Score: Raw -452271.672608 + Penalty 1621.954681 = -450649.717927 nChanged 57 SP:Iteration 18Q (5796.612130 sec): 3 clusters Score: Raw -452295.042018 + Penalty 1621.954681 = -450673.087337 nChanged 46 SP:Iteration 19Q (5796.662791 sec): 3 clusters Score: Raw -452314.807244 + Penalty 1621.954681 = -450692.852563 nChanged 46 SP:Iteration 20F (5796.725005 sec): 3 clusters Score: Raw -452332.905853 + Penalty 1621.954681 = -450710.951171 nChanged 33 SP:Iteration 21Q (5796.769520 sec): 3 clusters Score: Raw -452346.452972 + Penalty 1621.954681 = -450724.498290 nChanged 36 SP:Iteration 22Q (5796.830684 sec): 3 clusters Score: Raw -452359.094523 + Penalty 1621.954681 = -450737.139841 nChanged 40 SP:Iteration 23Q (5796.879159 sec): 3 clusters Score: Raw -452373.201770 + Penalty 1621.954681 = -450751.247089 nChanged 36 SP:Iteration 24Q (5796.918875 sec): 3 clusters Score: Raw -452388.295861 + Penalty 1621.954681 = -450766.341179 nChanged 32 SP:Iteration 25Q (5796.971369 sec): 3 clusters Score: Raw -452399.771823 + Penalty 1621.954681 = -450777.817142 nChanged 28 SP:Iteration 26Q (5797.033336 sec): 3 clusters Score: Raw -452413.050245 + Penalty 1621.954681 = -450791.095564 nChanged 31 SP:Iteration 27Q (5797.087064 sec): 3 clusters Score: Raw -452427.816859 + Penalty 1621.954681 = -450805.862178 nChanged 30 SP:Iteration 28Q (5797.139591 sec): 3 clusters Score: Raw -452443.403379 + Penalty 1621.954681 = -450821.448698 nChanged 25 SP:Iteration 29Q (5797.180471 sec): 3 clusters Score: Raw -452454.829690 + Penalty 1621.954681 = -450832.875009 nChanged 22 SP:Iteration 30Q (5797.239648 sec): 3 clusters Score: Raw -452466.668859 + Penalty 1621.954681 = -450844.714178 nChanged 27 SP:Iteration 31Q (5797.286140 sec): 3 clusters Score: Raw -452478.345989 + Penalty 1621.954681 = -450856.391308 nChanged 27 SP:Iteration 32Q (5797.347223 sec): 3 clusters Score: Raw -452486.050361 + Penalty 1621.954681 = -450864.095680 nChanged 20 SP:Iteration 33Q (5797.397848 sec): 3 clusters Score: Raw -452493.167961 + Penalty 1621.954681 = -450871.213280 nChanged 26 SP:Iteration 34Q (5797.449559 sec): 3 clusters Score: Raw -452501.110081 + Penalty 1621.954681 = -450879.155400 nChanged 23 SP:Iteration 35Q (5797.489038 sec): 3 clusters Score: Raw -452509.886898 + Penalty 1621.954681 = -450887.932217 nChanged 27 SP:Iteration 36Q (5797.546424 sec): 3 clusters Score: Raw -452524.968178 + Penalty 1621.954681 = -450903.013497 nChanged 30 SP:Iteration 37Q (5797.590130 sec): 3 clusters Score: Raw -452538.037958 + Penalty 1621.954681 = -450916.083277 nChanged 26 SP:Iteration 38Q (5797.650910 sec): 3 clusters Score: Raw -452547.074244 + Penalty 1621.954681 = -450925.119563 nChanged 25 SP:Iteration 39Q (5797.688284 sec): 3 clusters Score: Raw -452554.903493 + Penalty 1621.954681 = -450932.948812 nChanged 17 SP:Iteration 40F (5797.739062 sec): 3 clusters Score: Raw -452559.606715 + Penalty 1621.954681 = -450937.652034 nChanged 17 SP:Iteration 41Q (5797.805373 sec): 3 clusters Score: Raw -452565.415489 + Penalty 1621.954681 = -450943.460807 nChanged 19 SP:Iteration 42Q (5797.858279 sec): 3 clusters Score: Raw -452571.058119 + Penalty 1621.954681 = -450949.103438 nChanged 11 SP:Iteration 43Q (5797.909683 sec): 3 clusters Score: Raw -452574.967719 + Penalty 1621.954681 = -450953.013038 nChanged 14 SP:Iteration 44Q (5797.946951 sec): 3 clusters Score: Raw -452580.039064 + Penalty 1621.954681 = -450958.084383 nChanged 6 SP:Iteration 45Q (5798.004019 sec): 3 clusters Score: Raw -452583.336996 + Penalty 1621.954681 = -450961.382315 nChanged 9 SP:Iteration 46Q (5798.042935 sec): 3 clusters Score: Raw -452586.468856 + Penalty 1621.954681 = -450964.514174 nChanged 12 SP:Iteration 47Q (5798.096100 sec): 3 clusters Score: Raw -452589.388547 + Penalty 1621.954681 = -450967.433866 nChanged 9 SP:Iteration 48Q (5798.151798 sec): 3 clusters Score: Raw -452592.310989 + Penalty 1621.954681 = -450970.356307 nChanged 12 SP:Iteration 49Q (5798.203547 sec): 3 clusters Score: Raw -452595.867898 + Penalty 1621.954681 = -450973.913217 nChanged 13 SP:Iteration 50Q (5798.260900 sec): 3 clusters Score: Raw -452601.635128 + Penalty 1621.954681 = -450979.680446 nChanged 11 SP:Iteration 51Q (5798.308889 sec): 3 clusters Score: Raw -452606.302553 + Penalty 1621.954681 = -450984.347872 nChanged 14 SP:Iteration 52Q (5798.346964 sec): 3 clusters Score: Raw -452611.919686 + Penalty 1621.954681 = -450989.965005 nChanged 21 SP:Iteration 53Q (5798.393652 sec): 3 clusters Score: Raw -452623.181612 + Penalty 1621.954681 = -451001.226931 nChanged 18 SP:Iteration 54Q (5798.436743 sec): 3 clusters Score: Raw -452628.844808 + Penalty 1621.954681 = -451006.890126 nChanged 16 SP:Iteration 55Q (5798.482513 sec): 3 clusters Score: Raw -452634.947466 + Penalty 1621.954681 = -451012.992785 nChanged 11 SP:Iteration 56Q (5798.532433 sec): 3 clusters Score: Raw -452639.843741 + Penalty 1621.954681 = -451017.889060 nChanged 7 SP:Iteration 57Q (5798.578367 sec): 3 clusters Score: Raw -452641.740082 + Penalty 1621.954681 = -451019.785401 nChanged 5 SP:Iteration 58Q (5798.633074 sec): 3 clusters Score: Raw -452643.053072 + Penalty 1621.954681 = -451021.098391 nChanged 3 SP:Iteration 59Q (5798.668266 sec): 3 clusters Score: Raw -452644.541092 + Penalty 1621.954681 = -451022.586411 nChanged 5 SP:Iteration 60F (5798.715866 sec): 3 clusters Score: Raw -452645.880467 + Penalty 1621.954681 = -451023.925785 nChanged 2 SP:Iteration 61Q (5798.760792 sec): 3 clusters Score: Raw -452646.168278 + Penalty 1621.954681 = -451024.213597 nChanged 0 SP:Iteration 62F (5798.807289 sec): 3 clusters Score: Raw -452646.168278 + Penalty 1621.954681 = -451024.213597 nChanged 0 Trying to split cluster 4 (13516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5798.849689 sec): 2 clusters Score: Raw -1353299.204943 + Penalty 903.604798 = -1352395.600146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5798.912304 sec): 3 clusters Score: Raw -1345094.600852 + Penalty 1807.209595 = -1343287.391257 nChanged 6096 SP:Iteration 1F (5798.970870 sec): 3 clusters Score: Raw -1348418.489629 + Penalty 1807.209595 = -1346611.280034 nChanged 733 SP:Iteration 2F (5799.032545 sec): 3 clusters Score: Raw -1348719.116212 + Penalty 1807.209595 = -1346911.906617 nChanged 745 SP:Iteration 3F (5799.088285 sec): 3 clusters Score: Raw -1349004.246860 + Penalty 1807.209595 = -1347197.037265 nChanged 633 SP:Iteration 4Q (5799.151767 sec): 3 clusters Score: Raw -1349247.947803 + Penalty 1807.209595 = -1347440.738208 nChanged 602 SP:Iteration 5Q (5799.212958 sec): 3 clusters Score: Raw -1349491.890836 + Penalty 1807.209595 = -1347684.681240 nChanged 614 SP:Iteration 6Q (5799.272070 sec): 3 clusters Score: Raw -1349780.101776 + Penalty 1807.209595 = -1347972.892181 nChanged 643 SP:Iteration 7Q (5799.323926 sec): 3 clusters Score: Raw -1350119.050315 + Penalty 1807.209595 = -1348311.840720 nChanged 705 SP:Iteration 8F (5799.382983 sec): 3 clusters Score: Raw -1350589.706320 + Penalty 1807.209595 = -1348782.496725 nChanged 762 SP:Iteration 9F (5799.442939 sec): 3 clusters Score: Raw -1351135.596538 + Penalty 1807.209595 = -1349328.386943 nChanged 730 SP:Iteration 10F (5799.501349 sec): 3 clusters Score: Raw -1351652.723391 + Penalty 1807.209595 = -1349845.513796 nChanged 639 SP:Iteration 11Q (5799.561838 sec): 3 clusters Score: Raw -1352057.649455 + Penalty 1807.209595 = -1350250.439860 nChanged 509 SP:Iteration 12Q (5799.621883 sec): 3 clusters Score: Raw -1352315.882004 + Penalty 1807.209595 = -1350508.672409 nChanged 382 SP:Iteration 13Q (5799.682074 sec): 3 clusters Score: Raw -1352497.340816 + Penalty 1807.209595 = -1350690.131221 nChanged 293 SP:Iteration 14Q (5799.733017 sec): 3 clusters Score: Raw -1352629.113553 + Penalty 1807.209595 = -1350821.903958 nChanged 278 SP:Iteration 15Q (5799.793066 sec): 3 clusters Score: Raw -1352748.313841 + Penalty 1807.209595 = -1350941.104246 nChanged 243 SP:Iteration 16Q (5799.850585 sec): 3 clusters Score: Raw -1352846.130682 + Penalty 1807.209595 = -1351038.921087 nChanged 212 SP:Iteration 17Q (5799.910936 sec): 3 clusters Score: Raw -1352929.879124 + Penalty 1807.209595 = -1351122.669529 nChanged 196 SP:Iteration 18Q (5799.967198 sec): 3 clusters Score: Raw -1353018.386731 + Penalty 1807.209595 = -1351211.177136 nChanged 205 SP:Iteration 19Q (5800.027794 sec): 3 clusters Score: Raw -1353118.888244 + Penalty 1807.209595 = -1351311.678649 nChanged 195 SP:Iteration 20F (5800.093916 sec): 3 clusters Score: Raw -1353208.619440 + Penalty 1807.209595 = -1351401.409845 nChanged 154 SP:Iteration 21Q (5800.145947 sec): 3 clusters Score: Raw -1353276.387242 + Penalty 1807.209595 = -1351469.177646 nChanged 161 SP:Iteration 22Q (5800.204151 sec): 3 clusters Score: Raw -1353347.779855 + Penalty 1807.209595 = -1351540.570260 nChanged 136 SP:Iteration 23Q (5800.270972 sec): 3 clusters Score: Raw -1353406.120372 + Penalty 1807.209595 = -1351598.910777 nChanged 122 SP:Iteration 24Q (5800.321170 sec): 3 clusters Score: Raw -1353459.023081 + Penalty 1807.209595 = -1351651.813486 nChanged 107 SP:Iteration 25Q (5800.379827 sec): 3 clusters Score: Raw -1353503.589446 + Penalty 1807.209595 = -1351696.379851 nChanged 101 SP:Iteration 26Q (5800.441286 sec): 3 clusters Score: Raw -1353546.883830 + Penalty 1807.209595 = -1351739.674235 nChanged 90 SP:Iteration 27Q (5800.498969 sec): 3 clusters Score: Raw -1353583.958613 + Penalty 1807.209595 = -1351776.749018 nChanged 74 SP:Iteration 28Q (5800.558979 sec): 3 clusters Score: Raw -1353617.001523 + Penalty 1807.209595 = -1351809.791928 nChanged 79 SP:Iteration 29Q (5800.608809 sec): 3 clusters Score: Raw -1353646.912614 + Penalty 1807.209595 = -1351839.703018 nChanged 69 SP:Iteration 30Q (5800.677801 sec): 3 clusters Score: Raw -1353671.379062 + Penalty 1807.209595 = -1351864.169467 nChanged 60 SP:Iteration 31Q (5800.740026 sec): 3 clusters Score: Raw -1353693.359314 + Penalty 1807.209595 = -1351886.149719 nChanged 52 SP:Iteration 32Q (5800.793203 sec): 3 clusters Score: Raw -1353710.203589 + Penalty 1807.209595 = -1351902.993994 nChanged 39 SP:Iteration 33Q (5800.861380 sec): 3 clusters Score: Raw -1353723.186340 + Penalty 1807.209595 = -1351915.976745 nChanged 36 SP:Iteration 34Q (5800.916619 sec): 3 clusters Score: Raw -1353734.816977 + Penalty 1807.209595 = -1351927.607382 nChanged 26 SP:Iteration 35Q (5800.963762 sec): 3 clusters Score: Raw -1353742.981953 + Penalty 1807.209595 = -1351935.772358 nChanged 16 SP:Iteration 36Q (5801.035986 sec): 3 clusters Score: Raw -1353746.422023 + Penalty 1807.209595 = -1351939.212428 nChanged 14 SP:Iteration 37Q (5801.091372 sec): 3 clusters Score: Raw -1353749.809904 + Penalty 1807.209595 = -1351942.600309 nChanged 12 SP:Iteration 38Q (5801.146432 sec): 3 clusters Score: Raw -1353751.510382 + Penalty 1807.209595 = -1351944.300786 nChanged 8 SP:Iteration 39Q (5801.209120 sec): 3 clusters Score: Raw -1353752.751729 + Penalty 1807.209595 = -1351945.542134 nChanged 5 SP:Iteration 40F (5801.278284 sec): 3 clusters Score: Raw -1353753.338343 + Penalty 1807.209595 = -1351946.128748 nChanged 5 SP:Iteration 41Q (5801.329958 sec): 3 clusters Score: Raw -1353754.177465 + Penalty 1807.209595 = -1351946.967870 nChanged 2 SP:Iteration 42Q (5801.390271 sec): 3 clusters Score: Raw -1353755.170405 + Penalty 1807.209595 = -1351947.960810 nChanged 2 SP:Iteration 43Q (5801.452643 sec): 3 clusters Score: Raw -1353755.542548 + Penalty 1807.209595 = -1351948.332953 nChanged 2 SP:Iteration 44Q (5801.512828 sec): 3 clusters Score: Raw -1353756.336591 + Penalty 1807.209595 = -1351949.126996 nChanged 4 SP:Iteration 45Q (5801.571620 sec): 3 clusters Score: Raw -1353757.231582 + Penalty 1807.209595 = -1351950.021987 nChanged 4 SP:Iteration 46Q (5801.627832 sec): 3 clusters Score: Raw -1353757.860585 + Penalty 1807.209595 = -1351950.650990 nChanged 5 SP:Iteration 47Q (5801.686520 sec): 3 clusters Score: Raw -1353759.149712 + Penalty 1807.209595 = -1351951.940117 nChanged 3 SP:Iteration 48Q (5801.755769 sec): 3 clusters Score: Raw -1353759.983356 + Penalty 1807.209595 = -1351952.773761 nChanged 2 SP:Iteration 49Q (5801.819446 sec): 3 clusters Score: Raw -1353760.689374 + Penalty 1807.209595 = -1351953.479779 nChanged 3 SP:Iteration 50Q (5801.880280 sec): 3 clusters Score: Raw -1353762.265763 + Penalty 1807.209595 = -1351955.056168 nChanged 4 SP:Iteration 51Q (5801.943186 sec): 3 clusters Score: Raw -1353763.125768 + Penalty 1807.209595 = -1351955.916173 nChanged 2 SP:Iteration 52Q (5802.006888 sec): 3 clusters Score: Raw -1353763.590195 + Penalty 1807.209595 = -1351956.380600 nChanged 0 SP:Iteration 53F (5802.071042 sec): 3 clusters Score: Raw -1353763.590195 + Penalty 1807.209595 = -1351956.380600 nChanged 0 Trying to split cluster 5 (1205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5802.095506 sec): 2 clusters Score: Raw -103886.730499 + Penalty 673.952310 = -103212.778189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5802.148706 sec): 3 clusters Score: Raw -103372.455256 + Penalty 1347.904621 = -102024.550635 nChanged 439 SP:Iteration 1F (5802.195237 sec): 3 clusters Score: Raw -103665.148807 + Penalty 1347.904621 = -102317.244187 nChanged 104 SP:Iteration 2F (5802.231063 sec): 3 clusters Score: Raw -103753.690161 + Penalty 1347.904621 = -102405.785540 nChanged 75 SP:Iteration 3F (5802.288861 sec): 3 clusters Score: Raw -103826.477621 + Penalty 1347.904621 = -102478.573001 nChanged 49 SP:Iteration 4Q (5802.326334 sec): 3 clusters Score: Raw -103869.309982 + Penalty 1347.904621 = -102521.405361 nChanged 44 SP:Iteration 5Q (5802.365586 sec): 3 clusters Score: Raw -103903.041366 + Penalty 1347.904621 = -102555.136745 nChanged 33 SP:Iteration 6Q (5802.410417 sec): 3 clusters Score: Raw -103938.026369 + Penalty 1347.904621 = -102590.121748 nChanged 32 SP:Iteration 7Q (5802.461111 sec): 3 clusters Score: Raw -103963.884548 + Penalty 1347.904621 = -102615.979927 nChanged 26 SP:Iteration 8Q (5802.497269 sec): 3 clusters Score: Raw -103985.457381 + Penalty 1347.904621 = -102637.552760 nChanged 21 SP:Iteration 9Q (5802.543587 sec): 3 clusters Score: Raw -104004.555255 + Penalty 1347.904621 = -102656.650635 nChanged 22 SP:Iteration 10Q (5802.600220 sec): 3 clusters Score: Raw -104032.320996 + Penalty 1347.904621 = -102684.416375 nChanged 30 SP:Iteration 11Q (5802.651833 sec): 3 clusters Score: Raw -104073.798281 + Penalty 1347.904621 = -102725.893660 nChanged 27 SP:Iteration 12Q (5802.705404 sec): 3 clusters Score: Raw -104097.054713 + Penalty 1347.904621 = -102749.150092 nChanged 26 SP:Iteration 13Q (5802.751222 sec): 3 clusters Score: Raw -104121.324894 + Penalty 1347.904621 = -102773.420273 nChanged 23 SP:Iteration 14Q (5802.793640 sec): 3 clusters Score: Raw -104139.417864 + Penalty 1347.904621 = -102791.513244 nChanged 21 SP:Iteration 15Q (5802.845693 sec): 3 clusters Score: Raw -104165.413414 + Penalty 1347.904621 = -102817.508793 nChanged 23 SP:Iteration 16Q (5802.896246 sec): 3 clusters Score: Raw -104184.161376 + Penalty 1347.904621 = -102836.256755 nChanged 20 SP:Iteration 17Q (5802.943256 sec): 3 clusters Score: Raw -104204.870418 + Penalty 1347.904621 = -102856.965797 nChanged 14 SP:Iteration 18Q (5802.992459 sec): 3 clusters Score: Raw -104215.274495 + Penalty 1347.904621 = -102867.369874 nChanged 6 SP:Iteration 19Q (5803.037329 sec): 3 clusters Score: Raw -104217.518150 + Penalty 1347.904621 = -102869.613529 nChanged 1 SP:Iteration 20F (5803.086704 sec): 3 clusters Score: Raw -104217.708583 + Penalty 1347.904621 = -102869.803963 nChanged 0 Trying to split cluster 6 (6950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5803.124212 sec): 2 clusters Score: Raw -664824.204213 + Penalty 840.417209 = -663983.787004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5803.179154 sec): 3 clusters Score: Raw -660788.345068 + Penalty 1680.834418 = -659107.510650 nChanged 3069 SP:Iteration 1F (5803.219647 sec): 3 clusters Score: Raw -662511.300737 + Penalty 1680.834418 = -660830.466318 nChanged 431 SP:Iteration 2F (5803.269079 sec): 3 clusters Score: Raw -662690.917012 + Penalty 1680.834418 = -661010.082594 nChanged 349 SP:Iteration 3F (5803.335328 sec): 3 clusters Score: Raw -662829.789164 + Penalty 1680.834418 = -661148.954746 nChanged 324 SP:Iteration 4Q (5803.379896 sec): 3 clusters Score: Raw -662956.350945 + Penalty 1680.834418 = -661275.516526 nChanged 288 SP:Iteration 5Q (5803.437787 sec): 3 clusters Score: Raw -663060.341638 + Penalty 1680.834418 = -661379.507220 nChanged 253 SP:Iteration 6Q (5803.503225 sec): 3 clusters Score: Raw -663145.468404 + Penalty 1680.834418 = -661464.633986 nChanged 214 SP:Iteration 7Q (5803.544800 sec): 3 clusters Score: Raw -663218.720979 + Penalty 1680.834418 = -661537.886560 nChanged 222 SP:Iteration 8Q (5803.609417 sec): 3 clusters Score: Raw -663304.178449 + Penalty 1680.834418 = -661623.344031 nChanged 236 SP:Iteration 9Q (5803.646071 sec): 3 clusters Score: Raw -663407.228772 + Penalty 1680.834418 = -661726.394353 nChanged 230 SP:Iteration 10Q (5803.705414 sec): 3 clusters Score: Raw -663508.108567 + Penalty 1680.834418 = -661827.274149 nChanged 234 SP:Iteration 11Q (5803.749462 sec): 3 clusters Score: Raw -663637.654893 + Penalty 1680.834418 = -661956.820475 nChanged 263 SP:Iteration 12Q (5803.803257 sec): 3 clusters Score: Raw -663808.799196 + Penalty 1680.834418 = -662127.964778 nChanged 248 SP:Iteration 13Q (5803.853422 sec): 3 clusters Score: Raw -663935.012887 + Penalty 1680.834418 = -662254.178469 nChanged 200 SP:Iteration 14Q (5803.899595 sec): 3 clusters Score: Raw -664047.707849 + Penalty 1680.834418 = -662366.873430 nChanged 161 SP:Iteration 15Q (5803.948156 sec): 3 clusters Score: Raw -664123.223458 + Penalty 1680.834418 = -662442.389040 nChanged 122 SP:Iteration 16Q (5803.990449 sec): 3 clusters Score: Raw -664178.944311 + Penalty 1680.834418 = -662498.109893 nChanged 99 SP:Iteration 17Q (5804.032438 sec): 3 clusters Score: Raw -664214.366727 + Penalty 1680.834418 = -662533.532308 nChanged 79 SP:Iteration 18Q (5804.085170 sec): 3 clusters Score: Raw -664240.250309 + Penalty 1680.834418 = -662559.415890 nChanged 52 SP:Iteration 19Q (5804.136440 sec): 3 clusters Score: Raw -664255.598133 + Penalty 1680.834418 = -662574.763714 nChanged 50 SP:Iteration 20F (5804.187602 sec): 3 clusters Score: Raw -664268.261569 + Penalty 1680.834418 = -662587.427150 nChanged 37 SP:Iteration 21Q (5804.239045 sec): 3 clusters Score: Raw -664276.976831 + Penalty 1680.834418 = -662596.142412 nChanged 35 SP:Iteration 22Q (5804.291401 sec): 3 clusters Score: Raw -664287.087526 + Penalty 1680.834418 = -662606.253108 nChanged 41 SP:Iteration 23Q (5804.342601 sec): 3 clusters Score: Raw -664296.137262 + Penalty 1680.834418 = -662615.302844 nChanged 33 SP:Iteration 24Q (5804.397207 sec): 3 clusters Score: Raw -664301.696757 + Penalty 1680.834418 = -662620.862339 nChanged 19 SP:Iteration 25Q (5804.450877 sec): 3 clusters Score: Raw -664304.734897 + Penalty 1680.834418 = -662623.900478 nChanged 15 SP:Iteration 26Q (5804.502305 sec): 3 clusters Score: Raw -664307.611426 + Penalty 1680.834418 = -662626.777007 nChanged 21 SP:Iteration 27Q (5804.549546 sec): 3 clusters Score: Raw -664311.361847 + Penalty 1680.834418 = -662630.527429 nChanged 18 SP:Iteration 28Q (5804.608190 sec): 3 clusters Score: Raw -664314.532597 + Penalty 1680.834418 = -662633.698179 nChanged 17 SP:Iteration 29Q (5804.649556 sec): 3 clusters Score: Raw -664316.919443 + Penalty 1680.834418 = -662636.085025 nChanged 15 SP:Iteration 30Q (5804.698278 sec): 3 clusters Score: Raw -664319.175585 + Penalty 1680.834418 = -662638.341167 nChanged 11 SP:Iteration 31Q (5804.747941 sec): 3 clusters Score: Raw -664321.075617 + Penalty 1680.834418 = -662640.241198 nChanged 9 SP:Iteration 32Q (5804.798366 sec): 3 clusters Score: Raw -664322.509298 + Penalty 1680.834418 = -662641.674879 nChanged 6 SP:Iteration 33Q (5804.846795 sec): 3 clusters Score: Raw -664323.623490 + Penalty 1680.834418 = -662642.789072 nChanged 12 SP:Iteration 34Q (5804.897384 sec): 3 clusters Score: Raw -664327.191270 + Penalty 1680.834418 = -662646.356852 nChanged 14 SP:Iteration 35Q (5804.945400 sec): 3 clusters Score: Raw -664330.904347 + Penalty 1680.834418 = -662650.069929 nChanged 19 SP:Iteration 36Q (5804.994452 sec): 3 clusters Score: Raw -664337.011848 + Penalty 1680.834418 = -662656.177430 nChanged 28 SP:Iteration 37Q (5805.053345 sec): 3 clusters Score: Raw -664343.732714 + Penalty 1680.834418 = -662662.898295 nChanged 28 SP:Iteration 38Q (5805.089580 sec): 3 clusters Score: Raw -664350.149588 + Penalty 1680.834418 = -662669.315170 nChanged 29 SP:Iteration 39Q (5805.134390 sec): 3 clusters Score: Raw -664356.072592 + Penalty 1680.834418 = -662675.238173 nChanged 26 SP:Iteration 40F (5805.187530 sec): 3 clusters Score: Raw -664361.062157 + Penalty 1680.834418 = -662680.227739 nChanged 31 SP:Iteration 41Q (5805.231237 sec): 3 clusters Score: Raw -664366.606560 + Penalty 1680.834418 = -662685.772142 nChanged 31 SP:Iteration 42Q (5805.292696 sec): 3 clusters Score: Raw -664373.786019 + Penalty 1680.834418 = -662692.951601 nChanged 35 SP:Iteration 43Q (5805.333802 sec): 3 clusters Score: Raw -664385.011538 + Penalty 1680.834418 = -662704.177120 nChanged 43 SP:Iteration 44Q (5805.384663 sec): 3 clusters Score: Raw -664398.678664 + Penalty 1680.834418 = -662717.844245 nChanged 40 SP:Iteration 45Q (5805.429068 sec): 3 clusters Score: Raw -664407.361021 + Penalty 1680.834418 = -662726.526603 nChanged 33 SP:Iteration 46Q (5805.466985 sec): 3 clusters Score: Raw -664413.716135 + Penalty 1680.834418 = -662732.881717 nChanged 31 SP:Iteration 47Q (5805.509833 sec): 3 clusters Score: Raw -664418.656785 + Penalty 1680.834418 = -662737.822367 nChanged 23 SP:Iteration 48Q (5805.555697 sec): 3 clusters Score: Raw -664424.499937 + Penalty 1680.834418 = -662743.665519 nChanged 24 SP:Iteration 49Q (5805.600588 sec): 3 clusters Score: Raw -664430.509983 + Penalty 1680.834418 = -662749.675565 nChanged 25 SP:Iteration 50Q (5805.656138 sec): 3 clusters Score: Raw -664436.001248 + Penalty 1680.834418 = -662755.166830 nChanged 31 SP:Iteration 51Q (5805.695747 sec): 3 clusters Score: Raw -664443.885630 + Penalty 1680.834418 = -662763.051212 nChanged 32 SP:Iteration 52Q (5805.744251 sec): 3 clusters Score: Raw -664453.103960 + Penalty 1680.834418 = -662772.269542 nChanged 40 SP:Iteration 53Q (5805.791118 sec): 3 clusters Score: Raw -664468.699951 + Penalty 1680.834418 = -662787.865532 nChanged 45 SP:Iteration 54Q (5805.849920 sec): 3 clusters Score: Raw -664483.430914 + Penalty 1680.834418 = -662802.596496 nChanged 50 SP:Iteration 55Q (5805.890501 sec): 3 clusters Score: Raw -664497.563345 + Penalty 1680.834418 = -662816.728927 nChanged 40 SP:Iteration 56Q (5805.932466 sec): 3 clusters Score: Raw -664508.631519 + Penalty 1680.834418 = -662827.797101 nChanged 42 SP:Iteration 57Q (5805.992819 sec): 3 clusters Score: Raw -664518.386189 + Penalty 1680.834418 = -662837.551771 nChanged 33 SP:Iteration 58Q (5806.035166 sec): 3 clusters Score: Raw -664527.180233 + Penalty 1680.834418 = -662846.345815 nChanged 34 SP:Iteration 59Q (5806.083505 sec): 3 clusters Score: Raw -664536.104394 + Penalty 1680.834418 = -662855.269975 nChanged 31 SP:Iteration 60F (5806.133581 sec): 3 clusters Score: Raw -664545.950407 + Penalty 1680.834418 = -662865.115989 nChanged 31 SP:Iteration 61Q (5806.185507 sec): 3 clusters Score: Raw -664554.868943 + Penalty 1680.834418 = -662874.034525 nChanged 33 SP:Iteration 62Q (5806.235929 sec): 3 clusters Score: Raw -664563.759800 + Penalty 1680.834418 = -662882.925381 nChanged 28 SP:Iteration 63Q (5806.282160 sec): 3 clusters Score: Raw -664569.834209 + Penalty 1680.834418 = -662888.999791 nChanged 22 SP:Iteration 64Q (5806.339514 sec): 3 clusters Score: Raw -664574.839309 + Penalty 1680.834418 = -662894.004891 nChanged 22 SP:Iteration 65Q (5806.382458 sec): 3 clusters Score: Raw -664579.933894 + Penalty 1680.834418 = -662899.099476 nChanged 22 SP:Iteration 66Q (5806.443320 sec): 3 clusters Score: Raw -664585.174583 + Penalty 1680.834418 = -662904.340164 nChanged 25 SP:Iteration 67Q (5806.499811 sec): 3 clusters Score: Raw -664591.473892 + Penalty 1680.834418 = -662910.639474 nChanged 22 SP:Iteration 68Q (5806.546777 sec): 3 clusters Score: Raw -664596.420990 + Penalty 1680.834418 = -662915.586571 nChanged 23 SP:Iteration 69Q (5806.602317 sec): 3 clusters Score: Raw -664602.501353 + Penalty 1680.834418 = -662921.666935 nChanged 30 SP:Iteration 70Q (5806.658750 sec): 3 clusters Score: Raw -664608.413742 + Penalty 1680.834418 = -662927.579323 nChanged 20 SP:Iteration 71Q (5806.708248 sec): 3 clusters Score: Raw -664612.849605 + Penalty 1680.834418 = -662932.015187 nChanged 22 SP:Iteration 72Q (5806.754812 sec): 3 clusters Score: Raw -664617.500392 + Penalty 1680.834418 = -662936.665973 nChanged 24 SP:Iteration 73Q (5806.810047 sec): 3 clusters Score: Raw -664623.625357 + Penalty 1680.834418 = -662942.790938 nChanged 26 SP:Iteration 74Q (5806.864395 sec): 3 clusters Score: Raw -664630.490070 + Penalty 1680.834418 = -662949.655652 nChanged 30 SP:Iteration 75Q (5806.920676 sec): 3 clusters Score: Raw -664639.650389 + Penalty 1680.834418 = -662958.815971 nChanged 28 SP:Iteration 76Q (5806.963709 sec): 3 clusters Score: Raw -664646.578172 + Penalty 1680.834418 = -662965.743754 nChanged 21 SP:Iteration 77Q (5807.020830 sec): 3 clusters Score: Raw -664652.878865 + Penalty 1680.834418 = -662972.044447 nChanged 24 SP:Iteration 78Q (5807.083212 sec): 3 clusters Score: Raw -664662.414154 + Penalty 1680.834418 = -662981.579736 nChanged 28 SP:Iteration 79Q (5807.140485 sec): 3 clusters Score: Raw -664672.036447 + Penalty 1680.834418 = -662991.202029 nChanged 32 SP:Iteration 80F (5807.199121 sec): 3 clusters Score: Raw -664682.805332 + Penalty 1680.834418 = -663001.970914 nChanged 40 SP:Iteration 81Q (5807.249998 sec): 3 clusters Score: Raw -664697.155968 + Penalty 1680.834418 = -663016.321550 nChanged 42 SP:Iteration 82Q (5807.301769 sec): 3 clusters Score: Raw -664714.852897 + Penalty 1680.834418 = -663034.018478 nChanged 47 SP:Iteration 83Q (5807.354695 sec): 3 clusters Score: Raw -664737.405330 + Penalty 1680.834418 = -663056.570911 nChanged 43 SP:Iteration 84Q (5807.406243 sec): 3 clusters Score: Raw -664757.342025 + Penalty 1680.834418 = -663076.507607 nChanged 44 SP:Iteration 85Q (5807.461346 sec): 3 clusters Score: Raw -664776.435218 + Penalty 1680.834418 = -663095.600800 nChanged 45 SP:Iteration 86Q (5807.510642 sec): 3 clusters Score: Raw -664796.895398 + Penalty 1680.834418 = -663116.060979 nChanged 42 SP:Iteration 87Q (5807.559215 sec): 3 clusters Score: Raw -664818.119532 + Penalty 1680.834418 = -663137.285114 nChanged 36 SP:Iteration 88Q (5807.624614 sec): 3 clusters Score: Raw -664835.714656 + Penalty 1680.834418 = -663154.880238 nChanged 32 SP:Iteration 89Q (5807.679596 sec): 3 clusters Score: Raw -664853.384558 + Penalty 1680.834418 = -663172.550140 nChanged 32 SP:Iteration 90Q (5807.731537 sec): 3 clusters Score: Raw -664869.108989 + Penalty 1680.834418 = -663188.274570 nChanged 30 SP:Iteration 91Q (5807.778757 sec): 3 clusters Score: Raw -664882.571855 + Penalty 1680.834418 = -663201.737437 nChanged 15 SP:Iteration 92Q (5807.829811 sec): 3 clusters Score: Raw -664888.430495 + Penalty 1680.834418 = -663207.596077 nChanged 12 SP:Iteration 93Q (5807.893337 sec): 3 clusters Score: Raw -664894.103029 + Penalty 1680.834418 = -663213.268611 nChanged 16 SP:Iteration 94Q (5807.935921 sec): 3 clusters Score: Raw -664904.427052 + Penalty 1680.834418 = -663223.592634 nChanged 16 SP:Iteration 95Q (5807.983686 sec): 3 clusters Score: Raw -664911.818450 + Penalty 1680.834418 = -663230.984031 nChanged 12 SP:Iteration 96Q (5808.039814 sec): 3 clusters Score: Raw -664916.169312 + Penalty 1680.834418 = -663235.334893 nChanged 7 SP:Iteration 97Q (5808.097045 sec): 3 clusters Score: Raw -664920.051712 + Penalty 1680.834418 = -663239.217294 nChanged 5 SP:Iteration 98Q (5808.146039 sec): 3 clusters Score: Raw -664922.308996 + Penalty 1680.834418 = -663241.474578 nChanged 5 SP:Iteration 99Q (5808.202829 sec): 3 clusters Score: Raw -664926.037735 + Penalty 1680.834418 = -663245.203317 nChanged 8 SP:Iteration 100F (5808.249656 sec): 3 clusters Score: Raw -664930.637626 + Penalty 1680.834418 = -663249.803207 nChanged 8 SP:Iteration 101Q (5808.304694 sec): 3 clusters Score: Raw -664935.223586 + Penalty 1680.834418 = -663254.389167 nChanged 6 SP:Iteration 102Q (5808.358132 sec): 3 clusters Score: Raw -664939.789281 + Penalty 1680.834418 = -663258.954862 nChanged 7 SP:Iteration 103Q (5808.416444 sec): 3 clusters Score: Raw -664945.439864 + Penalty 1680.834418 = -663264.605446 nChanged 7 SP:Iteration 104Q (5808.466872 sec): 3 clusters Score: Raw -664950.829577 + Penalty 1680.834418 = -663269.995159 nChanged 5 SP:Iteration 105Q (5808.520139 sec): 3 clusters Score: Raw -664953.693281 + Penalty 1680.834418 = -663272.858863 nChanged 5 SP:Iteration 106Q (5808.575220 sec): 3 clusters Score: Raw -664957.788198 + Penalty 1680.834418 = -663276.953780 nChanged 3 SP:Iteration 107Q (5808.640767 sec): 3 clusters Score: Raw -664959.558439 + Penalty 1680.834418 = -663278.724021 nChanged 2 SP:Iteration 108Q (5808.697407 sec): 3 clusters Score: Raw -664959.875665 + Penalty 1680.834418 = -663279.041247 nChanged 1 SP:Iteration 109Q (5808.751104 sec): 3 clusters Score: Raw -664960.005204 + Penalty 1680.834418 = -663279.170786 nChanged 0 SP:Iteration 110F (5808.807836 sec): 3 clusters Score: Raw -664960.005204 + Penalty 1680.834418 = -663279.170786 nChanged 0 Trying to split cluster 7 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5808.822301 sec): 2 clusters Score: Raw -46995.142725 + Penalty 597.699068 = -46397.443656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5808.870232 sec): 3 clusters Score: Raw -46852.393628 + Penalty 1195.398137 = -45656.995492 nChanged 170 SP:Iteration 1F (5808.912708 sec): 3 clusters Score: Raw -47010.598926 + Penalty 1195.398137 = -45815.200789 nChanged 27 SP:Iteration 2Q (5808.960817 sec): 3 clusters Score: Raw -47041.967652 + Penalty 1195.398137 = -45846.569516 nChanged 19 SP:Iteration 3Q (5809.001187 sec): 3 clusters Score: Raw -47065.106575 + Penalty 1195.398137 = -45869.708438 nChanged 15 SP:Iteration 4Q (5809.046367 sec): 3 clusters Score: Raw -47082.957041 + Penalty 1195.398137 = -45887.558905 nChanged 13 SP:Iteration 5Q (5809.092903 sec): 3 clusters Score: Raw -47095.743428 + Penalty 1195.398137 = -45900.345291 nChanged 9 SP:Iteration 6Q (5809.142027 sec): 3 clusters Score: Raw -47102.439461 + Penalty 1195.398137 = -45907.041325 nChanged 12 SP:Iteration 7Q (5809.189263 sec): 3 clusters Score: Raw -47115.326105 + Penalty 1195.398137 = -45919.927968 nChanged 9 SP:Iteration 8Q (5809.236372 sec): 3 clusters Score: Raw -47125.284446 + Penalty 1195.398137 = -45929.886310 nChanged 5 SP:Iteration 9Q (5809.283481 sec): 3 clusters Score: Raw -47137.447589 + Penalty 1195.398137 = -45942.049452 nChanged 5 SP:Iteration 10Q (5809.327483 sec): 3 clusters Score: Raw -47146.213504 + Penalty 1195.398137 = -45950.815368 nChanged 7 SP:Iteration 11Q (5809.370497 sec): 3 clusters Score: Raw -47153.418032 + Penalty 1195.398137 = -45958.019895 nChanged 5 SP:Iteration 12Q (5809.413278 sec): 3 clusters Score: Raw -47160.159007 + Penalty 1195.398137 = -45964.760871 nChanged 2 SP:Iteration 13Q (5809.456017 sec): 3 clusters Score: Raw -47162.213162 + Penalty 1195.398137 = -45966.815025 nChanged 1 SP:Iteration 14Q (5809.499456 sec): 3 clusters Score: Raw -47163.054978 + Penalty 1195.398137 = -45967.656842 nChanged 1 SP:Iteration 15Q (5809.547192 sec): 3 clusters Score: Raw -47163.456715 + Penalty 1195.398137 = -45968.058578 nChanged 1 SP:Iteration 16Q (5809.594365 sec): 3 clusters Score: Raw -47164.161360 + Penalty 1195.398137 = -45968.763223 nChanged 0 SP:Iteration 17F (5809.637443 sec): 3 clusters Score: Raw -47164.161360 + Penalty 1195.398137 = -45968.763223 nChanged 0 Trying to split cluster 8 (24329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5809.678016 sec): 2 clusters Score: Raw -2414409.791387 + Penalty 959.445312 = -2413450.346076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5809.754272 sec): 3 clusters Score: Raw -2399149.740821 + Penalty 1918.890623 = -2397230.850198 nChanged 11443 SP:Iteration 1F (5809.820003 sec): 3 clusters Score: Raw -2405942.054299 + Penalty 1918.890623 = -2404023.163675 nChanged 1574 SP:Iteration 2F (5809.892292 sec): 3 clusters Score: Raw -2406839.110262 + Penalty 1918.890623 = -2404920.219639 nChanged 1818 SP:Iteration 3F (5809.962242 sec): 3 clusters Score: Raw -2408124.901502 + Penalty 1918.890623 = -2406206.010878 nChanged 1928 SP:Iteration 4F (5810.040492 sec): 3 clusters Score: Raw -2409712.269409 + Penalty 1918.890623 = -2407793.378786 nChanged 1813 SP:Iteration 5F (5810.115386 sec): 3 clusters Score: Raw -2411381.223281 + Penalty 1918.890623 = -2409462.332658 nChanged 1237 SP:Iteration 6F (5810.179182 sec): 3 clusters Score: Raw -2412681.296372 + Penalty 1918.890623 = -2410762.405749 nChanged 774 SP:Iteration 7Q (5810.251748 sec): 3 clusters Score: Raw -2413501.840436 + Penalty 1918.890623 = -2411582.949813 nChanged 518 SP:Iteration 8Q (5810.328420 sec): 3 clusters Score: Raw -2413900.367573 + Penalty 1918.890623 = -2411981.476950 nChanged 315 SP:Iteration 9Q (5810.397997 sec): 3 clusters Score: Raw -2414081.053943 + Penalty 1918.890623 = -2412162.163320 nChanged 195 SP:Iteration 10Q (5810.463516 sec): 3 clusters Score: Raw -2414156.695935 + Penalty 1918.890623 = -2412237.805311 nChanged 138 SP:Iteration 11Q (5810.531919 sec): 3 clusters Score: Raw -2414205.563504 + Penalty 1918.890623 = -2412286.672881 nChanged 112 SP:Iteration 12Q (5810.603793 sec): 3 clusters Score: Raw -2414239.660673 + Penalty 1918.890623 = -2412320.770050 nChanged 102 SP:Iteration 13Q (5810.668490 sec): 3 clusters Score: Raw -2414269.500530 + Penalty 1918.890623 = -2412350.609907 nChanged 95 SP:Iteration 14Q (5810.734651 sec): 3 clusters Score: Raw -2414293.867056 + Penalty 1918.890623 = -2412374.976433 nChanged 75 SP:Iteration 15Q (5810.803501 sec): 3 clusters Score: Raw -2414311.938234 + Penalty 1918.890623 = -2412393.047611 nChanged 75 SP:Iteration 16Q (5810.871662 sec): 3 clusters Score: Raw -2414330.090742 + Penalty 1918.890623 = -2412411.200118 nChanged 52 SP:Iteration 17Q (5810.941278 sec): 3 clusters Score: Raw -2414342.501700 + Penalty 1918.890623 = -2412423.611077 nChanged 54 SP:Iteration 18Q (5811.009322 sec): 3 clusters Score: Raw -2414356.081484 + Penalty 1918.890623 = -2412437.190860 nChanged 42 SP:Iteration 19Q (5811.065598 sec): 3 clusters Score: Raw -2414364.538589 + Penalty 1918.890623 = -2412445.647966 nChanged 35 SP:Iteration 20F (5811.133603 sec): 3 clusters Score: Raw -2414370.730874 + Penalty 1918.890623 = -2412451.840251 nChanged 36 SP:Iteration 21Q (5811.202014 sec): 3 clusters Score: Raw -2414377.767633 + Penalty 1918.890623 = -2412458.877010 nChanged 36 SP:Iteration 22Q (5811.270128 sec): 3 clusters Score: Raw -2414384.282131 + Penalty 1918.890623 = -2412465.391508 nChanged 35 SP:Iteration 23Q (5811.338892 sec): 3 clusters Score: Raw -2414391.630965 + Penalty 1918.890623 = -2412472.740341 nChanged 36 SP:Iteration 24Q (5811.407293 sec): 3 clusters Score: Raw -2414397.667057 + Penalty 1918.890623 = -2412478.776434 nChanged 34 SP:Iteration 25Q (5811.475704 sec): 3 clusters Score: Raw -2414404.767173 + Penalty 1918.890623 = -2412485.876550 nChanged 37 SP:Iteration 26Q (5811.537287 sec): 3 clusters Score: Raw -2414413.375239 + Penalty 1918.890623 = -2412494.484616 nChanged 31 SP:Iteration 27Q (5811.605100 sec): 3 clusters Score: Raw -2414419.335585 + Penalty 1918.890623 = -2412500.444962 nChanged 25 SP:Iteration 28Q (5811.678688 sec): 3 clusters Score: Raw -2414424.071251 + Penalty 1918.890623 = -2412505.180628 nChanged 22 SP:Iteration 29Q (5811.745799 sec): 3 clusters Score: Raw -2414427.709450 + Penalty 1918.890623 = -2412508.818826 nChanged 27 SP:Iteration 30Q (5811.812544 sec): 3 clusters Score: Raw -2414433.554597 + Penalty 1918.890623 = -2412514.663973 nChanged 30 SP:Iteration 31Q (5811.892307 sec): 3 clusters Score: Raw -2414439.886638 + Penalty 1918.890623 = -2412520.996015 nChanged 28 SP:Iteration 32Q (5811.968843 sec): 3 clusters Score: Raw -2414445.323583 + Penalty 1918.890623 = -2412526.432960 nChanged 28 SP:Iteration 33Q (5812.045942 sec): 3 clusters Score: Raw -2414452.127425 + Penalty 1918.890623 = -2412533.236801 nChanged 33 SP:Iteration 34Q (5812.120328 sec): 3 clusters Score: Raw -2414459.727579 + Penalty 1918.890623 = -2412540.836955 nChanged 29 SP:Iteration 35Q (5812.194110 sec): 3 clusters Score: Raw -2414466.607857 + Penalty 1918.890623 = -2412547.717233 nChanged 21 SP:Iteration 36Q (5812.267147 sec): 3 clusters Score: Raw -2414471.354897 + Penalty 1918.890623 = -2412552.464273 nChanged 26 SP:Iteration 37Q (5812.336022 sec): 3 clusters Score: Raw -2414477.085726 + Penalty 1918.890623 = -2412558.195102 nChanged 24 SP:Iteration 38Q (5812.398637 sec): 3 clusters Score: Raw -2414481.999116 + Penalty 1918.890623 = -2412563.108493 nChanged 20 SP:Iteration 39Q (5812.469139 sec): 3 clusters Score: Raw -2414485.544099 + Penalty 1918.890623 = -2412566.653476 nChanged 15 SP:Iteration 40F (5812.552726 sec): 3 clusters Score: Raw -2414487.931521 + Penalty 1918.890623 = -2412569.040898 nChanged 14 SP:Iteration 41Q (5812.630365 sec): 3 clusters Score: Raw -2414490.276557 + Penalty 1918.890623 = -2412571.385933 nChanged 12 SP:Iteration 42Q (5812.707840 sec): 3 clusters Score: Raw -2414492.060191 + Penalty 1918.890623 = -2412573.169568 nChanged 13 SP:Iteration 43Q (5812.777169 sec): 3 clusters Score: Raw -2414493.991817 + Penalty 1918.890623 = -2412575.101194 nChanged 11 SP:Iteration 44Q (5812.839766 sec): 3 clusters Score: Raw -2414495.647949 + Penalty 1918.890623 = -2412576.757326 nChanged 11 SP:Iteration 45Q (5812.908309 sec): 3 clusters Score: Raw -2414497.593496 + Penalty 1918.890623 = -2412578.702873 nChanged 10 SP:Iteration 46Q (5812.976116 sec): 3 clusters Score: Raw -2414499.649856 + Penalty 1918.890623 = -2412580.759233 nChanged 12 SP:Iteration 47Q (5813.057080 sec): 3 clusters Score: Raw -2414501.782999 + Penalty 1918.890623 = -2412582.892375 nChanged 8 SP:Iteration 48Q (5813.132185 sec): 3 clusters Score: Raw -2414502.813646 + Penalty 1918.890623 = -2412583.923023 nChanged 7 SP:Iteration 49Q (5813.203360 sec): 3 clusters Score: Raw -2414504.064011 + Penalty 1918.890623 = -2412585.173387 nChanged 8 SP:Iteration 50Q (5813.279659 sec): 3 clusters Score: Raw -2414504.947424 + Penalty 1918.890623 = -2412586.056800 nChanged 9 SP:Iteration 51Q (5813.355877 sec): 3 clusters Score: Raw -2414506.007047 + Penalty 1918.890623 = -2412587.116424 nChanged 6 SP:Iteration 52Q (5813.432338 sec): 3 clusters Score: Raw -2414506.710671 + Penalty 1918.890623 = -2412587.820048 nChanged 6 SP:Iteration 53Q (5813.508040 sec): 3 clusters Score: Raw -2414507.439064 + Penalty 1918.890623 = -2412588.548440 nChanged 4 SP:Iteration 54Q (5813.577490 sec): 3 clusters Score: Raw -2414507.967976 + Penalty 1918.890623 = -2412589.077353 nChanged 3 SP:Iteration 55Q (5813.646979 sec): 3 clusters Score: Raw -2414508.195057 + Penalty 1918.890623 = -2412589.304434 nChanged 0 SP:Iteration 56F (5813.733153 sec): 3 clusters Score: Raw -2414508.195057 + Penalty 1918.890623 = -2412589.304434 nChanged 0 Trying to split cluster 9 (4307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5813.762829 sec): 2 clusters Score: Raw -426074.716187 + Penalty 794.959704 = -425279.756483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5813.807604 sec): 3 clusters Score: Raw -423726.679519 + Penalty 1589.919408 = -422136.760111 nChanged 1809 SP:Iteration 1F (5813.865005 sec): 3 clusters Score: Raw -424782.610144 + Penalty 1589.919408 = -423192.690736 nChanged 294 SP:Iteration 2F (5813.913920 sec): 3 clusters Score: Raw -424962.401820 + Penalty 1589.919408 = -423372.482412 nChanged 251 SP:Iteration 3F (5813.979735 sec): 3 clusters Score: Raw -425100.232198 + Penalty 1589.919408 = -423510.312789 nChanged 211 SP:Iteration 4Q (5814.033223 sec): 3 clusters Score: Raw -425228.419379 + Penalty 1589.919408 = -423638.499971 nChanged 197 SP:Iteration 5Q (5814.084415 sec): 3 clusters Score: Raw -425355.387435 + Penalty 1589.919408 = -423765.468026 nChanged 186 SP:Iteration 6Q (5814.141970 sec): 3 clusters Score: Raw -425480.643286 + Penalty 1589.919408 = -423890.723878 nChanged 163 SP:Iteration 7Q (5814.191437 sec): 3 clusters Score: Raw -425616.026825 + Penalty 1589.919408 = -424026.107416 nChanged 153 SP:Iteration 8Q (5814.239564 sec): 3 clusters Score: Raw -425737.354847 + Penalty 1589.919408 = -424147.435439 nChanged 132 SP:Iteration 9Q (5814.294867 sec): 3 clusters Score: Raw -425822.164546 + Penalty 1589.919408 = -424232.245138 nChanged 91 SP:Iteration 10Q (5814.349933 sec): 3 clusters Score: Raw -425876.390761 + Penalty 1589.919408 = -424286.471353 nChanged 73 SP:Iteration 11Q (5814.403715 sec): 3 clusters Score: Raw -425919.082572 + Penalty 1589.919408 = -424329.163164 nChanged 72 SP:Iteration 12Q (5814.456686 sec): 3 clusters Score: Raw -425954.060244 + Penalty 1589.919408 = -424364.140836 nChanged 51 SP:Iteration 13Q (5814.514792 sec): 3 clusters Score: Raw -425977.781244 + Penalty 1589.919408 = -424387.861836 nChanged 36 SP:Iteration 14Q (5814.569548 sec): 3 clusters Score: Raw -425993.427076 + Penalty 1589.919408 = -424403.507668 nChanged 41 SP:Iteration 15Q (5814.624140 sec): 3 clusters Score: Raw -426008.272130 + Penalty 1589.919408 = -424418.352722 nChanged 26 SP:Iteration 16Q (5814.670611 sec): 3 clusters Score: Raw -426021.208990 + Penalty 1589.919408 = -424431.289582 nChanged 25 SP:Iteration 17Q (5814.734056 sec): 3 clusters Score: Raw -426032.755921 + Penalty 1589.919408 = -424442.836512 nChanged 21 SP:Iteration 18Q (5814.782405 sec): 3 clusters Score: Raw -426041.436999 + Penalty 1589.919408 = -424451.517591 nChanged 19 SP:Iteration 19Q (5814.833343 sec): 3 clusters Score: Raw -426048.359971 + Penalty 1589.919408 = -424458.440562 nChanged 11 SP:Iteration 20F (5814.897160 sec): 3 clusters Score: Raw -426054.362276 + Penalty 1589.919408 = -424464.442868 nChanged 19 SP:Iteration 21Q (5814.950929 sec): 3 clusters Score: Raw -426064.323980 + Penalty 1589.919408 = -424474.404572 nChanged 16 SP:Iteration 22Q (5814.990060 sec): 3 clusters Score: Raw -426071.599503 + Penalty 1589.919408 = -424481.680095 nChanged 19 SP:Iteration 23Q (5815.043531 sec): 3 clusters Score: Raw -426081.654937 + Penalty 1589.919408 = -424491.735529 nChanged 19 SP:Iteration 24Q (5815.101422 sec): 3 clusters Score: Raw -426091.016984 + Penalty 1589.919408 = -424501.097576 nChanged 19 SP:Iteration 25Q (5815.154588 sec): 3 clusters Score: Raw -426102.178844 + Penalty 1589.919408 = -424512.259436 nChanged 17 SP:Iteration 26Q (5815.195961 sec): 3 clusters Score: Raw -426107.900518 + Penalty 1589.919408 = -424517.981110 nChanged 11 SP:Iteration 27Q (5815.247416 sec): 3 clusters Score: Raw -426113.093266 + Penalty 1589.919408 = -424523.173858 nChanged 7 SP:Iteration 28Q (5815.307221 sec): 3 clusters Score: Raw -426116.557937 + Penalty 1589.919408 = -424526.638529 nChanged 13 SP:Iteration 29Q (5815.365531 sec): 3 clusters Score: Raw -426123.057146 + Penalty 1589.919408 = -424533.137738 nChanged 15 SP:Iteration 30Q (5815.419798 sec): 3 clusters Score: Raw -426132.361320 + Penalty 1589.919408 = -424542.441912 nChanged 8 SP:Iteration 31Q (5815.468394 sec): 3 clusters Score: Raw -426136.945126 + Penalty 1589.919408 = -424547.025718 nChanged 7 SP:Iteration 32Q (5815.524543 sec): 3 clusters Score: Raw -426140.002417 + Penalty 1589.919408 = -424550.083009 nChanged 3 SP:Iteration 33Q (5815.568268 sec): 3 clusters Score: Raw -426141.374409 + Penalty 1589.919408 = -424551.455001 nChanged 7 SP:Iteration 34Q (5815.627556 sec): 3 clusters Score: Raw -426144.346712 + Penalty 1589.919408 = -424554.427304 nChanged 6 SP:Iteration 35Q (5815.680300 sec): 3 clusters Score: Raw -426146.207887 + Penalty 1589.919408 = -424556.288479 nChanged 4 SP:Iteration 36Q (5815.724304 sec): 3 clusters Score: Raw -426149.042680 + Penalty 1589.919408 = -424559.123271 nChanged 7 SP:Iteration 37Q (5815.764714 sec): 3 clusters Score: Raw -426152.560144 + Penalty 1589.919408 = -424562.640736 nChanged 5 SP:Iteration 38Q (5815.818369 sec): 3 clusters Score: Raw -426156.469550 + Penalty 1589.919408 = -424566.550142 nChanged 3 SP:Iteration 39Q (5815.880147 sec): 3 clusters Score: Raw -426158.118160 + Penalty 1589.919408 = -424568.198752 nChanged 2 SP:Iteration 40F (5815.921568 sec): 3 clusters Score: Raw -426160.005110 + Penalty 1589.919408 = -424570.085702 nChanged 2 SP:Iteration 41Q (5815.983864 sec): 3 clusters Score: Raw -426160.847920 + Penalty 1589.919408 = -424570.928512 nChanged 1 SP:Iteration 42Q (5816.038353 sec): 3 clusters Score: Raw -426162.487252 + Penalty 1589.919408 = -424572.567844 nChanged 7 SP:Iteration 43Q (5816.092835 sec): 3 clusters Score: Raw -426165.513204 + Penalty 1589.919408 = -424575.593796 nChanged 4 SP:Iteration 44Q (5816.141791 sec): 3 clusters Score: Raw -426168.289775 + Penalty 1589.919408 = -424578.370367 nChanged 4 SP:Iteration 45Q (5816.196431 sec): 3 clusters Score: Raw -426170.420410 + Penalty 1589.919408 = -424580.501002 nChanged 3 SP:Iteration 46Q (5816.244459 sec): 3 clusters Score: Raw -426172.081666 + Penalty 1589.919408 = -424582.162258 nChanged 4 SP:Iteration 47Q (5816.302228 sec): 3 clusters Score: Raw -426174.916879 + Penalty 1589.919408 = -424584.997471 nChanged 2 SP:Iteration 48Q (5816.343929 sec): 3 clusters Score: Raw -426176.062163 + Penalty 1589.919408 = -424586.142755 nChanged 2 SP:Iteration 49Q (5816.396766 sec): 3 clusters Score: Raw -426177.053771 + Penalty 1589.919408 = -424587.134363 nChanged 1 SP:Iteration 50Q (5816.459298 sec): 3 clusters Score: Raw -426178.724031 + Penalty 1589.919408 = -424588.804623 nChanged 1 SP:Iteration 51Q (5816.510484 sec): 3 clusters Score: Raw -426178.924644 + Penalty 1589.919408 = -424589.005236 nChanged 0 SP:Iteration 52F (5816.554254 sec): 3 clusters Score: Raw -426178.924644 + Penalty 1589.919408 = -424589.005236 nChanged 0 Trying to split cluster 10 (4322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5816.595460 sec): 2 clusters Score: Raw -426433.987793 + Penalty 795.289986 = -425638.697807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5816.649670 sec): 3 clusters Score: Raw -424062.676302 + Penalty 1590.579972 = -422472.096330 nChanged 1814 SP:Iteration 1F (5816.703359 sec): 3 clusters Score: Raw -425121.839723 + Penalty 1590.579972 = -423531.259751 nChanged 335 SP:Iteration 2F (5816.754980 sec): 3 clusters Score: Raw -425352.160548 + Penalty 1590.579972 = -423761.580576 nChanged 290 SP:Iteration 3F (5816.809848 sec): 3 clusters Score: Raw -425571.069204 + Penalty 1590.579972 = -423980.489232 nChanged 271 SP:Iteration 4F (5816.864773 sec): 3 clusters Score: Raw -425771.610084 + Penalty 1590.579972 = -424181.030112 nChanged 231 SP:Iteration 5F (5816.915592 sec): 3 clusters Score: Raw -425924.261606 + Penalty 1590.579972 = -424333.681634 nChanged 165 SP:Iteration 6Q (5816.969028 sec): 3 clusters Score: Raw -426020.024586 + Penalty 1590.579972 = -424429.444614 nChanged 130 SP:Iteration 7Q (5817.019965 sec): 3 clusters Score: Raw -426092.839767 + Penalty 1590.579972 = -424502.259795 nChanged 104 SP:Iteration 8Q (5817.076522 sec): 3 clusters Score: Raw -426163.151461 + Penalty 1590.579972 = -424572.571489 nChanged 99 SP:Iteration 9Q (5817.132093 sec): 3 clusters Score: Raw -426229.971000 + Penalty 1590.579972 = -424639.391028 nChanged 97 SP:Iteration 10Q (5817.183766 sec): 3 clusters Score: Raw -426296.712210 + Penalty 1590.579972 = -424706.132238 nChanged 82 SP:Iteration 11Q (5817.240213 sec): 3 clusters Score: Raw -426344.569111 + Penalty 1590.579972 = -424753.989139 nChanged 73 SP:Iteration 12Q (5817.284255 sec): 3 clusters Score: Raw -426388.992279 + Penalty 1590.579972 = -424798.412307 nChanged 60 SP:Iteration 13Q (5817.351483 sec): 3 clusters Score: Raw -426424.563183 + Penalty 1590.579972 = -424833.983211 nChanged 47 SP:Iteration 14Q (5817.403319 sec): 3 clusters Score: Raw -426444.185700 + Penalty 1590.579972 = -424853.605728 nChanged 30 SP:Iteration 15Q (5817.459106 sec): 3 clusters Score: Raw -426456.644180 + Penalty 1590.579972 = -424866.064208 nChanged 23 SP:Iteration 16Q (5817.514749 sec): 3 clusters Score: Raw -426465.795013 + Penalty 1590.579972 = -424875.215041 nChanged 15 SP:Iteration 17Q (5817.565380 sec): 3 clusters Score: Raw -426471.838209 + Penalty 1590.579972 = -424881.258237 nChanged 13 SP:Iteration 18Q (5817.623893 sec): 3 clusters Score: Raw -426477.429000 + Penalty 1590.579972 = -424886.849028 nChanged 15 SP:Iteration 19Q (5817.664525 sec): 3 clusters Score: Raw -426484.406235 + Penalty 1590.579972 = -424893.826263 nChanged 15 SP:Iteration 20F (5817.703248 sec): 3 clusters Score: Raw -426491.283159 + Penalty 1590.579972 = -424900.703187 nChanged 22 SP:Iteration 21Q (5817.741565 sec): 3 clusters Score: Raw -426504.736572 + Penalty 1590.579972 = -424914.156600 nChanged 25 SP:Iteration 22Q (5817.798573 sec): 3 clusters Score: Raw -426516.666873 + Penalty 1590.579972 = -424926.086901 nChanged 22 SP:Iteration 23Q (5817.861253 sec): 3 clusters Score: Raw -426525.202279 + Penalty 1590.579972 = -424934.622306 nChanged 25 SP:Iteration 24Q (5817.905472 sec): 3 clusters Score: Raw -426534.716921 + Penalty 1590.579972 = -424944.136949 nChanged 11 SP:Iteration 25Q (5817.961272 sec): 3 clusters Score: Raw -426539.431869 + Penalty 1590.579972 = -424948.851897 nChanged 9 SP:Iteration 26Q (5818.024926 sec): 3 clusters Score: Raw -426541.604052 + Penalty 1590.579972 = -424951.024080 nChanged 8 SP:Iteration 27Q (5818.079719 sec): 3 clusters Score: Raw -426544.110481 + Penalty 1590.579972 = -424953.530508 nChanged 7 SP:Iteration 28Q (5818.137079 sec): 3 clusters Score: Raw -426546.347195 + Penalty 1590.579972 = -424955.767223 nChanged 7 SP:Iteration 29Q (5818.190477 sec): 3 clusters Score: Raw -426549.663632 + Penalty 1590.579972 = -424959.083660 nChanged 11 SP:Iteration 30Q (5818.250001 sec): 3 clusters Score: Raw -426554.374093 + Penalty 1590.579972 = -424963.794121 nChanged 13 SP:Iteration 31Q (5818.305080 sec): 3 clusters Score: Raw -426558.797148 + Penalty 1590.579972 = -424968.217176 nChanged 15 SP:Iteration 32Q (5818.357147 sec): 3 clusters Score: Raw -426564.057583 + Penalty 1590.579972 = -424973.477611 nChanged 9 SP:Iteration 33Q (5818.416769 sec): 3 clusters Score: Raw -426566.913615 + Penalty 1590.579972 = -424976.333643 nChanged 8 SP:Iteration 34Q (5818.460175 sec): 3 clusters Score: Raw -426568.835219 + Penalty 1590.579972 = -424978.255247 nChanged 1 SP:Iteration 35Q (5818.515370 sec): 3 clusters Score: Raw -426569.306789 + Penalty 1590.579972 = -424978.726817 nChanged 0 SP:Iteration 36F (5818.570462 sec): 3 clusters Score: Raw -426569.306789 + Penalty 1590.579972 = -424978.726817 nChanged 0 Trying to split cluster 11 (15826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5818.622184 sec): 2 clusters Score: Raw -1464167.943786 + Penalty 918.593896 = -1463249.349889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5818.685474 sec): 3 clusters Score: Raw -1454641.632127 + Penalty 1837.187793 = -1452804.444334 nChanged 7232 SP:Iteration 1F (5818.749862 sec): 3 clusters Score: Raw -1459639.834575 + Penalty 1837.187793 = -1457802.646782 nChanged 1179 SP:Iteration 2F (5818.824317 sec): 3 clusters Score: Raw -1460556.674049 + Penalty 1837.187793 = -1458719.486256 nChanged 1140 SP:Iteration 3F (5818.891796 sec): 3 clusters Score: Raw -1461510.851848 + Penalty 1837.187793 = -1459673.664055 nChanged 1042 SP:Iteration 4F (5818.952409 sec): 3 clusters Score: Raw -1462425.331517 + Penalty 1837.187793 = -1460588.143724 nChanged 791 SP:Iteration 5Q (5819.024173 sec): 3 clusters Score: Raw -1463037.478939 + Penalty 1837.187793 = -1461200.291146 nChanged 649 SP:Iteration 6Q (5819.092624 sec): 3 clusters Score: Raw -1463439.522756 + Penalty 1837.187793 = -1461602.334963 nChanged 462 SP:Iteration 7Q (5819.155185 sec): 3 clusters Score: Raw -1463663.747685 + Penalty 1837.187793 = -1461826.559892 nChanged 334 SP:Iteration 8Q (5819.226801 sec): 3 clusters Score: Raw -1463816.734259 + Penalty 1837.187793 = -1461979.546466 nChanged 281 SP:Iteration 9Q (5819.294228 sec): 3 clusters Score: Raw -1463934.163045 + Penalty 1837.187793 = -1462096.975252 nChanged 214 SP:Iteration 10Q (5819.345277 sec): 3 clusters Score: Raw -1464017.430903 + Penalty 1837.187793 = -1462180.243110 nChanged 162 SP:Iteration 11Q (5819.400810 sec): 3 clusters Score: Raw -1464074.745875 + Penalty 1837.187793 = -1462237.558082 nChanged 162 SP:Iteration 12Q (5819.463202 sec): 3 clusters Score: Raw -1464136.356678 + Penalty 1837.187793 = -1462299.168885 nChanged 156 SP:Iteration 13Q (5819.530271 sec): 3 clusters Score: Raw -1464214.525979 + Penalty 1837.187793 = -1462377.338186 nChanged 148 SP:Iteration 14Q (5819.583224 sec): 3 clusters Score: Raw -1464295.246415 + Penalty 1837.187793 = -1462458.058622 nChanged 135 SP:Iteration 15Q (5819.653125 sec): 3 clusters Score: Raw -1464374.706290 + Penalty 1837.187793 = -1462537.518497 nChanged 126 SP:Iteration 16Q (5819.707220 sec): 3 clusters Score: Raw -1464437.370259 + Penalty 1837.187793 = -1462600.182467 nChanged 126 SP:Iteration 17Q (5819.770838 sec): 3 clusters Score: Raw -1464486.034442 + Penalty 1837.187793 = -1462648.846649 nChanged 99 SP:Iteration 18Q (5819.829694 sec): 3 clusters Score: Raw -1464521.816201 + Penalty 1837.187793 = -1462684.628408 nChanged 100 SP:Iteration 19Q (5819.899325 sec): 3 clusters Score: Raw -1464556.588713 + Penalty 1837.187793 = -1462719.400921 nChanged 84 SP:Iteration 20F (5819.967241 sec): 3 clusters Score: Raw -1464580.044196 + Penalty 1837.187793 = -1462742.856403 nChanged 87 SP:Iteration 21Q (5820.017192 sec): 3 clusters Score: Raw -1464608.873502 + Penalty 1837.187793 = -1462771.685710 nChanged 79 SP:Iteration 22Q (5820.077532 sec): 3 clusters Score: Raw -1464630.866511 + Penalty 1837.187793 = -1462793.678718 nChanged 65 SP:Iteration 23Q (5820.129936 sec): 3 clusters Score: Raw -1464647.815241 + Penalty 1837.187793 = -1462810.627448 nChanged 57 SP:Iteration 24Q (5820.190396 sec): 3 clusters Score: Raw -1464661.596062 + Penalty 1837.187793 = -1462824.408270 nChanged 51 SP:Iteration 25Q (5820.248819 sec): 3 clusters Score: Raw -1464671.570444 + Penalty 1837.187793 = -1462834.382652 nChanged 38 SP:Iteration 26Q (5820.306280 sec): 3 clusters Score: Raw -1464679.412183 + Penalty 1837.187793 = -1462842.224390 nChanged 39 SP:Iteration 27Q (5820.362775 sec): 3 clusters Score: Raw -1464686.979295 + Penalty 1837.187793 = -1462849.791503 nChanged 28 SP:Iteration 28Q (5820.431104 sec): 3 clusters Score: Raw -1464690.870858 + Penalty 1837.187793 = -1462853.683066 nChanged 27 SP:Iteration 29Q (5820.482851 sec): 3 clusters Score: Raw -1464695.026030 + Penalty 1837.187793 = -1462857.838237 nChanged 29 SP:Iteration 30Q (5820.536109 sec): 3 clusters Score: Raw -1464698.874431 + Penalty 1837.187793 = -1462861.686638 nChanged 25 SP:Iteration 31Q (5820.599656 sec): 3 clusters Score: Raw -1464701.882209 + Penalty 1837.187793 = -1462864.694416 nChanged 16 SP:Iteration 32Q (5820.651969 sec): 3 clusters Score: Raw -1464703.447895 + Penalty 1837.187793 = -1462866.260102 nChanged 18 SP:Iteration 33Q (5820.708576 sec): 3 clusters Score: Raw -1464705.219812 + Penalty 1837.187793 = -1462868.032019 nChanged 11 SP:Iteration 34Q (5820.767596 sec): 3 clusters Score: Raw -1464706.038765 + Penalty 1837.187793 = -1462868.850972 nChanged 4 SP:Iteration 35Q (5820.832961 sec): 3 clusters Score: Raw -1464706.373477 + Penalty 1837.187793 = -1462869.185684 nChanged 2 SP:Iteration 36Q (5820.892218 sec): 3 clusters Score: Raw -1464706.477969 + Penalty 1837.187793 = -1462869.290176 nChanged 1 SP:Iteration 37Q (5820.953706 sec): 3 clusters Score: Raw -1464706.529139 + Penalty 1837.187793 = -1462869.341346 nChanged 1 SP:Iteration 38Q (5821.012647 sec): 3 clusters Score: Raw -1464706.582570 + Penalty 1837.187793 = -1462869.394777 nChanged 1 SP:Iteration 39Q (5821.073691 sec): 3 clusters Score: Raw -1464706.609720 + Penalty 1837.187793 = -1462869.421927 nChanged 0 SP:Iteration 40F (5821.143016 sec): 3 clusters Score: Raw -1464706.609720 + Penalty 1837.187793 = -1462869.421927 nChanged 0 Trying to split cluster 12 (74418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5821.238418 sec): 2 clusters Score: Raw -7097234.426088 + Penalty 1065.658047 = -7096168.768040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5821.383679 sec): 3 clusters Score: Raw -7048391.299355 + Penalty 2131.316094 = -7046259.983261 nChanged 35714 SP:Iteration 1F (5821.522800 sec): 3 clusters Score: Raw -7070596.845505 + Penalty 2131.316094 = -7068465.529410 nChanged 4434 SP:Iteration 2F (5821.660232 sec): 3 clusters Score: Raw -7072716.963688 + Penalty 2131.316094 = -7070585.647594 nChanged 5174 SP:Iteration 3F (5821.802536 sec): 3 clusters Score: Raw -7075735.576317 + Penalty 2131.316094 = -7073604.260223 nChanged 5582 SP:Iteration 4F (5821.940808 sec): 3 clusters Score: Raw -7079601.397569 + Penalty 2131.316094 = -7077470.081475 nChanged 5725 SP:Iteration 5F (5822.078609 sec): 3 clusters Score: Raw -7084124.274923 + Penalty 2131.316094 = -7081992.958829 nChanged 5141 SP:Iteration 6F (5822.219070 sec): 3 clusters Score: Raw -7088442.938318 + Penalty 2131.316094 = -7086311.622224 nChanged 3985 SP:Iteration 7F (5822.360292 sec): 3 clusters Score: Raw -7091986.867180 + Penalty 2131.316094 = -7089855.551086 nChanged 2743 SP:Iteration 8Q (5822.496459 sec): 3 clusters Score: Raw -7094473.714311 + Penalty 2131.316094 = -7092342.398217 nChanged 1618 SP:Iteration 9Q (5822.639386 sec): 3 clusters Score: Raw -7095914.362557 + Penalty 2131.316094 = -7093783.046463 nChanged 834 SP:Iteration 10Q (5822.780242 sec): 3 clusters Score: Raw -7096615.265796 + Penalty 2131.316094 = -7094483.949702 nChanged 490 SP:Iteration 11Q (5822.905149 sec): 3 clusters Score: Raw -7096943.789078 + Penalty 2131.316094 = -7094812.472984 nChanged 316 SP:Iteration 12Q (5823.022063 sec): 3 clusters Score: Raw -7097130.715214 + Penalty 2131.316094 = -7094999.399120 nChanged 247 SP:Iteration 13Q (5823.144736 sec): 3 clusters Score: Raw -7097234.914887 + Penalty 2131.316094 = -7095103.598793 nChanged 159 SP:Iteration 14Q (5823.269506 sec): 3 clusters Score: Raw -7097308.919007 + Penalty 2131.316094 = -7095177.602913 nChanged 133 SP:Iteration 15Q (5823.397372 sec): 3 clusters Score: Raw -7097363.456923 + Penalty 2131.316094 = -7095232.140829 nChanged 92 SP:Iteration 16Q (5823.519898 sec): 3 clusters Score: Raw -7097395.222799 + Penalty 2131.316094 = -7095263.906705 nChanged 73 SP:Iteration 17Q (5823.656502 sec): 3 clusters Score: Raw -7097416.482745 + Penalty 2131.316094 = -7095285.166651 nChanged 64 SP:Iteration 18Q (5823.781516 sec): 3 clusters Score: Raw -7097433.740933 + Penalty 2131.316094 = -7095302.424839 nChanged 59 SP:Iteration 19Q (5823.907247 sec): 3 clusters Score: Raw -7097451.893943 + Penalty 2131.316094 = -7095320.577849 nChanged 47 SP:Iteration 20F (5824.048208 sec): 3 clusters Score: Raw -7097465.255576 + Penalty 2131.316094 = -7095333.939481 nChanged 52 SP:Iteration 21Q (5824.173645 sec): 3 clusters Score: Raw -7097475.462752 + Penalty 2131.316094 = -7095344.146658 nChanged 37 SP:Iteration 22Q (5824.296439 sec): 3 clusters Score: Raw -7097483.034736 + Penalty 2131.316094 = -7095351.718642 nChanged 31 SP:Iteration 23Q (5824.412369 sec): 3 clusters Score: Raw -7097489.986839 + Penalty 2131.316094 = -7095358.670745 nChanged 31 SP:Iteration 24Q (5824.533000 sec): 3 clusters Score: Raw -7097497.477831 + Penalty 2131.316094 = -7095366.161737 nChanged 32 SP:Iteration 25Q (5824.653603 sec): 3 clusters Score: Raw -7097504.495004 + Penalty 2131.316094 = -7095373.178910 nChanged 30 SP:Iteration 26Q (5824.785234 sec): 3 clusters Score: Raw -7097511.302665 + Penalty 2131.316094 = -7095379.986571 nChanged 28 SP:Iteration 27Q (5824.898700 sec): 3 clusters Score: Raw -7097517.249546 + Penalty 2131.316094 = -7095385.933452 nChanged 23 SP:Iteration 28Q (5825.014255 sec): 3 clusters Score: Raw -7097522.108015 + Penalty 2131.316094 = -7095390.791921 nChanged 18 SP:Iteration 29Q (5825.125045 sec): 3 clusters Score: Raw -7097526.367784 + Penalty 2131.316094 = -7095395.051690 nChanged 20 SP:Iteration 30Q (5825.239819 sec): 3 clusters Score: Raw -7097530.297382 + Penalty 2131.316094 = -7095398.981288 nChanged 15 SP:Iteration 31Q (5825.352393 sec): 3 clusters Score: Raw -7097533.616793 + Penalty 2131.316094 = -7095402.300699 nChanged 13 SP:Iteration 32Q (5825.467066 sec): 3 clusters Score: Raw -7097537.023477 + Penalty 2131.316094 = -7095405.707383 nChanged 13 SP:Iteration 33Q (5825.586004 sec): 3 clusters Score: Raw -7097540.187873 + Penalty 2131.316094 = -7095408.871779 nChanged 13 SP:Iteration 34Q (5825.705067 sec): 3 clusters Score: Raw -7097543.560045 + Penalty 2131.316094 = -7095412.243950 nChanged 18 SP:Iteration 35Q (5825.827905 sec): 3 clusters Score: Raw -7097547.818181 + Penalty 2131.316094 = -7095416.502086 nChanged 20 SP:Iteration 36Q (5825.949246 sec): 3 clusters Score: Raw -7097552.471654 + Penalty 2131.316094 = -7095421.155560 nChanged 11 SP:Iteration 37Q (5826.080845 sec): 3 clusters Score: Raw -7097554.295635 + Penalty 2131.316094 = -7095422.979541 nChanged 10 SP:Iteration 38Q (5826.205900 sec): 3 clusters Score: Raw -7097555.713042 + Penalty 2131.316094 = -7095424.396948 nChanged 6 SP:Iteration 39Q (5826.336292 sec): 3 clusters Score: Raw -7097556.935175 + Penalty 2131.316094 = -7095425.619081 nChanged 3 SP:Iteration 40F (5826.472157 sec): 3 clusters Score: Raw -7097557.411826 + Penalty 2131.316094 = -7095426.095732 nChanged 3 SP:Iteration 41Q (5826.599288 sec): 3 clusters Score: Raw -7097558.020511 + Penalty 2131.316094 = -7095426.704417 nChanged 1 SP:Iteration 42Q (5826.725887 sec): 3 clusters Score: Raw -7097558.136740 + Penalty 2131.316094 = -7095426.820646 nChanged 1 SP:Iteration 43Q (5826.846729 sec): 3 clusters Score: Raw -7097558.265286 + Penalty 2131.316094 = -7095426.949192 nChanged 0 SP:Iteration 44F (5826.982509 sec): 3 clusters Score: Raw -7097558.265286 + Penalty 2131.316094 = -7095426.949192 nChanged 0 Trying to split cluster 13 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5827.017932 sec): 2 clusters Score: Raw -22245.553375 + Penalty 524.918029 = -21720.635345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5827.065046 sec): 3 clusters Score: Raw -22257.891698 + Penalty 1049.836058 = -21208.055639 nChanged 61 SP:Iteration 1F (5827.099105 sec): 3 clusters Score: Raw -22350.239519 + Penalty 1049.836058 = -21300.403460 nChanged 12 SP:Iteration 2Q (5827.152307 sec): 3 clusters Score: Raw -22372.227737 + Penalty 1049.836058 = -21322.391678 nChanged 7 SP:Iteration 3Q (5827.189794 sec): 3 clusters Score: Raw -22385.142434 + Penalty 1049.836058 = -21335.306376 nChanged 5 SP:Iteration 4Q (5827.237779 sec): 3 clusters Score: Raw -22393.725991 + Penalty 1049.836058 = -21343.889933 nChanged 2 SP:Iteration 5Q (5827.290641 sec): 3 clusters Score: Raw -22398.490108 + Penalty 1049.836058 = -21348.654049 nChanged 2 SP:Iteration 6Q (5827.335077 sec): 3 clusters Score: Raw -22402.049521 + Penalty 1049.836058 = -21352.213463 nChanged 3 SP:Iteration 7Q (5827.378739 sec): 3 clusters Score: Raw -22415.340803 + Penalty 1049.836058 = -21365.504745 nChanged 0 SP:Iteration 8F (5827.412750 sec): 3 clusters Score: Raw -22415.340803 + Penalty 1049.836058 = -21365.504745 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5827.440647 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5827.486759 sec): 3 clusters Score: Raw -10858.534683 + Penalty 979.125403 = -9879.409280 nChanged 38 SP:Iteration 1F (5827.530311 sec): 3 clusters Score: Raw -11015.435282 + Penalty 979.125403 = -10036.309879 nChanged 9 SP:Iteration 2F (5827.572858 sec): 3 clusters Score: Raw -11084.057187 + Penalty 979.125403 = -10104.931784 nChanged 8 SP:Iteration 3Q (5827.609843 sec): 3 clusters Score: Raw -11159.298252 + Penalty 979.125403 = -10180.172849 nChanged 11 SP:Iteration 4F (5827.659639 sec): 3 clusters Score: Raw -11262.288011 + Penalty 979.125403 = -10283.162608 nChanged 6 SP:Iteration 5Q (5827.711058 sec): 3 clusters Score: Raw -11419.478540 + Penalty 979.125403 = -10440.353137 nChanged 2 SP:Iteration 6Q (5827.754694 sec): 3 clusters Score: Raw -11450.205180 + Penalty 979.125403 = -10471.079777 nChanged 3 SP:Iteration 7Q (5827.794753 sec): 3 clusters Score: Raw -11473.290189 + Penalty 979.125403 = -10494.164786 nChanged 2 SP:Iteration 8Q (5827.832013 sec): 3 clusters Score: Raw -11478.280519 + Penalty 979.125403 = -10499.155116 nChanged 0 SP:Iteration 9F (5827.883370 sec): 3 clusters Score: Raw -11478.280519 + Penalty 979.125403 = -10499.155116 nChanged 0 Score: Raw -58497683.649232 + Penalty 49431.021155 = -58448252.628077 Splitting cluster 14 changes total score from -58448750.360357 to -58448252.628077 So it's not getting split. Trying to split cluster 15 (14671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5839.495373 sec): 2 clusters Score: Raw -1403184.239877 + Penalty 911.394663 = -1402272.845214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5839.559417 sec): 3 clusters Score: Raw -1394173.715661 + Penalty 1822.789327 = -1392350.926334 nChanged 6780 SP:Iteration 1F (5839.620572 sec): 3 clusters Score: Raw -1398066.817429 + Penalty 1822.789327 = -1396244.028102 nChanged 905 SP:Iteration 2F (5839.680196 sec): 3 clusters Score: Raw -1398514.711827 + Penalty 1822.789327 = -1396691.922501 nChanged 920 SP:Iteration 3F (5839.750304 sec): 3 clusters Score: Raw -1399065.075963 + Penalty 1822.789327 = -1397242.286636 nChanged 951 SP:Iteration 4F (5839.811897 sec): 3 clusters Score: Raw -1399730.584516 + Penalty 1822.789327 = -1397907.795189 nChanged 950 SP:Iteration 5F (5839.873602 sec): 3 clusters Score: Raw -1400498.503275 + Penalty 1822.789327 = -1398675.713948 nChanged 959 SP:Iteration 6F (5839.917374 sec): 3 clusters Score: Raw -1401304.307148 + Penalty 1822.789327 = -1399481.517821 nChanged 842 SP:Iteration 7F (5839.979742 sec): 3 clusters Score: Raw -1401840.108933 + Penalty 1822.789327 = -1400017.319606 nChanged 643 SP:Iteration 8Q (5840.033335 sec): 3 clusters Score: Raw -1402169.449617 + Penalty 1822.789327 = -1400346.660291 nChanged 468 SP:Iteration 9Q (5840.091657 sec): 3 clusters Score: Raw -1402361.979706 + Penalty 1822.789327 = -1400539.190379 nChanged 333 SP:Iteration 10Q (5840.146980 sec): 3 clusters Score: Raw -1402480.653764 + Penalty 1822.789327 = -1400657.864438 nChanged 250 SP:Iteration 11Q (5840.206559 sec): 3 clusters Score: Raw -1402567.786837 + Penalty 1822.789327 = -1400744.997510 nChanged 230 SP:Iteration 12Q (5840.268528 sec): 3 clusters Score: Raw -1402642.662494 + Penalty 1822.789327 = -1400819.873168 nChanged 222 SP:Iteration 13Q (5840.331260 sec): 3 clusters Score: Raw -1402723.405530 + Penalty 1822.789327 = -1400900.616203 nChanged 232 SP:Iteration 14Q (5840.389306 sec): 3 clusters Score: Raw -1402802.104774 + Penalty 1822.789327 = -1400979.315448 nChanged 221 SP:Iteration 15Q (5840.452226 sec): 3 clusters Score: Raw -1402868.884451 + Penalty 1822.789327 = -1401046.095125 nChanged 197 SP:Iteration 16Q (5840.515610 sec): 3 clusters Score: Raw -1402927.800184 + Penalty 1822.789327 = -1401105.010857 nChanged 178 SP:Iteration 17Q (5840.586093 sec): 3 clusters Score: Raw -1402977.625453 + Penalty 1822.789327 = -1401154.836126 nChanged 160 SP:Iteration 18Q (5840.637829 sec): 3 clusters Score: Raw -1403019.665526 + Penalty 1822.789327 = -1401196.876199 nChanged 159 SP:Iteration 19Q (5840.697012 sec): 3 clusters Score: Raw -1403053.553738 + Penalty 1822.789327 = -1401230.764411 nChanged 115 SP:Iteration 20F (5840.761926 sec): 3 clusters Score: Raw -1403079.068154 + Penalty 1822.789327 = -1401256.278828 nChanged 113 SP:Iteration 21Q (5840.828108 sec): 3 clusters Score: Raw -1403107.860646 + Penalty 1822.789327 = -1401285.071320 nChanged 109 SP:Iteration 22Q (5840.888544 sec): 3 clusters Score: Raw -1403133.147732 + Penalty 1822.789327 = -1401310.358406 nChanged 100 SP:Iteration 23Q (5840.939166 sec): 3 clusters Score: Raw -1403155.722373 + Penalty 1822.789327 = -1401332.933046 nChanged 101 SP:Iteration 24Q (5841.011313 sec): 3 clusters Score: Raw -1403175.814710 + Penalty 1822.789327 = -1401353.025383 nChanged 87 SP:Iteration 25Q (5841.072543 sec): 3 clusters Score: Raw -1403192.925696 + Penalty 1822.789327 = -1401370.136369 nChanged 89 SP:Iteration 26Q (5841.136510 sec): 3 clusters Score: Raw -1403208.225575 + Penalty 1822.789327 = -1401385.436248 nChanged 77 SP:Iteration 27Q (5841.208905 sec): 3 clusters Score: Raw -1403220.529092 + Penalty 1822.789327 = -1401397.739765 nChanged 78 SP:Iteration 28Q (5841.279462 sec): 3 clusters Score: Raw -1403233.499298 + Penalty 1822.789327 = -1401410.709972 nChanged 75 SP:Iteration 29Q (5841.338561 sec): 3 clusters Score: Raw -1403250.998713 + Penalty 1822.789327 = -1401428.209387 nChanged 83 SP:Iteration 30Q (5841.406805 sec): 3 clusters Score: Raw -1403270.034564 + Penalty 1822.789327 = -1401447.245238 nChanged 85 SP:Iteration 31Q (5841.472956 sec): 3 clusters Score: Raw -1403286.581129 + Penalty 1822.789327 = -1401463.791803 nChanged 94 SP:Iteration 32Q (5841.541622 sec): 3 clusters Score: Raw -1403307.083196 + Penalty 1822.789327 = -1401484.293869 nChanged 89 SP:Iteration 33Q (5841.605417 sec): 3 clusters Score: Raw -1403327.052373 + Penalty 1822.789327 = -1401504.263046 nChanged 94 SP:Iteration 34Q (5841.663688 sec): 3 clusters Score: Raw -1403352.196554 + Penalty 1822.789327 = -1401529.407227 nChanged 118 SP:Iteration 35Q (5841.726894 sec): 3 clusters Score: Raw -1403387.101133 + Penalty 1822.789327 = -1401564.311807 nChanged 128 SP:Iteration 36Q (5841.799969 sec): 3 clusters Score: Raw -1403431.117007 + Penalty 1822.789327 = -1401608.327680 nChanged 146 SP:Iteration 37Q (5841.853801 sec): 3 clusters Score: Raw -1403487.797456 + Penalty 1822.789327 = -1401665.008130 nChanged 155 SP:Iteration 38Q (5841.913693 sec): 3 clusters Score: Raw -1403556.241989 + Penalty 1822.789327 = -1401733.452662 nChanged 161 SP:Iteration 39Q (5841.972458 sec): 3 clusters Score: Raw -1403620.609439 + Penalty 1822.789327 = -1401797.820112 nChanged 143 SP:Iteration 40F (5842.042677 sec): 3 clusters Score: Raw -1403676.935779 + Penalty 1822.789327 = -1401854.146452 nChanged 154 SP:Iteration 41Q (5842.113730 sec): 3 clusters Score: Raw -1403740.291009 + Penalty 1822.789327 = -1401917.501683 nChanged 135 SP:Iteration 42Q (5842.183363 sec): 3 clusters Score: Raw -1403793.728336 + Penalty 1822.789327 = -1401970.939009 nChanged 111 SP:Iteration 43Q (5842.241503 sec): 3 clusters Score: Raw -1403828.792915 + Penalty 1822.789327 = -1402006.003588 nChanged 90 SP:Iteration 44Q (5842.307384 sec): 3 clusters Score: Raw -1403849.083311 + Penalty 1822.789327 = -1402026.293985 nChanged 67 SP:Iteration 45Q (5842.379851 sec): 3 clusters Score: Raw -1403859.065154 + Penalty 1822.789327 = -1402036.275828 nChanged 51 SP:Iteration 46Q (5842.442396 sec): 3 clusters Score: Raw -1403867.811093 + Penalty 1822.789327 = -1402045.021766 nChanged 56 SP:Iteration 47Q (5842.510729 sec): 3 clusters Score: Raw -1403877.221488 + Penalty 1822.789327 = -1402054.432162 nChanged 45 SP:Iteration 48Q (5842.570537 sec): 3 clusters Score: Raw -1403884.402098 + Penalty 1822.789327 = -1402061.612771 nChanged 37 SP:Iteration 49Q (5842.629948 sec): 3 clusters Score: Raw -1403890.194476 + Penalty 1822.789327 = -1402067.405149 nChanged 40 SP:Iteration 50Q (5842.691960 sec): 3 clusters Score: Raw -1403898.435159 + Penalty 1822.789327 = -1402075.645833 nChanged 43 SP:Iteration 51Q (5842.758764 sec): 3 clusters Score: Raw -1403905.126523 + Penalty 1822.789327 = -1402082.337196 nChanged 32 SP:Iteration 52Q (5842.825604 sec): 3 clusters Score: Raw -1403908.713619 + Penalty 1822.789327 = -1402085.924292 nChanged 28 SP:Iteration 53Q (5842.879725 sec): 3 clusters Score: Raw -1403912.770906 + Penalty 1822.789327 = -1402089.981579 nChanged 37 SP:Iteration 54Q (5842.947689 sec): 3 clusters Score: Raw -1403919.175250 + Penalty 1822.789327 = -1402096.385923 nChanged 32 SP:Iteration 55Q (5843.011651 sec): 3 clusters Score: Raw -1403924.097216 + Penalty 1822.789327 = -1402101.307889 nChanged 26 SP:Iteration 56Q (5843.084448 sec): 3 clusters Score: Raw -1403926.771205 + Penalty 1822.789327 = -1402103.981879 nChanged 16 SP:Iteration 57Q (5843.141463 sec): 3 clusters Score: Raw -1403928.211944 + Penalty 1822.789327 = -1402105.422617 nChanged 12 SP:Iteration 58Q (5843.201753 sec): 3 clusters Score: Raw -1403929.257128 + Penalty 1822.789327 = -1402106.467801 nChanged 11 SP:Iteration 59Q (5843.277410 sec): 3 clusters Score: Raw -1403930.177161 + Penalty 1822.789327 = -1402107.387834 nChanged 13 SP:Iteration 60F (5843.339896 sec): 3 clusters Score: Raw -1403931.200177 + Penalty 1822.789327 = -1402108.410851 nChanged 7 SP:Iteration 61Q (5843.411638 sec): 3 clusters Score: Raw -1403931.883447 + Penalty 1822.789327 = -1402109.094120 nChanged 9 SP:Iteration 62Q (5843.466597 sec): 3 clusters Score: Raw -1403932.793346 + Penalty 1822.789327 = -1402110.004019 nChanged 10 SP:Iteration 63Q (5843.542841 sec): 3 clusters Score: Raw -1403933.766412 + Penalty 1822.789327 = -1402110.977085 nChanged 10 SP:Iteration 64Q (5843.594397 sec): 3 clusters Score: Raw -1403934.683055 + Penalty 1822.789327 = -1402111.893729 nChanged 9 SP:Iteration 65Q (5843.656403 sec): 3 clusters Score: Raw -1403935.461941 + Penalty 1822.789327 = -1402112.672614 nChanged 7 SP:Iteration 66Q (5843.721070 sec): 3 clusters Score: Raw -1403936.152384 + Penalty 1822.789327 = -1402113.363058 nChanged 10 SP:Iteration 67Q (5843.788478 sec): 3 clusters Score: Raw -1403937.007680 + Penalty 1822.789327 = -1402114.218354 nChanged 10 SP:Iteration 68Q (5843.857614 sec): 3 clusters Score: Raw -1403937.556604 + Penalty 1822.789327 = -1402114.767277 nChanged 4 SP:Iteration 69Q (5843.920015 sec): 3 clusters Score: Raw -1403937.836347 + Penalty 1822.789327 = -1402115.047020 nChanged 9 SP:Iteration 70Q (5843.983572 sec): 3 clusters Score: Raw -1403938.538952 + Penalty 1822.789327 = -1402115.749626 nChanged 10 SP:Iteration 71Q (5844.037855 sec): 3 clusters Score: Raw -1403939.219739 + Penalty 1822.789327 = -1402116.430412 nChanged 7 SP:Iteration 72Q (5844.099185 sec): 3 clusters Score: Raw -1403939.761328 + Penalty 1822.789327 = -1402116.972002 nChanged 5 SP:Iteration 73Q (5844.166522 sec): 3 clusters Score: Raw -1403940.125308 + Penalty 1822.789327 = -1402117.335981 nChanged 6 SP:Iteration 74Q (5844.219075 sec): 3 clusters Score: Raw -1403940.934728 + Penalty 1822.789327 = -1402118.145401 nChanged 7 SP:Iteration 75Q (5844.284357 sec): 3 clusters Score: Raw -1403941.481464 + Penalty 1822.789327 = -1402118.692138 nChanged 6 SP:Iteration 76Q (5844.329718 sec): 3 clusters Score: Raw -1403941.838432 + Penalty 1822.789327 = -1402119.049106 nChanged 8 SP:Iteration 77Q (5844.400643 sec): 3 clusters Score: Raw -1403942.559415 + Penalty 1822.789327 = -1402119.770088 nChanged 6 SP:Iteration 78Q (5844.451814 sec): 3 clusters Score: Raw -1403942.808382 + Penalty 1822.789327 = -1402120.019056 nChanged 2 SP:Iteration 79Q (5844.510584 sec): 3 clusters Score: Raw -1403942.980861 + Penalty 1822.789327 = -1402120.191535 nChanged 1 SP:Iteration 80F (5844.571028 sec): 3 clusters Score: Raw -1403943.062397 + Penalty 1822.789327 = -1402120.273070 nChanged 1 SP:Iteration 81Q (5844.632207 sec): 3 clusters Score: Raw -1403943.179504 + Penalty 1822.789327 = -1402120.390177 nChanged 1 SP:Iteration 82Q (5844.688969 sec): 3 clusters Score: Raw -1403943.238104 + Penalty 1822.789327 = -1402120.448778 nChanged 1 SP:Iteration 83Q (5844.745899 sec): 3 clusters Score: Raw -1403943.283420 + Penalty 1822.789327 = -1402120.494093 nChanged 1 SP:Iteration 84Q (5844.805396 sec): 3 clusters Score: Raw -1403943.321102 + Penalty 1822.789327 = -1402120.531775 nChanged 0 SP:Iteration 85F (5844.862718 sec): 3 clusters Score: Raw -1403943.321102 + Penalty 1822.789327 = -1402120.531775 nChanged 0 Trying to split cluster 16 (27454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5844.916428 sec): 2 clusters Score: Raw -2570599.062658 + Penalty 970.925380 = -2569628.137278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5845.000230 sec): 3 clusters Score: Raw -2553089.529095 + Penalty 1941.850760 = -2551147.678335 nChanged 12910 SP:Iteration 1F (5845.077457 sec): 3 clusters Score: Raw -2560513.455580 + Penalty 1941.850760 = -2558571.604820 nChanged 1162 SP:Iteration 2Q (5845.156321 sec): 3 clusters Score: Raw -2560858.655808 + Penalty 1941.850760 = -2558916.805048 nChanged 1088 SP:Iteration 3Q (5845.229750 sec): 3 clusters Score: Raw -2561201.124092 + Penalty 1941.850760 = -2559259.273333 nChanged 1075 SP:Iteration 4Q (5845.306657 sec): 3 clusters Score: Raw -2561590.647096 + Penalty 1941.850760 = -2559648.796336 nChanged 1165 SP:Iteration 5Q (5845.376446 sec): 3 clusters Score: Raw -2562171.069126 + Penalty 1941.850760 = -2560229.218367 nChanged 1339 SP:Iteration 6Q (5845.458696 sec): 3 clusters Score: Raw -2563044.538962 + Penalty 1941.850760 = -2561102.688203 nChanged 1541 SP:Iteration 7F (5845.537280 sec): 3 clusters Score: Raw -2564252.210245 + Penalty 1941.850760 = -2562310.359485 nChanged 1581 SP:Iteration 8F (5845.605364 sec): 3 clusters Score: Raw -2565624.303008 + Penalty 1941.850760 = -2563682.452248 nChanged 1529 SP:Iteration 9F (5845.685312 sec): 3 clusters Score: Raw -2566825.554326 + Penalty 1941.850760 = -2564883.703567 nChanged 1339 SP:Iteration 10Q (5845.756786 sec): 3 clusters Score: Raw -2567637.307893 + Penalty 1941.850760 = -2565695.457133 nChanged 1069 SP:Iteration 11Q (5845.836824 sec): 3 clusters Score: Raw -2568206.302305 + Penalty 1941.850760 = -2566264.451545 nChanged 860 SP:Iteration 12Q (5845.908623 sec): 3 clusters Score: Raw -2568559.604806 + Penalty 1941.850760 = -2566617.754046 nChanged 653 SP:Iteration 13Q (5845.975198 sec): 3 clusters Score: Raw -2568787.573718 + Penalty 1941.850760 = -2566845.722959 nChanged 489 SP:Iteration 14Q (5846.040741 sec): 3 clusters Score: Raw -2568943.324160 + Penalty 1941.850760 = -2567001.473401 nChanged 400 SP:Iteration 15Q (5846.110084 sec): 3 clusters Score: Raw -2569054.328025 + Penalty 1941.850760 = -2567112.477266 nChanged 332 SP:Iteration 16Q (5846.181145 sec): 3 clusters Score: Raw -2569138.748652 + Penalty 1941.850760 = -2567196.897893 nChanged 286 SP:Iteration 17Q (5846.253276 sec): 3 clusters Score: Raw -2569210.938534 + Penalty 1941.850760 = -2567269.087774 nChanged 285 SP:Iteration 18Q (5846.319289 sec): 3 clusters Score: Raw -2569280.629363 + Penalty 1941.850760 = -2567338.778603 nChanged 274 SP:Iteration 19Q (5846.382902 sec): 3 clusters Score: Raw -2569352.350656 + Penalty 1941.850760 = -2567410.499897 nChanged 268 SP:Iteration 20F (5846.454700 sec): 3 clusters Score: Raw -2569419.568496 + Penalty 1941.850760 = -2567477.717736 nChanged 251 SP:Iteration 21Q (5846.536035 sec): 3 clusters Score: Raw -2569481.815152 + Penalty 1941.850760 = -2567539.964392 nChanged 240 SP:Iteration 22Q (5846.596621 sec): 3 clusters Score: Raw -2569536.846359 + Penalty 1941.850760 = -2567594.995599 nChanged 234 SP:Iteration 23Q (5846.672758 sec): 3 clusters Score: Raw -2569590.332127 + Penalty 1941.850760 = -2567648.481368 nChanged 218 SP:Iteration 24Q (5846.742681 sec): 3 clusters Score: Raw -2569647.198238 + Penalty 1941.850760 = -2567705.347478 nChanged 235 SP:Iteration 25Q (5846.817842 sec): 3 clusters Score: Raw -2569712.937821 + Penalty 1941.850760 = -2567771.087062 nChanged 238 SP:Iteration 26Q (5846.880358 sec): 3 clusters Score: Raw -2569771.353650 + Penalty 1941.850760 = -2567829.502890 nChanged 219 SP:Iteration 27Q (5846.954323 sec): 3 clusters Score: Raw -2569831.908249 + Penalty 1941.850760 = -2567890.057490 nChanged 241 SP:Iteration 28Q (5847.025598 sec): 3 clusters Score: Raw -2569899.679187 + Penalty 1941.850760 = -2567957.828427 nChanged 245 SP:Iteration 29Q (5847.101524 sec): 3 clusters Score: Raw -2569976.540146 + Penalty 1941.850760 = -2568034.689386 nChanged 246 SP:Iteration 30Q (5847.168647 sec): 3 clusters Score: Raw -2570053.598700 + Penalty 1941.850760 = -2568111.747940 nChanged 213 SP:Iteration 31Q (5847.237892 sec): 3 clusters Score: Raw -2570114.420405 + Penalty 1941.850760 = -2568172.569645 nChanged 194 SP:Iteration 32Q (5847.317347 sec): 3 clusters Score: Raw -2570170.872693 + Penalty 1941.850760 = -2568229.021933 nChanged 188 SP:Iteration 33Q (5847.386793 sec): 3 clusters Score: Raw -2570222.726886 + Penalty 1941.850760 = -2568280.876126 nChanged 191 SP:Iteration 34Q (5847.451438 sec): 3 clusters Score: Raw -2570274.892087 + Penalty 1941.850760 = -2568333.041327 nChanged 181 SP:Iteration 35Q (5847.528732 sec): 3 clusters Score: Raw -2570331.301077 + Penalty 1941.850760 = -2568389.450317 nChanged 171 SP:Iteration 36Q (5847.609719 sec): 3 clusters Score: Raw -2570380.925780 + Penalty 1941.850760 = -2568439.075020 nChanged 162 SP:Iteration 37Q (5847.687528 sec): 3 clusters Score: Raw -2570424.774287 + Penalty 1941.850760 = -2568482.923527 nChanged 137 SP:Iteration 38Q (5847.753673 sec): 3 clusters Score: Raw -2570466.641787 + Penalty 1941.850760 = -2568524.791027 nChanged 129 SP:Iteration 39Q (5847.827367 sec): 3 clusters Score: Raw -2570508.806652 + Penalty 1941.850760 = -2568566.955892 nChanged 136 SP:Iteration 40F (5847.905034 sec): 3 clusters Score: Raw -2570547.854486 + Penalty 1941.850760 = -2568606.003727 nChanged 110 SP:Iteration 41Q (5847.972456 sec): 3 clusters Score: Raw -2570580.529900 + Penalty 1941.850760 = -2568638.679141 nChanged 93 SP:Iteration 42Q (5848.047187 sec): 3 clusters Score: Raw -2570608.626186 + Penalty 1941.850760 = -2568666.775426 nChanged 85 SP:Iteration 43Q (5848.121549 sec): 3 clusters Score: Raw -2570631.551958 + Penalty 1941.850760 = -2568689.701198 nChanged 75 SP:Iteration 44Q (5848.196631 sec): 3 clusters Score: Raw -2570653.000933 + Penalty 1941.850760 = -2568711.150174 nChanged 70 SP:Iteration 45Q (5848.263889 sec): 3 clusters Score: Raw -2570671.299679 + Penalty 1941.850760 = -2568729.448919 nChanged 51 SP:Iteration 46Q (5848.335472 sec): 3 clusters Score: Raw -2570684.434395 + Penalty 1941.850760 = -2568742.583635 nChanged 56 SP:Iteration 47Q (5848.409138 sec): 3 clusters Score: Raw -2570700.368656 + Penalty 1941.850760 = -2568758.517896 nChanged 45 SP:Iteration 48Q (5848.484605 sec): 3 clusters Score: Raw -2570712.860238 + Penalty 1941.850760 = -2568771.009478 nChanged 48 SP:Iteration 49Q (5848.560594 sec): 3 clusters Score: Raw -2570723.595517 + Penalty 1941.850760 = -2568781.744758 nChanged 39 SP:Iteration 50Q (5848.630446 sec): 3 clusters Score: Raw -2570734.270217 + Penalty 1941.850760 = -2568792.419457 nChanged 33 SP:Iteration 51Q (5848.706931 sec): 3 clusters Score: Raw -2570742.109589 + Penalty 1941.850760 = -2568800.258829 nChanged 28 SP:Iteration 52Q (5848.783317 sec): 3 clusters Score: Raw -2570749.570856 + Penalty 1941.850760 = -2568807.720097 nChanged 30 SP:Iteration 53Q (5848.842219 sec): 3 clusters Score: Raw -2570755.084210 + Penalty 1941.850760 = -2568813.233450 nChanged 29 SP:Iteration 54Q (5848.914378 sec): 3 clusters Score: Raw -2570761.267885 + Penalty 1941.850760 = -2568819.417125 nChanged 18 SP:Iteration 55Q (5848.981976 sec): 3 clusters Score: Raw -2570766.240537 + Penalty 1941.850760 = -2568824.389778 nChanged 21 SP:Iteration 56Q (5849.056684 sec): 3 clusters Score: Raw -2570772.167755 + Penalty 1941.850760 = -2568830.316996 nChanged 24 SP:Iteration 57Q (5849.131684 sec): 3 clusters Score: Raw -2570780.474153 + Penalty 1941.850760 = -2568838.623393 nChanged 30 SP:Iteration 58Q (5849.207318 sec): 3 clusters Score: Raw -2570787.639806 + Penalty 1941.850760 = -2568845.789046 nChanged 27 SP:Iteration 59Q (5849.280311 sec): 3 clusters Score: Raw -2570794.851286 + Penalty 1941.850760 = -2568853.000527 nChanged 19 SP:Iteration 60F (5849.361090 sec): 3 clusters Score: Raw -2570799.306085 + Penalty 1941.850760 = -2568857.455326 nChanged 11 SP:Iteration 61Q (5849.429201 sec): 3 clusters Score: Raw -2570801.429001 + Penalty 1941.850760 = -2568859.578241 nChanged 8 SP:Iteration 62Q (5849.500457 sec): 3 clusters Score: Raw -2570802.792398 + Penalty 1941.850760 = -2568860.941639 nChanged 5 SP:Iteration 63Q (5849.572683 sec): 3 clusters Score: Raw -2570803.860955 + Penalty 1941.850760 = -2568862.010196 nChanged 8 SP:Iteration 64Q (5849.644347 sec): 3 clusters Score: Raw -2570805.868094 + Penalty 1941.850760 = -2568864.017334 nChanged 9 SP:Iteration 65Q (5849.729319 sec): 3 clusters Score: Raw -2570807.979167 + Penalty 1941.850760 = -2568866.128407 nChanged 7 SP:Iteration 66Q (5849.807028 sec): 3 clusters Score: Raw -2570809.073620 + Penalty 1941.850760 = -2568867.222861 nChanged 8 SP:Iteration 67Q (5849.883022 sec): 3 clusters Score: Raw -2570810.740123 + Penalty 1941.850760 = -2568868.889364 nChanged 12 SP:Iteration 68Q (5849.959287 sec): 3 clusters Score: Raw -2570812.315940 + Penalty 1941.850760 = -2568870.465180 nChanged 7 SP:Iteration 69Q (5850.033689 sec): 3 clusters Score: Raw -2570813.539745 + Penalty 1941.850760 = -2568871.688985 nChanged 7 SP:Iteration 70Q (5850.110746 sec): 3 clusters Score: Raw -2570815.357705 + Penalty 1941.850760 = -2568873.506946 nChanged 8 SP:Iteration 71Q (5850.188850 sec): 3 clusters Score: Raw -2570816.845852 + Penalty 1941.850760 = -2568874.995092 nChanged 5 SP:Iteration 72Q (5850.258015 sec): 3 clusters Score: Raw -2570818.236481 + Penalty 1941.850760 = -2568876.385721 nChanged 9 SP:Iteration 73Q (5850.335091 sec): 3 clusters Score: Raw -2570820.836886 + Penalty 1941.850760 = -2568878.986126 nChanged 10 SP:Iteration 74Q (5850.419413 sec): 3 clusters Score: Raw -2570823.160428 + Penalty 1941.850760 = -2568881.309668 nChanged 5 SP:Iteration 75Q (5850.497945 sec): 3 clusters Score: Raw -2570824.079951 + Penalty 1941.850760 = -2568882.229191 nChanged 5 SP:Iteration 76Q (5850.565812 sec): 3 clusters Score: Raw -2570825.270483 + Penalty 1941.850760 = -2568883.419723 nChanged 5 SP:Iteration 77Q (5850.642158 sec): 3 clusters Score: Raw -2570826.354440 + Penalty 1941.850760 = -2568884.503680 nChanged 7 SP:Iteration 78Q (5850.715287 sec): 3 clusters Score: Raw -2570827.700342 + Penalty 1941.850760 = -2568885.849582 nChanged 6 SP:Iteration 79Q (5850.791345 sec): 3 clusters Score: Raw -2570829.359980 + Penalty 1941.850760 = -2568887.509220 nChanged 5 SP:Iteration 80F (5850.860631 sec): 3 clusters Score: Raw -2570830.104342 + Penalty 1941.850760 = -2568888.253582 nChanged 5 SP:Iteration 81Q (5850.932118 sec): 3 clusters Score: Raw -2570830.743005 + Penalty 1941.850760 = -2568888.892245 nChanged 3 SP:Iteration 82Q (5851.007057 sec): 3 clusters Score: Raw -2570831.257656 + Penalty 1941.850760 = -2568889.406897 nChanged 2 SP:Iteration 83Q (5851.084399 sec): 3 clusters Score: Raw -2570831.556662 + Penalty 1941.850760 = -2568889.705902 nChanged 1 SP:Iteration 84Q (5851.160371 sec): 3 clusters Score: Raw -2570831.599473 + Penalty 1941.850760 = -2568889.748713 nChanged 1 SP:Iteration 85Q (5851.237948 sec): 3 clusters Score: Raw -2570831.677350 + Penalty 1941.850760 = -2568889.826590 nChanged 0 SP:Iteration 86F (5851.315307 sec): 3 clusters Score: Raw -2570831.677350 + Penalty 1941.850760 = -2568889.826590 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5851.335755 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5851.379023 sec): 3 clusters Score: Raw -17017.479466 + Penalty 1005.727917 = -16011.751549 nChanged 47 SP:Iteration 1F (5851.421622 sec): 3 clusters Score: Raw -17093.308241 + Penalty 1005.727917 = -16087.580325 nChanged 10 SP:Iteration 2F (5851.464020 sec): 3 clusters Score: Raw -17111.023217 + Penalty 1005.727917 = -16105.295300 nChanged 3 SP:Iteration 3Q (5851.504237 sec): 3 clusters Score: Raw -17119.328433 + Penalty 1005.727917 = -16113.600517 nChanged 2 SP:Iteration 4Q (5851.549671 sec): 3 clusters Score: Raw -17120.888434 + Penalty 1005.727917 = -16115.160517 nChanged 1 SP:Iteration 5Q (5851.593145 sec): 3 clusters Score: Raw -17121.205043 + Penalty 1005.727917 = -16115.477126 nChanged 1 SP:Iteration 6Q (5851.637163 sec): 3 clusters Score: Raw -17121.867828 + Penalty 1005.727917 = -16116.139911 nChanged 1 SP:Iteration 7Q (5851.686544 sec): 3 clusters Score: Raw -17122.035619 + Penalty 1005.727917 = -16116.307702 nChanged 1 SP:Iteration 8Q (5851.729134 sec): 3 clusters Score: Raw -17122.528355 + Penalty 1005.727917 = -16116.800439 nChanged 0 SP:Iteration 9F (5851.774950 sec): 3 clusters Score: Raw -17122.528355 + Penalty 1005.727917 = -16116.800439 nChanged 0 Trying to split cluster 18 (129745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5851.932768 sec): 2 clusters Score: Raw -12907021.499007 + Penalty 1118.465995 = -12905903.033012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5852.106905 sec): 3 clusters Score: Raw -12820918.023282 + Penalty 2236.931990 = -12818681.091292 nChanged 62888 SP:Iteration 1F (5852.305692 sec): 3 clusters Score: Raw -12858104.401071 + Penalty 2236.931990 = -12855867.469081 nChanged 4022 SP:Iteration 2Q (5852.523495 sec): 3 clusters Score: Raw -12859172.151876 + Penalty 2236.931990 = -12856935.219886 nChanged 4499 SP:Iteration 3Q (5852.745726 sec): 3 clusters Score: Raw -12860733.279617 + Penalty 2236.931990 = -12858496.347626 nChanged 5198 SP:Iteration 4Q (5852.962354 sec): 3 clusters Score: Raw -12862982.217501 + Penalty 2236.931990 = -12860745.285511 nChanged 6053 SP:Iteration 5Q (5853.183597 sec): 3 clusters Score: Raw -12866321.215516 + Penalty 2236.931990 = -12864084.283525 nChanged 7249 SP:Iteration 6F (5853.391344 sec): 3 clusters Score: Raw -12871140.525292 + Penalty 2236.931990 = -12868903.593301 nChanged 8215 SP:Iteration 7F (5853.596260 sec): 3 clusters Score: Raw -12877367.161957 + Penalty 2236.931990 = -12875130.229967 nChanged 8586 SP:Iteration 8F (5853.787134 sec): 3 clusters Score: Raw -12884259.223437 + Penalty 2236.931990 = -12882022.291447 nChanged 7852 SP:Iteration 9F (5853.985259 sec): 3 clusters Score: Raw -12890727.288672 + Penalty 2236.931990 = -12888490.356682 nChanged 6648 SP:Iteration 10F (5854.189949 sec): 3 clusters Score: Raw -12896197.196494 + Penalty 2236.931990 = -12893960.264504 nChanged 4991 SP:Iteration 11Q (5854.389299 sec): 3 clusters Score: Raw -12900314.979614 + Penalty 2236.931990 = -12898078.047624 nChanged 3534 SP:Iteration 12Q (5854.579731 sec): 3 clusters Score: Raw -12903156.484407 + Penalty 2236.931990 = -12900919.552417 nChanged 2304 SP:Iteration 13Q (5854.757744 sec): 3 clusters Score: Raw -12904914.612154 + Penalty 2236.931990 = -12902677.680164 nChanged 1401 SP:Iteration 14Q (5854.937851 sec): 3 clusters Score: Raw -12905940.044012 + Penalty 2236.931990 = -12903703.112021 nChanged 823 SP:Iteration 15Q (5855.111459 sec): 3 clusters Score: Raw -12906522.017493 + Penalty 2236.931990 = -12904285.085502 nChanged 421 SP:Iteration 16Q (5855.287751 sec): 3 clusters Score: Raw -12906782.563734 + Penalty 2236.931990 = -12904545.631744 nChanged 235 SP:Iteration 17Q (5855.463945 sec): 3 clusters Score: Raw -12906928.224221 + Penalty 2236.931990 = -12904691.292230 nChanged 135 SP:Iteration 18Q (5855.626775 sec): 3 clusters Score: Raw -12907007.492295 + Penalty 2236.931990 = -12904770.560305 nChanged 91 SP:Iteration 19Q (5855.797973 sec): 3 clusters Score: Raw -12907061.154282 + Penalty 2236.931990 = -12904824.222291 nChanged 67 SP:Iteration 20F (5855.992023 sec): 3 clusters Score: Raw -12907109.749908 + Penalty 2236.931990 = -12904872.817918 nChanged 44 SP:Iteration 21Q (5856.173906 sec): 3 clusters Score: Raw -12907142.594670 + Penalty 2236.931990 = -12904905.662679 nChanged 31 SP:Iteration 22Q (5856.324272 sec): 3 clusters Score: Raw -12907161.654168 + Penalty 2236.931990 = -12904924.722177 nChanged 21 SP:Iteration 23Q (5856.492169 sec): 3 clusters Score: Raw -12907180.989664 + Penalty 2236.931990 = -12904944.057674 nChanged 23 SP:Iteration 24Q (5856.651292 sec): 3 clusters Score: Raw -12907205.698660 + Penalty 2236.931990 = -12904968.766669 nChanged 25 SP:Iteration 25Q (5856.821862 sec): 3 clusters Score: Raw -12907226.031422 + Penalty 2236.931990 = -12904989.099431 nChanged 14 SP:Iteration 26Q (5856.997439 sec): 3 clusters Score: Raw -12907236.915899 + Penalty 2236.931990 = -12904999.983908 nChanged 12 SP:Iteration 27Q (5857.166819 sec): 3 clusters Score: Raw -12907245.843316 + Penalty 2236.931990 = -12905008.911326 nChanged 5 SP:Iteration 28Q (5857.342043 sec): 3 clusters Score: Raw -12907250.348139 + Penalty 2236.931990 = -12905013.416149 nChanged 7 SP:Iteration 29Q (5857.514714 sec): 3 clusters Score: Raw -12907254.656309 + Penalty 2236.931990 = -12905017.724318 nChanged 6 SP:Iteration 30Q (5857.691144 sec): 3 clusters Score: Raw -12907259.682211 + Penalty 2236.931990 = -12905022.750221 nChanged 6 SP:Iteration 31Q (5857.865276 sec): 3 clusters Score: Raw -12907262.883259 + Penalty 2236.931990 = -12905025.951269 nChanged 3 SP:Iteration 32Q (5858.033181 sec): 3 clusters Score: Raw -12907267.190288 + Penalty 2236.931990 = -12905030.258298 nChanged 3 SP:Iteration 33Q (5858.190358 sec): 3 clusters Score: Raw -12907269.199554 + Penalty 2236.931990 = -12905032.267564 nChanged 1 SP:Iteration 34Q (5858.344341 sec): 3 clusters Score: Raw -12907269.431567 + Penalty 2236.931990 = -12905032.499576 nChanged 0 SP:Iteration 35F (5858.537746 sec): 3 clusters Score: Raw -12907269.431567 + Penalty 2236.931990 = -12905032.499576 nChanged 0 Trying to split cluster 19 (3241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5858.576897 sec): 2 clusters Score: Raw -280340.489917 + Penalty 767.945534 = -279572.544383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5858.632257 sec): 3 clusters Score: Raw -278623.360448 + Penalty 1535.891069 = -277087.469379 nChanged 1331 SP:Iteration 1F (5858.672664 sec): 3 clusters Score: Raw -279479.276527 + Penalty 1535.891069 = -277943.385458 nChanged 298 SP:Iteration 2F (5858.734674 sec): 3 clusters Score: Raw -279756.235212 + Penalty 1535.891069 = -278220.344144 nChanged 266 SP:Iteration 3F (5858.783128 sec): 3 clusters Score: Raw -280000.398292 + Penalty 1535.891069 = -278464.507223 nChanged 222 SP:Iteration 4F (5858.830321 sec): 3 clusters Score: Raw -280176.519945 + Penalty 1535.891069 = -278640.628876 nChanged 149 SP:Iteration 5Q (5858.886635 sec): 3 clusters Score: Raw -280270.391357 + Penalty 1535.891069 = -278734.500288 nChanged 101 SP:Iteration 6Q (5858.938012 sec): 3 clusters Score: Raw -280327.551067 + Penalty 1535.891069 = -278791.659998 nChanged 66 SP:Iteration 7Q (5858.978472 sec): 3 clusters Score: Raw -280361.567079 + Penalty 1535.891069 = -278825.676010 nChanged 51 SP:Iteration 8Q (5859.038073 sec): 3 clusters Score: Raw -280384.332618 + Penalty 1535.891069 = -278848.441549 nChanged 40 SP:Iteration 9Q (5859.079048 sec): 3 clusters Score: Raw -280404.935339 + Penalty 1535.891069 = -278869.044271 nChanged 33 SP:Iteration 10Q (5859.116346 sec): 3 clusters Score: Raw -280423.114951 + Penalty 1535.891069 = -278887.223882 nChanged 36 SP:Iteration 11Q (5859.167168 sec): 3 clusters Score: Raw -280440.215593 + Penalty 1535.891069 = -278904.324525 nChanged 36 SP:Iteration 12Q (5859.217686 sec): 3 clusters Score: Raw -280456.679966 + Penalty 1535.891069 = -278920.788898 nChanged 22 SP:Iteration 13Q (5859.267764 sec): 3 clusters Score: Raw -280466.159794 + Penalty 1535.891069 = -278930.268725 nChanged 16 SP:Iteration 14Q (5859.310970 sec): 3 clusters Score: Raw -280472.244175 + Penalty 1535.891069 = -278936.353106 nChanged 13 SP:Iteration 15Q (5859.361157 sec): 3 clusters Score: Raw -280477.604596 + Penalty 1535.891069 = -278941.713528 nChanged 13 SP:Iteration 16Q (5859.411388 sec): 3 clusters Score: Raw -280482.145313 + Penalty 1535.891069 = -278946.254244 nChanged 13 SP:Iteration 17Q (5859.462583 sec): 3 clusters Score: Raw -280485.442322 + Penalty 1535.891069 = -278949.551254 nChanged 7 SP:Iteration 18Q (5859.513508 sec): 3 clusters Score: Raw -280487.359394 + Penalty 1535.891069 = -278951.468326 nChanged 11 SP:Iteration 19Q (5859.557438 sec): 3 clusters Score: Raw -280491.130299 + Penalty 1535.891069 = -278955.239231 nChanged 8 SP:Iteration 20F (5859.607995 sec): 3 clusters Score: Raw -280494.828550 + Penalty 1535.891069 = -278958.937481 nChanged 10 SP:Iteration 21Q (5859.657644 sec): 3 clusters Score: Raw -280498.640041 + Penalty 1535.891069 = -278962.748972 nChanged 8 SP:Iteration 22Q (5859.707018 sec): 3 clusters Score: Raw -280501.293282 + Penalty 1535.891069 = -278965.402214 nChanged 7 SP:Iteration 23Q (5859.754175 sec): 3 clusters Score: Raw -280503.866366 + Penalty 1535.891069 = -278967.975298 nChanged 10 SP:Iteration 24Q (5859.799671 sec): 3 clusters Score: Raw -280506.603613 + Penalty 1535.891069 = -278970.712545 nChanged 7 SP:Iteration 25Q (5859.847634 sec): 3 clusters Score: Raw -280508.371444 + Penalty 1535.891069 = -278972.480376 nChanged 4 SP:Iteration 26Q (5859.896315 sec): 3 clusters Score: Raw -280508.962374 + Penalty 1535.891069 = -278973.071305 nChanged 3 SP:Iteration 27Q (5859.947303 sec): 3 clusters Score: Raw -280509.700736 + Penalty 1535.891069 = -278973.809668 nChanged 3 SP:Iteration 28Q (5859.992095 sec): 3 clusters Score: Raw -280511.989237 + Penalty 1535.891069 = -278976.098169 nChanged 4 SP:Iteration 29Q (5860.041459 sec): 3 clusters Score: Raw -280513.731117 + Penalty 1535.891069 = -278977.840048 nChanged 6 SP:Iteration 30Q (5860.091138 sec): 3 clusters Score: Raw -280515.025998 + Penalty 1535.891069 = -278979.134930 nChanged 2 SP:Iteration 31Q (5860.139683 sec): 3 clusters Score: Raw -280515.320184 + Penalty 1535.891069 = -278979.429115 nChanged 4 SP:Iteration 32Q (5860.184723 sec): 3 clusters Score: Raw -280516.955410 + Penalty 1535.891069 = -278981.064341 nChanged 7 SP:Iteration 33Q (5860.229682 sec): 3 clusters Score: Raw -280518.923209 + Penalty 1535.891069 = -278983.032140 nChanged 4 SP:Iteration 34Q (5860.275220 sec): 3 clusters Score: Raw -280520.406066 + Penalty 1535.891069 = -278984.514997 nChanged 5 SP:Iteration 35Q (5860.317734 sec): 3 clusters Score: Raw -280521.657593 + Penalty 1535.891069 = -278985.766525 nChanged 5 SP:Iteration 36Q (5860.370382 sec): 3 clusters Score: Raw -280524.031924 + Penalty 1535.891069 = -278988.140856 nChanged 5 SP:Iteration 37Q (5860.399913 sec): 3 clusters Score: Raw -280525.742995 + Penalty 1535.891069 = -278989.851927 nChanged 5 SP:Iteration 38Q (5860.440033 sec): 3 clusters Score: Raw -280528.685774 + Penalty 1535.891069 = -278992.794705 nChanged 5 SP:Iteration 39Q (5860.491286 sec): 3 clusters Score: Raw -280530.350333 + Penalty 1535.891069 = -278994.459264 nChanged 3 SP:Iteration 40F (5860.525823 sec): 3 clusters Score: Raw -280531.246583 + Penalty 1535.891069 = -278995.355515 nChanged 3 SP:Iteration 41Q (5860.564362 sec): 3 clusters Score: Raw -280532.452425 + Penalty 1535.891069 = -278996.561357 nChanged 3 SP:Iteration 42Q (5860.608509 sec): 3 clusters Score: Raw -280534.123418 + Penalty 1535.891069 = -278998.232350 nChanged 7 SP:Iteration 43Q (5860.657771 sec): 3 clusters Score: Raw -280537.037272 + Penalty 1535.891069 = -279001.146203 nChanged 3 SP:Iteration 44Q (5860.707082 sec): 3 clusters Score: Raw -280538.964857 + Penalty 1535.891069 = -279003.073789 nChanged 3 SP:Iteration 45Q (5860.745611 sec): 3 clusters Score: Raw -280539.629044 + Penalty 1535.891069 = -279003.737975 nChanged 2 SP:Iteration 46Q (5860.781468 sec): 3 clusters Score: Raw -280540.293805 + Penalty 1535.891069 = -279004.402737 nChanged 2 SP:Iteration 47Q (5860.824121 sec): 3 clusters Score: Raw -280540.652573 + Penalty 1535.891069 = -279004.761505 nChanged 1 SP:Iteration 48Q (5860.851809 sec): 3 clusters Score: Raw -280540.700500 + Penalty 1535.891069 = -279004.809432 nChanged 0 SP:Iteration 49F (5860.886666 sec): 3 clusters Score: Raw -280540.700500 + Penalty 1535.891069 = -279004.809432 nChanged 0 Trying to split cluster 20 (27688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5860.946162 sec): 2 clusters Score: Raw -2432361.013360 + Penalty 971.731667 = -2431389.281694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5861.019605 sec): 3 clusters Score: Raw -2414892.085243 + Penalty 1943.463333 = -2412948.621910 nChanged 12941 SP:Iteration 1F (5861.099667 sec): 3 clusters Score: Raw -2422629.174870 + Penalty 1943.463333 = -2420685.711537 nChanged 1722 SP:Iteration 2F (5861.172333 sec): 3 clusters Score: Raw -2423410.926812 + Penalty 1943.463333 = -2421467.463479 nChanged 1763 SP:Iteration 3F (5861.245126 sec): 3 clusters Score: Raw -2424329.771756 + Penalty 1943.463333 = -2422386.308423 nChanged 1817 SP:Iteration 4F (5861.312973 sec): 3 clusters Score: Raw -2425301.583166 + Penalty 1943.463333 = -2423358.119832 nChanged 1700 SP:Iteration 5F (5861.385387 sec): 3 clusters Score: Raw -2426199.402551 + Penalty 1943.463333 = -2424255.939218 nChanged 1494 SP:Iteration 6F (5861.465347 sec): 3 clusters Score: Raw -2427075.621032 + Penalty 1943.463333 = -2425132.157698 nChanged 1346 SP:Iteration 7Q (5861.537089 sec): 3 clusters Score: Raw -2427973.539740 + Penalty 1943.463333 = -2426030.076407 nChanged 1320 SP:Iteration 8Q (5861.618299 sec): 3 clusters Score: Raw -2428975.514192 + Penalty 1943.463333 = -2427032.050858 nChanged 1271 SP:Iteration 9Q (5861.698922 sec): 3 clusters Score: Raw -2430096.214220 + Penalty 1943.463333 = -2428152.750887 nChanged 1069 SP:Iteration 10Q (5861.770946 sec): 3 clusters Score: Raw -2431106.042961 + Penalty 1943.463333 = -2429162.579627 nChanged 707 SP:Iteration 11Q (5861.851214 sec): 3 clusters Score: Raw -2431776.749520 + Penalty 1943.463333 = -2429833.286186 nChanged 394 SP:Iteration 12Q (5861.924291 sec): 3 clusters Score: Raw -2432148.442567 + Penalty 1943.463333 = -2430204.979234 nChanged 206 SP:Iteration 13Q (5862.013144 sec): 3 clusters Score: Raw -2432325.804112 + Penalty 1943.463333 = -2430382.340779 nChanged 95 SP:Iteration 14Q (5862.076849 sec): 3 clusters Score: Raw -2432406.463567 + Penalty 1943.463333 = -2430463.000234 nChanged 55 SP:Iteration 15Q (5862.157076 sec): 3 clusters Score: Raw -2432451.132497 + Penalty 1943.463333 = -2430507.669163 nChanged 30 SP:Iteration 16Q (5862.224127 sec): 3 clusters Score: Raw -2432475.082576 + Penalty 1943.463333 = -2430531.619243 nChanged 17 SP:Iteration 17Q (5862.296928 sec): 3 clusters Score: Raw -2432495.426645 + Penalty 1943.463333 = -2430551.963312 nChanged 26 SP:Iteration 18Q (5862.370007 sec): 3 clusters Score: Raw -2432513.592968 + Penalty 1943.463333 = -2430570.129635 nChanged 20 SP:Iteration 19Q (5862.440168 sec): 3 clusters Score: Raw -2432531.407876 + Penalty 1943.463333 = -2430587.944543 nChanged 15 SP:Iteration 20F (5862.513885 sec): 3 clusters Score: Raw -2432550.660710 + Penalty 1943.463333 = -2430607.197377 nChanged 9 SP:Iteration 21Q (5862.584311 sec): 3 clusters Score: Raw -2432560.451736 + Penalty 1943.463333 = -2430616.988403 nChanged 6 SP:Iteration 22Q (5862.662100 sec): 3 clusters Score: Raw -2432566.041325 + Penalty 1943.463333 = -2430622.577991 nChanged 3 SP:Iteration 23Q (5862.722279 sec): 3 clusters Score: Raw -2432567.977008 + Penalty 1943.463333 = -2430624.513675 nChanged 1 SP:Iteration 24Q (5862.802159 sec): 3 clusters Score: Raw -2432568.215562 + Penalty 1943.463333 = -2430624.752229 nChanged 0 SP:Iteration 25F (5862.883919 sec): 3 clusters Score: Raw -2432568.215562 + Penalty 1943.463333 = -2430624.752229 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.900153 sec): 2 clusters Score: Raw -266265.170151 + Penalty 753.403756 = -265511.766395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.945926 sec): 3 clusters Score: Raw -264888.163258 + Penalty 1506.807512 = -263381.355746 nChanged 1127 SP:Iteration 1F (5862.996089 sec): 3 clusters Score: Raw -265531.271365 + Penalty 1506.807512 = -264024.463852 nChanged 215 SP:Iteration 2F (5863.033394 sec): 3 clusters Score: Raw -265675.128952 + Penalty 1506.807512 = -264168.321439 nChanged 172 SP:Iteration 3F (5863.088058 sec): 3 clusters Score: Raw -265822.744711 + Penalty 1506.807512 = -264315.937199 nChanged 155 SP:Iteration 4F (5863.129658 sec): 3 clusters Score: Raw -265955.709162 + Penalty 1506.807512 = -264448.901650 nChanged 140 SP:Iteration 5F (5863.180561 sec): 3 clusters Score: Raw -266079.271371 + Penalty 1506.807512 = -264572.463859 nChanged 137 SP:Iteration 6Q (5863.228130 sec): 3 clusters Score: Raw -266195.569366 + Penalty 1506.807512 = -264688.761853 nChanged 123 SP:Iteration 7Q (5863.277495 sec): 3 clusters Score: Raw -266312.147261 + Penalty 1506.807512 = -264805.339749 nChanged 112 SP:Iteration 8Q (5863.313862 sec): 3 clusters Score: Raw -266416.674904 + Penalty 1506.807512 = -264909.867391 nChanged 100 SP:Iteration 9Q (5863.363085 sec): 3 clusters Score: Raw -266490.003913 + Penalty 1506.807512 = -264983.196401 nChanged 70 SP:Iteration 10Q (5863.414774 sec): 3 clusters Score: Raw -266531.846061 + Penalty 1506.807512 = -265025.038548 nChanged 57 SP:Iteration 11Q (5863.465926 sec): 3 clusters Score: Raw -266569.911969 + Penalty 1506.807512 = -265063.104457 nChanged 51 SP:Iteration 12Q (5863.506304 sec): 3 clusters Score: Raw -266602.578011 + Penalty 1506.807512 = -265095.770499 nChanged 37 SP:Iteration 13Q (5863.556530 sec): 3 clusters Score: Raw -266624.003111 + Penalty 1506.807512 = -265117.195599 nChanged 28 SP:Iteration 14Q (5863.598197 sec): 3 clusters Score: Raw -266639.083879 + Penalty 1506.807512 = -265132.276367 nChanged 22 SP:Iteration 15Q (5863.646588 sec): 3 clusters Score: Raw -266651.493673 + Penalty 1506.807512 = -265144.686161 nChanged 16 SP:Iteration 16Q (5863.705575 sec): 3 clusters Score: Raw -266660.604708 + Penalty 1506.807512 = -265153.797196 nChanged 15 SP:Iteration 17Q (5863.746360 sec): 3 clusters Score: Raw -266665.418508 + Penalty 1506.807512 = -265158.610995 nChanged 9 SP:Iteration 18Q (5863.792032 sec): 3 clusters Score: Raw -266669.747315 + Penalty 1506.807512 = -265162.939803 nChanged 11 SP:Iteration 19Q (5863.835293 sec): 3 clusters Score: Raw -266674.473298 + Penalty 1506.807512 = -265167.665786 nChanged 12 SP:Iteration 20F (5863.885174 sec): 3 clusters Score: Raw -266680.023914 + Penalty 1506.807512 = -265173.216402 nChanged 11 SP:Iteration 21Q (5863.927616 sec): 3 clusters Score: Raw -266684.374687 + Penalty 1506.807512 = -265177.567175 nChanged 9 SP:Iteration 22Q (5863.970477 sec): 3 clusters Score: Raw -266688.815174 + Penalty 1506.807512 = -265182.007662 nChanged 12 SP:Iteration 23Q (5864.002764 sec): 3 clusters Score: Raw -266693.119208 + Penalty 1506.807512 = -265186.311696 nChanged 4 SP:Iteration 24Q (5864.064977 sec): 3 clusters Score: Raw -266694.421523 + Penalty 1506.807512 = -265187.614010 nChanged 1 SP:Iteration 25Q (5864.112710 sec): 3 clusters Score: Raw -266694.624319 + Penalty 1506.807512 = -265187.816807 nChanged 0 SP:Iteration 26F (5864.152512 sec): 3 clusters Score: Raw -266694.624319 + Penalty 1506.807512 = -265187.816807 nChanged 0 Trying to split cluster 22 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5864.188575 sec): 2 clusters Score: Raw -95042.315084 + Penalty 649.138015 = -94393.177069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5864.220906 sec): 3 clusters Score: Raw -94668.899405 + Penalty 1298.276029 = -93370.623376 nChanged 304 SP:Iteration 1F (5864.261838 sec): 3 clusters Score: Raw -94869.177197 + Penalty 1298.276029 = -93570.901168 nChanged 68 SP:Iteration 2F (5864.305984 sec): 3 clusters Score: Raw -94924.381155 + Penalty 1298.276029 = -93626.105126 nChanged 35 SP:Iteration 3Q (5864.348462 sec): 3 clusters Score: Raw -94959.758893 + Penalty 1298.276029 = -93661.482864 nChanged 30 SP:Iteration 4Q (5864.389580 sec): 3 clusters Score: Raw -94988.309430 + Penalty 1298.276029 = -93690.033401 nChanged 25 SP:Iteration 5Q (5864.434806 sec): 3 clusters Score: Raw -95011.620230 + Penalty 1298.276029 = -93713.344200 nChanged 24 SP:Iteration 6Q (5864.478336 sec): 3 clusters Score: Raw -95026.977734 + Penalty 1298.276029 = -93728.701705 nChanged 11 SP:Iteration 7Q (5864.527796 sec): 3 clusters Score: Raw -95037.121170 + Penalty 1298.276029 = -93738.845140 nChanged 15 SP:Iteration 8Q (5864.576784 sec): 3 clusters Score: Raw -95046.508971 + Penalty 1298.276029 = -93748.232942 nChanged 8 SP:Iteration 9Q (5864.623522 sec): 3 clusters Score: Raw -95053.748656 + Penalty 1298.276029 = -93755.472627 nChanged 3 SP:Iteration 10Q (5864.669546 sec): 3 clusters Score: Raw -95055.796467 + Penalty 1298.276029 = -93757.520437 nChanged 5 SP:Iteration 11Q (5864.709854 sec): 3 clusters Score: Raw -95058.219162 + Penalty 1298.276029 = -93759.943132 nChanged 4 SP:Iteration 12Q (5864.734543 sec): 3 clusters Score: Raw -95059.954790 + Penalty 1298.276029 = -93761.678761 nChanged 1 SP:Iteration 13Q (5864.761206 sec): 3 clusters Score: Raw -95060.268852 + Penalty 1298.276029 = -93761.992822 nChanged 3 SP:Iteration 14Q (5864.818302 sec): 3 clusters Score: Raw -95063.462462 + Penalty 1298.276029 = -93765.186433 nChanged 4 SP:Iteration 15Q (5864.860454 sec): 3 clusters Score: Raw -95065.992539 + Penalty 1298.276029 = -93767.716509 nChanged 1 SP:Iteration 16Q (5864.896568 sec): 3 clusters Score: Raw -95067.319176 + Penalty 1298.276029 = -93769.043147 nChanged 1 SP:Iteration 17Q (5864.943755 sec): 3 clusters Score: Raw -95068.972571 + Penalty 1298.276029 = -93770.696542 nChanged 1 SP:Iteration 18Q (5864.988031 sec): 3 clusters Score: Raw -95069.404997 + Penalty 1298.276029 = -93771.128968 nChanged 0 SP:Iteration 19F (5865.034907 sec): 3 clusters Score: Raw -95069.404997 + Penalty 1298.276029 = -93771.128968 nChanged 0 Trying to split cluster 23 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5865.058273 sec): 2 clusters Score: Raw -44149.527538 + Penalty 590.577580 = -43558.949959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5865.106052 sec): 3 clusters Score: Raw -44023.690063 + Penalty 1181.155159 = -42842.534904 nChanged 153 SP:Iteration 1F (5865.156319 sec): 3 clusters Score: Raw -44216.468885 + Penalty 1181.155159 = -43035.313725 nChanged 54 SP:Iteration 2F (5865.185801 sec): 3 clusters Score: Raw -44291.771915 + Penalty 1181.155159 = -43110.616756 nChanged 25 SP:Iteration 3Q (5865.223015 sec): 3 clusters Score: Raw -44323.748229 + Penalty 1181.155159 = -43142.593070 nChanged 14 SP:Iteration 4Q (5865.269268 sec): 3 clusters Score: Raw -44359.083454 + Penalty 1181.155159 = -43177.928294 nChanged 12 SP:Iteration 5Q (5865.312072 sec): 3 clusters Score: Raw -44375.775107 + Penalty 1181.155159 = -43194.619948 nChanged 8 SP:Iteration 6Q (5865.358538 sec): 3 clusters Score: Raw -44389.908609 + Penalty 1181.155159 = -43208.753450 nChanged 12 SP:Iteration 7Q (5865.401820 sec): 3 clusters Score: Raw -44412.003869 + Penalty 1181.155159 = -43230.848710 nChanged 10 SP:Iteration 8Q (5865.442730 sec): 3 clusters Score: Raw -44431.803272 + Penalty 1181.155159 = -43250.648113 nChanged 7 SP:Iteration 9Q (5865.492194 sec): 3 clusters Score: Raw -44441.641369 + Penalty 1181.155159 = -43260.486210 nChanged 5 SP:Iteration 10Q (5865.528675 sec): 3 clusters Score: Raw -44445.821118 + Penalty 1181.155159 = -43264.665959 nChanged 2 SP:Iteration 11Q (5865.557968 sec): 3 clusters Score: Raw -44446.622932 + Penalty 1181.155159 = -43265.467773 nChanged 1 SP:Iteration 12Q (5865.592170 sec): 3 clusters Score: Raw -44447.563849 + Penalty 1181.155159 = -43266.408690 nChanged 0 SP:Iteration 13F (5865.625022 sec): 3 clusters Score: Raw -44447.563849 + Penalty 1181.155159 = -43266.408690 nChanged 0 Trying to split cluster 24 (5765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5865.663375 sec): 2 clusters Score: Raw -573237.257740 + Penalty 822.658241 = -572414.599499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5865.696208 sec): 3 clusters Score: Raw -569993.536985 + Penalty 1645.316482 = -568348.220502 nChanged 2481 SP:Iteration 1F (5865.744580 sec): 3 clusters Score: Raw -571384.430118 + Penalty 1645.316482 = -569739.113636 nChanged 418 SP:Iteration 2F (5865.791733 sec): 3 clusters Score: Raw -571630.153346 + Penalty 1645.316482 = -569984.836864 nChanged 411 SP:Iteration 3F (5865.843860 sec): 3 clusters Score: Raw -571916.144521 + Penalty 1645.316482 = -570270.828039 nChanged 421 SP:Iteration 4F (5865.886610 sec): 3 clusters Score: Raw -572214.661321 + Penalty 1645.316482 = -570569.344839 nChanged 353 SP:Iteration 5F (5865.927245 sec): 3 clusters Score: Raw -572474.034706 + Penalty 1645.316482 = -570828.718224 nChanged 309 SP:Iteration 6F (5865.978696 sec): 3 clusters Score: Raw -572688.545214 + Penalty 1645.316482 = -571043.228731 nChanged 235 SP:Iteration 7Q (5866.032106 sec): 3 clusters Score: Raw -572851.090390 + Penalty 1645.316482 = -571205.773908 nChanged 186 SP:Iteration 8Q (5866.094409 sec): 3 clusters Score: Raw -572977.312446 + Penalty 1645.316482 = -571331.995964 nChanged 153 SP:Iteration 9Q (5866.137597 sec): 3 clusters Score: Raw -573087.655708 + Penalty 1645.316482 = -571442.339225 nChanged 132 SP:Iteration 10Q (5866.192515 sec): 3 clusters Score: Raw -573179.274477 + Penalty 1645.316482 = -571533.957995 nChanged 88 SP:Iteration 11Q (5866.228611 sec): 3 clusters Score: Raw -573235.379108 + Penalty 1645.316482 = -571590.062625 nChanged 58 SP:Iteration 12Q (5866.270737 sec): 3 clusters Score: Raw -573274.083678 + Penalty 1645.316482 = -571628.767196 nChanged 50 SP:Iteration 13Q (5866.332479 sec): 3 clusters Score: Raw -573314.040287 + Penalty 1645.316482 = -571668.723805 nChanged 43 SP:Iteration 14Q (5866.369944 sec): 3 clusters Score: Raw -573345.657402 + Penalty 1645.316482 = -571700.340920 nChanged 40 SP:Iteration 15Q (5866.421203 sec): 3 clusters Score: Raw -573378.680306 + Penalty 1645.316482 = -571733.363823 nChanged 28 SP:Iteration 16Q (5866.471614 sec): 3 clusters Score: Raw -573397.585438 + Penalty 1645.316482 = -571752.268956 nChanged 21 SP:Iteration 17Q (5866.514999 sec): 3 clusters Score: Raw -573410.821927 + Penalty 1645.316482 = -571765.505444 nChanged 16 SP:Iteration 18Q (5866.562493 sec): 3 clusters Score: Raw -573422.680399 + Penalty 1645.316482 = -571777.363917 nChanged 15 SP:Iteration 19Q (5866.618427 sec): 3 clusters Score: Raw -573431.105430 + Penalty 1645.316482 = -571785.788948 nChanged 13 SP:Iteration 20F (5866.668666 sec): 3 clusters Score: Raw -573437.805284 + Penalty 1645.316482 = -571792.488802 nChanged 9 SP:Iteration 21Q (5866.706397 sec): 3 clusters Score: Raw -573443.978927 + Penalty 1645.316482 = -571798.662445 nChanged 7 SP:Iteration 22Q (5866.757761 sec): 3 clusters Score: Raw -573447.990415 + Penalty 1645.316482 = -571802.673933 nChanged 5 SP:Iteration 23Q (5866.813164 sec): 3 clusters Score: Raw -573451.789960 + Penalty 1645.316482 = -571806.473478 nChanged 7 SP:Iteration 24Q (5866.845575 sec): 3 clusters Score: Raw -573455.933918 + Penalty 1645.316482 = -571810.617435 nChanged 4 SP:Iteration 25Q (5866.907443 sec): 3 clusters Score: Raw -573457.687675 + Penalty 1645.316482 = -571812.371193 nChanged 3 SP:Iteration 26Q (5866.943819 sec): 3 clusters Score: Raw -573458.755068 + Penalty 1645.316482 = -571813.438586 nChanged 4 SP:Iteration 27Q (5867.005665 sec): 3 clusters Score: Raw -573460.900875 + Penalty 1645.316482 = -571815.584392 nChanged 3 SP:Iteration 28Q (5867.038744 sec): 3 clusters Score: Raw -573462.711295 + Penalty 1645.316482 = -571817.394813 nChanged 2 SP:Iteration 29Q (5867.091927 sec): 3 clusters Score: Raw -573463.258334 + Penalty 1645.316482 = -571817.941852 nChanged 1 SP:Iteration 30Q (5867.144623 sec): 3 clusters Score: Raw -573463.725108 + Penalty 1645.316482 = -571818.408626 nChanged 0 SP:Iteration 31F (5867.199558 sec): 3 clusters Score: Raw -573463.725108 + Penalty 1645.316482 = -571818.408626 nChanged 0 Trying to split cluster 25 (14347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5867.237599 sec): 2 clusters Score: Raw -1403656.135271 + Penalty 909.273133 = -1402746.862138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5867.303239 sec): 3 clusters Score: Raw -1394783.536648 + Penalty 1818.546267 = -1392964.990381 nChanged 6542 SP:Iteration 1F (5867.360650 sec): 3 clusters Score: Raw -1398509.099751 + Penalty 1818.546267 = -1396690.553484 nChanged 825 SP:Iteration 2F (5867.414121 sec): 3 clusters Score: Raw -1398843.885171 + Penalty 1818.546267 = -1397025.338905 nChanged 784 SP:Iteration 3F (5867.476759 sec): 3 clusters Score: Raw -1399262.379009 + Penalty 1818.546267 = -1397443.832743 nChanged 813 SP:Iteration 4F (5867.547939 sec): 3 clusters Score: Raw -1399759.395016 + Penalty 1818.546267 = -1397940.848749 nChanged 831 SP:Iteration 5F (5867.610768 sec): 3 clusters Score: Raw -1400321.535711 + Penalty 1818.546267 = -1398502.989444 nChanged 916 SP:Iteration 6F (5867.676790 sec): 3 clusters Score: Raw -1401008.981629 + Penalty 1818.546267 = -1399190.435362 nChanged 942 SP:Iteration 7F (5867.734162 sec): 3 clusters Score: Raw -1401726.780177 + Penalty 1818.546267 = -1399908.233910 nChanged 823 SP:Iteration 8F (5867.797764 sec): 3 clusters Score: Raw -1402285.863301 + Penalty 1818.546267 = -1400467.317034 nChanged 631 SP:Iteration 9Q (5867.853741 sec): 3 clusters Score: Raw -1402649.868407 + Penalty 1818.546267 = -1400831.322140 nChanged 469 SP:Iteration 10Q (5867.915223 sec): 3 clusters Score: Raw -1402869.908100 + Penalty 1818.546267 = -1401051.361834 nChanged 363 SP:Iteration 11Q (5867.975000 sec): 3 clusters Score: Raw -1403043.291008 + Penalty 1818.546267 = -1401224.744742 nChanged 322 SP:Iteration 12Q (5868.040868 sec): 3 clusters Score: Raw -1403185.362588 + Penalty 1818.546267 = -1401366.816321 nChanged 289 SP:Iteration 13Q (5868.108408 sec): 3 clusters Score: Raw -1403299.076119 + Penalty 1818.546267 = -1401480.529852 nChanged 216 SP:Iteration 14Q (5868.163674 sec): 3 clusters Score: Raw -1403375.401058 + Penalty 1818.546267 = -1401556.854792 nChanged 191 SP:Iteration 15Q (5868.225995 sec): 3 clusters Score: Raw -1403440.671325 + Penalty 1818.546267 = -1401622.125058 nChanged 176 SP:Iteration 16Q (5868.291335 sec): 3 clusters Score: Raw -1403489.111914 + Penalty 1818.546267 = -1401670.565648 nChanged 149 SP:Iteration 17Q (5868.364261 sec): 3 clusters Score: Raw -1403523.481557 + Penalty 1818.546267 = -1401704.935290 nChanged 120 SP:Iteration 18Q (5868.430691 sec): 3 clusters Score: Raw -1403551.729987 + Penalty 1818.546267 = -1401733.183720 nChanged 102 SP:Iteration 19Q (5868.495732 sec): 3 clusters Score: Raw -1403574.262679 + Penalty 1818.546267 = -1401755.716412 nChanged 83 SP:Iteration 20F (5868.555783 sec): 3 clusters Score: Raw -1403588.923565 + Penalty 1818.546267 = -1401770.377298 nChanged 79 SP:Iteration 21Q (5868.600686 sec): 3 clusters Score: Raw -1403603.164183 + Penalty 1818.546267 = -1401784.617917 nChanged 63 SP:Iteration 22Q (5868.669936 sec): 3 clusters Score: Raw -1403614.421117 + Penalty 1818.546267 = -1401795.874851 nChanged 54 SP:Iteration 23Q (5868.732670 sec): 3 clusters Score: Raw -1403621.725326 + Penalty 1818.546267 = -1401803.179059 nChanged 46 SP:Iteration 24Q (5868.797345 sec): 3 clusters Score: Raw -1403627.778312 + Penalty 1818.546267 = -1401809.232045 nChanged 50 SP:Iteration 25Q (5868.856921 sec): 3 clusters Score: Raw -1403634.521029 + Penalty 1818.546267 = -1401815.974762 nChanged 48 SP:Iteration 26Q (5868.924916 sec): 3 clusters Score: Raw -1403640.501646 + Penalty 1818.546267 = -1401821.955379 nChanged 57 SP:Iteration 27Q (5868.986827 sec): 3 clusters Score: Raw -1403647.419344 + Penalty 1818.546267 = -1401828.873077 nChanged 39 SP:Iteration 28Q (5869.047730 sec): 3 clusters Score: Raw -1403651.746042 + Penalty 1818.546267 = -1401833.199775 nChanged 32 SP:Iteration 29Q (5869.107081 sec): 3 clusters Score: Raw -1403656.125318 + Penalty 1818.546267 = -1401837.579052 nChanged 29 SP:Iteration 30Q (5869.173044 sec): 3 clusters Score: Raw -1403659.182213 + Penalty 1818.546267 = -1401840.635946 nChanged 30 SP:Iteration 31Q (5869.232240 sec): 3 clusters Score: Raw -1403663.155623 + Penalty 1818.546267 = -1401844.609356 nChanged 31 SP:Iteration 32Q (5869.286471 sec): 3 clusters Score: Raw -1403666.620636 + Penalty 1818.546267 = -1401848.074370 nChanged 23 SP:Iteration 33Q (5869.348197 sec): 3 clusters Score: Raw -1403668.512217 + Penalty 1818.546267 = -1401849.965950 nChanged 18 SP:Iteration 34Q (5869.408794 sec): 3 clusters Score: Raw -1403670.247065 + Penalty 1818.546267 = -1401851.700798 nChanged 13 SP:Iteration 35Q (5869.475592 sec): 3 clusters Score: Raw -1403671.341992 + Penalty 1818.546267 = -1401852.795726 nChanged 10 SP:Iteration 36Q (5869.540127 sec): 3 clusters Score: Raw -1403672.047544 + Penalty 1818.546267 = -1401853.501277 nChanged 8 SP:Iteration 37Q (5869.605045 sec): 3 clusters Score: Raw -1403672.716450 + Penalty 1818.546267 = -1401854.170183 nChanged 9 SP:Iteration 38Q (5869.668544 sec): 3 clusters Score: Raw -1403673.388363 + Penalty 1818.546267 = -1401854.842097 nChanged 6 SP:Iteration 39Q (5869.719589 sec): 3 clusters Score: Raw -1403673.812064 + Penalty 1818.546267 = -1401855.265797 nChanged 8 SP:Iteration 40F (5869.785844 sec): 3 clusters Score: Raw -1403674.498767 + Penalty 1818.546267 = -1401855.952500 nChanged 10 SP:Iteration 41Q (5869.841090 sec): 3 clusters Score: Raw -1403675.176331 + Penalty 1818.546267 = -1401856.630065 nChanged 6 SP:Iteration 42Q (5869.905350 sec): 3 clusters Score: Raw -1403675.400181 + Penalty 1818.546267 = -1401856.853915 nChanged 2 SP:Iteration 43Q (5869.953706 sec): 3 clusters Score: Raw -1403675.496538 + Penalty 1818.546267 = -1401856.950271 nChanged 1 SP:Iteration 44Q (5870.025524 sec): 3 clusters Score: Raw -1403675.603199 + Penalty 1818.546267 = -1401857.056932 nChanged 2 SP:Iteration 45Q (5870.079366 sec): 3 clusters Score: Raw -1403675.731171 + Penalty 1818.546267 = -1401857.184904 nChanged 3 SP:Iteration 46Q (5870.153967 sec): 3 clusters Score: Raw -1403675.917667 + Penalty 1818.546267 = -1401857.371400 nChanged 0 SP:Iteration 47F (5870.218666 sec): 3 clusters Score: Raw -1403675.917667 + Penalty 1818.546267 = -1401857.371400 nChanged 0 Trying to split cluster 26 (3674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5870.249310 sec): 2 clusters Score: Raw -351189.426628 + Penalty 779.858445 = -350409.568182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5870.289713 sec): 3 clusters Score: Raw -349232.411349 + Penalty 1559.716890 = -347672.694459 nChanged 1499 SP:Iteration 1F (5870.346792 sec): 3 clusters Score: Raw -350027.288843 + Penalty 1559.716890 = -348467.571952 nChanged 236 SP:Iteration 2F (5870.393575 sec): 3 clusters Score: Raw -350133.137951 + Penalty 1559.716890 = -348573.421061 nChanged 181 SP:Iteration 3Q (5870.431291 sec): 3 clusters Score: Raw -350227.835752 + Penalty 1559.716890 = -348668.118861 nChanged 173 SP:Iteration 4Q (5870.477286 sec): 3 clusters Score: Raw -350320.907851 + Penalty 1559.716890 = -348761.190960 nChanged 163 SP:Iteration 5Q (5870.517590 sec): 3 clusters Score: Raw -350396.712385 + Penalty 1559.716890 = -348836.995495 nChanged 126 SP:Iteration 6Q (5870.555564 sec): 3 clusters Score: Raw -350450.098431 + Penalty 1559.716890 = -348890.381540 nChanged 116 SP:Iteration 7Q (5870.616426 sec): 3 clusters Score: Raw -350500.096384 + Penalty 1559.716890 = -348940.379493 nChanged 87 SP:Iteration 8Q (5870.654949 sec): 3 clusters Score: Raw -350531.066143 + Penalty 1559.716890 = -348971.349252 nChanged 84 SP:Iteration 9Q (5870.700937 sec): 3 clusters Score: Raw -350559.729874 + Penalty 1559.716890 = -349000.012983 nChanged 81 SP:Iteration 10Q (5870.749560 sec): 3 clusters Score: Raw -350596.376461 + Penalty 1559.716890 = -349036.659570 nChanged 84 SP:Iteration 11Q (5870.798202 sec): 3 clusters Score: Raw -350630.355969 + Penalty 1559.716890 = -349070.639078 nChanged 80 SP:Iteration 12Q (5870.840017 sec): 3 clusters Score: Raw -350664.120931 + Penalty 1559.716890 = -349104.404041 nChanged 89 SP:Iteration 13Q (5870.892144 sec): 3 clusters Score: Raw -350707.090643 + Penalty 1559.716890 = -349147.373753 nChanged 84 SP:Iteration 14Q (5870.936691 sec): 3 clusters Score: Raw -350750.944220 + Penalty 1559.716890 = -349191.227329 nChanged 92 SP:Iteration 15Q (5870.985010 sec): 3 clusters Score: Raw -350793.591778 + Penalty 1559.716890 = -349233.874887 nChanged 84 SP:Iteration 16Q (5871.027892 sec): 3 clusters Score: Raw -350826.560222 + Penalty 1559.716890 = -349266.843331 nChanged 64 SP:Iteration 17Q (5871.073177 sec): 3 clusters Score: Raw -350856.598687 + Penalty 1559.716890 = -349296.881796 nChanged 66 SP:Iteration 18Q (5871.122278 sec): 3 clusters Score: Raw -350888.275131 + Penalty 1559.716890 = -349328.558240 nChanged 64 SP:Iteration 19Q (5871.159674 sec): 3 clusters Score: Raw -350918.219435 + Penalty 1559.716890 = -349358.502545 nChanged 53 SP:Iteration 20F (5871.208645 sec): 3 clusters Score: Raw -350937.453167 + Penalty 1559.716890 = -349377.736277 nChanged 36 SP:Iteration 21Q (5871.256123 sec): 3 clusters Score: Raw -350953.051410 + Penalty 1559.716890 = -349393.334520 nChanged 35 SP:Iteration 22Q (5871.308170 sec): 3 clusters Score: Raw -350971.047041 + Penalty 1559.716890 = -349411.330151 nChanged 43 SP:Iteration 23Q (5871.350078 sec): 3 clusters Score: Raw -350988.609593 + Penalty 1559.716890 = -349428.892703 nChanged 36 SP:Iteration 24Q (5871.403908 sec): 3 clusters Score: Raw -351005.984272 + Penalty 1559.716890 = -349446.267382 nChanged 39 SP:Iteration 25Q (5871.452430 sec): 3 clusters Score: Raw -351025.856330 + Penalty 1559.716890 = -349466.139440 nChanged 35 SP:Iteration 26Q (5871.510539 sec): 3 clusters Score: Raw -351040.896746 + Penalty 1559.716890 = -349481.179856 nChanged 33 SP:Iteration 27Q (5871.546458 sec): 3 clusters Score: Raw -351056.741089 + Penalty 1559.716890 = -349497.024198 nChanged 32 SP:Iteration 28Q (5871.595172 sec): 3 clusters Score: Raw -351067.009314 + Penalty 1559.716890 = -349507.292423 nChanged 20 SP:Iteration 29Q (5871.640821 sec): 3 clusters Score: Raw -351074.046720 + Penalty 1559.716890 = -349514.329830 nChanged 21 SP:Iteration 30Q (5871.687630 sec): 3 clusters Score: Raw -351080.705940 + Penalty 1559.716890 = -349520.989050 nChanged 17 SP:Iteration 31Q (5871.721422 sec): 3 clusters Score: Raw -351087.707498 + Penalty 1559.716890 = -349527.990607 nChanged 18 SP:Iteration 32Q (5871.773040 sec): 3 clusters Score: Raw -351093.626378 + Penalty 1559.716890 = -349533.909487 nChanged 26 SP:Iteration 33Q (5871.822039 sec): 3 clusters Score: Raw -351103.405908 + Penalty 1559.716890 = -349543.689018 nChanged 25 SP:Iteration 34Q (5871.874625 sec): 3 clusters Score: Raw -351114.986659 + Penalty 1559.716890 = -349555.269768 nChanged 24 SP:Iteration 35Q (5871.926236 sec): 3 clusters Score: Raw -351129.394190 + Penalty 1559.716890 = -349569.677300 nChanged 27 SP:Iteration 36Q (5871.971456 sec): 3 clusters Score: Raw -351144.432876 + Penalty 1559.716890 = -349584.715986 nChanged 28 SP:Iteration 37Q (5872.006720 sec): 3 clusters Score: Raw -351161.219771 + Penalty 1559.716890 = -349601.502881 nChanged 27 SP:Iteration 38Q (5872.055907 sec): 3 clusters Score: Raw -351173.425855 + Penalty 1559.716890 = -349613.708964 nChanged 18 SP:Iteration 39Q (5872.102733 sec): 3 clusters Score: Raw -351183.242982 + Penalty 1559.716890 = -349623.526091 nChanged 23 SP:Iteration 40F (5872.147795 sec): 3 clusters Score: Raw -351200.214520 + Penalty 1559.716890 = -349640.497629 nChanged 24 SP:Iteration 41Q (5872.196067 sec): 3 clusters Score: Raw -351219.473002 + Penalty 1559.716890 = -349659.756112 nChanged 18 SP:Iteration 42Q (5872.254905 sec): 3 clusters Score: Raw -351233.645122 + Penalty 1559.716890 = -349673.928232 nChanged 22 SP:Iteration 43Q (5872.294901 sec): 3 clusters Score: Raw -351241.896811 + Penalty 1559.716890 = -349682.179920 nChanged 10 SP:Iteration 44Q (5872.344315 sec): 3 clusters Score: Raw -351247.018573 + Penalty 1559.716890 = -349687.301682 nChanged 9 SP:Iteration 45Q (5872.386476 sec): 3 clusters Score: Raw -351249.702618 + Penalty 1559.716890 = -349689.985728 nChanged 9 SP:Iteration 46Q (5872.440330 sec): 3 clusters Score: Raw -351253.184939 + Penalty 1559.716890 = -349693.468049 nChanged 10 SP:Iteration 47Q (5872.480845 sec): 3 clusters Score: Raw -351258.610371 + Penalty 1559.716890 = -349698.893480 nChanged 12 SP:Iteration 48Q (5872.505480 sec): 3 clusters Score: Raw -351267.105675 + Penalty 1559.716890 = -349707.388785 nChanged 13 SP:Iteration 49Q (5872.552404 sec): 3 clusters Score: Raw -351276.737793 + Penalty 1559.716890 = -349717.020903 nChanged 17 SP:Iteration 50Q (5872.595247 sec): 3 clusters Score: Raw -351284.933699 + Penalty 1559.716890 = -349725.216808 nChanged 10 SP:Iteration 51Q (5872.641453 sec): 3 clusters Score: Raw -351290.745894 + Penalty 1559.716890 = -349731.029004 nChanged 4 SP:Iteration 52Q (5872.692216 sec): 3 clusters Score: Raw -351291.849558 + Penalty 1559.716890 = -349732.132668 nChanged 4 SP:Iteration 53Q (5872.732546 sec): 3 clusters Score: Raw -351292.817630 + Penalty 1559.716890 = -349733.100739 nChanged 4 SP:Iteration 54Q (5872.778237 sec): 3 clusters Score: Raw -351295.113649 + Penalty 1559.716890 = -349735.396758 nChanged 8 SP:Iteration 55Q (5872.832128 sec): 3 clusters Score: Raw -351297.754424 + Penalty 1559.716890 = -349738.037534 nChanged 5 SP:Iteration 56Q (5872.873511 sec): 3 clusters Score: Raw -351300.970939 + Penalty 1559.716890 = -349741.254049 nChanged 9 SP:Iteration 57Q (5872.921377 sec): 3 clusters Score: Raw -351305.724887 + Penalty 1559.716890 = -349746.007996 nChanged 6 SP:Iteration 58Q (5872.965148 sec): 3 clusters Score: Raw -351307.808870 + Penalty 1559.716890 = -349748.091980 nChanged 4 SP:Iteration 59Q (5873.016681 sec): 3 clusters Score: Raw -351309.072827 + Penalty 1559.716890 = -349749.355937 nChanged 2 SP:Iteration 60F (5873.067180 sec): 3 clusters Score: Raw -351310.084511 + Penalty 1559.716890 = -349750.367620 nChanged 6 SP:Iteration 61Q (5873.115245 sec): 3 clusters Score: Raw -351313.133883 + Penalty 1559.716890 = -349753.416992 nChanged 5 SP:Iteration 62Q (5873.161810 sec): 3 clusters Score: Raw -351315.268443 + Penalty 1559.716890 = -349755.551553 nChanged 3 SP:Iteration 63Q (5873.222381 sec): 3 clusters Score: Raw -351317.226129 + Penalty 1559.716890 = -349757.509238 nChanged 2 SP:Iteration 64Q (5873.272694 sec): 3 clusters Score: Raw -351317.891718 + Penalty 1559.716890 = -349758.174827 nChanged 0 SP:Iteration 65F (5873.318581 sec): 3 clusters Score: Raw -351317.891718 + Penalty 1559.716890 = -349758.174827 nChanged 0 Trying to split cluster 27 (95599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5873.439951 sec): 2 clusters Score: Raw -9398282.252300 + Penalty 1089.452176 = -9397192.800125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5873.594816 sec): 3 clusters Score: Raw -9335036.074035 + Penalty 2178.904351 = -9332857.169684 nChanged 46165 SP:Iteration 1F (5873.765990 sec): 3 clusters Score: Raw -9363879.517855 + Penalty 2178.904351 = -9361700.613504 nChanged 4898 SP:Iteration 2F (5873.921475 sec): 3 clusters Score: Raw -9366061.761723 + Penalty 2178.904351 = -9363882.857371 nChanged 6036 SP:Iteration 3F (5874.082041 sec): 3 clusters Score: Raw -9369602.237312 + Penalty 2178.904351 = -9367423.332961 nChanged 7419 SP:Iteration 4F (5874.232480 sec): 3 clusters Score: Raw -9375182.806963 + Penalty 2178.904351 = -9373003.902612 nChanged 8141 SP:Iteration 5F (5874.395146 sec): 3 clusters Score: Raw -9382645.728256 + Penalty 2178.904351 = -9380466.823904 nChanged 7323 SP:Iteration 6F (5874.556993 sec): 3 clusters Score: Raw -9389973.736840 + Penalty 2178.904351 = -9387794.832488 nChanged 4917 SP:Iteration 7F (5874.694204 sec): 3 clusters Score: Raw -9394881.522405 + Penalty 2178.904351 = -9392702.618053 nChanged 2443 SP:Iteration 8Q (5874.858216 sec): 3 clusters Score: Raw -9397167.746010 + Penalty 2178.904351 = -9394988.841659 nChanged 914 SP:Iteration 9Q (5875.009871 sec): 3 clusters Score: Raw -9397954.130090 + Penalty 2178.904351 = -9395775.225738 nChanged 320 SP:Iteration 10Q (5875.150469 sec): 3 clusters Score: Raw -9398227.910217 + Penalty 2178.904351 = -9396049.005866 nChanged 126 SP:Iteration 11Q (5875.262230 sec): 3 clusters Score: Raw -9398358.755010 + Penalty 2178.904351 = -9396179.850659 nChanged 55 SP:Iteration 12Q (5875.405158 sec): 3 clusters Score: Raw -9398415.756064 + Penalty 2178.904351 = -9396236.851713 nChanged 33 SP:Iteration 13Q (5875.545365 sec): 3 clusters Score: Raw -9398443.866945 + Penalty 2178.904351 = -9396264.962593 nChanged 19 SP:Iteration 14Q (5875.687892 sec): 3 clusters Score: Raw -9398459.027011 + Penalty 2178.904351 = -9396280.122660 nChanged 11 SP:Iteration 15Q (5875.827808 sec): 3 clusters Score: Raw -9398469.058978 + Penalty 2178.904351 = -9396290.154627 nChanged 13 SP:Iteration 16Q (5875.954008 sec): 3 clusters Score: Raw -9398479.735234 + Penalty 2178.904351 = -9396300.830883 nChanged 13 SP:Iteration 17Q (5876.090221 sec): 3 clusters Score: Raw -9398491.631557 + Penalty 2178.904351 = -9396312.727206 nChanged 9 SP:Iteration 18Q (5876.216586 sec): 3 clusters Score: Raw -9398498.139171 + Penalty 2178.904351 = -9396319.234820 nChanged 7 SP:Iteration 19Q (5876.338552 sec): 3 clusters Score: Raw -9398503.603041 + Penalty 2178.904351 = -9396324.698690 nChanged 7 SP:Iteration 20F (5876.490384 sec): 3 clusters Score: Raw -9398506.334226 + Penalty 2178.904351 = -9396327.429874 nChanged 2 SP:Iteration 21Q (5876.621507 sec): 3 clusters Score: Raw -9398507.807407 + Penalty 2178.904351 = -9396328.903055 nChanged 1 SP:Iteration 22Q (5876.753325 sec): 3 clusters Score: Raw -9398508.303395 + Penalty 2178.904351 = -9396329.399044 nChanged 0 SP:Iteration 23F (5876.900272 sec): 3 clusters Score: Raw -9398508.303395 + Penalty 2178.904351 = -9396329.399044 nChanged 0 Trying to split cluster 28 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5876.923390 sec): 2 clusters Score: Raw -125741.210436 + Penalty 690.481187 = -125050.729249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5876.975122 sec): 3 clusters Score: Raw -125125.005826 + Penalty 1380.962374 = -123744.043452 nChanged 506 SP:Iteration 1F (5877.012281 sec): 3 clusters Score: Raw -125470.632891 + Penalty 1380.962374 = -124089.670517 nChanged 128 SP:Iteration 2F (5877.048355 sec): 3 clusters Score: Raw -125597.124201 + Penalty 1380.962374 = -124216.161827 nChanged 113 SP:Iteration 3F (5877.089576 sec): 3 clusters Score: Raw -125711.860834 + Penalty 1380.962374 = -124330.898460 nChanged 88 SP:Iteration 4F (5877.123794 sec): 3 clusters Score: Raw -125800.407425 + Penalty 1380.962374 = -124419.445051 nChanged 66 SP:Iteration 5Q (5877.173857 sec): 3 clusters Score: Raw -125851.299341 + Penalty 1380.962374 = -124470.336967 nChanged 30 SP:Iteration 6Q (5877.221644 sec): 3 clusters Score: Raw -125879.239816 + Penalty 1380.962374 = -124498.277442 nChanged 21 SP:Iteration 7Q (5877.268364 sec): 3 clusters Score: Raw -125895.369371 + Penalty 1380.962374 = -124514.406997 nChanged 17 SP:Iteration 8Q (5877.318193 sec): 3 clusters Score: Raw -125908.393520 + Penalty 1380.962374 = -124527.431146 nChanged 18 SP:Iteration 9Q (5877.366275 sec): 3 clusters Score: Raw -125924.238838 + Penalty 1380.962374 = -124543.276464 nChanged 12 SP:Iteration 10Q (5877.407784 sec): 3 clusters Score: Raw -125931.469405 + Penalty 1380.962374 = -124550.507031 nChanged 10 SP:Iteration 11Q (5877.459130 sec): 3 clusters Score: Raw -125937.070850 + Penalty 1380.962374 = -124556.108476 nChanged 9 SP:Iteration 12Q (5877.507335 sec): 3 clusters Score: Raw -125941.120990 + Penalty 1380.962374 = -124560.158616 nChanged 4 SP:Iteration 13Q (5877.547366 sec): 3 clusters Score: Raw -125942.941283 + Penalty 1380.962374 = -124561.978909 nChanged 5 SP:Iteration 14Q (5877.588312 sec): 3 clusters Score: Raw -125945.291016 + Penalty 1380.962374 = -124564.328642 nChanged 4 SP:Iteration 15Q (5877.634213 sec): 3 clusters Score: Raw -125946.693433 + Penalty 1380.962374 = -124565.731059 nChanged 2 SP:Iteration 16Q (5877.677466 sec): 3 clusters Score: Raw -125947.602663 + Penalty 1380.962374 = -124566.640289 nChanged 1 SP:Iteration 17Q (5877.725458 sec): 3 clusters Score: Raw -125948.459017 + Penalty 1380.962374 = -124567.496643 nChanged 3 SP:Iteration 18Q (5877.776278 sec): 3 clusters Score: Raw -125949.711896 + Penalty 1380.962374 = -124568.749522 nChanged 2 SP:Iteration 19Q (5877.830386 sec): 3 clusters Score: Raw -125951.404072 + Penalty 1380.962374 = -124570.441698 nChanged 1 SP:Iteration 20F (5877.867286 sec): 3 clusters Score: Raw -125951.683373 + Penalty 1380.962374 = -124570.720999 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5877.888924 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5877.937232 sec): 3 clusters Score: Raw -7897.776017 + Penalty 992.891868 = -6904.884149 nChanged 37 SP:Iteration 1F (5877.984014 sec): 3 clusters Score: Raw -8043.850275 + Penalty 992.891868 = -7050.958407 nChanged 15 SP:Iteration 2F (5878.036817 sec): 3 clusters Score: Raw -8147.964231 + Penalty 992.891868 = -7155.072363 nChanged 17 SP:Iteration 3F (5878.081921 sec): 3 clusters Score: Raw -8205.917477 + Penalty 992.891868 = -7213.025609 nChanged 7 SP:Iteration 4Q (5878.131070 sec): 3 clusters Score: Raw -8277.097329 + Penalty 992.891868 = -7284.205461 nChanged 3 SP:Iteration 5Q (5878.168584 sec): 3 clusters Score: Raw -8301.507503 + Penalty 992.891868 = -7308.615635 nChanged 1 SP:Iteration 6Q (5878.218501 sec): 3 clusters Score: Raw -8310.782390 + Penalty 992.891868 = -7317.890522 nChanged 2 SP:Iteration 7Q (5878.255239 sec): 3 clusters Score: Raw -8320.078963 + Penalty 992.891868 = -7327.187095 nChanged 0 SP:Iteration 8F (5878.298372 sec): 3 clusters Score: Raw -8320.078963 + Penalty 992.891868 = -7327.187095 nChanged 0 Score: Raw -58497516.357582 + Penalty 49431.021155 = -58448085.336427 Splitting cluster 29 changes total score from -58448750.360357 to -58448085.336427 So it's not getting split. Trying to split cluster 30 (7976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5890.448985 sec): 2 clusters Score: Raw -739567.461671 + Penalty 853.498270 = -738713.963401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5890.500118 sec): 3 clusters Score: Raw -734954.569610 + Penalty 1706.996539 = -733247.573071 nChanged 3468 SP:Iteration 1F (5890.557406 sec): 3 clusters Score: Raw -736780.955159 + Penalty 1706.996539 = -735073.958620 nChanged 483 SP:Iteration 2F (5890.609072 sec): 3 clusters Score: Raw -736990.035260 + Penalty 1706.996539 = -735283.038721 nChanged 423 SP:Iteration 3F (5890.668046 sec): 3 clusters Score: Raw -737197.785786 + Penalty 1706.996539 = -735490.789246 nChanged 436 SP:Iteration 4F (5890.716182 sec): 3 clusters Score: Raw -737410.066188 + Penalty 1706.996539 = -735703.069649 nChanged 414 SP:Iteration 5F (5890.766019 sec): 3 clusters Score: Raw -737640.890873 + Penalty 1706.996539 = -735933.894334 nChanged 418 SP:Iteration 6F (5890.824762 sec): 3 clusters Score: Raw -737919.615376 + Penalty 1706.996539 = -736212.618837 nChanged 427 SP:Iteration 7F (5890.875267 sec): 3 clusters Score: Raw -738218.321708 + Penalty 1706.996539 = -736511.325169 nChanged 380 SP:Iteration 8Q (5890.926048 sec): 3 clusters Score: Raw -738448.059489 + Penalty 1706.996539 = -736741.062949 nChanged 314 SP:Iteration 9Q (5890.983678 sec): 3 clusters Score: Raw -738651.566996 + Penalty 1706.996539 = -736944.570457 nChanged 272 SP:Iteration 10Q (5891.031307 sec): 3 clusters Score: Raw -738823.897251 + Penalty 1706.996539 = -737116.900712 nChanged 228 SP:Iteration 11Q (5891.099634 sec): 3 clusters Score: Raw -738975.025091 + Penalty 1706.996539 = -737268.028552 nChanged 211 SP:Iteration 12Q (5891.147111 sec): 3 clusters Score: Raw -739134.824518 + Penalty 1706.996539 = -737427.827979 nChanged 194 SP:Iteration 13Q (5891.212370 sec): 3 clusters Score: Raw -739276.974113 + Penalty 1706.996539 = -737569.977574 nChanged 151 SP:Iteration 14Q (5891.270109 sec): 3 clusters Score: Raw -739378.222192 + Penalty 1706.996539 = -737671.225653 nChanged 131 SP:Iteration 15Q (5891.322823 sec): 3 clusters Score: Raw -739449.828181 + Penalty 1706.996539 = -737742.831642 nChanged 105 SP:Iteration 16Q (5891.368046 sec): 3 clusters Score: Raw -739501.568642 + Penalty 1706.996539 = -737794.572103 nChanged 95 SP:Iteration 17Q (5891.419892 sec): 3 clusters Score: Raw -739550.013143 + Penalty 1706.996539 = -737843.016604 nChanged 84 SP:Iteration 18Q (5891.473952 sec): 3 clusters Score: Raw -739591.017202 + Penalty 1706.996539 = -737884.020663 nChanged 55 SP:Iteration 19Q (5891.532477 sec): 3 clusters Score: Raw -739612.530637 + Penalty 1706.996539 = -737905.534098 nChanged 40 SP:Iteration 20F (5891.579011 sec): 3 clusters Score: Raw -739624.314026 + Penalty 1706.996539 = -737917.317487 nChanged 30 SP:Iteration 21Q (5891.633083 sec): 3 clusters Score: Raw -739633.388637 + Penalty 1706.996539 = -737926.392098 nChanged 24 SP:Iteration 22Q (5891.684801 sec): 3 clusters Score: Raw -739640.996925 + Penalty 1706.996539 = -737934.000386 nChanged 16 SP:Iteration 23Q (5891.727718 sec): 3 clusters Score: Raw -739645.065010 + Penalty 1706.996539 = -737938.068471 nChanged 10 SP:Iteration 24Q (5891.781020 sec): 3 clusters Score: Raw -739647.762777 + Penalty 1706.996539 = -737940.766237 nChanged 9 SP:Iteration 25Q (5891.833206 sec): 3 clusters Score: Raw -739649.311390 + Penalty 1706.996539 = -737942.314851 nChanged 8 SP:Iteration 26Q (5891.887867 sec): 3 clusters Score: Raw -739650.879012 + Penalty 1706.996539 = -737943.882473 nChanged 11 SP:Iteration 27Q (5891.928989 sec): 3 clusters Score: Raw -739653.184278 + Penalty 1706.996539 = -737946.187739 nChanged 13 SP:Iteration 28Q (5891.982815 sec): 3 clusters Score: Raw -739656.907431 + Penalty 1706.996539 = -737949.910892 nChanged 19 SP:Iteration 29Q (5892.036975 sec): 3 clusters Score: Raw -739665.262167 + Penalty 1706.996539 = -737958.265628 nChanged 25 SP:Iteration 30Q (5892.087595 sec): 3 clusters Score: Raw -739672.416569 + Penalty 1706.996539 = -737965.420029 nChanged 13 SP:Iteration 31Q (5892.138326 sec): 3 clusters Score: Raw -739676.031989 + Penalty 1706.996539 = -737969.035450 nChanged 16 SP:Iteration 32Q (5892.191085 sec): 3 clusters Score: Raw -739680.757206 + Penalty 1706.996539 = -737973.760667 nChanged 16 SP:Iteration 33Q (5892.246763 sec): 3 clusters Score: Raw -739684.942697 + Penalty 1706.996539 = -737977.946158 nChanged 17 SP:Iteration 34Q (5892.292588 sec): 3 clusters Score: Raw -739689.836414 + Penalty 1706.996539 = -737982.839875 nChanged 21 SP:Iteration 35Q (5892.334361 sec): 3 clusters Score: Raw -739696.347240 + Penalty 1706.996539 = -737989.350701 nChanged 11 SP:Iteration 36Q (5892.384474 sec): 3 clusters Score: Raw -739700.127576 + Penalty 1706.996539 = -737993.131037 nChanged 15 SP:Iteration 37Q (5892.445224 sec): 3 clusters Score: Raw -739704.308012 + Penalty 1706.996539 = -737997.311473 nChanged 10 SP:Iteration 38Q (5892.488514 sec): 3 clusters Score: Raw -739708.058552 + Penalty 1706.996539 = -738001.062013 nChanged 13 SP:Iteration 39Q (5892.538642 sec): 3 clusters Score: Raw -739711.474726 + Penalty 1706.996539 = -738004.478187 nChanged 11 SP:Iteration 40F (5892.587033 sec): 3 clusters Score: Raw -739714.912146 + Penalty 1706.996539 = -738007.915607 nChanged 9 SP:Iteration 41Q (5892.639951 sec): 3 clusters Score: Raw -739716.616240 + Penalty 1706.996539 = -738009.619701 nChanged 7 SP:Iteration 42Q (5892.682534 sec): 3 clusters Score: Raw -739718.709088 + Penalty 1706.996539 = -738011.712548 nChanged 9 SP:Iteration 43Q (5892.734675 sec): 3 clusters Score: Raw -739721.523763 + Penalty 1706.996539 = -738014.527224 nChanged 12 SP:Iteration 44Q (5892.789072 sec): 3 clusters Score: Raw -739725.649612 + Penalty 1706.996539 = -738018.653073 nChanged 8 SP:Iteration 45Q (5892.841411 sec): 3 clusters Score: Raw -739727.420674 + Penalty 1706.996539 = -738020.424135 nChanged 6 SP:Iteration 46Q (5892.898602 sec): 3 clusters Score: Raw -739729.041606 + Penalty 1706.996539 = -738022.045067 nChanged 7 SP:Iteration 47Q (5892.941548 sec): 3 clusters Score: Raw -739730.903012 + Penalty 1706.996539 = -738023.906473 nChanged 4 SP:Iteration 48Q (5892.987666 sec): 3 clusters Score: Raw -739732.183299 + Penalty 1706.996539 = -738025.186759 nChanged 6 SP:Iteration 49Q (5893.038741 sec): 3 clusters Score: Raw -739733.550160 + Penalty 1706.996539 = -738026.553621 nChanged 1 SP:Iteration 50Q (5893.087715 sec): 3 clusters Score: Raw -739733.713665 + Penalty 1706.996539 = -738026.717126 nChanged 2 SP:Iteration 51Q (5893.140772 sec): 3 clusters Score: Raw -739734.245347 + Penalty 1706.996539 = -738027.248807 nChanged 2 SP:Iteration 52Q (5893.192338 sec): 3 clusters Score: Raw -739735.136930 + Penalty 1706.996539 = -738028.140390 nChanged 6 SP:Iteration 53Q (5893.244203 sec): 3 clusters Score: Raw -739736.308982 + Penalty 1706.996539 = -738029.312443 nChanged 6 SP:Iteration 54Q (5893.294864 sec): 3 clusters Score: Raw -739737.517800 + Penalty 1706.996539 = -738030.521261 nChanged 3 SP:Iteration 55Q (5893.347940 sec): 3 clusters Score: Raw -739738.295211 + Penalty 1706.996539 = -738031.298672 nChanged 4 SP:Iteration 56Q (5893.388021 sec): 3 clusters Score: Raw -739739.596272 + Penalty 1706.996539 = -738032.599733 nChanged 4 SP:Iteration 57Q (5893.448775 sec): 3 clusters Score: Raw -739740.526961 + Penalty 1706.996539 = -738033.530422 nChanged 3 SP:Iteration 58Q (5893.492673 sec): 3 clusters Score: Raw -739741.335193 + Penalty 1706.996539 = -738034.338654 nChanged 5 SP:Iteration 59Q (5893.552693 sec): 3 clusters Score: Raw -739742.736940 + Penalty 1706.996539 = -738035.740401 nChanged 4 SP:Iteration 60F (5893.591847 sec): 3 clusters Score: Raw -739744.606434 + Penalty 1706.996539 = -738037.609895 nChanged 5 SP:Iteration 61Q (5893.651360 sec): 3 clusters Score: Raw -739745.584523 + Penalty 1706.996539 = -738038.587984 nChanged 2 SP:Iteration 62Q (5893.706319 sec): 3 clusters Score: Raw -739746.371325 + Penalty 1706.996539 = -738039.374785 nChanged 3 SP:Iteration 63Q (5893.750046 sec): 3 clusters Score: Raw -739747.444427 + Penalty 1706.996539 = -738040.447888 nChanged 3 SP:Iteration 64Q (5893.810912 sec): 3 clusters Score: Raw -739747.957917 + Penalty 1706.996539 = -738040.961378 nChanged 2 SP:Iteration 65Q (5893.859449 sec): 3 clusters Score: Raw -739748.772384 + Penalty 1706.996539 = -738041.775845 nChanged 1 SP:Iteration 66Q (5893.898119 sec): 3 clusters Score: Raw -739749.146390 + Penalty 1706.996539 = -738042.149851 nChanged 2 SP:Iteration 67Q (5893.938830 sec): 3 clusters Score: Raw -739750.055268 + Penalty 1706.996539 = -738043.058728 nChanged 1 SP:Iteration 68Q (5893.990415 sec): 3 clusters Score: Raw -739750.387842 + Penalty 1706.996539 = -738043.391303 nChanged 2 SP:Iteration 69Q (5894.054629 sec): 3 clusters Score: Raw -739751.070645 + Penalty 1706.996539 = -738044.074106 nChanged 2 SP:Iteration 70Q (5894.107049 sec): 3 clusters Score: Raw -739751.335829 + Penalty 1706.996539 = -738044.339290 nChanged 3 SP:Iteration 71Q (5894.153649 sec): 3 clusters Score: Raw -739751.961899 + Penalty 1706.996539 = -738044.965360 nChanged 2 SP:Iteration 72Q (5894.220941 sec): 3 clusters Score: Raw -739752.627467 + Penalty 1706.996539 = -738045.630928 nChanged 4 SP:Iteration 73Q (5894.280218 sec): 3 clusters Score: Raw -739753.480019 + Penalty 1706.996539 = -738046.483480 nChanged 7 SP:Iteration 74Q (5894.325283 sec): 3 clusters Score: Raw -739755.625847 + Penalty 1706.996539 = -738048.629307 nChanged 4 SP:Iteration 75Q (5894.379590 sec): 3 clusters Score: Raw -739757.435358 + Penalty 1706.996539 = -738050.438819 nChanged 5 SP:Iteration 76Q (5894.423378 sec): 3 clusters Score: Raw -739758.198565 + Penalty 1706.996539 = -738051.202025 nChanged 6 SP:Iteration 77Q (5894.484491 sec): 3 clusters Score: Raw -739759.677186 + Penalty 1706.996539 = -738052.680647 nChanged 4 SP:Iteration 78Q (5894.538386 sec): 3 clusters Score: Raw -739761.066348 + Penalty 1706.996539 = -738054.069809 nChanged 2 SP:Iteration 79Q (5894.592627 sec): 3 clusters Score: Raw -739761.430095 + Penalty 1706.996539 = -738054.433555 nChanged 3 SP:Iteration 80F (5894.653350 sec): 3 clusters Score: Raw -739762.237399 + Penalty 1706.996539 = -738055.240859 nChanged 3 SP:Iteration 81Q (5894.707913 sec): 3 clusters Score: Raw -739763.165663 + Penalty 1706.996539 = -738056.169124 nChanged 4 SP:Iteration 82Q (5894.758177 sec): 3 clusters Score: Raw -739764.522942 + Penalty 1706.996539 = -738057.526402 nChanged 4 SP:Iteration 83Q (5894.816027 sec): 3 clusters Score: Raw -739765.056675 + Penalty 1706.996539 = -738058.060136 nChanged 6 SP:Iteration 84Q (5894.871177 sec): 3 clusters Score: Raw -739767.062548 + Penalty 1706.996539 = -738060.066009 nChanged 6 SP:Iteration 85Q (5894.924908 sec): 3 clusters Score: Raw -739768.398289 + Penalty 1706.996539 = -738061.401750 nChanged 4 SP:Iteration 86Q (5894.969880 sec): 3 clusters Score: Raw -739769.677007 + Penalty 1706.996539 = -738062.680468 nChanged 2 SP:Iteration 87Q (5895.022557 sec): 3 clusters Score: Raw -739770.273102 + Penalty 1706.996539 = -738063.276562 nChanged 3 SP:Iteration 88Q (5895.083787 sec): 3 clusters Score: Raw -739771.080217 + Penalty 1706.996539 = -738064.083678 nChanged 1 SP:Iteration 89Q (5895.135037 sec): 3 clusters Score: Raw -739771.993580 + Penalty 1706.996539 = -738064.997041 nChanged 2 SP:Iteration 90Q (5895.182244 sec): 3 clusters Score: Raw -739772.695981 + Penalty 1706.996539 = -738065.699442 nChanged 2 SP:Iteration 91Q (5895.248038 sec): 3 clusters Score: Raw -739773.073506 + Penalty 1706.996539 = -738066.076966 nChanged 1 SP:Iteration 92Q (5895.300888 sec): 3 clusters Score: Raw -739773.859318 + Penalty 1706.996539 = -738066.862779 nChanged 1 SP:Iteration 93Q (5895.358220 sec): 3 clusters Score: Raw -739773.974800 + Penalty 1706.996539 = -738066.978261 nChanged 0 SP:Iteration 94F (5895.419758 sec): 3 clusters Score: Raw -739773.974800 + Penalty 1706.996539 = -738066.978261 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5895.445196 sec): 2 clusters Score: Raw -14847.094340 + Penalty 504.285431 = -14342.808909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5895.490770 sec): 3 clusters Score: Raw -14933.650192 + Penalty 1008.570863 = -13925.079329 nChanged 54 SP:Iteration 1F (5895.529394 sec): 3 clusters Score: Raw -15037.523152 + Penalty 1008.570863 = -14028.952290 nChanged 12 SP:Iteration 2F (5895.565981 sec): 3 clusters Score: Raw -15061.328584 + Penalty 1008.570863 = -14052.757722 nChanged 8 SP:Iteration 3Q (5895.599480 sec): 3 clusters Score: Raw -15074.235118 + Penalty 1008.570863 = -14065.664256 nChanged 4 SP:Iteration 4Q (5895.633093 sec): 3 clusters Score: Raw -15078.879046 + Penalty 1008.570863 = -14070.308183 nChanged 3 SP:Iteration 5Q (5895.683502 sec): 3 clusters Score: Raw -15083.461771 + Penalty 1008.570863 = -14074.890909 nChanged 3 SP:Iteration 6Q (5895.742729 sec): 3 clusters Score: Raw -15086.541390 + Penalty 1008.570863 = -14077.970527 nChanged 2 SP:Iteration 7Q (5895.786656 sec): 3 clusters Score: Raw -15088.319512 + Penalty 1008.570863 = -14079.748649 nChanged 1 SP:Iteration 8Q (5895.836735 sec): 3 clusters Score: Raw -15089.034314 + Penalty 1008.570863 = -14080.463452 nChanged 1 SP:Iteration 9Q (5895.870153 sec): 3 clusters Score: Raw -15095.234602 + Penalty 1008.570863 = -14086.663739 nChanged 0 SP:Iteration 10F (5895.922412 sec): 3 clusters Score: Raw -15095.234602 + Penalty 1008.570863 = -14086.663739 nChanged 0 Trying to split cluster 32 (4636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5895.955352 sec): 2 clusters Score: Raw -444014.590065 + Penalty 801.952684 = -443212.637380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5896.008445 sec): 3 clusters Score: Raw -441426.734726 + Penalty 1603.905369 = -439822.829357 nChanged 1988 SP:Iteration 1F (5896.060262 sec): 3 clusters Score: Raw -442603.266355 + Penalty 1603.905369 = -440999.360986 nChanged 327 SP:Iteration 2F (5896.111987 sec): 3 clusters Score: Raw -442784.487821 + Penalty 1603.905369 = -441180.582452 nChanged 293 SP:Iteration 3F (5896.159928 sec): 3 clusters Score: Raw -442967.050465 + Penalty 1603.905369 = -441363.145096 nChanged 285 SP:Iteration 4F (5896.208424 sec): 3 clusters Score: Raw -443148.848861 + Penalty 1603.905369 = -441544.943492 nChanged 238 SP:Iteration 5F (5896.250581 sec): 3 clusters Score: Raw -443306.423965 + Penalty 1603.905369 = -441702.518596 nChanged 217 SP:Iteration 6Q (5896.300252 sec): 3 clusters Score: Raw -443466.292938 + Penalty 1603.905369 = -441862.387569 nChanged 219 SP:Iteration 7Q (5896.352379 sec): 3 clusters Score: Raw -443619.727208 + Penalty 1603.905369 = -442015.821839 nChanged 174 SP:Iteration 8Q (5896.403706 sec): 3 clusters Score: Raw -443740.184559 + Penalty 1603.905369 = -442136.279191 nChanged 161 SP:Iteration 9Q (5896.454524 sec): 3 clusters Score: Raw -443854.097281 + Penalty 1603.905369 = -442250.191912 nChanged 130 SP:Iteration 10Q (5896.507396 sec): 3 clusters Score: Raw -443933.493519 + Penalty 1603.905369 = -442329.588150 nChanged 97 SP:Iteration 11Q (5896.557168 sec): 3 clusters Score: Raw -443983.827875 + Penalty 1603.905369 = -442379.922506 nChanged 64 SP:Iteration 12Q (5896.599941 sec): 3 clusters Score: Raw -444014.401679 + Penalty 1603.905369 = -442410.496310 nChanged 61 SP:Iteration 13Q (5896.646590 sec): 3 clusters Score: Raw -444038.814698 + Penalty 1603.905369 = -442434.909329 nChanged 50 SP:Iteration 14Q (5896.697686 sec): 3 clusters Score: Raw -444057.303367 + Penalty 1603.905369 = -442453.397998 nChanged 41 SP:Iteration 15Q (5896.749380 sec): 3 clusters Score: Raw -444074.188964 + Penalty 1603.905369 = -442470.283595 nChanged 37 SP:Iteration 16Q (5896.802401 sec): 3 clusters Score: Raw -444088.848587 + Penalty 1603.905369 = -442484.943219 nChanged 43 SP:Iteration 17Q (5896.859445 sec): 3 clusters Score: Raw -444107.799025 + Penalty 1603.905369 = -442503.893656 nChanged 42 SP:Iteration 18Q (5896.899013 sec): 3 clusters Score: Raw -444129.404014 + Penalty 1603.905369 = -442525.498645 nChanged 36 SP:Iteration 19Q (5896.945580 sec): 3 clusters Score: Raw -444146.189353 + Penalty 1603.905369 = -442542.283984 nChanged 28 SP:Iteration 20F (5897.005782 sec): 3 clusters Score: Raw -444159.657724 + Penalty 1603.905369 = -442555.752355 nChanged 36 SP:Iteration 21Q (5897.059540 sec): 3 clusters Score: Raw -444176.455589 + Penalty 1603.905369 = -442572.550220 nChanged 35 SP:Iteration 22Q (5897.100563 sec): 3 clusters Score: Raw -444189.380300 + Penalty 1603.905369 = -442585.474931 nChanged 22 SP:Iteration 23Q (5897.154181 sec): 3 clusters Score: Raw -444196.377924 + Penalty 1603.905369 = -442592.472556 nChanged 21 SP:Iteration 24Q (5897.206656 sec): 3 clusters Score: Raw -444201.922184 + Penalty 1603.905369 = -442598.016815 nChanged 16 SP:Iteration 25Q (5897.248263 sec): 3 clusters Score: Raw -444206.347899 + Penalty 1603.905369 = -442602.442530 nChanged 16 SP:Iteration 26Q (5897.293140 sec): 3 clusters Score: Raw -444212.179556 + Penalty 1603.905369 = -442608.274187 nChanged 13 SP:Iteration 27Q (5897.347978 sec): 3 clusters Score: Raw -444218.404448 + Penalty 1603.905369 = -442614.499079 nChanged 15 SP:Iteration 28Q (5897.398695 sec): 3 clusters Score: Raw -444224.272024 + Penalty 1603.905369 = -442620.366655 nChanged 18 SP:Iteration 29Q (5897.448886 sec): 3 clusters Score: Raw -444228.518879 + Penalty 1603.905369 = -442624.613510 nChanged 12 SP:Iteration 30Q (5897.488946 sec): 3 clusters Score: Raw -444232.241683 + Penalty 1603.905369 = -442628.336315 nChanged 10 SP:Iteration 31Q (5897.542634 sec): 3 clusters Score: Raw -444235.594091 + Penalty 1603.905369 = -442631.688722 nChanged 8 SP:Iteration 32Q (5897.592627 sec): 3 clusters Score: Raw -444237.216242 + Penalty 1603.905369 = -442633.310874 nChanged 3 SP:Iteration 33Q (5897.627832 sec): 3 clusters Score: Raw -444238.098626 + Penalty 1603.905369 = -442634.193258 nChanged 1 SP:Iteration 34Q (5897.672254 sec): 3 clusters Score: Raw -444238.484996 + Penalty 1603.905369 = -442634.579627 nChanged 2 SP:Iteration 35Q (5897.719163 sec): 3 clusters Score: Raw -444238.704312 + Penalty 1603.905369 = -442634.798943 nChanged 3 SP:Iteration 36Q (5897.764398 sec): 3 clusters Score: Raw -444239.083059 + Penalty 1603.905369 = -442635.177690 nChanged 3 SP:Iteration 37Q (5897.813022 sec): 3 clusters Score: Raw -444239.605990 + Penalty 1603.905369 = -442635.700621 nChanged 4 SP:Iteration 38Q (5897.869975 sec): 3 clusters Score: Raw -444241.231357 + Penalty 1603.905369 = -442637.325988 nChanged 3 SP:Iteration 39Q (5897.909013 sec): 3 clusters Score: Raw -444242.623438 + Penalty 1603.905369 = -442638.718070 nChanged 6 SP:Iteration 40F (5897.966138 sec): 3 clusters Score: Raw -444244.224680 + Penalty 1603.905369 = -442640.319311 nChanged 4 SP:Iteration 41Q (5898.006001 sec): 3 clusters Score: Raw -444245.315512 + Penalty 1603.905369 = -442641.410143 nChanged 2 SP:Iteration 42Q (5898.059039 sec): 3 clusters Score: Raw -444245.852112 + Penalty 1603.905369 = -442641.946743 nChanged 1 SP:Iteration 43Q (5898.109375 sec): 3 clusters Score: Raw -444246.201885 + Penalty 1603.905369 = -442642.296516 nChanged 3 SP:Iteration 44Q (5898.152221 sec): 3 clusters Score: Raw -444247.247953 + Penalty 1603.905369 = -442643.342584 nChanged 3 SP:Iteration 45Q (5898.203000 sec): 3 clusters Score: Raw -444248.167804 + Penalty 1603.905369 = -442644.262435 nChanged 3 SP:Iteration 46Q (5898.253393 sec): 3 clusters Score: Raw -444249.065982 + Penalty 1603.905369 = -442645.160613 nChanged 4 SP:Iteration 47Q (5898.289743 sec): 3 clusters Score: Raw -444250.154476 + Penalty 1603.905369 = -442646.249107 nChanged 4 SP:Iteration 48Q (5898.336245 sec): 3 clusters Score: Raw -444252.106660 + Penalty 1603.905369 = -442648.201291 nChanged 2 SP:Iteration 49Q (5898.380211 sec): 3 clusters Score: Raw -444252.526381 + Penalty 1603.905369 = -442648.621012 nChanged 3 SP:Iteration 50Q (5898.427296 sec): 3 clusters Score: Raw -444253.196276 + Penalty 1603.905369 = -442649.290907 nChanged 0 SP:Iteration 51F (5898.473684 sec): 3 clusters Score: Raw -444253.196276 + Penalty 1603.905369 = -442649.290907 nChanged 0 Trying to split cluster 33 (6291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5898.500457 sec): 2 clusters Score: Raw -505947.979799 + Penalty 830.953155 = -505117.026643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5898.552252 sec): 3 clusters Score: Raw -502389.490406 + Penalty 1661.906311 = -500727.584095 nChanged 2748 SP:Iteration 1F (5898.601716 sec): 3 clusters Score: Raw -503992.209762 + Penalty 1661.906311 = -502330.303451 nChanged 465 SP:Iteration 2F (5898.644575 sec): 3 clusters Score: Raw -504306.933130 + Penalty 1661.906311 = -502645.026819 nChanged 421 SP:Iteration 3F (5898.694164 sec): 3 clusters Score: Raw -504584.988369 + Penalty 1661.906311 = -502923.082059 nChanged 374 SP:Iteration 4F (5898.739130 sec): 3 clusters Score: Raw -504871.908583 + Penalty 1661.906311 = -503210.002273 nChanged 389 SP:Iteration 5F (5898.793180 sec): 3 clusters Score: Raw -505199.349006 + Penalty 1661.906311 = -503537.442695 nChanged 407 SP:Iteration 6F (5898.845160 sec): 3 clusters Score: Raw -505522.680784 + Penalty 1661.906311 = -503860.774473 nChanged 330 SP:Iteration 7F (5898.887063 sec): 3 clusters Score: Raw -505750.892169 + Penalty 1661.906311 = -504088.985858 nChanged 251 SP:Iteration 8Q (5898.945263 sec): 3 clusters Score: Raw -505928.194860 + Penalty 1661.906311 = -504266.288549 nChanged 198 SP:Iteration 9Q (5898.990356 sec): 3 clusters Score: Raw -506080.850044 + Penalty 1661.906311 = -504418.943733 nChanged 175 SP:Iteration 10Q (5899.020785 sec): 3 clusters Score: Raw -506216.686111 + Penalty 1661.906311 = -504554.779800 nChanged 127 SP:Iteration 11Q (5899.065043 sec): 3 clusters Score: Raw -506307.306073 + Penalty 1661.906311 = -504645.399762 nChanged 92 SP:Iteration 12Q (5899.120642 sec): 3 clusters Score: Raw -506369.473996 + Penalty 1661.906311 = -504707.567686 nChanged 52 SP:Iteration 13Q (5899.161939 sec): 3 clusters Score: Raw -506402.628666 + Penalty 1661.906311 = -504740.722355 nChanged 31 SP:Iteration 14Q (5899.208388 sec): 3 clusters Score: Raw -506417.484455 + Penalty 1661.906311 = -504755.578144 nChanged 23 SP:Iteration 15Q (5899.257698 sec): 3 clusters Score: Raw -506432.571972 + Penalty 1661.906311 = -504770.665662 nChanged 17 SP:Iteration 16Q (5899.309597 sec): 3 clusters Score: Raw -506442.419393 + Penalty 1661.906311 = -504780.513082 nChanged 9 SP:Iteration 17Q (5899.359555 sec): 3 clusters Score: Raw -506446.084997 + Penalty 1661.906311 = -504784.178686 nChanged 3 SP:Iteration 18Q (5899.410896 sec): 3 clusters Score: Raw -506447.020292 + Penalty 1661.906311 = -504785.113981 nChanged 1 SP:Iteration 19Q (5899.460320 sec): 3 clusters Score: Raw -506447.982261 + Penalty 1661.906311 = -504786.075950 nChanged 1 SP:Iteration 20F (5899.496338 sec): 3 clusters Score: Raw -506448.187708 + Penalty 1661.906311 = -504786.281397 nChanged 1 SP:Iteration 21Q (5899.542292 sec): 3 clusters Score: Raw -506448.314297 + Penalty 1661.906311 = -504786.407986 nChanged 1 SP:Iteration 22Q (5899.597524 sec): 3 clusters Score: Raw -506448.523731 + Penalty 1661.906311 = -504786.617420 nChanged 1 SP:Iteration 23Q (5899.638041 sec): 3 clusters Score: Raw -506448.756203 + Penalty 1661.906311 = -504786.849893 nChanged 0 SP:Iteration 24F (5899.686507 sec): 3 clusters Score: Raw -506448.756203 + Penalty 1661.906311 = -504786.849893 nChanged 0 Trying to split cluster 34 (3648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5899.717757 sec): 2 clusters Score: Raw -329248.755151 + Penalty 779.183763 = -328469.571387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5899.747838 sec): 3 clusters Score: Raw -327280.274011 + Penalty 1558.367527 = -325721.906485 nChanged 1538 SP:Iteration 1F (5899.803138 sec): 3 clusters Score: Raw -328207.584830 + Penalty 1558.367527 = -326649.217303 nChanged 311 SP:Iteration 2F (5899.842398 sec): 3 clusters Score: Raw -328425.829785 + Penalty 1558.367527 = -326867.462258 nChanged 278 SP:Iteration 3F (5899.898648 sec): 3 clusters Score: Raw -328644.549292 + Penalty 1558.367527 = -327086.181766 nChanged 244 SP:Iteration 4F (5899.935943 sec): 3 clusters Score: Raw -328851.158948 + Penalty 1558.367527 = -327292.791421 nChanged 197 SP:Iteration 5F (5899.982052 sec): 3 clusters Score: Raw -329013.514952 + Penalty 1558.367527 = -327455.147425 nChanged 167 SP:Iteration 6Q (5900.030347 sec): 3 clusters Score: Raw -329155.111648 + Penalty 1558.367527 = -327596.744122 nChanged 146 SP:Iteration 7Q (5900.079959 sec): 3 clusters Score: Raw -329248.563137 + Penalty 1558.367527 = -327690.195610 nChanged 110 SP:Iteration 8Q (5900.127114 sec): 3 clusters Score: Raw -329298.296603 + Penalty 1558.367527 = -327739.929077 nChanged 78 SP:Iteration 9Q (5900.182307 sec): 3 clusters Score: Raw -329333.841804 + Penalty 1558.367527 = -327775.474277 nChanged 67 SP:Iteration 10Q (5900.226116 sec): 3 clusters Score: Raw -329364.588066 + Penalty 1558.367527 = -327806.220540 nChanged 51 SP:Iteration 11Q (5900.278284 sec): 3 clusters Score: Raw -329390.046074 + Penalty 1558.367527 = -327831.678547 nChanged 51 SP:Iteration 12Q (5900.333074 sec): 3 clusters Score: Raw -329409.445065 + Penalty 1558.367527 = -327851.077538 nChanged 35 SP:Iteration 13Q (5900.386320 sec): 3 clusters Score: Raw -329419.075739 + Penalty 1558.367527 = -327860.708212 nChanged 37 SP:Iteration 14Q (5900.439593 sec): 3 clusters Score: Raw -329431.621956 + Penalty 1558.367527 = -327873.254430 nChanged 36 SP:Iteration 15Q (5900.486040 sec): 3 clusters Score: Raw -329440.489980 + Penalty 1558.367527 = -327882.122454 nChanged 23 SP:Iteration 16Q (5900.523721 sec): 3 clusters Score: Raw -329444.535272 + Penalty 1558.367527 = -327886.167745 nChanged 20 SP:Iteration 17Q (5900.573653 sec): 3 clusters Score: Raw -329449.500953 + Penalty 1558.367527 = -327891.133426 nChanged 17 SP:Iteration 18Q (5900.625327 sec): 3 clusters Score: Raw -329454.104341 + Penalty 1558.367527 = -327895.736814 nChanged 13 SP:Iteration 19Q (5900.676680 sec): 3 clusters Score: Raw -329457.227402 + Penalty 1558.367527 = -327898.859876 nChanged 6 SP:Iteration 20F (5900.722181 sec): 3 clusters Score: Raw -329459.390968 + Penalty 1558.367527 = -327901.023442 nChanged 8 SP:Iteration 21Q (5900.775041 sec): 3 clusters Score: Raw -329460.966837 + Penalty 1558.367527 = -327902.599310 nChanged 6 SP:Iteration 22Q (5900.827038 sec): 3 clusters Score: Raw -329462.133314 + Penalty 1558.367527 = -327903.765787 nChanged 7 SP:Iteration 23Q (5900.873961 sec): 3 clusters Score: Raw -329463.150573 + Penalty 1558.367527 = -327904.783047 nChanged 4 SP:Iteration 24Q (5900.921583 sec): 3 clusters Score: Raw -329463.678085 + Penalty 1558.367527 = -327905.310558 nChanged 3 SP:Iteration 25Q (5900.970723 sec): 3 clusters Score: Raw -329463.908782 + Penalty 1558.367527 = -327905.541255 nChanged 1 SP:Iteration 26Q (5901.017006 sec): 3 clusters Score: Raw -329463.973123 + Penalty 1558.367527 = -327905.605596 nChanged 1 SP:Iteration 27Q (5901.069192 sec): 3 clusters Score: Raw -329464.124460 + Penalty 1558.367527 = -327905.756934 nChanged 2 SP:Iteration 28Q (5901.121173 sec): 3 clusters Score: Raw -329464.421639 + Penalty 1558.367527 = -327906.054113 nChanged 2 SP:Iteration 29Q (5901.169983 sec): 3 clusters Score: Raw -329464.509219 + Penalty 1558.367527 = -327906.141693 nChanged 1 SP:Iteration 30Q (5901.218859 sec): 3 clusters Score: Raw -329464.732031 + Penalty 1558.367527 = -327906.364504 nChanged 2 SP:Iteration 31Q (5901.258236 sec): 3 clusters Score: Raw -329464.985695 + Penalty 1558.367527 = -327906.618169 nChanged 3 SP:Iteration 32Q (5901.318782 sec): 3 clusters Score: Raw -329465.329204 + Penalty 1558.367527 = -327906.961677 nChanged 7 SP:Iteration 33Q (5901.365184 sec): 3 clusters Score: Raw -329466.169935 + Penalty 1558.367527 = -327907.802408 nChanged 5 SP:Iteration 34Q (5901.406418 sec): 3 clusters Score: Raw -329467.104219 + Penalty 1558.367527 = -327908.736693 nChanged 5 SP:Iteration 35Q (5901.463789 sec): 3 clusters Score: Raw -329467.712578 + Penalty 1558.367527 = -327909.345051 nChanged 6 SP:Iteration 36Q (5901.511204 sec): 3 clusters Score: Raw -329468.979822 + Penalty 1558.367527 = -327910.612295 nChanged 5 SP:Iteration 37Q (5901.550103 sec): 3 clusters Score: Raw -329470.861127 + Penalty 1558.367527 = -327912.493600 nChanged 9 SP:Iteration 38Q (5901.598144 sec): 3 clusters Score: Raw -329473.237420 + Penalty 1558.367527 = -327914.869893 nChanged 7 SP:Iteration 39Q (5901.649012 sec): 3 clusters Score: Raw -329474.978667 + Penalty 1558.367527 = -327916.611141 nChanged 9 SP:Iteration 40F (5901.699202 sec): 3 clusters Score: Raw -329477.330396 + Penalty 1558.367527 = -327918.962870 nChanged 6 SP:Iteration 41Q (5901.749120 sec): 3 clusters Score: Raw -329478.424616 + Penalty 1558.367527 = -327920.057090 nChanged 6 SP:Iteration 42Q (5901.802634 sec): 3 clusters Score: Raw -329479.625313 + Penalty 1558.367527 = -327921.257787 nChanged 4 SP:Iteration 43Q (5901.848277 sec): 3 clusters Score: Raw -329480.088586 + Penalty 1558.367527 = -327921.721060 nChanged 2 SP:Iteration 44Q (5901.902469 sec): 3 clusters Score: Raw -329480.253549 + Penalty 1558.367527 = -327921.886022 nChanged 2 SP:Iteration 45Q (5901.939182 sec): 3 clusters Score: Raw -329480.551183 + Penalty 1558.367527 = -327922.183657 nChanged 1 SP:Iteration 46Q (5901.985132 sec): 3 clusters Score: Raw -329480.639156 + Penalty 1558.367527 = -327922.271629 nChanged 1 SP:Iteration 47Q (5902.042578 sec): 3 clusters Score: Raw -329480.835986 + Penalty 1558.367527 = -327922.468460 nChanged 0 SP:Iteration 48F (5902.084018 sec): 3 clusters Score: Raw -329480.835986 + Penalty 1558.367527 = -327922.468460 nChanged 0 Trying to split cluster 35 (16711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5902.136112 sec): 2 clusters Score: Raw -1652921.297855 + Penalty 923.763134 = -1651997.534721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5902.205936 sec): 3 clusters Score: Raw -1642710.250554 + Penalty 1847.526268 = -1640862.724286 nChanged 7519 SP:Iteration 1F (5902.273045 sec): 3 clusters Score: Raw -1646980.331427 + Penalty 1847.526268 = -1645132.805159 nChanged 999 SP:Iteration 2F (5902.334669 sec): 3 clusters Score: Raw -1647470.647254 + Penalty 1847.526268 = -1645623.120985 nChanged 1107 SP:Iteration 3F (5902.401199 sec): 3 clusters Score: Raw -1648083.412117 + Penalty 1847.526268 = -1646235.885849 nChanged 1144 SP:Iteration 4F (5902.467352 sec): 3 clusters Score: Raw -1648835.259800 + Penalty 1847.526268 = -1646987.733531 nChanged 1127 SP:Iteration 5F (5902.526004 sec): 3 clusters Score: Raw -1649699.480806 + Penalty 1847.526268 = -1647851.954538 nChanged 1045 SP:Iteration 6F (5902.590296 sec): 3 clusters Score: Raw -1650576.278636 + Penalty 1847.526268 = -1648728.752367 nChanged 856 SP:Iteration 7F (5902.653076 sec): 3 clusters Score: Raw -1651338.600970 + Penalty 1847.526268 = -1649491.074702 nChanged 671 SP:Iteration 8Q (5902.713988 sec): 3 clusters Score: Raw -1651933.089994 + Penalty 1847.526268 = -1650085.563726 nChanged 471 SP:Iteration 9Q (5902.777997 sec): 3 clusters Score: Raw -1652310.590308 + Penalty 1847.526268 = -1650463.064040 nChanged 314 SP:Iteration 10Q (5902.841236 sec): 3 clusters Score: Raw -1652533.552046 + Penalty 1847.526268 = -1650686.025778 nChanged 206 SP:Iteration 11Q (5902.909779 sec): 3 clusters Score: Raw -1652671.209675 + Penalty 1847.526268 = -1650823.683407 nChanged 156 SP:Iteration 12Q (5902.962180 sec): 3 clusters Score: Raw -1652770.027550 + Penalty 1847.526268 = -1650922.501282 nChanged 120 SP:Iteration 13Q (5903.031764 sec): 3 clusters Score: Raw -1652835.587412 + Penalty 1847.526268 = -1650988.061143 nChanged 94 SP:Iteration 14Q (5903.087454 sec): 3 clusters Score: Raw -1652890.025149 + Penalty 1847.526268 = -1651042.498880 nChanged 78 SP:Iteration 15Q (5903.155132 sec): 3 clusters Score: Raw -1652933.019266 + Penalty 1847.526268 = -1651085.492998 nChanged 57 SP:Iteration 16Q (5903.208756 sec): 3 clusters Score: Raw -1652957.964677 + Penalty 1847.526268 = -1651110.438408 nChanged 43 SP:Iteration 17Q (5903.275124 sec): 3 clusters Score: Raw -1652977.911114 + Penalty 1847.526268 = -1651130.384845 nChanged 30 SP:Iteration 18Q (5903.340170 sec): 3 clusters Score: Raw -1652987.866025 + Penalty 1847.526268 = -1651140.339757 nChanged 23 SP:Iteration 19Q (5903.396385 sec): 3 clusters Score: Raw -1652996.108838 + Penalty 1847.526268 = -1651148.582569 nChanged 19 SP:Iteration 20F (5903.460672 sec): 3 clusters Score: Raw -1653002.464164 + Penalty 1847.526268 = -1651154.937896 nChanged 15 SP:Iteration 21Q (5903.521530 sec): 3 clusters Score: Raw -1653009.454603 + Penalty 1847.526268 = -1651161.928335 nChanged 12 SP:Iteration 22Q (5903.576893 sec): 3 clusters Score: Raw -1653013.059196 + Penalty 1847.526268 = -1651165.532927 nChanged 6 SP:Iteration 23Q (5903.635552 sec): 3 clusters Score: Raw -1653014.242588 + Penalty 1847.526268 = -1651166.716320 nChanged 4 SP:Iteration 24Q (5903.687736 sec): 3 clusters Score: Raw -1653015.199175 + Penalty 1847.526268 = -1651167.672907 nChanged 7 SP:Iteration 25Q (5903.740918 sec): 3 clusters Score: Raw -1653017.129509 + Penalty 1847.526268 = -1651169.603240 nChanged 7 SP:Iteration 26Q (5903.796660 sec): 3 clusters Score: Raw -1653019.158455 + Penalty 1847.526268 = -1651171.632187 nChanged 8 SP:Iteration 27Q (5903.849296 sec): 3 clusters Score: Raw -1653022.045147 + Penalty 1847.526268 = -1651174.518879 nChanged 11 SP:Iteration 28Q (5903.909360 sec): 3 clusters Score: Raw -1653026.380364 + Penalty 1847.526268 = -1651178.854096 nChanged 11 SP:Iteration 29Q (5903.976994 sec): 3 clusters Score: Raw -1653030.381645 + Penalty 1847.526268 = -1651182.855376 nChanged 8 SP:Iteration 30Q (5904.029180 sec): 3 clusters Score: Raw -1653034.844132 + Penalty 1847.526268 = -1651187.317864 nChanged 11 SP:Iteration 31Q (5904.097421 sec): 3 clusters Score: Raw -1653041.210573 + Penalty 1847.526268 = -1651193.684305 nChanged 10 SP:Iteration 32Q (5904.157112 sec): 3 clusters Score: Raw -1653047.105556 + Penalty 1847.526268 = -1651199.579288 nChanged 12 SP:Iteration 33Q (5904.207385 sec): 3 clusters Score: Raw -1653052.941263 + Penalty 1847.526268 = -1651205.414995 nChanged 11 SP:Iteration 34Q (5904.261712 sec): 3 clusters Score: Raw -1653060.093354 + Penalty 1847.526268 = -1651212.567086 nChanged 13 SP:Iteration 35Q (5904.317653 sec): 3 clusters Score: Raw -1653065.871199 + Penalty 1847.526268 = -1651218.344931 nChanged 5 SP:Iteration 36Q (5904.372989 sec): 3 clusters Score: Raw -1653067.014631 + Penalty 1847.526268 = -1651219.488363 nChanged 3 SP:Iteration 37Q (5904.427653 sec): 3 clusters Score: Raw -1653068.173616 + Penalty 1847.526268 = -1651220.647348 nChanged 7 SP:Iteration 38Q (5904.485501 sec): 3 clusters Score: Raw -1653070.431772 + Penalty 1847.526268 = -1651222.905504 nChanged 9 SP:Iteration 39Q (5904.545888 sec): 3 clusters Score: Raw -1653072.811068 + Penalty 1847.526268 = -1651225.284800 nChanged 9 SP:Iteration 40F (5904.610468 sec): 3 clusters Score: Raw -1653077.156742 + Penalty 1847.526268 = -1651229.630474 nChanged 5 SP:Iteration 41Q (5904.670054 sec): 3 clusters Score: Raw -1653079.276018 + Penalty 1847.526268 = -1651231.749750 nChanged 3 SP:Iteration 42Q (5904.739578 sec): 3 clusters Score: Raw -1653080.467670 + Penalty 1847.526268 = -1651232.941402 nChanged 3 SP:Iteration 43Q (5904.807772 sec): 3 clusters Score: Raw -1653081.763050 + Penalty 1847.526268 = -1651234.236782 nChanged 4 SP:Iteration 44Q (5904.872116 sec): 3 clusters Score: Raw -1653082.926210 + Penalty 1847.526268 = -1651235.399942 nChanged 5 SP:Iteration 45Q (5904.938278 sec): 3 clusters Score: Raw -1653085.032935 + Penalty 1847.526268 = -1651237.506667 nChanged 2 SP:Iteration 46Q (5905.002992 sec): 3 clusters Score: Raw -1653085.786356 + Penalty 1847.526268 = -1651238.260088 nChanged 2 SP:Iteration 47Q (5905.056695 sec): 3 clusters Score: Raw -1653086.416376 + Penalty 1847.526268 = -1651238.890107 nChanged 0 SP:Iteration 48F (5905.128320 sec): 3 clusters Score: Raw -1653086.416376 + Penalty 1847.526268 = -1651238.890107 nChanged 0 Trying to split cluster 36 (16421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5905.171437 sec): 2 clusters Score: Raw -1637734.676100 + Penalty 922.100047 = -1636812.576053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5905.241509 sec): 3 clusters Score: Raw -1627713.590176 + Penalty 1844.200094 = -1625869.390082 nChanged 7501 SP:Iteration 1F (5905.309022 sec): 3 clusters Score: Raw -1632421.458174 + Penalty 1844.200094 = -1630577.258080 nChanged 1139 SP:Iteration 2F (5905.364726 sec): 3 clusters Score: Raw -1633037.235924 + Penalty 1844.200094 = -1631193.035831 nChanged 1131 SP:Iteration 3F (5905.434817 sec): 3 clusters Score: Raw -1633741.436921 + Penalty 1844.200094 = -1631897.236827 nChanged 1121 SP:Iteration 4F (5905.504919 sec): 3 clusters Score: Raw -1634473.282046 + Penalty 1844.200094 = -1632629.081952 nChanged 1005 SP:Iteration 5F (5905.574043 sec): 3 clusters Score: Raw -1635095.649130 + Penalty 1844.200094 = -1633251.449037 nChanged 820 SP:Iteration 6Q (5905.629549 sec): 3 clusters Score: Raw -1635600.080034 + Penalty 1844.200094 = -1633755.879940 nChanged 606 SP:Iteration 7Q (5905.703108 sec): 3 clusters Score: Raw -1635990.461769 + Penalty 1844.200094 = -1634146.261675 nChanged 482 SP:Iteration 8Q (5905.779501 sec): 3 clusters Score: Raw -1636295.616864 + Penalty 1844.200094 = -1634451.416770 nChanged 404 SP:Iteration 9Q (5905.851243 sec): 3 clusters Score: Raw -1636549.527460 + Penalty 1844.200094 = -1634705.327366 nChanged 365 SP:Iteration 10Q (5905.915534 sec): 3 clusters Score: Raw -1636750.418138 + Penalty 1844.200094 = -1634906.218044 nChanged 250 SP:Iteration 11Q (5905.976327 sec): 3 clusters Score: Raw -1636878.429015 + Penalty 1844.200094 = -1635034.228922 nChanged 203 SP:Iteration 12Q (5906.053668 sec): 3 clusters Score: Raw -1636959.622884 + Penalty 1844.200094 = -1635115.422790 nChanged 155 SP:Iteration 13Q (5906.113027 sec): 3 clusters Score: Raw -1637022.468758 + Penalty 1844.200094 = -1635178.268664 nChanged 140 SP:Iteration 14Q (5906.186501 sec): 3 clusters Score: Raw -1637079.148559 + Penalty 1844.200094 = -1635234.948465 nChanged 114 SP:Iteration 15Q (5906.253684 sec): 3 clusters Score: Raw -1637116.876625 + Penalty 1844.200094 = -1635272.676532 nChanged 109 SP:Iteration 16Q (5906.317531 sec): 3 clusters Score: Raw -1637152.397530 + Penalty 1844.200094 = -1635308.197436 nChanged 94 SP:Iteration 17Q (5906.376316 sec): 3 clusters Score: Raw -1637184.632366 + Penalty 1844.200094 = -1635340.432272 nChanged 101 SP:Iteration 18Q (5906.445510 sec): 3 clusters Score: Raw -1637216.522749 + Penalty 1844.200094 = -1635372.322655 nChanged 96 SP:Iteration 19Q (5906.503300 sec): 3 clusters Score: Raw -1637247.308018 + Penalty 1844.200094 = -1635403.107925 nChanged 93 SP:Iteration 20F (5906.568656 sec): 3 clusters Score: Raw -1637281.484774 + Penalty 1844.200094 = -1635437.284680 nChanged 93 SP:Iteration 21Q (5906.641603 sec): 3 clusters Score: Raw -1637314.891084 + Penalty 1844.200094 = -1635470.690990 nChanged 81 SP:Iteration 22Q (5906.709601 sec): 3 clusters Score: Raw -1637340.758538 + Penalty 1844.200094 = -1635496.558445 nChanged 82 SP:Iteration 23Q (5906.776269 sec): 3 clusters Score: Raw -1637370.044039 + Penalty 1844.200094 = -1635525.843945 nChanged 80 SP:Iteration 24Q (5906.833252 sec): 3 clusters Score: Raw -1637402.989014 + Penalty 1844.200094 = -1635558.788921 nChanged 83 SP:Iteration 25Q (5906.889505 sec): 3 clusters Score: Raw -1637431.289281 + Penalty 1844.200094 = -1635587.089187 nChanged 77 SP:Iteration 26Q (5906.964637 sec): 3 clusters Score: Raw -1637457.554390 + Penalty 1844.200094 = -1635613.354296 nChanged 80 SP:Iteration 27Q (5907.019277 sec): 3 clusters Score: Raw -1637485.802075 + Penalty 1844.200094 = -1635641.601981 nChanged 72 SP:Iteration 28Q (5907.085486 sec): 3 clusters Score: Raw -1637509.010049 + Penalty 1844.200094 = -1635664.809955 nChanged 59 SP:Iteration 29Q (5907.155969 sec): 3 clusters Score: Raw -1637525.542534 + Penalty 1844.200094 = -1635681.342440 nChanged 60 SP:Iteration 30Q (5907.218019 sec): 3 clusters Score: Raw -1637546.420297 + Penalty 1844.200094 = -1635702.220203 nChanged 63 SP:Iteration 31Q (5907.285044 sec): 3 clusters Score: Raw -1637567.289524 + Penalty 1844.200094 = -1635723.089430 nChanged 61 SP:Iteration 32Q (5907.343612 sec): 3 clusters Score: Raw -1637590.189961 + Penalty 1844.200094 = -1635745.989867 nChanged 56 SP:Iteration 33Q (5907.415867 sec): 3 clusters Score: Raw -1637613.415264 + Penalty 1844.200094 = -1635769.215170 nChanged 55 SP:Iteration 34Q (5907.483140 sec): 3 clusters Score: Raw -1637637.875549 + Penalty 1844.200094 = -1635793.675455 nChanged 56 SP:Iteration 35Q (5907.544575 sec): 3 clusters Score: Raw -1637662.421286 + Penalty 1844.200094 = -1635818.221192 nChanged 64 SP:Iteration 36Q (5907.612404 sec): 3 clusters Score: Raw -1637690.471126 + Penalty 1844.200094 = -1635846.271032 nChanged 40 SP:Iteration 37Q (5907.677885 sec): 3 clusters Score: Raw -1637708.478045 + Penalty 1844.200094 = -1635864.277952 nChanged 33 SP:Iteration 38Q (5907.731847 sec): 3 clusters Score: Raw -1637724.886503 + Penalty 1844.200094 = -1635880.686409 nChanged 34 SP:Iteration 39Q (5907.791290 sec): 3 clusters Score: Raw -1637741.647308 + Penalty 1844.200094 = -1635897.447214 nChanged 29 SP:Iteration 40F (5907.852744 sec): 3 clusters Score: Raw -1637754.170214 + Penalty 1844.200094 = -1635909.970120 nChanged 24 SP:Iteration 41Q (5907.910084 sec): 3 clusters Score: Raw -1637763.119339 + Penalty 1844.200094 = -1635918.919245 nChanged 21 SP:Iteration 42Q (5907.958749 sec): 3 clusters Score: Raw -1637773.830089 + Penalty 1844.200094 = -1635929.629995 nChanged 24 SP:Iteration 43Q (5908.028998 sec): 3 clusters Score: Raw -1637784.512330 + Penalty 1844.200094 = -1635940.312237 nChanged 22 SP:Iteration 44Q (5908.083271 sec): 3 clusters Score: Raw -1637795.086882 + Penalty 1844.200094 = -1635950.886788 nChanged 18 SP:Iteration 45Q (5908.151222 sec): 3 clusters Score: Raw -1637805.998587 + Penalty 1844.200094 = -1635961.798493 nChanged 20 SP:Iteration 46Q (5908.208979 sec): 3 clusters Score: Raw -1637813.325956 + Penalty 1844.200094 = -1635969.125862 nChanged 16 SP:Iteration 47Q (5908.263802 sec): 3 clusters Score: Raw -1637821.632153 + Penalty 1844.200094 = -1635977.432059 nChanged 14 SP:Iteration 48Q (5908.332217 sec): 3 clusters Score: Raw -1637829.214402 + Penalty 1844.200094 = -1635985.014309 nChanged 9 SP:Iteration 49Q (5908.393213 sec): 3 clusters Score: Raw -1637834.653408 + Penalty 1844.200094 = -1635990.453314 nChanged 6 SP:Iteration 50Q (5908.454346 sec): 3 clusters Score: Raw -1637836.705318 + Penalty 1844.200094 = -1635992.505224 nChanged 5 SP:Iteration 51Q (5908.510185 sec): 3 clusters Score: Raw -1637838.450276 + Penalty 1844.200094 = -1635994.250183 nChanged 2 SP:Iteration 52Q (5908.566998 sec): 3 clusters Score: Raw -1637839.162831 + Penalty 1844.200094 = -1635994.962738 nChanged 1 SP:Iteration 53Q (5908.625201 sec): 3 clusters Score: Raw -1637839.393203 + Penalty 1844.200094 = -1635995.193109 nChanged 1 SP:Iteration 54Q (5908.679977 sec): 3 clusters Score: Raw -1637839.583993 + Penalty 1844.200094 = -1635995.383899 nChanged 1 SP:Iteration 55Q (5908.737588 sec): 3 clusters Score: Raw -1637841.502645 + Penalty 1844.200094 = -1635997.302552 nChanged 2 SP:Iteration 56Q (5908.808966 sec): 3 clusters Score: Raw -1637842.546064 + Penalty 1844.200094 = -1635998.345970 nChanged 2 SP:Iteration 57Q (5908.863632 sec): 3 clusters Score: Raw -1637843.145473 + Penalty 1844.200094 = -1635998.945379 nChanged 2 SP:Iteration 58Q (5908.910781 sec): 3 clusters Score: Raw -1637843.746889 + Penalty 1844.200094 = -1635999.546795 nChanged 1 SP:Iteration 59Q (5908.971210 sec): 3 clusters Score: Raw -1637843.947088 + Penalty 1844.200094 = -1635999.746995 nChanged 0 SP:Iteration 60F (5909.024621 sec): 3 clusters Score: Raw -1637843.947088 + Penalty 1844.200094 = -1635999.746995 nChanged 0 Trying to split cluster 37 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5909.056311 sec): 2 clusters Score: Raw -365278.756897 + Penalty 783.061853 = -364495.695044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5909.098267 sec): 3 clusters Score: Raw -363234.027121 + Penalty 1566.123706 = -361667.903415 nChanged 1556 SP:Iteration 1F (5909.150779 sec): 3 clusters Score: Raw -364083.566368 + Penalty 1566.123706 = -362517.442662 nChanged 264 SP:Iteration 2F (5909.189203 sec): 3 clusters Score: Raw -364220.914521 + Penalty 1566.123706 = -362654.790815 nChanged 169 SP:Iteration 3Q (5909.245154 sec): 3 clusters Score: Raw -364312.397300 + Penalty 1566.123706 = -362746.273595 nChanged 179 SP:Iteration 4Q (5909.283942 sec): 3 clusters Score: Raw -364415.765215 + Penalty 1566.123706 = -362849.641509 nChanged 189 SP:Iteration 5Q (5909.313778 sec): 3 clusters Score: Raw -364536.037282 + Penalty 1566.123706 = -362969.913576 nChanged 190 SP:Iteration 6Q (5909.359838 sec): 3 clusters Score: Raw -364652.241134 + Penalty 1566.123706 = -363086.117428 nChanged 193 SP:Iteration 7F (5909.405805 sec): 3 clusters Score: Raw -364787.884101 + Penalty 1566.123706 = -363221.760395 nChanged 186 SP:Iteration 8Q (5909.450329 sec): 3 clusters Score: Raw -364921.692419 + Penalty 1566.123706 = -363355.568714 nChanged 169 SP:Iteration 9Q (5909.496704 sec): 3 clusters Score: Raw -365029.100010 + Penalty 1566.123706 = -363462.976304 nChanged 141 SP:Iteration 10Q (5909.543198 sec): 3 clusters Score: Raw -365086.654877 + Penalty 1566.123706 = -363520.531171 nChanged 87 SP:Iteration 11Q (5909.583133 sec): 3 clusters Score: Raw -365119.020056 + Penalty 1566.123706 = -363552.896351 nChanged 62 SP:Iteration 12Q (5909.638159 sec): 3 clusters Score: Raw -365136.185883 + Penalty 1566.123706 = -363570.062177 nChanged 42 SP:Iteration 13Q (5909.674886 sec): 3 clusters Score: Raw -365150.259495 + Penalty 1566.123706 = -363584.135789 nChanged 39 SP:Iteration 14Q (5909.717019 sec): 3 clusters Score: Raw -365162.665113 + Penalty 1566.123706 = -363596.541407 nChanged 36 SP:Iteration 15Q (5909.759325 sec): 3 clusters Score: Raw -365175.544861 + Penalty 1566.123706 = -363609.421156 nChanged 37 SP:Iteration 16Q (5909.806863 sec): 3 clusters Score: Raw -365186.587564 + Penalty 1566.123706 = -363620.463858 nChanged 34 SP:Iteration 17Q (5909.857253 sec): 3 clusters Score: Raw -365195.042535 + Penalty 1566.123706 = -363628.918829 nChanged 24 SP:Iteration 18Q (5909.897707 sec): 3 clusters Score: Raw -365200.482720 + Penalty 1566.123706 = -363634.359014 nChanged 26 SP:Iteration 19Q (5909.944181 sec): 3 clusters Score: Raw -365205.243043 + Penalty 1566.123706 = -363639.119338 nChanged 14 SP:Iteration 20F (5909.989881 sec): 3 clusters Score: Raw -365208.039137 + Penalty 1566.123706 = -363641.915431 nChanged 13 SP:Iteration 21Q (5910.052574 sec): 3 clusters Score: Raw -365210.368037 + Penalty 1566.123706 = -363644.244331 nChanged 15 SP:Iteration 22Q (5910.100613 sec): 3 clusters Score: Raw -365213.679981 + Penalty 1566.123706 = -363647.556275 nChanged 16 SP:Iteration 23Q (5910.151364 sec): 3 clusters Score: Raw -365217.744632 + Penalty 1566.123706 = -363651.620926 nChanged 10 SP:Iteration 24Q (5910.201079 sec): 3 clusters Score: Raw -365220.449376 + Penalty 1566.123706 = -363654.325670 nChanged 13 SP:Iteration 25Q (5910.254604 sec): 3 clusters Score: Raw -365223.228058 + Penalty 1566.123706 = -363657.104352 nChanged 9 SP:Iteration 26Q (5910.306349 sec): 3 clusters Score: Raw -365224.406841 + Penalty 1566.123706 = -363658.283136 nChanged 8 SP:Iteration 27Q (5910.347282 sec): 3 clusters Score: Raw -365225.669776 + Penalty 1566.123706 = -363659.546070 nChanged 5 SP:Iteration 28Q (5910.392552 sec): 3 clusters Score: Raw -365226.790067 + Penalty 1566.123706 = -363660.666361 nChanged 8 SP:Iteration 29Q (5910.450070 sec): 3 clusters Score: Raw -365230.067157 + Penalty 1566.123706 = -363663.943452 nChanged 14 SP:Iteration 30Q (5910.490609 sec): 3 clusters Score: Raw -365233.660712 + Penalty 1566.123706 = -363667.537006 nChanged 13 SP:Iteration 31Q (5910.544721 sec): 3 clusters Score: Raw -365235.545563 + Penalty 1566.123706 = -363669.421857 nChanged 11 SP:Iteration 32Q (5910.595545 sec): 3 clusters Score: Raw -365237.772390 + Penalty 1566.123706 = -363671.648684 nChanged 9 SP:Iteration 33Q (5910.634156 sec): 3 clusters Score: Raw -365239.185983 + Penalty 1566.123706 = -363673.062277 nChanged 8 SP:Iteration 34Q (5910.681266 sec): 3 clusters Score: Raw -365240.063784 + Penalty 1566.123706 = -363673.940079 nChanged 5 SP:Iteration 35Q (5910.732701 sec): 3 clusters Score: Raw -365241.305474 + Penalty 1566.123706 = -363675.181769 nChanged 8 SP:Iteration 36Q (5910.774716 sec): 3 clusters Score: Raw -365242.291761 + Penalty 1566.123706 = -363676.168056 nChanged 10 SP:Iteration 37Q (5910.824643 sec): 3 clusters Score: Raw -365243.972143 + Penalty 1566.123706 = -363677.848437 nChanged 7 SP:Iteration 38Q (5910.878870 sec): 3 clusters Score: Raw -365244.993859 + Penalty 1566.123706 = -363678.870153 nChanged 15 SP:Iteration 39Q (5910.918264 sec): 3 clusters Score: Raw -365248.115431 + Penalty 1566.123706 = -363681.991725 nChanged 12 SP:Iteration 40F (5910.968610 sec): 3 clusters Score: Raw -365253.031080 + Penalty 1566.123706 = -363686.907374 nChanged 13 SP:Iteration 41Q (5911.027931 sec): 3 clusters Score: Raw -365259.667401 + Penalty 1566.123706 = -363693.543696 nChanged 17 SP:Iteration 42Q (5911.077749 sec): 3 clusters Score: Raw -365266.298854 + Penalty 1566.123706 = -363700.175148 nChanged 15 SP:Iteration 43Q (5911.118628 sec): 3 clusters Score: Raw -365272.034972 + Penalty 1566.123706 = -363705.911267 nChanged 23 SP:Iteration 44Q (5911.164852 sec): 3 clusters Score: Raw -365279.934018 + Penalty 1566.123706 = -363713.810312 nChanged 23 SP:Iteration 45Q (5911.211243 sec): 3 clusters Score: Raw -365286.802633 + Penalty 1566.123706 = -363720.678928 nChanged 17 SP:Iteration 46Q (5911.262648 sec): 3 clusters Score: Raw -365290.795173 + Penalty 1566.123706 = -363724.671467 nChanged 18 SP:Iteration 47Q (5911.314936 sec): 3 clusters Score: Raw -365295.198446 + Penalty 1566.123706 = -363729.074740 nChanged 21 SP:Iteration 48Q (5911.362054 sec): 3 clusters Score: Raw -365299.158031 + Penalty 1566.123706 = -363733.034326 nChanged 16 SP:Iteration 49Q (5911.410096 sec): 3 clusters Score: Raw -365302.070356 + Penalty 1566.123706 = -363735.946650 nChanged 15 SP:Iteration 50Q (5911.459095 sec): 3 clusters Score: Raw -365305.555279 + Penalty 1566.123706 = -363739.431573 nChanged 23 SP:Iteration 51Q (5911.511512 sec): 3 clusters Score: Raw -365311.306741 + Penalty 1566.123706 = -363745.183035 nChanged 19 SP:Iteration 52Q (5911.558447 sec): 3 clusters Score: Raw -365316.170620 + Penalty 1566.123706 = -363750.046914 nChanged 31 SP:Iteration 53Q (5911.606305 sec): 3 clusters Score: Raw -365329.363789 + Penalty 1566.123706 = -363763.240083 nChanged 36 SP:Iteration 54Q (5911.655108 sec): 3 clusters Score: Raw -365338.706370 + Penalty 1566.123706 = -363772.582664 nChanged 30 SP:Iteration 55Q (5911.706201 sec): 3 clusters Score: Raw -365347.093521 + Penalty 1566.123706 = -363780.969815 nChanged 25 SP:Iteration 56Q (5911.756417 sec): 3 clusters Score: Raw -365355.584578 + Penalty 1566.123706 = -363789.460872 nChanged 27 SP:Iteration 57Q (5911.801377 sec): 3 clusters Score: Raw -365363.507747 + Penalty 1566.123706 = -363797.384041 nChanged 18 SP:Iteration 58Q (5911.851668 sec): 3 clusters Score: Raw -365368.393535 + Penalty 1566.123706 = -363802.269829 nChanged 17 SP:Iteration 59Q (5911.905709 sec): 3 clusters Score: Raw -365372.273851 + Penalty 1566.123706 = -363806.150146 nChanged 11 SP:Iteration 60F (5911.959029 sec): 3 clusters Score: Raw -365374.708582 + Penalty 1566.123706 = -363808.584877 nChanged 17 SP:Iteration 61Q (5912.002239 sec): 3 clusters Score: Raw -365380.457880 + Penalty 1566.123706 = -363814.334174 nChanged 15 SP:Iteration 62Q (5912.063958 sec): 3 clusters Score: Raw -365384.483297 + Penalty 1566.123706 = -363818.359591 nChanged 19 SP:Iteration 63Q (5912.112801 sec): 3 clusters Score: Raw -365388.766784 + Penalty 1566.123706 = -363822.643078 nChanged 21 SP:Iteration 64Q (5912.161466 sec): 3 clusters Score: Raw -365396.659460 + Penalty 1566.123706 = -363830.535754 nChanged 28 SP:Iteration 65Q (5912.200498 sec): 3 clusters Score: Raw -365403.980380 + Penalty 1566.123706 = -363837.856674 nChanged 19 SP:Iteration 66Q (5912.249267 sec): 3 clusters Score: Raw -365409.502213 + Penalty 1566.123706 = -363843.378507 nChanged 20 SP:Iteration 67Q (5912.313347 sec): 3 clusters Score: Raw -365414.675353 + Penalty 1566.123706 = -363848.551648 nChanged 17 SP:Iteration 68Q (5912.363692 sec): 3 clusters Score: Raw -365418.831066 + Penalty 1566.123706 = -363852.707361 nChanged 13 SP:Iteration 69Q (5912.405108 sec): 3 clusters Score: Raw -365421.732225 + Penalty 1566.123706 = -363855.608519 nChanged 10 SP:Iteration 70Q (5912.455414 sec): 3 clusters Score: Raw -365424.070351 + Penalty 1566.123706 = -363857.946645 nChanged 11 SP:Iteration 71Q (5912.515908 sec): 3 clusters Score: Raw -365426.549439 + Penalty 1566.123706 = -363860.425734 nChanged 7 SP:Iteration 72Q (5912.565158 sec): 3 clusters Score: Raw -365428.513388 + Penalty 1566.123706 = -363862.389682 nChanged 5 SP:Iteration 73Q (5912.611493 sec): 3 clusters Score: Raw -365429.707129 + Penalty 1566.123706 = -363863.583423 nChanged 5 SP:Iteration 74Q (5912.658017 sec): 3 clusters Score: Raw -365430.835154 + Penalty 1566.123706 = -363864.711449 nChanged 8 SP:Iteration 75Q (5912.703956 sec): 3 clusters Score: Raw -365432.248113 + Penalty 1566.123706 = -363866.124407 nChanged 6 SP:Iteration 76Q (5912.752145 sec): 3 clusters Score: Raw -365433.808114 + Penalty 1566.123706 = -363867.684408 nChanged 7 SP:Iteration 77Q (5912.794752 sec): 3 clusters Score: Raw -365435.494843 + Penalty 1566.123706 = -363869.371138 nChanged 7 SP:Iteration 78Q (5912.851086 sec): 3 clusters Score: Raw -365436.958745 + Penalty 1566.123706 = -363870.835040 nChanged 6 SP:Iteration 79Q (5912.902506 sec): 3 clusters Score: Raw -365437.830576 + Penalty 1566.123706 = -363871.706870 nChanged 10 SP:Iteration 80F (5912.948010 sec): 3 clusters Score: Raw -365439.863076 + Penalty 1566.123706 = -363873.739370 nChanged 10 SP:Iteration 81Q (5912.992721 sec): 3 clusters Score: Raw -365442.750179 + Penalty 1566.123706 = -363876.626473 nChanged 10 SP:Iteration 82Q (5913.047996 sec): 3 clusters Score: Raw -365445.642929 + Penalty 1566.123706 = -363879.519224 nChanged 8 SP:Iteration 83Q (5913.084049 sec): 3 clusters Score: Raw -365447.883062 + Penalty 1566.123706 = -363881.759356 nChanged 6 SP:Iteration 84Q (5913.127774 sec): 3 clusters Score: Raw -365448.648974 + Penalty 1566.123706 = -363882.525269 nChanged 4 SP:Iteration 85Q (5913.173863 sec): 3 clusters Score: Raw -365449.619680 + Penalty 1566.123706 = -363883.495975 nChanged 2 SP:Iteration 86Q (5913.217655 sec): 3 clusters Score: Raw -365450.031975 + Penalty 1566.123706 = -363883.908270 nChanged 3 SP:Iteration 87Q (5913.266816 sec): 3 clusters Score: Raw -365450.896625 + Penalty 1566.123706 = -363884.772919 nChanged 3 SP:Iteration 88Q (5913.308561 sec): 3 clusters Score: Raw -365451.417315 + Penalty 1566.123706 = -363885.293610 nChanged 4 SP:Iteration 89Q (5913.344307 sec): 3 clusters Score: Raw -365452.366754 + Penalty 1566.123706 = -363886.243048 nChanged 4 SP:Iteration 90Q (5913.384528 sec): 3 clusters Score: Raw -365453.076927 + Penalty 1566.123706 = -363886.953221 nChanged 6 SP:Iteration 91Q (5913.443690 sec): 3 clusters Score: Raw -365454.710143 + Penalty 1566.123706 = -363888.586438 nChanged 7 SP:Iteration 92Q (5913.482817 sec): 3 clusters Score: Raw -365457.895860 + Penalty 1566.123706 = -363891.772154 nChanged 11 SP:Iteration 93Q (5913.526883 sec): 3 clusters Score: Raw -365462.496810 + Penalty 1566.123706 = -363896.373104 nChanged 11 SP:Iteration 94Q (5913.582697 sec): 3 clusters Score: Raw -365465.904906 + Penalty 1566.123706 = -363899.781200 nChanged 6 SP:Iteration 95Q (5913.621629 sec): 3 clusters Score: Raw -365468.044096 + Penalty 1566.123706 = -363901.920390 nChanged 6 SP:Iteration 96Q (5913.664952 sec): 3 clusters Score: Raw -365469.820099 + Penalty 1566.123706 = -363903.696394 nChanged 4 SP:Iteration 97Q (5913.710840 sec): 3 clusters Score: Raw -365470.633099 + Penalty 1566.123706 = -363904.509393 nChanged 4 SP:Iteration 98Q (5913.758719 sec): 3 clusters Score: Raw -365471.333002 + Penalty 1566.123706 = -363905.209296 nChanged 3 SP:Iteration 99Q (5913.805790 sec): 3 clusters Score: Raw -365472.098668 + Penalty 1566.123706 = -363905.974963 nChanged 5 SP:Iteration 100F (5913.852746 sec): 3 clusters Score: Raw -365473.331822 + Penalty 1566.123706 = -363907.208117 nChanged 4 SP:Iteration 101Q (5913.907493 sec): 3 clusters Score: Raw -365475.193589 + Penalty 1566.123706 = -363909.069883 nChanged 5 SP:Iteration 102Q (5913.958368 sec): 3 clusters Score: Raw -365476.687314 + Penalty 1566.123706 = -363910.563608 nChanged 4 SP:Iteration 103Q (5913.997738 sec): 3 clusters Score: Raw -365477.785991 + Penalty 1566.123706 = -363911.662286 nChanged 4 SP:Iteration 104Q (5914.042768 sec): 3 clusters Score: Raw -365479.133468 + Penalty 1566.123706 = -363913.009762 nChanged 7 SP:Iteration 105Q (5914.085027 sec): 3 clusters Score: Raw -365481.972654 + Penalty 1566.123706 = -363915.848949 nChanged 8 SP:Iteration 106Q (5914.129369 sec): 3 clusters Score: Raw -365484.922367 + Penalty 1566.123706 = -363918.798661 nChanged 9 SP:Iteration 107Q (5914.174574 sec): 3 clusters Score: Raw -365489.307712 + Penalty 1566.123706 = -363923.184006 nChanged 8 SP:Iteration 108Q (5914.226298 sec): 3 clusters Score: Raw -365492.048231 + Penalty 1566.123706 = -363925.924525 nChanged 8 SP:Iteration 109Q (5914.273523 sec): 3 clusters Score: Raw -365494.148657 + Penalty 1566.123706 = -363928.024951 nChanged 7 SP:Iteration 110Q (5914.311575 sec): 3 clusters Score: Raw -365496.278920 + Penalty 1566.123706 = -363930.155214 nChanged 4 SP:Iteration 111Q (5914.353363 sec): 3 clusters Score: Raw -365497.543335 + Penalty 1566.123706 = -363931.419629 nChanged 5 SP:Iteration 112Q (5914.395429 sec): 3 clusters Score: Raw -365499.674377 + Penalty 1566.123706 = -363933.550671 nChanged 8 SP:Iteration 113Q (5914.440529 sec): 3 clusters Score: Raw -365502.658139 + Penalty 1566.123706 = -363936.534434 nChanged 7 SP:Iteration 114Q (5914.486156 sec): 3 clusters Score: Raw -365505.535264 + Penalty 1566.123706 = -363939.411559 nChanged 10 SP:Iteration 115Q (5914.530682 sec): 3 clusters Score: Raw -365509.778287 + Penalty 1566.123706 = -363943.654581 nChanged 11 SP:Iteration 116Q (5914.576238 sec): 3 clusters Score: Raw -365512.953858 + Penalty 1566.123706 = -363946.830152 nChanged 10 SP:Iteration 117Q (5914.618192 sec): 3 clusters Score: Raw -365515.864930 + Penalty 1566.123706 = -363949.741225 nChanged 7 SP:Iteration 118Q (5914.663637 sec): 3 clusters Score: Raw -365519.983938 + Penalty 1566.123706 = -363953.860232 nChanged 12 SP:Iteration 119Q (5914.720356 sec): 3 clusters Score: Raw -365528.689848 + Penalty 1566.123706 = -363962.566142 nChanged 16 SP:Iteration 120F (5914.756730 sec): 3 clusters Score: Raw -365534.436658 + Penalty 1566.123706 = -363968.312953 nChanged 11 SP:Iteration 121Q (5914.802159 sec): 3 clusters Score: Raw -365538.188453 + Penalty 1566.123706 = -363972.064748 nChanged 9 SP:Iteration 122Q (5914.859535 sec): 3 clusters Score: Raw -365542.911694 + Penalty 1566.123706 = -363976.787989 nChanged 15 SP:Iteration 123Q (5914.898051 sec): 3 clusters Score: Raw -365551.205467 + Penalty 1566.123706 = -363985.081761 nChanged 11 SP:Iteration 124Q (5914.942689 sec): 3 clusters Score: Raw -365556.563262 + Penalty 1566.123706 = -363990.439556 nChanged 13 SP:Iteration 125Q (5914.989913 sec): 3 clusters Score: Raw -365561.569466 + Penalty 1566.123706 = -363995.445761 nChanged 8 SP:Iteration 126Q (5915.035739 sec): 3 clusters Score: Raw -365563.546332 + Penalty 1566.123706 = -363997.422626 nChanged 8 SP:Iteration 127Q (5915.078222 sec): 3 clusters Score: Raw -365565.982933 + Penalty 1566.123706 = -363999.859227 nChanged 8 SP:Iteration 128Q (5915.121546 sec): 3 clusters Score: Raw -365568.533213 + Penalty 1566.123706 = -364002.409507 nChanged 4 SP:Iteration 129Q (5915.173114 sec): 3 clusters Score: Raw -365570.311363 + Penalty 1566.123706 = -364004.187658 nChanged 6 SP:Iteration 130Q (5915.210857 sec): 3 clusters Score: Raw -365571.865136 + Penalty 1566.123706 = -364005.741430 nChanged 3 SP:Iteration 131Q (5915.256230 sec): 3 clusters Score: Raw -365572.154745 + Penalty 1566.123706 = -364006.031039 nChanged 2 SP:Iteration 132Q (5915.296169 sec): 3 clusters Score: Raw -365573.031550 + Penalty 1566.123706 = -364006.907844 nChanged 4 SP:Iteration 133Q (5915.340305 sec): 3 clusters Score: Raw -365574.258294 + Penalty 1566.123706 = -364008.134588 nChanged 1 SP:Iteration 134Q (5915.386473 sec): 3 clusters Score: Raw -365574.739378 + Penalty 1566.123706 = -364008.615672 nChanged 1 SP:Iteration 135Q (5915.430746 sec): 3 clusters Score: Raw -365575.203908 + Penalty 1566.123706 = -364009.080203 nChanged 6 SP:Iteration 136Q (5915.473916 sec): 3 clusters Score: Raw -365577.314226 + Penalty 1566.123706 = -364011.190520 nChanged 2 SP:Iteration 137Q (5915.519389 sec): 3 clusters Score: Raw -365577.848870 + Penalty 1566.123706 = -364011.725164 nChanged 0 SP:Iteration 138F (5915.576313 sec): 3 clusters Score: Raw -365577.848870 + Penalty 1566.123706 = -364011.725164 nChanged 0 Trying to split cluster 38 (20766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5915.618933 sec): 2 clusters Score: Raw -2002277.091278 + Penalty 944.401870 = -2001332.689409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5915.693319 sec): 3 clusters Score: Raw -1989389.601927 + Penalty 1888.803739 = -1987500.798188 nChanged 9704 SP:Iteration 1F (5915.755245 sec): 3 clusters Score: Raw -1994925.508872 + Penalty 1888.803739 = -1993036.705133 nChanged 1153 SP:Iteration 2F (5915.832906 sec): 3 clusters Score: Raw -1995498.159648 + Penalty 1888.803739 = -1993609.355909 nChanged 1231 SP:Iteration 3F (5915.907470 sec): 3 clusters Score: Raw -1996367.813276 + Penalty 1888.803739 = -1994479.009537 nChanged 1281 SP:Iteration 4F (5915.978081 sec): 3 clusters Score: Raw -1997368.287859 + Penalty 1888.803739 = -1995479.484119 nChanged 1235 SP:Iteration 5F (5916.047828 sec): 3 clusters Score: Raw -1998349.595256 + Penalty 1888.803739 = -1996460.791517 nChanged 1231 SP:Iteration 6F (5916.118075 sec): 3 clusters Score: Raw -1999190.036552 + Penalty 1888.803739 = -1997301.232812 nChanged 1081 SP:Iteration 7F (5916.192087 sec): 3 clusters Score: Raw -1999815.295123 + Penalty 1888.803739 = -1997926.491384 nChanged 836 SP:Iteration 8Q (5916.266775 sec): 3 clusters Score: Raw -2000165.653091 + Penalty 1888.803739 = -1998276.849351 nChanged 564 SP:Iteration 9Q (5916.342653 sec): 3 clusters Score: Raw -2000326.884238 + Penalty 1888.803739 = -1998438.080499 nChanged 389 SP:Iteration 10Q (5916.412241 sec): 3 clusters Score: Raw -2000415.364240 + Penalty 1888.803739 = -1998526.560501 nChanged 292 SP:Iteration 11Q (5916.475271 sec): 3 clusters Score: Raw -2000470.509649 + Penalty 1888.803739 = -1998581.705910 nChanged 219 SP:Iteration 12Q (5916.544465 sec): 3 clusters Score: Raw -2000506.862642 + Penalty 1888.803739 = -1998618.058902 nChanged 178 SP:Iteration 13Q (5916.619621 sec): 3 clusters Score: Raw -2000536.929628 + Penalty 1888.803739 = -1998648.125889 nChanged 178 SP:Iteration 14Q (5916.696737 sec): 3 clusters Score: Raw -2000574.337931 + Penalty 1888.803739 = -1998685.534191 nChanged 184 SP:Iteration 15Q (5916.768754 sec): 3 clusters Score: Raw -2000610.255282 + Penalty 1888.803739 = -1998721.451543 nChanged 184 SP:Iteration 16Q (5916.837216 sec): 3 clusters Score: Raw -2000645.505667 + Penalty 1888.803739 = -1998756.701928 nChanged 176 SP:Iteration 17Q (5916.904978 sec): 3 clusters Score: Raw -2000675.255331 + Penalty 1888.803739 = -1998786.451592 nChanged 170 SP:Iteration 18Q (5916.981766 sec): 3 clusters Score: Raw -2000704.940832 + Penalty 1888.803739 = -1998816.137093 nChanged 156 SP:Iteration 19Q (5917.056027 sec): 3 clusters Score: Raw -2000732.063650 + Penalty 1888.803739 = -1998843.259911 nChanged 168 SP:Iteration 20F (5917.130976 sec): 3 clusters Score: Raw -2000762.804757 + Penalty 1888.803739 = -1998874.001017 nChanged 142 SP:Iteration 21Q (5917.207303 sec): 3 clusters Score: Raw -2000785.878141 + Penalty 1888.803739 = -1998897.074402 nChanged 137 SP:Iteration 22Q (5917.280319 sec): 3 clusters Score: Raw -2000806.618720 + Penalty 1888.803739 = -1998917.814980 nChanged 129 SP:Iteration 23Q (5917.338682 sec): 3 clusters Score: Raw -2000824.277513 + Penalty 1888.803739 = -1998935.473773 nChanged 127 SP:Iteration 24Q (5917.419335 sec): 3 clusters Score: Raw -2000843.310790 + Penalty 1888.803739 = -1998954.507051 nChanged 136 SP:Iteration 25Q (5917.491391 sec): 3 clusters Score: Raw -2000864.589487 + Penalty 1888.803739 = -1998975.785747 nChanged 151 SP:Iteration 26Q (5917.553314 sec): 3 clusters Score: Raw -2000888.130982 + Penalty 1888.803739 = -1998999.327242 nChanged 149 SP:Iteration 27Q (5917.633453 sec): 3 clusters Score: Raw -2000909.272427 + Penalty 1888.803739 = -1999020.468687 nChanged 141 SP:Iteration 28Q (5917.695719 sec): 3 clusters Score: Raw -2000930.590987 + Penalty 1888.803739 = -1999041.787248 nChanged 135 SP:Iteration 29Q (5917.768954 sec): 3 clusters Score: Raw -2000951.355398 + Penalty 1888.803739 = -1999062.551658 nChanged 131 SP:Iteration 30Q (5917.849216 sec): 3 clusters Score: Raw -2000972.860621 + Penalty 1888.803739 = -1999084.056882 nChanged 138 SP:Iteration 31Q (5917.911296 sec): 3 clusters Score: Raw -2000991.525937 + Penalty 1888.803739 = -1999102.722198 nChanged 126 SP:Iteration 32Q (5917.994659 sec): 3 clusters Score: Raw -2001011.207818 + Penalty 1888.803739 = -1999122.404078 nChanged 143 SP:Iteration 33Q (5918.070380 sec): 3 clusters Score: Raw -2001032.536443 + Penalty 1888.803739 = -1999143.732704 nChanged 133 SP:Iteration 34Q (5918.136880 sec): 3 clusters Score: Raw -2001054.680148 + Penalty 1888.803739 = -1999165.876409 nChanged 146 SP:Iteration 35Q (5918.198087 sec): 3 clusters Score: Raw -2001077.789299 + Penalty 1888.803739 = -1999188.985560 nChanged 139 SP:Iteration 36Q (5918.277562 sec): 3 clusters Score: Raw -2001100.113918 + Penalty 1888.803739 = -1999211.310179 nChanged 145 SP:Iteration 37Q (5918.351560 sec): 3 clusters Score: Raw -2001120.895078 + Penalty 1888.803739 = -1999232.091338 nChanged 140 SP:Iteration 38Q (5918.422552 sec): 3 clusters Score: Raw -2001144.133744 + Penalty 1888.803739 = -1999255.330004 nChanged 143 SP:Iteration 39Q (5918.493687 sec): 3 clusters Score: Raw -2001165.148202 + Penalty 1888.803739 = -1999276.344462 nChanged 127 SP:Iteration 40F (5918.553146 sec): 3 clusters Score: Raw -2001179.906568 + Penalty 1888.803739 = -1999291.102829 nChanged 107 SP:Iteration 41Q (5918.620630 sec): 3 clusters Score: Raw -2001191.496008 + Penalty 1888.803739 = -1999302.692269 nChanged 79 SP:Iteration 42Q (5918.698732 sec): 3 clusters Score: Raw -2001199.848154 + Penalty 1888.803739 = -1999311.044414 nChanged 88 SP:Iteration 43Q (5918.763472 sec): 3 clusters Score: Raw -2001208.969582 + Penalty 1888.803739 = -1999320.165843 nChanged 79 SP:Iteration 44Q (5918.834391 sec): 3 clusters Score: Raw -2001216.905491 + Penalty 1888.803739 = -1999328.101751 nChanged 88 SP:Iteration 45Q (5918.915934 sec): 3 clusters Score: Raw -2001225.184206 + Penalty 1888.803739 = -1999336.380466 nChanged 73 SP:Iteration 46Q (5918.982727 sec): 3 clusters Score: Raw -2001232.321824 + Penalty 1888.803739 = -1999343.518085 nChanged 67 SP:Iteration 47Q (5919.056343 sec): 3 clusters Score: Raw -2001237.593192 + Penalty 1888.803739 = -1999348.789452 nChanged 62 SP:Iteration 48Q (5919.128234 sec): 3 clusters Score: Raw -2001241.651011 + Penalty 1888.803739 = -1999352.847271 nChanged 61 SP:Iteration 49Q (5919.205829 sec): 3 clusters Score: Raw -2001245.526374 + Penalty 1888.803739 = -1999356.722635 nChanged 63 SP:Iteration 50Q (5919.271691 sec): 3 clusters Score: Raw -2001249.639097 + Penalty 1888.803739 = -1999360.835358 nChanged 52 SP:Iteration 51Q (5919.346812 sec): 3 clusters Score: Raw -2001252.931028 + Penalty 1888.803739 = -1999364.127288 nChanged 47 SP:Iteration 52Q (5919.411688 sec): 3 clusters Score: Raw -2001255.620935 + Penalty 1888.803739 = -1999366.817196 nChanged 48 SP:Iteration 53Q (5919.473620 sec): 3 clusters Score: Raw -2001258.487879 + Penalty 1888.803739 = -1999369.684139 nChanged 38 SP:Iteration 54Q (5919.538928 sec): 3 clusters Score: Raw -2001261.138647 + Penalty 1888.803739 = -1999372.334907 nChanged 45 SP:Iteration 55Q (5919.608118 sec): 3 clusters Score: Raw -2001264.395373 + Penalty 1888.803739 = -1999375.591634 nChanged 53 SP:Iteration 56Q (5919.674830 sec): 3 clusters Score: Raw -2001267.758262 + Penalty 1888.803739 = -1999378.954523 nChanged 53 SP:Iteration 57Q (5919.739930 sec): 3 clusters Score: Raw -2001270.907244 + Penalty 1888.803739 = -1999382.103504 nChanged 48 SP:Iteration 58Q (5919.816569 sec): 3 clusters Score: Raw -2001274.396668 + Penalty 1888.803739 = -1999385.592928 nChanged 55 SP:Iteration 59Q (5919.878834 sec): 3 clusters Score: Raw -2001278.822471 + Penalty 1888.803739 = -1999390.018732 nChanged 66 SP:Iteration 60F (5919.947906 sec): 3 clusters Score: Raw -2001283.537948 + Penalty 1888.803739 = -1999394.734209 nChanged 73 SP:Iteration 61Q (5920.015957 sec): 3 clusters Score: Raw -2001290.266513 + Penalty 1888.803739 = -1999401.462773 nChanged 74 SP:Iteration 62Q (5920.086410 sec): 3 clusters Score: Raw -2001296.389155 + Penalty 1888.803739 = -1999407.585416 nChanged 61 SP:Iteration 63Q (5920.154686 sec): 3 clusters Score: Raw -2001300.808460 + Penalty 1888.803739 = -1999412.004721 nChanged 61 SP:Iteration 64Q (5920.222166 sec): 3 clusters Score: Raw -2001305.583887 + Penalty 1888.803739 = -1999416.780147 nChanged 61 SP:Iteration 65Q (5920.294686 sec): 3 clusters Score: Raw -2001310.724684 + Penalty 1888.803739 = -1999421.920944 nChanged 69 SP:Iteration 66Q (5920.356762 sec): 3 clusters Score: Raw -2001316.886687 + Penalty 1888.803739 = -1999428.082948 nChanged 72 SP:Iteration 67Q (5920.424296 sec): 3 clusters Score: Raw -2001323.787578 + Penalty 1888.803739 = -1999434.983838 nChanged 79 SP:Iteration 68Q (5920.501116 sec): 3 clusters Score: Raw -2001331.060837 + Penalty 1888.803739 = -1999442.257098 nChanged 88 SP:Iteration 69Q (5920.563602 sec): 3 clusters Score: Raw -2001338.521794 + Penalty 1888.803739 = -1999449.718055 nChanged 88 SP:Iteration 70Q (5920.638641 sec): 3 clusters Score: Raw -2001346.446144 + Penalty 1888.803739 = -1999457.642405 nChanged 75 SP:Iteration 71Q (5920.700798 sec): 3 clusters Score: Raw -2001352.978197 + Penalty 1888.803739 = -1999464.174458 nChanged 68 SP:Iteration 72Q (5920.770883 sec): 3 clusters Score: Raw -2001358.725373 + Penalty 1888.803739 = -1999469.921633 nChanged 64 SP:Iteration 73Q (5920.840480 sec): 3 clusters Score: Raw -2001364.001404 + Penalty 1888.803739 = -1999475.197664 nChanged 68 SP:Iteration 74Q (5920.916785 sec): 3 clusters Score: Raw -2001369.661460 + Penalty 1888.803739 = -1999480.857721 nChanged 72 SP:Iteration 75Q (5920.981130 sec): 3 clusters Score: Raw -2001376.004462 + Penalty 1888.803739 = -1999487.200722 nChanged 80 SP:Iteration 76Q (5921.047257 sec): 3 clusters Score: Raw -2001383.182506 + Penalty 1888.803739 = -1999494.378766 nChanged 93 SP:Iteration 77Q (5921.129232 sec): 3 clusters Score: Raw -2001393.338821 + Penalty 1888.803739 = -1999504.535082 nChanged 113 SP:Iteration 78Q (5921.191503 sec): 3 clusters Score: Raw -2001406.668284 + Penalty 1888.803739 = -1999517.864544 nChanged 121 SP:Iteration 79Q (5921.266765 sec): 3 clusters Score: Raw -2001421.194979 + Penalty 1888.803739 = -1999532.391240 nChanged 149 SP:Iteration 80F (5921.350722 sec): 3 clusters Score: Raw -2001440.284388 + Penalty 1888.803739 = -1999551.480649 nChanged 151 SP:Iteration 81Q (5921.427662 sec): 3 clusters Score: Raw -2001461.859430 + Penalty 1888.803739 = -1999573.055691 nChanged 151 SP:Iteration 82Q (5921.487510 sec): 3 clusters Score: Raw -2001483.447345 + Penalty 1888.803739 = -1999594.643605 nChanged 161 SP:Iteration 83Q (5921.555579 sec): 3 clusters Score: Raw -2001506.516791 + Penalty 1888.803739 = -1999617.713052 nChanged 148 SP:Iteration 84Q (5921.622281 sec): 3 clusters Score: Raw -2001527.816420 + Penalty 1888.803739 = -1999639.012681 nChanged 158 SP:Iteration 85Q (5921.696688 sec): 3 clusters Score: Raw -2001557.297697 + Penalty 1888.803739 = -1999668.493958 nChanged 169 SP:Iteration 86Q (5921.775490 sec): 3 clusters Score: Raw -2001587.003993 + Penalty 1888.803739 = -1999698.200253 nChanged 179 SP:Iteration 87Q (5921.837840 sec): 3 clusters Score: Raw -2001619.870843 + Penalty 1888.803739 = -1999731.067103 nChanged 189 SP:Iteration 88Q (5921.915016 sec): 3 clusters Score: Raw -2001658.785813 + Penalty 1888.803739 = -1999769.982074 nChanged 198 SP:Iteration 89Q (5921.990690 sec): 3 clusters Score: Raw -2001701.789559 + Penalty 1888.803739 = -1999812.985820 nChanged 202 SP:Iteration 90Q (5922.055617 sec): 3 clusters Score: Raw -2001746.084894 + Penalty 1888.803739 = -1999857.281155 nChanged 220 SP:Iteration 91Q (5922.136057 sec): 3 clusters Score: Raw -2001793.649194 + Penalty 1888.803739 = -1999904.845454 nChanged 212 SP:Iteration 92Q (5922.209969 sec): 3 clusters Score: Raw -2001840.429876 + Penalty 1888.803739 = -1999951.626136 nChanged 214 SP:Iteration 93Q (5922.283338 sec): 3 clusters Score: Raw -2001897.079809 + Penalty 1888.803739 = -2000008.276070 nChanged 230 SP:Iteration 94Q (5922.350606 sec): 3 clusters Score: Raw -2001964.472094 + Penalty 1888.803739 = -2000075.668355 nChanged 253 SP:Iteration 95Q (5922.418284 sec): 3 clusters Score: Raw -2002055.565249 + Penalty 1888.803739 = -2000166.761510 nChanged 288 SP:Iteration 96Q (5922.502186 sec): 3 clusters Score: Raw -2002171.568797 + Penalty 1888.803739 = -2000282.765058 nChanged 283 SP:Iteration 97Q (5922.575854 sec): 3 clusters Score: Raw -2002295.437771 + Penalty 1888.803739 = -2000406.634031 nChanged 312 SP:Iteration 98Q (5922.653500 sec): 3 clusters Score: Raw -2002430.469149 + Penalty 1888.803739 = -2000541.665410 nChanged 307 SP:Iteration 99Q (5922.727794 sec): 3 clusters Score: Raw -2002547.028977 + Penalty 1888.803739 = -2000658.225238 nChanged 290 SP:Iteration 100F (5922.800465 sec): 3 clusters Score: Raw -2002646.335353 + Penalty 1888.803739 = -2000757.531613 nChanged 252 SP:Iteration 101Q (5922.876309 sec): 3 clusters Score: Raw -2002731.003288 + Penalty 1888.803739 = -2000842.199548 nChanged 222 SP:Iteration 102Q (5922.949891 sec): 3 clusters Score: Raw -2002799.456474 + Penalty 1888.803739 = -2000910.652734 nChanged 187 SP:Iteration 103Q (5923.015265 sec): 3 clusters Score: Raw -2002855.164242 + Penalty 1888.803739 = -2000966.360502 nChanged 185 SP:Iteration 104Q (5923.093407 sec): 3 clusters Score: Raw -2002906.668146 + Penalty 1888.803739 = -2001017.864407 nChanged 189 SP:Iteration 105Q (5923.166869 sec): 3 clusters Score: Raw -2002958.283017 + Penalty 1888.803739 = -2001069.479278 nChanged 165 SP:Iteration 106Q (5923.238220 sec): 3 clusters Score: Raw -2003002.655514 + Penalty 1888.803739 = -2001113.851774 nChanged 150 SP:Iteration 107Q (5923.313306 sec): 3 clusters Score: Raw -2003041.435096 + Penalty 1888.803739 = -2001152.631356 nChanged 148 SP:Iteration 108Q (5923.389184 sec): 3 clusters Score: Raw -2003078.558761 + Penalty 1888.803739 = -2001189.755022 nChanged 125 SP:Iteration 109Q (5923.464493 sec): 3 clusters Score: Raw -2003109.868672 + Penalty 1888.803739 = -2001221.064933 nChanged 111 SP:Iteration 110Q (5923.539879 sec): 3 clusters Score: Raw -2003131.540044 + Penalty 1888.803739 = -2001242.736305 nChanged 102 SP:Iteration 111Q (5923.615248 sec): 3 clusters Score: Raw -2003150.561603 + Penalty 1888.803739 = -2001261.757864 nChanged 95 SP:Iteration 112Q (5923.690071 sec): 3 clusters Score: Raw -2003171.783630 + Penalty 1888.803739 = -2001282.979891 nChanged 109 SP:Iteration 113Q (5923.763874 sec): 3 clusters Score: Raw -2003194.605428 + Penalty 1888.803739 = -2001305.801688 nChanged 98 SP:Iteration 114Q (5923.825852 sec): 3 clusters Score: Raw -2003212.343088 + Penalty 1888.803739 = -2001323.539349 nChanged 79 SP:Iteration 115Q (5923.904356 sec): 3 clusters Score: Raw -2003225.580593 + Penalty 1888.803739 = -2001336.776854 nChanged 79 SP:Iteration 116Q (5923.968212 sec): 3 clusters Score: Raw -2003237.341193 + Penalty 1888.803739 = -2001348.537454 nChanged 68 SP:Iteration 117Q (5924.051095 sec): 3 clusters Score: Raw -2003248.563908 + Penalty 1888.803739 = -2001359.760168 nChanged 82 SP:Iteration 118Q (5924.124831 sec): 3 clusters Score: Raw -2003264.092987 + Penalty 1888.803739 = -2001375.289248 nChanged 79 SP:Iteration 119Q (5924.199722 sec): 3 clusters Score: Raw -2003278.583859 + Penalty 1888.803739 = -2001389.780119 nChanged 56 SP:Iteration 120F (5924.259595 sec): 3 clusters Score: Raw -2003286.476264 + Penalty 1888.803739 = -2001397.672524 nChanged 52 SP:Iteration 121Q (5924.328863 sec): 3 clusters Score: Raw -2003295.423854 + Penalty 1888.803739 = -2001406.620115 nChanged 50 SP:Iteration 122Q (5924.396568 sec): 3 clusters Score: Raw -2003302.796677 + Penalty 1888.803739 = -2001413.992938 nChanged 39 SP:Iteration 123Q (5924.463627 sec): 3 clusters Score: Raw -2003307.133665 + Penalty 1888.803739 = -2001418.329925 nChanged 32 SP:Iteration 124Q (5924.530981 sec): 3 clusters Score: Raw -2003311.074272 + Penalty 1888.803739 = -2001422.270533 nChanged 24 SP:Iteration 125Q (5924.590729 sec): 3 clusters Score: Raw -2003313.895624 + Penalty 1888.803739 = -2001425.091884 nChanged 19 SP:Iteration 126Q (5924.657608 sec): 3 clusters Score: Raw -2003315.585255 + Penalty 1888.803739 = -2001426.781516 nChanged 14 SP:Iteration 127Q (5924.718044 sec): 3 clusters Score: Raw -2003316.709214 + Penalty 1888.803739 = -2001427.905475 nChanged 12 SP:Iteration 128Q (5924.771293 sec): 3 clusters Score: Raw -2003317.640938 + Penalty 1888.803739 = -2001428.837199 nChanged 13 SP:Iteration 129Q (5924.849513 sec): 3 clusters Score: Raw -2003318.543864 + Penalty 1888.803739 = -2001429.740124 nChanged 16 SP:Iteration 130Q (5924.920945 sec): 3 clusters Score: Raw -2003319.335709 + Penalty 1888.803739 = -2001430.531969 nChanged 11 SP:Iteration 131Q (5924.974515 sec): 3 clusters Score: Raw -2003319.950227 + Penalty 1888.803739 = -2001431.146487 nChanged 6 SP:Iteration 132Q (5925.048633 sec): 3 clusters Score: Raw -2003320.491262 + Penalty 1888.803739 = -2001431.687523 nChanged 6 SP:Iteration 133Q (5925.107414 sec): 3 clusters Score: Raw -2003320.836107 + Penalty 1888.803739 = -2001432.032368 nChanged 6 SP:Iteration 134Q (5925.173287 sec): 3 clusters Score: Raw -2003321.267837 + Penalty 1888.803739 = -2001432.464097 nChanged 9 SP:Iteration 135Q (5925.239332 sec): 3 clusters Score: Raw -2003321.939611 + Penalty 1888.803739 = -2001433.135872 nChanged 4 SP:Iteration 136Q (5925.306213 sec): 3 clusters Score: Raw -2003322.150876 + Penalty 1888.803739 = -2001433.347136 nChanged 9 SP:Iteration 137Q (5925.372156 sec): 3 clusters Score: Raw -2003322.677502 + Penalty 1888.803739 = -2001433.873763 nChanged 11 SP:Iteration 138Q (5925.443964 sec): 3 clusters Score: Raw -2003323.497506 + Penalty 1888.803739 = -2001434.693766 nChanged 9 SP:Iteration 139Q (5925.503688 sec): 3 clusters Score: Raw -2003324.242327 + Penalty 1888.803739 = -2001435.438588 nChanged 10 SP:Iteration 140F (5925.577509 sec): 3 clusters Score: Raw -2003324.828861 + Penalty 1888.803739 = -2001436.025122 nChanged 5 SP:Iteration 141Q (5925.628767 sec): 3 clusters Score: Raw -2003325.203251 + Penalty 1888.803739 = -2001436.399511 nChanged 6 SP:Iteration 142Q (5925.704738 sec): 3 clusters Score: Raw -2003325.535402 + Penalty 1888.803739 = -2001436.731663 nChanged 4 SP:Iteration 143Q (5925.764791 sec): 3 clusters Score: Raw -2003325.637478 + Penalty 1888.803739 = -2001436.833738 nChanged 2 SP:Iteration 144Q (5925.831800 sec): 3 clusters Score: Raw -2003325.755851 + Penalty 1888.803739 = -2001436.952112 nChanged 3 SP:Iteration 145Q (5925.898178 sec): 3 clusters Score: Raw -2003325.933549 + Penalty 1888.803739 = -2001437.129809 nChanged 6 SP:Iteration 146Q (5925.962548 sec): 3 clusters Score: Raw -2003326.348398 + Penalty 1888.803739 = -2001437.544659 nChanged 5 SP:Iteration 147Q (5926.036223 sec): 3 clusters Score: Raw -2003326.818137 + Penalty 1888.803739 = -2001438.014397 nChanged 7 SP:Iteration 148Q (5926.098182 sec): 3 clusters Score: Raw -2003327.216592 + Penalty 1888.803739 = -2001438.412852 nChanged 7 SP:Iteration 149Q (5926.163999 sec): 3 clusters Score: Raw -2003327.599786 + Penalty 1888.803739 = -2001438.796046 nChanged 7 SP:Iteration 150Q (5926.227637 sec): 3 clusters Score: Raw -2003328.160774 + Penalty 1888.803739 = -2001439.357034 nChanged 12 SP:Iteration 151Q (5926.298098 sec): 3 clusters Score: Raw -2003329.284356 + Penalty 1888.803739 = -2001440.480617 nChanged 10 SP:Iteration 152Q (5926.373634 sec): 3 clusters Score: Raw -2003330.393511 + Penalty 1888.803739 = -2001441.589772 nChanged 11 SP:Iteration 153Q (5926.448792 sec): 3 clusters Score: Raw -2003331.840470 + Penalty 1888.803739 = -2001443.036731 nChanged 15 SP:Iteration 154Q (5926.515354 sec): 3 clusters Score: Raw -2003333.513937 + Penalty 1888.803739 = -2001444.710197 nChanged 15 SP:Iteration 155Q (5926.590763 sec): 3 clusters Score: Raw -2003335.283301 + Penalty 1888.803739 = -2001446.479561 nChanged 14 SP:Iteration 156Q (5926.653197 sec): 3 clusters Score: Raw -2003337.068028 + Penalty 1888.803739 = -2001448.264288 nChanged 17 SP:Iteration 157Q (5926.735106 sec): 3 clusters Score: Raw -2003339.476097 + Penalty 1888.803739 = -2001450.672357 nChanged 18 SP:Iteration 158Q (5926.805189 sec): 3 clusters Score: Raw -2003341.840224 + Penalty 1888.803739 = -2001453.036484 nChanged 14 SP:Iteration 159Q (5926.867521 sec): 3 clusters Score: Raw -2003343.759451 + Penalty 1888.803739 = -2001454.955712 nChanged 21 SP:Iteration 160F (5926.945576 sec): 3 clusters Score: Raw -2003347.626138 + Penalty 1888.803739 = -2001458.822399 nChanged 22 SP:Iteration 161Q (5927.015657 sec): 3 clusters Score: Raw -2003352.114230 + Penalty 1888.803739 = -2001463.310490 nChanged 26 SP:Iteration 162Q (5927.082550 sec): 3 clusters Score: Raw -2003355.772525 + Penalty 1888.803739 = -2001466.968785 nChanged 23 SP:Iteration 163Q (5927.157189 sec): 3 clusters Score: Raw -2003358.148137 + Penalty 1888.803739 = -2001469.344398 nChanged 11 SP:Iteration 164Q (5927.226940 sec): 3 clusters Score: Raw -2003359.088758 + Penalty 1888.803739 = -2001470.285018 nChanged 9 SP:Iteration 165Q (5927.301428 sec): 3 clusters Score: Raw -2003359.757668 + Penalty 1888.803739 = -2001470.953928 nChanged 12 SP:Iteration 166Q (5927.373550 sec): 3 clusters Score: Raw -2003360.729991 + Penalty 1888.803739 = -2001471.926251 nChanged 12 SP:Iteration 167Q (5927.448763 sec): 3 clusters Score: Raw -2003361.765839 + Penalty 1888.803739 = -2001472.962100 nChanged 10 SP:Iteration 168Q (5927.522677 sec): 3 clusters Score: Raw -2003362.629545 + Penalty 1888.803739 = -2001473.825805 nChanged 10 SP:Iteration 169Q (5927.587936 sec): 3 clusters Score: Raw -2003363.476981 + Penalty 1888.803739 = -2001474.673242 nChanged 7 SP:Iteration 170Q (5927.666014 sec): 3 clusters Score: Raw -2003363.946966 + Penalty 1888.803739 = -2001475.143226 nChanged 8 SP:Iteration 171Q (5927.728674 sec): 3 clusters Score: Raw -2003364.517494 + Penalty 1888.803739 = -2001475.713754 nChanged 6 SP:Iteration 172Q (5927.802449 sec): 3 clusters Score: Raw -2003364.912961 + Penalty 1888.803739 = -2001476.109222 nChanged 8 SP:Iteration 173Q (5927.876118 sec): 3 clusters Score: Raw -2003365.752054 + Penalty 1888.803739 = -2001476.948314 nChanged 7 SP:Iteration 174Q (5927.950559 sec): 3 clusters Score: Raw -2003366.676558 + Penalty 1888.803739 = -2001477.872818 nChanged 9 SP:Iteration 175Q (5928.022671 sec): 3 clusters Score: Raw -2003367.426311 + Penalty 1888.803739 = -2001478.622571 nChanged 6 SP:Iteration 176Q (5928.088301 sec): 3 clusters Score: Raw -2003368.331383 + Penalty 1888.803739 = -2001479.527643 nChanged 7 SP:Iteration 177Q (5928.165207 sec): 3 clusters Score: Raw -2003369.171927 + Penalty 1888.803739 = -2001480.368188 nChanged 6 SP:Iteration 178Q (5928.237528 sec): 3 clusters Score: Raw -2003370.123415 + Penalty 1888.803739 = -2001481.319676 nChanged 6 SP:Iteration 179Q (5928.306975 sec): 3 clusters Score: Raw -2003370.689042 + Penalty 1888.803739 = -2001481.885303 nChanged 6 SP:Iteration 180F (5928.382971 sec): 3 clusters Score: Raw -2003371.212319 + Penalty 1888.803739 = -2001482.408580 nChanged 12 SP:Iteration 181Q (5928.455870 sec): 3 clusters Score: Raw -2003372.452736 + Penalty 1888.803739 = -2001483.648997 nChanged 11 SP:Iteration 182Q (5928.534875 sec): 3 clusters Score: Raw -2003373.565494 + Penalty 1888.803739 = -2001484.761754 nChanged 10 SP:Iteration 183Q (5928.607445 sec): 3 clusters Score: Raw -2003374.496268 + Penalty 1888.803739 = -2001485.692528 nChanged 12 SP:Iteration 184Q (5928.682207 sec): 3 clusters Score: Raw -2003375.390869 + Penalty 1888.803739 = -2001486.587130 nChanged 7 SP:Iteration 185Q (5928.756430 sec): 3 clusters Score: Raw -2003376.032075 + Penalty 1888.803739 = -2001487.228335 nChanged 8 SP:Iteration 186Q (5928.831175 sec): 3 clusters Score: Raw -2003376.713259 + Penalty 1888.803739 = -2001487.909519 nChanged 7 SP:Iteration 187Q (5928.904741 sec): 3 clusters Score: Raw -2003377.507183 + Penalty 1888.803739 = -2001488.703443 nChanged 8 SP:Iteration 188Q (5928.975630 sec): 3 clusters Score: Raw -2003378.113734 + Penalty 1888.803739 = -2001489.309994 nChanged 6 SP:Iteration 189Q (5929.049986 sec): 3 clusters Score: Raw -2003378.396430 + Penalty 1888.803739 = -2001489.592690 nChanged 5 SP:Iteration 190Q (5929.121618 sec): 3 clusters Score: Raw -2003378.666344 + Penalty 1888.803739 = -2001489.862604 nChanged 3 SP:Iteration 191Q (5929.190762 sec): 3 clusters Score: Raw -2003379.285358 + Penalty 1888.803739 = -2001490.481618 nChanged 6 SP:Iteration 192Q (5929.264645 sec): 3 clusters Score: Raw -2003379.866648 + Penalty 1888.803739 = -2001491.062908 nChanged 8 SP:Iteration 193Q (5929.336212 sec): 3 clusters Score: Raw -2003380.430962 + Penalty 1888.803739 = -2001491.627223 nChanged 9 SP:Iteration 194Q (5929.407040 sec): 3 clusters Score: Raw -2003381.403508 + Penalty 1888.803739 = -2001492.599768 nChanged 9 SP:Iteration 195Q (5929.469561 sec): 3 clusters Score: Raw -2003382.411439 + Penalty 1888.803739 = -2001493.607699 nChanged 13 SP:Iteration 196Q (5929.538967 sec): 3 clusters Score: Raw -2003384.128228 + Penalty 1888.803739 = -2001495.324489 nChanged 13 SP:Iteration 197Q (5929.607486 sec): 3 clusters Score: Raw -2003385.971545 + Penalty 1888.803739 = -2001497.167805 nChanged 11 SP:Iteration 198Q (5929.673025 sec): 3 clusters Score: Raw -2003387.010026 + Penalty 1888.803739 = -2001498.206286 nChanged 10 SP:Iteration 199Q (5929.734859 sec): 3 clusters Score: Raw -2003387.823670 + Penalty 1888.803739 = -2001499.019931 nChanged 8 SP:Iteration 200F (5929.798153 sec): 3 clusters Score: Raw -2003388.760114 + Penalty 1888.803739 = -2001499.956374 nChanged 5 SP:Iteration 201Q (5929.872813 sec): 3 clusters Score: Raw -2003389.034503 + Penalty 1888.803739 = -2001500.230764 nChanged 4 SP:Iteration 202Q (5929.936050 sec): 3 clusters Score: Raw -2003389.223285 + Penalty 1888.803739 = -2001500.419545 nChanged 2 SP:Iteration 203Q (5930.004794 sec): 3 clusters Score: Raw -2003389.385393 + Penalty 1888.803739 = -2001500.581654 nChanged 2 SP:Iteration 204Q (5930.078064 sec): 3 clusters Score: Raw -2003389.458822 + Penalty 1888.803739 = -2001500.655083 nChanged 4 SP:Iteration 205Q (5930.151273 sec): 3 clusters Score: Raw -2003389.683037 + Penalty 1888.803739 = -2001500.879297 nChanged 3 SP:Iteration 206Q (5930.209536 sec): 3 clusters Score: Raw -2003389.790078 + Penalty 1888.803739 = -2001500.986339 nChanged 2 SP:Iteration 207Q (5930.276797 sec): 3 clusters Score: Raw -2003389.867689 + Penalty 1888.803739 = -2001501.063949 nChanged 1 SP:Iteration 208Q (5930.337653 sec): 3 clusters Score: Raw -2003389.892452 + Penalty 1888.803739 = -2001501.088713 nChanged 1 SP:Iteration 209Q (5930.411308 sec): 3 clusters Score: Raw -2003389.946406 + Penalty 1888.803739 = -2001501.142666 nChanged 2 SP:Iteration 210Q (5930.473232 sec): 3 clusters Score: Raw -2003389.968387 + Penalty 1888.803739 = -2001501.164648 nChanged 0 SP:Iteration 211F (5930.542947 sec): 3 clusters Score: Raw -2003389.968387 + Penalty 1888.803739 = -2001501.164648 nChanged 0 Score: Raw -58498030.564363 + Penalty 49431.021155 = -58448599.543207 Splitting cluster 38 changes total score from -58448750.360357 to -58448599.543207 So it's not getting split. Iteration 339Q (5947.470988 sec): 39 clusters Score: Raw -58496919.159919 + Penalty 48163.559074 = -58448755.600844 nChanged 147 Iteration 340F (5958.670935 sec): 39 clusters Score: Raw -58496923.121348 + Penalty 48163.559074 = -58448759.562273 nChanged 154 Iteration 341Q (5964.802513 sec): 39 clusters Score: Raw -58496927.973942 + Penalty 48163.559074 = -58448764.414868 nChanged 161 Iteration 342Q (5970.759523 sec): 39 clusters Score: Raw -58496932.930862 + Penalty 48163.559074 = -58448769.371788 nChanged 169 Iteration 343Q (5976.583084 sec): 39 clusters Score: Raw -58496938.156727 + Penalty 48163.559074 = -58448774.597653 nChanged 153 Iteration 344Q (5982.390937 sec): 39 clusters Score: Raw -58496943.160138 + Penalty 48163.559074 = -58448779.601063 nChanged 166 Iteration 345Q (5988.217568 sec): 39 clusters Score: Raw -58496948.507651 + Penalty 48163.559074 = -58448784.948576 nChanged 166 Iteration 346Q (5993.620919 sec): 39 clusters Score: Raw -58496953.772528 + Penalty 48163.559074 = -58448790.213454 nChanged 165 Iteration 347Q (5999.724316 sec): 39 clusters Score: Raw -58496959.790012 + Penalty 48163.559074 = -58448796.230938 nChanged 175 Iteration 348Q (6005.671700 sec): 39 clusters Score: Raw -58496966.005570 + Penalty 48163.559074 = -58448802.446496 nChanged 182 Iteration 349Q (6011.403872 sec): 39 clusters Score: Raw -58496972.168988 + Penalty 48163.559074 = -58448808.609913 nChanged 168 Iteration 350Q (6017.008371 sec): 39 clusters Score: Raw -58496978.290245 + Penalty 48163.559074 = -58448814.731171 nChanged 207 Iteration 351Q (6022.690037 sec): 39 clusters Score: Raw -58496984.353503 + Penalty 48163.559074 = -58448820.794428 nChanged 211 Iteration 352Q (6028.655264 sec): 39 clusters Score: Raw -58496991.166837 + Penalty 48163.559074 = -58448827.607763 nChanged 214 Iteration 353Q (6034.584308 sec): 39 clusters Score: Raw -58496998.119324 + Penalty 48163.559074 = -58448834.560250 nChanged 226 Iteration 354Q (6040.431117 sec): 39 clusters Score: Raw -58497004.839922 + Penalty 48163.559074 = -58448841.280848 nChanged 239 Iteration 355Q (6046.024538 sec): 39 clusters Score: Raw -58497012.168129 + Penalty 48163.559074 = -58448848.609055 nChanged 225 Iteration 356Q (6051.569011 sec): 39 clusters Score: Raw -58497019.947914 + Penalty 48163.559074 = -58448856.388839 nChanged 208 Iteration 357Q (6057.385794 sec): 39 clusters Score: Raw -58497029.103440 + Penalty 48163.559074 = -58448865.544365 nChanged 232 Iteration 358Q (6063.412129 sec): 39 clusters Score: Raw -58497038.510109 + Penalty 48163.559074 = -58448874.951034 nChanged 232 Iteration 359Q (6069.260556 sec): 39 clusters Score: Raw -58497046.526363 + Penalty 48163.559074 = -58448882.967289 nChanged 228 Iteration 360F (6080.419181 sec): 39 clusters Score: Raw -58497054.081977 + Penalty 48163.559074 = -58448890.522903 nChanged 200 Iteration 361Q (6086.306881 sec): 39 clusters Score: Raw -58497060.635070 + Penalty 48163.559074 = -58448897.075996 nChanged 203 Iteration 362Q (6091.993550 sec): 39 clusters Score: Raw -58497066.086545 + Penalty 48163.559074 = -58448902.527471 nChanged 178 Iteration 363Q (6097.491275 sec): 39 clusters Score: Raw -58497071.042116 + Penalty 48163.559074 = -58448907.483041 nChanged 184 Iteration 364Q (6103.219765 sec): 39 clusters Score: Raw -58497075.915288 + Penalty 48163.559074 = -58448912.356214 nChanged 194 Iteration 365Q (6108.476928 sec): 39 clusters Score: Raw -58497081.929562 + Penalty 48163.559074 = -58448918.370488 nChanged 204 Iteration 366Q (6114.426416 sec): 39 clusters Score: Raw -58497088.096661 + Penalty 48163.559074 = -58448924.537587 nChanged 202 Iteration 367Q (6120.434933 sec): 39 clusters Score: Raw -58497094.544317 + Penalty 48163.559074 = -58448930.985243 nChanged 192 Iteration 368Q (6126.314050 sec): 39 clusters Score: Raw -58497101.161301 + Penalty 48163.559074 = -58448937.602227 nChanged 192 Iteration 369Q (6131.864371 sec): 39 clusters Score: Raw -58497107.864397 + Penalty 48163.559074 = -58448944.305322 nChanged 191 Iteration 370Q (6137.442793 sec): 39 clusters Score: Raw -58497114.694364 + Penalty 48163.559074 = -58448951.135290 nChanged 187 Iteration 371Q (6143.129556 sec): 39 clusters Score: Raw -58497121.316319 + Penalty 48163.559074 = -58448957.757244 nChanged 190 Iteration 372Q (6148.516724 sec): 39 clusters Score: Raw -58497127.282051 + Penalty 48163.559074 = -58448963.722977 nChanged 192 Iteration 373Q (6154.218726 sec): 39 clusters Score: Raw -58497132.731127 + Penalty 48163.559074 = -58448969.172052 nChanged 196 Iteration 374Q (6159.841576 sec): 39 clusters Score: Raw -58497138.163892 + Penalty 48163.559074 = -58448974.604818 nChanged 189 Iteration 375Q (6165.428154 sec): 39 clusters Score: Raw -58497142.947867 + Penalty 48163.559074 = -58448979.388792 nChanged 170 Iteration 376Q (6171.233291 sec): 39 clusters Score: Raw -58497147.457914 + Penalty 48163.559074 = -58448983.898839 nChanged 172 Iteration 377Q (6176.875198 sec): 39 clusters Score: Raw -58497152.689285 + Penalty 48163.559074 = -58448989.130211 nChanged 153 Iteration 378Q (6182.462231 sec): 39 clusters Score: Raw -58497157.549217 + Penalty 48163.559074 = -58448993.990143 nChanged 174 Writing temp clu file Because OldScore, -58448989.130211, is greater than current (better) Score,-58448993.990143 Compute initial score before splitting: Score: Raw -58497157.549217 + Penalty 48163.559074 = -58448993.990143 Trying to split cluster 1 (4594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6182.639217 sec): 2 clusters Score: Raw -433590.038588 + Penalty 801.088106 = -432788.950481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6182.678123 sec): 3 clusters Score: Raw -431071.851111 + Penalty 1602.176213 = -429469.674898 nChanged 1944 SP:Iteration 1F (6182.730640 sec): 3 clusters Score: Raw -432107.289968 + Penalty 1602.176213 = -430505.113756 nChanged 322 SP:Iteration 2F (6182.766518 sec): 3 clusters Score: Raw -432283.756002 + Penalty 1602.176213 = -430681.579789 nChanged 266 SP:Iteration 3F (6182.813442 sec): 3 clusters Score: Raw -432439.790160 + Penalty 1602.176213 = -430837.613947 nChanged 263 SP:Iteration 4F (6182.857669 sec): 3 clusters Score: Raw -432608.844172 + Penalty 1602.176213 = -431006.667959 nChanged 244 SP:Iteration 5F (6182.902085 sec): 3 clusters Score: Raw -432788.524469 + Penalty 1602.176213 = -431186.348256 nChanged 260 SP:Iteration 6F (6182.944534 sec): 3 clusters Score: Raw -432972.483524 + Penalty 1602.176213 = -431370.307311 nChanged 224 SP:Iteration 7Q (6182.987445 sec): 3 clusters Score: Raw -433117.356552 + Penalty 1602.176213 = -431515.180339 nChanged 165 SP:Iteration 8Q (6183.026444 sec): 3 clusters Score: Raw -433223.793826 + Penalty 1602.176213 = -431621.617613 nChanged 148 SP:Iteration 9Q (6183.065306 sec): 3 clusters Score: Raw -433301.664884 + Penalty 1602.176213 = -431699.488671 nChanged 116 SP:Iteration 10Q (6183.106142 sec): 3 clusters Score: Raw -433347.790014 + Penalty 1602.176213 = -431745.613801 nChanged 80 SP:Iteration 11Q (6183.152480 sec): 3 clusters Score: Raw -433381.403201 + Penalty 1602.176213 = -431779.226988 nChanged 77 SP:Iteration 12Q (6183.201911 sec): 3 clusters Score: Raw -433411.473384 + Penalty 1602.176213 = -431809.297171 nChanged 62 SP:Iteration 13Q (6183.246345 sec): 3 clusters Score: Raw -433432.374853 + Penalty 1602.176213 = -431830.198640 nChanged 50 SP:Iteration 14Q (6183.295953 sec): 3 clusters Score: Raw -433452.273128 + Penalty 1602.176213 = -431850.096915 nChanged 39 SP:Iteration 15Q (6183.331432 sec): 3 clusters Score: Raw -433466.656763 + Penalty 1602.176213 = -431864.480550 nChanged 40 SP:Iteration 16Q (6183.380365 sec): 3 clusters Score: Raw -433482.087814 + Penalty 1602.176213 = -431879.911601 nChanged 29 SP:Iteration 17Q (6183.433840 sec): 3 clusters Score: Raw -433491.992345 + Penalty 1602.176213 = -431889.816133 nChanged 28 SP:Iteration 18Q (6183.478613 sec): 3 clusters Score: Raw -433503.456381 + Penalty 1602.176213 = -431901.280168 nChanged 29 SP:Iteration 19Q (6183.520077 sec): 3 clusters Score: Raw -433517.126941 + Penalty 1602.176213 = -431914.950728 nChanged 32 SP:Iteration 20F (6183.566075 sec): 3 clusters Score: Raw -433532.936857 + Penalty 1602.176213 = -431930.760644 nChanged 38 SP:Iteration 21Q (6183.618614 sec): 3 clusters Score: Raw -433549.506232 + Penalty 1602.176213 = -431947.330019 nChanged 39 SP:Iteration 22Q (6183.664209 sec): 3 clusters Score: Raw -433566.609553 + Penalty 1602.176213 = -431964.433340 nChanged 49 SP:Iteration 23Q (6183.714106 sec): 3 clusters Score: Raw -433590.767024 + Penalty 1602.176213 = -431988.590811 nChanged 45 SP:Iteration 24Q (6183.745886 sec): 3 clusters Score: Raw -433615.366337 + Penalty 1602.176213 = -432013.190124 nChanged 57 SP:Iteration 25Q (6183.786320 sec): 3 clusters Score: Raw -433638.005676 + Penalty 1602.176213 = -432035.829463 nChanged 35 SP:Iteration 26Q (6183.836584 sec): 3 clusters Score: Raw -433650.149334 + Penalty 1602.176213 = -432047.973121 nChanged 30 SP:Iteration 27Q (6183.892005 sec): 3 clusters Score: Raw -433658.941665 + Penalty 1602.176213 = -432056.765452 nChanged 31 SP:Iteration 28Q (6183.932307 sec): 3 clusters Score: Raw -433668.252911 + Penalty 1602.176213 = -432066.076699 nChanged 32 SP:Iteration 29Q (6183.971635 sec): 3 clusters Score: Raw -433678.952719 + Penalty 1602.176213 = -432076.776506 nChanged 24 SP:Iteration 30Q (6184.022442 sec): 3 clusters Score: Raw -433685.151982 + Penalty 1602.176213 = -432082.975770 nChanged 15 SP:Iteration 31Q (6184.061804 sec): 3 clusters Score: Raw -433688.161135 + Penalty 1602.176213 = -432085.984922 nChanged 16 SP:Iteration 32Q (6184.097605 sec): 3 clusters Score: Raw -433691.014446 + Penalty 1602.176213 = -432088.838233 nChanged 6 SP:Iteration 33Q (6184.143476 sec): 3 clusters Score: Raw -433692.607105 + Penalty 1602.176213 = -432090.430892 nChanged 8 SP:Iteration 34Q (6184.190538 sec): 3 clusters Score: Raw -433693.914017 + Penalty 1602.176213 = -432091.737804 nChanged 9 SP:Iteration 35Q (6184.239860 sec): 3 clusters Score: Raw -433695.178924 + Penalty 1602.176213 = -432093.002711 nChanged 5 SP:Iteration 36Q (6184.299881 sec): 3 clusters Score: Raw -433696.128015 + Penalty 1602.176213 = -432093.951802 nChanged 4 SP:Iteration 37Q (6184.335181 sec): 3 clusters Score: Raw -433696.616316 + Penalty 1602.176213 = -432094.440103 nChanged 5 SP:Iteration 38Q (6184.375801 sec): 3 clusters Score: Raw -433697.796857 + Penalty 1602.176213 = -432095.620644 nChanged 5 SP:Iteration 39Q (6184.421069 sec): 3 clusters Score: Raw -433698.447839 + Penalty 1602.176213 = -432096.271626 nChanged 1 SP:Iteration 40F (6184.478407 sec): 3 clusters Score: Raw -433698.524621 + Penalty 1602.176213 = -432096.348408 nChanged 2 SP:Iteration 41Q (6184.520549 sec): 3 clusters Score: Raw -433698.663521 + Penalty 1602.176213 = -432096.487308 nChanged 0 SP:Iteration 42F (6184.575023 sec): 3 clusters Score: Raw -433698.663521 + Penalty 1602.176213 = -432096.487308 nChanged 0 Trying to split cluster 2 (58215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6184.658842 sec): 2 clusters Score: Raw -5702900.501179 + Penalty 1042.330342 = -5701858.170838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6184.766690 sec): 3 clusters Score: Raw -5665069.775496 + Penalty 2084.660683 = -5662985.114813 nChanged 27919 SP:Iteration 1F (6184.861707 sec): 3 clusters Score: Raw -5682180.404435 + Penalty 2084.660683 = -5680095.743752 nChanged 2985 SP:Iteration 2F (6184.979954 sec): 3 clusters Score: Raw -5683423.830446 + Penalty 2084.660683 = -5681339.169763 nChanged 3249 SP:Iteration 3F (6185.096047 sec): 3 clusters Score: Raw -5684991.182838 + Penalty 2084.660683 = -5682906.522155 nChanged 3470 SP:Iteration 4F (6185.210123 sec): 3 clusters Score: Raw -5686856.084488 + Penalty 2084.660683 = -5684771.423805 nChanged 3550 SP:Iteration 5F (6185.309343 sec): 3 clusters Score: Raw -5688863.809259 + Penalty 2084.660683 = -5686779.148576 nChanged 3399 SP:Iteration 6F (6185.408201 sec): 3 clusters Score: Raw -5690830.553426 + Penalty 2084.660683 = -5688745.892743 nChanged 3113 SP:Iteration 7F (6185.521564 sec): 3 clusters Score: Raw -5692760.192932 + Penalty 2084.660683 = -5690675.532249 nChanged 2753 SP:Iteration 8Q (6185.620963 sec): 3 clusters Score: Raw -5694596.841858 + Penalty 2084.660683 = -5692512.181174 nChanged 2373 SP:Iteration 9Q (6185.739685 sec): 3 clusters Score: Raw -5696045.870557 + Penalty 2084.660683 = -5693961.209874 nChanged 1881 SP:Iteration 10Q (6185.851703 sec): 3 clusters Score: Raw -5696944.300247 + Penalty 2084.660683 = -5694859.639563 nChanged 1362 SP:Iteration 11Q (6185.959835 sec): 3 clusters Score: Raw -5697440.406226 + Penalty 2084.660683 = -5695355.745543 nChanged 939 SP:Iteration 12Q (6186.073195 sec): 3 clusters Score: Raw -5697720.347060 + Penalty 2084.660683 = -5695635.686377 nChanged 763 SP:Iteration 13Q (6186.182998 sec): 3 clusters Score: Raw -5697914.882475 + Penalty 2084.660683 = -5695830.221792 nChanged 691 SP:Iteration 14Q (6186.298200 sec): 3 clusters Score: Raw -5698082.931905 + Penalty 2084.660683 = -5695998.271221 nChanged 693 SP:Iteration 15Q (6186.399631 sec): 3 clusters Score: Raw -5698259.606096 + Penalty 2084.660683 = -5696174.945413 nChanged 693 SP:Iteration 16Q (6186.505993 sec): 3 clusters Score: Raw -5698435.918166 + Penalty 2084.660683 = -5696351.257483 nChanged 696 SP:Iteration 17Q (6186.621446 sec): 3 clusters Score: Raw -5698616.363623 + Penalty 2084.660683 = -5696531.702940 nChanged 688 SP:Iteration 18Q (6186.731354 sec): 3 clusters Score: Raw -5698787.703478 + Penalty 2084.660683 = -5696703.042795 nChanged 669 SP:Iteration 19Q (6186.838071 sec): 3 clusters Score: Raw -5698949.638516 + Penalty 2084.660683 = -5696864.977833 nChanged 653 SP:Iteration 20F (6186.946603 sec): 3 clusters Score: Raw -5699108.188080 + Penalty 2084.660683 = -5697023.527397 nChanged 659 SP:Iteration 21Q (6187.049756 sec): 3 clusters Score: Raw -5699282.563367 + Penalty 2084.660683 = -5697197.902683 nChanged 689 SP:Iteration 22Q (6187.153149 sec): 3 clusters Score: Raw -5699481.873366 + Penalty 2084.660683 = -5697397.212683 nChanged 693 SP:Iteration 23Q (6187.251597 sec): 3 clusters Score: Raw -5699687.213665 + Penalty 2084.660683 = -5697602.552982 nChanged 657 SP:Iteration 24Q (6187.373662 sec): 3 clusters Score: Raw -5699901.032191 + Penalty 2084.660683 = -5697816.371508 nChanged 668 SP:Iteration 25Q (6187.472955 sec): 3 clusters Score: Raw -5700120.312713 + Penalty 2084.660683 = -5698035.652030 nChanged 656 SP:Iteration 26Q (6187.588673 sec): 3 clusters Score: Raw -5700348.371277 + Penalty 2084.660683 = -5698263.710594 nChanged 618 SP:Iteration 27Q (6187.688820 sec): 3 clusters Score: Raw -5700579.653107 + Penalty 2084.660683 = -5698494.992424 nChanged 611 SP:Iteration 28Q (6187.773600 sec): 3 clusters Score: Raw -5700812.666622 + Penalty 2084.660683 = -5698728.005938 nChanged 613 SP:Iteration 29Q (6187.873953 sec): 3 clusters Score: Raw -5701061.737972 + Penalty 2084.660683 = -5698977.077288 nChanged 576 SP:Iteration 30Q (6187.972707 sec): 3 clusters Score: Raw -5701303.737547 + Penalty 2084.660683 = -5699219.076864 nChanged 557 SP:Iteration 31Q (6188.081264 sec): 3 clusters Score: Raw -5701549.314018 + Penalty 2084.660683 = -5699464.653335 nChanged 529 SP:Iteration 32Q (6188.179026 sec): 3 clusters Score: Raw -5701800.158826 + Penalty 2084.660683 = -5699715.498143 nChanged 491 SP:Iteration 33Q (6188.275604 sec): 3 clusters Score: Raw -5702022.116449 + Penalty 2084.660683 = -5699937.455765 nChanged 433 SP:Iteration 34Q (6188.382329 sec): 3 clusters Score: Raw -5702220.738442 + Penalty 2084.660683 = -5700136.077759 nChanged 391 SP:Iteration 35Q (6188.492018 sec): 3 clusters Score: Raw -5702387.039721 + Penalty 2084.660683 = -5700302.379037 nChanged 352 SP:Iteration 36Q (6188.594532 sec): 3 clusters Score: Raw -5702541.179098 + Penalty 2084.660683 = -5700456.518415 nChanged 289 SP:Iteration 37Q (6188.703969 sec): 3 clusters Score: Raw -5702677.047332 + Penalty 2084.660683 = -5700592.386649 nChanged 281 SP:Iteration 38Q (6188.802620 sec): 3 clusters Score: Raw -5702791.455797 + Penalty 2084.660683 = -5700706.795114 nChanged 225 SP:Iteration 39Q (6188.903706 sec): 3 clusters Score: Raw -5702876.204631 + Penalty 2084.660683 = -5700791.543947 nChanged 184 SP:Iteration 40F (6189.012241 sec): 3 clusters Score: Raw -5702942.580348 + Penalty 2084.660683 = -5700857.919665 nChanged 152 SP:Iteration 41Q (6189.120037 sec): 3 clusters Score: Raw -5703005.337151 + Penalty 2084.660683 = -5700920.676468 nChanged 128 SP:Iteration 42Q (6189.216465 sec): 3 clusters Score: Raw -5703061.769258 + Penalty 2084.660683 = -5700977.108575 nChanged 126 SP:Iteration 43Q (6189.326238 sec): 3 clusters Score: Raw -5703111.086976 + Penalty 2084.660683 = -5701026.426293 nChanged 90 SP:Iteration 44Q (6189.416615 sec): 3 clusters Score: Raw -5703143.536863 + Penalty 2084.660683 = -5701058.876180 nChanged 72 SP:Iteration 45Q (6189.519521 sec): 3 clusters Score: Raw -5703170.062977 + Penalty 2084.660683 = -5701085.402293 nChanged 70 SP:Iteration 46Q (6189.617680 sec): 3 clusters Score: Raw -5703193.406338 + Penalty 2084.660683 = -5701108.745655 nChanged 71 SP:Iteration 47Q (6189.719161 sec): 3 clusters Score: Raw -5703214.689257 + Penalty 2084.660683 = -5701130.028573 nChanged 44 SP:Iteration 48Q (6189.790088 sec): 3 clusters Score: Raw -5703226.237281 + Penalty 2084.660683 = -5701141.576598 nChanged 39 SP:Iteration 49Q (6189.859551 sec): 3 clusters Score: Raw -5703234.979709 + Penalty 2084.660683 = -5701150.319026 nChanged 31 SP:Iteration 50Q (6189.962978 sec): 3 clusters Score: Raw -5703240.900392 + Penalty 2084.660683 = -5701156.239708 nChanged 26 SP:Iteration 51Q (6190.057457 sec): 3 clusters Score: Raw -5703246.244173 + Penalty 2084.660683 = -5701161.583490 nChanged 25 SP:Iteration 52Q (6190.165040 sec): 3 clusters Score: Raw -5703250.968954 + Penalty 2084.660683 = -5701166.308271 nChanged 27 SP:Iteration 53Q (6190.262428 sec): 3 clusters Score: Raw -5703257.429428 + Penalty 2084.660683 = -5701172.768744 nChanged 19 SP:Iteration 54Q (6190.360505 sec): 3 clusters Score: Raw -5703263.122204 + Penalty 2084.660683 = -5701178.461521 nChanged 21 SP:Iteration 55Q (6190.463849 sec): 3 clusters Score: Raw -5703267.788998 + Penalty 2084.660683 = -5701183.128315 nChanged 23 SP:Iteration 56Q (6190.559185 sec): 3 clusters Score: Raw -5703273.445259 + Penalty 2084.660683 = -5701188.784575 nChanged 19 SP:Iteration 57Q (6190.653077 sec): 3 clusters Score: Raw -5703278.277222 + Penalty 2084.660683 = -5701193.616539 nChanged 13 SP:Iteration 58Q (6190.746091 sec): 3 clusters Score: Raw -5703281.614329 + Penalty 2084.660683 = -5701196.953646 nChanged 13 SP:Iteration 59Q (6190.844128 sec): 3 clusters Score: Raw -5703284.894664 + Penalty 2084.660683 = -5701200.233981 nChanged 9 SP:Iteration 60F (6190.940753 sec): 3 clusters Score: Raw -5703288.181979 + Penalty 2084.660683 = -5701203.521296 nChanged 14 SP:Iteration 61Q (6191.039300 sec): 3 clusters Score: Raw -5703295.589178 + Penalty 2084.660683 = -5701210.928495 nChanged 14 SP:Iteration 62Q (6191.145736 sec): 3 clusters Score: Raw -5703301.135775 + Penalty 2084.660683 = -5701216.475092 nChanged 17 SP:Iteration 63Q (6191.234778 sec): 3 clusters Score: Raw -5703307.051446 + Penalty 2084.660683 = -5701222.390763 nChanged 14 SP:Iteration 64Q (6191.334818 sec): 3 clusters Score: Raw -5703310.533595 + Penalty 2084.660683 = -5701225.872912 nChanged 9 SP:Iteration 65Q (6191.425478 sec): 3 clusters Score: Raw -5703312.275220 + Penalty 2084.660683 = -5701227.614537 nChanged 2 SP:Iteration 66Q (6191.516663 sec): 3 clusters Score: Raw -5703312.595815 + Penalty 2084.660683 = -5701227.935132 nChanged 2 SP:Iteration 67Q (6191.613999 sec): 3 clusters Score: Raw -5703313.126554 + Penalty 2084.660683 = -5701228.465871 nChanged 1 SP:Iteration 68Q (6191.707496 sec): 3 clusters Score: Raw -5703313.184660 + Penalty 2084.660683 = -5701228.523977 nChanged 0 SP:Iteration 69F (6191.791020 sec): 3 clusters Score: Raw -5703313.184660 + Penalty 2084.660683 = -5701228.523977 nChanged 0 Trying to split cluster 3 (5576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6191.805332 sec): 2 clusters Score: Raw -498611.151828 + Penalty 819.491560 = -497791.660268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6191.824505 sec): 3 clusters Score: Raw -495478.240347 + Penalty 1638.983121 = -493839.257226 nChanged 2437 SP:Iteration 1F (6191.880293 sec): 3 clusters Score: Raw -496895.419989 + Penalty 1638.983121 = -495256.436868 nChanged 377 SP:Iteration 2F (6191.923422 sec): 3 clusters Score: Raw -497089.208883 + Penalty 1638.983121 = -495450.225762 nChanged 309 SP:Iteration 3F (6191.976781 sec): 3 clusters Score: Raw -497250.218379 + Penalty 1638.983121 = -495611.235258 nChanged 284 SP:Iteration 4F (6192.020547 sec): 3 clusters Score: Raw -497410.855414 + Penalty 1638.983121 = -495771.872293 nChanged 279 SP:Iteration 5F (6192.067629 sec): 3 clusters Score: Raw -497609.674712 + Penalty 1638.983121 = -495970.691591 nChanged 309 SP:Iteration 6F (6192.128594 sec): 3 clusters Score: Raw -497839.951769 + Penalty 1638.983121 = -496200.968649 nChanged 268 SP:Iteration 7Q (6192.167270 sec): 3 clusters Score: Raw -498055.871973 + Penalty 1638.983121 = -496416.888852 nChanged 265 SP:Iteration 8Q (6192.215522 sec): 3 clusters Score: Raw -498291.633544 + Penalty 1638.983121 = -496652.650423 nChanged 265 SP:Iteration 9Q (6192.263993 sec): 3 clusters Score: Raw -498497.721885 + Penalty 1638.983121 = -496858.738764 nChanged 234 SP:Iteration 10Q (6192.312704 sec): 3 clusters Score: Raw -498690.484323 + Penalty 1638.983121 = -497051.501202 nChanged 211 SP:Iteration 11Q (6192.360207 sec): 3 clusters Score: Raw -498864.728205 + Penalty 1638.983121 = -497225.745084 nChanged 165 SP:Iteration 12Q (6192.404668 sec): 3 clusters Score: Raw -498972.035590 + Penalty 1638.983121 = -497333.052469 nChanged 122 SP:Iteration 13Q (6192.454169 sec): 3 clusters Score: Raw -499045.533511 + Penalty 1638.983121 = -497406.550390 nChanged 107 SP:Iteration 14Q (6192.504507 sec): 3 clusters Score: Raw -499105.000815 + Penalty 1638.983121 = -497466.017694 nChanged 86 SP:Iteration 15Q (6192.545694 sec): 3 clusters Score: Raw -499157.417249 + Penalty 1638.983121 = -497518.434128 nChanged 75 SP:Iteration 16Q (6192.601869 sec): 3 clusters Score: Raw -499210.475322 + Penalty 1638.983121 = -497571.492201 nChanged 62 SP:Iteration 17Q (6192.642409 sec): 3 clusters Score: Raw -499252.496923 + Penalty 1638.983121 = -497613.513802 nChanged 57 SP:Iteration 18Q (6192.689114 sec): 3 clusters Score: Raw -499279.490719 + Penalty 1638.983121 = -497640.507598 nChanged 35 SP:Iteration 19Q (6192.724033 sec): 3 clusters Score: Raw -499293.203673 + Penalty 1638.983121 = -497654.220552 nChanged 42 SP:Iteration 20F (6192.776851 sec): 3 clusters Score: Raw -499307.008671 + Penalty 1638.983121 = -497668.025550 nChanged 40 SP:Iteration 21Q (6192.830157 sec): 3 clusters Score: Raw -499320.557741 + Penalty 1638.983121 = -497681.574620 nChanged 36 SP:Iteration 22Q (6192.880296 sec): 3 clusters Score: Raw -499334.548914 + Penalty 1638.983121 = -497695.565793 nChanged 30 SP:Iteration 23Q (6192.932130 sec): 3 clusters Score: Raw -499344.933157 + Penalty 1638.983121 = -497705.950036 nChanged 25 SP:Iteration 24Q (6192.984090 sec): 3 clusters Score: Raw -499351.541530 + Penalty 1638.983121 = -497712.558409 nChanged 13 SP:Iteration 25Q (6193.030314 sec): 3 clusters Score: Raw -499354.331790 + Penalty 1638.983121 = -497715.348669 nChanged 13 SP:Iteration 26Q (6193.081937 sec): 3 clusters Score: Raw -499356.380420 + Penalty 1638.983121 = -497717.397299 nChanged 13 SP:Iteration 27Q (6193.125583 sec): 3 clusters Score: Raw -499358.094825 + Penalty 1638.983121 = -497719.111704 nChanged 8 SP:Iteration 28Q (6193.164006 sec): 3 clusters Score: Raw -499359.631173 + Penalty 1638.983121 = -497720.648052 nChanged 6 SP:Iteration 29Q (6193.214531 sec): 3 clusters Score: Raw -499360.692507 + Penalty 1638.983121 = -497721.709386 nChanged 6 SP:Iteration 30Q (6193.260722 sec): 3 clusters Score: Raw -499361.285592 + Penalty 1638.983121 = -497722.302471 nChanged 2 SP:Iteration 31Q (6193.314039 sec): 3 clusters Score: Raw -499361.558933 + Penalty 1638.983121 = -497722.575812 nChanged 5 SP:Iteration 32Q (6193.364860 sec): 3 clusters Score: Raw -499362.248093 + Penalty 1638.983121 = -497723.264972 nChanged 5 SP:Iteration 33Q (6193.413345 sec): 3 clusters Score: Raw -499362.899656 + Penalty 1638.983121 = -497723.916535 nChanged 2 SP:Iteration 34Q (6193.465407 sec): 3 clusters Score: Raw -499363.032530 + Penalty 1638.983121 = -497724.049409 nChanged 1 SP:Iteration 35Q (6193.504002 sec): 3 clusters Score: Raw -499363.237355 + Penalty 1638.983121 = -497724.254234 nChanged 1 SP:Iteration 36Q (6193.555162 sec): 3 clusters Score: Raw -499363.341525 + Penalty 1638.983121 = -497724.358404 nChanged 0 SP:Iteration 37F (6193.606088 sec): 3 clusters Score: Raw -499363.341525 + Penalty 1638.983121 = -497724.358404 nChanged 0 Trying to split cluster 4 (13519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6193.643730 sec): 2 clusters Score: Raw -1353579.618334 + Penalty 903.625881 = -1352675.992453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6193.701774 sec): 3 clusters Score: Raw -1345308.225328 + Penalty 1807.251763 = -1343500.973565 nChanged 6165 SP:Iteration 1F (6193.764721 sec): 3 clusters Score: Raw -1348783.415837 + Penalty 1807.251763 = -1346976.164074 nChanged 913 SP:Iteration 2F (6193.827695 sec): 3 clusters Score: Raw -1349336.018761 + Penalty 1807.251763 = -1347528.766998 nChanged 1091 SP:Iteration 3F (6193.883439 sec): 3 clusters Score: Raw -1350213.315769 + Penalty 1807.251763 = -1348406.064006 nChanged 1171 SP:Iteration 4F (6193.951482 sec): 3 clusters Score: Raw -1351325.424926 + Penalty 1807.251763 = -1349518.173164 nChanged 1038 SP:Iteration 5F (6194.012321 sec): 3 clusters Score: Raw -1352377.410439 + Penalty 1807.251763 = -1350570.158676 nChanged 781 SP:Iteration 6F (6194.087522 sec): 3 clusters Score: Raw -1353123.045051 + Penalty 1807.251763 = -1351315.793289 nChanged 489 SP:Iteration 7Q (6194.143931 sec): 3 clusters Score: Raw -1353473.975643 + Penalty 1807.251763 = -1351666.723880 nChanged 289 SP:Iteration 8Q (6194.215754 sec): 3 clusters Score: Raw -1353636.080076 + Penalty 1807.251763 = -1351828.828314 nChanged 180 SP:Iteration 9Q (6194.276091 sec): 3 clusters Score: Raw -1353717.390782 + Penalty 1807.251763 = -1351910.139019 nChanged 128 SP:Iteration 10Q (6194.341696 sec): 3 clusters Score: Raw -1353768.937226 + Penalty 1807.251763 = -1351961.685464 nChanged 107 SP:Iteration 11Q (6194.400651 sec): 3 clusters Score: Raw -1353814.543288 + Penalty 1807.251763 = -1352007.291525 nChanged 93 SP:Iteration 12Q (6194.454692 sec): 3 clusters Score: Raw -1353858.395741 + Penalty 1807.251763 = -1352051.143978 nChanged 88 SP:Iteration 13Q (6194.528431 sec): 3 clusters Score: Raw -1353892.103944 + Penalty 1807.251763 = -1352084.852182 nChanged 74 SP:Iteration 14Q (6194.589455 sec): 3 clusters Score: Raw -1353915.571250 + Penalty 1807.251763 = -1352108.319488 nChanged 55 SP:Iteration 15Q (6194.648356 sec): 3 clusters Score: Raw -1353931.122559 + Penalty 1807.251763 = -1352123.870797 nChanged 40 SP:Iteration 16Q (6194.715424 sec): 3 clusters Score: Raw -1353941.293107 + Penalty 1807.251763 = -1352134.041344 nChanged 32 SP:Iteration 17Q (6194.763035 sec): 3 clusters Score: Raw -1353948.887423 + Penalty 1807.251763 = -1352141.635661 nChanged 29 SP:Iteration 18Q (6194.835029 sec): 3 clusters Score: Raw -1353956.508528 + Penalty 1807.251763 = -1352149.256766 nChanged 32 SP:Iteration 19Q (6194.898939 sec): 3 clusters Score: Raw -1353965.923967 + Penalty 1807.251763 = -1352158.672204 nChanged 25 SP:Iteration 20F (6194.938040 sec): 3 clusters Score: Raw -1353973.389477 + Penalty 1807.251763 = -1352166.137714 nChanged 23 SP:Iteration 21Q (6195.010269 sec): 3 clusters Score: Raw -1353979.622640 + Penalty 1807.251763 = -1352172.370877 nChanged 22 SP:Iteration 22Q (6195.074266 sec): 3 clusters Score: Raw -1353985.529298 + Penalty 1807.251763 = -1352178.277535 nChanged 25 SP:Iteration 23Q (6195.137802 sec): 3 clusters Score: Raw -1353994.134967 + Penalty 1807.251763 = -1352186.883205 nChanged 23 SP:Iteration 24Q (6195.200374 sec): 3 clusters Score: Raw -1354002.299502 + Penalty 1807.251763 = -1352195.047739 nChanged 20 SP:Iteration 25Q (6195.252990 sec): 3 clusters Score: Raw -1354009.527683 + Penalty 1807.251763 = -1352202.275920 nChanged 19 SP:Iteration 26Q (6195.315162 sec): 3 clusters Score: Raw -1354012.892015 + Penalty 1807.251763 = -1352205.640252 nChanged 11 SP:Iteration 27Q (6195.374508 sec): 3 clusters Score: Raw -1354015.411114 + Penalty 1807.251763 = -1352208.159351 nChanged 11 SP:Iteration 28Q (6195.444428 sec): 3 clusters Score: Raw -1354018.313573 + Penalty 1807.251763 = -1352211.061810 nChanged 14 SP:Iteration 29Q (6195.510746 sec): 3 clusters Score: Raw -1354022.041570 + Penalty 1807.251763 = -1352214.789808 nChanged 11 SP:Iteration 30Q (6195.561717 sec): 3 clusters Score: Raw -1354025.009451 + Penalty 1807.251763 = -1352217.757688 nChanged 13 SP:Iteration 31Q (6195.628121 sec): 3 clusters Score: Raw -1354028.050835 + Penalty 1807.251763 = -1352220.799072 nChanged 12 SP:Iteration 32Q (6195.673640 sec): 3 clusters Score: Raw -1354031.235628 + Penalty 1807.251763 = -1352223.983866 nChanged 11 SP:Iteration 33Q (6195.738243 sec): 3 clusters Score: Raw -1354034.730064 + Penalty 1807.251763 = -1352227.478301 nChanged 8 SP:Iteration 34Q (6195.787828 sec): 3 clusters Score: Raw -1354036.854709 + Penalty 1807.251763 = -1352229.602946 nChanged 7 SP:Iteration 35Q (6195.843601 sec): 3 clusters Score: Raw -1354038.516411 + Penalty 1807.251763 = -1352231.264649 nChanged 5 SP:Iteration 36Q (6195.915316 sec): 3 clusters Score: Raw -1354039.980157 + Penalty 1807.251763 = -1352232.728394 nChanged 7 SP:Iteration 37Q (6195.979253 sec): 3 clusters Score: Raw -1354040.912293 + Penalty 1807.251763 = -1352233.660530 nChanged 2 SP:Iteration 38Q (6196.041341 sec): 3 clusters Score: Raw -1354041.406631 + Penalty 1807.251763 = -1352234.154869 nChanged 5 SP:Iteration 39Q (6196.093016 sec): 3 clusters Score: Raw -1354042.435563 + Penalty 1807.251763 = -1352235.183801 nChanged 4 SP:Iteration 40F (6196.164912 sec): 3 clusters Score: Raw -1354042.928878 + Penalty 1807.251763 = -1352235.677115 nChanged 3 SP:Iteration 41Q (6196.220783 sec): 3 clusters Score: Raw -1354043.297898 + Penalty 1807.251763 = -1352236.046135 nChanged 2 SP:Iteration 42Q (6196.285501 sec): 3 clusters Score: Raw -1354043.644369 + Penalty 1807.251763 = -1352236.392606 nChanged 1 SP:Iteration 43Q (6196.360951 sec): 3 clusters Score: Raw -1354043.788440 + Penalty 1807.251763 = -1352236.536677 nChanged 2 SP:Iteration 44Q (6196.412406 sec): 3 clusters Score: Raw -1354044.059480 + Penalty 1807.251763 = -1352236.807718 nChanged 0 SP:Iteration 45F (6196.476866 sec): 3 clusters Score: Raw -1354044.059480 + Penalty 1807.251763 = -1352236.807718 nChanged 0 Trying to split cluster 5 (1196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6196.514801 sec): 2 clusters Score: Raw -103085.351684 + Penalty 673.240104 = -102412.111580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6196.565605 sec): 3 clusters Score: Raw -102584.060162 + Penalty 1346.480208 = -101237.579955 nChanged 421 SP:Iteration 1F (6196.600938 sec): 3 clusters Score: Raw -102868.012166 + Penalty 1346.480208 = -101521.531958 nChanged 101 SP:Iteration 2F (6196.657897 sec): 3 clusters Score: Raw -102937.474849 + Penalty 1346.480208 = -101590.994642 nChanged 41 SP:Iteration 3Q (6196.708679 sec): 3 clusters Score: Raw -102969.381297 + Penalty 1346.480208 = -101622.901089 nChanged 36 SP:Iteration 4Q (6196.761654 sec): 3 clusters Score: Raw -102995.953545 + Penalty 1346.480208 = -101649.473338 nChanged 32 SP:Iteration 5Q (6196.799734 sec): 3 clusters Score: Raw -103026.258030 + Penalty 1346.480208 = -101679.777822 nChanged 37 SP:Iteration 6Q (6196.847328 sec): 3 clusters Score: Raw -103059.999455 + Penalty 1346.480208 = -101713.519247 nChanged 40 SP:Iteration 7Q (6196.903938 sec): 3 clusters Score: Raw -103095.458286 + Penalty 1346.480208 = -101748.978079 nChanged 28 SP:Iteration 8Q (6196.948465 sec): 3 clusters Score: Raw -103121.105188 + Penalty 1346.480208 = -101774.624981 nChanged 29 SP:Iteration 9Q (6196.992781 sec): 3 clusters Score: Raw -103140.955118 + Penalty 1346.480208 = -101794.474911 nChanged 28 SP:Iteration 10Q (6197.031985 sec): 3 clusters Score: Raw -103158.053245 + Penalty 1346.480208 = -101811.573038 nChanged 21 SP:Iteration 11Q (6197.076758 sec): 3 clusters Score: Raw -103172.868809 + Penalty 1346.480208 = -101826.388602 nChanged 20 SP:Iteration 12Q (6197.128072 sec): 3 clusters Score: Raw -103188.053910 + Penalty 1346.480208 = -101841.573702 nChanged 20 SP:Iteration 13Q (6197.178170 sec): 3 clusters Score: Raw -103201.669244 + Penalty 1346.480208 = -101855.189036 nChanged 13 SP:Iteration 14Q (6197.226687 sec): 3 clusters Score: Raw -103217.948442 + Penalty 1346.480208 = -101871.468235 nChanged 22 SP:Iteration 15Q (6197.272620 sec): 3 clusters Score: Raw -103234.317687 + Penalty 1346.480208 = -101887.837480 nChanged 21 SP:Iteration 16Q (6197.322524 sec): 3 clusters Score: Raw -103247.942753 + Penalty 1346.480208 = -101901.462546 nChanged 15 SP:Iteration 17Q (6197.372108 sec): 3 clusters Score: Raw -103255.415029 + Penalty 1346.480208 = -101908.934822 nChanged 10 SP:Iteration 18Q (6197.427613 sec): 3 clusters Score: Raw -103259.650255 + Penalty 1346.480208 = -101913.170048 nChanged 4 SP:Iteration 19Q (6197.479282 sec): 3 clusters Score: Raw -103263.099617 + Penalty 1346.480208 = -101916.619409 nChanged 2 SP:Iteration 20F (6197.527443 sec): 3 clusters Score: Raw -103264.834809 + Penalty 1346.480208 = -101918.354601 nChanged 4 SP:Iteration 21Q (6197.572322 sec): 3 clusters Score: Raw -103266.803339 + Penalty 1346.480208 = -101920.323131 nChanged 0 SP:Iteration 22F (6197.623461 sec): 3 clusters Score: Raw -103266.803339 + Penalty 1346.480208 = -101920.323131 nChanged 0 Trying to split cluster 6 (6991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6197.651577 sec): 2 clusters Score: Raw -668765.122806 + Penalty 840.975994 = -667924.146812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6197.717731 sec): 3 clusters Score: Raw -664710.034550 + Penalty 1681.951988 = -663028.082561 nChanged 3038 SP:Iteration 1F (6197.780722 sec): 3 clusters Score: Raw -666439.134801 + Penalty 1681.951988 = -664757.182813 nChanged 458 SP:Iteration 2F (6197.838667 sec): 3 clusters Score: Raw -666697.733521 + Penalty 1681.951988 = -665015.781532 nChanged 498 SP:Iteration 3F (6197.879461 sec): 3 clusters Score: Raw -666997.060448 + Penalty 1681.951988 = -665315.108459 nChanged 490 SP:Iteration 4F (6197.944221 sec): 3 clusters Score: Raw -667324.576693 + Penalty 1681.951988 = -665642.624705 nChanged 461 SP:Iteration 5F (6197.994865 sec): 3 clusters Score: Raw -667658.190029 + Penalty 1681.951988 = -665976.238040 nChanged 416 SP:Iteration 6F (6198.043766 sec): 3 clusters Score: Raw -667991.968868 + Penalty 1681.951988 = -666310.016880 nChanged 352 SP:Iteration 7F (6198.107215 sec): 3 clusters Score: Raw -668281.322958 + Penalty 1681.951988 = -666599.370970 nChanged 272 SP:Iteration 8Q (6198.151514 sec): 3 clusters Score: Raw -668510.168476 + Penalty 1681.951988 = -666828.216488 nChanged 179 SP:Iteration 9Q (6198.203871 sec): 3 clusters Score: Raw -668655.631686 + Penalty 1681.951988 = -666973.679697 nChanged 113 SP:Iteration 10Q (6198.257531 sec): 3 clusters Score: Raw -668735.853202 + Penalty 1681.951988 = -667053.901213 nChanged 90 SP:Iteration 11Q (6198.311042 sec): 3 clusters Score: Raw -668799.062350 + Penalty 1681.951988 = -667117.110361 nChanged 69 SP:Iteration 12Q (6198.362360 sec): 3 clusters Score: Raw -668842.707689 + Penalty 1681.951988 = -667160.755701 nChanged 55 SP:Iteration 13Q (6198.414531 sec): 3 clusters Score: Raw -668881.087163 + Penalty 1681.951988 = -667199.135175 nChanged 51 SP:Iteration 14Q (6198.479366 sec): 3 clusters Score: Raw -668918.150215 + Penalty 1681.951988 = -667236.198226 nChanged 41 SP:Iteration 15Q (6198.537682 sec): 3 clusters Score: Raw -668947.583970 + Penalty 1681.951988 = -667265.631981 nChanged 31 SP:Iteration 16Q (6198.583794 sec): 3 clusters Score: Raw -668967.472972 + Penalty 1681.951988 = -667285.520984 nChanged 20 SP:Iteration 17Q (6198.646268 sec): 3 clusters Score: Raw -668978.234926 + Penalty 1681.951988 = -667296.282938 nChanged 22 SP:Iteration 18Q (6198.704135 sec): 3 clusters Score: Raw -668993.118756 + Penalty 1681.951988 = -667311.166768 nChanged 20 SP:Iteration 19Q (6198.748939 sec): 3 clusters Score: Raw -669002.997105 + Penalty 1681.951988 = -667321.045117 nChanged 13 SP:Iteration 20F (6198.805180 sec): 3 clusters Score: Raw -669007.144819 + Penalty 1681.951988 = -667325.192831 nChanged 7 SP:Iteration 21Q (6198.871860 sec): 3 clusters Score: Raw -669009.747504 + Penalty 1681.951988 = -667327.795515 nChanged 4 SP:Iteration 22Q (6198.929172 sec): 3 clusters Score: Raw -669010.864358 + Penalty 1681.951988 = -667328.912369 nChanged 0 SP:Iteration 23F (6198.988377 sec): 3 clusters Score: Raw -669010.864358 + Penalty 1681.951988 = -667328.912369 nChanged 0 Trying to split cluster 7 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6199.015695 sec): 2 clusters Score: Raw -46785.859985 + Penalty 597.346563 = -46188.513422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6199.063304 sec): 3 clusters Score: Raw -46665.155910 + Penalty 1194.693126 = -45470.462784 nChanged 157 SP:Iteration 1F (6199.102724 sec): 3 clusters Score: Raw -46828.398701 + Penalty 1194.693126 = -45633.705575 nChanged 34 SP:Iteration 2F (6199.159428 sec): 3 clusters Score: Raw -46873.230871 + Penalty 1194.693126 = -45678.537745 nChanged 27 SP:Iteration 3F (6199.209499 sec): 3 clusters Score: Raw -46914.690127 + Penalty 1194.693126 = -45719.997000 nChanged 27 SP:Iteration 4F (6199.250925 sec): 3 clusters Score: Raw -46950.807517 + Penalty 1194.693126 = -45756.114391 nChanged 24 SP:Iteration 5Q (6199.300790 sec): 3 clusters Score: Raw -46984.249677 + Penalty 1194.693126 = -45789.556550 nChanged 22 SP:Iteration 6Q (6199.351996 sec): 3 clusters Score: Raw -47015.613816 + Penalty 1194.693126 = -45820.920690 nChanged 23 SP:Iteration 7Q (6199.402814 sec): 3 clusters Score: Raw -47054.332808 + Penalty 1194.693126 = -45859.639682 nChanged 22 SP:Iteration 8Q (6199.453002 sec): 3 clusters Score: Raw -47087.614719 + Penalty 1194.693126 = -45892.921593 nChanged 16 SP:Iteration 9Q (6199.503166 sec): 3 clusters Score: Raw -47124.145892 + Penalty 1194.693126 = -45929.452765 nChanged 18 SP:Iteration 10Q (6199.552351 sec): 3 clusters Score: Raw -47169.319711 + Penalty 1194.693126 = -45974.626585 nChanged 24 SP:Iteration 11Q (6199.598566 sec): 3 clusters Score: Raw -47288.892413 + Penalty 1194.693126 = -46094.199287 nChanged 19 SP:Iteration 12Q (6199.647480 sec): 3 clusters Score: Raw -47352.449583 + Penalty 1194.693126 = -46157.756457 nChanged 11 SP:Iteration 13Q (6199.696735 sec): 3 clusters Score: Raw -47365.045610 + Penalty 1194.693126 = -46170.352483 nChanged 8 SP:Iteration 14Q (6199.745029 sec): 3 clusters Score: Raw -47377.553023 + Penalty 1194.693126 = -46182.859897 nChanged 3 SP:Iteration 15Q (6199.795127 sec): 3 clusters Score: Raw -47383.076654 + Penalty 1194.693126 = -46188.383527 nChanged 4 SP:Iteration 16Q (6199.844701 sec): 3 clusters Score: Raw -47388.515428 + Penalty 1194.693126 = -46193.822302 nChanged 2 SP:Iteration 17Q (6199.896353 sec): 3 clusters Score: Raw -47392.201813 + Penalty 1194.693126 = -46197.508686 nChanged 1 SP:Iteration 18Q (6199.947485 sec): 3 clusters Score: Raw -47393.615307 + Penalty 1194.693126 = -46198.922181 nChanged 2 SP:Iteration 19Q (6199.998235 sec): 3 clusters Score: Raw -47398.157441 + Penalty 1194.693126 = -46203.464315 nChanged 1 SP:Iteration 20F (6200.049192 sec): 3 clusters Score: Raw -47415.694318 + Penalty 1194.693126 = -46221.001191 nChanged 2 SP:Iteration 21Q (6200.099134 sec): 3 clusters Score: Raw -47442.834545 + Penalty 1194.693126 = -46248.141418 nChanged 2 SP:Iteration 22Q (6200.148471 sec): 3 clusters Score: Raw -47444.970581 + Penalty 1194.693126 = -46250.277454 nChanged 1 SP:Iteration 23Q (6200.192720 sec): 3 clusters Score: Raw -47445.828669 + Penalty 1194.693126 = -46251.135543 nChanged 1 SP:Iteration 24Q (6200.235234 sec): 3 clusters Score: Raw -47446.780042 + Penalty 1194.693126 = -46252.086916 nChanged 0 SP:Iteration 25F (6200.277924 sec): 3 clusters Score: Raw -47446.780042 + Penalty 1194.693126 = -46252.086916 nChanged 0 Score: Raw -58497822.398473 + Penalty 49431.021155 = -58448391.377318 Splitting cluster 7 changes total score from -58448993.990143 to -58448391.377318 So it's not getting split. Trying to split cluster 8 (24301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6211.695720 sec): 2 clusters Score: Raw -2411720.435283 + Penalty 959.335914 = -2410761.099369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6211.762799 sec): 3 clusters Score: Raw -2396506.520455 + Penalty 1918.671828 = -2394587.848626 nChanged 11264 SP:Iteration 1F (6211.842339 sec): 3 clusters Score: Raw -2403000.308537 + Penalty 1918.671828 = -2401081.636709 nChanged 1290 SP:Iteration 2F (6211.913100 sec): 3 clusters Score: Raw -2403571.898427 + Penalty 1918.671828 = -2401653.226599 nChanged 1314 SP:Iteration 3F (6211.984140 sec): 3 clusters Score: Raw -2404224.684811 + Penalty 1918.671828 = -2402306.012982 nChanged 1405 SP:Iteration 4F (6212.062582 sec): 3 clusters Score: Raw -2405019.843872 + Penalty 1918.671828 = -2403101.172043 nChanged 1471 SP:Iteration 5F (6212.134247 sec): 3 clusters Score: Raw -2406009.164645 + Penalty 1918.671828 = -2404090.492817 nChanged 1463 SP:Iteration 6F (6212.203535 sec): 3 clusters Score: Raw -2407107.294589 + Penalty 1918.671828 = -2405188.622761 nChanged 1339 SP:Iteration 7F (6212.280701 sec): 3 clusters Score: Raw -2408031.293177 + Penalty 1918.671828 = -2406112.621349 nChanged 1086 SP:Iteration 8Q (6212.357941 sec): 3 clusters Score: Raw -2408689.765820 + Penalty 1918.671828 = -2406771.093992 nChanged 834 SP:Iteration 9Q (6212.428665 sec): 3 clusters Score: Raw -2409103.747215 + Penalty 1918.671828 = -2407185.075386 nChanged 623 SP:Iteration 10Q (6212.511697 sec): 3 clusters Score: Raw -2409384.678048 + Penalty 1918.671828 = -2407466.006220 nChanged 493 SP:Iteration 11Q (6212.575488 sec): 3 clusters Score: Raw -2409628.189615 + Penalty 1918.671828 = -2407709.517787 nChanged 476 SP:Iteration 12Q (6212.646401 sec): 3 clusters Score: Raw -2409864.924888 + Penalty 1918.671828 = -2407946.253060 nChanged 436 SP:Iteration 13Q (6212.730813 sec): 3 clusters Score: Raw -2410063.147570 + Penalty 1918.671828 = -2408144.475742 nChanged 426 SP:Iteration 14Q (6212.785434 sec): 3 clusters Score: Raw -2410252.134960 + Penalty 1918.671828 = -2408333.463132 nChanged 402 SP:Iteration 15Q (6212.858091 sec): 3 clusters Score: Raw -2410420.406260 + Penalty 1918.671828 = -2408501.734431 nChanged 387 SP:Iteration 16Q (6212.922488 sec): 3 clusters Score: Raw -2410594.594267 + Penalty 1918.671828 = -2408675.922439 nChanged 391 SP:Iteration 17Q (6212.998462 sec): 3 clusters Score: Raw -2410779.000623 + Penalty 1918.671828 = -2408860.328795 nChanged 379 SP:Iteration 18Q (6213.068990 sec): 3 clusters Score: Raw -2410949.837318 + Penalty 1918.671828 = -2409031.165490 nChanged 354 SP:Iteration 19Q (6213.135901 sec): 3 clusters Score: Raw -2411113.575476 + Penalty 1918.671828 = -2409194.903648 nChanged 319 SP:Iteration 20F (6213.204465 sec): 3 clusters Score: Raw -2411269.775886 + Penalty 1918.671828 = -2409351.104058 nChanged 266 SP:Iteration 21Q (6213.281227 sec): 3 clusters Score: Raw -2411388.625320 + Penalty 1918.671828 = -2409469.953492 nChanged 244 SP:Iteration 22Q (6213.357211 sec): 3 clusters Score: Raw -2411489.505283 + Penalty 1918.671828 = -2409570.833454 nChanged 217 SP:Iteration 23Q (6213.427860 sec): 3 clusters Score: Raw -2411596.865131 + Penalty 1918.671828 = -2409678.193303 nChanged 192 SP:Iteration 24Q (6213.499975 sec): 3 clusters Score: Raw -2411693.742155 + Penalty 1918.671828 = -2409775.070326 nChanged 184 SP:Iteration 25Q (6213.570220 sec): 3 clusters Score: Raw -2411780.872913 + Penalty 1918.671828 = -2409862.201085 nChanged 165 SP:Iteration 26Q (6213.641117 sec): 3 clusters Score: Raw -2411847.951242 + Penalty 1918.671828 = -2409929.279414 nChanged 169 SP:Iteration 27Q (6213.703586 sec): 3 clusters Score: Raw -2411924.978949 + Penalty 1918.671828 = -2410006.307120 nChanged 134 SP:Iteration 28Q (6213.766246 sec): 3 clusters Score: Raw -2411975.741334 + Penalty 1918.671828 = -2410057.069505 nChanged 104 SP:Iteration 29Q (6213.833990 sec): 3 clusters Score: Raw -2412004.924068 + Penalty 1918.671828 = -2410086.252240 nChanged 83 SP:Iteration 30Q (6213.909288 sec): 3 clusters Score: Raw -2412026.591452 + Penalty 1918.671828 = -2410107.919624 nChanged 71 SP:Iteration 31Q (6213.974377 sec): 3 clusters Score: Raw -2412045.964656 + Penalty 1918.671828 = -2410127.292828 nChanged 62 SP:Iteration 32Q (6214.051958 sec): 3 clusters Score: Raw -2412063.379040 + Penalty 1918.671828 = -2410144.707211 nChanged 47 SP:Iteration 33Q (6214.114387 sec): 3 clusters Score: Raw -2412076.819361 + Penalty 1918.671828 = -2410158.147533 nChanged 38 SP:Iteration 34Q (6214.179597 sec): 3 clusters Score: Raw -2412084.819768 + Penalty 1918.671828 = -2410166.147940 nChanged 27 SP:Iteration 35Q (6214.246661 sec): 3 clusters Score: Raw -2412090.789751 + Penalty 1918.671828 = -2410172.117923 nChanged 28 SP:Iteration 36Q (6214.308028 sec): 3 clusters Score: Raw -2412096.371106 + Penalty 1918.671828 = -2410177.699278 nChanged 26 SP:Iteration 37Q (6214.378386 sec): 3 clusters Score: Raw -2412104.487069 + Penalty 1918.671828 = -2410185.815241 nChanged 28 SP:Iteration 38Q (6214.446594 sec): 3 clusters Score: Raw -2412109.946342 + Penalty 1918.671828 = -2410191.274513 nChanged 21 SP:Iteration 39Q (6214.517656 sec): 3 clusters Score: Raw -2412114.831256 + Penalty 1918.671828 = -2410196.159428 nChanged 29 SP:Iteration 40F (6214.582852 sec): 3 clusters Score: Raw -2412120.463808 + Penalty 1918.671828 = -2410201.791979 nChanged 19 SP:Iteration 41Q (6214.658407 sec): 3 clusters Score: Raw -2412124.173783 + Penalty 1918.671828 = -2410205.501955 nChanged 17 SP:Iteration 42Q (6214.724196 sec): 3 clusters Score: Raw -2412127.258644 + Penalty 1918.671828 = -2410208.586816 nChanged 14 SP:Iteration 43Q (6214.801798 sec): 3 clusters Score: Raw -2412131.015639 + Penalty 1918.671828 = -2410212.343811 nChanged 20 SP:Iteration 44Q (6214.858614 sec): 3 clusters Score: Raw -2412136.765547 + Penalty 1918.671828 = -2410218.093719 nChanged 27 SP:Iteration 45Q (6214.940741 sec): 3 clusters Score: Raw -2412144.778282 + Penalty 1918.671828 = -2410226.106454 nChanged 30 SP:Iteration 46Q (6215.004336 sec): 3 clusters Score: Raw -2412151.310307 + Penalty 1918.671828 = -2410232.638479 nChanged 24 SP:Iteration 47Q (6215.081282 sec): 3 clusters Score: Raw -2412155.727973 + Penalty 1918.671828 = -2410237.056145 nChanged 19 SP:Iteration 48Q (6215.159732 sec): 3 clusters Score: Raw -2412159.296647 + Penalty 1918.671828 = -2410240.624818 nChanged 18 SP:Iteration 49Q (6215.233640 sec): 3 clusters Score: Raw -2412162.656120 + Penalty 1918.671828 = -2410243.984292 nChanged 12 SP:Iteration 50Q (6215.295963 sec): 3 clusters Score: Raw -2412165.079302 + Penalty 1918.671828 = -2410246.407474 nChanged 7 SP:Iteration 51Q (6215.361335 sec): 3 clusters Score: Raw -2412166.047735 + Penalty 1918.671828 = -2410247.375907 nChanged 9 SP:Iteration 52Q (6215.436683 sec): 3 clusters Score: Raw -2412166.967294 + Penalty 1918.671828 = -2410248.295466 nChanged 5 SP:Iteration 53Q (6215.497574 sec): 3 clusters Score: Raw -2412167.370932 + Penalty 1918.671828 = -2410248.699103 nChanged 4 SP:Iteration 54Q (6215.572370 sec): 3 clusters Score: Raw -2412167.829825 + Penalty 1918.671828 = -2410249.157997 nChanged 7 SP:Iteration 55Q (6215.647836 sec): 3 clusters Score: Raw -2412168.881237 + Penalty 1918.671828 = -2410250.209409 nChanged 6 SP:Iteration 56Q (6215.714426 sec): 3 clusters Score: Raw -2412169.812444 + Penalty 1918.671828 = -2410251.140616 nChanged 5 SP:Iteration 57Q (6215.783329 sec): 3 clusters Score: Raw -2412170.611163 + Penalty 1918.671828 = -2410251.939335 nChanged 3 SP:Iteration 58Q (6215.852192 sec): 3 clusters Score: Raw -2412170.944959 + Penalty 1918.671828 = -2410252.273131 nChanged 1 SP:Iteration 59Q (6215.916640 sec): 3 clusters Score: Raw -2412171.143127 + Penalty 1918.671828 = -2410252.471299 nChanged 0 SP:Iteration 60F (6215.996230 sec): 3 clusters Score: Raw -2412171.143127 + Penalty 1918.671828 = -2410252.471299 nChanged 0 Trying to split cluster 9 (4377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6216.022334 sec): 2 clusters Score: Raw -432895.823760 + Penalty 796.491290 = -432099.332470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6216.057764 sec): 3 clusters Score: Raw -430525.290029 + Penalty 1592.982579 = -428932.307450 nChanged 1852 SP:Iteration 1F (6216.102869 sec): 3 clusters Score: Raw -431528.302366 + Penalty 1592.982579 = -429935.319787 nChanged 281 SP:Iteration 2F (6216.148963 sec): 3 clusters Score: Raw -431652.662268 + Penalty 1592.982579 = -430059.679689 nChanged 205 SP:Iteration 3Q (6216.194562 sec): 3 clusters Score: Raw -431753.823624 + Penalty 1592.982579 = -430160.841045 nChanged 216 SP:Iteration 4Q (6216.242365 sec): 3 clusters Score: Raw -431858.120623 + Penalty 1592.982579 = -430265.138044 nChanged 186 SP:Iteration 5Q (6216.289175 sec): 3 clusters Score: Raw -431946.889468 + Penalty 1592.982579 = -430353.906889 nChanged 174 SP:Iteration 6Q (6216.335379 sec): 3 clusters Score: Raw -432032.170730 + Penalty 1592.982579 = -430439.188151 nChanged 144 SP:Iteration 7Q (6216.393005 sec): 3 clusters Score: Raw -432111.300325 + Penalty 1592.982579 = -430518.317746 nChanged 159 SP:Iteration 8Q (6216.435767 sec): 3 clusters Score: Raw -432213.111082 + Penalty 1592.982579 = -430620.128503 nChanged 196 SP:Iteration 9Q (6216.482096 sec): 3 clusters Score: Raw -432352.741633 + Penalty 1592.982579 = -430759.759054 nChanged 181 SP:Iteration 10Q (6216.532537 sec): 3 clusters Score: Raw -432496.057430 + Penalty 1592.982579 = -430903.074850 nChanged 151 SP:Iteration 11Q (6216.577085 sec): 3 clusters Score: Raw -432628.450715 + Penalty 1592.982579 = -431035.468136 nChanged 136 SP:Iteration 12Q (6216.624110 sec): 3 clusters Score: Raw -432744.685599 + Penalty 1592.982579 = -431151.703020 nChanged 98 SP:Iteration 13Q (6216.673620 sec): 3 clusters Score: Raw -432817.655968 + Penalty 1592.982579 = -431224.673388 nChanged 77 SP:Iteration 14Q (6216.717166 sec): 3 clusters Score: Raw -432876.673263 + Penalty 1592.982579 = -431283.690684 nChanged 58 SP:Iteration 15Q (6216.761689 sec): 3 clusters Score: Raw -432923.959114 + Penalty 1592.982579 = -431330.976535 nChanged 44 SP:Iteration 16Q (6216.808208 sec): 3 clusters Score: Raw -432959.922881 + Penalty 1592.982579 = -431366.940302 nChanged 18 SP:Iteration 17Q (6216.851427 sec): 3 clusters Score: Raw -432972.972325 + Penalty 1592.982579 = -431379.989746 nChanged 15 SP:Iteration 18Q (6216.897703 sec): 3 clusters Score: Raw -432981.937203 + Penalty 1592.982579 = -431388.954624 nChanged 14 SP:Iteration 19Q (6216.949628 sec): 3 clusters Score: Raw -432990.450829 + Penalty 1592.982579 = -431397.468250 nChanged 12 SP:Iteration 20F (6216.990465 sec): 3 clusters Score: Raw -433001.907112 + Penalty 1592.982579 = -431408.924533 nChanged 12 SP:Iteration 21Q (6217.045442 sec): 3 clusters Score: Raw -433011.448237 + Penalty 1592.982579 = -431418.465658 nChanged 7 SP:Iteration 22Q (6217.083460 sec): 3 clusters Score: Raw -433014.592559 + Penalty 1592.982579 = -431421.609980 nChanged 3 SP:Iteration 23Q (6217.127547 sec): 3 clusters Score: Raw -433017.681790 + Penalty 1592.982579 = -431424.699211 nChanged 2 SP:Iteration 24Q (6217.186125 sec): 3 clusters Score: Raw -433018.504543 + Penalty 1592.982579 = -431425.521964 nChanged 1 SP:Iteration 25Q (6217.219343 sec): 3 clusters Score: Raw -433018.575635 + Penalty 1592.982579 = -431425.593056 nChanged 1 SP:Iteration 26Q (6217.258196 sec): 3 clusters Score: Raw -433019.254735 + Penalty 1592.982579 = -431426.272156 nChanged 1 SP:Iteration 27Q (6217.303284 sec): 3 clusters Score: Raw -433019.378503 + Penalty 1592.982579 = -431426.395924 nChanged 0 SP:Iteration 28F (6217.349405 sec): 3 clusters Score: Raw -433019.378503 + Penalty 1592.982579 = -431426.395924 nChanged 0 Trying to split cluster 10 (4267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6217.385602 sec): 2 clusters Score: Raw -421187.037641 + Penalty 794.073297 = -420392.964344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6217.435526 sec): 3 clusters Score: Raw -418827.766133 + Penalty 1588.146594 = -417239.619539 nChanged 1790 SP:Iteration 1F (6217.481695 sec): 3 clusters Score: Raw -419821.911075 + Penalty 1588.146594 = -418233.764482 nChanged 306 SP:Iteration 2F (6217.524359 sec): 3 clusters Score: Raw -419972.291385 + Penalty 1588.146594 = -418384.144791 nChanged 223 SP:Iteration 3F (6217.564893 sec): 3 clusters Score: Raw -420079.436918 + Penalty 1588.146594 = -418491.290324 nChanged 204 SP:Iteration 4Q (6217.611013 sec): 3 clusters Score: Raw -420191.953523 + Penalty 1588.146594 = -418603.806930 nChanged 166 SP:Iteration 5Q (6217.662862 sec): 3 clusters Score: Raw -420287.435179 + Penalty 1588.146594 = -418699.288585 nChanged 173 SP:Iteration 6Q (6217.712680 sec): 3 clusters Score: Raw -420384.490430 + Penalty 1588.146594 = -418796.343836 nChanged 166 SP:Iteration 7Q (6217.751311 sec): 3 clusters Score: Raw -420487.343793 + Penalty 1588.146594 = -418899.197199 nChanged 154 SP:Iteration 8Q (6217.809073 sec): 3 clusters Score: Raw -420581.087652 + Penalty 1588.146594 = -418992.941058 nChanged 145 SP:Iteration 9Q (6217.860727 sec): 3 clusters Score: Raw -420660.436907 + Penalty 1588.146594 = -419072.290313 nChanged 130 SP:Iteration 10Q (6217.901865 sec): 3 clusters Score: Raw -420745.219831 + Penalty 1588.146594 = -419157.073237 nChanged 124 SP:Iteration 11Q (6217.949468 sec): 3 clusters Score: Raw -420820.553692 + Penalty 1588.146594 = -419232.407098 nChanged 126 SP:Iteration 12Q (6217.991111 sec): 3 clusters Score: Raw -420911.348498 + Penalty 1588.146594 = -419323.201904 nChanged 113 SP:Iteration 13Q (6218.038257 sec): 3 clusters Score: Raw -420982.708081 + Penalty 1588.146594 = -419394.561487 nChanged 92 SP:Iteration 14Q (6218.096299 sec): 3 clusters Score: Raw -421045.906618 + Penalty 1588.146594 = -419457.760024 nChanged 86 SP:Iteration 15Q (6218.139767 sec): 3 clusters Score: Raw -421114.220561 + Penalty 1588.146594 = -419526.073967 nChanged 78 SP:Iteration 16Q (6218.185546 sec): 3 clusters Score: Raw -421161.097946 + Penalty 1588.146594 = -419572.951353 nChanged 56 SP:Iteration 17Q (6218.233916 sec): 3 clusters Score: Raw -421190.820432 + Penalty 1588.146594 = -419602.673838 nChanged 40 SP:Iteration 18Q (6218.279388 sec): 3 clusters Score: Raw -421216.270914 + Penalty 1588.146594 = -419628.124320 nChanged 38 SP:Iteration 19Q (6218.322568 sec): 3 clusters Score: Raw -421235.951800 + Penalty 1588.146594 = -419647.805207 nChanged 34 SP:Iteration 20F (6218.367732 sec): 3 clusters Score: Raw -421256.548545 + Penalty 1588.146594 = -419668.401951 nChanged 32 SP:Iteration 21Q (6218.422945 sec): 3 clusters Score: Raw -421273.632520 + Penalty 1588.146594 = -419685.485927 nChanged 24 SP:Iteration 22Q (6218.469046 sec): 3 clusters Score: Raw -421284.394051 + Penalty 1588.146594 = -419696.247457 nChanged 18 SP:Iteration 23Q (6218.516540 sec): 3 clusters Score: Raw -421292.499448 + Penalty 1588.146594 = -419704.352854 nChanged 19 SP:Iteration 24Q (6218.555161 sec): 3 clusters Score: Raw -421299.428856 + Penalty 1588.146594 = -419711.282262 nChanged 12 SP:Iteration 25Q (6218.610530 sec): 3 clusters Score: Raw -421303.301149 + Penalty 1588.146594 = -419715.154555 nChanged 8 SP:Iteration 26Q (6218.657754 sec): 3 clusters Score: Raw -421306.250061 + Penalty 1588.146594 = -419718.103467 nChanged 8 SP:Iteration 27Q (6218.709274 sec): 3 clusters Score: Raw -421309.851838 + Penalty 1588.146594 = -419721.705244 nChanged 8 SP:Iteration 28Q (6218.757426 sec): 3 clusters Score: Raw -421313.202348 + Penalty 1588.146594 = -419725.055754 nChanged 8 SP:Iteration 29Q (6218.804666 sec): 3 clusters Score: Raw -421317.239328 + Penalty 1588.146594 = -419729.092734 nChanged 13 SP:Iteration 30Q (6218.842714 sec): 3 clusters Score: Raw -421323.377632 + Penalty 1588.146594 = -419735.231038 nChanged 15 SP:Iteration 31Q (6218.894747 sec): 3 clusters Score: Raw -421330.002939 + Penalty 1588.146594 = -419741.856345 nChanged 14 SP:Iteration 32Q (6218.940099 sec): 3 clusters Score: Raw -421335.959296 + Penalty 1588.146594 = -419747.812702 nChanged 11 SP:Iteration 33Q (6218.985013 sec): 3 clusters Score: Raw -421340.137174 + Penalty 1588.146594 = -419751.990580 nChanged 15 SP:Iteration 34Q (6219.029611 sec): 3 clusters Score: Raw -421347.601958 + Penalty 1588.146594 = -419759.455364 nChanged 11 SP:Iteration 35Q (6219.075355 sec): 3 clusters Score: Raw -421354.271324 + Penalty 1588.146594 = -419766.124730 nChanged 12 SP:Iteration 36Q (6219.131157 sec): 3 clusters Score: Raw -421360.636471 + Penalty 1588.146594 = -419772.489878 nChanged 9 SP:Iteration 37Q (6219.175465 sec): 3 clusters Score: Raw -421364.200438 + Penalty 1588.146594 = -419776.053844 nChanged 6 SP:Iteration 38Q (6219.213197 sec): 3 clusters Score: Raw -421366.231823 + Penalty 1588.146594 = -419778.085229 nChanged 5 SP:Iteration 39Q (6219.270834 sec): 3 clusters Score: Raw -421368.563667 + Penalty 1588.146594 = -419780.417073 nChanged 4 SP:Iteration 40F (6219.311488 sec): 3 clusters Score: Raw -421372.694204 + Penalty 1588.146594 = -419784.547610 nChanged 9 SP:Iteration 41Q (6219.356960 sec): 3 clusters Score: Raw -421377.855129 + Penalty 1588.146594 = -419789.708536 nChanged 12 SP:Iteration 42Q (6219.401632 sec): 3 clusters Score: Raw -421387.125114 + Penalty 1588.146594 = -419798.978520 nChanged 12 SP:Iteration 43Q (6219.448000 sec): 3 clusters Score: Raw -421393.747211 + Penalty 1588.146594 = -419805.600617 nChanged 10 SP:Iteration 44Q (6219.504145 sec): 3 clusters Score: Raw -421398.703709 + Penalty 1588.146594 = -419810.557115 nChanged 9 SP:Iteration 45Q (6219.542903 sec): 3 clusters Score: Raw -421403.819495 + Penalty 1588.146594 = -419815.672901 nChanged 8 SP:Iteration 46Q (6219.594023 sec): 3 clusters Score: Raw -421406.997524 + Penalty 1588.146594 = -419818.850930 nChanged 5 SP:Iteration 47Q (6219.636040 sec): 3 clusters Score: Raw -421410.294814 + Penalty 1588.146594 = -419822.148220 nChanged 4 SP:Iteration 48Q (6219.684205 sec): 3 clusters Score: Raw -421411.859837 + Penalty 1588.146594 = -419823.713243 nChanged 5 SP:Iteration 49Q (6219.729873 sec): 3 clusters Score: Raw -421413.586266 + Penalty 1588.146594 = -419825.439672 nChanged 3 SP:Iteration 50Q (6219.789019 sec): 3 clusters Score: Raw -421414.567557 + Penalty 1588.146594 = -419826.420963 nChanged 1 SP:Iteration 51Q (6219.825042 sec): 3 clusters Score: Raw -421414.746556 + Penalty 1588.146594 = -419826.599962 nChanged 0 SP:Iteration 52F (6219.863659 sec): 3 clusters Score: Raw -421414.746556 + Penalty 1588.146594 = -419826.599962 nChanged 0 Trying to split cluster 11 (15905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6219.914216 sec): 2 clusters Score: Raw -1471366.141900 + Penalty 919.066936 = -1470447.074964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6219.971348 sec): 3 clusters Score: Raw -1461680.932800 + Penalty 1838.133873 = -1459842.798927 nChanged 7219 SP:Iteration 1F (6220.042774 sec): 3 clusters Score: Raw -1466070.033983 + Penalty 1838.133873 = -1464231.900110 nChanged 1123 SP:Iteration 2F (6220.097842 sec): 3 clusters Score: Raw -1466761.450888 + Penalty 1838.133873 = -1464923.317015 nChanged 1077 SP:Iteration 3F (6220.168167 sec): 3 clusters Score: Raw -1467424.279191 + Penalty 1838.133873 = -1465586.145318 nChanged 1013 SP:Iteration 4F (6220.225731 sec): 3 clusters Score: Raw -1468059.806967 + Penalty 1838.133873 = -1466221.673095 nChanged 877 SP:Iteration 5F (6220.285690 sec): 3 clusters Score: Raw -1468628.945621 + Penalty 1838.133873 = -1466790.811749 nChanged 812 SP:Iteration 6F (6220.348226 sec): 3 clusters Score: Raw -1469138.951884 + Penalty 1838.133873 = -1467300.818012 nChanged 679 SP:Iteration 7Q (6220.402400 sec): 3 clusters Score: Raw -1469535.650614 + Penalty 1838.133873 = -1467697.516741 nChanged 577 SP:Iteration 8Q (6220.465004 sec): 3 clusters Score: Raw -1469816.186992 + Penalty 1838.133873 = -1467978.053119 nChanged 472 SP:Iteration 9Q (6220.522700 sec): 3 clusters Score: Raw -1470026.412488 + Penalty 1838.133873 = -1468188.278615 nChanged 402 SP:Iteration 10Q (6220.588452 sec): 3 clusters Score: Raw -1470193.156946 + Penalty 1838.133873 = -1468355.023073 nChanged 352 SP:Iteration 11Q (6220.652323 sec): 3 clusters Score: Raw -1470345.302282 + Penalty 1838.133873 = -1468507.168409 nChanged 329 SP:Iteration 12Q (6220.708427 sec): 3 clusters Score: Raw -1470491.628938 + Penalty 1838.133873 = -1468653.495065 nChanged 282 SP:Iteration 13Q (6220.778756 sec): 3 clusters Score: Raw -1470617.729783 + Penalty 1838.133873 = -1468779.595911 nChanged 267 SP:Iteration 14Q (6220.837052 sec): 3 clusters Score: Raw -1470725.947106 + Penalty 1838.133873 = -1468887.813233 nChanged 270 SP:Iteration 15Q (6220.896930 sec): 3 clusters Score: Raw -1470844.763080 + Penalty 1838.133873 = -1469006.629207 nChanged 243 SP:Iteration 16Q (6220.952210 sec): 3 clusters Score: Raw -1470944.063957 + Penalty 1838.133873 = -1469105.930084 nChanged 236 SP:Iteration 17Q (6221.014992 sec): 3 clusters Score: Raw -1471040.851697 + Penalty 1838.133873 = -1469202.717824 nChanged 224 SP:Iteration 18Q (6221.085171 sec): 3 clusters Score: Raw -1471128.460156 + Penalty 1838.133873 = -1469290.326283 nChanged 209 SP:Iteration 19Q (6221.137221 sec): 3 clusters Score: Raw -1471213.534122 + Penalty 1838.133873 = -1469375.400249 nChanged 188 SP:Iteration 20F (6221.200154 sec): 3 clusters Score: Raw -1471285.158561 + Penalty 1838.133873 = -1469447.024688 nChanged 177 SP:Iteration 21Q (6221.256927 sec): 3 clusters Score: Raw -1471355.919585 + Penalty 1838.133873 = -1469517.785712 nChanged 174 SP:Iteration 22Q (6221.316715 sec): 3 clusters Score: Raw -1471428.703942 + Penalty 1838.133873 = -1469590.570069 nChanged 157 SP:Iteration 23Q (6221.376034 sec): 3 clusters Score: Raw -1471489.329428 + Penalty 1838.133873 = -1469651.195555 nChanged 121 SP:Iteration 24Q (6221.444139 sec): 3 clusters Score: Raw -1471528.645506 + Penalty 1838.133873 = -1469690.511633 nChanged 107 SP:Iteration 25Q (6221.496998 sec): 3 clusters Score: Raw -1471563.667590 + Penalty 1838.133873 = -1469725.533717 nChanged 99 SP:Iteration 26Q (6221.559614 sec): 3 clusters Score: Raw -1471596.954082 + Penalty 1838.133873 = -1469758.820209 nChanged 87 SP:Iteration 27Q (6221.619329 sec): 3 clusters Score: Raw -1471626.187713 + Penalty 1838.133873 = -1469788.053840 nChanged 84 SP:Iteration 28Q (6221.678241 sec): 3 clusters Score: Raw -1471656.947745 + Penalty 1838.133873 = -1469818.813872 nChanged 91 SP:Iteration 29Q (6221.733799 sec): 3 clusters Score: Raw -1471690.700431 + Penalty 1838.133873 = -1469852.566558 nChanged 76 SP:Iteration 30Q (6221.786616 sec): 3 clusters Score: Raw -1471715.826062 + Penalty 1838.133873 = -1469877.692190 nChanged 60 SP:Iteration 31Q (6221.851117 sec): 3 clusters Score: Raw -1471737.843709 + Penalty 1838.133873 = -1469899.709836 nChanged 61 SP:Iteration 32Q (6221.909871 sec): 3 clusters Score: Raw -1471760.053762 + Penalty 1838.133873 = -1469921.919889 nChanged 56 SP:Iteration 33Q (6221.960900 sec): 3 clusters Score: Raw -1471779.919567 + Penalty 1838.133873 = -1469941.785694 nChanged 48 SP:Iteration 34Q (6222.021035 sec): 3 clusters Score: Raw -1471797.132306 + Penalty 1838.133873 = -1469958.998433 nChanged 38 SP:Iteration 35Q (6222.078962 sec): 3 clusters Score: Raw -1471810.323136 + Penalty 1838.133873 = -1469972.189263 nChanged 40 SP:Iteration 36Q (6222.142512 sec): 3 clusters Score: Raw -1471825.579686 + Penalty 1838.133873 = -1469987.445813 nChanged 38 SP:Iteration 37Q (6222.206565 sec): 3 clusters Score: Raw -1471836.918874 + Penalty 1838.133873 = -1469998.785001 nChanged 34 SP:Iteration 38Q (6222.259098 sec): 3 clusters Score: Raw -1471847.784420 + Penalty 1838.133873 = -1470009.650547 nChanged 25 SP:Iteration 39Q (6222.328799 sec): 3 clusters Score: Raw -1471859.092684 + Penalty 1838.133873 = -1470020.958811 nChanged 26 SP:Iteration 40F (6222.392778 sec): 3 clusters Score: Raw -1471870.020365 + Penalty 1838.133873 = -1470031.886492 nChanged 18 SP:Iteration 41Q (6222.446737 sec): 3 clusters Score: Raw -1471878.796225 + Penalty 1838.133873 = -1470040.662353 nChanged 17 SP:Iteration 42Q (6222.499196 sec): 3 clusters Score: Raw -1471884.078331 + Penalty 1838.133873 = -1470045.944458 nChanged 10 SP:Iteration 43Q (6222.567622 sec): 3 clusters Score: Raw -1471887.747037 + Penalty 1838.133873 = -1470049.613164 nChanged 12 SP:Iteration 44Q (6222.623449 sec): 3 clusters Score: Raw -1471891.872665 + Penalty 1838.133873 = -1470053.738793 nChanged 11 SP:Iteration 45Q (6222.681410 sec): 3 clusters Score: Raw -1471895.088869 + Penalty 1838.133873 = -1470056.954996 nChanged 8 SP:Iteration 46Q (6222.742009 sec): 3 clusters Score: Raw -1471897.607560 + Penalty 1838.133873 = -1470059.473687 nChanged 8 SP:Iteration 47Q (6222.795085 sec): 3 clusters Score: Raw -1471899.618329 + Penalty 1838.133873 = -1470061.484457 nChanged 10 SP:Iteration 48Q (6222.864126 sec): 3 clusters Score: Raw -1471901.774142 + Penalty 1838.133873 = -1470063.640269 nChanged 6 SP:Iteration 49Q (6222.923387 sec): 3 clusters Score: Raw -1471904.137334 + Penalty 1838.133873 = -1470066.003461 nChanged 12 SP:Iteration 50Q (6222.974882 sec): 3 clusters Score: Raw -1471908.884578 + Penalty 1838.133873 = -1470070.750705 nChanged 14 SP:Iteration 51Q (6223.038562 sec): 3 clusters Score: Raw -1471913.671429 + Penalty 1838.133873 = -1470075.537557 nChanged 12 SP:Iteration 52Q (6223.096654 sec): 3 clusters Score: Raw -1471917.724665 + Penalty 1838.133873 = -1470079.590792 nChanged 13 SP:Iteration 53Q (6223.157696 sec): 3 clusters Score: Raw -1471921.077184 + Penalty 1838.133873 = -1470082.943311 nChanged 12 SP:Iteration 54Q (6223.224874 sec): 3 clusters Score: Raw -1471923.831959 + Penalty 1838.133873 = -1470085.698086 nChanged 5 SP:Iteration 55Q (6223.286960 sec): 3 clusters Score: Raw -1471924.971317 + Penalty 1838.133873 = -1470086.837444 nChanged 5 SP:Iteration 56Q (6223.342172 sec): 3 clusters Score: Raw -1471926.575934 + Penalty 1838.133873 = -1470088.442061 nChanged 3 SP:Iteration 57Q (6223.404095 sec): 3 clusters Score: Raw -1471927.212155 + Penalty 1838.133873 = -1470089.078282 nChanged 2 SP:Iteration 58Q (6223.464801 sec): 3 clusters Score: Raw -1471927.782190 + Penalty 1838.133873 = -1470089.648317 nChanged 1 SP:Iteration 59Q (6223.525197 sec): 3 clusters Score: Raw -1471927.992133 + Penalty 1838.133873 = -1470089.858260 nChanged 3 SP:Iteration 60F (6223.589029 sec): 3 clusters Score: Raw -1471928.493639 + Penalty 1838.133873 = -1470090.359766 nChanged 2 SP:Iteration 61Q (6223.655758 sec): 3 clusters Score: Raw -1471928.818632 + Penalty 1838.133873 = -1470090.684760 nChanged 0 SP:Iteration 62F (6223.717256 sec): 3 clusters Score: Raw -1471928.818632 + Penalty 1838.133873 = -1470090.684760 nChanged 0 Trying to split cluster 12 (74133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6223.827462 sec): 2 clusters Score: Raw -7064782.753178 + Penalty 1065.293525 = -7063717.459652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6223.952003 sec): 3 clusters Score: Raw -7016242.778562 + Penalty 2130.587051 = -7014112.191511 nChanged 35643 SP:Iteration 1F (6224.084640 sec): 3 clusters Score: Raw -7037463.811703 + Penalty 2130.587051 = -7035333.224652 nChanged 3481 SP:Iteration 2Q (6224.227829 sec): 3 clusters Score: Raw -7039013.001047 + Penalty 2130.587051 = -7036882.413997 nChanged 4259 SP:Iteration 3F (6224.351422 sec): 3 clusters Score: Raw -7041455.788135 + Penalty 2130.587051 = -7039325.201084 nChanged 4903 SP:Iteration 4F (6224.477594 sec): 3 clusters Score: Raw -7044979.852925 + Penalty 2130.587051 = -7042849.265874 nChanged 5168 SP:Iteration 5F (6224.608825 sec): 3 clusters Score: Raw -7048939.650757 + Penalty 2130.587051 = -7046809.063706 nChanged 4647 SP:Iteration 6F (6224.744540 sec): 3 clusters Score: Raw -7052048.397087 + Penalty 2130.587051 = -7049917.810036 nChanged 3422 SP:Iteration 7Q (6224.886144 sec): 3 clusters Score: Raw -7053599.245189 + Penalty 2130.587051 = -7051468.658138 nChanged 2156 SP:Iteration 8Q (6225.024775 sec): 3 clusters Score: Raw -7054300.760459 + Penalty 2130.587051 = -7052170.173409 nChanged 1542 SP:Iteration 9Q (6225.155777 sec): 3 clusters Score: Raw -7054768.532381 + Penalty 2130.587051 = -7052637.945330 nChanged 1408 SP:Iteration 10Q (6225.291840 sec): 3 clusters Score: Raw -7055215.736935 + Penalty 2130.587051 = -7053085.149884 nChanged 1470 SP:Iteration 11Q (6225.430994 sec): 3 clusters Score: Raw -7055686.157822 + Penalty 2130.587051 = -7053555.570771 nChanged 1544 SP:Iteration 12Q (6225.552883 sec): 3 clusters Score: Raw -7056222.212350 + Penalty 2130.587051 = -7054091.625299 nChanged 1614 SP:Iteration 13Q (6225.691289 sec): 3 clusters Score: Raw -7056844.090917 + Penalty 2130.587051 = -7054713.503867 nChanged 1690 SP:Iteration 14Q (6225.812368 sec): 3 clusters Score: Raw -7057543.861119 + Penalty 2130.587051 = -7055413.274069 nChanged 1658 SP:Iteration 15Q (6225.935387 sec): 3 clusters Score: Raw -7058250.963916 + Penalty 2130.587051 = -7056120.376866 nChanged 1571 SP:Iteration 16Q (6226.067013 sec): 3 clusters Score: Raw -7058953.968994 + Penalty 2130.587051 = -7056823.381943 nChanged 1522 SP:Iteration 17Q (6226.189155 sec): 3 clusters Score: Raw -7059672.776677 + Penalty 2130.587051 = -7057542.189627 nChanged 1480 SP:Iteration 18Q (6226.310556 sec): 3 clusters Score: Raw -7060405.173324 + Penalty 2130.587051 = -7058274.586274 nChanged 1362 SP:Iteration 19Q (6226.442961 sec): 3 clusters Score: Raw -7061112.004335 + Penalty 2130.587051 = -7058981.417284 nChanged 1272 SP:Iteration 20F (6226.577737 sec): 3 clusters Score: Raw -7061795.792664 + Penalty 2130.587051 = -7059665.205613 nChanged 1120 SP:Iteration 21Q (6226.705656 sec): 3 clusters Score: Raw -7062400.980164 + Penalty 2130.587051 = -7060270.393114 nChanged 981 SP:Iteration 22Q (6226.829968 sec): 3 clusters Score: Raw -7062934.711385 + Penalty 2130.587051 = -7060804.124334 nChanged 824 SP:Iteration 23Q (6226.953069 sec): 3 clusters Score: Raw -7063373.764860 + Penalty 2130.587051 = -7061243.177809 nChanged 698 SP:Iteration 24Q (6227.078414 sec): 3 clusters Score: Raw -7063750.107794 + Penalty 2130.587051 = -7061619.520744 nChanged 559 SP:Iteration 25Q (6227.203472 sec): 3 clusters Score: Raw -7064046.548393 + Penalty 2130.587051 = -7061915.961343 nChanged 445 SP:Iteration 26Q (6227.330715 sec): 3 clusters Score: Raw -7064292.723086 + Penalty 2130.587051 = -7062162.136035 nChanged 347 SP:Iteration 27Q (6227.431533 sec): 3 clusters Score: Raw -7064480.656101 + Penalty 2130.587051 = -7062350.069050 nChanged 257 SP:Iteration 28Q (6227.542450 sec): 3 clusters Score: Raw -7064617.380657 + Penalty 2130.587051 = -7062486.793606 nChanged 213 SP:Iteration 29Q (6227.653706 sec): 3 clusters Score: Raw -7064720.298574 + Penalty 2130.587051 = -7062589.711524 nChanged 168 SP:Iteration 30Q (6227.759007 sec): 3 clusters Score: Raw -7064800.375448 + Penalty 2130.587051 = -7062669.788397 nChanged 126 SP:Iteration 31Q (6227.864527 sec): 3 clusters Score: Raw -7064863.618718 + Penalty 2130.587051 = -7062733.031667 nChanged 105 SP:Iteration 32Q (6227.991857 sec): 3 clusters Score: Raw -7064914.178653 + Penalty 2130.587051 = -7062783.591602 nChanged 57 SP:Iteration 33Q (6228.103087 sec): 3 clusters Score: Raw -7064937.548588 + Penalty 2130.587051 = -7062806.961537 nChanged 46 SP:Iteration 34Q (6228.223622 sec): 3 clusters Score: Raw -7064954.705992 + Penalty 2130.587051 = -7062824.118941 nChanged 27 SP:Iteration 35Q (6228.343715 sec): 3 clusters Score: Raw -7064964.520538 + Penalty 2130.587051 = -7062833.933487 nChanged 22 SP:Iteration 36Q (6228.456700 sec): 3 clusters Score: Raw -7064970.283484 + Penalty 2130.587051 = -7062839.696434 nChanged 15 SP:Iteration 37Q (6228.567961 sec): 3 clusters Score: Raw -7064974.519563 + Penalty 2130.587051 = -7062843.932513 nChanged 15 SP:Iteration 38Q (6228.676850 sec): 3 clusters Score: Raw -7064980.888499 + Penalty 2130.587051 = -7062850.301449 nChanged 19 SP:Iteration 39Q (6228.790603 sec): 3 clusters Score: Raw -7064988.408212 + Penalty 2130.587051 = -7062857.821161 nChanged 16 SP:Iteration 40F (6228.920830 sec): 3 clusters Score: Raw -7064995.251546 + Penalty 2130.587051 = -7062864.664495 nChanged 15 SP:Iteration 41Q (6229.028954 sec): 3 clusters Score: Raw -7064999.627279 + Penalty 2130.587051 = -7062869.040229 nChanged 11 SP:Iteration 42Q (6229.144208 sec): 3 clusters Score: Raw -7065005.337222 + Penalty 2130.587051 = -7062874.750171 nChanged 12 SP:Iteration 43Q (6229.255113 sec): 3 clusters Score: Raw -7065009.762172 + Penalty 2130.587051 = -7062879.175121 nChanged 14 SP:Iteration 44Q (6229.374827 sec): 3 clusters Score: Raw -7065016.045256 + Penalty 2130.587051 = -7062885.458206 nChanged 13 SP:Iteration 45Q (6229.497768 sec): 3 clusters Score: Raw -7065022.384344 + Penalty 2130.587051 = -7062891.797294 nChanged 10 SP:Iteration 46Q (6229.612182 sec): 3 clusters Score: Raw -7065025.362355 + Penalty 2130.587051 = -7062894.775305 nChanged 7 SP:Iteration 47Q (6229.730117 sec): 3 clusters Score: Raw -7065027.102746 + Penalty 2130.587051 = -7062896.515696 nChanged 5 SP:Iteration 48Q (6229.843035 sec): 3 clusters Score: Raw -7065028.357656 + Penalty 2130.587051 = -7062897.770605 nChanged 4 SP:Iteration 49Q (6229.938671 sec): 3 clusters Score: Raw -7065029.282147 + Penalty 2130.587051 = -7062898.695097 nChanged 3 SP:Iteration 50Q (6230.050791 sec): 3 clusters Score: Raw -7065030.257892 + Penalty 2130.587051 = -7062899.670841 nChanged 1 SP:Iteration 51Q (6230.174292 sec): 3 clusters Score: Raw -7065030.758643 + Penalty 2130.587051 = -7062900.171593 nChanged 2 SP:Iteration 52Q (6230.284027 sec): 3 clusters Score: Raw -7065031.275353 + Penalty 2130.587051 = -7062900.688302 nChanged 1 SP:Iteration 53Q (6230.389860 sec): 3 clusters Score: Raw -7065031.350486 + Penalty 2130.587051 = -7062900.763435 nChanged 0 SP:Iteration 54F (6230.522591 sec): 3 clusters Score: Raw -7065031.350486 + Penalty 2130.587051 = -7062900.763435 nChanged 0 Trying to split cluster 13 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6230.548033 sec): 2 clusters Score: Raw -22424.673982 + Penalty 525.672001 = -21899.001980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6230.583778 sec): 3 clusters Score: Raw -22416.364628 + Penalty 1051.344003 = -21365.020625 nChanged 68 SP:Iteration 1F (6230.620084 sec): 3 clusters Score: Raw -22524.325393 + Penalty 1051.344003 = -21472.981390 nChanged 17 SP:Iteration 2F (6230.663586 sec): 3 clusters Score: Raw -22549.278002 + Penalty 1051.344003 = -21497.934000 nChanged 5 SP:Iteration 3Q (6230.699721 sec): 3 clusters Score: Raw -22559.171143 + Penalty 1051.344003 = -21507.827140 nChanged 1 SP:Iteration 4Q (6230.736895 sec): 3 clusters Score: Raw -22562.146826 + Penalty 1051.344003 = -21510.802823 nChanged 2 SP:Iteration 5Q (6230.779510 sec): 3 clusters Score: Raw -22567.217015 + Penalty 1051.344003 = -21515.873012 nChanged 2 SP:Iteration 6Q (6230.822167 sec): 3 clusters Score: Raw -22569.925651 + Penalty 1051.344003 = -21518.581649 nChanged 0 SP:Iteration 7F (6230.873001 sec): 3 clusters Score: Raw -22569.925651 + Penalty 1051.344003 = -21518.581649 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6230.888450 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6230.924179 sec): 3 clusters Score: Raw -10806.584490 + Penalty 979.125403 = -9827.459087 nChanged 41 SP:Iteration 1F (6230.966275 sec): 3 clusters Score: Raw -10940.353045 + Penalty 979.125403 = -9961.227642 nChanged 7 SP:Iteration 2Q (6231.008881 sec): 3 clusters Score: Raw -11034.265414 + Penalty 979.125403 = -10055.140011 nChanged 5 SP:Iteration 3Q (6231.051183 sec): 3 clusters Score: Raw -11084.124910 + Penalty 979.125403 = -10104.999507 nChanged 4 SP:Iteration 4Q (6231.085757 sec): 3 clusters Score: Raw -11101.838843 + Penalty 979.125403 = -10122.713440 nChanged 0 SP:Iteration 5F (6231.128981 sec): 3 clusters Score: Raw -11101.838843 + Penalty 979.125403 = -10122.713440 nChanged 0 Trying to split cluster 15 (14652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6231.169205 sec): 2 clusters Score: Raw -1401526.041891 + Penalty 911.271552 = -1400614.770339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6231.232211 sec): 3 clusters Score: Raw -1392623.544383 + Penalty 1822.543104 = -1390801.001280 nChanged 6729 SP:Iteration 1F (6231.291301 sec): 3 clusters Score: Raw -1396519.260181 + Penalty 1822.543104 = -1394696.717078 nChanged 862 SP:Iteration 2F (6231.358740 sec): 3 clusters Score: Raw -1396938.405684 + Penalty 1822.543104 = -1395115.862580 nChanged 886 SP:Iteration 3F (6231.412992 sec): 3 clusters Score: Raw -1397465.106644 + Penalty 1822.543104 = -1395642.563540 nChanged 923 SP:Iteration 4F (6231.468470 sec): 3 clusters Score: Raw -1398119.275673 + Penalty 1822.543104 = -1396296.732569 nChanged 955 SP:Iteration 5F (6231.532886 sec): 3 clusters Score: Raw -1398829.664162 + Penalty 1822.543104 = -1397007.121059 nChanged 930 SP:Iteration 6F (6231.592954 sec): 3 clusters Score: Raw -1399529.203180 + Penalty 1822.543104 = -1397706.660076 nChanged 778 SP:Iteration 7F (6231.655066 sec): 3 clusters Score: Raw -1400006.423941 + Penalty 1822.543104 = -1398183.880837 nChanged 591 SP:Iteration 8Q (6231.698415 sec): 3 clusters Score: Raw -1400279.192170 + Penalty 1822.543104 = -1398456.649067 nChanged 402 SP:Iteration 9Q (6231.754144 sec): 3 clusters Score: Raw -1400416.007820 + Penalty 1822.543104 = -1398593.464716 nChanged 285 SP:Iteration 10Q (6231.817318 sec): 3 clusters Score: Raw -1400508.144745 + Penalty 1822.543104 = -1398685.601641 nChanged 239 SP:Iteration 11Q (6231.876683 sec): 3 clusters Score: Raw -1400576.994197 + Penalty 1822.543104 = -1398754.451094 nChanged 198 SP:Iteration 12Q (6231.943366 sec): 3 clusters Score: Raw -1400627.675252 + Penalty 1822.543104 = -1398805.132148 nChanged 171 SP:Iteration 13Q (6232.006244 sec): 3 clusters Score: Raw -1400672.778064 + Penalty 1822.543104 = -1398850.234960 nChanged 182 SP:Iteration 14Q (6232.065360 sec): 3 clusters Score: Raw -1400723.853084 + Penalty 1822.543104 = -1398901.309980 nChanged 183 SP:Iteration 15Q (6232.135896 sec): 3 clusters Score: Raw -1400769.970092 + Penalty 1822.543104 = -1398947.426989 nChanged 201 SP:Iteration 16Q (6232.202204 sec): 3 clusters Score: Raw -1400825.688048 + Penalty 1822.543104 = -1399003.144944 nChanged 207 SP:Iteration 17Q (6232.262758 sec): 3 clusters Score: Raw -1400886.457416 + Penalty 1822.543104 = -1399063.914312 nChanged 212 SP:Iteration 18Q (6232.324500 sec): 3 clusters Score: Raw -1400959.210592 + Penalty 1822.543104 = -1399136.667489 nChanged 231 SP:Iteration 19Q (6232.376746 sec): 3 clusters Score: Raw -1401033.205531 + Penalty 1822.543104 = -1399210.662427 nChanged 228 SP:Iteration 20F (6232.447107 sec): 3 clusters Score: Raw -1401121.056790 + Penalty 1822.543104 = -1399298.513686 nChanged 226 SP:Iteration 21Q (6232.507446 sec): 3 clusters Score: Raw -1401209.161213 + Penalty 1822.543104 = -1399386.618110 nChanged 228 SP:Iteration 22Q (6232.559949 sec): 3 clusters Score: Raw -1401315.358455 + Penalty 1822.543104 = -1399492.815352 nChanged 264 SP:Iteration 23Q (6232.618134 sec): 3 clusters Score: Raw -1401478.981677 + Penalty 1822.543104 = -1399656.438573 nChanged 277 SP:Iteration 24Q (6232.679056 sec): 3 clusters Score: Raw -1401679.332663 + Penalty 1822.543104 = -1399856.789560 nChanged 275 SP:Iteration 25Q (6232.741067 sec): 3 clusters Score: Raw -1401884.124799 + Penalty 1822.543104 = -1400061.581695 nChanged 245 SP:Iteration 26Q (6232.796981 sec): 3 clusters Score: Raw -1402068.314083 + Penalty 1822.543104 = -1400245.770980 nChanged 195 SP:Iteration 27Q (6232.858062 sec): 3 clusters Score: Raw -1402158.896836 + Penalty 1822.543104 = -1400336.353732 nChanged 145 SP:Iteration 28Q (6232.917681 sec): 3 clusters Score: Raw -1402204.498080 + Penalty 1822.543104 = -1400381.954977 nChanged 86 SP:Iteration 29Q (6232.981027 sec): 3 clusters Score: Raw -1402228.339850 + Penalty 1822.543104 = -1400405.796747 nChanged 67 SP:Iteration 30Q (6233.033843 sec): 3 clusters Score: Raw -1402245.407837 + Penalty 1822.543104 = -1400422.864734 nChanged 52 SP:Iteration 31Q (6233.098834 sec): 3 clusters Score: Raw -1402254.965737 + Penalty 1822.543104 = -1400432.422633 nChanged 40 SP:Iteration 32Q (6233.153560 sec): 3 clusters Score: Raw -1402262.687293 + Penalty 1822.543104 = -1400440.144190 nChanged 35 SP:Iteration 33Q (6233.214977 sec): 3 clusters Score: Raw -1402267.749260 + Penalty 1822.543104 = -1400445.206156 nChanged 24 SP:Iteration 34Q (6233.266698 sec): 3 clusters Score: Raw -1402271.745113 + Penalty 1822.543104 = -1400449.202010 nChanged 25 SP:Iteration 35Q (6233.331430 sec): 3 clusters Score: Raw -1402275.946050 + Penalty 1822.543104 = -1400453.402947 nChanged 35 SP:Iteration 36Q (6233.385296 sec): 3 clusters Score: Raw -1402281.289680 + Penalty 1822.543104 = -1400458.746576 nChanged 26 SP:Iteration 37Q (6233.452469 sec): 3 clusters Score: Raw -1402283.907085 + Penalty 1822.543104 = -1400461.363981 nChanged 18 SP:Iteration 38Q (6233.504094 sec): 3 clusters Score: Raw -1402284.940435 + Penalty 1822.543104 = -1400462.397332 nChanged 9 SP:Iteration 39Q (6233.567983 sec): 3 clusters Score: Raw -1402285.433588 + Penalty 1822.543104 = -1400462.890484 nChanged 5 SP:Iteration 40F (6233.625809 sec): 3 clusters Score: Raw -1402285.908704 + Penalty 1822.543104 = -1400463.365600 nChanged 7 SP:Iteration 41Q (6233.689611 sec): 3 clusters Score: Raw -1402286.576971 + Penalty 1822.543104 = -1400464.033868 nChanged 2 SP:Iteration 42Q (6233.740508 sec): 3 clusters Score: Raw -1402286.688663 + Penalty 1822.543104 = -1400464.145559 nChanged 3 SP:Iteration 43Q (6233.802282 sec): 3 clusters Score: Raw -1402286.852276 + Penalty 1822.543104 = -1400464.309172 nChanged 0 SP:Iteration 44F (6233.859965 sec): 3 clusters Score: Raw -1402286.852276 + Penalty 1822.543104 = -1400464.309172 nChanged 0 Trying to split cluster 16 (25419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6233.912734 sec): 2 clusters Score: Raw -2382966.854372 + Penalty 963.608959 = -2382003.245412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6233.990147 sec): 3 clusters Score: Raw -2367082.288098 + Penalty 1927.217919 = -2365155.070179 nChanged 11740 SP:Iteration 1F (6234.063925 sec): 3 clusters Score: Raw -2373586.834633 + Penalty 1927.217919 = -2371659.616714 nChanged 1107 SP:Iteration 2Q (6234.135172 sec): 3 clusters Score: Raw -2373939.662197 + Penalty 1927.217919 = -2372012.444279 nChanged 1094 SP:Iteration 3Q (6234.210075 sec): 3 clusters Score: Raw -2374358.513983 + Penalty 1927.217919 = -2372431.296064 nChanged 1166 SP:Iteration 4Q (6234.287827 sec): 3 clusters Score: Raw -2374872.881397 + Penalty 1927.217919 = -2372945.663478 nChanged 1306 SP:Iteration 5F (6234.358989 sec): 3 clusters Score: Raw -2375568.740146 + Penalty 1927.217919 = -2373641.522227 nChanged 1423 SP:Iteration 6F (6234.433831 sec): 3 clusters Score: Raw -2376481.946448 + Penalty 1927.217919 = -2374554.728529 nChanged 1585 SP:Iteration 7F (6234.499364 sec): 3 clusters Score: Raw -2377721.588631 + Penalty 1927.217919 = -2375794.370712 nChanged 1686 SP:Iteration 8F (6234.577733 sec): 3 clusters Score: Raw -2379113.439637 + Penalty 1927.217919 = -2377186.221718 nChanged 1536 SP:Iteration 9F (6234.651406 sec): 3 clusters Score: Raw -2380227.866869 + Penalty 1927.217919 = -2378300.648950 nChanged 1162 SP:Iteration 10Q (6234.734192 sec): 3 clusters Score: Raw -2380829.151508 + Penalty 1927.217919 = -2378901.933589 nChanged 745 SP:Iteration 11Q (6234.805849 sec): 3 clusters Score: Raw -2381164.074890 + Penalty 1927.217919 = -2379236.856971 nChanged 603 SP:Iteration 12Q (6234.880423 sec): 3 clusters Score: Raw -2381437.872767 + Penalty 1927.217919 = -2379510.654848 nChanged 542 SP:Iteration 13Q (6234.961222 sec): 3 clusters Score: Raw -2381702.463150 + Penalty 1927.217919 = -2379775.245231 nChanged 496 SP:Iteration 14Q (6235.035258 sec): 3 clusters Score: Raw -2381973.152205 + Penalty 1927.217919 = -2380045.934286 nChanged 494 SP:Iteration 15Q (6235.102456 sec): 3 clusters Score: Raw -2382231.896913 + Penalty 1927.217919 = -2380304.678994 nChanged 419 SP:Iteration 16Q (6235.170834 sec): 3 clusters Score: Raw -2382409.493584 + Penalty 1927.217919 = -2380482.275665 nChanged 337 SP:Iteration 17Q (6235.249022 sec): 3 clusters Score: Raw -2382511.888343 + Penalty 1927.217919 = -2380584.670424 nChanged 252 SP:Iteration 18Q (6235.330281 sec): 3 clusters Score: Raw -2382574.620405 + Penalty 1927.217919 = -2380647.402486 nChanged 208 SP:Iteration 19Q (6235.399736 sec): 3 clusters Score: Raw -2382619.017129 + Penalty 1927.217919 = -2380691.799210 nChanged 180 SP:Iteration 20F (6235.474177 sec): 3 clusters Score: Raw -2382650.228647 + Penalty 1927.217919 = -2380723.010728 nChanged 144 SP:Iteration 21Q (6235.566874 sec): 3 clusters Score: Raw -2382673.403555 + Penalty 1927.217919 = -2380746.185636 nChanged 121 SP:Iteration 22Q (6235.636330 sec): 3 clusters Score: Raw -2382687.677210 + Penalty 1927.217919 = -2380760.459291 nChanged 90 SP:Iteration 23Q (6235.704788 sec): 3 clusters Score: Raw -2382697.866100 + Penalty 1927.217919 = -2380770.648181 nChanged 80 SP:Iteration 24Q (6235.782743 sec): 3 clusters Score: Raw -2382706.695760 + Penalty 1927.217919 = -2380779.477841 nChanged 70 SP:Iteration 25Q (6235.850950 sec): 3 clusters Score: Raw -2382712.994842 + Penalty 1927.217919 = -2380785.776923 nChanged 50 SP:Iteration 26Q (6235.929160 sec): 3 clusters Score: Raw -2382717.213736 + Penalty 1927.217919 = -2380789.995817 nChanged 49 SP:Iteration 27Q (6236.008284 sec): 3 clusters Score: Raw -2382721.146338 + Penalty 1927.217919 = -2380793.928419 nChanged 43 SP:Iteration 28Q (6236.076228 sec): 3 clusters Score: Raw -2382723.680788 + Penalty 1927.217919 = -2380796.462869 nChanged 40 SP:Iteration 29Q (6236.155972 sec): 3 clusters Score: Raw -2382726.224637 + Penalty 1927.217919 = -2380799.006718 nChanged 33 SP:Iteration 30Q (6236.226920 sec): 3 clusters Score: Raw -2382728.480962 + Penalty 1927.217919 = -2380801.263043 nChanged 41 SP:Iteration 31Q (6236.296869 sec): 3 clusters Score: Raw -2382731.363937 + Penalty 1927.217919 = -2380804.146018 nChanged 43 SP:Iteration 32Q (6236.369745 sec): 3 clusters Score: Raw -2382734.074136 + Penalty 1927.217919 = -2380806.856217 nChanged 38 SP:Iteration 33Q (6236.442602 sec): 3 clusters Score: Raw -2382736.305145 + Penalty 1927.217919 = -2380809.087226 nChanged 29 SP:Iteration 34Q (6236.523868 sec): 3 clusters Score: Raw -2382738.200529 + Penalty 1927.217919 = -2380810.982610 nChanged 34 SP:Iteration 35Q (6236.597860 sec): 3 clusters Score: Raw -2382740.433781 + Penalty 1927.217919 = -2380813.215863 nChanged 32 SP:Iteration 36Q (6236.672537 sec): 3 clusters Score: Raw -2382742.811534 + Penalty 1927.217919 = -2380815.593615 nChanged 34 SP:Iteration 37Q (6236.752202 sec): 3 clusters Score: Raw -2382745.449343 + Penalty 1927.217919 = -2380818.231424 nChanged 36 SP:Iteration 38Q (6236.817367 sec): 3 clusters Score: Raw -2382748.681186 + Penalty 1927.217919 = -2380821.463267 nChanged 41 SP:Iteration 39Q (6236.886559 sec): 3 clusters Score: Raw -2382751.788997 + Penalty 1927.217919 = -2380824.571078 nChanged 36 SP:Iteration 40F (6236.964556 sec): 3 clusters Score: Raw -2382754.424446 + Penalty 1927.217919 = -2380827.206527 nChanged 32 SP:Iteration 41Q (6237.036530 sec): 3 clusters Score: Raw -2382756.575635 + Penalty 1927.217919 = -2380829.357716 nChanged 30 SP:Iteration 42Q (6237.122356 sec): 3 clusters Score: Raw -2382758.489121 + Penalty 1927.217919 = -2380831.271202 nChanged 25 SP:Iteration 43Q (6237.203946 sec): 3 clusters Score: Raw -2382760.086233 + Penalty 1927.217919 = -2380832.868314 nChanged 29 SP:Iteration 44Q (6237.276031 sec): 3 clusters Score: Raw -2382761.646656 + Penalty 1927.217919 = -2380834.428737 nChanged 25 SP:Iteration 45Q (6237.363127 sec): 3 clusters Score: Raw -2382763.603404 + Penalty 1927.217919 = -2380836.385485 nChanged 32 SP:Iteration 46Q (6237.433812 sec): 3 clusters Score: Raw -2382765.654899 + Penalty 1927.217919 = -2380838.436980 nChanged 34 SP:Iteration 47Q (6237.497021 sec): 3 clusters Score: Raw -2382767.820678 + Penalty 1927.217919 = -2380840.602759 nChanged 32 SP:Iteration 48Q (6237.575168 sec): 3 clusters Score: Raw -2382769.812680 + Penalty 1927.217919 = -2380842.594761 nChanged 25 SP:Iteration 49Q (6237.652976 sec): 3 clusters Score: Raw -2382771.174054 + Penalty 1927.217919 = -2380843.956135 nChanged 24 SP:Iteration 50Q (6237.727658 sec): 3 clusters Score: Raw -2382772.305712 + Penalty 1927.217919 = -2380845.087793 nChanged 23 SP:Iteration 51Q (6237.795111 sec): 3 clusters Score: Raw -2382773.527305 + Penalty 1927.217919 = -2380846.309386 nChanged 25 SP:Iteration 52Q (6237.869666 sec): 3 clusters Score: Raw -2382774.772780 + Penalty 1927.217919 = -2380847.554861 nChanged 20 SP:Iteration 53Q (6237.949078 sec): 3 clusters Score: Raw -2382775.854869 + Penalty 1927.217919 = -2380848.636950 nChanged 20 SP:Iteration 54Q (6238.016376 sec): 3 clusters Score: Raw -2382776.938526 + Penalty 1927.217919 = -2380849.720607 nChanged 21 SP:Iteration 55Q (6238.095500 sec): 3 clusters Score: Raw -2382777.914486 + Penalty 1927.217919 = -2380850.696567 nChanged 19 SP:Iteration 56Q (6238.159641 sec): 3 clusters Score: Raw -2382778.657226 + Penalty 1927.217919 = -2380851.439307 nChanged 16 SP:Iteration 57Q (6238.240730 sec): 3 clusters Score: Raw -2382779.582676 + Penalty 1927.217919 = -2380852.364757 nChanged 19 SP:Iteration 58Q (6238.314351 sec): 3 clusters Score: Raw -2382780.418431 + Penalty 1927.217919 = -2380853.200512 nChanged 19 SP:Iteration 59Q (6238.388471 sec): 3 clusters Score: Raw -2382781.382321 + Penalty 1927.217919 = -2380854.164402 nChanged 24 SP:Iteration 60F (6238.453309 sec): 3 clusters Score: Raw -2382782.552182 + Penalty 1927.217919 = -2380855.334263 nChanged 17 SP:Iteration 61Q (6238.539785 sec): 3 clusters Score: Raw -2382783.346672 + Penalty 1927.217919 = -2380856.128753 nChanged 15 SP:Iteration 62Q (6238.618862 sec): 3 clusters Score: Raw -2382783.985035 + Penalty 1927.217919 = -2380856.767117 nChanged 16 SP:Iteration 63Q (6238.690492 sec): 3 clusters Score: Raw -2382784.752118 + Penalty 1927.217919 = -2380857.534200 nChanged 14 SP:Iteration 64Q (6238.759206 sec): 3 clusters Score: Raw -2382785.425146 + Penalty 1927.217919 = -2380858.207227 nChanged 16 SP:Iteration 65Q (6238.844873 sec): 3 clusters Score: Raw -2382786.214962 + Penalty 1927.217919 = -2380858.997043 nChanged 21 SP:Iteration 66Q (6238.909684 sec): 3 clusters Score: Raw -2382787.283712 + Penalty 1927.217919 = -2380860.065793 nChanged 16 SP:Iteration 67Q (6238.972645 sec): 3 clusters Score: Raw -2382788.072356 + Penalty 1927.217919 = -2380860.854437 nChanged 17 SP:Iteration 68Q (6239.047964 sec): 3 clusters Score: Raw -2382789.225211 + Penalty 1927.217919 = -2380862.007292 nChanged 20 SP:Iteration 69Q (6239.116861 sec): 3 clusters Score: Raw -2382790.255288 + Penalty 1927.217919 = -2380863.037369 nChanged 20 SP:Iteration 70Q (6239.203123 sec): 3 clusters Score: Raw -2382791.120821 + Penalty 1927.217919 = -2380863.902902 nChanged 26 SP:Iteration 71Q (6239.278805 sec): 3 clusters Score: Raw -2382792.554606 + Penalty 1927.217919 = -2380865.336687 nChanged 22 SP:Iteration 72Q (6239.346916 sec): 3 clusters Score: Raw -2382793.978950 + Penalty 1927.217919 = -2380866.761031 nChanged 22 SP:Iteration 73Q (6239.430748 sec): 3 clusters Score: Raw -2382794.810939 + Penalty 1927.217919 = -2380867.593020 nChanged 19 SP:Iteration 74Q (6239.494750 sec): 3 clusters Score: Raw -2382795.401246 + Penalty 1927.217919 = -2380868.183327 nChanged 15 SP:Iteration 75Q (6239.561010 sec): 3 clusters Score: Raw -2382795.839571 + Penalty 1927.217919 = -2380868.621652 nChanged 13 SP:Iteration 76Q (6239.622969 sec): 3 clusters Score: Raw -2382796.183645 + Penalty 1927.217919 = -2380868.965727 nChanged 8 SP:Iteration 77Q (6239.702969 sec): 3 clusters Score: Raw -2382796.456567 + Penalty 1927.217919 = -2380869.238648 nChanged 13 SP:Iteration 78Q (6239.777620 sec): 3 clusters Score: Raw -2382796.816897 + Penalty 1927.217919 = -2380869.598979 nChanged 12 SP:Iteration 79Q (6239.841258 sec): 3 clusters Score: Raw -2382797.297423 + Penalty 1927.217919 = -2380870.079504 nChanged 12 SP:Iteration 80F (6239.917936 sec): 3 clusters Score: Raw -2382797.616733 + Penalty 1927.217919 = -2380870.398814 nChanged 5 SP:Iteration 81Q (6239.999203 sec): 3 clusters Score: Raw -2382797.737936 + Penalty 1927.217919 = -2380870.520017 nChanged 5 SP:Iteration 82Q (6240.078176 sec): 3 clusters Score: Raw -2382797.870240 + Penalty 1927.217919 = -2380870.652321 nChanged 3 SP:Iteration 83Q (6240.146590 sec): 3 clusters Score: Raw -2382797.994476 + Penalty 1927.217919 = -2380870.776557 nChanged 5 SP:Iteration 84Q (6240.231784 sec): 3 clusters Score: Raw -2382798.167250 + Penalty 1927.217919 = -2380870.949331 nChanged 7 SP:Iteration 85Q (6240.310668 sec): 3 clusters Score: Raw -2382798.498422 + Penalty 1927.217919 = -2380871.280503 nChanged 9 SP:Iteration 86Q (6240.382163 sec): 3 clusters Score: Raw -2382798.807732 + Penalty 1927.217919 = -2380871.589813 nChanged 8 SP:Iteration 87Q (6240.455911 sec): 3 clusters Score: Raw -2382799.031718 + Penalty 1927.217919 = -2380871.813799 nChanged 7 SP:Iteration 88Q (6240.531949 sec): 3 clusters Score: Raw -2382799.210560 + Penalty 1927.217919 = -2380871.992641 nChanged 8 SP:Iteration 89Q (6240.610574 sec): 3 clusters Score: Raw -2382799.498211 + Penalty 1927.217919 = -2380872.280292 nChanged 9 SP:Iteration 90Q (6240.677063 sec): 3 clusters Score: Raw -2382799.807573 + Penalty 1927.217919 = -2380872.589654 nChanged 7 SP:Iteration 91Q (6240.745176 sec): 3 clusters Score: Raw -2382799.994053 + Penalty 1927.217919 = -2380872.776134 nChanged 6 SP:Iteration 92Q (6240.815610 sec): 3 clusters Score: Raw -2382800.325093 + Penalty 1927.217919 = -2380873.107174 nChanged 8 SP:Iteration 93Q (6240.891719 sec): 3 clusters Score: Raw -2382800.649646 + Penalty 1927.217919 = -2380873.431728 nChanged 9 SP:Iteration 94Q (6240.964382 sec): 3 clusters Score: Raw -2382800.928373 + Penalty 1927.217919 = -2380873.710454 nChanged 12 SP:Iteration 95Q (6241.046042 sec): 3 clusters Score: Raw -2382801.272009 + Penalty 1927.217919 = -2380874.054090 nChanged 14 SP:Iteration 96Q (6241.117692 sec): 3 clusters Score: Raw -2382801.788139 + Penalty 1927.217919 = -2380874.570220 nChanged 17 SP:Iteration 97Q (6241.194979 sec): 3 clusters Score: Raw -2382802.649606 + Penalty 1927.217919 = -2380875.431687 nChanged 24 SP:Iteration 98Q (6241.262404 sec): 3 clusters Score: Raw -2382804.095208 + Penalty 1927.217919 = -2380876.877290 nChanged 27 SP:Iteration 99Q (6241.346813 sec): 3 clusters Score: Raw -2382805.629551 + Penalty 1927.217919 = -2380878.411632 nChanged 19 SP:Iteration 100F (6241.419604 sec): 3 clusters Score: Raw -2382806.361335 + Penalty 1927.217919 = -2380879.143416 nChanged 20 SP:Iteration 101Q (6241.503984 sec): 3 clusters Score: Raw -2382807.310073 + Penalty 1927.217919 = -2380880.092154 nChanged 19 SP:Iteration 102Q (6241.574536 sec): 3 clusters Score: Raw -2382808.292482 + Penalty 1927.217919 = -2380881.074563 nChanged 17 SP:Iteration 103Q (6241.652787 sec): 3 clusters Score: Raw -2382808.906998 + Penalty 1927.217919 = -2380881.689079 nChanged 12 SP:Iteration 104Q (6241.721910 sec): 3 clusters Score: Raw -2382809.392706 + Penalty 1927.217919 = -2380882.174787 nChanged 10 SP:Iteration 105Q (6241.803912 sec): 3 clusters Score: Raw -2382809.806085 + Penalty 1927.217919 = -2380882.588166 nChanged 8 SP:Iteration 106Q (6241.884132 sec): 3 clusters Score: Raw -2382810.277774 + Penalty 1927.217919 = -2380883.059855 nChanged 15 SP:Iteration 107Q (6241.956534 sec): 3 clusters Score: Raw -2382811.234004 + Penalty 1927.217919 = -2380884.016085 nChanged 15 SP:Iteration 108Q (6242.034813 sec): 3 clusters Score: Raw -2382812.049614 + Penalty 1927.217919 = -2380884.831695 nChanged 12 SP:Iteration 109Q (6242.104385 sec): 3 clusters Score: Raw -2382812.627725 + Penalty 1927.217919 = -2380885.409806 nChanged 17 SP:Iteration 110Q (6242.176216 sec): 3 clusters Score: Raw -2382813.907050 + Penalty 1927.217919 = -2380886.689131 nChanged 25 SP:Iteration 111Q (6242.244829 sec): 3 clusters Score: Raw -2382815.887388 + Penalty 1927.217919 = -2380888.669469 nChanged 26 SP:Iteration 112Q (6242.325638 sec): 3 clusters Score: Raw -2382817.511080 + Penalty 1927.217919 = -2380890.293161 nChanged 30 SP:Iteration 113Q (6242.388439 sec): 3 clusters Score: Raw -2382819.047312 + Penalty 1927.217919 = -2380891.829393 nChanged 21 SP:Iteration 114Q (6242.467290 sec): 3 clusters Score: Raw -2382820.115162 + Penalty 1927.217919 = -2380892.897243 nChanged 14 SP:Iteration 115Q (6242.547646 sec): 3 clusters Score: Raw -2382820.938085 + Penalty 1927.217919 = -2380893.720166 nChanged 20 SP:Iteration 116Q (6242.617879 sec): 3 clusters Score: Raw -2382821.987724 + Penalty 1927.217919 = -2380894.769805 nChanged 18 SP:Iteration 117Q (6242.700118 sec): 3 clusters Score: Raw -2382822.853564 + Penalty 1927.217919 = -2380895.635645 nChanged 20 SP:Iteration 118Q (6242.772086 sec): 3 clusters Score: Raw -2382823.672072 + Penalty 1927.217919 = -2380896.454153 nChanged 17 SP:Iteration 119Q (6242.846946 sec): 3 clusters Score: Raw -2382824.636409 + Penalty 1927.217919 = -2380897.418490 nChanged 21 SP:Iteration 120F (6242.912342 sec): 3 clusters Score: Raw -2382825.996653 + Penalty 1927.217919 = -2380898.778734 nChanged 23 SP:Iteration 121Q (6242.978206 sec): 3 clusters Score: Raw -2382827.276697 + Penalty 1927.217919 = -2380900.058778 nChanged 20 SP:Iteration 122Q (6243.051928 sec): 3 clusters Score: Raw -2382828.247106 + Penalty 1927.217919 = -2380901.029187 nChanged 16 SP:Iteration 123Q (6243.129718 sec): 3 clusters Score: Raw -2382828.817233 + Penalty 1927.217919 = -2380901.599314 nChanged 12 SP:Iteration 124Q (6243.197684 sec): 3 clusters Score: Raw -2382829.277516 + Penalty 1927.217919 = -2380902.059597 nChanged 14 SP:Iteration 125Q (6243.274297 sec): 3 clusters Score: Raw -2382829.840383 + Penalty 1927.217919 = -2380902.622464 nChanged 27 SP:Iteration 126Q (6243.348700 sec): 3 clusters Score: Raw -2382831.218303 + Penalty 1927.217919 = -2380904.000384 nChanged 27 SP:Iteration 127Q (6243.430169 sec): 3 clusters Score: Raw -2382832.940089 + Penalty 1927.217919 = -2380905.722170 nChanged 27 SP:Iteration 128Q (6243.494921 sec): 3 clusters Score: Raw -2382834.922581 + Penalty 1927.217919 = -2380907.704662 nChanged 29 SP:Iteration 129Q (6243.566158 sec): 3 clusters Score: Raw -2382836.922809 + Penalty 1927.217919 = -2380909.704890 nChanged 28 SP:Iteration 130Q (6243.640029 sec): 3 clusters Score: Raw -2382838.946835 + Penalty 1927.217919 = -2380911.728916 nChanged 27 SP:Iteration 131Q (6243.709522 sec): 3 clusters Score: Raw -2382840.412352 + Penalty 1927.217919 = -2380913.194433 nChanged 25 SP:Iteration 132Q (6243.787535 sec): 3 clusters Score: Raw -2382841.504353 + Penalty 1927.217919 = -2380914.286434 nChanged 19 SP:Iteration 133Q (6243.857748 sec): 3 clusters Score: Raw -2382842.330610 + Penalty 1927.217919 = -2380915.112691 nChanged 25 SP:Iteration 134Q (6243.938684 sec): 3 clusters Score: Raw -2382843.725278 + Penalty 1927.217919 = -2380916.507359 nChanged 26 SP:Iteration 135Q (6244.016893 sec): 3 clusters Score: Raw -2382845.195717 + Penalty 1927.217919 = -2380917.977798 nChanged 26 SP:Iteration 136Q (6244.089222 sec): 3 clusters Score: Raw -2382847.068283 + Penalty 1927.217919 = -2380919.850364 nChanged 28 SP:Iteration 137Q (6244.164242 sec): 3 clusters Score: Raw -2382848.768358 + Penalty 1927.217919 = -2380921.550439 nChanged 25 SP:Iteration 138Q (6244.234324 sec): 3 clusters Score: Raw -2382850.346023 + Penalty 1927.217919 = -2380923.128104 nChanged 28 SP:Iteration 139Q (6244.317243 sec): 3 clusters Score: Raw -2382851.781626 + Penalty 1927.217919 = -2380924.563708 nChanged 21 SP:Iteration 140F (6244.389673 sec): 3 clusters Score: Raw -2382852.989490 + Penalty 1927.217919 = -2380925.771571 nChanged 20 SP:Iteration 141Q (6244.466051 sec): 3 clusters Score: Raw -2382853.899538 + Penalty 1927.217919 = -2380926.681619 nChanged 14 SP:Iteration 142Q (6244.545668 sec): 3 clusters Score: Raw -2382854.792997 + Penalty 1927.217919 = -2380927.575078 nChanged 14 SP:Iteration 143Q (6244.620086 sec): 3 clusters Score: Raw -2382855.554488 + Penalty 1927.217919 = -2380928.336569 nChanged 18 SP:Iteration 144Q (6244.686424 sec): 3 clusters Score: Raw -2382856.448147 + Penalty 1927.217919 = -2380929.230228 nChanged 19 SP:Iteration 145Q (6244.757615 sec): 3 clusters Score: Raw -2382857.557053 + Penalty 1927.217919 = -2380930.339134 nChanged 22 SP:Iteration 146Q (6244.824952 sec): 3 clusters Score: Raw -2382858.745834 + Penalty 1927.217919 = -2380931.527915 nChanged 28 SP:Iteration 147Q (6244.891329 sec): 3 clusters Score: Raw -2382860.612936 + Penalty 1927.217919 = -2380933.395018 nChanged 31 SP:Iteration 148Q (6244.966589 sec): 3 clusters Score: Raw -2382862.181807 + Penalty 1927.217919 = -2380934.963888 nChanged 28 SP:Iteration 149Q (6245.027032 sec): 3 clusters Score: Raw -2382864.146156 + Penalty 1927.217919 = -2380936.928237 nChanged 27 SP:Iteration 150Q (6245.087007 sec): 3 clusters Score: Raw -2382865.933449 + Penalty 1927.217919 = -2380938.715530 nChanged 27 SP:Iteration 151Q (6245.158072 sec): 3 clusters Score: Raw -2382867.533638 + Penalty 1927.217919 = -2380940.315719 nChanged 28 SP:Iteration 152Q (6245.226216 sec): 3 clusters Score: Raw -2382869.500951 + Penalty 1927.217919 = -2380942.283033 nChanged 36 SP:Iteration 153Q (6245.291213 sec): 3 clusters Score: Raw -2382872.451160 + Penalty 1927.217919 = -2380945.233241 nChanged 37 SP:Iteration 154Q (6245.369977 sec): 3 clusters Score: Raw -2382874.707939 + Penalty 1927.217919 = -2380947.490020 nChanged 34 SP:Iteration 155Q (6245.447174 sec): 3 clusters Score: Raw -2382876.971897 + Penalty 1927.217919 = -2380949.753978 nChanged 31 SP:Iteration 156Q (6245.512831 sec): 3 clusters Score: Raw -2382878.888066 + Penalty 1927.217919 = -2380951.670147 nChanged 29 SP:Iteration 157Q (6245.588270 sec): 3 clusters Score: Raw -2382880.693096 + Penalty 1927.217919 = -2380953.475177 nChanged 28 SP:Iteration 158Q (6245.657844 sec): 3 clusters Score: Raw -2382882.955272 + Penalty 1927.217919 = -2380955.737353 nChanged 32 SP:Iteration 159Q (6245.731603 sec): 3 clusters Score: Raw -2382885.732894 + Penalty 1927.217919 = -2380958.514975 nChanged 33 SP:Iteration 160F (6245.796423 sec): 3 clusters Score: Raw -2382887.953014 + Penalty 1927.217919 = -2380960.735095 nChanged 29 SP:Iteration 161Q (6245.870054 sec): 3 clusters Score: Raw -2382889.993552 + Penalty 1927.217919 = -2380962.775634 nChanged 30 SP:Iteration 162Q (6245.941173 sec): 3 clusters Score: Raw -2382892.411192 + Penalty 1927.217919 = -2380965.193273 nChanged 28 SP:Iteration 163Q (6245.991918 sec): 3 clusters Score: Raw -2382894.051790 + Penalty 1927.217919 = -2380966.833871 nChanged 22 SP:Iteration 164Q (6246.074804 sec): 3 clusters Score: Raw -2382895.171903 + Penalty 1927.217919 = -2380967.953984 nChanged 18 SP:Iteration 165Q (6246.133263 sec): 3 clusters Score: Raw -2382896.190079 + Penalty 1927.217919 = -2380968.972160 nChanged 22 SP:Iteration 166Q (6246.196638 sec): 3 clusters Score: Raw -2382897.203764 + Penalty 1927.217919 = -2380969.985845 nChanged 16 SP:Iteration 167Q (6246.262273 sec): 3 clusters Score: Raw -2382897.940296 + Penalty 1927.217919 = -2380970.722377 nChanged 16 SP:Iteration 168Q (6246.334768 sec): 3 clusters Score: Raw -2382898.945749 + Penalty 1927.217919 = -2380971.727830 nChanged 17 SP:Iteration 169Q (6246.398297 sec): 3 clusters Score: Raw -2382899.922796 + Penalty 1927.217919 = -2380972.704877 nChanged 14 SP:Iteration 170Q (6246.466384 sec): 3 clusters Score: Raw -2382900.410012 + Penalty 1927.217919 = -2380973.192093 nChanged 8 SP:Iteration 171Q (6246.532594 sec): 3 clusters Score: Raw -2382900.809822 + Penalty 1927.217919 = -2380973.591903 nChanged 8 SP:Iteration 172Q (6246.607608 sec): 3 clusters Score: Raw -2382901.485265 + Penalty 1927.217919 = -2380974.267346 nChanged 12 SP:Iteration 173Q (6246.682386 sec): 3 clusters Score: Raw -2382902.162757 + Penalty 1927.217919 = -2380974.944838 nChanged 14 SP:Iteration 174Q (6246.749584 sec): 3 clusters Score: Raw -2382902.730254 + Penalty 1927.217919 = -2380975.512335 nChanged 12 SP:Iteration 175Q (6246.811791 sec): 3 clusters Score: Raw -2382903.158767 + Penalty 1927.217919 = -2380975.940848 nChanged 12 SP:Iteration 176Q (6246.883000 sec): 3 clusters Score: Raw -2382903.706821 + Penalty 1927.217919 = -2380976.488902 nChanged 9 SP:Iteration 177Q (6246.927115 sec): 3 clusters Score: Raw -2382903.998805 + Penalty 1927.217919 = -2380976.780886 nChanged 8 SP:Iteration 178Q (6247.001421 sec): 3 clusters Score: Raw -2382904.186893 + Penalty 1927.217919 = -2380976.968974 nChanged 7 SP:Iteration 179Q (6247.068297 sec): 3 clusters Score: Raw -2382904.337269 + Penalty 1927.217919 = -2380977.119350 nChanged 2 SP:Iteration 180F (6247.142500 sec): 3 clusters Score: Raw -2382904.382915 + Penalty 1927.217919 = -2380977.164996 nChanged 1 SP:Iteration 181Q (6247.218982 sec): 3 clusters Score: Raw -2382904.390122 + Penalty 1927.217919 = -2380977.172203 nChanged 0 SP:Iteration 182F (6247.298716 sec): 3 clusters Score: Raw -2382904.390122 + Penalty 1927.217919 = -2380977.172203 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6247.312529 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6247.357879 sec): 3 clusters Score: Raw -16996.800351 + Penalty 1005.727917 = -15991.072435 nChanged 44 SP:Iteration 1F (6247.383248 sec): 3 clusters Score: Raw -17070.492375 + Penalty 1005.727917 = -16064.764458 nChanged 8 SP:Iteration 2Q (6247.418631 sec): 3 clusters Score: Raw -17085.433075 + Penalty 1005.727917 = -16079.705158 nChanged 4 SP:Iteration 3Q (6247.464924 sec): 3 clusters Score: Raw -17091.680703 + Penalty 1005.727917 = -16085.952786 nChanged 5 SP:Iteration 4Q (6247.514432 sec): 3 clusters Score: Raw -17108.117070 + Penalty 1005.727917 = -16102.389154 nChanged 2 SP:Iteration 5Q (6247.560854 sec): 3 clusters Score: Raw -17110.314915 + Penalty 1005.727917 = -16104.586998 nChanged 1 SP:Iteration 6Q (6247.609458 sec): 3 clusters Score: Raw -17112.441090 + Penalty 1005.727917 = -16106.713174 nChanged 0 SP:Iteration 7F (6247.654596 sec): 3 clusters Score: Raw -17112.441090 + Penalty 1005.727917 = -16106.713174 nChanged 0 Trying to split cluster 18 (129387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6247.810920 sec): 2 clusters Score: Raw -12872540.959932 + Penalty 1118.203503 = -12871422.756429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6248.010244 sec): 3 clusters Score: Raw -12786495.572768 + Penalty 2236.407007 = -12784259.165762 nChanged 62757 SP:Iteration 1F (6248.181083 sec): 3 clusters Score: Raw -12825091.889850 + Penalty 2236.407007 = -12822855.482844 nChanged 5995 SP:Iteration 2Q (6248.394481 sec): 3 clusters Score: Raw -12827639.115637 + Penalty 2236.407007 = -12825402.708630 nChanged 7630 SP:Iteration 3F (6248.586650 sec): 3 clusters Score: Raw -12831884.480406 + Penalty 2236.407007 = -12829648.073399 nChanged 9106 SP:Iteration 4F (6248.778082 sec): 3 clusters Score: Raw -12838384.317071 + Penalty 2236.407007 = -12836147.910064 nChanged 9778 SP:Iteration 5F (6248.976265 sec): 3 clusters Score: Raw -12846752.250172 + Penalty 2236.407007 = -12844515.843165 nChanged 9205 SP:Iteration 6F (6249.169493 sec): 3 clusters Score: Raw -12854645.837825 + Penalty 2236.407007 = -12852409.430819 nChanged 7053 SP:Iteration 7F (6249.356191 sec): 3 clusters Score: Raw -12859328.358317 + Penalty 2236.407007 = -12857091.951311 nChanged 4462 SP:Iteration 8Q (6249.561253 sec): 3 clusters Score: Raw -12861569.322964 + Penalty 2236.407007 = -12859332.915957 nChanged 2841 SP:Iteration 9Q (6249.765313 sec): 3 clusters Score: Raw -12863010.280291 + Penalty 2236.407007 = -12860773.873284 nChanged 2407 SP:Iteration 10Q (6249.971831 sec): 3 clusters Score: Raw -12864299.397569 + Penalty 2236.407007 = -12862062.990562 nChanged 2287 SP:Iteration 11Q (6250.169971 sec): 3 clusters Score: Raw -12865573.311991 + Penalty 2236.407007 = -12863336.904985 nChanged 2231 SP:Iteration 12Q (6250.356943 sec): 3 clusters Score: Raw -12866841.962232 + Penalty 2236.407007 = -12864605.555225 nChanged 2044 SP:Iteration 13Q (6250.536235 sec): 3 clusters Score: Raw -12867888.072656 + Penalty 2236.407007 = -12865651.665650 nChanged 1738 SP:Iteration 14Q (6250.725082 sec): 3 clusters Score: Raw -12868634.827891 + Penalty 2236.407007 = -12866398.420884 nChanged 1461 SP:Iteration 15Q (6250.916134 sec): 3 clusters Score: Raw -12869146.862195 + Penalty 2236.407007 = -12866910.455188 nChanged 1233 SP:Iteration 16Q (6251.108076 sec): 3 clusters Score: Raw -12869527.796934 + Penalty 2236.407007 = -12867291.389927 nChanged 1038 SP:Iteration 17Q (6251.290451 sec): 3 clusters Score: Raw -12869815.227758 + Penalty 2236.407007 = -12867578.820751 nChanged 897 SP:Iteration 18Q (6251.468960 sec): 3 clusters Score: Raw -12870029.003226 + Penalty 2236.407007 = -12867792.596220 nChanged 769 SP:Iteration 19Q (6251.655137 sec): 3 clusters Score: Raw -12870184.034812 + Penalty 2236.407007 = -12867947.627806 nChanged 662 SP:Iteration 20F (6251.852420 sec): 3 clusters Score: Raw -12870298.906737 + Penalty 2236.407007 = -12868062.499730 nChanged 598 SP:Iteration 21Q (6252.033704 sec): 3 clusters Score: Raw -12870388.553775 + Penalty 2236.407007 = -12868152.146769 nChanged 533 SP:Iteration 22Q (6252.222808 sec): 3 clusters Score: Raw -12870462.445486 + Penalty 2236.407007 = -12868226.038480 nChanged 518 SP:Iteration 23Q (6252.418125 sec): 3 clusters Score: Raw -12870532.088844 + Penalty 2236.407007 = -12868295.681838 nChanged 492 SP:Iteration 24Q (6252.607133 sec): 3 clusters Score: Raw -12870593.062404 + Penalty 2236.407007 = -12868356.655398 nChanged 449 SP:Iteration 25Q (6252.785038 sec): 3 clusters Score: Raw -12870645.326661 + Penalty 2236.407007 = -12868408.919655 nChanged 458 SP:Iteration 26Q (6252.968784 sec): 3 clusters Score: Raw -12870694.268736 + Penalty 2236.407007 = -12868457.861729 nChanged 447 SP:Iteration 27Q (6253.151240 sec): 3 clusters Score: Raw -12870741.130739 + Penalty 2236.407007 = -12868504.723733 nChanged 471 SP:Iteration 28Q (6253.333930 sec): 3 clusters Score: Raw -12870794.322811 + Penalty 2236.407007 = -12868557.915805 nChanged 447 SP:Iteration 29Q (6253.514960 sec): 3 clusters Score: Raw -12870843.860215 + Penalty 2236.407007 = -12868607.453208 nChanged 425 SP:Iteration 30Q (6253.700900 sec): 3 clusters Score: Raw -12870889.436295 + Penalty 2236.407007 = -12868653.029288 nChanged 408 SP:Iteration 31Q (6253.879786 sec): 3 clusters Score: Raw -12870932.391417 + Penalty 2236.407007 = -12868695.984410 nChanged 397 SP:Iteration 32Q (6254.060845 sec): 3 clusters Score: Raw -12870972.450406 + Penalty 2236.407007 = -12868736.043400 nChanged 396 SP:Iteration 33Q (6254.233528 sec): 3 clusters Score: Raw -12871012.975599 + Penalty 2236.407007 = -12868776.568593 nChanged 391 SP:Iteration 34Q (6254.412446 sec): 3 clusters Score: Raw -12871051.244199 + Penalty 2236.407007 = -12868814.837193 nChanged 379 SP:Iteration 35Q (6254.596372 sec): 3 clusters Score: Raw -12871088.499823 + Penalty 2236.407007 = -12868852.092817 nChanged 362 SP:Iteration 36Q (6254.771603 sec): 3 clusters Score: Raw -12871123.754172 + Penalty 2236.407007 = -12868887.347165 nChanged 350 SP:Iteration 37Q (6254.951050 sec): 3 clusters Score: Raw -12871157.710214 + Penalty 2236.407007 = -12868921.303207 nChanged 338 SP:Iteration 38Q (6255.111713 sec): 3 clusters Score: Raw -12871188.748955 + Penalty 2236.407007 = -12868952.341949 nChanged 324 SP:Iteration 39Q (6255.296702 sec): 3 clusters Score: Raw -12871217.529102 + Penalty 2236.407007 = -12868981.122095 nChanged 313 SP:Iteration 40F (6255.487337 sec): 3 clusters Score: Raw -12871245.131447 + Penalty 2236.407007 = -12869008.724441 nChanged 289 SP:Iteration 41Q (6255.655366 sec): 3 clusters Score: Raw -12871268.498856 + Penalty 2236.407007 = -12869032.091850 nChanged 277 SP:Iteration 42Q (6255.826525 sec): 3 clusters Score: Raw -12871289.919616 + Penalty 2236.407007 = -12869053.512610 nChanged 285 SP:Iteration 43Q (6255.983636 sec): 3 clusters Score: Raw -12871312.992584 + Penalty 2236.407007 = -12869076.585578 nChanged 269 SP:Iteration 44Q (6256.156638 sec): 3 clusters Score: Raw -12871335.356771 + Penalty 2236.407007 = -12869098.949764 nChanged 275 SP:Iteration 45Q (6256.330468 sec): 3 clusters Score: Raw -12871360.159023 + Penalty 2236.407007 = -12869123.752016 nChanged 299 SP:Iteration 46Q (6256.521187 sec): 3 clusters Score: Raw -12871387.436954 + Penalty 2236.407007 = -12869151.029947 nChanged 287 SP:Iteration 47Q (6256.707513 sec): 3 clusters Score: Raw -12871411.647969 + Penalty 2236.407007 = -12869175.240962 nChanged 269 SP:Iteration 48Q (6256.904460 sec): 3 clusters Score: Raw -12871434.174991 + Penalty 2236.407007 = -12869197.767984 nChanged 266 SP:Iteration 49Q (6257.096143 sec): 3 clusters Score: Raw -12871457.738490 + Penalty 2236.407007 = -12869221.331484 nChanged 275 SP:Iteration 50Q (6257.283487 sec): 3 clusters Score: Raw -12871482.417381 + Penalty 2236.407007 = -12869246.010374 nChanged 276 SP:Iteration 51Q (6257.470115 sec): 3 clusters Score: Raw -12871506.591413 + Penalty 2236.407007 = -12869270.184406 nChanged 258 SP:Iteration 52Q (6257.660378 sec): 3 clusters Score: Raw -12871529.670235 + Penalty 2236.407007 = -12869293.263228 nChanged 273 SP:Iteration 53Q (6257.842136 sec): 3 clusters Score: Raw -12871553.977825 + Penalty 2236.407007 = -12869317.570818 nChanged 284 SP:Iteration 54Q (6258.027917 sec): 3 clusters Score: Raw -12871579.777827 + Penalty 2236.407007 = -12869343.370820 nChanged 256 SP:Iteration 55Q (6258.215090 sec): 3 clusters Score: Raw -12871602.843615 + Penalty 2236.407007 = -12869366.436608 nChanged 254 SP:Iteration 56Q (6258.394512 sec): 3 clusters Score: Raw -12871625.038855 + Penalty 2236.407007 = -12869388.631849 nChanged 244 SP:Iteration 57Q (6258.595655 sec): 3 clusters Score: Raw -12871645.895397 + Penalty 2236.407007 = -12869409.488391 nChanged 232 SP:Iteration 58Q (6258.769262 sec): 3 clusters Score: Raw -12871665.385332 + Penalty 2236.407007 = -12869428.978325 nChanged 227 SP:Iteration 59Q (6258.962710 sec): 3 clusters Score: Raw -12871683.864934 + Penalty 2236.407007 = -12869447.457927 nChanged 212 SP:Iteration 60F (6259.159984 sec): 3 clusters Score: Raw -12871699.701147 + Penalty 2236.407007 = -12869463.294140 nChanged 202 SP:Iteration 61Q (6259.346215 sec): 3 clusters Score: Raw -12871716.251657 + Penalty 2236.407007 = -12869479.844651 nChanged 199 SP:Iteration 62Q (6259.525328 sec): 3 clusters Score: Raw -12871730.252532 + Penalty 2236.407007 = -12869493.845525 nChanged 167 SP:Iteration 63Q (6259.701355 sec): 3 clusters Score: Raw -12871741.691924 + Penalty 2236.407007 = -12869505.284918 nChanged 176 SP:Iteration 64Q (6259.885532 sec): 3 clusters Score: Raw -12871754.122053 + Penalty 2236.407007 = -12869517.715047 nChanged 191 SP:Iteration 65Q (6260.071658 sec): 3 clusters Score: Raw -12871768.500733 + Penalty 2236.407007 = -12869532.093726 nChanged 184 SP:Iteration 66Q (6260.254808 sec): 3 clusters Score: Raw -12871782.632423 + Penalty 2236.407007 = -12869546.225416 nChanged 181 SP:Iteration 67Q (6260.439568 sec): 3 clusters Score: Raw -12871796.202865 + Penalty 2236.407007 = -12869559.795859 nChanged 166 SP:Iteration 68Q (6260.616514 sec): 3 clusters Score: Raw -12871807.748761 + Penalty 2236.407007 = -12869571.341754 nChanged 157 SP:Iteration 69Q (6260.807651 sec): 3 clusters Score: Raw -12871819.009142 + Penalty 2236.407007 = -12869582.602135 nChanged 166 SP:Iteration 70Q (6260.997452 sec): 3 clusters Score: Raw -12871831.523127 + Penalty 2236.407007 = -12869595.116120 nChanged 155 SP:Iteration 71Q (6261.183510 sec): 3 clusters Score: Raw -12871842.638430 + Penalty 2236.407007 = -12869606.231423 nChanged 168 SP:Iteration 72Q (6261.360533 sec): 3 clusters Score: Raw -12871855.870233 + Penalty 2236.407007 = -12869619.463227 nChanged 158 SP:Iteration 73Q (6261.545255 sec): 3 clusters Score: Raw -12871868.194678 + Penalty 2236.407007 = -12869631.787671 nChanged 146 SP:Iteration 74Q (6261.729743 sec): 3 clusters Score: Raw -12871879.107411 + Penalty 2236.407007 = -12869642.700404 nChanged 152 SP:Iteration 75Q (6261.918934 sec): 3 clusters Score: Raw -12871889.514033 + Penalty 2236.407007 = -12869653.107026 nChanged 141 SP:Iteration 76Q (6262.098613 sec): 3 clusters Score: Raw -12871899.099417 + Penalty 2236.407007 = -12869662.692411 nChanged 110 SP:Iteration 77Q (6262.265900 sec): 3 clusters Score: Raw -12871905.443912 + Penalty 2236.407007 = -12869669.036905 nChanged 105 SP:Iteration 78Q (6262.423536 sec): 3 clusters Score: Raw -12871911.628414 + Penalty 2236.407007 = -12869675.221407 nChanged 102 SP:Iteration 79Q (6262.599145 sec): 3 clusters Score: Raw -12871917.244252 + Penalty 2236.407007 = -12869680.837245 nChanged 106 SP:Iteration 80F (6262.772337 sec): 3 clusters Score: Raw -12871923.521750 + Penalty 2236.407007 = -12869687.114743 nChanged 107 SP:Iteration 81Q (6262.954038 sec): 3 clusters Score: Raw -12871929.723517 + Penalty 2236.407007 = -12869693.316511 nChanged 110 SP:Iteration 82Q (6263.118350 sec): 3 clusters Score: Raw -12871936.902991 + Penalty 2236.407007 = -12869700.495985 nChanged 105 SP:Iteration 83Q (6263.288720 sec): 3 clusters Score: Raw -12871943.273387 + Penalty 2236.407007 = -12869706.866380 nChanged 109 SP:Iteration 84Q (6263.441001 sec): 3 clusters Score: Raw -12871949.660800 + Penalty 2236.407007 = -12869713.253794 nChanged 86 SP:Iteration 85Q (6263.616958 sec): 3 clusters Score: Raw -12871954.027805 + Penalty 2236.407007 = -12869717.620798 nChanged 74 SP:Iteration 86Q (6263.800518 sec): 3 clusters Score: Raw -12871957.588122 + Penalty 2236.407007 = -12869721.181115 nChanged 75 SP:Iteration 87Q (6263.974040 sec): 3 clusters Score: Raw -12871960.906552 + Penalty 2236.407007 = -12869724.499546 nChanged 78 SP:Iteration 88Q (6264.151931 sec): 3 clusters Score: Raw -12871964.394734 + Penalty 2236.407007 = -12869727.987728 nChanged 77 SP:Iteration 89Q (6264.325244 sec): 3 clusters Score: Raw -12871968.195403 + Penalty 2236.407007 = -12869731.788396 nChanged 81 SP:Iteration 90Q (6264.473000 sec): 3 clusters Score: Raw -12871972.657092 + Penalty 2236.407007 = -12869736.250086 nChanged 97 SP:Iteration 91Q (6264.647653 sec): 3 clusters Score: Raw -12871978.820222 + Penalty 2236.407007 = -12869742.413215 nChanged 96 SP:Iteration 92Q (6264.824297 sec): 3 clusters Score: Raw -12871984.436166 + Penalty 2236.407007 = -12869748.029159 nChanged 88 SP:Iteration 93Q (6264.995419 sec): 3 clusters Score: Raw -12871989.448755 + Penalty 2236.407007 = -12869753.041749 nChanged 87 SP:Iteration 94Q (6265.166345 sec): 3 clusters Score: Raw -12871994.476264 + Penalty 2236.407007 = -12869758.069257 nChanged 89 SP:Iteration 95Q (6265.344096 sec): 3 clusters Score: Raw -12871998.676574 + Penalty 2236.407007 = -12869762.269567 nChanged 90 SP:Iteration 96Q (6265.487447 sec): 3 clusters Score: Raw -12872003.954947 + Penalty 2236.407007 = -12869767.547941 nChanged 93 SP:Iteration 97Q (6265.663773 sec): 3 clusters Score: Raw -12872010.083743 + Penalty 2236.407007 = -12869773.676736 nChanged 103 SP:Iteration 98Q (6265.841612 sec): 3 clusters Score: Raw -12872016.347096 + Penalty 2236.407007 = -12869779.940090 nChanged 95 SP:Iteration 99Q (6266.010193 sec): 3 clusters Score: Raw -12872021.768913 + Penalty 2236.407007 = -12869785.361907 nChanged 87 SP:Iteration 100F (6266.198749 sec): 3 clusters Score: Raw -12872025.781140 + Penalty 2236.407007 = -12869789.374133 nChanged 68 SP:Iteration 101Q (6266.351178 sec): 3 clusters Score: Raw -12872028.647956 + Penalty 2236.407007 = -12869792.240950 nChanged 69 SP:Iteration 102Q (6266.531089 sec): 3 clusters Score: Raw -12872031.352025 + Penalty 2236.407007 = -12869794.945018 nChanged 51 SP:Iteration 103Q (6266.698022 sec): 3 clusters Score: Raw -12872033.681387 + Penalty 2236.407007 = -12869797.274380 nChanged 64 SP:Iteration 104Q (6266.866840 sec): 3 clusters Score: Raw -12872036.549339 + Penalty 2236.407007 = -12869800.142332 nChanged 67 SP:Iteration 105Q (6267.022310 sec): 3 clusters Score: Raw -12872039.694033 + Penalty 2236.407007 = -12869803.287026 nChanged 82 SP:Iteration 106Q (6267.201693 sec): 3 clusters Score: Raw -12872044.746312 + Penalty 2236.407007 = -12869808.339305 nChanged 97 SP:Iteration 107Q (6267.382416 sec): 3 clusters Score: Raw -12872051.705530 + Penalty 2236.407007 = -12869815.298523 nChanged 107 SP:Iteration 108Q (6267.563073 sec): 3 clusters Score: Raw -12872059.316316 + Penalty 2236.407007 = -12869822.909310 nChanged 106 SP:Iteration 109Q (6267.740894 sec): 3 clusters Score: Raw -12872067.491220 + Penalty 2236.407007 = -12869831.084213 nChanged 109 SP:Iteration 110Q (6267.909157 sec): 3 clusters Score: Raw -12872075.161165 + Penalty 2236.407007 = -12869838.754159 nChanged 92 SP:Iteration 111Q (6268.070204 sec): 3 clusters Score: Raw -12872080.682199 + Penalty 2236.407007 = -12869844.275192 nChanged 85 SP:Iteration 112Q (6268.232423 sec): 3 clusters Score: Raw -12872085.421296 + Penalty 2236.407007 = -12869849.014290 nChanged 68 SP:Iteration 113Q (6268.411874 sec): 3 clusters Score: Raw -12872089.973584 + Penalty 2236.407007 = -12869853.566577 nChanged 76 SP:Iteration 114Q (6268.590837 sec): 3 clusters Score: Raw -12872095.000769 + Penalty 2236.407007 = -12869858.593763 nChanged 73 SP:Iteration 115Q (6268.762537 sec): 3 clusters Score: Raw -12872099.463865 + Penalty 2236.407007 = -12869863.056859 nChanged 62 SP:Iteration 116Q (6268.929473 sec): 3 clusters Score: Raw -12872102.656174 + Penalty 2236.407007 = -12869866.249168 nChanged 63 SP:Iteration 117Q (6269.096920 sec): 3 clusters Score: Raw -12872105.329012 + Penalty 2236.407007 = -12869868.922005 nChanged 52 SP:Iteration 118Q (6269.271088 sec): 3 clusters Score: Raw -12872107.593631 + Penalty 2236.407007 = -12869871.186625 nChanged 57 SP:Iteration 119Q (6269.437497 sec): 3 clusters Score: Raw -12872110.617154 + Penalty 2236.407007 = -12869874.210147 nChanged 65 SP:Iteration 120F (6269.628993 sec): 3 clusters Score: Raw -12872113.969737 + Penalty 2236.407007 = -12869877.562730 nChanged 46 SP:Iteration 121Q (6269.803309 sec): 3 clusters Score: Raw -12872116.127784 + Penalty 2236.407007 = -12869879.720777 nChanged 45 SP:Iteration 122Q (6269.962847 sec): 3 clusters Score: Raw -12872118.286291 + Penalty 2236.407007 = -12869881.879285 nChanged 54 SP:Iteration 123Q (6270.137372 sec): 3 clusters Score: Raw -12872121.212487 + Penalty 2236.407007 = -12869884.805480 nChanged 52 SP:Iteration 124Q (6270.327279 sec): 3 clusters Score: Raw -12872123.902423 + Penalty 2236.407007 = -12869887.495416 nChanged 45 SP:Iteration 125Q (6270.498700 sec): 3 clusters Score: Raw -12872125.530261 + Penalty 2236.407007 = -12869889.123255 nChanged 36 SP:Iteration 126Q (6270.651937 sec): 3 clusters Score: Raw -12872126.920957 + Penalty 2236.407007 = -12869890.513950 nChanged 33 SP:Iteration 127Q (6270.822075 sec): 3 clusters Score: Raw -12872128.501220 + Penalty 2236.407007 = -12869892.094213 nChanged 31 SP:Iteration 128Q (6270.992722 sec): 3 clusters Score: Raw -12872129.907609 + Penalty 2236.407007 = -12869893.500603 nChanged 42 SP:Iteration 129Q (6271.178973 sec): 3 clusters Score: Raw -12872132.105034 + Penalty 2236.407007 = -12869895.698027 nChanged 39 SP:Iteration 130Q (6271.365609 sec): 3 clusters Score: Raw -12872134.266196 + Penalty 2236.407007 = -12869897.859190 nChanged 36 SP:Iteration 131Q (6271.543731 sec): 3 clusters Score: Raw -12872136.222406 + Penalty 2236.407007 = -12869899.815399 nChanged 38 SP:Iteration 132Q (6271.711524 sec): 3 clusters Score: Raw -12872137.911210 + Penalty 2236.407007 = -12869901.504204 nChanged 38 SP:Iteration 133Q (6271.898561 sec): 3 clusters Score: Raw -12872139.621679 + Penalty 2236.407007 = -12869903.214673 nChanged 41 SP:Iteration 134Q (6272.051902 sec): 3 clusters Score: Raw -12872141.254585 + Penalty 2236.407007 = -12869904.847578 nChanged 34 SP:Iteration 135Q (6272.229255 sec): 3 clusters Score: Raw -12872142.729664 + Penalty 2236.407007 = -12869906.322657 nChanged 38 SP:Iteration 136Q (6272.384803 sec): 3 clusters Score: Raw -12872144.038210 + Penalty 2236.407007 = -12869907.631203 nChanged 28 SP:Iteration 137Q (6272.553621 sec): 3 clusters Score: Raw -12872145.135102 + Penalty 2236.407007 = -12869908.728095 nChanged 28 SP:Iteration 138Q (6272.717838 sec): 3 clusters Score: Raw -12872146.200272 + Penalty 2236.407007 = -12869909.793265 nChanged 20 SP:Iteration 139Q (6272.894014 sec): 3 clusters Score: Raw -12872146.911897 + Penalty 2236.407007 = -12869910.504890 nChanged 21 SP:Iteration 140F (6273.074099 sec): 3 clusters Score: Raw -12872147.445663 + Penalty 2236.407007 = -12869911.038656 nChanged 15 SP:Iteration 141Q (6273.254172 sec): 3 clusters Score: Raw -12872147.848673 + Penalty 2236.407007 = -12869911.441666 nChanged 18 SP:Iteration 142Q (6273.412161 sec): 3 clusters Score: Raw -12872148.643049 + Penalty 2236.407007 = -12869912.236043 nChanged 30 SP:Iteration 143Q (6273.584071 sec): 3 clusters Score: Raw -12872149.916536 + Penalty 2236.407007 = -12869913.509530 nChanged 28 SP:Iteration 144Q (6273.743627 sec): 3 clusters Score: Raw -12872150.850618 + Penalty 2236.407007 = -12869914.443611 nChanged 23 SP:Iteration 145Q (6273.912570 sec): 3 clusters Score: Raw -12872151.596265 + Penalty 2236.407007 = -12869915.189259 nChanged 24 SP:Iteration 146Q (6274.077943 sec): 3 clusters Score: Raw -12872152.257542 + Penalty 2236.407007 = -12869915.850535 nChanged 17 SP:Iteration 147Q (6274.245116 sec): 3 clusters Score: Raw -12872152.773066 + Penalty 2236.407007 = -12869916.366060 nChanged 23 SP:Iteration 148Q (6274.409521 sec): 3 clusters Score: Raw -12872153.487365 + Penalty 2236.407007 = -12869917.080358 nChanged 18 SP:Iteration 149Q (6274.572495 sec): 3 clusters Score: Raw -12872154.169903 + Penalty 2236.407007 = -12869917.762896 nChanged 22 SP:Iteration 150Q (6274.733768 sec): 3 clusters Score: Raw -12872154.776359 + Penalty 2236.407007 = -12869918.369353 nChanged 12 SP:Iteration 151Q (6274.910180 sec): 3 clusters Score: Raw -12872155.062951 + Penalty 2236.407007 = -12869918.655945 nChanged 12 SP:Iteration 152Q (6275.076680 sec): 3 clusters Score: Raw -12872155.311132 + Penalty 2236.407007 = -12869918.904125 nChanged 11 SP:Iteration 153Q (6275.249474 sec): 3 clusters Score: Raw -12872155.698963 + Penalty 2236.407007 = -12869919.291956 nChanged 16 SP:Iteration 154Q (6275.434422 sec): 3 clusters Score: Raw -12872156.093706 + Penalty 2236.407007 = -12869919.686699 nChanged 12 SP:Iteration 155Q (6275.592849 sec): 3 clusters Score: Raw -12872156.374989 + Penalty 2236.407007 = -12869919.967982 nChanged 13 SP:Iteration 156Q (6275.778780 sec): 3 clusters Score: Raw -12872156.641447 + Penalty 2236.407007 = -12869920.234440 nChanged 7 SP:Iteration 157Q (6275.944439 sec): 3 clusters Score: Raw -12872156.768394 + Penalty 2236.407007 = -12869920.361387 nChanged 5 SP:Iteration 158Q (6276.127572 sec): 3 clusters Score: Raw -12872156.924016 + Penalty 2236.407007 = -12869920.517009 nChanged 4 SP:Iteration 159Q (6276.297864 sec): 3 clusters Score: Raw -12872157.033715 + Penalty 2236.407007 = -12869920.626709 nChanged 6 SP:Iteration 160F (6276.491032 sec): 3 clusters Score: Raw -12872157.329843 + Penalty 2236.407007 = -12869920.922836 nChanged 13 SP:Iteration 161Q (6276.654069 sec): 3 clusters Score: Raw -12872157.892906 + Penalty 2236.407007 = -12869921.485899 nChanged 13 SP:Iteration 162Q (6276.815004 sec): 3 clusters Score: Raw -12872158.444619 + Penalty 2236.407007 = -12869922.037612 nChanged 16 SP:Iteration 163Q (6276.983574 sec): 3 clusters Score: Raw -12872158.937354 + Penalty 2236.407007 = -12869922.530347 nChanged 15 SP:Iteration 164Q (6277.151684 sec): 3 clusters Score: Raw -12872159.404633 + Penalty 2236.407007 = -12869922.997627 nChanged 10 SP:Iteration 165Q (6277.323120 sec): 3 clusters Score: Raw -12872159.674579 + Penalty 2236.407007 = -12869923.267572 nChanged 14 SP:Iteration 166Q (6277.491454 sec): 3 clusters Score: Raw -12872160.009387 + Penalty 2236.407007 = -12869923.602380 nChanged 11 SP:Iteration 167Q (6277.663489 sec): 3 clusters Score: Raw -12872160.338683 + Penalty 2236.407007 = -12869923.931677 nChanged 8 SP:Iteration 168Q (6277.829066 sec): 3 clusters Score: Raw -12872160.549729 + Penalty 2236.407007 = -12869924.142722 nChanged 5 SP:Iteration 169Q (6278.013677 sec): 3 clusters Score: Raw -12872160.663829 + Penalty 2236.407007 = -12869924.256822 nChanged 10 SP:Iteration 170Q (6278.199038 sec): 3 clusters Score: Raw -12872160.860354 + Penalty 2236.407007 = -12869924.453347 nChanged 6 SP:Iteration 171Q (6278.385768 sec): 3 clusters Score: Raw -12872160.969331 + Penalty 2236.407007 = -12869924.562324 nChanged 6 SP:Iteration 172Q (6278.558806 sec): 3 clusters Score: Raw -12872161.143221 + Penalty 2236.407007 = -12869924.736215 nChanged 6 SP:Iteration 173Q (6278.750254 sec): 3 clusters Score: Raw -12872161.222736 + Penalty 2236.407007 = -12869924.815730 nChanged 3 SP:Iteration 174Q (6278.923664 sec): 3 clusters Score: Raw -12872161.286074 + Penalty 2236.407007 = -12869924.879067 nChanged 4 SP:Iteration 175Q (6279.108609 sec): 3 clusters Score: Raw -12872161.339926 + Penalty 2236.407007 = -12869924.932919 nChanged 4 SP:Iteration 176Q (6279.288745 sec): 3 clusters Score: Raw -12872161.448306 + Penalty 2236.407007 = -12869925.041299 nChanged 6 SP:Iteration 177Q (6279.459671 sec): 3 clusters Score: Raw -12872161.616233 + Penalty 2236.407007 = -12869925.209226 nChanged 6 SP:Iteration 178Q (6279.630734 sec): 3 clusters Score: Raw -12872161.750314 + Penalty 2236.407007 = -12869925.343307 nChanged 6 SP:Iteration 179Q (6279.805291 sec): 3 clusters Score: Raw -12872161.952013 + Penalty 2236.407007 = -12869925.545006 nChanged 4 SP:Iteration 180F (6279.996541 sec): 3 clusters Score: Raw -12872162.040520 + Penalty 2236.407007 = -12869925.633513 nChanged 3 SP:Iteration 181Q (6280.171309 sec): 3 clusters Score: Raw -12872162.148449 + Penalty 2236.407007 = -12869925.741442 nChanged 7 SP:Iteration 182Q (6280.348380 sec): 3 clusters Score: Raw -12872162.321399 + Penalty 2236.407007 = -12869925.914393 nChanged 5 SP:Iteration 183Q (6280.516899 sec): 3 clusters Score: Raw -12872162.451046 + Penalty 2236.407007 = -12869926.044039 nChanged 4 SP:Iteration 184Q (6280.685351 sec): 3 clusters Score: Raw -12872162.555103 + Penalty 2236.407007 = -12869926.148097 nChanged 8 SP:Iteration 185Q (6280.852382 sec): 3 clusters Score: Raw -12872162.756949 + Penalty 2236.407007 = -12869926.349943 nChanged 3 SP:Iteration 186Q (6281.020063 sec): 3 clusters Score: Raw -12872162.843490 + Penalty 2236.407007 = -12869926.436483 nChanged 4 SP:Iteration 187Q (6281.186538 sec): 3 clusters Score: Raw -12872162.949427 + Penalty 2236.407007 = -12869926.542420 nChanged 3 SP:Iteration 188Q (6281.353965 sec): 3 clusters Score: Raw -12872162.996819 + Penalty 2236.407007 = -12869926.589812 nChanged 2 SP:Iteration 189Q (6281.525397 sec): 3 clusters Score: Raw -12872163.029226 + Penalty 2236.407007 = -12869926.622220 nChanged 2 SP:Iteration 190Q (6281.698060 sec): 3 clusters Score: Raw -12872163.050875 + Penalty 2236.407007 = -12869926.643868 nChanged 2 SP:Iteration 191Q (6281.861028 sec): 3 clusters Score: Raw -12872163.066214 + Penalty 2236.407007 = -12869926.659207 nChanged 1 SP:Iteration 192Q (6282.030789 sec): 3 clusters Score: Raw -12872163.081696 + Penalty 2236.407007 = -12869926.674689 nChanged 2 SP:Iteration 193Q (6282.188921 sec): 3 clusters Score: Raw -12872163.116415 + Penalty 2236.407007 = -12869926.709409 nChanged 2 SP:Iteration 194Q (6282.360728 sec): 3 clusters Score: Raw -12872163.145964 + Penalty 2236.407007 = -12869926.738957 nChanged 0 SP:Iteration 195F (6282.557066 sec): 3 clusters Score: Raw -12872163.145964 + Penalty 2236.407007 = -12869926.738957 nChanged 0 Trying to split cluster 19 (3265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6282.598922 sec): 2 clusters Score: Raw -282421.255436 + Penalty 768.646429 = -281652.609007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6282.637305 sec): 3 clusters Score: Raw -280687.468888 + Penalty 1537.292858 = -279150.176030 nChanged 1333 SP:Iteration 1F (6282.682731 sec): 3 clusters Score: Raw -281454.408534 + Penalty 1537.292858 = -279917.115676 nChanged 227 SP:Iteration 2F (6282.726644 sec): 3 clusters Score: Raw -281574.266093 + Penalty 1537.292858 = -280036.973235 nChanged 175 SP:Iteration 3F (6282.772135 sec): 3 clusters Score: Raw -281685.627936 + Penalty 1537.292858 = -280148.335079 nChanged 167 SP:Iteration 4F (6282.818613 sec): 3 clusters Score: Raw -281782.752863 + Penalty 1537.292858 = -280245.460005 nChanged 135 SP:Iteration 5Q (6282.863369 sec): 3 clusters Score: Raw -281870.632147 + Penalty 1537.292858 = -280333.339289 nChanged 170 SP:Iteration 6F (6282.916238 sec): 3 clusters Score: Raw -281988.716431 + Penalty 1537.292858 = -280451.423573 nChanged 152 SP:Iteration 7Q (6282.953715 sec): 3 clusters Score: Raw -282084.807466 + Penalty 1537.292858 = -280547.514608 nChanged 126 SP:Iteration 8Q (6282.997581 sec): 3 clusters Score: Raw -282163.811121 + Penalty 1537.292858 = -280626.518263 nChanged 126 SP:Iteration 9Q (6283.042374 sec): 3 clusters Score: Raw -282224.761842 + Penalty 1537.292858 = -280687.468984 nChanged 97 SP:Iteration 10Q (6283.087182 sec): 3 clusters Score: Raw -282268.811740 + Penalty 1537.292858 = -280731.518882 nChanged 66 SP:Iteration 11Q (6283.134398 sec): 3 clusters Score: Raw -282296.395911 + Penalty 1537.292858 = -280759.103053 nChanged 55 SP:Iteration 12Q (6283.179193 sec): 3 clusters Score: Raw -282317.196201 + Penalty 1537.292858 = -280779.903343 nChanged 42 SP:Iteration 13Q (6283.233504 sec): 3 clusters Score: Raw -282329.533156 + Penalty 1537.292858 = -280792.240298 nChanged 25 SP:Iteration 14Q (6283.283745 sec): 3 clusters Score: Raw -282336.408151 + Penalty 1537.292858 = -280799.115293 nChanged 28 SP:Iteration 15Q (6283.331404 sec): 3 clusters Score: Raw -282345.336764 + Penalty 1537.292858 = -280808.043906 nChanged 30 SP:Iteration 16Q (6283.368793 sec): 3 clusters Score: Raw -282355.711311 + Penalty 1537.292858 = -280818.418453 nChanged 32 SP:Iteration 17Q (6283.415110 sec): 3 clusters Score: Raw -282366.477243 + Penalty 1537.292858 = -280829.184385 nChanged 20 SP:Iteration 18Q (6283.461626 sec): 3 clusters Score: Raw -282373.581787 + Penalty 1537.292858 = -280836.288929 nChanged 23 SP:Iteration 19Q (6283.508264 sec): 3 clusters Score: Raw -282380.528810 + Penalty 1537.292858 = -280843.235952 nChanged 28 SP:Iteration 20F (6283.553304 sec): 3 clusters Score: Raw -282389.929999 + Penalty 1537.292858 = -280852.637141 nChanged 14 SP:Iteration 21Q (6283.606031 sec): 3 clusters Score: Raw -282393.331535 + Penalty 1537.292858 = -280856.038677 nChanged 18 SP:Iteration 22Q (6283.654397 sec): 3 clusters Score: Raw -282397.413823 + Penalty 1537.292858 = -280860.120965 nChanged 17 SP:Iteration 23Q (6283.699014 sec): 3 clusters Score: Raw -282401.361579 + Penalty 1537.292858 = -280864.068721 nChanged 12 SP:Iteration 24Q (6283.735595 sec): 3 clusters Score: Raw -282403.929536 + Penalty 1537.292858 = -280866.636678 nChanged 15 SP:Iteration 25Q (6283.776397 sec): 3 clusters Score: Raw -282408.639905 + Penalty 1537.292858 = -280871.347047 nChanged 18 SP:Iteration 26Q (6283.823588 sec): 3 clusters Score: Raw -282413.847452 + Penalty 1537.292858 = -280876.554594 nChanged 16 SP:Iteration 27Q (6283.863418 sec): 3 clusters Score: Raw -282418.681741 + Penalty 1537.292858 = -280881.388883 nChanged 14 SP:Iteration 28Q (6283.902682 sec): 3 clusters Score: Raw -282422.339894 + Penalty 1537.292858 = -280885.047036 nChanged 15 SP:Iteration 29Q (6283.953418 sec): 3 clusters Score: Raw -282425.562311 + Penalty 1537.292858 = -280888.269453 nChanged 11 SP:Iteration 30Q (6284.000392 sec): 3 clusters Score: Raw -282428.118445 + Penalty 1537.292858 = -280890.825587 nChanged 12 SP:Iteration 31Q (6284.037789 sec): 3 clusters Score: Raw -282430.458495 + Penalty 1537.292858 = -280893.165637 nChanged 17 SP:Iteration 32Q (6284.077502 sec): 3 clusters Score: Raw -282434.453586 + Penalty 1537.292858 = -280897.160728 nChanged 12 SP:Iteration 33Q (6284.125407 sec): 3 clusters Score: Raw -282438.459325 + Penalty 1537.292858 = -280901.166467 nChanged 13 SP:Iteration 34Q (6284.164198 sec): 3 clusters Score: Raw -282441.950890 + Penalty 1537.292858 = -280904.658032 nChanged 13 SP:Iteration 35Q (6284.208995 sec): 3 clusters Score: Raw -282445.232070 + Penalty 1537.292858 = -280907.939212 nChanged 19 SP:Iteration 36Q (6284.257191 sec): 3 clusters Score: Raw -282450.277728 + Penalty 1537.292858 = -280912.984870 nChanged 14 SP:Iteration 37Q (6284.309217 sec): 3 clusters Score: Raw -282452.558319 + Penalty 1537.292858 = -280915.265461 nChanged 8 SP:Iteration 38Q (6284.352504 sec): 3 clusters Score: Raw -282454.313978 + Penalty 1537.292858 = -280917.021120 nChanged 8 SP:Iteration 39Q (6284.388740 sec): 3 clusters Score: Raw -282456.415992 + Penalty 1537.292858 = -280919.123135 nChanged 16 SP:Iteration 40F (6284.433233 sec): 3 clusters Score: Raw -282459.956189 + Penalty 1537.292858 = -280922.663331 nChanged 15 SP:Iteration 41Q (6284.479431 sec): 3 clusters Score: Raw -282462.846063 + Penalty 1537.292858 = -280925.553206 nChanged 7 SP:Iteration 42Q (6284.524839 sec): 3 clusters Score: Raw -282464.097313 + Penalty 1537.292858 = -280926.804455 nChanged 8 SP:Iteration 43Q (6284.572230 sec): 3 clusters Score: Raw -282466.619612 + Penalty 1537.292858 = -280929.326754 nChanged 9 SP:Iteration 44Q (6284.618818 sec): 3 clusters Score: Raw -282468.720490 + Penalty 1537.292858 = -280931.427632 nChanged 7 SP:Iteration 45Q (6284.664233 sec): 3 clusters Score: Raw -282470.785956 + Penalty 1537.292858 = -280933.493098 nChanged 8 SP:Iteration 46Q (6284.717031 sec): 3 clusters Score: Raw -282472.544789 + Penalty 1537.292858 = -280935.251931 nChanged 6 SP:Iteration 47Q (6284.766249 sec): 3 clusters Score: Raw -282474.347352 + Penalty 1537.292858 = -280937.054494 nChanged 10 SP:Iteration 48Q (6284.813905 sec): 3 clusters Score: Raw -282477.220954 + Penalty 1537.292858 = -280939.928096 nChanged 7 SP:Iteration 49Q (6284.851262 sec): 3 clusters Score: Raw -282478.212614 + Penalty 1537.292858 = -280940.919756 nChanged 6 SP:Iteration 50Q (6284.896268 sec): 3 clusters Score: Raw -282479.073541 + Penalty 1537.292858 = -280941.780683 nChanged 6 SP:Iteration 51Q (6284.940602 sec): 3 clusters Score: Raw -282480.557938 + Penalty 1537.292858 = -280943.265080 nChanged 3 SP:Iteration 52Q (6284.994707 sec): 3 clusters Score: Raw -282482.082714 + Penalty 1537.292858 = -280944.789856 nChanged 4 SP:Iteration 53Q (6285.030595 sec): 3 clusters Score: Raw -282483.737430 + Penalty 1537.292858 = -280946.444572 nChanged 5 SP:Iteration 54Q (6285.074979 sec): 3 clusters Score: Raw -282486.232899 + Penalty 1537.292858 = -280948.940041 nChanged 9 SP:Iteration 55Q (6285.119314 sec): 3 clusters Score: Raw -282489.648651 + Penalty 1537.292858 = -280952.355793 nChanged 10 SP:Iteration 56Q (6285.170780 sec): 3 clusters Score: Raw -282491.512683 + Penalty 1537.292858 = -280954.219825 nChanged 13 SP:Iteration 57Q (6285.216994 sec): 3 clusters Score: Raw -282493.534989 + Penalty 1537.292858 = -280956.242131 nChanged 8 SP:Iteration 58Q (6285.266573 sec): 3 clusters Score: Raw -282494.979749 + Penalty 1537.292858 = -280957.686891 nChanged 4 SP:Iteration 59Q (6285.308282 sec): 3 clusters Score: Raw -282495.372365 + Penalty 1537.292858 = -280958.079507 nChanged 2 SP:Iteration 60F (6285.344271 sec): 3 clusters Score: Raw -282495.615203 + Penalty 1537.292858 = -280958.322345 nChanged 2 SP:Iteration 61Q (6285.390602 sec): 3 clusters Score: Raw -282495.741264 + Penalty 1537.292858 = -280958.448406 nChanged 0 SP:Iteration 62F (6285.422237 sec): 3 clusters Score: Raw -282495.741264 + Penalty 1537.292858 = -280958.448406 nChanged 0 Trying to split cluster 20 (28002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6285.476199 sec): 2 clusters Score: Raw -2458289.778979 + Penalty 972.802965 = -2457316.976013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6285.555164 sec): 3 clusters Score: Raw -2440669.830746 + Penalty 1945.605931 = -2438724.224815 nChanged 13196 SP:Iteration 1F (6285.630733 sec): 3 clusters Score: Raw -2448750.510552 + Penalty 1945.605931 = -2446804.904621 nChanged 1819 SP:Iteration 2F (6285.705346 sec): 3 clusters Score: Raw -2449837.680373 + Penalty 1945.605931 = -2447892.074442 nChanged 1977 SP:Iteration 3F (6285.786969 sec): 3 clusters Score: Raw -2451203.540957 + Penalty 1945.605931 = -2449257.935026 nChanged 2016 SP:Iteration 4F (6285.865929 sec): 3 clusters Score: Raw -2452697.852645 + Penalty 1945.605931 = -2450752.246714 nChanged 1784 SP:Iteration 5F (6285.945893 sec): 3 clusters Score: Raw -2454108.323126 + Penalty 1945.605931 = -2452162.717195 nChanged 1462 SP:Iteration 6F (6286.021946 sec): 3 clusters Score: Raw -2455222.114339 + Penalty 1945.605931 = -2453276.508409 nChanged 1079 SP:Iteration 7Q (6286.109791 sec): 3 clusters Score: Raw -2456062.665371 + Penalty 1945.605931 = -2454117.059440 nChanged 830 SP:Iteration 8Q (6286.182807 sec): 3 clusters Score: Raw -2456651.848609 + Penalty 1945.605931 = -2454706.242678 nChanged 587 SP:Iteration 9Q (6286.245930 sec): 3 clusters Score: Raw -2457013.616821 + Penalty 1945.605931 = -2455068.010890 nChanged 470 SP:Iteration 10Q (6286.324318 sec): 3 clusters Score: Raw -2457305.447240 + Penalty 1945.605931 = -2455359.841309 nChanged 379 SP:Iteration 11Q (6286.400841 sec): 3 clusters Score: Raw -2457506.550565 + Penalty 1945.605931 = -2455560.944634 nChanged 287 SP:Iteration 12Q (6286.475564 sec): 3 clusters Score: Raw -2457632.934245 + Penalty 1945.605931 = -2455687.328314 nChanged 233 SP:Iteration 13Q (6286.555883 sec): 3 clusters Score: Raw -2457741.350570 + Penalty 1945.605931 = -2455795.744639 nChanged 225 SP:Iteration 14Q (6286.621088 sec): 3 clusters Score: Raw -2457833.912825 + Penalty 1945.605931 = -2455888.306895 nChanged 190 SP:Iteration 15Q (6286.691521 sec): 3 clusters Score: Raw -2457909.275640 + Penalty 1945.605931 = -2455963.669709 nChanged 181 SP:Iteration 16Q (6286.772437 sec): 3 clusters Score: Raw -2457984.177859 + Penalty 1945.605931 = -2456038.571928 nChanged 156 SP:Iteration 17Q (6286.844396 sec): 3 clusters Score: Raw -2458046.440228 + Penalty 1945.605931 = -2456100.834297 nChanged 135 SP:Iteration 18Q (6286.913476 sec): 3 clusters Score: Raw -2458098.558687 + Penalty 1945.605931 = -2456152.952756 nChanged 122 SP:Iteration 19Q (6286.985604 sec): 3 clusters Score: Raw -2458150.709723 + Penalty 1945.605931 = -2456205.103792 nChanged 114 SP:Iteration 20F (6287.066956 sec): 3 clusters Score: Raw -2458201.234476 + Penalty 1945.605931 = -2456255.628545 nChanged 99 SP:Iteration 21Q (6287.139679 sec): 3 clusters Score: Raw -2458246.178118 + Penalty 1945.605931 = -2456300.572187 nChanged 85 SP:Iteration 22Q (6287.215686 sec): 3 clusters Score: Raw -2458281.985920 + Penalty 1945.605931 = -2456336.379989 nChanged 75 SP:Iteration 23Q (6287.286863 sec): 3 clusters Score: Raw -2458314.845503 + Penalty 1945.605931 = -2456369.239572 nChanged 62 SP:Iteration 24Q (6287.360954 sec): 3 clusters Score: Raw -2458342.517098 + Penalty 1945.605931 = -2456396.911168 nChanged 51 SP:Iteration 25Q (6287.434233 sec): 3 clusters Score: Raw -2458366.391872 + Penalty 1945.605931 = -2456420.785942 nChanged 46 SP:Iteration 26Q (6287.509544 sec): 3 clusters Score: Raw -2458387.836887 + Penalty 1945.605931 = -2456442.230956 nChanged 35 SP:Iteration 27Q (6287.586639 sec): 3 clusters Score: Raw -2458410.931852 + Penalty 1945.605931 = -2456465.325921 nChanged 38 SP:Iteration 28Q (6287.655004 sec): 3 clusters Score: Raw -2458429.137610 + Penalty 1945.605931 = -2456483.531680 nChanged 34 SP:Iteration 29Q (6287.733823 sec): 3 clusters Score: Raw -2458443.143374 + Penalty 1945.605931 = -2456497.537443 nChanged 18 SP:Iteration 30Q (6287.798655 sec): 3 clusters Score: Raw -2458452.210727 + Penalty 1945.605931 = -2456506.604796 nChanged 22 SP:Iteration 31Q (6287.872750 sec): 3 clusters Score: Raw -2458461.877956 + Penalty 1945.605931 = -2456516.272025 nChanged 9 SP:Iteration 32Q (6287.950020 sec): 3 clusters Score: Raw -2458464.251302 + Penalty 1945.605931 = -2456518.645371 nChanged 4 SP:Iteration 33Q (6288.020695 sec): 3 clusters Score: Raw -2458466.637821 + Penalty 1945.605931 = -2456521.031890 nChanged 7 SP:Iteration 34Q (6288.096563 sec): 3 clusters Score: Raw -2458468.885466 + Penalty 1945.605931 = -2456523.279535 nChanged 5 SP:Iteration 35Q (6288.161577 sec): 3 clusters Score: Raw -2458470.929542 + Penalty 1945.605931 = -2456525.323611 nChanged 8 SP:Iteration 36Q (6288.236587 sec): 3 clusters Score: Raw -2458474.017583 + Penalty 1945.605931 = -2456528.411652 nChanged 4 SP:Iteration 37Q (6288.300461 sec): 3 clusters Score: Raw -2458475.246319 + Penalty 1945.605931 = -2456529.640388 nChanged 5 SP:Iteration 38Q (6288.372165 sec): 3 clusters Score: Raw -2458477.228039 + Penalty 1945.605931 = -2456531.622108 nChanged 2 SP:Iteration 39Q (6288.442373 sec): 3 clusters Score: Raw -2458478.342238 + Penalty 1945.605931 = -2456532.736307 nChanged 5 SP:Iteration 40F (6288.511119 sec): 3 clusters Score: Raw -2458481.049438 + Penalty 1945.605931 = -2456535.443507 nChanged 7 SP:Iteration 41Q (6288.569702 sec): 3 clusters Score: Raw -2458484.703489 + Penalty 1945.605931 = -2456539.097558 nChanged 9 SP:Iteration 42Q (6288.643360 sec): 3 clusters Score: Raw -2458489.340820 + Penalty 1945.605931 = -2456543.734889 nChanged 12 SP:Iteration 43Q (6288.717401 sec): 3 clusters Score: Raw -2458492.628004 + Penalty 1945.605931 = -2456547.022073 nChanged 5 SP:Iteration 44Q (6288.790999 sec): 3 clusters Score: Raw -2458495.235383 + Penalty 1945.605931 = -2456549.629452 nChanged 4 SP:Iteration 45Q (6288.856752 sec): 3 clusters Score: Raw -2458497.039809 + Penalty 1945.605931 = -2456551.433878 nChanged 3 SP:Iteration 46Q (6288.925225 sec): 3 clusters Score: Raw -2458498.390793 + Penalty 1945.605931 = -2456552.784862 nChanged 6 SP:Iteration 47Q (6289.004027 sec): 3 clusters Score: Raw -2458501.705051 + Penalty 1945.605931 = -2456556.099120 nChanged 6 SP:Iteration 48Q (6289.074536 sec): 3 clusters Score: Raw -2458504.101208 + Penalty 1945.605931 = -2456558.495278 nChanged 8 SP:Iteration 49Q (6289.142884 sec): 3 clusters Score: Raw -2458507.234886 + Penalty 1945.605931 = -2456561.628955 nChanged 4 SP:Iteration 50Q (6289.216978 sec): 3 clusters Score: Raw -2458508.800097 + Penalty 1945.605931 = -2456563.194166 nChanged 4 SP:Iteration 51Q (6289.285387 sec): 3 clusters Score: Raw -2458509.617501 + Penalty 1945.605931 = -2456564.011571 nChanged 3 SP:Iteration 52Q (6289.353801 sec): 3 clusters Score: Raw -2458510.548698 + Penalty 1945.605931 = -2456564.942767 nChanged 1 SP:Iteration 53Q (6289.425997 sec): 3 clusters Score: Raw -2458510.702715 + Penalty 1945.605931 = -2456565.096784 nChanged 0 SP:Iteration 54F (6289.497836 sec): 3 clusters Score: Raw -2458510.702715 + Penalty 1945.605931 = -2456565.096784 nChanged 0 Trying to split cluster 21 (2779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6289.528509 sec): 2 clusters Score: Raw -266086.453477 + Penalty 753.335411 = -265333.118066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6289.565885 sec): 3 clusters Score: Raw -264654.975115 + Penalty 1506.670822 = -263148.304294 nChanged 1100 SP:Iteration 1F (6289.612967 sec): 3 clusters Score: Raw -265341.626071 + Penalty 1506.670822 = -263834.955249 nChanged 241 SP:Iteration 2F (6289.656469 sec): 3 clusters Score: Raw -265498.332107 + Penalty 1506.670822 = -263991.661285 nChanged 185 SP:Iteration 3F (6289.712699 sec): 3 clusters Score: Raw -265618.472888 + Penalty 1506.670822 = -264111.802066 nChanged 161 SP:Iteration 4F (6289.753440 sec): 3 clusters Score: Raw -265753.723269 + Penalty 1506.670822 = -264247.052447 nChanged 177 SP:Iteration 5F (6289.802012 sec): 3 clusters Score: Raw -265900.850527 + Penalty 1506.670822 = -264394.179705 nChanged 139 SP:Iteration 6F (6289.844074 sec): 3 clusters Score: Raw -266008.029571 + Penalty 1506.670822 = -264501.358749 nChanged 123 SP:Iteration 7Q (6289.885783 sec): 3 clusters Score: Raw -266100.000254 + Penalty 1506.670822 = -264593.329432 nChanged 99 SP:Iteration 8Q (6289.929678 sec): 3 clusters Score: Raw -266173.254729 + Penalty 1506.670822 = -264666.583908 nChanged 84 SP:Iteration 9Q (6289.986628 sec): 3 clusters Score: Raw -266216.485141 + Penalty 1506.670822 = -264709.814319 nChanged 70 SP:Iteration 10Q (6290.026717 sec): 3 clusters Score: Raw -266248.883784 + Penalty 1506.670822 = -264742.212963 nChanged 45 SP:Iteration 11Q (6290.072420 sec): 3 clusters Score: Raw -266268.754382 + Penalty 1506.670822 = -264762.083561 nChanged 38 SP:Iteration 12Q (6290.107545 sec): 3 clusters Score: Raw -266284.222510 + Penalty 1506.670822 = -264777.551689 nChanged 28 SP:Iteration 13Q (6290.160007 sec): 3 clusters Score: Raw -266295.633659 + Penalty 1506.670822 = -264788.962837 nChanged 26 SP:Iteration 14Q (6290.205603 sec): 3 clusters Score: Raw -266305.341259 + Penalty 1506.670822 = -264798.670438 nChanged 29 SP:Iteration 15Q (6290.241064 sec): 3 clusters Score: Raw -266314.785181 + Penalty 1506.670822 = -264808.114360 nChanged 22 SP:Iteration 16Q (6290.286002 sec): 3 clusters Score: Raw -266323.445159 + Penalty 1506.670822 = -264816.774337 nChanged 24 SP:Iteration 17Q (6290.336961 sec): 3 clusters Score: Raw -266332.647505 + Penalty 1506.670822 = -264825.976683 nChanged 24 SP:Iteration 18Q (6290.380148 sec): 3 clusters Score: Raw -266342.193141 + Penalty 1506.670822 = -264835.522319 nChanged 25 SP:Iteration 19Q (6290.418223 sec): 3 clusters Score: Raw -266353.015883 + Penalty 1506.670822 = -264846.345061 nChanged 33 SP:Iteration 20F (6290.472224 sec): 3 clusters Score: Raw -266364.825242 + Penalty 1506.670822 = -264858.154421 nChanged 23 SP:Iteration 21Q (6290.517191 sec): 3 clusters Score: Raw -266373.225480 + Penalty 1506.670822 = -264866.554659 nChanged 27 SP:Iteration 22Q (6290.553978 sec): 3 clusters Score: Raw -266383.745824 + Penalty 1506.670822 = -264877.075003 nChanged 27 SP:Iteration 23Q (6290.608478 sec): 3 clusters Score: Raw -266393.509528 + Penalty 1506.670822 = -264886.838706 nChanged 28 SP:Iteration 24Q (6290.657079 sec): 3 clusters Score: Raw -266409.860414 + Penalty 1506.670822 = -264903.189592 nChanged 32 SP:Iteration 25Q (6290.700960 sec): 3 clusters Score: Raw -266424.517974 + Penalty 1506.670822 = -264917.847153 nChanged 29 SP:Iteration 26Q (6290.746565 sec): 3 clusters Score: Raw -266437.178866 + Penalty 1506.670822 = -264930.508044 nChanged 23 SP:Iteration 27Q (6290.781527 sec): 3 clusters Score: Raw -266449.820628 + Penalty 1506.670822 = -264943.149806 nChanged 22 SP:Iteration 28Q (6290.828925 sec): 3 clusters Score: Raw -266462.999250 + Penalty 1506.670822 = -264956.328428 nChanged 21 SP:Iteration 29Q (6290.889532 sec): 3 clusters Score: Raw -266472.350710 + Penalty 1506.670822 = -264965.679889 nChanged 17 SP:Iteration 30Q (6290.927050 sec): 3 clusters Score: Raw -266478.749353 + Penalty 1506.670822 = -264972.078531 nChanged 11 SP:Iteration 31Q (6290.951081 sec): 3 clusters Score: Raw -266484.750702 + Penalty 1506.670822 = -264978.079880 nChanged 16 SP:Iteration 32Q (6290.993408 sec): 3 clusters Score: Raw -266491.289978 + Penalty 1506.670822 = -264984.619157 nChanged 13 SP:Iteration 33Q (6291.031777 sec): 3 clusters Score: Raw -266497.605604 + Penalty 1506.670822 = -264990.934782 nChanged 12 SP:Iteration 34Q (6291.073805 sec): 3 clusters Score: Raw -266502.103685 + Penalty 1506.670822 = -264995.432864 nChanged 9 SP:Iteration 35Q (6291.120817 sec): 3 clusters Score: Raw -266505.492436 + Penalty 1506.670822 = -264998.821614 nChanged 8 SP:Iteration 36Q (6291.164691 sec): 3 clusters Score: Raw -266507.804532 + Penalty 1506.670822 = -265001.133710 nChanged 4 SP:Iteration 37Q (6291.198504 sec): 3 clusters Score: Raw -266509.266348 + Penalty 1506.670822 = -265002.595526 nChanged 3 SP:Iteration 38Q (6291.242004 sec): 3 clusters Score: Raw -266510.291437 + Penalty 1506.670822 = -265003.620615 nChanged 2 SP:Iteration 39Q (6291.287002 sec): 3 clusters Score: Raw -266510.725049 + Penalty 1506.670822 = -265004.054227 nChanged 3 SP:Iteration 40F (6291.326416 sec): 3 clusters Score: Raw -266512.161924 + Penalty 1506.670822 = -265005.491103 nChanged 8 SP:Iteration 41Q (6291.361477 sec): 3 clusters Score: Raw -266515.761356 + Penalty 1506.670822 = -265009.090535 nChanged 7 SP:Iteration 42Q (6291.408886 sec): 3 clusters Score: Raw -266518.345138 + Penalty 1506.670822 = -265011.674316 nChanged 8 SP:Iteration 43Q (6291.450735 sec): 3 clusters Score: Raw -266521.966983 + Penalty 1506.670822 = -265015.296161 nChanged 5 SP:Iteration 44Q (6291.500776 sec): 3 clusters Score: Raw -266525.443242 + Penalty 1506.670822 = -265018.772421 nChanged 10 SP:Iteration 45Q (6291.546794 sec): 3 clusters Score: Raw -266530.356167 + Penalty 1506.670822 = -265023.685345 nChanged 11 SP:Iteration 46Q (6291.582044 sec): 3 clusters Score: Raw -266535.474540 + Penalty 1506.670822 = -265028.803719 nChanged 8 SP:Iteration 47Q (6291.628927 sec): 3 clusters Score: Raw -266538.715159 + Penalty 1506.670822 = -265032.044338 nChanged 4 SP:Iteration 48Q (6291.671781 sec): 3 clusters Score: Raw -266539.845305 + Penalty 1506.670822 = -265033.174483 nChanged 3 SP:Iteration 49Q (6291.718161 sec): 3 clusters Score: Raw -266540.438329 + Penalty 1506.670822 = -265033.767508 nChanged 1 SP:Iteration 50Q (6291.764485 sec): 3 clusters Score: Raw -266540.564539 + Penalty 1506.670822 = -265033.893717 nChanged 0 SP:Iteration 51F (6291.814379 sec): 3 clusters Score: Raw -266540.564539 + Penalty 1506.670822 = -265033.893717 nChanged 0 Trying to split cluster 22 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6291.828519 sec): 2 clusters Score: Raw -95234.297610 + Penalty 649.342536 = -94584.955075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6291.869528 sec): 3 clusters Score: Raw -94860.498394 + Penalty 1298.685071 = -93561.813322 nChanged 307 SP:Iteration 1F (6291.910385 sec): 3 clusters Score: Raw -95077.089638 + Penalty 1298.685071 = -93778.404566 nChanged 65 SP:Iteration 2F (6291.949540 sec): 3 clusters Score: Raw -95118.453305 + Penalty 1298.685071 = -93819.768233 nChanged 31 SP:Iteration 3Q (6291.984860 sec): 3 clusters Score: Raw -95136.224262 + Penalty 1298.685071 = -93837.539190 nChanged 16 SP:Iteration 4Q (6292.034750 sec): 3 clusters Score: Raw -95147.067082 + Penalty 1298.685071 = -93848.382011 nChanged 17 SP:Iteration 5Q (6292.078789 sec): 3 clusters Score: Raw -95157.230699 + Penalty 1298.685071 = -93858.545628 nChanged 11 SP:Iteration 6Q (6292.113270 sec): 3 clusters Score: Raw -95163.135611 + Penalty 1298.685071 = -93864.450540 nChanged 8 SP:Iteration 7Q (6292.167163 sec): 3 clusters Score: Raw -95166.249910 + Penalty 1298.685071 = -93867.564839 nChanged 8 SP:Iteration 8Q (6292.210601 sec): 3 clusters Score: Raw -95169.869919 + Penalty 1298.685071 = -93871.184848 nChanged 11 SP:Iteration 9Q (6292.251773 sec): 3 clusters Score: Raw -95174.244385 + Penalty 1298.685071 = -93875.559314 nChanged 7 SP:Iteration 10Q (6292.296043 sec): 3 clusters Score: Raw -95176.422322 + Penalty 1298.685071 = -93877.737251 nChanged 2 SP:Iteration 11Q (6292.339093 sec): 3 clusters Score: Raw -95177.449754 + Penalty 1298.685071 = -93878.764683 nChanged 2 SP:Iteration 12Q (6292.383846 sec): 3 clusters Score: Raw -95179.035565 + Penalty 1298.685071 = -93880.350494 nChanged 4 SP:Iteration 13Q (6292.416712 sec): 3 clusters Score: Raw -95180.799126 + Penalty 1298.685071 = -93882.114055 nChanged 2 SP:Iteration 14Q (6292.459389 sec): 3 clusters Score: Raw -95181.961191 + Penalty 1298.685071 = -93883.276119 nChanged 2 SP:Iteration 15Q (6292.502781 sec): 3 clusters Score: Raw -95182.503699 + Penalty 1298.685071 = -93883.818627 nChanged 1 SP:Iteration 16Q (6292.546500 sec): 3 clusters Score: Raw -95182.703712 + Penalty 1298.685071 = -93884.018641 nChanged 0 SP:Iteration 17F (6292.591894 sec): 3 clusters Score: Raw -95182.703712 + Penalty 1298.685071 = -93884.018641 nChanged 0 Trying to split cluster 23 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6292.618660 sec): 2 clusters Score: Raw -44238.022810 + Penalty 590.767011 = -43647.255798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6292.651971 sec): 3 clusters Score: Raw -44102.224757 + Penalty 1181.534023 = -42920.690735 nChanged 153 SP:Iteration 1F (6292.691937 sec): 3 clusters Score: Raw -44237.058587 + Penalty 1181.534023 = -43055.524565 nChanged 33 SP:Iteration 2F (6292.732448 sec): 3 clusters Score: Raw -44268.100941 + Penalty 1181.534023 = -43086.566918 nChanged 24 SP:Iteration 3Q (6292.775185 sec): 3 clusters Score: Raw -44293.257367 + Penalty 1181.534023 = -43111.723344 nChanged 13 SP:Iteration 4Q (6292.816776 sec): 3 clusters Score: Raw -44320.661260 + Penalty 1181.534023 = -43139.127238 nChanged 10 SP:Iteration 5Q (6292.858099 sec): 3 clusters Score: Raw -44339.880053 + Penalty 1181.534023 = -43158.346030 nChanged 15 SP:Iteration 6Q (6292.897255 sec): 3 clusters Score: Raw -44362.654449 + Penalty 1181.534023 = -43181.120426 nChanged 12 SP:Iteration 7Q (6292.939946 sec): 3 clusters Score: Raw -44381.900841 + Penalty 1181.534023 = -43200.366819 nChanged 9 SP:Iteration 8Q (6292.974239 sec): 3 clusters Score: Raw -44397.916613 + Penalty 1181.534023 = -43216.382590 nChanged 10 SP:Iteration 9Q (6293.008842 sec): 3 clusters Score: Raw -44406.002002 + Penalty 1181.534023 = -43224.467979 nChanged 2 SP:Iteration 10Q (6293.060081 sec): 3 clusters Score: Raw -44408.207507 + Penalty 1181.534023 = -43226.673484 nChanged 4 SP:Iteration 11Q (6293.103780 sec): 3 clusters Score: Raw -44410.835364 + Penalty 1181.534023 = -43229.301341 nChanged 0 SP:Iteration 12F (6293.135474 sec): 3 clusters Score: Raw -44410.835364 + Penalty 1181.534023 = -43229.301341 nChanged 0 Trying to split cluster 24 (5758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6293.159620 sec): 2 clusters Score: Raw -572646.895534 + Penalty 822.542820 = -571824.352714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6293.207218 sec): 3 clusters Score: Raw -569428.058906 + Penalty 1645.085640 = -567782.973267 nChanged 2486 SP:Iteration 1F (6293.257601 sec): 3 clusters Score: Raw -570820.896021 + Penalty 1645.085640 = -569175.810382 nChanged 430 SP:Iteration 2F (6293.305234 sec): 3 clusters Score: Raw -571053.687472 + Penalty 1645.085640 = -569408.601833 nChanged 379 SP:Iteration 3F (6293.345709 sec): 3 clusters Score: Raw -571277.884307 + Penalty 1645.085640 = -569632.798667 nChanged 342 SP:Iteration 4F (6293.392696 sec): 3 clusters Score: Raw -571473.368934 + Penalty 1645.085640 = -569828.283294 nChanged 322 SP:Iteration 5F (6293.447299 sec): 3 clusters Score: Raw -571664.193227 + Penalty 1645.085640 = -570019.107587 nChanged 293 SP:Iteration 6F (6293.489260 sec): 3 clusters Score: Raw -571859.152644 + Penalty 1645.085640 = -570214.067004 nChanged 282 SP:Iteration 7Q (6293.547720 sec): 3 clusters Score: Raw -572068.440455 + Penalty 1645.085640 = -570423.354816 nChanged 223 SP:Iteration 8Q (6293.601325 sec): 3 clusters Score: Raw -572253.930723 + Penalty 1645.085640 = -570608.845083 nChanged 194 SP:Iteration 9Q (6293.648757 sec): 3 clusters Score: Raw -572407.189837 + Penalty 1645.085640 = -570762.104197 nChanged 131 SP:Iteration 10Q (6293.699151 sec): 3 clusters Score: Raw -572508.673139 + Penalty 1645.085640 = -570863.587500 nChanged 86 SP:Iteration 11Q (6293.743044 sec): 3 clusters Score: Raw -572567.260154 + Penalty 1645.085640 = -570922.174515 nChanged 66 SP:Iteration 12Q (6293.786326 sec): 3 clusters Score: Raw -572610.739087 + Penalty 1645.085640 = -570965.653448 nChanged 57 SP:Iteration 13Q (6293.837049 sec): 3 clusters Score: Raw -572644.635364 + Penalty 1645.085640 = -570999.549724 nChanged 50 SP:Iteration 14Q (6293.874207 sec): 3 clusters Score: Raw -572672.001925 + Penalty 1645.085640 = -571026.916286 nChanged 40 SP:Iteration 15Q (6293.923243 sec): 3 clusters Score: Raw -572693.847139 + Penalty 1645.085640 = -571048.761500 nChanged 32 SP:Iteration 16Q (6293.978548 sec): 3 clusters Score: Raw -572707.958368 + Penalty 1645.085640 = -571062.872728 nChanged 29 SP:Iteration 17Q (6294.027506 sec): 3 clusters Score: Raw -572720.182869 + Penalty 1645.085640 = -571075.097229 nChanged 21 SP:Iteration 18Q (6294.072822 sec): 3 clusters Score: Raw -572728.161567 + Penalty 1645.085640 = -571083.075927 nChanged 17 SP:Iteration 19Q (6294.115027 sec): 3 clusters Score: Raw -572734.384664 + Penalty 1645.085640 = -571089.299024 nChanged 13 SP:Iteration 20F (6294.166111 sec): 3 clusters Score: Raw -572737.812508 + Penalty 1645.085640 = -571092.726868 nChanged 11 SP:Iteration 21Q (6294.215075 sec): 3 clusters Score: Raw -572740.899073 + Penalty 1645.085640 = -571095.813433 nChanged 11 SP:Iteration 22Q (6294.257211 sec): 3 clusters Score: Raw -572744.719338 + Penalty 1645.085640 = -571099.633698 nChanged 9 SP:Iteration 23Q (6294.301193 sec): 3 clusters Score: Raw -572747.696487 + Penalty 1645.085640 = -571102.610847 nChanged 7 SP:Iteration 24Q (6294.354182 sec): 3 clusters Score: Raw -572751.367705 + Penalty 1645.085640 = -571106.282065 nChanged 11 SP:Iteration 25Q (6294.392451 sec): 3 clusters Score: Raw -572755.959104 + Penalty 1645.085640 = -571110.873464 nChanged 10 SP:Iteration 26Q (6294.437802 sec): 3 clusters Score: Raw -572758.563183 + Penalty 1645.085640 = -571113.477544 nChanged 8 SP:Iteration 27Q (6294.491761 sec): 3 clusters Score: Raw -572761.748567 + Penalty 1645.085640 = -571116.662927 nChanged 9 SP:Iteration 28Q (6294.535868 sec): 3 clusters Score: Raw -572765.613588 + Penalty 1645.085640 = -571120.527948 nChanged 12 SP:Iteration 29Q (6294.577041 sec): 3 clusters Score: Raw -572770.380143 + Penalty 1645.085640 = -571125.294503 nChanged 10 SP:Iteration 30Q (6294.620966 sec): 3 clusters Score: Raw -572773.451661 + Penalty 1645.085640 = -571128.366021 nChanged 10 SP:Iteration 31Q (6294.677065 sec): 3 clusters Score: Raw -572776.795174 + Penalty 1645.085640 = -571131.709534 nChanged 8 SP:Iteration 32Q (6294.718534 sec): 3 clusters Score: Raw -572780.412682 + Penalty 1645.085640 = -571135.327042 nChanged 7 SP:Iteration 33Q (6294.769007 sec): 3 clusters Score: Raw -572783.217279 + Penalty 1645.085640 = -571138.131640 nChanged 7 SP:Iteration 34Q (6294.812785 sec): 3 clusters Score: Raw -572786.718619 + Penalty 1645.085640 = -571141.632979 nChanged 10 SP:Iteration 35Q (6294.859347 sec): 3 clusters Score: Raw -572789.417588 + Penalty 1645.085640 = -571144.331948 nChanged 4 SP:Iteration 36Q (6294.903344 sec): 3 clusters Score: Raw -572790.460930 + Penalty 1645.085640 = -571145.375291 nChanged 6 SP:Iteration 37Q (6294.947622 sec): 3 clusters Score: Raw -572793.365609 + Penalty 1645.085640 = -571148.279970 nChanged 7 SP:Iteration 38Q (6294.994550 sec): 3 clusters Score: Raw -572795.068042 + Penalty 1645.085640 = -571149.982403 nChanged 3 SP:Iteration 39Q (6295.042251 sec): 3 clusters Score: Raw -572795.814355 + Penalty 1645.085640 = -571150.728715 nChanged 3 SP:Iteration 40F (6295.097684 sec): 3 clusters Score: Raw -572796.892535 + Penalty 1645.085640 = -571151.806895 nChanged 3 SP:Iteration 41Q (6295.136691 sec): 3 clusters Score: Raw -572797.634348 + Penalty 1645.085640 = -571152.548708 nChanged 3 SP:Iteration 42Q (6295.185237 sec): 3 clusters Score: Raw -572798.248108 + Penalty 1645.085640 = -571153.162469 nChanged 0 SP:Iteration 43F (6295.234724 sec): 3 clusters Score: Raw -572798.248108 + Penalty 1645.085640 = -571153.162469 nChanged 0 Trying to split cluster 25 (14325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6295.277384 sec): 2 clusters Score: Raw -1401452.517640 + Penalty 909.127346 = -1400543.390293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6295.338346 sec): 3 clusters Score: Raw -1392722.491562 + Penalty 1818.254693 = -1390904.236869 nChanged 6561 SP:Iteration 1F (6295.398104 sec): 3 clusters Score: Raw -1396485.673408 + Penalty 1818.254693 = -1394667.418715 nChanged 895 SP:Iteration 2F (6295.457001 sec): 3 clusters Score: Raw -1397010.015323 + Penalty 1818.254693 = -1395191.760630 nChanged 1018 SP:Iteration 3F (6295.516303 sec): 3 clusters Score: Raw -1397744.618778 + Penalty 1818.254693 = -1395926.364085 nChanged 1122 SP:Iteration 4F (6295.578686 sec): 3 clusters Score: Raw -1398673.036962 + Penalty 1818.254693 = -1396854.782269 nChanged 1129 SP:Iteration 5F (6295.638313 sec): 3 clusters Score: Raw -1399566.203210 + Penalty 1818.254693 = -1397747.948517 nChanged 873 SP:Iteration 6F (6295.707964 sec): 3 clusters Score: Raw -1400164.001095 + Penalty 1818.254693 = -1398345.746402 nChanged 662 SP:Iteration 7Q (6295.766930 sec): 3 clusters Score: Raw -1400529.876527 + Penalty 1818.254693 = -1398711.621834 nChanged 479 SP:Iteration 8Q (6295.832298 sec): 3 clusters Score: Raw -1400732.311774 + Penalty 1818.254693 = -1398914.057081 nChanged 336 SP:Iteration 9Q (6295.894147 sec): 3 clusters Score: Raw -1400847.768833 + Penalty 1818.254693 = -1399029.514140 nChanged 249 SP:Iteration 10Q (6295.956426 sec): 3 clusters Score: Raw -1400908.117536 + Penalty 1818.254693 = -1399089.862843 nChanged 177 SP:Iteration 11Q (6296.018662 sec): 3 clusters Score: Raw -1400952.753269 + Penalty 1818.254693 = -1399134.498577 nChanged 168 SP:Iteration 12Q (6296.070623 sec): 3 clusters Score: Raw -1400989.361986 + Penalty 1818.254693 = -1399171.107293 nChanged 130 SP:Iteration 13Q (6296.129436 sec): 3 clusters Score: Raw -1401018.822561 + Penalty 1818.254693 = -1399200.567868 nChanged 128 SP:Iteration 14Q (6296.193018 sec): 3 clusters Score: Raw -1401053.470882 + Penalty 1818.254693 = -1399235.216189 nChanged 134 SP:Iteration 15Q (6296.261673 sec): 3 clusters Score: Raw -1401084.811081 + Penalty 1818.254693 = -1399266.556388 nChanged 130 SP:Iteration 16Q (6296.318128 sec): 3 clusters Score: Raw -1401113.145610 + Penalty 1818.254693 = -1399294.890918 nChanged 124 SP:Iteration 17Q (6296.372349 sec): 3 clusters Score: Raw -1401138.630639 + Penalty 1818.254693 = -1399320.375946 nChanged 121 SP:Iteration 18Q (6296.423372 sec): 3 clusters Score: Raw -1401163.010854 + Penalty 1818.254693 = -1399344.756161 nChanged 107 SP:Iteration 19Q (6296.485782 sec): 3 clusters Score: Raw -1401179.026923 + Penalty 1818.254693 = -1399360.772230 nChanged 91 SP:Iteration 20F (6296.538742 sec): 3 clusters Score: Raw -1401190.676109 + Penalty 1818.254693 = -1399372.421416 nChanged 73 SP:Iteration 21Q (6296.595566 sec): 3 clusters Score: Raw -1401198.821854 + Penalty 1818.254693 = -1399380.567161 nChanged 70 SP:Iteration 22Q (6296.658198 sec): 3 clusters Score: Raw -1401205.743109 + Penalty 1818.254693 = -1399387.488416 nChanged 49 SP:Iteration 23Q (6296.724943 sec): 3 clusters Score: Raw -1401210.114216 + Penalty 1818.254693 = -1399391.859523 nChanged 42 SP:Iteration 24Q (6296.782731 sec): 3 clusters Score: Raw -1401213.422316 + Penalty 1818.254693 = -1399395.167623 nChanged 34 SP:Iteration 25Q (6296.844565 sec): 3 clusters Score: Raw -1401216.051899 + Penalty 1818.254693 = -1399397.797206 nChanged 34 SP:Iteration 26Q (6296.912581 sec): 3 clusters Score: Raw -1401218.624911 + Penalty 1818.254693 = -1399400.370218 nChanged 27 SP:Iteration 27Q (6296.967031 sec): 3 clusters Score: Raw -1401220.778644 + Penalty 1818.254693 = -1399402.523951 nChanged 23 SP:Iteration 28Q (6297.032852 sec): 3 clusters Score: Raw -1401222.384905 + Penalty 1818.254693 = -1399404.130212 nChanged 24 SP:Iteration 29Q (6297.078604 sec): 3 clusters Score: Raw -1401223.597854 + Penalty 1818.254693 = -1399405.343161 nChanged 16 SP:Iteration 30Q (6297.139716 sec): 3 clusters Score: Raw -1401224.469600 + Penalty 1818.254693 = -1399406.214907 nChanged 14 SP:Iteration 31Q (6297.200174 sec): 3 clusters Score: Raw -1401225.145584 + Penalty 1818.254693 = -1399406.890891 nChanged 5 SP:Iteration 32Q (6297.262256 sec): 3 clusters Score: Raw -1401225.308281 + Penalty 1818.254693 = -1399407.053588 nChanged 6 SP:Iteration 33Q (6297.325072 sec): 3 clusters Score: Raw -1401225.677102 + Penalty 1818.254693 = -1399407.422409 nChanged 12 SP:Iteration 34Q (6297.376529 sec): 3 clusters Score: Raw -1401226.301456 + Penalty 1818.254693 = -1399408.046763 nChanged 13 SP:Iteration 35Q (6297.442745 sec): 3 clusters Score: Raw -1401227.041269 + Penalty 1818.254693 = -1399408.786576 nChanged 12 SP:Iteration 36Q (6297.492869 sec): 3 clusters Score: Raw -1401227.810231 + Penalty 1818.254693 = -1399409.555539 nChanged 8 SP:Iteration 37Q (6297.555966 sec): 3 clusters Score: Raw -1401228.209436 + Penalty 1818.254693 = -1399409.954743 nChanged 12 SP:Iteration 38Q (6297.624007 sec): 3 clusters Score: Raw -1401228.815738 + Penalty 1818.254693 = -1399410.561045 nChanged 15 SP:Iteration 39Q (6297.680869 sec): 3 clusters Score: Raw -1401229.556229 + Penalty 1818.254693 = -1399411.301536 nChanged 7 SP:Iteration 40F (6297.741794 sec): 3 clusters Score: Raw -1401230.075286 + Penalty 1818.254693 = -1399411.820593 nChanged 9 SP:Iteration 41Q (6297.796874 sec): 3 clusters Score: Raw -1401230.633762 + Penalty 1818.254693 = -1399412.379069 nChanged 12 SP:Iteration 42Q (6297.857299 sec): 3 clusters Score: Raw -1401231.224163 + Penalty 1818.254693 = -1399412.969470 nChanged 9 SP:Iteration 43Q (6297.920674 sec): 3 clusters Score: Raw -1401231.635748 + Penalty 1818.254693 = -1399413.381055 nChanged 5 SP:Iteration 44Q (6297.974902 sec): 3 clusters Score: Raw -1401231.810734 + Penalty 1818.254693 = -1399413.556041 nChanged 4 SP:Iteration 45Q (6298.045615 sec): 3 clusters Score: Raw -1401231.959354 + Penalty 1818.254693 = -1399413.704661 nChanged 1 SP:Iteration 46Q (6298.090767 sec): 3 clusters Score: Raw -1401231.981931 + Penalty 1818.254693 = -1399413.727238 nChanged 2 SP:Iteration 47Q (6298.156322 sec): 3 clusters Score: Raw -1401232.023510 + Penalty 1818.254693 = -1399413.768817 nChanged 2 SP:Iteration 48Q (6298.212674 sec): 3 clusters Score: Raw -1401232.058594 + Penalty 1818.254693 = -1399413.803901 nChanged 1 SP:Iteration 49Q (6298.270578 sec): 3 clusters Score: Raw -1401232.130303 + Penalty 1818.254693 = -1399413.875610 nChanged 2 SP:Iteration 50Q (6298.334704 sec): 3 clusters Score: Raw -1401232.201980 + Penalty 1818.254693 = -1399413.947287 nChanged 2 SP:Iteration 51Q (6298.398706 sec): 3 clusters Score: Raw -1401232.285375 + Penalty 1818.254693 = -1399414.030682 nChanged 4 SP:Iteration 52Q (6298.455469 sec): 3 clusters Score: Raw -1401232.677992 + Penalty 1818.254693 = -1399414.423300 nChanged 7 SP:Iteration 53Q (6298.516339 sec): 3 clusters Score: Raw -1401232.927714 + Penalty 1818.254693 = -1399414.673021 nChanged 5 SP:Iteration 54Q (6298.579446 sec): 3 clusters Score: Raw -1401233.126686 + Penalty 1818.254693 = -1399414.871993 nChanged 5 SP:Iteration 55Q (6298.640477 sec): 3 clusters Score: Raw -1401233.363103 + Penalty 1818.254693 = -1399415.108410 nChanged 4 SP:Iteration 56Q (6298.693292 sec): 3 clusters Score: Raw -1401233.564624 + Penalty 1818.254693 = -1399415.309931 nChanged 4 SP:Iteration 57Q (6298.760752 sec): 3 clusters Score: Raw -1401233.721955 + Penalty 1818.254693 = -1399415.467262 nChanged 4 SP:Iteration 58Q (6298.824795 sec): 3 clusters Score: Raw -1401233.842050 + Penalty 1818.254693 = -1399415.587357 nChanged 4 SP:Iteration 59Q (6298.880187 sec): 3 clusters Score: Raw -1401234.048541 + Penalty 1818.254693 = -1399415.793848 nChanged 1 SP:Iteration 60F (6298.935945 sec): 3 clusters Score: Raw -1401234.103483 + Penalty 1818.254693 = -1399415.848790 nChanged 2 SP:Iteration 61Q (6298.989703 sec): 3 clusters Score: Raw -1401234.121572 + Penalty 1818.254693 = -1399415.866879 nChanged 0 SP:Iteration 62F (6299.056664 sec): 3 clusters Score: Raw -1401234.121572 + Penalty 1818.254693 = -1399415.866879 nChanged 0 Trying to split cluster 26 (3683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6299.075867 sec): 2 clusters Score: Raw -352297.831307 + Penalty 780.090877 = -351517.740430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6299.123637 sec): 3 clusters Score: Raw -350307.436625 + Penalty 1560.181754 = -348747.254871 nChanged 1533 SP:Iteration 1F (6299.178711 sec): 3 clusters Score: Raw -351141.392253 + Penalty 1560.181754 = -349581.210499 nChanged 266 SP:Iteration 2F (6299.216400 sec): 3 clusters Score: Raw -351282.972822 + Penalty 1560.181754 = -349722.791067 nChanged 215 SP:Iteration 3F (6299.264432 sec): 3 clusters Score: Raw -351372.232043 + Penalty 1560.181754 = -349812.050289 nChanged 140 SP:Iteration 4Q (6299.318959 sec): 3 clusters Score: Raw -351440.311161 + Penalty 1560.181754 = -349880.129407 nChanged 134 SP:Iteration 5Q (6299.367807 sec): 3 clusters Score: Raw -351518.744923 + Penalty 1560.181754 = -349958.563169 nChanged 138 SP:Iteration 6Q (6299.413686 sec): 3 clusters Score: Raw -351605.776025 + Penalty 1560.181754 = -350045.594271 nChanged 137 SP:Iteration 7Q (6299.453268 sec): 3 clusters Score: Raw -351693.712975 + Penalty 1560.181754 = -350133.531221 nChanged 135 SP:Iteration 8Q (6299.498879 sec): 3 clusters Score: Raw -351794.966731 + Penalty 1560.181754 = -350234.784977 nChanged 134 SP:Iteration 9Q (6299.542727 sec): 3 clusters Score: Raw -351891.852614 + Penalty 1560.181754 = -350331.670860 nChanged 106 SP:Iteration 10Q (6299.584749 sec): 3 clusters Score: Raw -351966.099813 + Penalty 1560.181754 = -350405.918059 nChanged 92 SP:Iteration 11Q (6299.636231 sec): 3 clusters Score: Raw -352026.241496 + Penalty 1560.181754 = -350466.059742 nChanged 83 SP:Iteration 12Q (6299.682347 sec): 3 clusters Score: Raw -352079.511181 + Penalty 1560.181754 = -350519.329427 nChanged 70 SP:Iteration 13Q (6299.729965 sec): 3 clusters Score: Raw -352117.565414 + Penalty 1560.181754 = -350557.383660 nChanged 52 SP:Iteration 14Q (6299.765662 sec): 3 clusters Score: Raw -352149.392500 + Penalty 1560.181754 = -350589.210745 nChanged 45 SP:Iteration 15Q (6299.807800 sec): 3 clusters Score: Raw -352175.584752 + Penalty 1560.181754 = -350615.402998 nChanged 35 SP:Iteration 16Q (6299.868548 sec): 3 clusters Score: Raw -352194.178175 + Penalty 1560.181754 = -350633.996421 nChanged 31 SP:Iteration 17Q (6299.906460 sec): 3 clusters Score: Raw -352209.025428 + Penalty 1560.181754 = -350648.843674 nChanged 29 SP:Iteration 18Q (6299.954053 sec): 3 clusters Score: Raw -352225.302512 + Penalty 1560.181754 = -350665.120758 nChanged 33 SP:Iteration 19Q (6299.999510 sec): 3 clusters Score: Raw -352246.465195 + Penalty 1560.181754 = -350686.283441 nChanged 26 SP:Iteration 20F (6300.040497 sec): 3 clusters Score: Raw -352263.415256 + Penalty 1560.181754 = -350703.233502 nChanged 30 SP:Iteration 21Q (6300.087684 sec): 3 clusters Score: Raw -352284.643612 + Penalty 1560.181754 = -350724.461858 nChanged 27 SP:Iteration 22Q (6300.127246 sec): 3 clusters Score: Raw -352303.380062 + Penalty 1560.181754 = -350743.198308 nChanged 24 SP:Iteration 23Q (6300.177797 sec): 3 clusters Score: Raw -352317.887248 + Penalty 1560.181754 = -350757.705494 nChanged 26 SP:Iteration 24Q (6300.216970 sec): 3 clusters Score: Raw -352334.892045 + Penalty 1560.181754 = -350774.710291 nChanged 28 SP:Iteration 25Q (6300.266068 sec): 3 clusters Score: Raw -352353.685809 + Penalty 1560.181754 = -350793.504055 nChanged 25 SP:Iteration 26Q (6300.317509 sec): 3 clusters Score: Raw -352364.978292 + Penalty 1560.181754 = -350804.796538 nChanged 17 SP:Iteration 27Q (6300.371556 sec): 3 clusters Score: Raw -352374.437893 + Penalty 1560.181754 = -350814.256139 nChanged 14 SP:Iteration 28Q (6300.414459 sec): 3 clusters Score: Raw -352381.068537 + Penalty 1560.181754 = -350820.886783 nChanged 11 SP:Iteration 29Q (6300.455214 sec): 3 clusters Score: Raw -352387.448400 + Penalty 1560.181754 = -350827.266645 nChanged 11 SP:Iteration 30Q (6300.500726 sec): 3 clusters Score: Raw -352392.270881 + Penalty 1560.181754 = -350832.089127 nChanged 6 SP:Iteration 31Q (6300.546627 sec): 3 clusters Score: Raw -352396.146485 + Penalty 1560.181754 = -350835.964731 nChanged 6 SP:Iteration 32Q (6300.580832 sec): 3 clusters Score: Raw -352399.829339 + Penalty 1560.181754 = -350839.647585 nChanged 7 SP:Iteration 33Q (6300.629069 sec): 3 clusters Score: Raw -352403.397042 + Penalty 1560.181754 = -350843.215288 nChanged 7 SP:Iteration 34Q (6300.674332 sec): 3 clusters Score: Raw -352406.668292 + Penalty 1560.181754 = -350846.486538 nChanged 6 SP:Iteration 35Q (6300.710223 sec): 3 clusters Score: Raw -352409.465718 + Penalty 1560.181754 = -350849.283964 nChanged 4 SP:Iteration 36Q (6300.754961 sec): 3 clusters Score: Raw -352410.509457 + Penalty 1560.181754 = -350850.327703 nChanged 2 SP:Iteration 37Q (6300.791200 sec): 3 clusters Score: Raw -352410.736928 + Penalty 1560.181754 = -350850.555174 nChanged 1 SP:Iteration 38Q (6300.835614 sec): 3 clusters Score: Raw -352410.829628 + Penalty 1560.181754 = -350850.647874 nChanged 0 SP:Iteration 39F (6300.875572 sec): 3 clusters Score: Raw -352410.829628 + Penalty 1560.181754 = -350850.647874 nChanged 0 Trying to split cluster 27 (97427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6300.994021 sec): 2 clusters Score: Raw -9573174.135217 + Penalty 1091.251573 = -9572082.883645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6301.160520 sec): 3 clusters Score: Raw -9509126.130178 + Penalty 2182.503145 = -9506943.627033 nChanged 46687 SP:Iteration 1F (6301.314603 sec): 3 clusters Score: Raw -9536775.495817 + Penalty 2182.503145 = -9534592.992672 nChanged 3415 SP:Iteration 2Q (6301.493305 sec): 3 clusters Score: Raw -9537608.429363 + Penalty 2182.503145 = -9535425.926218 nChanged 3550 SP:Iteration 3Q (6301.663031 sec): 3 clusters Score: Raw -9538556.438514 + Penalty 2182.503145 = -9536373.935369 nChanged 3676 SP:Iteration 4Q (6301.834719 sec): 3 clusters Score: Raw -9539636.621485 + Penalty 2182.503145 = -9537454.118340 nChanged 3860 SP:Iteration 5Q (6302.008725 sec): 3 clusters Score: Raw -9540942.785119 + Penalty 2182.503145 = -9538760.281974 nChanged 4095 SP:Iteration 6Q (6302.179337 sec): 3 clusters Score: Raw -9542505.177001 + Penalty 2182.503145 = -9540322.673856 nChanged 4422 SP:Iteration 7Q (6302.345593 sec): 3 clusters Score: Raw -9544354.163670 + Penalty 2182.503145 = -9542171.660525 nChanged 4598 SP:Iteration 8Q (6302.525739 sec): 3 clusters Score: Raw -9546472.129709 + Penalty 2182.503145 = -9544289.626564 nChanged 4767 SP:Iteration 9Q (6302.700631 sec): 3 clusters Score: Raw -9548965.673502 + Penalty 2182.503145 = -9546783.170357 nChanged 4959 SP:Iteration 10F (6302.853562 sec): 3 clusters Score: Raw -9551951.369081 + Penalty 2182.503145 = -9549768.865936 nChanged 4864 SP:Iteration 11Q (6303.023468 sec): 3 clusters Score: Raw -9555015.037205 + Penalty 2182.503145 = -9552832.534060 nChanged 4313 SP:Iteration 12Q (6303.189395 sec): 3 clusters Score: Raw -9557266.866348 + Penalty 2182.503145 = -9555084.363203 nChanged 3290 SP:Iteration 13Q (6303.348154 sec): 3 clusters Score: Raw -9558435.320866 + Penalty 2182.503145 = -9556252.817721 nChanged 2204 SP:Iteration 14Q (6303.519537 sec): 3 clusters Score: Raw -9558980.449200 + Penalty 2182.503145 = -9556797.946055 nChanged 1549 SP:Iteration 15Q (6303.690169 sec): 3 clusters Score: Raw -9559324.342509 + Penalty 2182.503145 = -9557141.839363 nChanged 1346 SP:Iteration 16Q (6303.859930 sec): 3 clusters Score: Raw -9559612.856442 + Penalty 2182.503145 = -9557430.353297 nChanged 1228 SP:Iteration 17Q (6304.018288 sec): 3 clusters Score: Raw -9559882.820250 + Penalty 2182.503145 = -9557700.317105 nChanged 1315 SP:Iteration 18Q (6304.188509 sec): 3 clusters Score: Raw -9560205.006882 + Penalty 2182.503145 = -9558022.503737 nChanged 1356 SP:Iteration 19Q (6304.358129 sec): 3 clusters Score: Raw -9560558.842396 + Penalty 2182.503145 = -9558376.339250 nChanged 1458 SP:Iteration 20F (6304.528419 sec): 3 clusters Score: Raw -9560970.210107 + Penalty 2182.503145 = -9558787.706962 nChanged 1477 SP:Iteration 21Q (6304.702558 sec): 3 clusters Score: Raw -9561404.699621 + Penalty 2182.503145 = -9559222.196476 nChanged 1555 SP:Iteration 22Q (6304.870387 sec): 3 clusters Score: Raw -9561917.371451 + Penalty 2182.503145 = -9559734.868306 nChanged 1589 SP:Iteration 23Q (6305.033088 sec): 3 clusters Score: Raw -9562481.585044 + Penalty 2182.503145 = -9560299.081898 nChanged 1645 SP:Iteration 24Q (6305.195465 sec): 3 clusters Score: Raw -9563112.701546 + Penalty 2182.503145 = -9560930.198401 nChanged 1661 SP:Iteration 25Q (6305.364900 sec): 3 clusters Score: Raw -9563809.237170 + Penalty 2182.503145 = -9561626.734025 nChanged 1721 SP:Iteration 26Q (6305.540621 sec): 3 clusters Score: Raw -9564637.023053 + Penalty 2182.503145 = -9562454.519907 nChanged 1797 SP:Iteration 27Q (6305.714076 sec): 3 clusters Score: Raw -9565566.656304 + Penalty 2182.503145 = -9563384.153159 nChanged 1763 SP:Iteration 28Q (6305.884043 sec): 3 clusters Score: Raw -9566530.695145 + Penalty 2182.503145 = -9564348.192000 nChanged 1689 SP:Iteration 29Q (6306.037419 sec): 3 clusters Score: Raw -9567399.400267 + Penalty 2182.503145 = -9565216.897122 nChanged 1509 SP:Iteration 30Q (6306.201832 sec): 3 clusters Score: Raw -9568087.562194 + Penalty 2182.503145 = -9565905.059049 nChanged 1331 SP:Iteration 31Q (6306.363476 sec): 3 clusters Score: Raw -9568607.157743 + Penalty 2182.503145 = -9566424.654597 nChanged 1152 SP:Iteration 32Q (6306.516965 sec): 3 clusters Score: Raw -9569048.323861 + Penalty 2182.503145 = -9566865.820716 nChanged 1088 SP:Iteration 33Q (6306.670892 sec): 3 clusters Score: Raw -9569439.128442 + Penalty 2182.503145 = -9567256.625297 nChanged 966 SP:Iteration 34Q (6306.834225 sec): 3 clusters Score: Raw -9569747.215789 + Penalty 2182.503145 = -9567564.712644 nChanged 826 SP:Iteration 35Q (6306.994750 sec): 3 clusters Score: Raw -9569981.724585 + Penalty 2182.503145 = -9567799.221440 nChanged 754 SP:Iteration 36Q (6307.158571 sec): 3 clusters Score: Raw -9570183.622282 + Penalty 2182.503145 = -9568001.119137 nChanged 674 SP:Iteration 37Q (6307.314044 sec): 3 clusters Score: Raw -9570348.999824 + Penalty 2182.503145 = -9568166.496679 nChanged 633 SP:Iteration 38Q (6307.456417 sec): 3 clusters Score: Raw -9570482.188515 + Penalty 2182.503145 = -9568299.685370 nChanged 559 SP:Iteration 39Q (6307.601732 sec): 3 clusters Score: Raw -9570593.754876 + Penalty 2182.503145 = -9568411.251731 nChanged 531 SP:Iteration 40F (6307.767409 sec): 3 clusters Score: Raw -9570734.213928 + Penalty 2182.503145 = -9568551.710783 nChanged 562 SP:Iteration 41Q (6307.931591 sec): 3 clusters Score: Raw -9570858.547812 + Penalty 2182.503145 = -9568676.044667 nChanged 599 SP:Iteration 42Q (6308.086744 sec): 3 clusters Score: Raw -9570986.738319 + Penalty 2182.503145 = -9568804.235174 nChanged 602 SP:Iteration 43Q (6308.233687 sec): 3 clusters Score: Raw -9571113.134056 + Penalty 2182.503145 = -9568930.630911 nChanged 586 SP:Iteration 44Q (6308.384650 sec): 3 clusters Score: Raw -9571238.738638 + Penalty 2182.503145 = -9569056.235493 nChanged 581 SP:Iteration 45Q (6308.535447 sec): 3 clusters Score: Raw -9571361.343261 + Penalty 2182.503145 = -9569178.840116 nChanged 569 SP:Iteration 46Q (6308.675210 sec): 3 clusters Score: Raw -9571474.848889 + Penalty 2182.503145 = -9569292.345744 nChanged 530 SP:Iteration 47Q (6308.817591 sec): 3 clusters Score: Raw -9571573.608106 + Penalty 2182.503145 = -9569391.104961 nChanged 497 SP:Iteration 48Q (6308.976376 sec): 3 clusters Score: Raw -9571666.187546 + Penalty 2182.503145 = -9569483.684401 nChanged 501 SP:Iteration 49Q (6309.121245 sec): 3 clusters Score: Raw -9571760.408349 + Penalty 2182.503145 = -9569577.905204 nChanged 499 SP:Iteration 50Q (6309.265443 sec): 3 clusters Score: Raw -9571855.278965 + Penalty 2182.503145 = -9569672.775819 nChanged 489 SP:Iteration 51Q (6309.415435 sec): 3 clusters Score: Raw -9571947.644444 + Penalty 2182.503145 = -9569765.141299 nChanged 474 SP:Iteration 52Q (6309.570654 sec): 3 clusters Score: Raw -9572039.548539 + Penalty 2182.503145 = -9569857.045394 nChanged 469 SP:Iteration 53Q (6309.726913 sec): 3 clusters Score: Raw -9572127.923442 + Penalty 2182.503145 = -9569945.420297 nChanged 436 SP:Iteration 54Q (6309.882173 sec): 3 clusters Score: Raw -9572207.816361 + Penalty 2182.503145 = -9570025.313215 nChanged 406 SP:Iteration 55Q (6310.038648 sec): 3 clusters Score: Raw -9572277.770029 + Penalty 2182.503145 = -9570095.266884 nChanged 394 SP:Iteration 56Q (6310.194604 sec): 3 clusters Score: Raw -9572351.196889 + Penalty 2182.503145 = -9570168.693744 nChanged 391 SP:Iteration 57Q (6310.340202 sec): 3 clusters Score: Raw -9572422.764914 + Penalty 2182.503145 = -9570240.261769 nChanged 358 SP:Iteration 58Q (6310.491801 sec): 3 clusters Score: Raw -9572483.552352 + Penalty 2182.503145 = -9570301.049207 nChanged 337 SP:Iteration 59Q (6310.643384 sec): 3 clusters Score: Raw -9572541.590396 + Penalty 2182.503145 = -9570359.087251 nChanged 327 SP:Iteration 60F (6310.801864 sec): 3 clusters Score: Raw -9572599.540417 + Penalty 2182.503145 = -9570417.037272 nChanged 325 SP:Iteration 61Q (6310.936480 sec): 3 clusters Score: Raw -9572656.718035 + Penalty 2182.503145 = -9570474.214890 nChanged 330 SP:Iteration 62Q (6311.089271 sec): 3 clusters Score: Raw -9572716.677979 + Penalty 2182.503145 = -9570534.174834 nChanged 318 SP:Iteration 63Q (6311.244794 sec): 3 clusters Score: Raw -9572775.197345 + Penalty 2182.503145 = -9570592.694200 nChanged 297 SP:Iteration 64Q (6311.398242 sec): 3 clusters Score: Raw -9572827.335172 + Penalty 2182.503145 = -9570644.832027 nChanged 275 SP:Iteration 65Q (6311.551097 sec): 3 clusters Score: Raw -9572874.638036 + Penalty 2182.503145 = -9570692.134891 nChanged 254 SP:Iteration 66Q (6311.702472 sec): 3 clusters Score: Raw -9572918.769368 + Penalty 2182.503145 = -9570736.266223 nChanged 224 SP:Iteration 67Q (6311.840705 sec): 3 clusters Score: Raw -9572954.365645 + Penalty 2182.503145 = -9570771.862500 nChanged 210 SP:Iteration 68Q (6311.977770 sec): 3 clusters Score: Raw -9572987.465812 + Penalty 2182.503145 = -9570804.962667 nChanged 222 SP:Iteration 69Q (6312.112218 sec): 3 clusters Score: Raw -9573023.299760 + Penalty 2182.503145 = -9570840.796615 nChanged 224 SP:Iteration 70Q (6312.261456 sec): 3 clusters Score: Raw -9573061.035247 + Penalty 2182.503145 = -9570878.532101 nChanged 214 SP:Iteration 71Q (6312.414292 sec): 3 clusters Score: Raw -9573098.984918 + Penalty 2182.503145 = -9570916.481772 nChanged 210 SP:Iteration 72Q (6312.553170 sec): 3 clusters Score: Raw -9573134.653737 + Penalty 2182.503145 = -9570952.150592 nChanged 187 SP:Iteration 73Q (6312.708897 sec): 3 clusters Score: Raw -9573163.661228 + Penalty 2182.503145 = -9570981.158083 nChanged 158 SP:Iteration 74Q (6312.853448 sec): 3 clusters Score: Raw -9573183.664230 + Penalty 2182.503145 = -9571001.161085 nChanged 140 SP:Iteration 75Q (6313.004852 sec): 3 clusters Score: Raw -9573201.651150 + Penalty 2182.503145 = -9571019.148005 nChanged 135 SP:Iteration 76Q (6313.155799 sec): 3 clusters Score: Raw -9573219.162418 + Penalty 2182.503145 = -9571036.659273 nChanged 129 SP:Iteration 77Q (6313.279961 sec): 3 clusters Score: Raw -9573234.382960 + Penalty 2182.503145 = -9571051.879815 nChanged 121 SP:Iteration 78Q (6313.419375 sec): 3 clusters Score: Raw -9573246.928613 + Penalty 2182.503145 = -9571064.425468 nChanged 99 SP:Iteration 79Q (6313.550833 sec): 3 clusters Score: Raw -9573257.452815 + Penalty 2182.503145 = -9571074.949670 nChanged 88 SP:Iteration 80F (6313.706292 sec): 3 clusters Score: Raw -9573267.033111 + Penalty 2182.503145 = -9571084.529965 nChanged 80 SP:Iteration 81Q (6313.861656 sec): 3 clusters Score: Raw -9573276.274721 + Penalty 2182.503145 = -9571093.771576 nChanged 91 SP:Iteration 82Q (6314.003393 sec): 3 clusters Score: Raw -9573285.677864 + Penalty 2182.503145 = -9571103.174719 nChanged 78 SP:Iteration 83Q (6314.151934 sec): 3 clusters Score: Raw -9573293.373659 + Penalty 2182.503145 = -9571110.870514 nChanged 77 SP:Iteration 84Q (6314.305742 sec): 3 clusters Score: Raw -9573301.005329 + Penalty 2182.503145 = -9571118.502184 nChanged 85 SP:Iteration 85Q (6314.445021 sec): 3 clusters Score: Raw -9573310.050024 + Penalty 2182.503145 = -9571127.546878 nChanged 88 SP:Iteration 86Q (6314.592963 sec): 3 clusters Score: Raw -9573320.276328 + Penalty 2182.503145 = -9571137.773183 nChanged 72 SP:Iteration 87Q (6314.740561 sec): 3 clusters Score: Raw -9573327.649831 + Penalty 2182.503145 = -9571145.146686 nChanged 72 SP:Iteration 88Q (6314.886417 sec): 3 clusters Score: Raw -9573335.462815 + Penalty 2182.503145 = -9571152.959670 nChanged 67 SP:Iteration 89Q (6315.039772 sec): 3 clusters Score: Raw -9573341.637530 + Penalty 2182.503145 = -9571159.134385 nChanged 59 SP:Iteration 90Q (6315.186252 sec): 3 clusters Score: Raw -9573346.631423 + Penalty 2182.503145 = -9571164.128278 nChanged 50 SP:Iteration 91Q (6315.333580 sec): 3 clusters Score: Raw -9573351.014634 + Penalty 2182.503145 = -9571168.511489 nChanged 63 SP:Iteration 92Q (6315.491283 sec): 3 clusters Score: Raw -9573357.508604 + Penalty 2182.503145 = -9571175.005459 nChanged 60 SP:Iteration 93Q (6315.635853 sec): 3 clusters Score: Raw -9573364.373717 + Penalty 2182.503145 = -9571181.870571 nChanged 68 SP:Iteration 94Q (6315.786171 sec): 3 clusters Score: Raw -9573372.324092 + Penalty 2182.503145 = -9571189.820947 nChanged 72 SP:Iteration 95Q (6315.932146 sec): 3 clusters Score: Raw -9573379.061454 + Penalty 2182.503145 = -9571196.558309 nChanged 57 SP:Iteration 96Q (6316.080789 sec): 3 clusters Score: Raw -9573384.158215 + Penalty 2182.503145 = -9571201.655070 nChanged 62 SP:Iteration 97Q (6316.233926 sec): 3 clusters Score: Raw -9573390.906742 + Penalty 2182.503145 = -9571208.403597 nChanged 64 SP:Iteration 98Q (6316.372379 sec): 3 clusters Score: Raw -9573397.760571 + Penalty 2182.503145 = -9571215.257426 nChanged 54 SP:Iteration 99Q (6316.510954 sec): 3 clusters Score: Raw -9573402.888797 + Penalty 2182.503145 = -9571220.385652 nChanged 50 SP:Iteration 100F (6316.671265 sec): 3 clusters Score: Raw -9573408.377772 + Penalty 2182.503145 = -9571225.874627 nChanged 54 SP:Iteration 101Q (6316.823445 sec): 3 clusters Score: Raw -9573414.785977 + Penalty 2182.503145 = -9571232.282832 nChanged 68 SP:Iteration 102Q (6316.963601 sec): 3 clusters Score: Raw -9573423.234981 + Penalty 2182.503145 = -9571240.731835 nChanged 67 SP:Iteration 103Q (6317.094213 sec): 3 clusters Score: Raw -9573431.531922 + Penalty 2182.503145 = -9571249.028777 nChanged 58 SP:Iteration 104Q (6317.237761 sec): 3 clusters Score: Raw -9573437.259548 + Penalty 2182.503145 = -9571254.756403 nChanged 46 SP:Iteration 105Q (6317.383019 sec): 3 clusters Score: Raw -9573440.355922 + Penalty 2182.503145 = -9571257.852777 nChanged 29 SP:Iteration 106Q (6317.516160 sec): 3 clusters Score: Raw -9573442.339561 + Penalty 2182.503145 = -9571259.836416 nChanged 19 SP:Iteration 107Q (6317.659284 sec): 3 clusters Score: Raw -9573443.574262 + Penalty 2182.503145 = -9571261.071117 nChanged 23 SP:Iteration 108Q (6317.808630 sec): 3 clusters Score: Raw -9573445.087839 + Penalty 2182.503145 = -9571262.584694 nChanged 19 SP:Iteration 109Q (6317.951117 sec): 3 clusters Score: Raw -9573446.366486 + Penalty 2182.503145 = -9571263.863341 nChanged 21 SP:Iteration 110Q (6318.097741 sec): 3 clusters Score: Raw -9573447.959436 + Penalty 2182.503145 = -9571265.456291 nChanged 24 SP:Iteration 111Q (6318.241525 sec): 3 clusters Score: Raw -9573449.626796 + Penalty 2182.503145 = -9571267.123651 nChanged 30 SP:Iteration 112Q (6318.378898 sec): 3 clusters Score: Raw -9573452.617002 + Penalty 2182.503145 = -9571270.113857 nChanged 28 SP:Iteration 113Q (6318.514867 sec): 3 clusters Score: Raw -9573455.734889 + Penalty 2182.503145 = -9571273.231744 nChanged 35 SP:Iteration 114Q (6318.661331 sec): 3 clusters Score: Raw -9573459.746803 + Penalty 2182.503145 = -9571277.243658 nChanged 31 SP:Iteration 115Q (6318.800683 sec): 3 clusters Score: Raw -9573462.853981 + Penalty 2182.503145 = -9571280.350836 nChanged 33 SP:Iteration 116Q (6318.939379 sec): 3 clusters Score: Raw -9573465.892779 + Penalty 2182.503145 = -9571283.389634 nChanged 29 SP:Iteration 117Q (6319.089900 sec): 3 clusters Score: Raw -9573468.360921 + Penalty 2182.503145 = -9571285.857776 nChanged 30 SP:Iteration 118Q (6319.235191 sec): 3 clusters Score: Raw -9573470.978620 + Penalty 2182.503145 = -9571288.475475 nChanged 35 SP:Iteration 119Q (6319.375708 sec): 3 clusters Score: Raw -9573474.977365 + Penalty 2182.503145 = -9571292.474220 nChanged 34 SP:Iteration 120F (6319.525082 sec): 3 clusters Score: Raw -9573478.185940 + Penalty 2182.503145 = -9571295.682795 nChanged 38 SP:Iteration 121Q (6319.661732 sec): 3 clusters Score: Raw -9573481.979094 + Penalty 2182.503145 = -9571299.475949 nChanged 46 SP:Iteration 122Q (6319.807497 sec): 3 clusters Score: Raw -9573487.816827 + Penalty 2182.503145 = -9571305.313682 nChanged 53 SP:Iteration 123Q (6319.949653 sec): 3 clusters Score: Raw -9573494.789322 + Penalty 2182.503145 = -9571312.286177 nChanged 43 SP:Iteration 124Q (6320.100135 sec): 3 clusters Score: Raw -9573499.175531 + Penalty 2182.503145 = -9571316.672385 nChanged 41 SP:Iteration 125Q (6320.240536 sec): 3 clusters Score: Raw -9573502.745111 + Penalty 2182.503145 = -9571320.241966 nChanged 37 SP:Iteration 126Q (6320.381386 sec): 3 clusters Score: Raw -9573505.590248 + Penalty 2182.503145 = -9571323.087102 nChanged 36 SP:Iteration 127Q (6320.531062 sec): 3 clusters Score: Raw -9573508.905440 + Penalty 2182.503145 = -9571326.402295 nChanged 34 SP:Iteration 128Q (6320.673156 sec): 3 clusters Score: Raw -9573512.590633 + Penalty 2182.503145 = -9571330.087487 nChanged 36 SP:Iteration 129Q (6320.811918 sec): 3 clusters Score: Raw -9573516.104919 + Penalty 2182.503145 = -9571333.601774 nChanged 26 SP:Iteration 130Q (6320.954847 sec): 3 clusters Score: Raw -9573518.837227 + Penalty 2182.503145 = -9571336.334082 nChanged 22 SP:Iteration 131Q (6321.099085 sec): 3 clusters Score: Raw -9573520.947138 + Penalty 2182.503145 = -9571338.443993 nChanged 18 SP:Iteration 132Q (6321.226759 sec): 3 clusters Score: Raw -9573522.390543 + Penalty 2182.503145 = -9571339.887398 nChanged 21 SP:Iteration 133Q (6321.376416 sec): 3 clusters Score: Raw -9573523.921907 + Penalty 2182.503145 = -9571341.418762 nChanged 19 SP:Iteration 134Q (6321.521486 sec): 3 clusters Score: Raw -9573525.247942 + Penalty 2182.503145 = -9571342.744796 nChanged 16 SP:Iteration 135Q (6321.656698 sec): 3 clusters Score: Raw -9573526.806196 + Penalty 2182.503145 = -9571344.303050 nChanged 16 SP:Iteration 136Q (6321.790102 sec): 3 clusters Score: Raw -9573528.290128 + Penalty 2182.503145 = -9571345.786983 nChanged 19 SP:Iteration 137Q (6321.928574 sec): 3 clusters Score: Raw -9573529.792835 + Penalty 2182.503145 = -9571347.289690 nChanged 15 SP:Iteration 138Q (6322.079468 sec): 3 clusters Score: Raw -9573530.902813 + Penalty 2182.503145 = -9571348.399668 nChanged 12 SP:Iteration 139Q (6322.230019 sec): 3 clusters Score: Raw -9573531.896426 + Penalty 2182.503145 = -9571349.393280 nChanged 12 SP:Iteration 140F (6322.394730 sec): 3 clusters Score: Raw -9573532.798430 + Penalty 2182.503145 = -9571350.295285 nChanged 10 SP:Iteration 141Q (6322.539638 sec): 3 clusters Score: Raw -9573533.450823 + Penalty 2182.503145 = -9571350.947677 nChanged 13 SP:Iteration 142Q (6322.681320 sec): 3 clusters Score: Raw -9573534.631006 + Penalty 2182.503145 = -9571352.127861 nChanged 11 SP:Iteration 143Q (6322.822709 sec): 3 clusters Score: Raw -9573535.444755 + Penalty 2182.503145 = -9571352.941610 nChanged 9 SP:Iteration 144Q (6322.963736 sec): 3 clusters Score: Raw -9573535.934712 + Penalty 2182.503145 = -9571353.431566 nChanged 8 SP:Iteration 145Q (6323.106921 sec): 3 clusters Score: Raw -9573536.743110 + Penalty 2182.503145 = -9571354.239965 nChanged 11 SP:Iteration 146Q (6323.261140 sec): 3 clusters Score: Raw -9573538.241957 + Penalty 2182.503145 = -9571355.738812 nChanged 21 SP:Iteration 147Q (6323.393012 sec): 3 clusters Score: Raw -9573540.807868 + Penalty 2182.503145 = -9571358.304723 nChanged 21 SP:Iteration 148Q (6323.544692 sec): 3 clusters Score: Raw -9573544.251354 + Penalty 2182.503145 = -9571361.748209 nChanged 29 SP:Iteration 149Q (6323.671188 sec): 3 clusters Score: Raw -9573548.123091 + Penalty 2182.503145 = -9571365.619946 nChanged 22 SP:Iteration 150Q (6323.794233 sec): 3 clusters Score: Raw -9573550.122254 + Penalty 2182.503145 = -9571367.619109 nChanged 12 SP:Iteration 151Q (6323.923834 sec): 3 clusters Score: Raw -9573551.077463 + Penalty 2182.503145 = -9571368.574318 nChanged 15 SP:Iteration 152Q (6324.062804 sec): 3 clusters Score: Raw -9573552.303568 + Penalty 2182.503145 = -9571369.800423 nChanged 12 SP:Iteration 153Q (6324.187647 sec): 3 clusters Score: Raw -9573553.430984 + Penalty 2182.503145 = -9571370.927839 nChanged 12 SP:Iteration 154Q (6324.327121 sec): 3 clusters Score: Raw -9573554.460577 + Penalty 2182.503145 = -9571371.957432 nChanged 10 SP:Iteration 155Q (6324.457677 sec): 3 clusters Score: Raw -9573555.441435 + Penalty 2182.503145 = -9571372.938290 nChanged 17 SP:Iteration 156Q (6324.601103 sec): 3 clusters Score: Raw -9573557.394782 + Penalty 2182.503145 = -9571374.891637 nChanged 20 SP:Iteration 157Q (6324.743254 sec): 3 clusters Score: Raw -9573559.283796 + Penalty 2182.503145 = -9571376.780651 nChanged 18 SP:Iteration 158Q (6324.879046 sec): 3 clusters Score: Raw -9573561.131886 + Penalty 2182.503145 = -9571378.628740 nChanged 20 SP:Iteration 159Q (6325.015916 sec): 3 clusters Score: Raw -9573563.716635 + Penalty 2182.503145 = -9571381.213490 nChanged 23 SP:Iteration 160F (6325.176015 sec): 3 clusters Score: Raw -9573566.553843 + Penalty 2182.503145 = -9571384.050697 nChanged 19 SP:Iteration 161Q (6325.323635 sec): 3 clusters Score: Raw -9573569.033614 + Penalty 2182.503145 = -9571386.530469 nChanged 24 SP:Iteration 162Q (6325.462198 sec): 3 clusters Score: Raw -9573571.248653 + Penalty 2182.503145 = -9571388.745508 nChanged 23 SP:Iteration 163Q (6325.599845 sec): 3 clusters Score: Raw -9573574.486775 + Penalty 2182.503145 = -9571391.983630 nChanged 25 SP:Iteration 164Q (6325.733299 sec): 3 clusters Score: Raw -9573577.391260 + Penalty 2182.503145 = -9571394.888115 nChanged 22 SP:Iteration 165Q (6325.874621 sec): 3 clusters Score: Raw -9573580.022072 + Penalty 2182.503145 = -9571397.518927 nChanged 23 SP:Iteration 166Q (6326.015435 sec): 3 clusters Score: Raw -9573582.616594 + Penalty 2182.503145 = -9571400.113449 nChanged 21 SP:Iteration 167Q (6326.147620 sec): 3 clusters Score: Raw -9573584.312994 + Penalty 2182.503145 = -9571401.809849 nChanged 14 SP:Iteration 168Q (6326.293100 sec): 3 clusters Score: Raw -9573585.602569 + Penalty 2182.503145 = -9571403.099424 nChanged 12 SP:Iteration 169Q (6326.442209 sec): 3 clusters Score: Raw -9573586.810535 + Penalty 2182.503145 = -9571404.307390 nChanged 13 SP:Iteration 170Q (6326.569005 sec): 3 clusters Score: Raw -9573587.742535 + Penalty 2182.503145 = -9571405.239390 nChanged 8 SP:Iteration 171Q (6326.713808 sec): 3 clusters Score: Raw -9573588.335275 + Penalty 2182.503145 = -9571405.832130 nChanged 6 SP:Iteration 172Q (6326.854742 sec): 3 clusters Score: Raw -9573589.062781 + Penalty 2182.503145 = -9571406.559636 nChanged 8 SP:Iteration 173Q (6327.000643 sec): 3 clusters Score: Raw -9573589.847497 + Penalty 2182.503145 = -9571407.344352 nChanged 11 SP:Iteration 174Q (6327.140304 sec): 3 clusters Score: Raw -9573590.538832 + Penalty 2182.503145 = -9571408.035687 nChanged 8 SP:Iteration 175Q (6327.274279 sec): 3 clusters Score: Raw -9573591.407149 + Penalty 2182.503145 = -9571408.904003 nChanged 9 SP:Iteration 176Q (6327.420251 sec): 3 clusters Score: Raw -9573592.252232 + Penalty 2182.503145 = -9571409.749087 nChanged 10 SP:Iteration 177Q (6327.554913 sec): 3 clusters Score: Raw -9573593.184571 + Penalty 2182.503145 = -9571410.681426 nChanged 9 SP:Iteration 178Q (6327.696770 sec): 3 clusters Score: Raw -9573593.932020 + Penalty 2182.503145 = -9571411.428875 nChanged 11 SP:Iteration 179Q (6327.843248 sec): 3 clusters Score: Raw -9573595.406170 + Penalty 2182.503145 = -9571412.903025 nChanged 13 SP:Iteration 180F (6327.999843 sec): 3 clusters Score: Raw -9573596.990350 + Penalty 2182.503145 = -9571414.487205 nChanged 11 SP:Iteration 181Q (6328.141442 sec): 3 clusters Score: Raw -9573597.797525 + Penalty 2182.503145 = -9571415.294380 nChanged 8 SP:Iteration 182Q (6328.291063 sec): 3 clusters Score: Raw -9573598.405530 + Penalty 2182.503145 = -9571415.902385 nChanged 8 SP:Iteration 183Q (6328.432935 sec): 3 clusters Score: Raw -9573598.894494 + Penalty 2182.503145 = -9571416.391349 nChanged 10 SP:Iteration 184Q (6328.570575 sec): 3 clusters Score: Raw -9573599.613247 + Penalty 2182.503145 = -9571417.110102 nChanged 8 SP:Iteration 185Q (6328.716987 sec): 3 clusters Score: Raw -9573600.401540 + Penalty 2182.503145 = -9571417.898395 nChanged 5 SP:Iteration 186Q (6328.861999 sec): 3 clusters Score: Raw -9573600.794891 + Penalty 2182.503145 = -9571418.291746 nChanged 7 SP:Iteration 187Q (6328.996944 sec): 3 clusters Score: Raw -9573601.328873 + Penalty 2182.503145 = -9571418.825728 nChanged 5 SP:Iteration 188Q (6329.134067 sec): 3 clusters Score: Raw -9573601.658410 + Penalty 2182.503145 = -9571419.155265 nChanged 1 SP:Iteration 189Q (6329.276872 sec): 3 clusters Score: Raw -9573601.742267 + Penalty 2182.503145 = -9571419.239122 nChanged 4 SP:Iteration 190Q (6329.414414 sec): 3 clusters Score: Raw -9573602.090967 + Penalty 2182.503145 = -9571419.587822 nChanged 3 SP:Iteration 191Q (6329.555589 sec): 3 clusters Score: Raw -9573602.334287 + Penalty 2182.503145 = -9571419.831142 nChanged 3 SP:Iteration 192Q (6329.703897 sec): 3 clusters Score: Raw -9573602.634921 + Penalty 2182.503145 = -9571420.131776 nChanged 3 SP:Iteration 193Q (6329.842314 sec): 3 clusters Score: Raw -9573602.996301 + Penalty 2182.503145 = -9571420.493156 nChanged 5 SP:Iteration 194Q (6329.972283 sec): 3 clusters Score: Raw -9573603.783478 + Penalty 2182.503145 = -9571421.280333 nChanged 5 SP:Iteration 195Q (6330.111847 sec): 3 clusters Score: Raw -9573604.174932 + Penalty 2182.503145 = -9571421.671787 nChanged 5 SP:Iteration 196Q (6330.252979 sec): 3 clusters Score: Raw -9573604.582133 + Penalty 2182.503145 = -9571422.078988 nChanged 6 SP:Iteration 197Q (6330.388499 sec): 3 clusters Score: Raw -9573605.149640 + Penalty 2182.503145 = -9571422.646495 nChanged 5 SP:Iteration 198Q (6330.526029 sec): 3 clusters Score: Raw -9573605.896134 + Penalty 2182.503145 = -9571423.392989 nChanged 4 SP:Iteration 199Q (6330.667273 sec): 3 clusters Score: Raw -9573606.164907 + Penalty 2182.503145 = -9571423.661761 nChanged 4 SP:Iteration 200F (6330.828388 sec): 3 clusters Score: Raw -9573606.459700 + Penalty 2182.503145 = -9571423.956555 nChanged 3 SP:Iteration 201Q (6330.973121 sec): 3 clusters Score: Raw -9573606.682842 + Penalty 2182.503145 = -9571424.179697 nChanged 3 SP:Iteration 202Q (6331.107302 sec): 3 clusters Score: Raw -9573606.856999 + Penalty 2182.503145 = -9571424.353854 nChanged 2 SP:Iteration 203Q (6331.251857 sec): 3 clusters Score: Raw -9573606.977569 + Penalty 2182.503145 = -9571424.474423 nChanged 2 SP:Iteration 204Q (6331.393769 sec): 3 clusters Score: Raw -9573607.056804 + Penalty 2182.503145 = -9571424.553659 nChanged 1 SP:Iteration 205Q (6331.544087 sec): 3 clusters Score: Raw -9573607.179830 + Penalty 2182.503145 = -9571424.676685 nChanged 0 SP:Iteration 206F (6331.697316 sec): 3 clusters Score: Raw -9573607.179830 + Penalty 2182.503145 = -9571424.676685 nChanged 0 Trying to split cluster 28 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6331.724546 sec): 2 clusters Score: Raw -122930.820992 + Penalty 688.337231 = -122242.483761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6331.770421 sec): 3 clusters Score: Raw -122339.485495 + Penalty 1376.674463 = -120962.811032 nChanged 533 SP:Iteration 1F (6331.805239 sec): 3 clusters Score: Raw -122749.317846 + Penalty 1376.674463 = -121372.643383 nChanged 145 SP:Iteration 2F (6331.860569 sec): 3 clusters Score: Raw -122870.535883 + Penalty 1376.674463 = -121493.861421 nChanged 77 SP:Iteration 3F (6331.893467 sec): 3 clusters Score: Raw -122921.696307 + Penalty 1376.674463 = -121545.021845 nChanged 51 SP:Iteration 4Q (6331.932193 sec): 3 clusters Score: Raw -122954.996206 + Penalty 1376.674463 = -121578.321743 nChanged 32 SP:Iteration 5Q (6331.976569 sec): 3 clusters Score: Raw -122972.784200 + Penalty 1376.674463 = -121596.109737 nChanged 28 SP:Iteration 6Q (6332.019117 sec): 3 clusters Score: Raw -122993.339458 + Penalty 1376.674463 = -121616.664995 nChanged 25 SP:Iteration 7Q (6332.061635 sec): 3 clusters Score: Raw -123008.630201 + Penalty 1376.674463 = -121631.955739 nChanged 24 SP:Iteration 8Q (6332.100272 sec): 3 clusters Score: Raw -123021.607489 + Penalty 1376.674463 = -121644.933026 nChanged 20 SP:Iteration 9Q (6332.143162 sec): 3 clusters Score: Raw -123031.638325 + Penalty 1376.674463 = -121654.963862 nChanged 22 SP:Iteration 10Q (6332.178167 sec): 3 clusters Score: Raw -123048.193251 + Penalty 1376.674463 = -121671.518788 nChanged 21 SP:Iteration 11Q (6332.217962 sec): 3 clusters Score: Raw -123060.541771 + Penalty 1376.674463 = -121683.867308 nChanged 21 SP:Iteration 12Q (6332.260584 sec): 3 clusters Score: Raw -123075.296124 + Penalty 1376.674463 = -121698.621661 nChanged 17 SP:Iteration 13Q (6332.306648 sec): 3 clusters Score: Raw -123090.167607 + Penalty 1376.674463 = -121713.493144 nChanged 19 SP:Iteration 14Q (6332.352694 sec): 3 clusters Score: Raw -123105.269223 + Penalty 1376.674463 = -121728.594761 nChanged 14 SP:Iteration 15Q (6332.397283 sec): 3 clusters Score: Raw -123119.924643 + Penalty 1376.674463 = -121743.250180 nChanged 12 SP:Iteration 16Q (6332.440728 sec): 3 clusters Score: Raw -123126.713837 + Penalty 1376.674463 = -121750.039375 nChanged 7 SP:Iteration 17Q (6332.486478 sec): 3 clusters Score: Raw -123130.239905 + Penalty 1376.674463 = -121753.565442 nChanged 2 SP:Iteration 18Q (6332.529769 sec): 3 clusters Score: Raw -123130.835359 + Penalty 1376.674463 = -121754.160896 nChanged 2 SP:Iteration 19Q (6332.563540 sec): 3 clusters Score: Raw -123131.094958 + Penalty 1376.674463 = -121754.420495 nChanged 1 SP:Iteration 20F (6332.600016 sec): 3 clusters Score: Raw -123131.293348 + Penalty 1376.674463 = -121754.618885 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6332.620642 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6332.659176 sec): 3 clusters Score: Raw -7789.356006 + Penalty 992.891868 = -6796.464138 nChanged 41 SP:Iteration 1F (6332.693274 sec): 3 clusters Score: Raw -7917.853900 + Penalty 992.891868 = -6924.962032 nChanged 8 SP:Iteration 2Q (6332.726410 sec): 3 clusters Score: Raw -7950.004156 + Penalty 992.891868 = -6957.112288 nChanged 4 SP:Iteration 3Q (6332.767949 sec): 3 clusters Score: Raw -7963.383971 + Penalty 992.891868 = -6970.492103 nChanged 4 SP:Iteration 4Q (6332.819135 sec): 3 clusters Score: Raw -7977.786631 + Penalty 992.891868 = -6984.894763 nChanged 3 SP:Iteration 5Q (6332.844836 sec): 3 clusters Score: Raw -7987.184111 + Penalty 992.891868 = -6994.292243 nChanged 4 SP:Iteration 6Q (6332.886720 sec): 3 clusters Score: Raw -8004.360810 + Penalty 992.891868 = -7011.468942 nChanged 3 SP:Iteration 7Q (6332.928648 sec): 3 clusters Score: Raw -8013.117717 + Penalty 992.891868 = -7020.225849 nChanged 1 SP:Iteration 8Q (6332.962586 sec): 3 clusters Score: Raw -8014.273506 + Penalty 992.891868 = -7021.381638 nChanged 1 SP:Iteration 9Q (6332.998055 sec): 3 clusters Score: Raw -8015.696798 + Penalty 992.891868 = -7022.804930 nChanged 3 SP:Iteration 10Q (6333.037438 sec): 3 clusters Score: Raw -8023.985553 + Penalty 992.891868 = -7031.093685 nChanged 4 SP:Iteration 11Q (6333.080366 sec): 3 clusters Score: Raw -8036.502371 + Penalty 992.891868 = -7043.610503 nChanged 3 SP:Iteration 12Q (6333.127165 sec): 3 clusters Score: Raw -8044.311028 + Penalty 992.891868 = -7051.419160 nChanged 1 SP:Iteration 13Q (6333.159604 sec): 3 clusters Score: Raw -8047.561822 + Penalty 992.891868 = -7054.669954 nChanged 0 SP:Iteration 14F (6333.196327 sec): 3 clusters Score: Raw -8047.561822 + Penalty 992.891868 = -7054.669954 nChanged 0 Trying to split cluster 30 (7935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6333.229506 sec): 2 clusters Score: Raw -735449.967678 + Penalty 853.008670 = -734596.959008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6333.285479 sec): 3 clusters Score: Raw -730865.803070 + Penalty 1706.017340 = -729159.785730 nChanged 3484 SP:Iteration 1F (6333.342571 sec): 3 clusters Score: Raw -732886.287962 + Penalty 1706.017340 = -731180.270622 nChanged 520 SP:Iteration 2F (6333.387696 sec): 3 clusters Score: Raw -733150.019169 + Penalty 1706.017340 = -731444.001829 nChanged 485 SP:Iteration 3F (6333.429140 sec): 3 clusters Score: Raw -733389.881011 + Penalty 1706.017340 = -731683.863670 nChanged 463 SP:Iteration 4F (6333.489636 sec): 3 clusters Score: Raw -733640.175190 + Penalty 1706.017340 = -731934.157850 nChanged 429 SP:Iteration 5F (6333.528255 sec): 3 clusters Score: Raw -733893.195757 + Penalty 1706.017340 = -732187.178416 nChanged 377 SP:Iteration 6Q (6333.585516 sec): 3 clusters Score: Raw -734127.693097 + Penalty 1706.017340 = -732421.675757 nChanged 345 SP:Iteration 7Q (6333.642736 sec): 3 clusters Score: Raw -734340.627412 + Penalty 1706.017340 = -732634.610072 nChanged 283 SP:Iteration 8Q (6333.692059 sec): 3 clusters Score: Raw -734520.467145 + Penalty 1706.017340 = -732814.449805 nChanged 261 SP:Iteration 9Q (6333.753746 sec): 3 clusters Score: Raw -734704.378864 + Penalty 1706.017340 = -732998.361524 nChanged 253 SP:Iteration 10Q (6333.800570 sec): 3 clusters Score: Raw -734885.200502 + Penalty 1706.017340 = -733179.183161 nChanged 220 SP:Iteration 11Q (6333.853331 sec): 3 clusters Score: Raw -735049.111728 + Penalty 1706.017340 = -733343.094388 nChanged 155 SP:Iteration 12Q (6333.905752 sec): 3 clusters Score: Raw -735163.449862 + Penalty 1706.017340 = -733457.432522 nChanged 137 SP:Iteration 13Q (6333.967407 sec): 3 clusters Score: Raw -735267.455711 + Penalty 1706.017340 = -733561.438371 nChanged 96 SP:Iteration 14Q (6334.011359 sec): 3 clusters Score: Raw -735344.075192 + Penalty 1706.017340 = -733638.057852 nChanged 78 SP:Iteration 15Q (6334.060834 sec): 3 clusters Score: Raw -735406.002359 + Penalty 1706.017340 = -733699.985019 nChanged 56 SP:Iteration 16Q (6334.111145 sec): 3 clusters Score: Raw -735454.558904 + Penalty 1706.017340 = -733748.541563 nChanged 45 SP:Iteration 17Q (6334.166700 sec): 3 clusters Score: Raw -735497.386170 + Penalty 1706.017340 = -733791.368830 nChanged 38 SP:Iteration 18Q (6334.211050 sec): 3 clusters Score: Raw -735540.296992 + Penalty 1706.017340 = -733834.279652 nChanged 32 SP:Iteration 19Q (6334.260281 sec): 3 clusters Score: Raw -735573.774367 + Penalty 1706.017340 = -733867.757027 nChanged 26 SP:Iteration 20F (6334.319160 sec): 3 clusters Score: Raw -735597.015011 + Penalty 1706.017340 = -733890.997670 nChanged 23 SP:Iteration 21Q (6334.370424 sec): 3 clusters Score: Raw -735614.670443 + Penalty 1706.017340 = -733908.653103 nChanged 17 SP:Iteration 22Q (6334.412722 sec): 3 clusters Score: Raw -735629.084969 + Penalty 1706.017340 = -733923.067628 nChanged 13 SP:Iteration 23Q (6334.459875 sec): 3 clusters Score: Raw -735633.703355 + Penalty 1706.017340 = -733927.686015 nChanged 9 SP:Iteration 24Q (6334.511633 sec): 3 clusters Score: Raw -735639.082164 + Penalty 1706.017340 = -733933.064824 nChanged 8 SP:Iteration 25Q (6334.562550 sec): 3 clusters Score: Raw -735647.515914 + Penalty 1706.017340 = -733941.498574 nChanged 7 SP:Iteration 26Q (6334.618741 sec): 3 clusters Score: Raw -735650.584445 + Penalty 1706.017340 = -733944.567104 nChanged 5 SP:Iteration 27Q (6334.669498 sec): 3 clusters Score: Raw -735652.035111 + Penalty 1706.017340 = -733946.017770 nChanged 0 SP:Iteration 28F (6334.720534 sec): 3 clusters Score: Raw -735652.035111 + Penalty 1706.017340 = -733946.017770 nChanged 0 Trying to split cluster 31 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6334.734274 sec): 2 clusters Score: Raw -14768.099676 + Penalty 503.813966 = -14264.285709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6334.777904 sec): 3 clusters Score: Raw -14824.737069 + Penalty 1007.627933 = -13817.109137 nChanged 53 SP:Iteration 1F (6334.820840 sec): 3 clusters Score: Raw -14995.164680 + Penalty 1007.627933 = -13987.536747 nChanged 15 SP:Iteration 2F (6334.860395 sec): 3 clusters Score: Raw -15035.837509 + Penalty 1007.627933 = -14028.209577 nChanged 10 SP:Iteration 3Q (6334.908367 sec): 3 clusters Score: Raw -15070.566816 + Penalty 1007.627933 = -14062.938883 nChanged 4 SP:Iteration 4Q (6334.953758 sec): 3 clusters Score: Raw -15075.013323 + Penalty 1007.627933 = -14067.385391 nChanged 3 SP:Iteration 5Q (6334.996964 sec): 3 clusters Score: Raw -15078.243508 + Penalty 1007.627933 = -14070.615576 nChanged 1 SP:Iteration 6Q (6335.040891 sec): 3 clusters Score: Raw -15081.228917 + Penalty 1007.627933 = -14073.600985 nChanged 3 SP:Iteration 7Q (6335.084862 sec): 3 clusters Score: Raw -15104.279577 + Penalty 1007.627933 = -14096.651645 nChanged 1 SP:Iteration 8Q (6335.117160 sec): 3 clusters Score: Raw -15106.385875 + Penalty 1007.627933 = -14098.757943 nChanged 1 SP:Iteration 9Q (6335.159630 sec): 3 clusters Score: Raw -15109.019297 + Penalty 1007.627933 = -14101.391364 nChanged 0 SP:Iteration 10F (6335.201196 sec): 3 clusters Score: Raw -15109.019297 + Penalty 1007.627933 = -14101.391364 nChanged 0 Trying to split cluster 32 (4643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6335.238009 sec): 2 clusters Score: Raw -444796.486256 + Penalty 802.096019 = -443994.390238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6335.281322 sec): 3 clusters Score: Raw -442206.544654 + Penalty 1604.192038 = -440602.352616 nChanged 1970 SP:Iteration 1F (6335.327989 sec): 3 clusters Score: Raw -443306.378835 + Penalty 1604.192038 = -441702.186797 nChanged 328 SP:Iteration 2F (6335.376812 sec): 3 clusters Score: Raw -443484.814287 + Penalty 1604.192038 = -441880.622250 nChanged 275 SP:Iteration 3F (6335.418546 sec): 3 clusters Score: Raw -443632.360020 + Penalty 1604.192038 = -442028.167982 nChanged 238 SP:Iteration 4F (6335.467015 sec): 3 clusters Score: Raw -443772.642511 + Penalty 1604.192038 = -442168.450473 nChanged 228 SP:Iteration 5Q (6335.515994 sec): 3 clusters Score: Raw -443902.047313 + Penalty 1604.192038 = -442297.855275 nChanged 192 SP:Iteration 6Q (6335.560399 sec): 3 clusters Score: Raw -444035.153025 + Penalty 1604.192038 = -442430.960987 nChanged 201 SP:Iteration 7Q (6335.619000 sec): 3 clusters Score: Raw -444179.361198 + Penalty 1604.192038 = -442575.169160 nChanged 194 SP:Iteration 8Q (6335.667303 sec): 3 clusters Score: Raw -444300.083497 + Penalty 1604.192038 = -442695.891459 nChanged 167 SP:Iteration 9Q (6335.708864 sec): 3 clusters Score: Raw -444404.479954 + Penalty 1604.192038 = -442800.287917 nChanged 143 SP:Iteration 10Q (6335.757897 sec): 3 clusters Score: Raw -444487.488895 + Penalty 1604.192038 = -442883.296858 nChanged 114 SP:Iteration 11Q (6335.795580 sec): 3 clusters Score: Raw -444531.146243 + Penalty 1604.192038 = -442926.954205 nChanged 58 SP:Iteration 12Q (6335.853865 sec): 3 clusters Score: Raw -444550.009693 + Penalty 1604.192038 = -442945.817655 nChanged 37 SP:Iteration 13Q (6335.891830 sec): 3 clusters Score: Raw -444559.762055 + Penalty 1604.192038 = -442955.570017 nChanged 29 SP:Iteration 14Q (6335.908433 sec): 3 clusters Score: Raw -444565.946942 + Penalty 1604.192038 = -442961.754904 nChanged 26 SP:Iteration 15Q (6335.924813 sec): 3 clusters Score: Raw -444570.879252 + Penalty 1604.192038 = -442966.687215 nChanged 20 SP:Iteration 16Q (6335.940120 sec): 3 clusters Score: Raw -444575.333794 + Penalty 1604.192038 = -442971.141757 nChanged 10 SP:Iteration 17Q (6335.990870 sec): 3 clusters Score: Raw -444576.685815 + Penalty 1604.192038 = -442972.493777 nChanged 10 SP:Iteration 18Q (6336.044902 sec): 3 clusters Score: Raw -444578.590593 + Penalty 1604.192038 = -442974.398555 nChanged 9 SP:Iteration 19Q (6336.091756 sec): 3 clusters Score: Raw -444580.534412 + Penalty 1604.192038 = -442976.342374 nChanged 15 SP:Iteration 20F (6336.130348 sec): 3 clusters Score: Raw -444582.717256 + Penalty 1604.192038 = -442978.525218 nChanged 10 SP:Iteration 21Q (6336.172538 sec): 3 clusters Score: Raw -444583.841082 + Penalty 1604.192038 = -442979.649044 nChanged 11 SP:Iteration 22Q (6336.215359 sec): 3 clusters Score: Raw -444585.255966 + Penalty 1604.192038 = -442981.063928 nChanged 11 SP:Iteration 23Q (6336.253525 sec): 3 clusters Score: Raw -444586.502496 + Penalty 1604.192038 = -442982.310458 nChanged 13 SP:Iteration 24Q (6336.302942 sec): 3 clusters Score: Raw -444589.244224 + Penalty 1604.192038 = -442985.052187 nChanged 14 SP:Iteration 25Q (6336.347651 sec): 3 clusters Score: Raw -444591.924477 + Penalty 1604.192038 = -442987.732439 nChanged 9 SP:Iteration 26Q (6336.393762 sec): 3 clusters Score: Raw -444593.192065 + Penalty 1604.192038 = -442989.000027 nChanged 7 SP:Iteration 27Q (6336.447894 sec): 3 clusters Score: Raw -444594.285982 + Penalty 1604.192038 = -442990.093945 nChanged 10 SP:Iteration 28Q (6336.484765 sec): 3 clusters Score: Raw -444596.023227 + Penalty 1604.192038 = -442991.831189 nChanged 6 SP:Iteration 29Q (6336.530992 sec): 3 clusters Score: Raw -444597.121252 + Penalty 1604.192038 = -442992.929215 nChanged 8 SP:Iteration 30Q (6336.586447 sec): 3 clusters Score: Raw -444599.134034 + Penalty 1604.192038 = -442994.941997 nChanged 8 SP:Iteration 31Q (6336.623435 sec): 3 clusters Score: Raw -444600.777431 + Penalty 1604.192038 = -442996.585393 nChanged 7 SP:Iteration 32Q (6336.668756 sec): 3 clusters Score: Raw -444601.933877 + Penalty 1604.192038 = -442997.741840 nChanged 6 SP:Iteration 33Q (6336.715217 sec): 3 clusters Score: Raw -444602.777125 + Penalty 1604.192038 = -442998.585087 nChanged 5 SP:Iteration 34Q (6336.764573 sec): 3 clusters Score: Raw -444603.414202 + Penalty 1604.192038 = -442999.222164 nChanged 3 SP:Iteration 35Q (6336.804734 sec): 3 clusters Score: Raw -444604.038671 + Penalty 1604.192038 = -442999.846633 nChanged 5 SP:Iteration 36Q (6336.855434 sec): 3 clusters Score: Raw -444604.674503 + Penalty 1604.192038 = -443000.482465 nChanged 7 SP:Iteration 37Q (6336.901878 sec): 3 clusters Score: Raw -444606.006540 + Penalty 1604.192038 = -443001.814502 nChanged 9 SP:Iteration 38Q (6336.941329 sec): 3 clusters Score: Raw -444606.992741 + Penalty 1604.192038 = -443002.800704 nChanged 5 SP:Iteration 39Q (6336.994879 sec): 3 clusters Score: Raw -444607.503190 + Penalty 1604.192038 = -443003.311152 nChanged 3 SP:Iteration 40F (6337.034496 sec): 3 clusters Score: Raw -444607.844211 + Penalty 1604.192038 = -443003.652174 nChanged 4 SP:Iteration 41Q (6337.078623 sec): 3 clusters Score: Raw -444608.092610 + Penalty 1604.192038 = -443003.900572 nChanged 0 SP:Iteration 42F (6337.127306 sec): 3 clusters Score: Raw -444608.092610 + Penalty 1604.192038 = -443003.900572 nChanged 0 Trying to split cluster 33 (6341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6337.157560 sec): 2 clusters Score: Raw -509731.875220 + Penalty 831.705218 = -508900.170003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6337.203143 sec): 3 clusters Score: Raw -506223.038617 + Penalty 1663.410435 = -504559.628182 nChanged 2728 SP:Iteration 1F (6337.258188 sec): 3 clusters Score: Raw -507860.503220 + Penalty 1663.410435 = -506197.092785 nChanged 522 SP:Iteration 2F (6337.307605 sec): 3 clusters Score: Raw -508208.073172 + Penalty 1663.410435 = -506544.662737 nChanged 445 SP:Iteration 3F (6337.355669 sec): 3 clusters Score: Raw -508497.339550 + Penalty 1663.410435 = -506833.929115 nChanged 388 SP:Iteration 4F (6337.403907 sec): 3 clusters Score: Raw -508710.780624 + Penalty 1663.410435 = -507047.370189 nChanged 326 SP:Iteration 5F (6337.465005 sec): 3 clusters Score: Raw -508905.366562 + Penalty 1663.410435 = -507241.956127 nChanged 318 SP:Iteration 6F (6337.508307 sec): 3 clusters Score: Raw -509075.024970 + Penalty 1663.410435 = -507411.614535 nChanged 278 SP:Iteration 7Q (6337.559205 sec): 3 clusters Score: Raw -509201.296227 + Penalty 1663.410435 = -507537.885792 nChanged 227 SP:Iteration 8Q (6337.602431 sec): 3 clusters Score: Raw -509303.014670 + Penalty 1663.410435 = -507639.604235 nChanged 190 SP:Iteration 9Q (6337.655710 sec): 3 clusters Score: Raw -509384.967504 + Penalty 1663.410435 = -507721.557069 nChanged 187 SP:Iteration 10Q (6337.711185 sec): 3 clusters Score: Raw -509463.131829 + Penalty 1663.410435 = -507799.721394 nChanged 171 SP:Iteration 11Q (6337.751350 sec): 3 clusters Score: Raw -509538.467430 + Penalty 1663.410435 = -507875.056995 nChanged 158 SP:Iteration 12Q (6337.802817 sec): 3 clusters Score: Raw -509607.127643 + Penalty 1663.410435 = -507943.717208 nChanged 156 SP:Iteration 13Q (6337.844272 sec): 3 clusters Score: Raw -509681.159484 + Penalty 1663.410435 = -508017.749049 nChanged 147 SP:Iteration 14Q (6337.894396 sec): 3 clusters Score: Raw -509744.019475 + Penalty 1663.410435 = -508080.609040 nChanged 133 SP:Iteration 15Q (6337.944166 sec): 3 clusters Score: Raw -509794.347403 + Penalty 1663.410435 = -508130.936968 nChanged 114 SP:Iteration 16Q (6337.987986 sec): 3 clusters Score: Raw -509841.492351 + Penalty 1663.410435 = -508178.081916 nChanged 112 SP:Iteration 17Q (6338.037216 sec): 3 clusters Score: Raw -509892.362997 + Penalty 1663.410435 = -508228.952562 nChanged 109 SP:Iteration 18Q (6338.090854 sec): 3 clusters Score: Raw -509946.762261 + Penalty 1663.410435 = -508283.351826 nChanged 114 SP:Iteration 19Q (6338.139709 sec): 3 clusters Score: Raw -510001.527396 + Penalty 1663.410435 = -508338.116961 nChanged 81 SP:Iteration 20F (6338.197981 sec): 3 clusters Score: Raw -510040.428494 + Penalty 1663.410435 = -508377.018059 nChanged 64 SP:Iteration 21Q (6338.239650 sec): 3 clusters Score: Raw -510072.607761 + Penalty 1663.410435 = -508409.197326 nChanged 50 SP:Iteration 22Q (6338.280410 sec): 3 clusters Score: Raw -510094.883898 + Penalty 1663.410435 = -508431.473462 nChanged 52 SP:Iteration 23Q (6338.336894 sec): 3 clusters Score: Raw -510117.275489 + Penalty 1663.410435 = -508453.865054 nChanged 43 SP:Iteration 24Q (6338.394147 sec): 3 clusters Score: Raw -510135.047190 + Penalty 1663.410435 = -508471.636755 nChanged 23 SP:Iteration 25Q (6338.450454 sec): 3 clusters Score: Raw -510143.020609 + Penalty 1663.410435 = -508479.610174 nChanged 20 SP:Iteration 26Q (6338.501019 sec): 3 clusters Score: Raw -510151.500619 + Penalty 1663.410435 = -508488.090183 nChanged 18 SP:Iteration 27Q (6338.552906 sec): 3 clusters Score: Raw -510158.102183 + Penalty 1663.410435 = -508494.691748 nChanged 15 SP:Iteration 28Q (6338.605768 sec): 3 clusters Score: Raw -510164.529657 + Penalty 1663.410435 = -508501.119222 nChanged 17 SP:Iteration 29Q (6338.665405 sec): 3 clusters Score: Raw -510170.644049 + Penalty 1663.410435 = -508507.233613 nChanged 18 SP:Iteration 30Q (6338.702683 sec): 3 clusters Score: Raw -510179.329302 + Penalty 1663.410435 = -508515.918867 nChanged 14 SP:Iteration 31Q (6338.754058 sec): 3 clusters Score: Raw -510185.155657 + Penalty 1663.410435 = -508521.745222 nChanged 12 SP:Iteration 32Q (6338.807421 sec): 3 clusters Score: Raw -510190.021119 + Penalty 1663.410435 = -508526.610684 nChanged 9 SP:Iteration 33Q (6338.849647 sec): 3 clusters Score: Raw -510192.998177 + Penalty 1663.410435 = -508529.587742 nChanged 6 SP:Iteration 34Q (6338.904892 sec): 3 clusters Score: Raw -510195.561991 + Penalty 1663.410435 = -508532.151556 nChanged 9 SP:Iteration 35Q (6338.950598 sec): 3 clusters Score: Raw -510198.749344 + Penalty 1663.410435 = -508535.338909 nChanged 4 SP:Iteration 36Q (6339.001868 sec): 3 clusters Score: Raw -510199.957202 + Penalty 1663.410435 = -508536.546767 nChanged 0 SP:Iteration 37F (6339.050861 sec): 3 clusters Score: Raw -510199.957202 + Penalty 1663.410435 = -508536.546767 nChanged 0 Trying to split cluster 34 (3677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6339.078534 sec): 2 clusters Score: Raw -331891.597968 + Penalty 779.935986 = -331111.661983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6339.126938 sec): 3 clusters Score: Raw -329978.424388 + Penalty 1559.871971 = -328418.552416 nChanged 1490 SP:Iteration 1F (6339.172710 sec): 3 clusters Score: Raw -330885.230040 + Penalty 1559.871971 = -329325.358069 nChanged 349 SP:Iteration 2F (6339.220164 sec): 3 clusters Score: Raw -331203.398479 + Penalty 1559.871971 = -329643.526508 nChanged 297 SP:Iteration 3F (6339.266754 sec): 3 clusters Score: Raw -331462.623740 + Penalty 1559.871971 = -329902.751768 nChanged 276 SP:Iteration 4F (6339.320699 sec): 3 clusters Score: Raw -331717.426904 + Penalty 1559.871971 = -330157.554932 nChanged 235 SP:Iteration 5F (6339.362368 sec): 3 clusters Score: Raw -331946.341675 + Penalty 1559.871971 = -330386.469703 nChanged 168 SP:Iteration 6Q (6339.417771 sec): 3 clusters Score: Raw -332100.913156 + Penalty 1559.871971 = -330541.041185 nChanged 137 SP:Iteration 7Q (6339.455858 sec): 3 clusters Score: Raw -332217.751063 + Penalty 1559.871971 = -330657.879092 nChanged 81 SP:Iteration 8Q (6339.508511 sec): 3 clusters Score: Raw -332265.246164 + Penalty 1559.871971 = -330705.374192 nChanged 44 SP:Iteration 9Q (6339.549457 sec): 3 clusters Score: Raw -332289.248219 + Penalty 1559.871971 = -330729.376247 nChanged 29 SP:Iteration 10Q (6339.598539 sec): 3 clusters Score: Raw -332298.606018 + Penalty 1559.871971 = -330738.734046 nChanged 19 SP:Iteration 11Q (6339.635666 sec): 3 clusters Score: Raw -332305.238494 + Penalty 1559.871971 = -330745.366522 nChanged 13 SP:Iteration 12Q (6339.680774 sec): 3 clusters Score: Raw -332308.617037 + Penalty 1559.871971 = -330748.745065 nChanged 7 SP:Iteration 13Q (6339.717796 sec): 3 clusters Score: Raw -332310.848639 + Penalty 1559.871971 = -330750.976667 nChanged 7 SP:Iteration 14Q (6339.774008 sec): 3 clusters Score: Raw -332313.108884 + Penalty 1559.871971 = -330753.236912 nChanged 5 SP:Iteration 15Q (6339.809505 sec): 3 clusters Score: Raw -332314.471156 + Penalty 1559.871971 = -330754.599185 nChanged 8 SP:Iteration 16Q (6339.863194 sec): 3 clusters Score: Raw -332315.795479 + Penalty 1559.871971 = -330755.923508 nChanged 7 SP:Iteration 17Q (6339.911334 sec): 3 clusters Score: Raw -332318.382785 + Penalty 1559.871971 = -330758.510814 nChanged 5 SP:Iteration 18Q (6339.954068 sec): 3 clusters Score: Raw -332319.248811 + Penalty 1559.871971 = -330759.376840 nChanged 2 SP:Iteration 19Q (6339.993525 sec): 3 clusters Score: Raw -332319.596565 + Penalty 1559.871971 = -330759.724593 nChanged 1 SP:Iteration 20F (6340.029279 sec): 3 clusters Score: Raw -332319.627203 + Penalty 1559.871971 = -330759.755232 nChanged 0 Trying to split cluster 35 (16672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6340.071095 sec): 2 clusters Score: Raw -1649105.856720 + Penalty 923.541165 = -1648182.315556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6340.138238 sec): 3 clusters Score: Raw -1638866.072251 + Penalty 1847.082329 = -1637018.989921 nChanged 7640 SP:Iteration 1F (6340.199106 sec): 3 clusters Score: Raw -1643060.245299 + Penalty 1847.082329 = -1641213.162970 nChanged 857 SP:Iteration 2F (6340.264148 sec): 3 clusters Score: Raw -1643369.640031 + Penalty 1847.082329 = -1641522.557701 nChanged 779 SP:Iteration 3Q (6340.333908 sec): 3 clusters Score: Raw -1643672.900545 + Penalty 1847.082329 = -1641825.818216 nChanged 784 SP:Iteration 4Q (6340.394283 sec): 3 clusters Score: Raw -1644004.304513 + Penalty 1847.082329 = -1642157.222184 nChanged 841 SP:Iteration 5F (6340.456505 sec): 3 clusters Score: Raw -1644430.918721 + Penalty 1847.082329 = -1642583.836391 nChanged 860 SP:Iteration 6F (6340.521835 sec): 3 clusters Score: Raw -1644909.799492 + Penalty 1847.082329 = -1643062.717163 nChanged 874 SP:Iteration 7F (6340.580623 sec): 3 clusters Score: Raw -1645415.268289 + Penalty 1847.082329 = -1643568.185959 nChanged 854 SP:Iteration 8F (6340.645084 sec): 3 clusters Score: Raw -1645924.656543 + Penalty 1847.082329 = -1644077.574214 nChanged 782 SP:Iteration 9Q (6340.703809 sec): 3 clusters Score: Raw -1646366.739786 + Penalty 1847.082329 = -1644519.657457 nChanged 638 SP:Iteration 10Q (6340.769398 sec): 3 clusters Score: Raw -1646637.402074 + Penalty 1847.082329 = -1644790.319745 nChanged 432 SP:Iteration 11Q (6340.833023 sec): 3 clusters Score: Raw -1646769.559374 + Penalty 1847.082329 = -1644922.477045 nChanged 282 SP:Iteration 12Q (6340.899371 sec): 3 clusters Score: Raw -1646829.131602 + Penalty 1847.082329 = -1644982.049273 nChanged 206 SP:Iteration 13Q (6340.966397 sec): 3 clusters Score: Raw -1646863.496454 + Penalty 1847.082329 = -1645016.414125 nChanged 148 SP:Iteration 14Q (6341.024063 sec): 3 clusters Score: Raw -1646886.934565 + Penalty 1847.082329 = -1645039.852235 nChanged 117 SP:Iteration 15Q (6341.089094 sec): 3 clusters Score: Raw -1646905.876629 + Penalty 1847.082329 = -1645058.794300 nChanged 110 SP:Iteration 16Q (6341.148062 sec): 3 clusters Score: Raw -1646922.071092 + Penalty 1847.082329 = -1645074.988763 nChanged 117 SP:Iteration 17Q (6341.214613 sec): 3 clusters Score: Raw -1646940.984748 + Penalty 1847.082329 = -1645093.902418 nChanged 118 SP:Iteration 18Q (6341.280225 sec): 3 clusters Score: Raw -1646959.789833 + Penalty 1847.082329 = -1645112.707504 nChanged 117 SP:Iteration 19Q (6341.351825 sec): 3 clusters Score: Raw -1646975.986368 + Penalty 1847.082329 = -1645128.904039 nChanged 95 SP:Iteration 20F (6341.409998 sec): 3 clusters Score: Raw -1646988.145951 + Penalty 1847.082329 = -1645141.063621 nChanged 92 SP:Iteration 21Q (6341.475357 sec): 3 clusters Score: Raw -1646998.152566 + Penalty 1847.082329 = -1645151.070237 nChanged 78 SP:Iteration 22Q (6341.533854 sec): 3 clusters Score: Raw -1647006.510627 + Penalty 1847.082329 = -1645159.428298 nChanged 69 SP:Iteration 23Q (6341.597971 sec): 3 clusters Score: Raw -1647013.803426 + Penalty 1847.082329 = -1645166.721096 nChanged 59 SP:Iteration 24Q (6341.658671 sec): 3 clusters Score: Raw -1647019.736262 + Penalty 1847.082329 = -1645172.653932 nChanged 45 SP:Iteration 25Q (6341.727521 sec): 3 clusters Score: Raw -1647024.962027 + Penalty 1847.082329 = -1645177.879697 nChanged 63 SP:Iteration 26Q (6341.787122 sec): 3 clusters Score: Raw -1647031.059022 + Penalty 1847.082329 = -1645183.976692 nChanged 51 SP:Iteration 27Q (6341.859713 sec): 3 clusters Score: Raw -1647036.238221 + Penalty 1847.082329 = -1645189.155891 nChanged 55 SP:Iteration 28Q (6341.922112 sec): 3 clusters Score: Raw -1647042.650786 + Penalty 1847.082329 = -1645195.568457 nChanged 64 SP:Iteration 29Q (6341.980442 sec): 3 clusters Score: Raw -1647048.887108 + Penalty 1847.082329 = -1645201.804779 nChanged 54 SP:Iteration 30Q (6342.053319 sec): 3 clusters Score: Raw -1647054.132204 + Penalty 1847.082329 = -1645207.049875 nChanged 54 SP:Iteration 31Q (6342.103540 sec): 3 clusters Score: Raw -1647059.138939 + Penalty 1847.082329 = -1645212.056609 nChanged 52 SP:Iteration 32Q (6342.171322 sec): 3 clusters Score: Raw -1647062.976480 + Penalty 1847.082329 = -1645215.894150 nChanged 50 SP:Iteration 33Q (6342.230360 sec): 3 clusters Score: Raw -1647066.740545 + Penalty 1847.082329 = -1645219.658216 nChanged 49 SP:Iteration 34Q (6342.294752 sec): 3 clusters Score: Raw -1647071.182221 + Penalty 1847.082329 = -1645224.099891 nChanged 53 SP:Iteration 35Q (6342.355842 sec): 3 clusters Score: Raw -1647076.669428 + Penalty 1847.082329 = -1645229.587099 nChanged 50 SP:Iteration 36Q (6342.423036 sec): 3 clusters Score: Raw -1647081.076620 + Penalty 1847.082329 = -1645233.994291 nChanged 42 SP:Iteration 37Q (6342.485946 sec): 3 clusters Score: Raw -1647084.691640 + Penalty 1847.082329 = -1645237.609310 nChanged 47 SP:Iteration 38Q (6342.548598 sec): 3 clusters Score: Raw -1647088.829743 + Penalty 1847.082329 = -1645241.747414 nChanged 48 SP:Iteration 39Q (6342.605461 sec): 3 clusters Score: Raw -1647093.355759 + Penalty 1847.082329 = -1645246.273430 nChanged 49 SP:Iteration 40F (6342.674392 sec): 3 clusters Score: Raw -1647097.626363 + Penalty 1847.082329 = -1645250.544034 nChanged 52 SP:Iteration 41Q (6342.733355 sec): 3 clusters Score: Raw -1647104.009364 + Penalty 1847.082329 = -1645256.927034 nChanged 59 SP:Iteration 42Q (6342.794871 sec): 3 clusters Score: Raw -1647110.652459 + Penalty 1847.082329 = -1645263.570129 nChanged 59 SP:Iteration 43Q (6342.855648 sec): 3 clusters Score: Raw -1647117.752446 + Penalty 1847.082329 = -1645270.670117 nChanged 68 SP:Iteration 44Q (6342.923936 sec): 3 clusters Score: Raw -1647126.608819 + Penalty 1847.082329 = -1645279.526490 nChanged 68 SP:Iteration 45Q (6342.989653 sec): 3 clusters Score: Raw -1647135.921930 + Penalty 1847.082329 = -1645288.839601 nChanged 92 SP:Iteration 46Q (6343.058235 sec): 3 clusters Score: Raw -1647151.223798 + Penalty 1847.082329 = -1645304.141469 nChanged 100 SP:Iteration 47Q (6343.118475 sec): 3 clusters Score: Raw -1647166.566476 + Penalty 1847.082329 = -1645319.484146 nChanged 96 SP:Iteration 48Q (6343.180538 sec): 3 clusters Score: Raw -1647183.712787 + Penalty 1847.082329 = -1645336.630458 nChanged 107 SP:Iteration 49Q (6343.249401 sec): 3 clusters Score: Raw -1647203.267739 + Penalty 1847.082329 = -1645356.185410 nChanged 113 SP:Iteration 50Q (6343.302643 sec): 3 clusters Score: Raw -1647223.314735 + Penalty 1847.082329 = -1645376.232405 nChanged 121 SP:Iteration 51Q (6343.371562 sec): 3 clusters Score: Raw -1647246.015178 + Penalty 1847.082329 = -1645398.932848 nChanged 129 SP:Iteration 52Q (6343.427970 sec): 3 clusters Score: Raw -1647267.978122 + Penalty 1847.082329 = -1645420.895793 nChanged 123 SP:Iteration 53Q (6343.489459 sec): 3 clusters Score: Raw -1647289.357204 + Penalty 1847.082329 = -1645442.274874 nChanged 121 SP:Iteration 54Q (6343.564742 sec): 3 clusters Score: Raw -1647312.780270 + Penalty 1847.082329 = -1645465.697941 nChanged 133 SP:Iteration 55Q (6343.613060 sec): 3 clusters Score: Raw -1647338.530002 + Penalty 1847.082329 = -1645491.447673 nChanged 130 SP:Iteration 56Q (6343.684765 sec): 3 clusters Score: Raw -1647363.608979 + Penalty 1847.082329 = -1645516.526649 nChanged 128 SP:Iteration 57Q (6343.750305 sec): 3 clusters Score: Raw -1647392.461214 + Penalty 1847.082329 = -1645545.378884 nChanged 158 SP:Iteration 58Q (6343.810918 sec): 3 clusters Score: Raw -1647429.663217 + Penalty 1847.082329 = -1645582.580887 nChanged 164 SP:Iteration 59Q (6343.879461 sec): 3 clusters Score: Raw -1647468.317899 + Penalty 1847.082329 = -1645621.235570 nChanged 168 SP:Iteration 60F (6343.949824 sec): 3 clusters Score: Raw -1647505.382769 + Penalty 1847.082329 = -1645658.300440 nChanged 176 SP:Iteration 61Q (6344.016811 sec): 3 clusters Score: Raw -1647548.156808 + Penalty 1847.082329 = -1645701.074479 nChanged 181 SP:Iteration 62Q (6344.073863 sec): 3 clusters Score: Raw -1647600.136909 + Penalty 1847.082329 = -1645753.054580 nChanged 183 SP:Iteration 63Q (6344.144705 sec): 3 clusters Score: Raw -1647653.966717 + Penalty 1847.082329 = -1645806.884388 nChanged 190 SP:Iteration 64Q (6344.217957 sec): 3 clusters Score: Raw -1647702.757388 + Penalty 1847.082329 = -1645855.675058 nChanged 168 SP:Iteration 65Q (6344.273154 sec): 3 clusters Score: Raw -1647742.359244 + Penalty 1847.082329 = -1645895.276915 nChanged 148 SP:Iteration 66Q (6344.343593 sec): 3 clusters Score: Raw -1647779.276097 + Penalty 1847.082329 = -1645932.193767 nChanged 147 SP:Iteration 67Q (6344.405225 sec): 3 clusters Score: Raw -1647818.606137 + Penalty 1847.082329 = -1645971.523808 nChanged 143 SP:Iteration 68Q (6344.465976 sec): 3 clusters Score: Raw -1647853.260003 + Penalty 1847.082329 = -1646006.177674 nChanged 148 SP:Iteration 69Q (6344.526592 sec): 3 clusters Score: Raw -1647885.417047 + Penalty 1847.082329 = -1646038.334717 nChanged 137 SP:Iteration 70Q (6344.581750 sec): 3 clusters Score: Raw -1647913.376014 + Penalty 1847.082329 = -1646066.293685 nChanged 138 SP:Iteration 71Q (6344.652740 sec): 3 clusters Score: Raw -1647942.607611 + Penalty 1847.082329 = -1646095.525282 nChanged 117 SP:Iteration 72Q (6344.705253 sec): 3 clusters Score: Raw -1647969.282627 + Penalty 1847.082329 = -1646122.200298 nChanged 137 SP:Iteration 73Q (6344.775050 sec): 3 clusters Score: Raw -1648000.588598 + Penalty 1847.082329 = -1646153.506269 nChanged 143 SP:Iteration 74Q (6344.829606 sec): 3 clusters Score: Raw -1648035.264047 + Penalty 1847.082329 = -1646188.181718 nChanged 137 SP:Iteration 75Q (6344.900439 sec): 3 clusters Score: Raw -1648064.841828 + Penalty 1847.082329 = -1646217.759498 nChanged 136 SP:Iteration 76Q (6344.955364 sec): 3 clusters Score: Raw -1648096.063794 + Penalty 1847.082329 = -1646248.981465 nChanged 141 SP:Iteration 77Q (6345.018411 sec): 3 clusters Score: Raw -1648134.873585 + Penalty 1847.082329 = -1646287.791255 nChanged 148 SP:Iteration 78Q (6345.088466 sec): 3 clusters Score: Raw -1648173.929388 + Penalty 1847.082329 = -1646326.847059 nChanged 153 SP:Iteration 79Q (6345.142167 sec): 3 clusters Score: Raw -1648219.800491 + Penalty 1847.082329 = -1646372.718161 nChanged 176 SP:Iteration 80F (6345.205600 sec): 3 clusters Score: Raw -1648279.591564 + Penalty 1847.082329 = -1646432.509235 nChanged 153 SP:Iteration 81Q (6345.264062 sec): 3 clusters Score: Raw -1648335.503041 + Penalty 1847.082329 = -1646488.420712 nChanged 179 SP:Iteration 82Q (6345.326290 sec): 3 clusters Score: Raw -1648409.737040 + Penalty 1847.082329 = -1646562.654711 nChanged 185 SP:Iteration 83Q (6345.395170 sec): 3 clusters Score: Raw -1648494.796170 + Penalty 1847.082329 = -1646647.713841 nChanged 189 SP:Iteration 84Q (6345.448748 sec): 3 clusters Score: Raw -1648584.769479 + Penalty 1847.082329 = -1646737.687150 nChanged 159 SP:Iteration 85Q (6345.517005 sec): 3 clusters Score: Raw -1648660.754928 + Penalty 1847.082329 = -1646813.672599 nChanged 160 SP:Iteration 86Q (6345.571346 sec): 3 clusters Score: Raw -1648747.607061 + Penalty 1847.082329 = -1646900.524732 nChanged 156 SP:Iteration 87Q (6345.643488 sec): 3 clusters Score: Raw -1648846.544230 + Penalty 1847.082329 = -1646999.461901 nChanged 148 SP:Iteration 88Q (6345.704256 sec): 3 clusters Score: Raw -1648936.977277 + Penalty 1847.082329 = -1647089.894947 nChanged 119 SP:Iteration 89Q (6345.775226 sec): 3 clusters Score: Raw -1649011.275489 + Penalty 1847.082329 = -1647164.193159 nChanged 111 SP:Iteration 90Q (6345.842859 sec): 3 clusters Score: Raw -1649087.711788 + Penalty 1847.082329 = -1647240.629459 nChanged 94 SP:Iteration 91Q (6345.904425 sec): 3 clusters Score: Raw -1649142.338965 + Penalty 1847.082329 = -1647295.256636 nChanged 78 SP:Iteration 92Q (6345.974810 sec): 3 clusters Score: Raw -1649179.211500 + Penalty 1847.082329 = -1647332.129170 nChanged 59 SP:Iteration 93Q (6346.052609 sec): 3 clusters Score: Raw -1649206.030553 + Penalty 1847.082329 = -1647358.948224 nChanged 54 SP:Iteration 94Q (6346.122247 sec): 3 clusters Score: Raw -1649233.461460 + Penalty 1847.082329 = -1647386.379131 nChanged 52 SP:Iteration 95Q (6346.192066 sec): 3 clusters Score: Raw -1649257.716227 + Penalty 1847.082329 = -1647410.633898 nChanged 51 SP:Iteration 96Q (6346.262187 sec): 3 clusters Score: Raw -1649275.912811 + Penalty 1847.082329 = -1647428.830481 nChanged 31 SP:Iteration 97Q (6346.326257 sec): 3 clusters Score: Raw -1649286.128684 + Penalty 1847.082329 = -1647439.046355 nChanged 25 SP:Iteration 98Q (6346.399142 sec): 3 clusters Score: Raw -1649294.244003 + Penalty 1847.082329 = -1647447.161674 nChanged 24 SP:Iteration 99Q (6346.457320 sec): 3 clusters Score: Raw -1649301.270046 + Penalty 1847.082329 = -1647454.187717 nChanged 16 SP:Iteration 100F (6346.529121 sec): 3 clusters Score: Raw -1649307.435718 + Penalty 1847.082329 = -1647460.353388 nChanged 15 SP:Iteration 101Q (6346.598813 sec): 3 clusters Score: Raw -1649311.708390 + Penalty 1847.082329 = -1647464.626061 nChanged 13 SP:Iteration 102Q (6346.665172 sec): 3 clusters Score: Raw -1649315.656138 + Penalty 1847.082329 = -1647468.573809 nChanged 11 SP:Iteration 103Q (6346.722728 sec): 3 clusters Score: Raw -1649319.478273 + Penalty 1847.082329 = -1647472.395944 nChanged 10 SP:Iteration 104Q (6346.800672 sec): 3 clusters Score: Raw -1649324.255993 + Penalty 1847.082329 = -1647477.173663 nChanged 8 SP:Iteration 105Q (6346.860038 sec): 3 clusters Score: Raw -1649325.883236 + Penalty 1847.082329 = -1647478.800906 nChanged 2 SP:Iteration 106Q (6346.927812 sec): 3 clusters Score: Raw -1649326.880219 + Penalty 1847.082329 = -1647479.797890 nChanged 3 SP:Iteration 107Q (6346.995305 sec): 3 clusters Score: Raw -1649327.610835 + Penalty 1847.082329 = -1647480.528506 nChanged 2 SP:Iteration 108Q (6347.058610 sec): 3 clusters Score: Raw -1649328.301757 + Penalty 1847.082329 = -1647481.219428 nChanged 2 SP:Iteration 109Q (6347.114961 sec): 3 clusters Score: Raw -1649328.459457 + Penalty 1847.082329 = -1647481.377128 nChanged 0 SP:Iteration 110F (6347.183513 sec): 3 clusters Score: Raw -1649328.459457 + Penalty 1847.082329 = -1647481.377128 nChanged 0 Trying to split cluster 36 (16391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6347.237428 sec): 2 clusters Score: Raw -1635082.226694 + Penalty 921.926330 = -1634160.300364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6347.308960 sec): 3 clusters Score: Raw -1624908.778089 + Penalty 1843.852660 = -1623064.925429 nChanged 7541 SP:Iteration 1F (6347.378888 sec): 3 clusters Score: Raw -1629338.595825 + Penalty 1843.852660 = -1627494.743165 nChanged 881 SP:Iteration 2F (6347.441006 sec): 3 clusters Score: Raw -1629678.619174 + Penalty 1843.852660 = -1627834.766514 nChanged 841 SP:Iteration 3F (6347.511967 sec): 3 clusters Score: Raw -1630051.716556 + Penalty 1843.852660 = -1628207.863896 nChanged 829 SP:Iteration 4F (6347.591949 sec): 3 clusters Score: Raw -1630478.373773 + Penalty 1843.852660 = -1628634.521114 nChanged 850 SP:Iteration 5F (6347.647079 sec): 3 clusters Score: Raw -1631013.899497 + Penalty 1843.852660 = -1629170.046837 nChanged 925 SP:Iteration 6F (6347.722643 sec): 3 clusters Score: Raw -1631683.005575 + Penalty 1843.852660 = -1629839.152915 nChanged 949 SP:Iteration 7F (6347.783330 sec): 3 clusters Score: Raw -1632354.554483 + Penalty 1843.852660 = -1630510.701823 nChanged 808 SP:Iteration 8Q (6347.848453 sec): 3 clusters Score: Raw -1632777.619621 + Penalty 1843.852660 = -1630933.766962 nChanged 509 SP:Iteration 9Q (6347.916505 sec): 3 clusters Score: Raw -1632952.437290 + Penalty 1843.852660 = -1631108.584630 nChanged 365 SP:Iteration 10Q (6347.979527 sec): 3 clusters Score: Raw -1633045.057772 + Penalty 1843.852660 = -1631201.205112 nChanged 236 SP:Iteration 11Q (6348.042170 sec): 3 clusters Score: Raw -1633094.774931 + Penalty 1843.852660 = -1631250.922272 nChanged 176 SP:Iteration 12Q (6348.118173 sec): 3 clusters Score: Raw -1633129.410412 + Penalty 1843.852660 = -1631285.557752 nChanged 143 SP:Iteration 13Q (6348.180334 sec): 3 clusters Score: Raw -1633156.906093 + Penalty 1843.852660 = -1631313.053433 nChanged 133 SP:Iteration 14Q (6348.255733 sec): 3 clusters Score: Raw -1633183.254483 + Penalty 1843.852660 = -1631339.401823 nChanged 125 SP:Iteration 15Q (6348.327055 sec): 3 clusters Score: Raw -1633205.906074 + Penalty 1843.852660 = -1631362.053414 nChanged 123 SP:Iteration 16Q (6348.394178 sec): 3 clusters Score: Raw -1633225.679452 + Penalty 1843.852660 = -1631381.826792 nChanged 95 SP:Iteration 17Q (6348.449754 sec): 3 clusters Score: Raw -1633241.388826 + Penalty 1843.852660 = -1631397.536167 nChanged 105 SP:Iteration 18Q (6348.514390 sec): 3 clusters Score: Raw -1633259.329748 + Penalty 1843.852660 = -1631415.477088 nChanged 120 SP:Iteration 19Q (6348.584013 sec): 3 clusters Score: Raw -1633283.109338 + Penalty 1843.852660 = -1631439.256678 nChanged 127 SP:Iteration 20F (6348.663915 sec): 3 clusters Score: Raw -1633311.624614 + Penalty 1843.852660 = -1631467.771955 nChanged 141 SP:Iteration 21Q (6348.724878 sec): 3 clusters Score: Raw -1633343.366614 + Penalty 1843.852660 = -1631499.513954 nChanged 150 SP:Iteration 22Q (6348.805840 sec): 3 clusters Score: Raw -1633372.527837 + Penalty 1843.852660 = -1631528.675177 nChanged 140 SP:Iteration 23Q (6348.875862 sec): 3 clusters Score: Raw -1633400.925044 + Penalty 1843.852660 = -1631557.072384 nChanged 138 SP:Iteration 24Q (6348.946157 sec): 3 clusters Score: Raw -1633424.293545 + Penalty 1843.852660 = -1631580.440886 nChanged 135 SP:Iteration 25Q (6349.002451 sec): 3 clusters Score: Raw -1633450.286281 + Penalty 1843.852660 = -1631606.433621 nChanged 140 SP:Iteration 26Q (6349.072696 sec): 3 clusters Score: Raw -1633476.874744 + Penalty 1843.852660 = -1631633.022084 nChanged 145 SP:Iteration 27Q (6349.140253 sec): 3 clusters Score: Raw -1633502.324147 + Penalty 1843.852660 = -1631658.471487 nChanged 142 SP:Iteration 28Q (6349.210205 sec): 3 clusters Score: Raw -1633533.215721 + Penalty 1843.852660 = -1631689.363062 nChanged 134 SP:Iteration 29Q (6349.284172 sec): 3 clusters Score: Raw -1633563.945724 + Penalty 1843.852660 = -1631720.093064 nChanged 136 SP:Iteration 30Q (6349.356207 sec): 3 clusters Score: Raw -1633596.339771 + Penalty 1843.852660 = -1631752.487111 nChanged 142 SP:Iteration 31Q (6349.421887 sec): 3 clusters Score: Raw -1633627.767628 + Penalty 1843.852660 = -1631783.914969 nChanged 148 SP:Iteration 32Q (6349.470184 sec): 3 clusters Score: Raw -1633660.078576 + Penalty 1843.852660 = -1631816.225916 nChanged 130 SP:Iteration 33Q (6349.544427 sec): 3 clusters Score: Raw -1633690.123834 + Penalty 1843.852660 = -1631846.271174 nChanged 141 SP:Iteration 34Q (6349.613269 sec): 3 clusters Score: Raw -1633724.109660 + Penalty 1843.852660 = -1631880.257000 nChanged 142 SP:Iteration 35Q (6349.674488 sec): 3 clusters Score: Raw -1633757.874328 + Penalty 1843.852660 = -1631914.021669 nChanged 150 SP:Iteration 36Q (6349.746484 sec): 3 clusters Score: Raw -1633792.135944 + Penalty 1843.852660 = -1631948.283284 nChanged 147 SP:Iteration 37Q (6349.819004 sec): 3 clusters Score: Raw -1633826.068296 + Penalty 1843.852660 = -1631982.215636 nChanged 128 SP:Iteration 38Q (6349.879039 sec): 3 clusters Score: Raw -1633856.403781 + Penalty 1843.852660 = -1632012.551121 nChanged 141 SP:Iteration 39Q (6349.955255 sec): 3 clusters Score: Raw -1633888.698139 + Penalty 1843.852660 = -1632044.845479 nChanged 144 SP:Iteration 40F (6350.025512 sec): 3 clusters Score: Raw -1633917.342407 + Penalty 1843.852660 = -1632073.489747 nChanged 119 SP:Iteration 41Q (6350.087646 sec): 3 clusters Score: Raw -1633942.642866 + Penalty 1843.852660 = -1632098.790207 nChanged 134 SP:Iteration 42Q (6350.168709 sec): 3 clusters Score: Raw -1633968.039052 + Penalty 1843.852660 = -1632124.186392 nChanged 112 SP:Iteration 43Q (6350.230410 sec): 3 clusters Score: Raw -1633986.057327 + Penalty 1843.852660 = -1632142.204667 nChanged 98 SP:Iteration 44Q (6350.302262 sec): 3 clusters Score: Raw -1634001.703633 + Penalty 1843.852660 = -1632157.850973 nChanged 101 SP:Iteration 45Q (6350.378312 sec): 3 clusters Score: Raw -1634019.644452 + Penalty 1843.852660 = -1632175.791792 nChanged 99 SP:Iteration 46Q (6350.449595 sec): 3 clusters Score: Raw -1634036.291809 + Penalty 1843.852660 = -1632192.439149 nChanged 93 SP:Iteration 47Q (6350.510501 sec): 3 clusters Score: Raw -1634052.084745 + Penalty 1843.852660 = -1632208.232086 nChanged 107 SP:Iteration 48Q (6350.592176 sec): 3 clusters Score: Raw -1634071.754719 + Penalty 1843.852660 = -1632227.902059 nChanged 98 SP:Iteration 49Q (6350.652243 sec): 3 clusters Score: Raw -1634090.965211 + Penalty 1843.852660 = -1632247.112552 nChanged 109 SP:Iteration 50Q (6350.720857 sec): 3 clusters Score: Raw -1634110.298297 + Penalty 1843.852660 = -1632266.445638 nChanged 97 SP:Iteration 51Q (6350.786523 sec): 3 clusters Score: Raw -1634127.864744 + Penalty 1843.852660 = -1632284.012084 nChanged 90 SP:Iteration 52Q (6350.845037 sec): 3 clusters Score: Raw -1634145.514389 + Penalty 1843.852660 = -1632301.661729 nChanged 90 SP:Iteration 53Q (6350.891972 sec): 3 clusters Score: Raw -1634160.706314 + Penalty 1843.852660 = -1632316.853655 nChanged 86 SP:Iteration 54Q (6350.971754 sec): 3 clusters Score: Raw -1634175.838149 + Penalty 1843.852660 = -1632331.985489 nChanged 94 SP:Iteration 55Q (6351.032327 sec): 3 clusters Score: Raw -1634193.452321 + Penalty 1843.852660 = -1632349.599661 nChanged 106 SP:Iteration 56Q (6351.109386 sec): 3 clusters Score: Raw -1634213.125268 + Penalty 1843.852660 = -1632369.272608 nChanged 95 SP:Iteration 57Q (6351.172831 sec): 3 clusters Score: Raw -1634229.669106 + Penalty 1843.852660 = -1632385.816446 nChanged 95 SP:Iteration 58Q (6351.244035 sec): 3 clusters Score: Raw -1634246.280715 + Penalty 1843.852660 = -1632402.428055 nChanged 96 SP:Iteration 59Q (6351.303991 sec): 3 clusters Score: Raw -1634264.008054 + Penalty 1843.852660 = -1632420.155395 nChanged 98 SP:Iteration 60F (6351.377383 sec): 3 clusters Score: Raw -1634282.110000 + Penalty 1843.852660 = -1632438.257340 nChanged 103 SP:Iteration 61Q (6351.444074 sec): 3 clusters Score: Raw -1634303.974876 + Penalty 1843.852660 = -1632460.122216 nChanged 116 SP:Iteration 62Q (6351.514890 sec): 3 clusters Score: Raw -1634330.928205 + Penalty 1843.852660 = -1632487.075546 nChanged 120 SP:Iteration 63Q (6351.583199 sec): 3 clusters Score: Raw -1634361.803809 + Penalty 1843.852660 = -1632517.951150 nChanged 124 SP:Iteration 64Q (6351.634854 sec): 3 clusters Score: Raw -1634391.807770 + Penalty 1843.852660 = -1632547.955110 nChanged 110 SP:Iteration 65Q (6351.714176 sec): 3 clusters Score: Raw -1634417.769625 + Penalty 1843.852660 = -1632573.916965 nChanged 101 SP:Iteration 66Q (6351.771946 sec): 3 clusters Score: Raw -1634441.680572 + Penalty 1843.852660 = -1632597.827912 nChanged 105 SP:Iteration 67Q (6351.830916 sec): 3 clusters Score: Raw -1634466.410201 + Penalty 1843.852660 = -1632622.557541 nChanged 87 SP:Iteration 68Q (6351.890881 sec): 3 clusters Score: Raw -1634482.241717 + Penalty 1843.852660 = -1632638.389057 nChanged 86 SP:Iteration 69Q (6351.970645 sec): 3 clusters Score: Raw -1634499.187492 + Penalty 1843.852660 = -1632655.334832 nChanged 75 SP:Iteration 70Q (6352.037528 sec): 3 clusters Score: Raw -1634513.259413 + Penalty 1843.852660 = -1632669.406754 nChanged 74 SP:Iteration 71Q (6352.108341 sec): 3 clusters Score: Raw -1634525.479232 + Penalty 1843.852660 = -1632681.626572 nChanged 80 SP:Iteration 72Q (6352.166508 sec): 3 clusters Score: Raw -1634542.406351 + Penalty 1843.852660 = -1632698.553691 nChanged 98 SP:Iteration 73Q (6352.243678 sec): 3 clusters Score: Raw -1634564.045759 + Penalty 1843.852660 = -1632720.193099 nChanged 92 SP:Iteration 74Q (6352.301279 sec): 3 clusters Score: Raw -1634586.541609 + Penalty 1843.852660 = -1632742.688949 nChanged 99 SP:Iteration 75Q (6352.364943 sec): 3 clusters Score: Raw -1634612.701799 + Penalty 1843.852660 = -1632768.849139 nChanged 99 SP:Iteration 76Q (6352.433872 sec): 3 clusters Score: Raw -1634635.747946 + Penalty 1843.852660 = -1632791.895286 nChanged 89 SP:Iteration 77Q (6352.513853 sec): 3 clusters Score: Raw -1634655.826948 + Penalty 1843.852660 = -1632811.974288 nChanged 87 SP:Iteration 78Q (6352.582543 sec): 3 clusters Score: Raw -1634676.642449 + Penalty 1843.852660 = -1632832.789790 nChanged 76 SP:Iteration 79Q (6352.651488 sec): 3 clusters Score: Raw -1634693.492056 + Penalty 1843.852660 = -1632849.639397 nChanged 73 SP:Iteration 80F (6352.722172 sec): 3 clusters Score: Raw -1634710.418989 + Penalty 1843.852660 = -1632866.566329 nChanged 66 SP:Iteration 81Q (6352.790843 sec): 3 clusters Score: Raw -1634725.481677 + Penalty 1843.852660 = -1632881.629017 nChanged 60 SP:Iteration 82Q (6352.856270 sec): 3 clusters Score: Raw -1634740.130178 + Penalty 1843.852660 = -1632896.277519 nChanged 68 SP:Iteration 83Q (6352.915914 sec): 3 clusters Score: Raw -1634758.994842 + Penalty 1843.852660 = -1632915.142182 nChanged 68 SP:Iteration 84Q (6352.980497 sec): 3 clusters Score: Raw -1634776.398059 + Penalty 1843.852660 = -1632932.545400 nChanged 71 SP:Iteration 85Q (6353.051720 sec): 3 clusters Score: Raw -1634793.110035 + Penalty 1843.852660 = -1632949.257375 nChanged 64 SP:Iteration 86Q (6353.121441 sec): 3 clusters Score: Raw -1634811.667456 + Penalty 1843.852660 = -1632967.814796 nChanged 80 SP:Iteration 87Q (6353.188790 sec): 3 clusters Score: Raw -1634835.921033 + Penalty 1843.852660 = -1632992.068374 nChanged 85 SP:Iteration 88Q (6353.249479 sec): 3 clusters Score: Raw -1634864.615295 + Penalty 1843.852660 = -1633020.762635 nChanged 81 SP:Iteration 89Q (6353.323620 sec): 3 clusters Score: Raw -1634894.532497 + Penalty 1843.852660 = -1633050.679838 nChanged 78 SP:Iteration 90Q (6353.389573 sec): 3 clusters Score: Raw -1634917.793799 + Penalty 1843.852660 = -1633073.941139 nChanged 70 SP:Iteration 91Q (6353.456062 sec): 3 clusters Score: Raw -1634941.539655 + Penalty 1843.852660 = -1633097.686995 nChanged 68 SP:Iteration 92Q (6353.511667 sec): 3 clusters Score: Raw -1634961.900428 + Penalty 1843.852660 = -1633118.047769 nChanged 58 SP:Iteration 93Q (6353.572314 sec): 3 clusters Score: Raw -1634977.499275 + Penalty 1843.852660 = -1633133.646616 nChanged 47 SP:Iteration 94Q (6353.632827 sec): 3 clusters Score: Raw -1634989.745835 + Penalty 1843.852660 = -1633145.893175 nChanged 45 SP:Iteration 95Q (6353.694457 sec): 3 clusters Score: Raw -1635001.014611 + Penalty 1843.852660 = -1633157.161951 nChanged 45 SP:Iteration 96Q (6353.754931 sec): 3 clusters Score: Raw -1635012.065024 + Penalty 1843.852660 = -1633168.212364 nChanged 51 SP:Iteration 97Q (6353.819486 sec): 3 clusters Score: Raw -1635025.632515 + Penalty 1843.852660 = -1633181.779855 nChanged 43 SP:Iteration 98Q (6353.886782 sec): 3 clusters Score: Raw -1635038.138668 + Penalty 1843.852660 = -1633194.286008 nChanged 44 SP:Iteration 99Q (6353.952067 sec): 3 clusters Score: Raw -1635049.583382 + Penalty 1843.852660 = -1633205.730722 nChanged 36 SP:Iteration 100F (6354.003448 sec): 3 clusters Score: Raw -1635059.059777 + Penalty 1843.852660 = -1633215.207117 nChanged 43 SP:Iteration 101Q (6354.061994 sec): 3 clusters Score: Raw -1635070.903863 + Penalty 1843.852660 = -1633227.051203 nChanged 26 SP:Iteration 102Q (6354.107179 sec): 3 clusters Score: Raw -1635075.872442 + Penalty 1843.852660 = -1633232.019783 nChanged 18 SP:Iteration 103Q (6354.163947 sec): 3 clusters Score: Raw -1635079.259150 + Penalty 1843.852660 = -1633235.406491 nChanged 21 SP:Iteration 104Q (6354.190936 sec): 3 clusters Score: Raw -1635083.931622 + Penalty 1843.852660 = -1633240.078963 nChanged 27 SP:Iteration 105Q (6354.246205 sec): 3 clusters Score: Raw -1635089.728219 + Penalty 1843.852660 = -1633245.875559 nChanged 20 SP:Iteration 106Q (6354.298951 sec): 3 clusters Score: Raw -1635093.608543 + Penalty 1843.852660 = -1633249.755883 nChanged 21 SP:Iteration 107Q (6354.354477 sec): 3 clusters Score: Raw -1635098.488193 + Penalty 1843.852660 = -1633254.635533 nChanged 17 SP:Iteration 108Q (6354.418172 sec): 3 clusters Score: Raw -1635103.463072 + Penalty 1843.852660 = -1633259.610413 nChanged 15 SP:Iteration 109Q (6354.474604 sec): 3 clusters Score: Raw -1635107.122891 + Penalty 1843.852660 = -1633263.270231 nChanged 11 SP:Iteration 110Q (6354.521268 sec): 3 clusters Score: Raw -1635109.682733 + Penalty 1843.852660 = -1633265.830074 nChanged 9 SP:Iteration 111Q (6354.593044 sec): 3 clusters Score: Raw -1635110.930011 + Penalty 1843.852660 = -1633267.077351 nChanged 8 SP:Iteration 112Q (6354.638175 sec): 3 clusters Score: Raw -1635112.001041 + Penalty 1843.852660 = -1633268.148381 nChanged 4 SP:Iteration 113Q (6354.702163 sec): 3 clusters Score: Raw -1635112.513110 + Penalty 1843.852660 = -1633268.660450 nChanged 4 SP:Iteration 114Q (6354.755394 sec): 3 clusters Score: Raw -1635113.039025 + Penalty 1843.852660 = -1633269.186366 nChanged 7 SP:Iteration 115Q (6354.818105 sec): 3 clusters Score: Raw -1635114.118232 + Penalty 1843.852660 = -1633270.265572 nChanged 12 SP:Iteration 116Q (6354.877150 sec): 3 clusters Score: Raw -1635116.676509 + Penalty 1843.852660 = -1633272.823849 nChanged 10 SP:Iteration 117Q (6354.927910 sec): 3 clusters Score: Raw -1635119.333771 + Penalty 1843.852660 = -1633275.481111 nChanged 15 SP:Iteration 118Q (6354.993339 sec): 3 clusters Score: Raw -1635124.550425 + Penalty 1843.852660 = -1633280.697765 nChanged 21 SP:Iteration 119Q (6355.040396 sec): 3 clusters Score: Raw -1635130.250556 + Penalty 1843.852660 = -1633286.397896 nChanged 21 SP:Iteration 120F (6355.102483 sec): 3 clusters Score: Raw -1635138.002124 + Penalty 1843.852660 = -1633294.149464 nChanged 28 SP:Iteration 121Q (6355.154918 sec): 3 clusters Score: Raw -1635148.016234 + Penalty 1843.852660 = -1633304.163575 nChanged 27 SP:Iteration 122Q (6355.214486 sec): 3 clusters Score: Raw -1635158.539534 + Penalty 1843.852660 = -1633314.686874 nChanged 18 SP:Iteration 123Q (6355.265169 sec): 3 clusters Score: Raw -1635165.237191 + Penalty 1843.852660 = -1633321.384531 nChanged 14 SP:Iteration 124Q (6355.318120 sec): 3 clusters Score: Raw -1635169.993155 + Penalty 1843.852660 = -1633326.140496 nChanged 9 SP:Iteration 125Q (6355.379223 sec): 3 clusters Score: Raw -1635173.297304 + Penalty 1843.852660 = -1633329.444644 nChanged 12 SP:Iteration 126Q (6355.436036 sec): 3 clusters Score: Raw -1635176.565786 + Penalty 1843.852660 = -1633332.713126 nChanged 10 SP:Iteration 127Q (6355.494547 sec): 3 clusters Score: Raw -1635178.852388 + Penalty 1843.852660 = -1633334.999729 nChanged 7 SP:Iteration 128Q (6355.547013 sec): 3 clusters Score: Raw -1635180.116053 + Penalty 1843.852660 = -1633336.263394 nChanged 9 SP:Iteration 129Q (6355.604036 sec): 3 clusters Score: Raw -1635182.643052 + Penalty 1843.852660 = -1633338.790393 nChanged 9 SP:Iteration 130Q (6355.669277 sec): 3 clusters Score: Raw -1635184.285155 + Penalty 1843.852660 = -1633340.432496 nChanged 8 SP:Iteration 131Q (6355.717675 sec): 3 clusters Score: Raw -1635187.403104 + Penalty 1843.852660 = -1633343.550444 nChanged 10 SP:Iteration 132Q (6355.773037 sec): 3 clusters Score: Raw -1635190.133451 + Penalty 1843.852660 = -1633346.280791 nChanged 11 SP:Iteration 133Q (6355.816435 sec): 3 clusters Score: Raw -1635193.628726 + Penalty 1843.852660 = -1633349.776066 nChanged 10 SP:Iteration 134Q (6355.885734 sec): 3 clusters Score: Raw -1635196.880731 + Penalty 1843.852660 = -1633353.028072 nChanged 13 SP:Iteration 135Q (6355.937774 sec): 3 clusters Score: Raw -1635200.466045 + Penalty 1843.852660 = -1633356.613385 nChanged 10 SP:Iteration 136Q (6355.989086 sec): 3 clusters Score: Raw -1635202.886559 + Penalty 1843.852660 = -1633359.033899 nChanged 9 SP:Iteration 137Q (6356.045054 sec): 3 clusters Score: Raw -1635204.954489 + Penalty 1843.852660 = -1633361.101829 nChanged 10 SP:Iteration 138Q (6356.100809 sec): 3 clusters Score: Raw -1635209.074950 + Penalty 1843.852660 = -1633365.222290 nChanged 6 SP:Iteration 139Q (6356.161430 sec): 3 clusters Score: Raw -1635210.465669 + Penalty 1843.852660 = -1633366.613009 nChanged 7 SP:Iteration 140F (6356.218007 sec): 3 clusters Score: Raw -1635212.554599 + Penalty 1843.852660 = -1633368.701939 nChanged 10 SP:Iteration 141Q (6356.282533 sec): 3 clusters Score: Raw -1635216.072131 + Penalty 1843.852660 = -1633372.219471 nChanged 7 SP:Iteration 142Q (6356.330211 sec): 3 clusters Score: Raw -1635218.256231 + Penalty 1843.852660 = -1633374.403571 nChanged 8 SP:Iteration 143Q (6356.384995 sec): 3 clusters Score: Raw -1635221.277919 + Penalty 1843.852660 = -1633377.425260 nChanged 11 SP:Iteration 144Q (6356.440094 sec): 3 clusters Score: Raw -1635225.970874 + Penalty 1843.852660 = -1633382.118214 nChanged 12 SP:Iteration 145Q (6356.504384 sec): 3 clusters Score: Raw -1635230.535678 + Penalty 1843.852660 = -1633386.683018 nChanged 12 SP:Iteration 146Q (6356.560613 sec): 3 clusters Score: Raw -1635234.576676 + Penalty 1843.852660 = -1633390.724016 nChanged 4 SP:Iteration 147Q (6356.611674 sec): 3 clusters Score: Raw -1635235.785799 + Penalty 1843.852660 = -1633391.933139 nChanged 3 SP:Iteration 148Q (6356.640529 sec): 3 clusters Score: Raw -1635236.627773 + Penalty 1843.852660 = -1633392.775113 nChanged 1 SP:Iteration 149Q (6356.699858 sec): 3 clusters Score: Raw -1635236.796550 + Penalty 1843.852660 = -1633392.943890 nChanged 0 SP:Iteration 150F (6356.751831 sec): 3 clusters Score: Raw -1635236.796550 + Penalty 1843.852660 = -1633392.943890 nChanged 0 Trying to split cluster 37 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6356.785737 sec): 2 clusters Score: Raw -365278.756897 + Penalty 783.061853 = -364495.695044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6356.815851 sec): 3 clusters Score: Raw -363246.009643 + Penalty 1566.123706 = -361679.885938 nChanged 1577 SP:Iteration 1F (6356.868219 sec): 3 clusters Score: Raw -364215.795590 + Penalty 1566.123706 = -362649.671885 nChanged 291 SP:Iteration 2F (6356.905855 sec): 3 clusters Score: Raw -364416.505048 + Penalty 1566.123706 = -362850.381342 nChanged 251 SP:Iteration 3F (6356.954348 sec): 3 clusters Score: Raw -364612.748801 + Penalty 1566.123706 = -363046.625095 nChanged 203 SP:Iteration 4F (6357.001960 sec): 3 clusters Score: Raw -364745.784723 + Penalty 1566.123706 = -363179.661017 nChanged 176 SP:Iteration 5Q (6357.042384 sec): 3 clusters Score: Raw -364846.779172 + Penalty 1566.123706 = -363280.655467 nChanged 152 SP:Iteration 6Q (6357.089537 sec): 3 clusters Score: Raw -364938.557742 + Penalty 1566.123706 = -363372.434036 nChanged 149 SP:Iteration 7Q (6357.138010 sec): 3 clusters Score: Raw -365036.188055 + Penalty 1566.123706 = -363470.064349 nChanged 140 SP:Iteration 8Q (6357.191533 sec): 3 clusters Score: Raw -365108.868466 + Penalty 1566.123706 = -363542.744760 nChanged 108 SP:Iteration 9Q (6357.221535 sec): 3 clusters Score: Raw -365149.825633 + Penalty 1566.123706 = -363583.701927 nChanged 89 SP:Iteration 10Q (6357.255991 sec): 3 clusters Score: Raw -365191.662635 + Penalty 1566.123706 = -363625.538930 nChanged 91 SP:Iteration 11Q (6357.291571 sec): 3 clusters Score: Raw -365223.731541 + Penalty 1566.123706 = -363657.607836 nChanged 61 SP:Iteration 12Q (6357.338559 sec): 3 clusters Score: Raw -365243.173358 + Penalty 1566.123706 = -363677.049653 nChanged 50 SP:Iteration 13Q (6357.389042 sec): 3 clusters Score: Raw -365255.656132 + Penalty 1566.123706 = -363689.532426 nChanged 33 SP:Iteration 14Q (6357.435233 sec): 3 clusters Score: Raw -365266.049240 + Penalty 1566.123706 = -363699.925534 nChanged 30 SP:Iteration 15Q (6357.482823 sec): 3 clusters Score: Raw -365274.550685 + Penalty 1566.123706 = -363708.426979 nChanged 25 SP:Iteration 16Q (6357.532035 sec): 3 clusters Score: Raw -365281.693404 + Penalty 1566.123706 = -363715.569698 nChanged 12 SP:Iteration 17Q (6357.577473 sec): 3 clusters Score: Raw -365284.680724 + Penalty 1566.123706 = -363718.557019 nChanged 12 SP:Iteration 18Q (6357.621148 sec): 3 clusters Score: Raw -365286.315918 + Penalty 1566.123706 = -363720.192213 nChanged 3 SP:Iteration 19Q (6357.664983 sec): 3 clusters Score: Raw -365286.802577 + Penalty 1566.123706 = -363720.678871 nChanged 2 SP:Iteration 20F (6357.708133 sec): 3 clusters Score: Raw -365287.059369 + Penalty 1566.123706 = -363720.935664 nChanged 3 SP:Iteration 21Q (6357.749074 sec): 3 clusters Score: Raw -365287.420375 + Penalty 1566.123706 = -363721.296670 nChanged 1 SP:Iteration 22Q (6357.792192 sec): 3 clusters Score: Raw -365287.548555 + Penalty 1566.123706 = -363721.424849 nChanged 2 SP:Iteration 23Q (6357.840580 sec): 3 clusters Score: Raw -365287.929940 + Penalty 1566.123706 = -363721.806235 nChanged 2 SP:Iteration 24Q (6357.886659 sec): 3 clusters Score: Raw -365288.292928 + Penalty 1566.123706 = -363722.169222 nChanged 3 SP:Iteration 25Q (6357.930315 sec): 3 clusters Score: Raw -365288.746385 + Penalty 1566.123706 = -363722.622680 nChanged 4 SP:Iteration 26Q (6357.975529 sec): 3 clusters Score: Raw -365289.446540 + Penalty 1566.123706 = -363723.322835 nChanged 3 SP:Iteration 27Q (6358.017514 sec): 3 clusters Score: Raw -365290.098405 + Penalty 1566.123706 = -363723.974699 nChanged 2 SP:Iteration 28Q (6358.069250 sec): 3 clusters Score: Raw -365290.342992 + Penalty 1566.123706 = -363724.219286 nChanged 0 SP:Iteration 29F (6358.110403 sec): 3 clusters Score: Raw -365290.342992 + Penalty 1566.123706 = -363724.219286 nChanged 0 Trying to split cluster 38 (20921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6358.155697 sec): 2 clusters Score: Raw -2019183.287539 + Penalty 945.108328 = -2018238.179210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6358.225633 sec): 3 clusters Score: Raw -2006162.921385 + Penalty 1890.216656 = -2004272.704729 nChanged 9732 SP:Iteration 1F (6358.295782 sec): 3 clusters Score: Raw -2011987.456574 + Penalty 1890.216656 = -2010097.239918 nChanged 1294 SP:Iteration 2F (6358.359062 sec): 3 clusters Score: Raw -2012935.452441 + Penalty 1890.216656 = -2011045.235784 nChanged 1562 SP:Iteration 3F (6358.420604 sec): 3 clusters Score: Raw -2014205.907524 + Penalty 1890.216656 = -2012315.690867 nChanged 1680 SP:Iteration 4F (6358.492800 sec): 3 clusters Score: Raw -2015488.600221 + Penalty 1890.216656 = -2013598.383565 nChanged 1562 SP:Iteration 5F (6358.559286 sec): 3 clusters Score: Raw -2016525.835796 + Penalty 1890.216656 = -2014635.619139 nChanged 1239 SP:Iteration 6F (6358.627680 sec): 3 clusters Score: Raw -2017269.621254 + Penalty 1890.216656 = -2015379.404598 nChanged 978 SP:Iteration 7Q (6358.680074 sec): 3 clusters Score: Raw -2017822.445324 + Penalty 1890.216656 = -2015932.228668 nChanged 722 SP:Iteration 8Q (6358.743901 sec): 3 clusters Score: Raw -2018235.863889 + Penalty 1890.216656 = -2016345.647232 nChanged 572 SP:Iteration 9Q (6358.813224 sec): 3 clusters Score: Raw -2018608.854350 + Penalty 1890.216656 = -2016718.637693 nChanged 486 SP:Iteration 10Q (6358.878518 sec): 3 clusters Score: Raw -2018963.707425 + Penalty 1890.216656 = -2017073.490769 nChanged 417 SP:Iteration 11Q (6358.932896 sec): 3 clusters Score: Raw -2019270.314919 + Penalty 1890.216656 = -2017380.098263 nChanged 371 SP:Iteration 12Q (6358.991604 sec): 3 clusters Score: Raw -2019477.223508 + Penalty 1890.216656 = -2017587.006851 nChanged 278 SP:Iteration 13Q (6359.054821 sec): 3 clusters Score: Raw -2019596.496805 + Penalty 1890.216656 = -2017706.280148 nChanged 248 SP:Iteration 14Q (6359.122433 sec): 3 clusters Score: Raw -2019687.123966 + Penalty 1890.216656 = -2017796.907310 nChanged 198 SP:Iteration 15Q (6359.191824 sec): 3 clusters Score: Raw -2019753.655400 + Penalty 1890.216656 = -2017863.438743 nChanged 172 SP:Iteration 16Q (6359.261089 sec): 3 clusters Score: Raw -2019800.684637 + Penalty 1890.216656 = -2017910.467980 nChanged 154 SP:Iteration 17Q (6359.330012 sec): 3 clusters Score: Raw -2019839.406037 + Penalty 1890.216656 = -2017949.189380 nChanged 148 SP:Iteration 18Q (6359.394047 sec): 3 clusters Score: Raw -2019871.954281 + Penalty 1890.216656 = -2017981.737625 nChanged 137 SP:Iteration 19Q (6359.464578 sec): 3 clusters Score: Raw -2019900.862316 + Penalty 1890.216656 = -2018010.645660 nChanged 128 SP:Iteration 20F (6359.529495 sec): 3 clusters Score: Raw -2019926.679756 + Penalty 1890.216656 = -2018036.463100 nChanged 108 SP:Iteration 21Q (6359.602482 sec): 3 clusters Score: Raw -2019948.236960 + Penalty 1890.216656 = -2018058.020303 nChanged 105 SP:Iteration 22Q (6359.657562 sec): 3 clusters Score: Raw -2019968.289513 + Penalty 1890.216656 = -2018078.072857 nChanged 101 SP:Iteration 23Q (6359.721572 sec): 3 clusters Score: Raw -2019986.414732 + Penalty 1890.216656 = -2018096.198075 nChanged 89 SP:Iteration 24Q (6359.786542 sec): 3 clusters Score: Raw -2020000.802893 + Penalty 1890.216656 = -2018110.586236 nChanged 81 SP:Iteration 25Q (6359.849216 sec): 3 clusters Score: Raw -2020013.166892 + Penalty 1890.216656 = -2018122.950236 nChanged 68 SP:Iteration 26Q (6359.920034 sec): 3 clusters Score: Raw -2020024.608364 + Penalty 1890.216656 = -2018134.391707 nChanged 72 SP:Iteration 27Q (6359.979981 sec): 3 clusters Score: Raw -2020037.022874 + Penalty 1890.216656 = -2018146.806217 nChanged 65 SP:Iteration 28Q (6360.040499 sec): 3 clusters Score: Raw -2020047.804529 + Penalty 1890.216656 = -2018157.587873 nChanged 71 SP:Iteration 29Q (6360.088280 sec): 3 clusters Score: Raw -2020060.193790 + Penalty 1890.216656 = -2018169.977133 nChanged 66 SP:Iteration 30Q (6360.161160 sec): 3 clusters Score: Raw -2020069.679385 + Penalty 1890.216656 = -2018179.462728 nChanged 49 SP:Iteration 31Q (6360.211497 sec): 3 clusters Score: Raw -2020077.670985 + Penalty 1890.216656 = -2018187.454329 nChanged 62 SP:Iteration 32Q (6360.283327 sec): 3 clusters Score: Raw -2020087.327324 + Penalty 1890.216656 = -2018197.110668 nChanged 57 SP:Iteration 33Q (6360.350186 sec): 3 clusters Score: Raw -2020094.685403 + Penalty 1890.216656 = -2018204.468747 nChanged 40 SP:Iteration 34Q (6360.415347 sec): 3 clusters Score: Raw -2020099.797902 + Penalty 1890.216656 = -2018209.581245 nChanged 47 SP:Iteration 35Q (6360.476883 sec): 3 clusters Score: Raw -2020105.818657 + Penalty 1890.216656 = -2018215.602001 nChanged 39 SP:Iteration 36Q (6360.541262 sec): 3 clusters Score: Raw -2020109.628894 + Penalty 1890.216656 = -2018219.412238 nChanged 29 SP:Iteration 37Q (6360.603626 sec): 3 clusters Score: Raw -2020112.666482 + Penalty 1890.216656 = -2018222.449826 nChanged 30 SP:Iteration 38Q (6360.668808 sec): 3 clusters Score: Raw -2020115.751982 + Penalty 1890.216656 = -2018225.535325 nChanged 23 SP:Iteration 39Q (6360.729844 sec): 3 clusters Score: Raw -2020118.913619 + Penalty 1890.216656 = -2018228.696963 nChanged 31 SP:Iteration 40F (6360.771308 sec): 3 clusters Score: Raw -2020122.562665 + Penalty 1890.216656 = -2018232.346009 nChanged 35 SP:Iteration 41Q (6360.839578 sec): 3 clusters Score: Raw -2020125.873709 + Penalty 1890.216656 = -2018235.657052 nChanged 33 SP:Iteration 42Q (6360.890687 sec): 3 clusters Score: Raw -2020129.851376 + Penalty 1890.216656 = -2018239.634720 nChanged 37 SP:Iteration 43Q (6360.950140 sec): 3 clusters Score: Raw -2020134.299345 + Penalty 1890.216656 = -2018244.082688 nChanged 31 SP:Iteration 44Q (6361.019164 sec): 3 clusters Score: Raw -2020137.709629 + Penalty 1890.216656 = -2018247.492972 nChanged 25 SP:Iteration 45Q (6361.082202 sec): 3 clusters Score: Raw -2020141.257018 + Penalty 1890.216656 = -2018251.040362 nChanged 23 SP:Iteration 46Q (6361.148295 sec): 3 clusters Score: Raw -2020143.697071 + Penalty 1890.216656 = -2018253.480414 nChanged 22 SP:Iteration 47Q (6361.211964 sec): 3 clusters Score: Raw -2020145.982050 + Penalty 1890.216656 = -2018255.765393 nChanged 16 SP:Iteration 48Q (6361.281221 sec): 3 clusters Score: Raw -2020147.611118 + Penalty 1890.216656 = -2018257.394461 nChanged 16 SP:Iteration 49Q (6361.334849 sec): 3 clusters Score: Raw -2020149.512131 + Penalty 1890.216656 = -2018259.295475 nChanged 21 SP:Iteration 50Q (6361.397629 sec): 3 clusters Score: Raw -2020151.922756 + Penalty 1890.216656 = -2018261.706100 nChanged 20 SP:Iteration 51Q (6361.454473 sec): 3 clusters Score: Raw -2020154.382129 + Penalty 1890.216656 = -2018264.165472 nChanged 17 SP:Iteration 52Q (6361.521220 sec): 3 clusters Score: Raw -2020156.506388 + Penalty 1890.216656 = -2018266.289731 nChanged 16 SP:Iteration 53Q (6361.587227 sec): 3 clusters Score: Raw -2020158.317007 + Penalty 1890.216656 = -2018268.100350 nChanged 11 SP:Iteration 54Q (6361.648169 sec): 3 clusters Score: Raw -2020159.188717 + Penalty 1890.216656 = -2018268.972060 nChanged 7 SP:Iteration 55Q (6361.701858 sec): 3 clusters Score: Raw -2020159.562128 + Penalty 1890.216656 = -2018269.345471 nChanged 3 SP:Iteration 56Q (6361.766973 sec): 3 clusters Score: Raw -2020159.773629 + Penalty 1890.216656 = -2018269.556973 nChanged 4 SP:Iteration 57Q (6361.826477 sec): 3 clusters Score: Raw -2020160.047222 + Penalty 1890.216656 = -2018269.830566 nChanged 6 SP:Iteration 58Q (6361.890133 sec): 3 clusters Score: Raw -2020160.591707 + Penalty 1890.216656 = -2018270.375050 nChanged 7 SP:Iteration 59Q (6361.955187 sec): 3 clusters Score: Raw -2020161.387698 + Penalty 1890.216656 = -2018271.171041 nChanged 5 SP:Iteration 60F (6362.000530 sec): 3 clusters Score: Raw -2020161.863682 + Penalty 1890.216656 = -2018271.647026 nChanged 4 SP:Iteration 61Q (6362.063585 sec): 3 clusters Score: Raw -2020162.316569 + Penalty 1890.216656 = -2018272.099913 nChanged 9 SP:Iteration 62Q (6362.131327 sec): 3 clusters Score: Raw -2020163.403515 + Penalty 1890.216656 = -2018273.186859 nChanged 11 SP:Iteration 63Q (6362.196980 sec): 3 clusters Score: Raw -2020164.997589 + Penalty 1890.216656 = -2018274.780932 nChanged 11 SP:Iteration 64Q (6362.263129 sec): 3 clusters Score: Raw -2020166.167542 + Penalty 1890.216656 = -2018275.950886 nChanged 10 SP:Iteration 65Q (6362.325540 sec): 3 clusters Score: Raw -2020167.075746 + Penalty 1890.216656 = -2018276.859090 nChanged 12 SP:Iteration 66Q (6362.393061 sec): 3 clusters Score: Raw -2020167.925236 + Penalty 1890.216656 = -2018277.708579 nChanged 10 SP:Iteration 67Q (6362.448407 sec): 3 clusters Score: Raw -2020168.605710 + Penalty 1890.216656 = -2018278.389054 nChanged 8 SP:Iteration 68Q (6362.510093 sec): 3 clusters Score: Raw -2020169.052234 + Penalty 1890.216656 = -2018278.835577 nChanged 8 SP:Iteration 69Q (6362.574710 sec): 3 clusters Score: Raw -2020169.838036 + Penalty 1890.216656 = -2018279.621380 nChanged 15 SP:Iteration 70Q (6362.636102 sec): 3 clusters Score: Raw -2020171.796635 + Penalty 1890.216656 = -2018281.579979 nChanged 20 SP:Iteration 71Q (6362.696027 sec): 3 clusters Score: Raw -2020173.848596 + Penalty 1890.216656 = -2018283.631939 nChanged 21 SP:Iteration 72Q (6362.770700 sec): 3 clusters Score: Raw -2020176.742236 + Penalty 1890.216656 = -2018286.525580 nChanged 26 SP:Iteration 73Q (6362.839454 sec): 3 clusters Score: Raw -2020181.097635 + Penalty 1890.216656 = -2018290.880979 nChanged 28 SP:Iteration 74Q (6362.893948 sec): 3 clusters Score: Raw -2020185.949117 + Penalty 1890.216656 = -2018295.732461 nChanged 30 SP:Iteration 75Q (6362.954165 sec): 3 clusters Score: Raw -2020191.117747 + Penalty 1890.216656 = -2018300.901091 nChanged 17 SP:Iteration 76Q (6363.024058 sec): 3 clusters Score: Raw -2020193.343845 + Penalty 1890.216656 = -2018303.127189 nChanged 16 SP:Iteration 77Q (6363.071633 sec): 3 clusters Score: Raw -2020195.058500 + Penalty 1890.216656 = -2018304.841843 nChanged 11 SP:Iteration 78Q (6363.134458 sec): 3 clusters Score: Raw -2020196.239185 + Penalty 1890.216656 = -2018306.022529 nChanged 17 SP:Iteration 79Q (6363.209492 sec): 3 clusters Score: Raw -2020198.469325 + Penalty 1890.216656 = -2018308.252668 nChanged 13 SP:Iteration 80F (6363.285192 sec): 3 clusters Score: Raw -2020200.221878 + Penalty 1890.216656 = -2018310.005221 nChanged 10 SP:Iteration 81Q (6363.348859 sec): 3 clusters Score: Raw -2020201.664122 + Penalty 1890.216656 = -2018311.447465 nChanged 8 SP:Iteration 82Q (6363.424091 sec): 3 clusters Score: Raw -2020203.114089 + Penalty 1890.216656 = -2018312.897433 nChanged 13 SP:Iteration 83Q (6363.488850 sec): 3 clusters Score: Raw -2020204.413566 + Penalty 1890.216656 = -2018314.196909 nChanged 6 SP:Iteration 84Q (6363.546238 sec): 3 clusters Score: Raw -2020204.939411 + Penalty 1890.216656 = -2018314.722754 nChanged 3 SP:Iteration 85Q (6363.623455 sec): 3 clusters Score: Raw -2020205.079336 + Penalty 1890.216656 = -2018314.862680 nChanged 2 SP:Iteration 86Q (6363.681707 sec): 3 clusters Score: Raw -2020205.282306 + Penalty 1890.216656 = -2018315.065649 nChanged 2 SP:Iteration 87Q (6363.736639 sec): 3 clusters Score: Raw -2020205.427947 + Penalty 1890.216656 = -2018315.211290 nChanged 1 SP:Iteration 88Q (6363.805379 sec): 3 clusters Score: Raw -2020205.457191 + Penalty 1890.216656 = -2018315.240535 nChanged 1 SP:Iteration 89Q (6363.869167 sec): 3 clusters Score: Raw -2020205.482709 + Penalty 1890.216656 = -2018315.266053 nChanged 2 SP:Iteration 90Q (6363.926471 sec): 3 clusters Score: Raw -2020205.671072 + Penalty 1890.216656 = -2018315.454415 nChanged 1 SP:Iteration 91Q (6363.991506 sec): 3 clusters Score: Raw -2020205.771448 + Penalty 1890.216656 = -2018315.554791 nChanged 3 SP:Iteration 92Q (6364.061005 sec): 3 clusters Score: Raw -2020205.904255 + Penalty 1890.216656 = -2018315.687598 nChanged 5 SP:Iteration 93Q (6364.126956 sec): 3 clusters Score: Raw -2020206.618149 + Penalty 1890.216656 = -2018316.401492 nChanged 4 SP:Iteration 94Q (6364.192614 sec): 3 clusters Score: Raw -2020206.793948 + Penalty 1890.216656 = -2018316.577292 nChanged 2 SP:Iteration 95Q (6364.250639 sec): 3 clusters Score: Raw -2020206.901710 + Penalty 1890.216656 = -2018316.685053 nChanged 1 SP:Iteration 96Q (6364.311911 sec): 3 clusters Score: Raw -2020206.950390 + Penalty 1890.216656 = -2018316.733734 nChanged 0 SP:Iteration 97F (6364.386999 sec): 3 clusters Score: Raw -2020206.950390 + Penalty 1890.216656 = -2018316.733734 nChanged 0 Score: Raw -58498185.141269 + Penalty 49431.021155 = -58448754.120113 Splitting cluster 38 changes total score from -58448993.990143 to -58448754.120113 So it's not getting split. Iteration 379Q (6381.049189 sec): 39 clusters Score: Raw -58497162.659129 + Penalty 48163.559074 = -58448999.100054 nChanged 159 Iteration 380F (6392.255398 sec): 39 clusters Score: Raw -58497166.491917 + Penalty 48163.559074 = -58449002.932842 nChanged 132 Iteration 381Q (6398.232389 sec): 39 clusters Score: Raw -58497169.515220 + Penalty 48163.559074 = -58449005.956146 nChanged 152 Iteration 382Q (6404.221075 sec): 39 clusters Score: Raw -58497173.889036 + Penalty 48163.559074 = -58449010.329962 nChanged 173 Iteration 383Q (6409.885312 sec): 39 clusters Score: Raw -58497179.333337 + Penalty 48163.559074 = -58449015.774262 nChanged 178 Iteration 384Q (6415.298433 sec): 39 clusters Score: Raw -58497184.961395 + Penalty 48163.559074 = -58449021.402321 nChanged 175 Iteration 385Q (6421.109053 sec): 39 clusters Score: Raw -58497190.450171 + Penalty 48163.559074 = -58449026.891097 nChanged 189 Iteration 386Q (6427.047098 sec): 39 clusters Score: Raw -58497197.515873 + Penalty 48163.559074 = -58449033.956798 nChanged 203 Iteration 387Q (6433.018987 sec): 39 clusters Score: Raw -58497204.000385 + Penalty 48163.559074 = -58449040.441311 nChanged 199 Iteration 388Q (6438.684623 sec): 39 clusters Score: Raw -58497209.591681 + Penalty 48163.559074 = -58449046.032607 nChanged 173 Iteration 389Q (6444.171940 sec): 39 clusters Score: Raw -58497214.220061 + Penalty 48163.559074 = -58449050.660987 nChanged 181 Iteration 390Q (6449.896186 sec): 39 clusters Score: Raw -58497219.648963 + Penalty 48163.559074 = -58449056.089889 nChanged 195 Iteration 391Q (6455.964656 sec): 39 clusters Score: Raw -58497226.510821 + Penalty 48163.559074 = -58449062.951747 nChanged 202 Iteration 392Q (6462.096546 sec): 39 clusters Score: Raw -58497235.557401 + Penalty 48163.559074 = -58449071.998327 nChanged 219 Iteration 393Q (6467.971171 sec): 39 clusters Score: Raw -58497244.762249 + Penalty 48163.559074 = -58449081.203175 nChanged 210 Iteration 394Q (6473.846813 sec): 39 clusters Score: Raw -58497252.565067 + Penalty 48163.559074 = -58449089.005993 nChanged 208 Iteration 395Q (6479.749935 sec): 39 clusters Score: Raw -58497260.242429 + Penalty 48163.559074 = -58449096.683355 nChanged 250 Iteration 396Q (6485.854443 sec): 39 clusters Score: Raw -58497269.346717 + Penalty 48163.559074 = -58449105.787643 nChanged 224 Iteration 397Q (6491.930063 sec): 39 clusters Score: Raw -58497277.033441 + Penalty 48163.559074 = -58449113.474366 nChanged 211 Iteration 398Q (6497.972747 sec): 39 clusters Score: Raw -58497284.046199 + Penalty 48163.559074 = -58449120.487124 nChanged 217 Iteration 399Q (6503.757060 sec): 39 clusters Score: Raw -58497292.205889 + Penalty 48163.559074 = -58449128.646814 nChanged 242 Iteration 400F (6515.010978 sec): 39 clusters Score: Raw -58497301.524173 + Penalty 48163.559074 = -58449137.965099 nChanged 212 Iteration 401Q (6520.874794 sec): 39 clusters Score: Raw -58497308.908403 + Penalty 48163.559074 = -58449145.349328 nChanged 225 Iteration 402Q (6526.837102 sec): 39 clusters Score: Raw -58497316.280079 + Penalty 48163.559074 = -58449152.721005 nChanged 209 Iteration 403Q (6532.193964 sec): 39 clusters Score: Raw -58497323.357283 + Penalty 48163.559074 = -58449159.798209 nChanged 206 Iteration 404Q (6538.123765 sec): 39 clusters Score: Raw -58497330.325436 + Penalty 48163.559074 = -58449166.766362 nChanged 202 Iteration 405Q (6542.788914 sec): 39 clusters Score: Raw -58497337.191261 + Penalty 48163.559074 = -58449173.632187 nChanged 199 Iteration 406Q (6548.358713 sec): 39 clusters Score: Raw -58497345.150103 + Penalty 48163.559074 = -58449181.591029 nChanged 223 Iteration 407Q (6553.989697 sec): 39 clusters Score: Raw -58497353.445516 + Penalty 48163.559074 = -58449189.886442 nChanged 245 Iteration 408Q (6559.647002 sec): 39 clusters Score: Raw -58497363.183512 + Penalty 48163.559074 = -58449199.624438 nChanged 224 Iteration 409Q (6565.581351 sec): 39 clusters Score: Raw -58497373.210968 + Penalty 48163.559074 = -58449209.651894 nChanged 249 Iteration 410Q (6571.618197 sec): 39 clusters Score: Raw -58497384.455083 + Penalty 48163.559074 = -58449220.896008 nChanged 216 Iteration 411Q (6577.347302 sec): 39 clusters Score: Raw -58497395.395461 + Penalty 48163.559074 = -58449231.836387 nChanged 240 Iteration 412Q (6582.941692 sec): 39 clusters Score: Raw -58497405.470222 + Penalty 48163.559074 = -58449241.911148 nChanged 238 Iteration 413Q (6588.457841 sec): 39 clusters Score: Raw -58497414.477089 + Penalty 48163.559074 = -58449250.918015 nChanged 247 Iteration 414Q (6594.244830 sec): 39 clusters Score: Raw -58497422.968570 + Penalty 48163.559074 = -58449259.409495 nChanged 214 Iteration 415Q (6600.235191 sec): 39 clusters Score: Raw -58497431.320431 + Penalty 48163.559074 = -58449267.761357 nChanged 199 Iteration 416Q (6606.132203 sec): 39 clusters Score: Raw -58497438.168500 + Penalty 48163.559074 = -58449274.609426 nChanged 189 Iteration 417Q (6611.899098 sec): 39 clusters Score: Raw -58497445.904287 + Penalty 48163.559074 = -58449282.345213 nChanged 201 Iteration 418Q (6617.358009 sec): 39 clusters Score: Raw -58497454.700417 + Penalty 48163.559074 = -58449291.141343 nChanged 223 Writing temp clu file Because OldScore, -58449282.345213, is greater than current (better) Score,-58449291.141343 Compute initial score before splitting: Score: Raw -58497454.700417 + Penalty 48163.559074 = -58449291.141343 Trying to split cluster 1 (4499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6617.499946 sec): 2 clusters Score: Raw -424627.851398 + Penalty 799.102991 = -423828.748407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6617.564194 sec): 3 clusters Score: Raw -422167.737373 + Penalty 1598.205981 = -420569.531391 nChanged 1868 SP:Iteration 1F (6617.594852 sec): 3 clusters Score: Raw -423174.918366 + Penalty 1598.205981 = -421576.712385 nChanged 343 SP:Iteration 2F (6617.647464 sec): 3 clusters Score: Raw -423412.522804 + Penalty 1598.205981 = -421814.316823 nChanged 311 SP:Iteration 3F (6617.697986 sec): 3 clusters Score: Raw -423627.976761 + Penalty 1598.205981 = -422029.770779 nChanged 286 SP:Iteration 4F (6617.739083 sec): 3 clusters Score: Raw -423813.501374 + Penalty 1598.205981 = -422215.295392 nChanged 260 SP:Iteration 5F (6617.783923 sec): 3 clusters Score: Raw -424000.354258 + Penalty 1598.205981 = -422402.148277 nChanged 237 SP:Iteration 6F (6617.831708 sec): 3 clusters Score: Raw -424173.179791 + Penalty 1598.205981 = -422574.973810 nChanged 186 SP:Iteration 7Q (6617.875300 sec): 3 clusters Score: Raw -424297.539032 + Penalty 1598.205981 = -422699.333051 nChanged 163 SP:Iteration 8Q (6617.926790 sec): 3 clusters Score: Raw -424406.234472 + Penalty 1598.205981 = -422808.028491 nChanged 138 SP:Iteration 9Q (6617.979411 sec): 3 clusters Score: Raw -424476.125687 + Penalty 1598.205981 = -422877.919706 nChanged 102 SP:Iteration 10Q (6618.032312 sec): 3 clusters Score: Raw -424529.265649 + Penalty 1598.205981 = -422931.059668 nChanged 79 SP:Iteration 11Q (6618.086223 sec): 3 clusters Score: Raw -424562.150747 + Penalty 1598.205981 = -422963.944766 nChanged 57 SP:Iteration 12Q (6618.139490 sec): 3 clusters Score: Raw -424586.921490 + Penalty 1598.205981 = -422988.715508 nChanged 50 SP:Iteration 13Q (6618.189304 sec): 3 clusters Score: Raw -424605.601140 + Penalty 1598.205981 = -423007.395159 nChanged 38 SP:Iteration 14Q (6618.236147 sec): 3 clusters Score: Raw -424618.338688 + Penalty 1598.205981 = -423020.132706 nChanged 28 SP:Iteration 15Q (6618.288430 sec): 3 clusters Score: Raw -424625.634728 + Penalty 1598.205981 = -423027.428747 nChanged 19 SP:Iteration 16Q (6618.340277 sec): 3 clusters Score: Raw -424629.243043 + Penalty 1598.205981 = -423031.037061 nChanged 13 SP:Iteration 17Q (6618.392070 sec): 3 clusters Score: Raw -424631.299319 + Penalty 1598.205981 = -423033.093337 nChanged 7 SP:Iteration 18Q (6618.444225 sec): 3 clusters Score: Raw -424632.455884 + Penalty 1598.205981 = -423034.249903 nChanged 6 SP:Iteration 19Q (6618.483910 sec): 3 clusters Score: Raw -424633.253832 + Penalty 1598.205981 = -423035.047850 nChanged 7 SP:Iteration 20F (6618.526841 sec): 3 clusters Score: Raw -424634.247814 + Penalty 1598.205981 = -423036.041833 nChanged 4 SP:Iteration 21Q (6618.579341 sec): 3 clusters Score: Raw -424634.743572 + Penalty 1598.205981 = -423036.537591 nChanged 3 SP:Iteration 22Q (6618.623220 sec): 3 clusters Score: Raw -424635.152160 + Penalty 1598.205981 = -423036.946178 nChanged 2 SP:Iteration 23Q (6618.674913 sec): 3 clusters Score: Raw -424635.393166 + Penalty 1598.205981 = -423037.187185 nChanged 0 SP:Iteration 24F (6618.727580 sec): 3 clusters Score: Raw -424635.393166 + Penalty 1598.205981 = -423037.187185 nChanged 0 Trying to split cluster 2 (58212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6618.821935 sec): 2 clusters Score: Raw -5702619.013230 + Penalty 1042.325446 = -5701576.687784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6618.936864 sec): 3 clusters Score: Raw -5664769.770783 + Penalty 2084.650892 = -5662685.119891 nChanged 27936 SP:Iteration 1F (6619.058644 sec): 3 clusters Score: Raw -5682324.775353 + Penalty 2084.650892 = -5680240.124461 nChanged 3227 SP:Iteration 2F (6619.176063 sec): 3 clusters Score: Raw -5684121.316707 + Penalty 2084.650892 = -5682036.665816 nChanged 3796 SP:Iteration 3F (6619.299004 sec): 3 clusters Score: Raw -5686666.036545 + Penalty 2084.650892 = -5684581.385653 nChanged 4093 SP:Iteration 4F (6619.423880 sec): 3 clusters Score: Raw -5689740.914488 + Penalty 2084.650892 = -5687656.263597 nChanged 3940 SP:Iteration 5F (6619.532739 sec): 3 clusters Score: Raw -5692751.356330 + Penalty 2084.650892 = -5690666.705439 nChanged 3344 SP:Iteration 6F (6619.655140 sec): 3 clusters Score: Raw -5694901.421167 + Penalty 2084.650892 = -5692816.770275 nChanged 2444 SP:Iteration 7Q (6619.772313 sec): 3 clusters Score: Raw -5696124.434182 + Penalty 2084.650892 = -5694039.783291 nChanged 1577 SP:Iteration 8Q (6619.886861 sec): 3 clusters Score: Raw -5696749.751091 + Penalty 2084.650892 = -5694665.100200 nChanged 1144 SP:Iteration 9Q (6620.003836 sec): 3 clusters Score: Raw -5697142.458122 + Penalty 2084.650892 = -5695057.807230 nChanged 991 SP:Iteration 10Q (6620.129790 sec): 3 clusters Score: Raw -5697474.467492 + Penalty 2084.650892 = -5695389.816601 nChanged 935 SP:Iteration 11Q (6620.239236 sec): 3 clusters Score: Raw -5697795.693106 + Penalty 2084.650892 = -5695711.042215 nChanged 952 SP:Iteration 12Q (6620.356578 sec): 3 clusters Score: Raw -5698151.015785 + Penalty 2084.650892 = -5696066.364893 nChanged 979 SP:Iteration 13Q (6620.485490 sec): 3 clusters Score: Raw -5698520.723565 + Penalty 2084.650892 = -5696436.072674 nChanged 961 SP:Iteration 14Q (6620.604051 sec): 3 clusters Score: Raw -5698890.205574 + Penalty 2084.650892 = -5696805.554682 nChanged 925 SP:Iteration 15Q (6620.721380 sec): 3 clusters Score: Raw -5699265.575206 + Penalty 2084.650892 = -5697180.924315 nChanged 921 SP:Iteration 16Q (6620.833308 sec): 3 clusters Score: Raw -5699639.633504 + Penalty 2084.650892 = -5697554.982612 nChanged 844 SP:Iteration 17Q (6620.948746 sec): 3 clusters Score: Raw -5699989.204288 + Penalty 2084.650892 = -5697904.553396 nChanged 823 SP:Iteration 18Q (6621.061482 sec): 3 clusters Score: Raw -5700328.378773 + Penalty 2084.650892 = -5698243.727882 nChanged 776 SP:Iteration 19Q (6621.167121 sec): 3 clusters Score: Raw -5700662.142861 + Penalty 2084.650892 = -5698577.491969 nChanged 715 SP:Iteration 20F (6621.290696 sec): 3 clusters Score: Raw -5700968.356819 + Penalty 2084.650892 = -5698883.705927 nChanged 655 SP:Iteration 21Q (6621.406732 sec): 3 clusters Score: Raw -5701250.264873 + Penalty 2084.650892 = -5699165.613981 nChanged 588 SP:Iteration 22Q (6621.516403 sec): 3 clusters Score: Raw -5701509.990252 + Penalty 2084.650892 = -5699425.339361 nChanged 520 SP:Iteration 23Q (6621.630543 sec): 3 clusters Score: Raw -5701720.959603 + Penalty 2084.650892 = -5699636.308711 nChanged 438 SP:Iteration 24Q (6621.746621 sec): 3 clusters Score: Raw -5701910.687655 + Penalty 2084.650892 = -5699826.036763 nChanged 407 SP:Iteration 25Q (6621.859929 sec): 3 clusters Score: Raw -5702101.916149 + Penalty 2084.650892 = -5700017.265257 nChanged 371 SP:Iteration 26Q (6621.960442 sec): 3 clusters Score: Raw -5702281.651513 + Penalty 2084.650892 = -5700197.000622 nChanged 334 SP:Iteration 27Q (6622.064755 sec): 3 clusters Score: Raw -5702433.514962 + Penalty 2084.650892 = -5700348.864071 nChanged 265 SP:Iteration 28Q (6622.178273 sec): 3 clusters Score: Raw -5702556.062676 + Penalty 2084.650892 = -5700471.411785 nChanged 220 SP:Iteration 29Q (6622.299536 sec): 3 clusters Score: Raw -5702646.210545 + Penalty 2084.650892 = -5700561.559653 nChanged 198 SP:Iteration 30Q (6622.402484 sec): 3 clusters Score: Raw -5702727.449353 + Penalty 2084.650892 = -5700642.798462 nChanged 134 SP:Iteration 31Q (6622.516752 sec): 3 clusters Score: Raw -5702777.125030 + Penalty 2084.650892 = -5700692.474138 nChanged 99 SP:Iteration 32Q (6622.626821 sec): 3 clusters Score: Raw -5702812.197639 + Penalty 2084.650892 = -5700727.546747 nChanged 107 SP:Iteration 33Q (6622.734944 sec): 3 clusters Score: Raw -5702852.708477 + Penalty 2084.650892 = -5700768.057586 nChanged 86 SP:Iteration 34Q (6622.837142 sec): 3 clusters Score: Raw -5702879.064242 + Penalty 2084.650892 = -5700794.413351 nChanged 69 SP:Iteration 35Q (6622.942074 sec): 3 clusters Score: Raw -5702896.686864 + Penalty 2084.650892 = -5700812.035973 nChanged 52 SP:Iteration 36Q (6623.044635 sec): 3 clusters Score: Raw -5702910.137874 + Penalty 2084.650892 = -5700825.486982 nChanged 55 SP:Iteration 37Q (6623.146331 sec): 3 clusters Score: Raw -5702922.944177 + Penalty 2084.650892 = -5700838.293285 nChanged 39 SP:Iteration 38Q (6623.248406 sec): 3 clusters Score: Raw -5702931.330420 + Penalty 2084.650892 = -5700846.679528 nChanged 28 SP:Iteration 39Q (6623.335490 sec): 3 clusters Score: Raw -5702936.756611 + Penalty 2084.650892 = -5700852.105720 nChanged 37 SP:Iteration 40F (6623.458402 sec): 3 clusters Score: Raw -5702945.931380 + Penalty 2084.650892 = -5700861.280489 nChanged 28 SP:Iteration 41Q (6623.552340 sec): 3 clusters Score: Raw -5702951.840311 + Penalty 2084.650892 = -5700867.189419 nChanged 26 SP:Iteration 42Q (6623.660563 sec): 3 clusters Score: Raw -5702958.779254 + Penalty 2084.650892 = -5700874.128362 nChanged 24 SP:Iteration 43Q (6623.772925 sec): 3 clusters Score: Raw -5702965.872390 + Penalty 2084.650892 = -5700881.221499 nChanged 20 SP:Iteration 44Q (6623.880478 sec): 3 clusters Score: Raw -5702972.438761 + Penalty 2084.650892 = -5700887.787869 nChanged 28 SP:Iteration 45Q (6623.990841 sec): 3 clusters Score: Raw -5702980.589717 + Penalty 2084.650892 = -5700895.938825 nChanged 20 SP:Iteration 46Q (6624.099286 sec): 3 clusters Score: Raw -5702985.716452 + Penalty 2084.650892 = -5700901.065560 nChanged 13 SP:Iteration 47Q (6624.208322 sec): 3 clusters Score: Raw -5702989.037964 + Penalty 2084.650892 = -5700904.387072 nChanged 10 SP:Iteration 48Q (6624.316836 sec): 3 clusters Score: Raw -5702990.590293 + Penalty 2084.650892 = -5700905.939402 nChanged 7 SP:Iteration 49Q (6624.425121 sec): 3 clusters Score: Raw -5702992.346640 + Penalty 2084.650892 = -5700907.695748 nChanged 9 SP:Iteration 50Q (6624.528670 sec): 3 clusters Score: Raw -5702993.922088 + Penalty 2084.650892 = -5700909.271196 nChanged 9 SP:Iteration 51Q (6624.625441 sec): 3 clusters Score: Raw -5702996.597435 + Penalty 2084.650892 = -5700911.946544 nChanged 8 SP:Iteration 52Q (6624.726303 sec): 3 clusters Score: Raw -5702998.471853 + Penalty 2084.650892 = -5700913.820962 nChanged 11 SP:Iteration 53Q (6624.821537 sec): 3 clusters Score: Raw -5703001.764649 + Penalty 2084.650892 = -5700917.113757 nChanged 12 SP:Iteration 54Q (6624.928922 sec): 3 clusters Score: Raw -5703004.445547 + Penalty 2084.650892 = -5700919.794656 nChanged 14 SP:Iteration 55Q (6625.037020 sec): 3 clusters Score: Raw -5703007.391925 + Penalty 2084.650892 = -5700922.741034 nChanged 8 SP:Iteration 56Q (6625.143502 sec): 3 clusters Score: Raw -5703009.634044 + Penalty 2084.650892 = -5700924.983153 nChanged 9 SP:Iteration 57Q (6625.241576 sec): 3 clusters Score: Raw -5703012.444402 + Penalty 2084.650892 = -5700927.793511 nChanged 7 SP:Iteration 58Q (6625.352911 sec): 3 clusters Score: Raw -5703013.599615 + Penalty 2084.650892 = -5700928.948723 nChanged 7 SP:Iteration 59Q (6625.459336 sec): 3 clusters Score: Raw -5703014.927594 + Penalty 2084.650892 = -5700930.276703 nChanged 6 SP:Iteration 60F (6625.582595 sec): 3 clusters Score: Raw -5703016.404017 + Penalty 2084.650892 = -5700931.753125 nChanged 5 SP:Iteration 61Q (6625.696266 sec): 3 clusters Score: Raw -5703017.960391 + Penalty 2084.650892 = -5700933.309500 nChanged 7 SP:Iteration 62Q (6625.767931 sec): 3 clusters Score: Raw -5703019.209961 + Penalty 2084.650892 = -5700934.559070 nChanged 6 SP:Iteration 63Q (6625.872067 sec): 3 clusters Score: Raw -5703020.143414 + Penalty 2084.650892 = -5700935.492522 nChanged 0 SP:Iteration 64F (6625.977934 sec): 3 clusters Score: Raw -5703020.143414 + Penalty 2084.650892 = -5700935.492522 nChanged 0 Trying to split cluster 3 (5753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6626.000288 sec): 2 clusters Score: Raw -519561.445645 + Penalty 822.460290 = -518738.985355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6626.050034 sec): 3 clusters Score: Raw -516285.903567 + Penalty 1644.920580 = -514640.982987 nChanged 2496 SP:Iteration 1F (6626.115406 sec): 3 clusters Score: Raw -517763.101326 + Penalty 1644.920580 = -516118.180746 nChanged 456 SP:Iteration 2F (6626.159809 sec): 3 clusters Score: Raw -518040.324917 + Penalty 1644.920580 = -516395.404337 nChanged 400 SP:Iteration 3F (6626.214286 sec): 3 clusters Score: Raw -518268.870498 + Penalty 1644.920580 = -516623.949918 nChanged 352 SP:Iteration 4F (6626.253363 sec): 3 clusters Score: Raw -518463.579130 + Penalty 1644.920580 = -516818.658550 nChanged 273 SP:Iteration 5Q (6626.295596 sec): 3 clusters Score: Raw -518620.693387 + Penalty 1644.920580 = -516975.772807 nChanged 250 SP:Iteration 6Q (6626.335008 sec): 3 clusters Score: Raw -518762.273424 + Penalty 1644.920580 = -517117.352844 nChanged 221 SP:Iteration 7Q (6626.389672 sec): 3 clusters Score: Raw -518893.385175 + Penalty 1644.920580 = -517248.464595 nChanged 205 SP:Iteration 8Q (6626.437115 sec): 3 clusters Score: Raw -519005.706112 + Penalty 1644.920580 = -517360.785532 nChanged 168 SP:Iteration 9Q (6626.485833 sec): 3 clusters Score: Raw -519087.695461 + Penalty 1644.920580 = -517442.774881 nChanged 155 SP:Iteration 10Q (6626.530402 sec): 3 clusters Score: Raw -519174.804066 + Penalty 1644.920580 = -517529.883486 nChanged 159 SP:Iteration 11Q (6626.587979 sec): 3 clusters Score: Raw -519277.114481 + Penalty 1644.920580 = -517632.193901 nChanged 147 SP:Iteration 12Q (6626.634158 sec): 3 clusters Score: Raw -519380.178104 + Penalty 1644.920580 = -517735.257524 nChanged 137 SP:Iteration 13Q (6626.680096 sec): 3 clusters Score: Raw -519478.923038 + Penalty 1644.920580 = -517834.002458 nChanged 93 SP:Iteration 14Q (6626.726073 sec): 3 clusters Score: Raw -519543.870062 + Penalty 1644.920580 = -517898.949482 nChanged 64 SP:Iteration 15Q (6626.761106 sec): 3 clusters Score: Raw -519595.170981 + Penalty 1644.920580 = -517950.250401 nChanged 54 SP:Iteration 16Q (6626.811832 sec): 3 clusters Score: Raw -519638.795881 + Penalty 1644.920580 = -517993.875301 nChanged 46 SP:Iteration 17Q (6626.869113 sec): 3 clusters Score: Raw -519676.765544 + Penalty 1644.920580 = -518031.844964 nChanged 27 SP:Iteration 18Q (6626.916976 sec): 3 clusters Score: Raw -519700.198089 + Penalty 1644.920580 = -518055.277509 nChanged 23 SP:Iteration 19Q (6626.959350 sec): 3 clusters Score: Raw -519719.298841 + Penalty 1644.920580 = -518074.378261 nChanged 18 SP:Iteration 20F (6627.006843 sec): 3 clusters Score: Raw -519738.907973 + Penalty 1644.920580 = -518093.987393 nChanged 17 SP:Iteration 21Q (6627.062279 sec): 3 clusters Score: Raw -519756.044329 + Penalty 1644.920580 = -518111.123749 nChanged 14 SP:Iteration 22Q (6627.114727 sec): 3 clusters Score: Raw -519771.205450 + Penalty 1644.920580 = -518126.284870 nChanged 10 SP:Iteration 23Q (6627.139765 sec): 3 clusters Score: Raw -519778.937964 + Penalty 1644.920580 = -518134.017384 nChanged 4 SP:Iteration 24Q (6627.190496 sec): 3 clusters Score: Raw -519783.432140 + Penalty 1644.920580 = -518138.511560 nChanged 5 SP:Iteration 25Q (6627.229237 sec): 3 clusters Score: Raw -519787.127289 + Penalty 1644.920580 = -518142.206709 nChanged 3 SP:Iteration 26Q (6627.274268 sec): 3 clusters Score: Raw -519788.990792 + Penalty 1644.920580 = -518144.070212 nChanged 1 SP:Iteration 27Q (6627.323788 sec): 3 clusters Score: Raw -519789.166188 + Penalty 1644.920580 = -518144.245608 nChanged 1 SP:Iteration 28Q (6627.373472 sec): 3 clusters Score: Raw -519789.462982 + Penalty 1644.920580 = -518144.542402 nChanged 1 SP:Iteration 29Q (6627.412653 sec): 3 clusters Score: Raw -519790.067748 + Penalty 1644.920580 = -518145.147168 nChanged 1 SP:Iteration 30Q (6627.463531 sec): 3 clusters Score: Raw -519790.927598 + Penalty 1644.920580 = -518146.007018 nChanged 1 SP:Iteration 31Q (6627.513258 sec): 3 clusters Score: Raw -519791.144993 + Penalty 1644.920580 = -518146.224413 nChanged 0 SP:Iteration 32F (6627.542625 sec): 3 clusters Score: Raw -519791.144993 + Penalty 1644.920580 = -518146.224413 nChanged 0 Trying to split cluster 4 (13519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6627.581052 sec): 2 clusters Score: Raw -1353579.618334 + Penalty 903.625881 = -1352675.992453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6627.648565 sec): 3 clusters Score: Raw -1345389.868882 + Penalty 1807.251763 = -1343582.617119 nChanged 6207 SP:Iteration 1F (6627.701259 sec): 3 clusters Score: Raw -1349236.459639 + Penalty 1807.251763 = -1347429.207877 nChanged 952 SP:Iteration 2F (6627.754964 sec): 3 clusters Score: Raw -1349800.310201 + Penalty 1807.251763 = -1347993.058438 nChanged 979 SP:Iteration 3F (6627.824439 sec): 3 clusters Score: Raw -1350440.145752 + Penalty 1807.251763 = -1348632.893989 nChanged 1024 SP:Iteration 4F (6627.873446 sec): 3 clusters Score: Raw -1351239.816992 + Penalty 1807.251763 = -1349432.565230 nChanged 986 SP:Iteration 5F (6627.933670 sec): 3 clusters Score: Raw -1352070.631200 + Penalty 1807.251763 = -1350263.379438 nChanged 837 SP:Iteration 6F (6628.005955 sec): 3 clusters Score: Raw -1352823.050875 + Penalty 1807.251763 = -1351015.799112 nChanged 580 SP:Iteration 7Q (6628.059049 sec): 3 clusters Score: Raw -1353294.515952 + Penalty 1807.251763 = -1351487.264190 nChanged 362 SP:Iteration 8Q (6628.108311 sec): 3 clusters Score: Raw -1353563.637983 + Penalty 1807.251763 = -1351756.386220 nChanged 231 SP:Iteration 9Q (6628.175092 sec): 3 clusters Score: Raw -1353698.555107 + Penalty 1807.251763 = -1351891.303345 nChanged 160 SP:Iteration 10Q (6628.244154 sec): 3 clusters Score: Raw -1353766.215924 + Penalty 1807.251763 = -1351958.964161 nChanged 115 SP:Iteration 11Q (6628.307935 sec): 3 clusters Score: Raw -1353813.032691 + Penalty 1807.251763 = -1352005.780929 nChanged 93 SP:Iteration 12Q (6628.363452 sec): 3 clusters Score: Raw -1353850.239590 + Penalty 1807.251763 = -1352042.987827 nChanged 84 SP:Iteration 13Q (6628.421793 sec): 3 clusters Score: Raw -1353875.659841 + Penalty 1807.251763 = -1352068.408078 nChanged 64 SP:Iteration 14Q (6628.468279 sec): 3 clusters Score: Raw -1353892.751462 + Penalty 1807.251763 = -1352085.499699 nChanged 69 SP:Iteration 15Q (6628.529751 sec): 3 clusters Score: Raw -1353913.097094 + Penalty 1807.251763 = -1352105.845331 nChanged 55 SP:Iteration 16Q (6628.570811 sec): 3 clusters Score: Raw -1353930.482426 + Penalty 1807.251763 = -1352123.230664 nChanged 49 SP:Iteration 17Q (6628.621408 sec): 3 clusters Score: Raw -1353946.039869 + Penalty 1807.251763 = -1352138.788106 nChanged 53 SP:Iteration 18Q (6628.676245 sec): 3 clusters Score: Raw -1353962.644673 + Penalty 1807.251763 = -1352155.392911 nChanged 42 SP:Iteration 19Q (6628.732667 sec): 3 clusters Score: Raw -1353973.498104 + Penalty 1807.251763 = -1352166.246341 nChanged 34 SP:Iteration 20F (6628.801227 sec): 3 clusters Score: Raw -1353983.915508 + Penalty 1807.251763 = -1352176.663746 nChanged 33 SP:Iteration 21Q (6628.841766 sec): 3 clusters Score: Raw -1353992.535454 + Penalty 1807.251763 = -1352185.283691 nChanged 30 SP:Iteration 22Q (6628.892920 sec): 3 clusters Score: Raw -1354001.272619 + Penalty 1807.251763 = -1352194.020856 nChanged 20 SP:Iteration 23Q (6628.953726 sec): 3 clusters Score: Raw -1354004.702431 + Penalty 1807.251763 = -1352197.450668 nChanged 16 SP:Iteration 24Q (6629.009947 sec): 3 clusters Score: Raw -1354007.547037 + Penalty 1807.251763 = -1352200.295274 nChanged 13 SP:Iteration 25Q (6629.063006 sec): 3 clusters Score: Raw -1354009.810472 + Penalty 1807.251763 = -1352202.558709 nChanged 9 SP:Iteration 26Q (6629.111697 sec): 3 clusters Score: Raw -1354011.153102 + Penalty 1807.251763 = -1352203.901340 nChanged 8 SP:Iteration 27Q (6629.164107 sec): 3 clusters Score: Raw -1354013.201861 + Penalty 1807.251763 = -1352205.950098 nChanged 8 SP:Iteration 28Q (6629.202228 sec): 3 clusters Score: Raw -1354015.162299 + Penalty 1807.251763 = -1352207.910536 nChanged 10 SP:Iteration 29Q (6629.249189 sec): 3 clusters Score: Raw -1354016.896616 + Penalty 1807.251763 = -1352209.644854 nChanged 8 SP:Iteration 30Q (6629.303587 sec): 3 clusters Score: Raw -1354018.290004 + Penalty 1807.251763 = -1352211.038241 nChanged 5 SP:Iteration 31Q (6629.357350 sec): 3 clusters Score: Raw -1354019.090760 + Penalty 1807.251763 = -1352211.838998 nChanged 5 SP:Iteration 32Q (6629.416367 sec): 3 clusters Score: Raw -1354020.243219 + Penalty 1807.251763 = -1352212.991456 nChanged 6 SP:Iteration 33Q (6629.485446 sec): 3 clusters Score: Raw -1354021.810123 + Penalty 1807.251763 = -1352214.558360 nChanged 8 SP:Iteration 34Q (6629.544041 sec): 3 clusters Score: Raw -1354023.083410 + Penalty 1807.251763 = -1352215.831647 nChanged 6 SP:Iteration 35Q (6629.601498 sec): 3 clusters Score: Raw -1354024.225482 + Penalty 1807.251763 = -1352216.973719 nChanged 6 SP:Iteration 36Q (6629.650817 sec): 3 clusters Score: Raw -1354025.634280 + Penalty 1807.251763 = -1352218.382517 nChanged 4 SP:Iteration 37Q (6629.704991 sec): 3 clusters Score: Raw -1354026.856950 + Penalty 1807.251763 = -1352219.605188 nChanged 8 SP:Iteration 38Q (6629.757838 sec): 3 clusters Score: Raw -1354028.985706 + Penalty 1807.251763 = -1352221.733943 nChanged 7 SP:Iteration 39Q (6629.823320 sec): 3 clusters Score: Raw -1354030.705227 + Penalty 1807.251763 = -1352223.453464 nChanged 6 SP:Iteration 40F (6629.872555 sec): 3 clusters Score: Raw -1354031.723935 + Penalty 1807.251763 = -1352224.472172 nChanged 4 SP:Iteration 41Q (6629.905809 sec): 3 clusters Score: Raw -1354032.302060 + Penalty 1807.251763 = -1352225.050297 nChanged 1 SP:Iteration 42Q (6629.957820 sec): 3 clusters Score: Raw -1354032.589637 + Penalty 1807.251763 = -1352225.337874 nChanged 2 SP:Iteration 43Q (6630.004354 sec): 3 clusters Score: Raw -1354033.407297 + Penalty 1807.251763 = -1352226.155534 nChanged 8 SP:Iteration 44Q (6630.066756 sec): 3 clusters Score: Raw -1354035.787887 + Penalty 1807.251763 = -1352228.536125 nChanged 7 SP:Iteration 45Q (6630.114885 sec): 3 clusters Score: Raw -1354036.923535 + Penalty 1807.251763 = -1352229.671772 nChanged 3 SP:Iteration 46Q (6630.141700 sec): 3 clusters Score: Raw -1354037.835676 + Penalty 1807.251763 = -1352230.583913 nChanged 5 SP:Iteration 47Q (6630.174097 sec): 3 clusters Score: Raw -1354039.124025 + Penalty 1807.251763 = -1352231.872262 nChanged 5 SP:Iteration 48Q (6630.230257 sec): 3 clusters Score: Raw -1354041.318206 + Penalty 1807.251763 = -1352234.066444 nChanged 5 SP:Iteration 49Q (6630.286219 sec): 3 clusters Score: Raw -1354043.110489 + Penalty 1807.251763 = -1352235.858726 nChanged 5 SP:Iteration 50Q (6630.339002 sec): 3 clusters Score: Raw -1354044.320534 + Penalty 1807.251763 = -1352237.068771 nChanged 9 SP:Iteration 51Q (6630.387648 sec): 3 clusters Score: Raw -1354045.865902 + Penalty 1807.251763 = -1352238.614139 nChanged 12 SP:Iteration 52Q (6630.438525 sec): 3 clusters Score: Raw -1354048.322358 + Penalty 1807.251763 = -1352241.070595 nChanged 9 SP:Iteration 53Q (6630.493613 sec): 3 clusters Score: Raw -1354050.216214 + Penalty 1807.251763 = -1352242.964451 nChanged 13 SP:Iteration 54Q (6630.547457 sec): 3 clusters Score: Raw -1354054.491701 + Penalty 1807.251763 = -1352247.239938 nChanged 9 SP:Iteration 55Q (6630.600267 sec): 3 clusters Score: Raw -1354057.539121 + Penalty 1807.251763 = -1352250.287359 nChanged 10 SP:Iteration 56Q (6630.650709 sec): 3 clusters Score: Raw -1354060.621874 + Penalty 1807.251763 = -1352253.370111 nChanged 6 SP:Iteration 57Q (6630.702424 sec): 3 clusters Score: Raw -1354061.554098 + Penalty 1807.251763 = -1352254.302336 nChanged 5 SP:Iteration 58Q (6630.753211 sec): 3 clusters Score: Raw -1354062.694049 + Penalty 1807.251763 = -1352255.442287 nChanged 4 SP:Iteration 59Q (6630.819179 sec): 3 clusters Score: Raw -1354063.342057 + Penalty 1807.251763 = -1352256.090294 nChanged 4 SP:Iteration 60F (6630.870446 sec): 3 clusters Score: Raw -1354064.046375 + Penalty 1807.251763 = -1352256.794612 nChanged 2 SP:Iteration 61Q (6630.923684 sec): 3 clusters Score: Raw -1354064.296530 + Penalty 1807.251763 = -1352257.044768 nChanged 1 SP:Iteration 62Q (6630.977958 sec): 3 clusters Score: Raw -1354064.326306 + Penalty 1807.251763 = -1352257.074544 nChanged 1 SP:Iteration 63Q (6631.023246 sec): 3 clusters Score: Raw -1354064.402589 + Penalty 1807.251763 = -1352257.150827 nChanged 1 SP:Iteration 64Q (6631.079329 sec): 3 clusters Score: Raw -1354064.579488 + Penalty 1807.251763 = -1352257.327725 nChanged 1 SP:Iteration 65Q (6631.100622 sec): 3 clusters Score: Raw -1354064.847971 + Penalty 1807.251763 = -1352257.596209 nChanged 1 SP:Iteration 66Q (6631.159002 sec): 3 clusters Score: Raw -1354064.889083 + Penalty 1807.251763 = -1352257.637321 nChanged 1 SP:Iteration 67Q (6631.208825 sec): 3 clusters Score: Raw -1354065.019234 + Penalty 1807.251763 = -1352257.767472 nChanged 0 SP:Iteration 68F (6631.268711 sec): 3 clusters Score: Raw -1354065.019234 + Penalty 1807.251763 = -1352257.767472 nChanged 0 Trying to split cluster 5 (1189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6631.293087 sec): 2 clusters Score: Raw -102494.236106 + Penalty 672.682450 = -101821.553656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6631.331423 sec): 3 clusters Score: Raw -101986.669983 + Penalty 1345.364900 = -100641.305083 nChanged 431 SP:Iteration 1F (6631.364212 sec): 3 clusters Score: Raw -102352.329130 + Penalty 1345.364900 = -101006.964230 nChanged 119 SP:Iteration 2F (6631.409899 sec): 3 clusters Score: Raw -102469.724122 + Penalty 1345.364900 = -101124.359221 nChanged 82 SP:Iteration 3F (6631.443614 sec): 3 clusters Score: Raw -102542.342608 + Penalty 1345.364900 = -101196.977708 nChanged 50 SP:Iteration 4Q (6631.486454 sec): 3 clusters Score: Raw -102585.191924 + Penalty 1345.364900 = -101239.827024 nChanged 37 SP:Iteration 5Q (6631.527842 sec): 3 clusters Score: Raw -102619.510580 + Penalty 1345.364900 = -101274.145679 nChanged 35 SP:Iteration 6Q (6631.564434 sec): 3 clusters Score: Raw -102650.369490 + Penalty 1345.364900 = -101305.004590 nChanged 24 SP:Iteration 7Q (6631.614363 sec): 3 clusters Score: Raw -102673.028622 + Penalty 1345.364900 = -101327.663722 nChanged 21 SP:Iteration 8Q (6631.648330 sec): 3 clusters Score: Raw -102701.691285 + Penalty 1345.364900 = -101356.326384 nChanged 24 SP:Iteration 9Q (6631.682427 sec): 3 clusters Score: Raw -102735.851305 + Penalty 1345.364900 = -101390.486405 nChanged 23 SP:Iteration 10Q (6631.720688 sec): 3 clusters Score: Raw -102768.449810 + Penalty 1345.364900 = -101423.084909 nChanged 23 SP:Iteration 11Q (6631.760798 sec): 3 clusters Score: Raw -102791.976221 + Penalty 1345.364900 = -101446.611321 nChanged 19 SP:Iteration 12Q (6631.804735 sec): 3 clusters Score: Raw -102805.343802 + Penalty 1345.364900 = -101459.978901 nChanged 13 SP:Iteration 13Q (6631.840408 sec): 3 clusters Score: Raw -102816.439388 + Penalty 1345.364900 = -101471.074487 nChanged 15 SP:Iteration 14Q (6631.889196 sec): 3 clusters Score: Raw -102825.589362 + Penalty 1345.364900 = -101480.224461 nChanged 8 SP:Iteration 15Q (6631.918409 sec): 3 clusters Score: Raw -102829.305922 + Penalty 1345.364900 = -101483.941021 nChanged 4 SP:Iteration 16Q (6631.953187 sec): 3 clusters Score: Raw -102832.354904 + Penalty 1345.364900 = -101486.990003 nChanged 5 SP:Iteration 17Q (6631.988148 sec): 3 clusters Score: Raw -102834.341968 + Penalty 1345.364900 = -101488.977067 nChanged 0 SP:Iteration 18F (6632.033026 sec): 3 clusters Score: Raw -102834.341968 + Penalty 1345.364900 = -101488.977067 nChanged 0 Trying to split cluster 6 (7062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6632.057981 sec): 2 clusters Score: Raw -675469.255276 + Penalty 841.935940 = -674627.319336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6632.115638 sec): 3 clusters Score: Raw -671385.844962 + Penalty 1683.871880 = -669701.973082 nChanged 3105 SP:Iteration 1F (6632.160640 sec): 3 clusters Score: Raw -673167.461450 + Penalty 1683.871880 = -671483.589570 nChanged 472 SP:Iteration 2F (6632.211272 sec): 3 clusters Score: Raw -673406.468574 + Penalty 1683.871880 = -671722.596694 nChanged 395 SP:Iteration 3F (6632.270527 sec): 3 clusters Score: Raw -673601.247797 + Penalty 1683.871880 = -671917.375918 nChanged 353 SP:Iteration 4Q (6632.311579 sec): 3 clusters Score: Raw -673790.039184 + Penalty 1683.871880 = -672106.167304 nChanged 362 SP:Iteration 5F (6632.360752 sec): 3 clusters Score: Raw -673998.430173 + Penalty 1683.871880 = -672314.558293 nChanged 341 SP:Iteration 6Q (6632.408378 sec): 3 clusters Score: Raw -674191.733820 + Penalty 1683.871880 = -672507.861940 nChanged 319 SP:Iteration 7Q (6632.462874 sec): 3 clusters Score: Raw -674361.938171 + Penalty 1683.871880 = -672678.066291 nChanged 288 SP:Iteration 8Q (6632.508324 sec): 3 clusters Score: Raw -674508.561934 + Penalty 1683.871880 = -672824.690055 nChanged 236 SP:Iteration 9Q (6632.567356 sec): 3 clusters Score: Raw -674606.413120 + Penalty 1683.871880 = -672922.541240 nChanged 184 SP:Iteration 10Q (6632.603014 sec): 3 clusters Score: Raw -674676.962086 + Penalty 1683.871880 = -672993.090206 nChanged 152 SP:Iteration 11Q (6632.651715 sec): 3 clusters Score: Raw -674739.446093 + Penalty 1683.871880 = -673055.574213 nChanged 139 SP:Iteration 12Q (6632.697245 sec): 3 clusters Score: Raw -674787.656865 + Penalty 1683.871880 = -673103.784985 nChanged 107 SP:Iteration 13Q (6632.745278 sec): 3 clusters Score: Raw -674816.843544 + Penalty 1683.871880 = -673132.971665 nChanged 90 SP:Iteration 14Q (6632.789523 sec): 3 clusters Score: Raw -674841.344564 + Penalty 1683.871880 = -673157.472684 nChanged 90 SP:Iteration 15Q (6632.843351 sec): 3 clusters Score: Raw -674865.308521 + Penalty 1683.871880 = -673181.436641 nChanged 75 SP:Iteration 16Q (6632.891524 sec): 3 clusters Score: Raw -674883.266777 + Penalty 1683.871880 = -673199.394897 nChanged 72 SP:Iteration 17Q (6632.938796 sec): 3 clusters Score: Raw -674898.823004 + Penalty 1683.871880 = -673214.951125 nChanged 54 SP:Iteration 18Q (6632.979382 sec): 3 clusters Score: Raw -674910.424170 + Penalty 1683.871880 = -673226.552291 nChanged 55 SP:Iteration 19Q (6633.033836 sec): 3 clusters Score: Raw -674921.340178 + Penalty 1683.871880 = -673237.468298 nChanged 42 SP:Iteration 20F (6633.081075 sec): 3 clusters Score: Raw -674927.676813 + Penalty 1683.871880 = -673243.804933 nChanged 39 SP:Iteration 21Q (6633.136638 sec): 3 clusters Score: Raw -674932.736280 + Penalty 1683.871880 = -673248.864400 nChanged 28 SP:Iteration 22Q (6633.189899 sec): 3 clusters Score: Raw -674936.431020 + Penalty 1683.871880 = -673252.559141 nChanged 29 SP:Iteration 23Q (6633.243713 sec): 3 clusters Score: Raw -674940.327095 + Penalty 1683.871880 = -673256.455215 nChanged 23 SP:Iteration 24Q (6633.285889 sec): 3 clusters Score: Raw -674943.462805 + Penalty 1683.871880 = -673259.590925 nChanged 24 SP:Iteration 25Q (6633.341724 sec): 3 clusters Score: Raw -674948.359050 + Penalty 1683.871880 = -673264.487170 nChanged 33 SP:Iteration 26Q (6633.381967 sec): 3 clusters Score: Raw -674954.071783 + Penalty 1683.871880 = -673270.199904 nChanged 29 SP:Iteration 27Q (6633.439897 sec): 3 clusters Score: Raw -674959.500663 + Penalty 1683.871880 = -673275.628783 nChanged 40 SP:Iteration 28Q (6633.483139 sec): 3 clusters Score: Raw -674968.770649 + Penalty 1683.871880 = -673284.898770 nChanged 42 SP:Iteration 29Q (6633.530038 sec): 3 clusters Score: Raw -674977.802871 + Penalty 1683.871880 = -673293.930991 nChanged 38 SP:Iteration 30Q (6633.576092 sec): 3 clusters Score: Raw -674985.533734 + Penalty 1683.871880 = -673301.661855 nChanged 41 SP:Iteration 31Q (6633.630278 sec): 3 clusters Score: Raw -674992.461545 + Penalty 1683.871880 = -673308.589665 nChanged 34 SP:Iteration 32Q (6633.681116 sec): 3 clusters Score: Raw -675000.025618 + Penalty 1683.871880 = -673316.153739 nChanged 43 SP:Iteration 33Q (6633.720974 sec): 3 clusters Score: Raw -675010.015608 + Penalty 1683.871880 = -673326.143729 nChanged 48 SP:Iteration 34Q (6633.769988 sec): 3 clusters Score: Raw -675019.919764 + Penalty 1683.871880 = -673336.047884 nChanged 52 SP:Iteration 35Q (6633.816203 sec): 3 clusters Score: Raw -675030.530129 + Penalty 1683.871880 = -673346.658249 nChanged 46 SP:Iteration 36Q (6633.864017 sec): 3 clusters Score: Raw -675039.251829 + Penalty 1683.871880 = -673355.379950 nChanged 34 SP:Iteration 37Q (6633.915863 sec): 3 clusters Score: Raw -675044.525496 + Penalty 1683.871880 = -673360.653616 nChanged 31 SP:Iteration 38Q (6633.956903 sec): 3 clusters Score: Raw -675050.714109 + Penalty 1683.871880 = -673366.842230 nChanged 39 SP:Iteration 39Q (6634.009169 sec): 3 clusters Score: Raw -675058.325264 + Penalty 1683.871880 = -673374.453385 nChanged 42 SP:Iteration 40F (6634.057666 sec): 3 clusters Score: Raw -675067.411350 + Penalty 1683.871880 = -673383.539471 nChanged 39 SP:Iteration 41Q (6634.113469 sec): 3 clusters Score: Raw -675079.192324 + Penalty 1683.871880 = -673395.320445 nChanged 52 SP:Iteration 42Q (6634.156052 sec): 3 clusters Score: Raw -675092.606939 + Penalty 1683.871880 = -673408.735060 nChanged 43 SP:Iteration 43Q (6634.202382 sec): 3 clusters Score: Raw -675102.248256 + Penalty 1683.871880 = -673418.376376 nChanged 37 SP:Iteration 44Q (6634.249344 sec): 3 clusters Score: Raw -675111.519094 + Penalty 1683.871880 = -673427.647215 nChanged 35 SP:Iteration 45Q (6634.299565 sec): 3 clusters Score: Raw -675118.686992 + Penalty 1683.871880 = -673434.815113 nChanged 33 SP:Iteration 46Q (6634.336680 sec): 3 clusters Score: Raw -675123.583021 + Penalty 1683.871880 = -673439.711142 nChanged 35 SP:Iteration 47Q (6634.391818 sec): 3 clusters Score: Raw -675131.130106 + Penalty 1683.871880 = -673447.258226 nChanged 38 SP:Iteration 48Q (6634.430810 sec): 3 clusters Score: Raw -675138.446284 + Penalty 1683.871880 = -673454.574404 nChanged 36 SP:Iteration 49Q (6634.482303 sec): 3 clusters Score: Raw -675146.057409 + Penalty 1683.871880 = -673462.185530 nChanged 37 SP:Iteration 50Q (6634.525356 sec): 3 clusters Score: Raw -675157.104862 + Penalty 1683.871880 = -673473.232983 nChanged 42 SP:Iteration 51Q (6634.576832 sec): 3 clusters Score: Raw -675168.411987 + Penalty 1683.871880 = -673484.540107 nChanged 47 SP:Iteration 52Q (6634.623957 sec): 3 clusters Score: Raw -675178.750004 + Penalty 1683.871880 = -673494.878124 nChanged 33 SP:Iteration 53Q (6634.662658 sec): 3 clusters Score: Raw -675187.653989 + Penalty 1683.871880 = -673503.782110 nChanged 38 SP:Iteration 54Q (6634.713811 sec): 3 clusters Score: Raw -675195.895395 + Penalty 1683.871880 = -673512.023515 nChanged 29 SP:Iteration 55Q (6634.758520 sec): 3 clusters Score: Raw -675202.953802 + Penalty 1683.871880 = -673519.081923 nChanged 28 SP:Iteration 56Q (6634.807098 sec): 3 clusters Score: Raw -675208.151210 + Penalty 1683.871880 = -673524.279331 nChanged 19 SP:Iteration 57Q (6634.858119 sec): 3 clusters Score: Raw -675212.691355 + Penalty 1683.871880 = -673528.819476 nChanged 14 SP:Iteration 58Q (6634.898877 sec): 3 clusters Score: Raw -675215.856437 + Penalty 1683.871880 = -673531.984557 nChanged 17 SP:Iteration 59Q (6634.943206 sec): 3 clusters Score: Raw -675219.660061 + Penalty 1683.871880 = -673535.788182 nChanged 20 SP:Iteration 60F (6634.983069 sec): 3 clusters Score: Raw -675224.344532 + Penalty 1683.871880 = -673540.472652 nChanged 21 SP:Iteration 61Q (6635.042784 sec): 3 clusters Score: Raw -675229.729045 + Penalty 1683.871880 = -673545.857166 nChanged 22 SP:Iteration 62Q (6635.087826 sec): 3 clusters Score: Raw -675236.070921 + Penalty 1683.871880 = -673552.199041 nChanged 29 SP:Iteration 63Q (6635.141862 sec): 3 clusters Score: Raw -675242.814646 + Penalty 1683.871880 = -673558.942766 nChanged 24 SP:Iteration 64Q (6635.181055 sec): 3 clusters Score: Raw -675248.392939 + Penalty 1683.871880 = -673564.521060 nChanged 32 SP:Iteration 65Q (6635.235462 sec): 3 clusters Score: Raw -675257.298106 + Penalty 1683.871880 = -673573.426226 nChanged 30 SP:Iteration 66Q (6635.278754 sec): 3 clusters Score: Raw -675264.347901 + Penalty 1683.871880 = -673580.476022 nChanged 25 SP:Iteration 67Q (6635.330376 sec): 3 clusters Score: Raw -675271.614044 + Penalty 1683.871880 = -673587.742164 nChanged 31 SP:Iteration 68Q (6635.369339 sec): 3 clusters Score: Raw -675281.518169 + Penalty 1683.871880 = -673597.646289 nChanged 37 SP:Iteration 69Q (6635.420193 sec): 3 clusters Score: Raw -675289.945197 + Penalty 1683.871880 = -673606.073318 nChanged 31 SP:Iteration 70Q (6635.466532 sec): 3 clusters Score: Raw -675296.225689 + Penalty 1683.871880 = -673612.353809 nChanged 26 SP:Iteration 71Q (6635.509711 sec): 3 clusters Score: Raw -675302.185806 + Penalty 1683.871880 = -673618.313926 nChanged 31 SP:Iteration 72Q (6635.560584 sec): 3 clusters Score: Raw -675309.955302 + Penalty 1683.871880 = -673626.083423 nChanged 31 SP:Iteration 73Q (6635.605257 sec): 3 clusters Score: Raw -675319.184264 + Penalty 1683.871880 = -673635.312384 nChanged 41 SP:Iteration 74Q (6635.649624 sec): 3 clusters Score: Raw -675330.280363 + Penalty 1683.871880 = -673646.408483 nChanged 42 SP:Iteration 75Q (6635.692097 sec): 3 clusters Score: Raw -675342.552139 + Penalty 1683.871880 = -673658.680259 nChanged 42 SP:Iteration 76Q (6635.736368 sec): 3 clusters Score: Raw -675355.343909 + Penalty 1683.871880 = -673671.472030 nChanged 34 SP:Iteration 77Q (6635.788841 sec): 3 clusters Score: Raw -675365.167172 + Penalty 1683.871880 = -673681.295293 nChanged 27 SP:Iteration 78Q (6635.837903 sec): 3 clusters Score: Raw -675371.982232 + Penalty 1683.871880 = -673688.110353 nChanged 19 SP:Iteration 79Q (6635.876682 sec): 3 clusters Score: Raw -675377.364837 + Penalty 1683.871880 = -673693.492957 nChanged 15 SP:Iteration 80F (6635.922533 sec): 3 clusters Score: Raw -675381.858035 + Penalty 1683.871880 = -673697.986156 nChanged 17 SP:Iteration 81Q (6635.983552 sec): 3 clusters Score: Raw -675386.752322 + Penalty 1683.871880 = -673702.880443 nChanged 21 SP:Iteration 82Q (6636.026362 sec): 3 clusters Score: Raw -675393.354023 + Penalty 1683.871880 = -673709.482143 nChanged 23 SP:Iteration 83Q (6636.065074 sec): 3 clusters Score: Raw -675398.826002 + Penalty 1683.871880 = -673714.954122 nChanged 18 SP:Iteration 84Q (6636.117922 sec): 3 clusters Score: Raw -675402.166756 + Penalty 1683.871880 = -673718.294877 nChanged 16 SP:Iteration 85Q (6636.172019 sec): 3 clusters Score: Raw -675405.721437 + Penalty 1683.871880 = -673721.849558 nChanged 16 SP:Iteration 86Q (6636.215554 sec): 3 clusters Score: Raw -675409.794891 + Penalty 1683.871880 = -673725.923011 nChanged 17 SP:Iteration 87Q (6636.261648 sec): 3 clusters Score: Raw -675414.687093 + Penalty 1683.871880 = -673730.815213 nChanged 12 SP:Iteration 88Q (6636.301308 sec): 3 clusters Score: Raw -675417.553801 + Penalty 1683.871880 = -673733.681921 nChanged 12 SP:Iteration 89Q (6636.347182 sec): 3 clusters Score: Raw -675420.876413 + Penalty 1683.871880 = -673737.004533 nChanged 17 SP:Iteration 90Q (6636.391779 sec): 3 clusters Score: Raw -675425.255209 + Penalty 1683.871880 = -673741.383329 nChanged 17 SP:Iteration 91Q (6636.445858 sec): 3 clusters Score: Raw -675431.176035 + Penalty 1683.871880 = -673747.304155 nChanged 30 SP:Iteration 92Q (6636.485585 sec): 3 clusters Score: Raw -675440.501596 + Penalty 1683.871880 = -673756.629716 nChanged 23 SP:Iteration 93Q (6636.535101 sec): 3 clusters Score: Raw -675447.417819 + Penalty 1683.871880 = -673763.545939 nChanged 18 SP:Iteration 94Q (6636.573675 sec): 3 clusters Score: Raw -675453.359944 + Penalty 1683.871880 = -673769.488064 nChanged 14 SP:Iteration 95Q (6636.634603 sec): 3 clusters Score: Raw -675458.635946 + Penalty 1683.871880 = -673774.764066 nChanged 9 SP:Iteration 96Q (6636.688112 sec): 3 clusters Score: Raw -675461.055627 + Penalty 1683.871880 = -673777.183748 nChanged 10 SP:Iteration 97Q (6636.723809 sec): 3 clusters Score: Raw -675463.811142 + Penalty 1683.871880 = -673779.939263 nChanged 14 SP:Iteration 98Q (6636.779934 sec): 3 clusters Score: Raw -675466.982434 + Penalty 1683.871880 = -673783.110555 nChanged 10 SP:Iteration 99Q (6636.830019 sec): 3 clusters Score: Raw -675469.814867 + Penalty 1683.871880 = -673785.942987 nChanged 11 SP:Iteration 100F (6636.871325 sec): 3 clusters Score: Raw -675473.406935 + Penalty 1683.871880 = -673789.535055 nChanged 12 SP:Iteration 101Q (6636.928965 sec): 3 clusters Score: Raw -675477.801039 + Penalty 1683.871880 = -673793.929159 nChanged 7 SP:Iteration 102Q (6636.973820 sec): 3 clusters Score: Raw -675479.724299 + Penalty 1683.871880 = -673795.852420 nChanged 6 SP:Iteration 103Q (6637.018175 sec): 3 clusters Score: Raw -675481.483086 + Penalty 1683.871880 = -673797.611206 nChanged 5 SP:Iteration 104Q (6637.064787 sec): 3 clusters Score: Raw -675482.563815 + Penalty 1683.871880 = -673798.691935 nChanged 3 SP:Iteration 105Q (6637.104376 sec): 3 clusters Score: Raw -675483.693087 + Penalty 1683.871880 = -673799.821207 nChanged 4 SP:Iteration 106Q (6637.153413 sec): 3 clusters Score: Raw -675484.761475 + Penalty 1683.871880 = -673800.889595 nChanged 2 SP:Iteration 107Q (6637.196004 sec): 3 clusters Score: Raw -675485.402166 + Penalty 1683.871880 = -673801.530286 nChanged 4 SP:Iteration 108Q (6637.244546 sec): 3 clusters Score: Raw -675486.992808 + Penalty 1683.871880 = -673803.120929 nChanged 5 SP:Iteration 109Q (6637.292969 sec): 3 clusters Score: Raw -675489.181020 + Penalty 1683.871880 = -673805.309140 nChanged 9 SP:Iteration 110Q (6637.340181 sec): 3 clusters Score: Raw -675491.517416 + Penalty 1683.871880 = -673807.645536 nChanged 4 SP:Iteration 111Q (6637.393960 sec): 3 clusters Score: Raw -675492.654847 + Penalty 1683.871880 = -673808.782968 nChanged 4 SP:Iteration 112Q (6637.434735 sec): 3 clusters Score: Raw -675493.465191 + Penalty 1683.871880 = -673809.593312 nChanged 3 SP:Iteration 113Q (6637.489453 sec): 3 clusters Score: Raw -675494.266385 + Penalty 1683.871880 = -673810.394506 nChanged 3 SP:Iteration 114Q (6637.535896 sec): 3 clusters Score: Raw -675495.037430 + Penalty 1683.871880 = -673811.165551 nChanged 4 SP:Iteration 115Q (6637.579739 sec): 3 clusters Score: Raw -675496.661105 + Penalty 1683.871880 = -673812.789226 nChanged 5 SP:Iteration 116Q (6637.626011 sec): 3 clusters Score: Raw -675498.921727 + Penalty 1683.871880 = -673815.049847 nChanged 9 SP:Iteration 117Q (6637.677384 sec): 3 clusters Score: Raw -675502.066379 + Penalty 1683.871880 = -673818.194499 nChanged 5 SP:Iteration 118Q (6637.732124 sec): 3 clusters Score: Raw -675503.649954 + Penalty 1683.871880 = -673819.778075 nChanged 6 SP:Iteration 119Q (6637.774519 sec): 3 clusters Score: Raw -675505.239097 + Penalty 1683.871880 = -673821.367217 nChanged 5 SP:Iteration 120F (6637.832350 sec): 3 clusters Score: Raw -675506.788767 + Penalty 1683.871880 = -673822.916888 nChanged 5 SP:Iteration 121Q (6637.882424 sec): 3 clusters Score: Raw -675509.013899 + Penalty 1683.871880 = -673825.142020 nChanged 8 SP:Iteration 122Q (6637.917269 sec): 3 clusters Score: Raw -675512.357082 + Penalty 1683.871880 = -673828.485203 nChanged 11 SP:Iteration 123Q (6637.964392 sec): 3 clusters Score: Raw -675515.351396 + Penalty 1683.871880 = -673831.479516 nChanged 7 SP:Iteration 124Q (6638.015796 sec): 3 clusters Score: Raw -675517.898358 + Penalty 1683.871880 = -673834.026479 nChanged 2 SP:Iteration 125Q (6638.059615 sec): 3 clusters Score: Raw -675518.539030 + Penalty 1683.871880 = -673834.667150 nChanged 3 SP:Iteration 126Q (6638.104574 sec): 3 clusters Score: Raw -675519.489623 + Penalty 1683.871880 = -673835.617744 nChanged 4 SP:Iteration 127Q (6638.151551 sec): 3 clusters Score: Raw -675521.022409 + Penalty 1683.871880 = -673837.150529 nChanged 6 SP:Iteration 128Q (6638.197116 sec): 3 clusters Score: Raw -675522.932471 + Penalty 1683.871880 = -673839.060592 nChanged 3 SP:Iteration 129Q (6638.252507 sec): 3 clusters Score: Raw -675524.271881 + Penalty 1683.871880 = -673840.400001 nChanged 6 SP:Iteration 130Q (6638.291930 sec): 3 clusters Score: Raw -675527.734169 + Penalty 1683.871880 = -673843.862290 nChanged 3 SP:Iteration 131Q (6638.353240 sec): 3 clusters Score: Raw -675528.911201 + Penalty 1683.871880 = -673845.039322 nChanged 4 SP:Iteration 132Q (6638.395051 sec): 3 clusters Score: Raw -675529.770902 + Penalty 1683.871880 = -673845.899023 nChanged 6 SP:Iteration 133Q (6638.446301 sec): 3 clusters Score: Raw -675532.403868 + Penalty 1683.871880 = -673848.531988 nChanged 6 SP:Iteration 134Q (6638.503714 sec): 3 clusters Score: Raw -675534.536235 + Penalty 1683.871880 = -673850.664356 nChanged 3 SP:Iteration 135Q (6638.546324 sec): 3 clusters Score: Raw -675536.093108 + Penalty 1683.871880 = -673852.221228 nChanged 3 SP:Iteration 136Q (6638.596087 sec): 3 clusters Score: Raw -675536.682482 + Penalty 1683.871880 = -673852.810603 nChanged 2 SP:Iteration 137Q (6638.644302 sec): 3 clusters Score: Raw -675537.254969 + Penalty 1683.871880 = -673853.383090 nChanged 3 SP:Iteration 138Q (6638.690292 sec): 3 clusters Score: Raw -675538.614459 + Penalty 1683.871880 = -673854.742579 nChanged 4 SP:Iteration 139Q (6638.742915 sec): 3 clusters Score: Raw -675539.890813 + Penalty 1683.871880 = -673856.018934 nChanged 1 SP:Iteration 140F (6638.797544 sec): 3 clusters Score: Raw -675540.227253 + Penalty 1683.871880 = -673856.355373 nChanged 0 Trying to split cluster 7 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6638.821786 sec): 2 clusters Score: Raw -47222.069914 + Penalty 598.225385 = -46623.844528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6638.863946 sec): 3 clusters Score: Raw -47082.793620 + Penalty 1196.450771 = -45886.342850 nChanged 167 SP:Iteration 1F (6638.906086 sec): 3 clusters Score: Raw -47245.846103 + Penalty 1196.450771 = -46049.395332 nChanged 41 SP:Iteration 2F (6638.954344 sec): 3 clusters Score: Raw -47310.764402 + Penalty 1196.450771 = -46114.313632 nChanged 32 SP:Iteration 3F (6639.008190 sec): 3 clusters Score: Raw -47348.324214 + Penalty 1196.450771 = -46151.873443 nChanged 25 SP:Iteration 4Q (6639.042838 sec): 3 clusters Score: Raw -47375.997971 + Penalty 1196.450771 = -46179.547200 nChanged 18 SP:Iteration 5Q (6639.086546 sec): 3 clusters Score: Raw -47398.688056 + Penalty 1196.450771 = -46202.237285 nChanged 9 SP:Iteration 6Q (6639.141020 sec): 3 clusters Score: Raw -47417.962303 + Penalty 1196.450771 = -46221.511533 nChanged 10 SP:Iteration 7Q (6639.169470 sec): 3 clusters Score: Raw -47433.066022 + Penalty 1196.450771 = -46236.615251 nChanged 10 SP:Iteration 8Q (6639.211632 sec): 3 clusters Score: Raw -47445.277944 + Penalty 1196.450771 = -46248.827173 nChanged 6 SP:Iteration 9Q (6639.256522 sec): 3 clusters Score: Raw -47449.154462 + Penalty 1196.450771 = -46252.703692 nChanged 4 SP:Iteration 10Q (6639.301852 sec): 3 clusters Score: Raw -47452.287768 + Penalty 1196.450771 = -46255.836997 nChanged 6 SP:Iteration 11Q (6639.337568 sec): 3 clusters Score: Raw -47458.602811 + Penalty 1196.450771 = -46262.152040 nChanged 3 SP:Iteration 12Q (6639.360598 sec): 3 clusters Score: Raw -47460.738001 + Penalty 1196.450771 = -46264.287230 nChanged 2 SP:Iteration 13Q (6639.402774 sec): 3 clusters Score: Raw -47464.645142 + Penalty 1196.450771 = -46268.194372 nChanged 5 SP:Iteration 14Q (6639.447678 sec): 3 clusters Score: Raw -47471.622550 + Penalty 1196.450771 = -46275.171779 nChanged 3 SP:Iteration 15Q (6639.487025 sec): 3 clusters Score: Raw -47474.188832 + Penalty 1196.450771 = -46277.738061 nChanged 1 SP:Iteration 16Q (6639.527398 sec): 3 clusters Score: Raw -47474.898894 + Penalty 1196.450771 = -46278.448124 nChanged 0 SP:Iteration 17F (6639.571631 sec): 3 clusters Score: Raw -47474.898894 + Penalty 1196.450771 = -46278.448124 nChanged 0 Trying to split cluster 8 (24281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6639.623540 sec): 2 clusters Score: Raw -2409743.392183 + Penalty 959.257696 = -2408784.134487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6639.688909 sec): 3 clusters Score: Raw -2394516.189817 + Penalty 1918.515392 = -2392597.674425 nChanged 11275 SP:Iteration 1F (6639.762125 sec): 3 clusters Score: Raw -2400931.793478 + Penalty 1918.515392 = -2399013.278086 nChanged 1297 SP:Iteration 2F (6639.840740 sec): 3 clusters Score: Raw -2401510.227732 + Penalty 1918.515392 = -2399591.712341 nChanged 1349 SP:Iteration 3F (6639.905212 sec): 3 clusters Score: Raw -2402204.182096 + Penalty 1918.515392 = -2400285.666704 nChanged 1447 SP:Iteration 4F (6639.981802 sec): 3 clusters Score: Raw -2403073.816506 + Penalty 1918.515392 = -2401155.301114 nChanged 1509 SP:Iteration 5F (6640.046421 sec): 3 clusters Score: Raw -2404026.859003 + Penalty 1918.515392 = -2402108.343611 nChanged 1384 SP:Iteration 6F (6640.125436 sec): 3 clusters Score: Raw -2404959.389534 + Penalty 1918.515392 = -2403040.874142 nChanged 1217 SP:Iteration 7F (6640.190113 sec): 3 clusters Score: Raw -2405854.872216 + Penalty 1918.515392 = -2403936.356824 nChanged 1011 SP:Iteration 8Q (6640.249836 sec): 3 clusters Score: Raw -2406564.340256 + Penalty 1918.515392 = -2404645.824864 nChanged 797 SP:Iteration 9Q (6640.314324 sec): 3 clusters Score: Raw -2407039.514015 + Penalty 1918.515392 = -2405120.998623 nChanged 618 SP:Iteration 10Q (6640.359122 sec): 3 clusters Score: Raw -2407345.556576 + Penalty 1918.515392 = -2405427.041184 nChanged 515 SP:Iteration 11Q (6640.425338 sec): 3 clusters Score: Raw -2407605.452552 + Penalty 1918.515392 = -2405686.937160 nChanged 505 SP:Iteration 12Q (6640.497353 sec): 3 clusters Score: Raw -2407849.933636 + Penalty 1918.515392 = -2405931.418244 nChanged 475 SP:Iteration 13Q (6640.559700 sec): 3 clusters Score: Raw -2408086.313125 + Penalty 1918.515392 = -2406167.797733 nChanged 449 SP:Iteration 14Q (6640.630846 sec): 3 clusters Score: Raw -2408323.353710 + Penalty 1918.515392 = -2406404.838318 nChanged 411 SP:Iteration 15Q (6640.699440 sec): 3 clusters Score: Raw -2408541.290442 + Penalty 1918.515392 = -2406622.775051 nChanged 385 SP:Iteration 16Q (6640.770612 sec): 3 clusters Score: Raw -2408757.192303 + Penalty 1918.515392 = -2406838.676912 nChanged 371 SP:Iteration 17Q (6640.834863 sec): 3 clusters Score: Raw -2408990.341737 + Penalty 1918.515392 = -2407071.826346 nChanged 303 SP:Iteration 18Q (6640.893771 sec): 3 clusters Score: Raw -2409175.932598 + Penalty 1918.515392 = -2407257.417207 nChanged 245 SP:Iteration 19Q (6640.964573 sec): 3 clusters Score: Raw -2409324.114537 + Penalty 1918.515392 = -2407405.599145 nChanged 203 SP:Iteration 20F (6641.032443 sec): 3 clusters Score: Raw -2409450.147719 + Penalty 1918.515392 = -2407531.632327 nChanged 159 SP:Iteration 21Q (6641.105441 sec): 3 clusters Score: Raw -2409554.525647 + Penalty 1918.515392 = -2407636.010256 nChanged 136 SP:Iteration 22Q (6641.159159 sec): 3 clusters Score: Raw -2409643.516498 + Penalty 1918.515392 = -2407725.001106 nChanged 88 SP:Iteration 23Q (6641.225827 sec): 3 clusters Score: Raw -2409697.909020 + Penalty 1918.515392 = -2407779.393628 nChanged 65 SP:Iteration 24Q (6641.293348 sec): 3 clusters Score: Raw -2409741.315126 + Penalty 1918.515392 = -2407822.799734 nChanged 46 SP:Iteration 25Q (6641.350748 sec): 3 clusters Score: Raw -2409775.200072 + Penalty 1918.515392 = -2407856.684680 nChanged 33 SP:Iteration 26Q (6641.415399 sec): 3 clusters Score: Raw -2409803.161761 + Penalty 1918.515392 = -2407884.646369 nChanged 29 SP:Iteration 27Q (6641.491139 sec): 3 clusters Score: Raw -2409827.630115 + Penalty 1918.515392 = -2407909.114724 nChanged 21 SP:Iteration 28Q (6641.549640 sec): 3 clusters Score: Raw -2409845.802527 + Penalty 1918.515392 = -2407927.287136 nChanged 16 SP:Iteration 29Q (6641.596806 sec): 3 clusters Score: Raw -2409858.863220 + Penalty 1918.515392 = -2407940.347828 nChanged 12 SP:Iteration 30Q (6641.657453 sec): 3 clusters Score: Raw -2409867.638685 + Penalty 1918.515392 = -2407949.123293 nChanged 13 SP:Iteration 31Q (6641.721485 sec): 3 clusters Score: Raw -2409880.931622 + Penalty 1918.515392 = -2407962.416230 nChanged 6 SP:Iteration 32Q (6641.784828 sec): 3 clusters Score: Raw -2409886.396930 + Penalty 1918.515392 = -2407967.881538 nChanged 3 SP:Iteration 33Q (6641.852723 sec): 3 clusters Score: Raw -2409888.339717 + Penalty 1918.515392 = -2407969.824326 nChanged 2 SP:Iteration 34Q (6641.920930 sec): 3 clusters Score: Raw -2409889.894834 + Penalty 1918.515392 = -2407971.379442 nChanged 4 SP:Iteration 35Q (6641.989691 sec): 3 clusters Score: Raw -2409893.628122 + Penalty 1918.515392 = -2407975.112731 nChanged 5 SP:Iteration 36Q (6642.033952 sec): 3 clusters Score: Raw -2409900.529353 + Penalty 1918.515392 = -2407982.013961 nChanged 4 SP:Iteration 37Q (6642.111882 sec): 3 clusters Score: Raw -2409903.009345 + Penalty 1918.515392 = -2407984.493953 nChanged 2 SP:Iteration 38Q (6642.147788 sec): 3 clusters Score: Raw -2409904.147188 + Penalty 1918.515392 = -2407985.631796 nChanged 2 SP:Iteration 39Q (6642.222467 sec): 3 clusters Score: Raw -2409905.234407 + Penalty 1918.515392 = -2407986.719015 nChanged 0 SP:Iteration 40F (6642.288074 sec): 3 clusters Score: Raw -2409905.234407 + Penalty 1918.515392 = -2407986.719015 nChanged 0 Trying to split cluster 9 (4330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6642.315411 sec): 2 clusters Score: Raw -428276.701703 + Penalty 795.465668 = -427481.236035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6642.353813 sec): 3 clusters Score: Raw -425834.064335 + Penalty 1590.931336 = -424243.132999 nChanged 1870 SP:Iteration 1F (6642.400440 sec): 3 clusters Score: Raw -426941.665126 + Penalty 1590.931336 = -425350.733790 nChanged 382 SP:Iteration 2F (6642.445697 sec): 3 clusters Score: Raw -427184.998502 + Penalty 1590.931336 = -425594.067166 nChanged 299 SP:Iteration 3F (6642.487973 sec): 3 clusters Score: Raw -427361.794483 + Penalty 1590.931336 = -425770.863147 nChanged 255 SP:Iteration 4F (6642.540533 sec): 3 clusters Score: Raw -427527.370012 + Penalty 1590.931336 = -425936.438676 nChanged 223 SP:Iteration 5F (6642.589596 sec): 3 clusters Score: Raw -427661.606321 + Penalty 1590.931336 = -426070.674985 nChanged 194 SP:Iteration 6Q (6642.638014 sec): 3 clusters Score: Raw -427790.193803 + Penalty 1590.931336 = -426199.262467 nChanged 174 SP:Iteration 7Q (6642.688918 sec): 3 clusters Score: Raw -427928.921814 + Penalty 1590.931336 = -426337.990478 nChanged 162 SP:Iteration 8Q (6642.743455 sec): 3 clusters Score: Raw -428068.580763 + Penalty 1590.931336 = -426477.649427 nChanged 110 SP:Iteration 9Q (6642.777691 sec): 3 clusters Score: Raw -428148.815338 + Penalty 1590.931336 = -426557.884002 nChanged 74 SP:Iteration 10Q (6642.825868 sec): 3 clusters Score: Raw -428197.332438 + Penalty 1590.931336 = -426606.401102 nChanged 60 SP:Iteration 11Q (6642.876923 sec): 3 clusters Score: Raw -428230.053758 + Penalty 1590.931336 = -426639.122422 nChanged 41 SP:Iteration 12Q (6642.934733 sec): 3 clusters Score: Raw -428247.727497 + Penalty 1590.931336 = -426656.796161 nChanged 26 SP:Iteration 13Q (6642.973381 sec): 3 clusters Score: Raw -428259.393283 + Penalty 1590.931336 = -426668.461947 nChanged 22 SP:Iteration 14Q (6643.020635 sec): 3 clusters Score: Raw -428271.411684 + Penalty 1590.931336 = -426680.480348 nChanged 24 SP:Iteration 15Q (6643.072188 sec): 3 clusters Score: Raw -428286.662990 + Penalty 1590.931336 = -426695.731654 nChanged 30 SP:Iteration 16Q (6643.110312 sec): 3 clusters Score: Raw -428302.193016 + Penalty 1590.931336 = -426711.261680 nChanged 25 SP:Iteration 17Q (6643.158467 sec): 3 clusters Score: Raw -428317.322906 + Penalty 1590.931336 = -426726.391570 nChanged 27 SP:Iteration 18Q (6643.210706 sec): 3 clusters Score: Raw -428331.725437 + Penalty 1590.931336 = -426740.794101 nChanged 27 SP:Iteration 19Q (6643.257143 sec): 3 clusters Score: Raw -428346.524774 + Penalty 1590.931336 = -426755.593438 nChanged 15 SP:Iteration 20F (6643.315018 sec): 3 clusters Score: Raw -428354.366548 + Penalty 1590.931336 = -426763.435212 nChanged 13 SP:Iteration 21Q (6643.351598 sec): 3 clusters Score: Raw -428361.612502 + Penalty 1590.931336 = -426770.681166 nChanged 10 SP:Iteration 22Q (6643.389373 sec): 3 clusters Score: Raw -428367.322230 + Penalty 1590.931336 = -426776.390894 nChanged 6 SP:Iteration 23Q (6643.438721 sec): 3 clusters Score: Raw -428370.262402 + Penalty 1590.931336 = -426779.331066 nChanged 4 SP:Iteration 24Q (6643.475022 sec): 3 clusters Score: Raw -428373.740313 + Penalty 1590.931336 = -426782.808977 nChanged 10 SP:Iteration 25Q (6643.523456 sec): 3 clusters Score: Raw -428378.965385 + Penalty 1590.931336 = -426788.034049 nChanged 6 SP:Iteration 26Q (6643.568070 sec): 3 clusters Score: Raw -428383.878553 + Penalty 1590.931336 = -426792.947217 nChanged 3 SP:Iteration 27Q (6643.617859 sec): 3 clusters Score: Raw -428386.584565 + Penalty 1590.931336 = -426795.653229 nChanged 1 SP:Iteration 28Q (6643.667255 sec): 3 clusters Score: Raw -428387.318305 + Penalty 1590.931336 = -426796.386969 nChanged 0 SP:Iteration 29F (6643.711949 sec): 3 clusters Score: Raw -428387.318305 + Penalty 1590.931336 = -426796.386969 nChanged 0 Trying to split cluster 10 (4240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6643.749094 sec): 2 clusters Score: Raw -418615.922631 + Penalty 793.470262 = -417822.452369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6643.786865 sec): 3 clusters Score: Raw -416281.416822 + Penalty 1586.940524 = -414694.476298 nChanged 1788 SP:Iteration 1F (6643.852678 sec): 3 clusters Score: Raw -417277.474807 + Penalty 1586.940524 = -415690.534283 nChanged 355 SP:Iteration 2F (6643.892555 sec): 3 clusters Score: Raw -417508.990090 + Penalty 1586.940524 = -415922.049565 nChanged 292 SP:Iteration 3F (6643.948001 sec): 3 clusters Score: Raw -417713.867951 + Penalty 1586.940524 = -416126.927427 nChanged 279 SP:Iteration 4F (6643.983322 sec): 3 clusters Score: Raw -417957.357178 + Penalty 1586.940524 = -416370.416653 nChanged 251 SP:Iteration 5F (6644.042524 sec): 3 clusters Score: Raw -418211.613715 + Penalty 1586.940524 = -416624.673191 nChanged 200 SP:Iteration 6Q (6644.083219 sec): 3 clusters Score: Raw -418383.658917 + Penalty 1586.940524 = -416796.718393 nChanged 136 SP:Iteration 7Q (6644.114094 sec): 3 clusters Score: Raw -418496.482201 + Penalty 1586.940524 = -416909.541677 nChanged 93 SP:Iteration 8Q (6644.161629 sec): 3 clusters Score: Raw -418566.320461 + Penalty 1586.940524 = -416979.379937 nChanged 60 SP:Iteration 9Q (6644.200740 sec): 3 clusters Score: Raw -418620.747943 + Penalty 1586.940524 = -417033.807418 nChanged 46 SP:Iteration 10Q (6644.249510 sec): 3 clusters Score: Raw -418656.589935 + Penalty 1586.940524 = -417069.649411 nChanged 22 SP:Iteration 11Q (6644.284513 sec): 3 clusters Score: Raw -418675.587125 + Penalty 1586.940524 = -417088.646601 nChanged 16 SP:Iteration 12Q (6644.327940 sec): 3 clusters Score: Raw -418685.791977 + Penalty 1586.940524 = -417098.851453 nChanged 10 SP:Iteration 13Q (6644.372705 sec): 3 clusters Score: Raw -418691.331591 + Penalty 1586.940524 = -417104.391066 nChanged 6 SP:Iteration 14Q (6644.418668 sec): 3 clusters Score: Raw -418694.672080 + Penalty 1586.940524 = -417107.731556 nChanged 6 SP:Iteration 15Q (6644.470647 sec): 3 clusters Score: Raw -418699.412394 + Penalty 1586.940524 = -417112.471870 nChanged 6 SP:Iteration 16Q (6644.509446 sec): 3 clusters Score: Raw -418703.972890 + Penalty 1586.940524 = -417117.032366 nChanged 4 SP:Iteration 17Q (6644.548189 sec): 3 clusters Score: Raw -418706.292687 + Penalty 1586.940524 = -417119.352163 nChanged 1 SP:Iteration 18Q (6644.595480 sec): 3 clusters Score: Raw -418706.815964 + Penalty 1586.940524 = -417119.875440 nChanged 0 SP:Iteration 19F (6644.635769 sec): 3 clusters Score: Raw -418706.815964 + Penalty 1586.940524 = -417119.875440 nChanged 0 Trying to split cluster 11 (15939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6644.663795 sec): 2 clusters Score: Raw -1474591.681188 + Penalty 919.269800 = -1473672.411387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6644.729778 sec): 3 clusters Score: Raw -1464787.753210 + Penalty 1838.539601 = -1462949.213609 nChanged 7311 SP:Iteration 1F (6644.781152 sec): 3 clusters Score: Raw -1469139.711846 + Penalty 1838.539601 = -1467301.172245 nChanged 945 SP:Iteration 2F (6644.840004 sec): 3 clusters Score: Raw -1469547.719339 + Penalty 1838.539601 = -1467709.179738 nChanged 848 SP:Iteration 3F (6644.906427 sec): 3 clusters Score: Raw -1469920.585100 + Penalty 1838.539601 = -1468082.045499 nChanged 828 SP:Iteration 4F (6644.962744 sec): 3 clusters Score: Raw -1470304.561940 + Penalty 1838.539601 = -1468466.022339 nChanged 884 SP:Iteration 5F (6645.024037 sec): 3 clusters Score: Raw -1470752.357277 + Penalty 1838.539601 = -1468913.817676 nChanged 903 SP:Iteration 6F (6645.087816 sec): 3 clusters Score: Raw -1471248.839715 + Penalty 1838.539601 = -1469410.300114 nChanged 879 SP:Iteration 7F (6645.151680 sec): 3 clusters Score: Raw -1471773.524508 + Penalty 1838.539601 = -1469934.984907 nChanged 849 SP:Iteration 8F (6645.217927 sec): 3 clusters Score: Raw -1472358.559785 + Penalty 1838.539601 = -1470520.020184 nChanged 785 SP:Iteration 9Q (6645.274839 sec): 3 clusters Score: Raw -1472970.058840 + Penalty 1838.539601 = -1471131.519240 nChanged 655 SP:Iteration 10Q (6645.335133 sec): 3 clusters Score: Raw -1473527.557191 + Penalty 1838.539601 = -1471689.017590 nChanged 514 SP:Iteration 11Q (6645.398167 sec): 3 clusters Score: Raw -1473938.719448 + Penalty 1838.539601 = -1472100.179847 nChanged 365 SP:Iteration 12Q (6645.455871 sec): 3 clusters Score: Raw -1474206.358950 + Penalty 1838.539601 = -1472367.819349 nChanged 286 SP:Iteration 13Q (6645.506532 sec): 3 clusters Score: Raw -1474414.781579 + Penalty 1838.539601 = -1472576.241978 nChanged 206 SP:Iteration 14Q (6645.551482 sec): 3 clusters Score: Raw -1474550.883276 + Penalty 1838.539601 = -1472712.343675 nChanged 162 SP:Iteration 15Q (6645.615700 sec): 3 clusters Score: Raw -1474641.452717 + Penalty 1838.539601 = -1472802.913117 nChanged 148 SP:Iteration 16Q (6645.671221 sec): 3 clusters Score: Raw -1474740.376324 + Penalty 1838.539601 = -1472901.836723 nChanged 134 SP:Iteration 17Q (6645.740488 sec): 3 clusters Score: Raw -1474820.952619 + Penalty 1838.539601 = -1472982.413018 nChanged 111 SP:Iteration 18Q (6645.801054 sec): 3 clusters Score: Raw -1474890.202027 + Penalty 1838.539601 = -1473051.662426 nChanged 93 SP:Iteration 19Q (6645.851820 sec): 3 clusters Score: Raw -1474936.847152 + Penalty 1838.539601 = -1473098.307551 nChanged 70 SP:Iteration 20F (6645.920606 sec): 3 clusters Score: Raw -1474969.325451 + Penalty 1838.539601 = -1473130.785850 nChanged 68 SP:Iteration 21Q (6645.973506 sec): 3 clusters Score: Raw -1475003.557267 + Penalty 1838.539601 = -1473165.017666 nChanged 56 SP:Iteration 22Q (6646.038472 sec): 3 clusters Score: Raw -1475028.752968 + Penalty 1838.539601 = -1473190.213367 nChanged 40 SP:Iteration 23Q (6646.107827 sec): 3 clusters Score: Raw -1475047.251861 + Penalty 1838.539601 = -1473208.712260 nChanged 35 SP:Iteration 24Q (6646.167730 sec): 3 clusters Score: Raw -1475058.331335 + Penalty 1838.539601 = -1473219.791734 nChanged 27 SP:Iteration 25Q (6646.213805 sec): 3 clusters Score: Raw -1475066.203490 + Penalty 1838.539601 = -1473227.663889 nChanged 17 SP:Iteration 26Q (6646.264198 sec): 3 clusters Score: Raw -1475070.491751 + Penalty 1838.539601 = -1473231.952150 nChanged 17 SP:Iteration 27Q (6646.328858 sec): 3 clusters Score: Raw -1475077.048257 + Penalty 1838.539601 = -1473238.508656 nChanged 15 SP:Iteration 28Q (6646.385180 sec): 3 clusters Score: Raw -1475081.841838 + Penalty 1838.539601 = -1473243.302237 nChanged 13 SP:Iteration 29Q (6646.438538 sec): 3 clusters Score: Raw -1475087.087988 + Penalty 1838.539601 = -1473248.548387 nChanged 13 SP:Iteration 30Q (6646.494928 sec): 3 clusters Score: Raw -1475093.140541 + Penalty 1838.539601 = -1473254.600940 nChanged 15 SP:Iteration 31Q (6646.539561 sec): 3 clusters Score: Raw -1475100.136465 + Penalty 1838.539601 = -1473261.596864 nChanged 17 SP:Iteration 32Q (6646.603399 sec): 3 clusters Score: Raw -1475108.258455 + Penalty 1838.539601 = -1473269.718854 nChanged 18 SP:Iteration 33Q (6646.656634 sec): 3 clusters Score: Raw -1475113.735539 + Penalty 1838.539601 = -1473275.195939 nChanged 13 SP:Iteration 34Q (6646.696198 sec): 3 clusters Score: Raw -1475117.227812 + Penalty 1838.539601 = -1473278.688211 nChanged 7 SP:Iteration 35Q (6646.769690 sec): 3 clusters Score: Raw -1475118.868036 + Penalty 1838.539601 = -1473280.328436 nChanged 8 SP:Iteration 36Q (6646.823437 sec): 3 clusters Score: Raw -1475120.563131 + Penalty 1838.539601 = -1473282.023531 nChanged 5 SP:Iteration 37Q (6646.877125 sec): 3 clusters Score: Raw -1475122.377425 + Penalty 1838.539601 = -1473283.837825 nChanged 4 SP:Iteration 38Q (6646.921709 sec): 3 clusters Score: Raw -1475125.470203 + Penalty 1838.539601 = -1473286.930602 nChanged 9 SP:Iteration 39Q (6646.975513 sec): 3 clusters Score: Raw -1475130.614229 + Penalty 1838.539601 = -1473292.074628 nChanged 6 SP:Iteration 40F (6647.028856 sec): 3 clusters Score: Raw -1475132.858206 + Penalty 1838.539601 = -1473294.318605 nChanged 3 SP:Iteration 41Q (6647.091086 sec): 3 clusters Score: Raw -1475133.148950 + Penalty 1838.539601 = -1473294.609349 nChanged 2 SP:Iteration 42Q (6647.152361 sec): 3 clusters Score: Raw -1475134.209642 + Penalty 1838.539601 = -1473295.670041 nChanged 3 SP:Iteration 43Q (6647.204285 sec): 3 clusters Score: Raw -1475135.569163 + Penalty 1838.539601 = -1473297.029562 nChanged 4 SP:Iteration 44Q (6647.269829 sec): 3 clusters Score: Raw -1475136.811266 + Penalty 1838.539601 = -1473298.271665 nChanged 6 SP:Iteration 45Q (6647.311020 sec): 3 clusters Score: Raw -1475139.243967 + Penalty 1838.539601 = -1473300.704366 nChanged 9 SP:Iteration 46Q (6647.364727 sec): 3 clusters Score: Raw -1475141.941368 + Penalty 1838.539601 = -1473303.401768 nChanged 12 SP:Iteration 47Q (6647.408327 sec): 3 clusters Score: Raw -1475146.738682 + Penalty 1838.539601 = -1473308.199081 nChanged 9 SP:Iteration 48Q (6647.451662 sec): 3 clusters Score: Raw -1475152.524576 + Penalty 1838.539601 = -1473313.984975 nChanged 16 SP:Iteration 49Q (6647.510450 sec): 3 clusters Score: Raw -1475157.780527 + Penalty 1838.539601 = -1473319.240926 nChanged 9 SP:Iteration 50Q (6647.578323 sec): 3 clusters Score: Raw -1475162.734166 + Penalty 1838.539601 = -1473324.194565 nChanged 14 SP:Iteration 51Q (6647.641236 sec): 3 clusters Score: Raw -1475172.293886 + Penalty 1838.539601 = -1473333.754285 nChanged 19 SP:Iteration 52Q (6647.704517 sec): 3 clusters Score: Raw -1475180.982282 + Penalty 1838.539601 = -1473342.442681 nChanged 13 SP:Iteration 53Q (6647.753600 sec): 3 clusters Score: Raw -1475186.022549 + Penalty 1838.539601 = -1473347.482949 nChanged 10 SP:Iteration 54Q (6647.816365 sec): 3 clusters Score: Raw -1475189.792415 + Penalty 1838.539601 = -1473351.252814 nChanged 11 SP:Iteration 55Q (6647.875068 sec): 3 clusters Score: Raw -1475195.639284 + Penalty 1838.539601 = -1473357.099683 nChanged 10 SP:Iteration 56Q (6647.918860 sec): 3 clusters Score: Raw -1475200.134747 + Penalty 1838.539601 = -1473361.595146 nChanged 12 SP:Iteration 57Q (6647.980026 sec): 3 clusters Score: Raw -1475203.853434 + Penalty 1838.539601 = -1473365.313834 nChanged 6 SP:Iteration 58Q (6648.031072 sec): 3 clusters Score: Raw -1475205.100555 + Penalty 1838.539601 = -1473366.560955 nChanged 5 SP:Iteration 59Q (6648.089645 sec): 3 clusters Score: Raw -1475206.400517 + Penalty 1838.539601 = -1473367.860916 nChanged 3 SP:Iteration 60F (6648.150026 sec): 3 clusters Score: Raw -1475207.090783 + Penalty 1838.539601 = -1473368.551183 nChanged 5 SP:Iteration 61Q (6648.208773 sec): 3 clusters Score: Raw -1475210.404080 + Penalty 1838.539601 = -1473371.864479 nChanged 11 SP:Iteration 62Q (6648.270289 sec): 3 clusters Score: Raw -1475214.313551 + Penalty 1838.539601 = -1473375.773950 nChanged 13 SP:Iteration 63Q (6648.319898 sec): 3 clusters Score: Raw -1475218.722039 + Penalty 1838.539601 = -1473380.182439 nChanged 10 SP:Iteration 64Q (6648.385079 sec): 3 clusters Score: Raw -1475223.728803 + Penalty 1838.539601 = -1473385.189202 nChanged 9 SP:Iteration 65Q (6648.436467 sec): 3 clusters Score: Raw -1475229.647740 + Penalty 1838.539601 = -1473391.108139 nChanged 9 SP:Iteration 66Q (6648.497208 sec): 3 clusters Score: Raw -1475234.904825 + Penalty 1838.539601 = -1473396.365224 nChanged 13 SP:Iteration 67Q (6648.559538 sec): 3 clusters Score: Raw -1475241.750854 + Penalty 1838.539601 = -1473403.211253 nChanged 11 SP:Iteration 68Q (6648.609249 sec): 3 clusters Score: Raw -1475245.224400 + Penalty 1838.539601 = -1473406.684799 nChanged 7 SP:Iteration 69Q (6648.662996 sec): 3 clusters Score: Raw -1475248.560189 + Penalty 1838.539601 = -1473410.020588 nChanged 9 SP:Iteration 70Q (6648.723386 sec): 3 clusters Score: Raw -1475253.616717 + Penalty 1838.539601 = -1473415.077116 nChanged 9 SP:Iteration 71Q (6648.788732 sec): 3 clusters Score: Raw -1475257.301769 + Penalty 1838.539601 = -1473418.762168 nChanged 8 SP:Iteration 72Q (6648.830011 sec): 3 clusters Score: Raw -1475260.143200 + Penalty 1838.539601 = -1473421.603599 nChanged 8 SP:Iteration 73Q (6648.887074 sec): 3 clusters Score: Raw -1475262.779074 + Penalty 1838.539601 = -1473424.239473 nChanged 9 SP:Iteration 74Q (6648.942070 sec): 3 clusters Score: Raw -1475266.873733 + Penalty 1838.539601 = -1473428.334132 nChanged 3 SP:Iteration 75Q (6648.995796 sec): 3 clusters Score: Raw -1475269.513048 + Penalty 1838.539601 = -1473430.973447 nChanged 7 SP:Iteration 76Q (6649.055079 sec): 3 clusters Score: Raw -1475273.402224 + Penalty 1838.539601 = -1473434.862623 nChanged 6 SP:Iteration 77Q (6649.112487 sec): 3 clusters Score: Raw -1475276.331341 + Penalty 1838.539601 = -1473437.791740 nChanged 4 SP:Iteration 78Q (6649.168123 sec): 3 clusters Score: Raw -1475277.054297 + Penalty 1838.539601 = -1473438.514696 nChanged 2 SP:Iteration 79Q (6649.227208 sec): 3 clusters Score: Raw -1475277.334601 + Penalty 1838.539601 = -1473438.795001 nChanged 0 SP:Iteration 80F (6649.286375 sec): 3 clusters Score: Raw -1475277.334601 + Penalty 1838.539601 = -1473438.795001 nChanged 0 Trying to split cluster 12 (73714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6649.382903 sec): 2 clusters Score: Raw -7020111.513077 + Penalty 1064.755062 = -7019046.758015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6649.498907 sec): 3 clusters Score: Raw -6971912.950009 + Penalty 2129.510124 = -6969783.439885 nChanged 35365 SP:Iteration 1F (6649.616827 sec): 3 clusters Score: Raw -6994143.490263 + Penalty 2129.510124 = -6992013.980139 nChanged 3801 SP:Iteration 2F (6649.748909 sec): 3 clusters Score: Raw -6996143.751873 + Penalty 2129.510124 = -6994014.241749 nChanged 4345 SP:Iteration 3F (6649.856234 sec): 3 clusters Score: Raw -6999003.826299 + Penalty 2129.510124 = -6996874.316176 nChanged 4847 SP:Iteration 4F (6649.979846 sec): 3 clusters Score: Raw -7002587.821981 + Penalty 2129.510124 = -7000458.311857 nChanged 4672 SP:Iteration 5F (6650.111037 sec): 3 clusters Score: Raw -7005922.851905 + Penalty 2129.510124 = -7003793.341781 nChanged 4113 SP:Iteration 6F (6650.237935 sec): 3 clusters Score: Raw -7008508.715636 + Penalty 2129.510124 = -7006379.205513 nChanged 3216 SP:Iteration 7Q (6650.365022 sec): 3 clusters Score: Raw -7010139.961923 + Penalty 2129.510124 = -7008010.451799 nChanged 2451 SP:Iteration 8Q (6650.498968 sec): 3 clusters Score: Raw -7011213.200762 + Penalty 2129.510124 = -7009083.690638 nChanged 1945 SP:Iteration 9Q (6650.631970 sec): 3 clusters Score: Raw -7012012.197799 + Penalty 2129.510124 = -7009882.687675 nChanged 1643 SP:Iteration 10Q (6650.770085 sec): 3 clusters Score: Raw -7012665.573603 + Penalty 2129.510124 = -7010536.063480 nChanged 1548 SP:Iteration 11Q (6650.906840 sec): 3 clusters Score: Raw -7013301.321664 + Penalty 2129.510124 = -7011171.811540 nChanged 1539 SP:Iteration 12Q (6651.026689 sec): 3 clusters Score: Raw -7013985.660426 + Penalty 2129.510124 = -7011856.150302 nChanged 1551 SP:Iteration 13Q (6651.161602 sec): 3 clusters Score: Raw -7014728.230542 + Penalty 2129.510124 = -7012598.720419 nChanged 1499 SP:Iteration 14Q (6651.273735 sec): 3 clusters Score: Raw -7015471.012281 + Penalty 2129.510124 = -7013341.502157 nChanged 1338 SP:Iteration 15Q (6651.391317 sec): 3 clusters Score: Raw -7016152.307352 + Penalty 2129.510124 = -7014022.797229 nChanged 1254 SP:Iteration 16Q (6651.509468 sec): 3 clusters Score: Raw -7016827.165940 + Penalty 2129.510124 = -7014697.655816 nChanged 1112 SP:Iteration 17Q (6651.631377 sec): 3 clusters Score: Raw -7017462.592017 + Penalty 2129.510124 = -7015333.081893 nChanged 1022 SP:Iteration 18Q (6651.750559 sec): 3 clusters Score: Raw -7018065.697611 + Penalty 2129.510124 = -7015936.187487 nChanged 852 SP:Iteration 19Q (6651.876228 sec): 3 clusters Score: Raw -7018560.062298 + Penalty 2129.510124 = -7016430.552175 nChanged 740 SP:Iteration 20F (6652.004144 sec): 3 clusters Score: Raw -7019002.911845 + Penalty 2129.510124 = -7016873.401721 nChanged 595 SP:Iteration 21Q (6652.111778 sec): 3 clusters Score: Raw -7019353.926790 + Penalty 2129.510124 = -7017224.416666 nChanged 458 SP:Iteration 22Q (6652.227299 sec): 3 clusters Score: Raw -7019624.122172 + Penalty 2129.510124 = -7017494.612049 nChanged 316 SP:Iteration 23Q (6652.335705 sec): 3 clusters Score: Raw -7019798.518375 + Penalty 2129.510124 = -7017669.008252 nChanged 244 SP:Iteration 24Q (6652.447555 sec): 3 clusters Score: Raw -7019937.855086 + Penalty 2129.510124 = -7017808.344962 nChanged 167 SP:Iteration 25Q (6652.560268 sec): 3 clusters Score: Raw -7020033.762340 + Penalty 2129.510124 = -7017904.252216 nChanged 117 SP:Iteration 26Q (6652.669610 sec): 3 clusters Score: Raw -7020098.344960 + Penalty 2129.510124 = -7017968.834836 nChanged 82 SP:Iteration 27Q (6652.768244 sec): 3 clusters Score: Raw -7020139.285723 + Penalty 2129.510124 = -7018009.775599 nChanged 51 SP:Iteration 28Q (6652.876247 sec): 3 clusters Score: Raw -7020166.170020 + Penalty 2129.510124 = -7018036.659897 nChanged 37 SP:Iteration 29Q (6652.991113 sec): 3 clusters Score: Raw -7020185.703021 + Penalty 2129.510124 = -7018056.192897 nChanged 33 SP:Iteration 30Q (6653.095529 sec): 3 clusters Score: Raw -7020203.564139 + Penalty 2129.510124 = -7018074.054015 nChanged 29 SP:Iteration 31Q (6653.218524 sec): 3 clusters Score: Raw -7020220.777927 + Penalty 2129.510124 = -7018091.267803 nChanged 19 SP:Iteration 32Q (6653.334775 sec): 3 clusters Score: Raw -7020236.480583 + Penalty 2129.510124 = -7018106.970459 nChanged 25 SP:Iteration 33Q (6653.441277 sec): 3 clusters Score: Raw -7020251.633208 + Penalty 2129.510124 = -7018122.123084 nChanged 15 SP:Iteration 34Q (6653.555268 sec): 3 clusters Score: Raw -7020260.413546 + Penalty 2129.510124 = -7018130.903422 nChanged 11 SP:Iteration 35Q (6653.669680 sec): 3 clusters Score: Raw -7020267.129592 + Penalty 2129.510124 = -7018137.619468 nChanged 9 SP:Iteration 36Q (6653.780686 sec): 3 clusters Score: Raw -7020275.054412 + Penalty 2129.510124 = -7018145.544288 nChanged 15 SP:Iteration 37Q (6653.883868 sec): 3 clusters Score: Raw -7020283.693400 + Penalty 2129.510124 = -7018154.183276 nChanged 6 SP:Iteration 38Q (6653.968225 sec): 3 clusters Score: Raw -7020286.266834 + Penalty 2129.510124 = -7018156.756711 nChanged 5 SP:Iteration 39Q (6654.087611 sec): 3 clusters Score: Raw -7020287.764863 + Penalty 2129.510124 = -7018158.254739 nChanged 4 SP:Iteration 40F (6654.215616 sec): 3 clusters Score: Raw -7020289.263287 + Penalty 2129.510124 = -7018159.753163 nChanged 2 SP:Iteration 41Q (6654.316233 sec): 3 clusters Score: Raw -7020289.683992 + Penalty 2129.510124 = -7018160.173869 nChanged 1 SP:Iteration 42Q (6654.419376 sec): 3 clusters Score: Raw -7020289.977743 + Penalty 2129.510124 = -7018160.467620 nChanged 1 SP:Iteration 43Q (6654.538459 sec): 3 clusters Score: Raw -7020290.949767 + Penalty 2129.510124 = -7018161.439643 nChanged 2 SP:Iteration 44Q (6654.654806 sec): 3 clusters Score: Raw -7020291.405456 + Penalty 2129.510124 = -7018161.895332 nChanged 1 SP:Iteration 45Q (6654.764639 sec): 3 clusters Score: Raw -7020292.104558 + Penalty 2129.510124 = -7018162.594434 nChanged 1 SP:Iteration 46Q (6654.883590 sec): 3 clusters Score: Raw -7020292.475028 + Penalty 2129.510124 = -7018162.964904 nChanged 0 SP:Iteration 47F (6654.998248 sec): 3 clusters Score: Raw -7020292.475028 + Penalty 2129.510124 = -7018162.964904 nChanged 0 Trying to split cluster 13 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6655.026379 sec): 2 clusters Score: Raw -22424.673982 + Penalty 525.672001 = -21899.001980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6655.063533 sec): 3 clusters Score: Raw -22430.060183 + Penalty 1051.344003 = -21378.716180 nChanged 56 SP:Iteration 1F (6655.118052 sec): 3 clusters Score: Raw -22496.009629 + Penalty 1051.344003 = -21444.665626 nChanged 13 SP:Iteration 2F (6655.149375 sec): 3 clusters Score: Raw -22530.349891 + Penalty 1051.344003 = -21479.005888 nChanged 4 SP:Iteration 3Q (6655.201638 sec): 3 clusters Score: Raw -22539.600339 + Penalty 1051.344003 = -21488.256336 nChanged 3 SP:Iteration 4Q (6655.239658 sec): 3 clusters Score: Raw -22542.050174 + Penalty 1051.344003 = -21490.706171 nChanged 2 SP:Iteration 5Q (6655.270253 sec): 3 clusters Score: Raw -22545.520413 + Penalty 1051.344003 = -21494.176410 nChanged 2 SP:Iteration 6Q (6655.313864 sec): 3 clusters Score: Raw -22554.180196 + Penalty 1051.344003 = -21502.836194 nChanged 3 SP:Iteration 7Q (6655.359066 sec): 3 clusters Score: Raw -22557.331704 + Penalty 1051.344003 = -21505.987702 nChanged 0 SP:Iteration 8F (6655.407482 sec): 3 clusters Score: Raw -22557.331704 + Penalty 1051.344003 = -21505.987702 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6655.413868 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6655.415225 sec): 3 clusters Score: Raw -10830.335541 + Penalty 979.125403 = -9851.210138 nChanged 41 SP:Iteration 1F (6655.416401 sec): 3 clusters Score: Raw -11105.971702 + Penalty 979.125403 = -10126.846300 nChanged 20 SP:Iteration 2F (6655.417572 sec): 3 clusters Score: Raw -11386.555028 + Penalty 979.125403 = -10407.429625 nChanged 9 SP:Iteration 3F (6655.418739 sec): 3 clusters Score: Raw -11536.646898 + Penalty 979.125403 = -10557.521495 nChanged 3 SP:Iteration 4Q (6655.419854 sec): 3 clusters Score: Raw -11613.049684 + Penalty 979.125403 = -10633.924281 nChanged 0 SP:Iteration 5F (6655.421003 sec): 3 clusters Score: Raw -11613.049684 + Penalty 979.125403 = -10633.924281 nChanged 0 Score: Raw -58498361.406490 + Penalty 49431.021155 = -58448930.385335 Splitting cluster 14 changes total score from -58449291.141343 to -58448930.385335 So it's not getting split. Trying to split cluster 15 (14646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6666.776685 sec): 2 clusters Score: Raw -1400998.638988 + Penalty 911.232641 = -1400087.406347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6666.822737 sec): 3 clusters Score: Raw -1391971.357529 + Penalty 1822.465283 = -1390148.892246 nChanged 6781 SP:Iteration 1F (6666.872429 sec): 3 clusters Score: Raw -1395740.556606 + Penalty 1822.465283 = -1393918.091324 nChanged 873 SP:Iteration 2F (6666.933187 sec): 3 clusters Score: Raw -1396191.997839 + Penalty 1822.465283 = -1394369.532556 nChanged 958 SP:Iteration 3F (6666.988691 sec): 3 clusters Score: Raw -1396769.084149 + Penalty 1822.465283 = -1394946.618867 nChanged 1033 SP:Iteration 4F (6667.042966 sec): 3 clusters Score: Raw -1397507.794515 + Penalty 1822.465283 = -1395685.329232 nChanged 1136 SP:Iteration 5F (6667.107932 sec): 3 clusters Score: Raw -1398389.338849 + Penalty 1822.465283 = -1396566.873567 nChanged 1123 SP:Iteration 6F (6667.178034 sec): 3 clusters Score: Raw -1399360.504717 + Penalty 1822.465283 = -1397538.039434 nChanged 937 SP:Iteration 7F (6667.226597 sec): 3 clusters Score: Raw -1400068.059003 + Penalty 1822.465283 = -1398245.593720 nChanged 658 SP:Iteration 8Q (6667.286705 sec): 3 clusters Score: Raw -1400507.111779 + Penalty 1822.465283 = -1398684.646497 nChanged 459 SP:Iteration 9Q (6667.351094 sec): 3 clusters Score: Raw -1400814.919505 + Penalty 1822.465283 = -1398992.454223 nChanged 330 SP:Iteration 10Q (6667.408876 sec): 3 clusters Score: Raw -1401044.695715 + Penalty 1822.465283 = -1399222.230433 nChanged 275 SP:Iteration 11Q (6667.463218 sec): 3 clusters Score: Raw -1401225.943355 + Penalty 1822.465283 = -1399403.478073 nChanged 218 SP:Iteration 12Q (6667.508848 sec): 3 clusters Score: Raw -1401397.475937 + Penalty 1822.465283 = -1399575.010654 nChanged 210 SP:Iteration 13Q (6667.557522 sec): 3 clusters Score: Raw -1401549.462674 + Penalty 1822.465283 = -1399726.997391 nChanged 184 SP:Iteration 14Q (6667.625904 sec): 3 clusters Score: Raw -1401648.874696 + Penalty 1822.465283 = -1399826.409413 nChanged 131 SP:Iteration 15Q (6667.678152 sec): 3 clusters Score: Raw -1401694.649089 + Penalty 1822.465283 = -1399872.183806 nChanged 93 SP:Iteration 16Q (6667.733154 sec): 3 clusters Score: Raw -1401719.181323 + Penalty 1822.465283 = -1399896.716041 nChanged 62 SP:Iteration 17Q (6667.791448 sec): 3 clusters Score: Raw -1401733.092619 + Penalty 1822.465283 = -1399910.627337 nChanged 43 SP:Iteration 18Q (6667.849667 sec): 3 clusters Score: Raw -1401740.608241 + Penalty 1822.465283 = -1399918.142958 nChanged 39 SP:Iteration 19Q (6667.913893 sec): 3 clusters Score: Raw -1401747.550162 + Penalty 1822.465283 = -1399925.084880 nChanged 27 SP:Iteration 20F (6667.979184 sec): 3 clusters Score: Raw -1401750.501059 + Penalty 1822.465283 = -1399928.035777 nChanged 18 SP:Iteration 21Q (6668.023565 sec): 3 clusters Score: Raw -1401752.899935 + Penalty 1822.465283 = -1399930.434652 nChanged 11 SP:Iteration 22Q (6668.082296 sec): 3 clusters Score: Raw -1401754.260941 + Penalty 1822.465283 = -1399931.795659 nChanged 11 SP:Iteration 23Q (6668.136421 sec): 3 clusters Score: Raw -1401755.110524 + Penalty 1822.465283 = -1399932.645241 nChanged 11 SP:Iteration 24Q (6668.194136 sec): 3 clusters Score: Raw -1401756.236368 + Penalty 1822.465283 = -1399933.771085 nChanged 7 SP:Iteration 25Q (6668.258467 sec): 3 clusters Score: Raw -1401756.724836 + Penalty 1822.465283 = -1399934.259553 nChanged 7 SP:Iteration 26Q (6668.299844 sec): 3 clusters Score: Raw -1401757.024111 + Penalty 1822.465283 = -1399934.558828 nChanged 4 SP:Iteration 27Q (6668.350249 sec): 3 clusters Score: Raw -1401757.333795 + Penalty 1822.465283 = -1399934.868512 nChanged 2 SP:Iteration 28Q (6668.413845 sec): 3 clusters Score: Raw -1401757.507015 + Penalty 1822.465283 = -1399935.041732 nChanged 3 SP:Iteration 29Q (6668.471827 sec): 3 clusters Score: Raw -1401757.986259 + Penalty 1822.465283 = -1399935.520976 nChanged 5 SP:Iteration 30Q (6668.522357 sec): 3 clusters Score: Raw -1401758.427217 + Penalty 1822.465283 = -1399935.961935 nChanged 2 SP:Iteration 31Q (6668.574378 sec): 3 clusters Score: Raw -1401758.496048 + Penalty 1822.465283 = -1399936.030765 nChanged 3 SP:Iteration 32Q (6668.630641 sec): 3 clusters Score: Raw -1401758.718818 + Penalty 1822.465283 = -1399936.253535 nChanged 4 SP:Iteration 33Q (6668.685953 sec): 3 clusters Score: Raw -1401758.976864 + Penalty 1822.465283 = -1399936.511582 nChanged 2 SP:Iteration 34Q (6668.747227 sec): 3 clusters Score: Raw -1401759.070296 + Penalty 1822.465283 = -1399936.605014 nChanged 3 SP:Iteration 35Q (6668.805248 sec): 3 clusters Score: Raw -1401759.336215 + Penalty 1822.465283 = -1399936.870933 nChanged 1 SP:Iteration 36Q (6668.875652 sec): 3 clusters Score: Raw -1401759.437527 + Penalty 1822.465283 = -1399936.972244 nChanged 2 SP:Iteration 37Q (6668.924830 sec): 3 clusters Score: Raw -1401759.545577 + Penalty 1822.465283 = -1399937.080294 nChanged 2 SP:Iteration 38Q (6668.973038 sec): 3 clusters Score: Raw -1401759.614193 + Penalty 1822.465283 = -1399937.148911 nChanged 0 SP:Iteration 39F (6669.033953 sec): 3 clusters Score: Raw -1401759.614193 + Penalty 1822.465283 = -1399937.148911 nChanged 0 Trying to split cluster 16 (23843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6669.075881 sec): 2 clusters Score: Raw -2238257.976790 + Penalty 957.528365 = -2237300.448424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6669.133327 sec): 3 clusters Score: Raw -2223081.988573 + Penalty 1915.056731 = -2221166.931843 nChanged 11211 SP:Iteration 1F (6669.207152 sec): 3 clusters Score: Raw -2229894.783794 + Penalty 1915.056731 = -2227979.727063 nChanged 1433 SP:Iteration 2F (6669.279444 sec): 3 clusters Score: Raw -2230680.591126 + Penalty 1915.056731 = -2228765.534395 nChanged 1503 SP:Iteration 3F (6669.349462 sec): 3 clusters Score: Raw -2231694.485418 + Penalty 1915.056731 = -2229779.428687 nChanged 1536 SP:Iteration 4F (6669.424764 sec): 3 clusters Score: Raw -2232852.063975 + Penalty 1915.056731 = -2230937.007244 nChanged 1515 SP:Iteration 5F (6669.497332 sec): 3 clusters Score: Raw -2233971.903228 + Penalty 1915.056731 = -2232056.846497 nChanged 1207 SP:Iteration 6F (6669.561661 sec): 3 clusters Score: Raw -2234653.718730 + Penalty 1915.056731 = -2232738.661999 nChanged 813 SP:Iteration 7Q (6669.633294 sec): 3 clusters Score: Raw -2234991.721386 + Penalty 1915.056731 = -2233076.664655 nChanged 586 SP:Iteration 8Q (6669.710237 sec): 3 clusters Score: Raw -2235224.701245 + Penalty 1915.056731 = -2233309.644514 nChanged 509 SP:Iteration 9Q (6669.777596 sec): 3 clusters Score: Raw -2235437.455095 + Penalty 1915.056731 = -2233522.398364 nChanged 477 SP:Iteration 10Q (6669.846682 sec): 3 clusters Score: Raw -2235651.792658 + Penalty 1915.056731 = -2233736.735927 nChanged 484 SP:Iteration 11Q (6669.927213 sec): 3 clusters Score: Raw -2235876.001255 + Penalty 1915.056731 = -2233960.944524 nChanged 481 SP:Iteration 12Q (6669.987408 sec): 3 clusters Score: Raw -2236099.807891 + Penalty 1915.056731 = -2234184.751160 nChanged 459 SP:Iteration 13Q (6670.061193 sec): 3 clusters Score: Raw -2236323.166990 + Penalty 1915.056731 = -2234408.110259 nChanged 415 SP:Iteration 14Q (6670.137495 sec): 3 clusters Score: Raw -2236512.682738 + Penalty 1915.056731 = -2234597.626007 nChanged 374 SP:Iteration 15Q (6670.182146 sec): 3 clusters Score: Raw -2236678.622763 + Penalty 1915.056731 = -2234763.566032 nChanged 341 SP:Iteration 16Q (6670.260216 sec): 3 clusters Score: Raw -2236826.451089 + Penalty 1915.056731 = -2234911.394358 nChanged 327 SP:Iteration 17Q (6670.337316 sec): 3 clusters Score: Raw -2236960.016844 + Penalty 1915.056731 = -2235044.960113 nChanged 316 SP:Iteration 18Q (6670.415930 sec): 3 clusters Score: Raw -2237102.977630 + Penalty 1915.056731 = -2235187.920899 nChanged 308 SP:Iteration 19Q (6670.490675 sec): 3 clusters Score: Raw -2237243.983425 + Penalty 1915.056731 = -2235328.926694 nChanged 282 SP:Iteration 20F (6670.569136 sec): 3 clusters Score: Raw -2237362.455607 + Penalty 1915.056731 = -2235447.398876 nChanged 268 SP:Iteration 21Q (6670.644102 sec): 3 clusters Score: Raw -2237484.747361 + Penalty 1915.056731 = -2235569.690630 nChanged 238 SP:Iteration 22Q (6670.703935 sec): 3 clusters Score: Raw -2237604.079169 + Penalty 1915.056731 = -2235689.022438 nChanged 228 SP:Iteration 23Q (6670.787504 sec): 3 clusters Score: Raw -2237713.397459 + Penalty 1915.056731 = -2235798.340728 nChanged 198 SP:Iteration 24Q (6670.861718 sec): 3 clusters Score: Raw -2237806.272912 + Penalty 1915.056731 = -2235891.216181 nChanged 190 SP:Iteration 25Q (6670.936828 sec): 3 clusters Score: Raw -2237893.893986 + Penalty 1915.056731 = -2235978.837255 nChanged 157 SP:Iteration 26Q (6671.011074 sec): 3 clusters Score: Raw -2237960.206338 + Penalty 1915.056731 = -2236045.149607 nChanged 148 SP:Iteration 27Q (6671.085364 sec): 3 clusters Score: Raw -2238028.519171 + Penalty 1915.056731 = -2236113.462440 nChanged 126 SP:Iteration 28Q (6671.159680 sec): 3 clusters Score: Raw -2238083.869710 + Penalty 1915.056731 = -2236168.812979 nChanged 119 SP:Iteration 29Q (6671.234452 sec): 3 clusters Score: Raw -2238132.844495 + Penalty 1915.056731 = -2236217.787764 nChanged 79 SP:Iteration 30Q (6671.308158 sec): 3 clusters Score: Raw -2238165.474143 + Penalty 1915.056731 = -2236250.417412 nChanged 76 SP:Iteration 31Q (6671.376544 sec): 3 clusters Score: Raw -2238198.429134 + Penalty 1915.056731 = -2236283.372403 nChanged 65 SP:Iteration 32Q (6671.449077 sec): 3 clusters Score: Raw -2238228.642746 + Penalty 1915.056731 = -2236313.586016 nChanged 50 SP:Iteration 33Q (6671.521706 sec): 3 clusters Score: Raw -2238252.812848 + Penalty 1915.056731 = -2236337.756117 nChanged 54 SP:Iteration 34Q (6671.588467 sec): 3 clusters Score: Raw -2238275.931545 + Penalty 1915.056731 = -2236360.874814 nChanged 40 SP:Iteration 35Q (6671.647572 sec): 3 clusters Score: Raw -2238292.596376 + Penalty 1915.056731 = -2236377.539645 nChanged 31 SP:Iteration 36Q (6671.724668 sec): 3 clusters Score: Raw -2238305.923315 + Penalty 1915.056731 = -2236390.866585 nChanged 28 SP:Iteration 37Q (6671.793382 sec): 3 clusters Score: Raw -2238317.767580 + Penalty 1915.056731 = -2236402.710849 nChanged 23 SP:Iteration 38Q (6671.864624 sec): 3 clusters Score: Raw -2238329.514723 + Penalty 1915.056731 = -2236414.457992 nChanged 20 SP:Iteration 39Q (6671.937270 sec): 3 clusters Score: Raw -2238339.011360 + Penalty 1915.056731 = -2236423.954629 nChanged 25 SP:Iteration 40F (6672.014573 sec): 3 clusters Score: Raw -2238349.750076 + Penalty 1915.056731 = -2236434.693345 nChanged 17 SP:Iteration 41Q (6672.080782 sec): 3 clusters Score: Raw -2238356.523551 + Penalty 1915.056731 = -2236441.466820 nChanged 18 SP:Iteration 42Q (6672.150560 sec): 3 clusters Score: Raw -2238364.317815 + Penalty 1915.056731 = -2236449.261084 nChanged 13 SP:Iteration 43Q (6672.197295 sec): 3 clusters Score: Raw -2238369.698127 + Penalty 1915.056731 = -2236454.641396 nChanged 9 SP:Iteration 44Q (6672.278354 sec): 3 clusters Score: Raw -2238373.095777 + Penalty 1915.056731 = -2236458.039047 nChanged 7 SP:Iteration 45Q (6672.351843 sec): 3 clusters Score: Raw -2238376.512486 + Penalty 1915.056731 = -2236461.455755 nChanged 5 SP:Iteration 46Q (6672.423304 sec): 3 clusters Score: Raw -2238378.414838 + Penalty 1915.056731 = -2236463.358107 nChanged 8 SP:Iteration 47Q (6672.496397 sec): 3 clusters Score: Raw -2238381.079344 + Penalty 1915.056731 = -2236466.022613 nChanged 5 SP:Iteration 48Q (6672.569430 sec): 3 clusters Score: Raw -2238382.436241 + Penalty 1915.056731 = -2236467.379510 nChanged 5 SP:Iteration 49Q (6672.642529 sec): 3 clusters Score: Raw -2238383.857470 + Penalty 1915.056731 = -2236468.800739 nChanged 3 SP:Iteration 50Q (6672.715480 sec): 3 clusters Score: Raw -2238384.355613 + Penalty 1915.056731 = -2236469.298882 nChanged 2 SP:Iteration 51Q (6672.788021 sec): 3 clusters Score: Raw -2238384.570802 + Penalty 1915.056731 = -2236469.514071 nChanged 1 SP:Iteration 52Q (6672.860684 sec): 3 clusters Score: Raw -2238384.884307 + Penalty 1915.056731 = -2236469.827577 nChanged 0 SP:Iteration 53F (6672.939270 sec): 3 clusters Score: Raw -2238384.884307 + Penalty 1915.056731 = -2236469.827577 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6672.966934 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6672.991298 sec): 3 clusters Score: Raw -17006.103947 + Penalty 1005.727917 = -16000.376030 nChanged 47 SP:Iteration 1F (6673.002630 sec): 3 clusters Score: Raw -17095.527170 + Penalty 1005.727917 = -16089.799253 nChanged 12 SP:Iteration 2F (6673.003884 sec): 3 clusters Score: Raw -17120.611850 + Penalty 1005.727917 = -16114.883934 nChanged 3 SP:Iteration 3Q (6673.005115 sec): 3 clusters Score: Raw -17130.341284 + Penalty 1005.727917 = -16124.613368 nChanged 0 SP:Iteration 4F (6673.006325 sec): 3 clusters Score: Raw -17130.341284 + Penalty 1005.727917 = -16124.613368 nChanged 0 Trying to split cluster 18 (129013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6673.163818 sec): 2 clusters Score: Raw -12836497.100084 + Penalty 1117.928503 = -12835379.171581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6673.375590 sec): 3 clusters Score: Raw -12750752.872984 + Penalty 2235.857006 = -12748517.015977 nChanged 62531 SP:Iteration 1F (6673.575959 sec): 3 clusters Score: Raw -12789240.653729 + Penalty 2235.857006 = -12787004.796723 nChanged 6315 SP:Iteration 2Q (6673.787183 sec): 3 clusters Score: Raw -12792167.078345 + Penalty 2235.857006 = -12789931.221339 nChanged 8447 SP:Iteration 3F (6673.970439 sec): 3 clusters Score: Raw -12797547.764172 + Penalty 2235.857006 = -12795311.907166 nChanged 10671 SP:Iteration 4F (6674.175216 sec): 3 clusters Score: Raw -12806420.839485 + Penalty 2235.857006 = -12804184.982479 nChanged 11661 SP:Iteration 5F (6674.376134 sec): 3 clusters Score: Raw -12818026.628835 + Penalty 2235.857006 = -12815790.771829 nChanged 9464 SP:Iteration 6F (6674.573701 sec): 3 clusters Score: Raw -12827876.459153 + Penalty 2235.857006 = -12825640.602147 nChanged 5337 SP:Iteration 7Q (6674.777855 sec): 3 clusters Score: Raw -12833181.128193 + Penalty 2235.857006 = -12830945.271187 nChanged 2351 SP:Iteration 8Q (6674.967523 sec): 3 clusters Score: Raw -12835345.500974 + Penalty 2235.857006 = -12833109.643968 nChanged 911 SP:Iteration 9Q (6675.145401 sec): 3 clusters Score: Raw -12836104.784342 + Penalty 2235.857006 = -12833868.927336 nChanged 367 SP:Iteration 10Q (6675.314485 sec): 3 clusters Score: Raw -12836392.620948 + Penalty 2235.857006 = -12834156.763942 nChanged 150 SP:Iteration 11Q (6675.486490 sec): 3 clusters Score: Raw -12836515.987259 + Penalty 2235.857006 = -12834280.130253 nChanged 76 SP:Iteration 12Q (6675.656205 sec): 3 clusters Score: Raw -12836580.738033 + Penalty 2235.857006 = -12834344.881026 nChanged 45 SP:Iteration 13Q (6675.832489 sec): 3 clusters Score: Raw -12836613.817152 + Penalty 2235.857006 = -12834377.960146 nChanged 22 SP:Iteration 14Q (6676.001690 sec): 3 clusters Score: Raw -12836631.916996 + Penalty 2235.857006 = -12834396.059990 nChanged 9 SP:Iteration 15Q (6676.166386 sec): 3 clusters Score: Raw -12836638.145636 + Penalty 2235.857006 = -12834402.288629 nChanged 6 SP:Iteration 16Q (6676.311994 sec): 3 clusters Score: Raw -12836642.640094 + Penalty 2235.857006 = -12834406.783088 nChanged 3 SP:Iteration 17Q (6676.475375 sec): 3 clusters Score: Raw -12836644.484736 + Penalty 2235.857006 = -12834408.627730 nChanged 0 SP:Iteration 18F (6676.665607 sec): 3 clusters Score: Raw -12836644.484736 + Penalty 2235.857006 = -12834408.627730 nChanged 0 Trying to split cluster 19 (3290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6676.697063 sec): 2 clusters Score: Raw -284637.530562 + Penalty 769.371070 = -283868.159492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6676.735116 sec): 3 clusters Score: Raw -282902.675732 + Penalty 1538.742140 = -281363.933592 nChanged 1348 SP:Iteration 1F (6676.781718 sec): 3 clusters Score: Raw -283686.476909 + Penalty 1538.742140 = -282147.734768 nChanged 258 SP:Iteration 2F (6676.818552 sec): 3 clusters Score: Raw -283824.919706 + Penalty 1538.742140 = -282286.177566 nChanged 197 SP:Iteration 3F (6676.851883 sec): 3 clusters Score: Raw -283933.307852 + Penalty 1538.742140 = -282394.565712 nChanged 169 SP:Iteration 4F (6676.900610 sec): 3 clusters Score: Raw -284030.955911 + Penalty 1538.742140 = -282492.213771 nChanged 162 SP:Iteration 5Q (6676.916245 sec): 3 clusters Score: Raw -284131.065776 + Penalty 1538.742140 = -282592.323635 nChanged 165 SP:Iteration 6F (6676.930706 sec): 3 clusters Score: Raw -284237.398465 + Penalty 1538.742140 = -282698.656324 nChanged 153 SP:Iteration 7Q (6676.946572 sec): 3 clusters Score: Raw -284338.489910 + Penalty 1538.742140 = -282799.747769 nChanged 142 SP:Iteration 8Q (6676.963588 sec): 3 clusters Score: Raw -284435.212199 + Penalty 1538.742140 = -282896.470059 nChanged 123 SP:Iteration 9Q (6677.014399 sec): 3 clusters Score: Raw -284505.609230 + Penalty 1538.742140 = -282966.867090 nChanged 91 SP:Iteration 10Q (6677.064767 sec): 3 clusters Score: Raw -284556.743846 + Penalty 1538.742140 = -283018.001705 nChanged 94 SP:Iteration 11Q (6677.108624 sec): 3 clusters Score: Raw -284613.193120 + Penalty 1538.742140 = -283074.450979 nChanged 72 SP:Iteration 12Q (6677.154594 sec): 3 clusters Score: Raw -284652.959628 + Penalty 1538.742140 = -283114.217488 nChanged 60 SP:Iteration 13Q (6677.204613 sec): 3 clusters Score: Raw -284685.935831 + Penalty 1538.742140 = -283147.193691 nChanged 47 SP:Iteration 14Q (6677.259302 sec): 3 clusters Score: Raw -284712.958754 + Penalty 1538.742140 = -283174.216614 nChanged 37 SP:Iteration 15Q (6677.300480 sec): 3 clusters Score: Raw -284730.497643 + Penalty 1538.742140 = -283191.755503 nChanged 38 SP:Iteration 16Q (6677.340436 sec): 3 clusters Score: Raw -284748.211175 + Penalty 1538.742140 = -283209.469035 nChanged 28 SP:Iteration 17Q (6677.386502 sec): 3 clusters Score: Raw -284762.559340 + Penalty 1538.742140 = -283223.817200 nChanged 28 SP:Iteration 18Q (6677.432379 sec): 3 clusters Score: Raw -284777.148376 + Penalty 1538.742140 = -283238.406236 nChanged 28 SP:Iteration 19Q (6677.476987 sec): 3 clusters Score: Raw -284792.010299 + Penalty 1538.742140 = -283253.268158 nChanged 18 SP:Iteration 20F (6677.515937 sec): 3 clusters Score: Raw -284800.440182 + Penalty 1538.742140 = -283261.698041 nChanged 15 SP:Iteration 21Q (6677.554329 sec): 3 clusters Score: Raw -284807.729272 + Penalty 1538.742140 = -283268.987132 nChanged 13 SP:Iteration 22Q (6677.602396 sec): 3 clusters Score: Raw -284813.385118 + Penalty 1538.742140 = -283274.642978 nChanged 12 SP:Iteration 23Q (6677.644944 sec): 3 clusters Score: Raw -284820.409012 + Penalty 1538.742140 = -283281.666872 nChanged 10 SP:Iteration 24Q (6677.688507 sec): 3 clusters Score: Raw -284825.278298 + Penalty 1538.742140 = -283286.536158 nChanged 13 SP:Iteration 25Q (6677.734921 sec): 3 clusters Score: Raw -284828.648709 + Penalty 1538.742140 = -283289.906569 nChanged 6 SP:Iteration 26Q (6677.774945 sec): 3 clusters Score: Raw -284830.476557 + Penalty 1538.742140 = -283291.734417 nChanged 5 SP:Iteration 27Q (6677.813105 sec): 3 clusters Score: Raw -284831.936260 + Penalty 1538.742140 = -283293.194120 nChanged 5 SP:Iteration 28Q (6677.856120 sec): 3 clusters Score: Raw -284833.251945 + Penalty 1538.742140 = -283294.509804 nChanged 4 SP:Iteration 29Q (6677.884534 sec): 3 clusters Score: Raw -284834.429737 + Penalty 1538.742140 = -283295.687596 nChanged 1 SP:Iteration 30Q (6677.928991 sec): 3 clusters Score: Raw -284834.587328 + Penalty 1538.742140 = -283295.845188 nChanged 0 SP:Iteration 31F (6677.979973 sec): 3 clusters Score: Raw -284834.587328 + Penalty 1538.742140 = -283295.845188 nChanged 0 Trying to split cluster 20 (28715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6678.039543 sec): 2 clusters Score: Raw -2517922.888207 + Penalty 975.191617 = -2516947.696590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6678.106229 sec): 3 clusters Score: Raw -2499530.621194 + Penalty 1950.383234 = -2497580.237960 nChanged 13522 SP:Iteration 1F (6678.180577 sec): 3 clusters Score: Raw -2507541.679741 + Penalty 1950.383234 = -2505591.296508 nChanged 1653 SP:Iteration 2F (6678.258288 sec): 3 clusters Score: Raw -2508321.349461 + Penalty 1950.383234 = -2506370.966228 nChanged 1852 SP:Iteration 3F (6678.332281 sec): 3 clusters Score: Raw -2509323.233364 + Penalty 1950.383234 = -2507372.850131 nChanged 1970 SP:Iteration 4F (6678.409915 sec): 3 clusters Score: Raw -2510586.362205 + Penalty 1950.383234 = -2508635.978971 nChanged 2018 SP:Iteration 5F (6678.498099 sec): 3 clusters Score: Raw -2512037.078090 + Penalty 1950.383234 = -2510086.694856 nChanged 1907 SP:Iteration 6F (6678.575086 sec): 3 clusters Score: Raw -2513592.030830 + Penalty 1950.383234 = -2511641.647597 nChanged 1789 SP:Iteration 7F (6678.651108 sec): 3 clusters Score: Raw -2515189.935599 + Penalty 1950.383234 = -2513239.552365 nChanged 1412 SP:Iteration 8Q (6678.728332 sec): 3 clusters Score: Raw -2516512.302044 + Penalty 1950.383234 = -2514561.918810 nChanged 946 SP:Iteration 9Q (6678.799122 sec): 3 clusters Score: Raw -2517407.623872 + Penalty 1950.383234 = -2515457.240638 nChanged 454 SP:Iteration 10Q (6678.879856 sec): 3 clusters Score: Raw -2517815.832935 + Penalty 1950.383234 = -2515865.449702 nChanged 218 SP:Iteration 11Q (6678.932398 sec): 3 clusters Score: Raw -2518002.013256 + Penalty 1950.383234 = -2516051.630022 nChanged 120 SP:Iteration 12Q (6679.010278 sec): 3 clusters Score: Raw -2518089.375802 + Penalty 1950.383234 = -2516138.992568 nChanged 59 SP:Iteration 13Q (6679.066045 sec): 3 clusters Score: Raw -2518131.286275 + Penalty 1950.383234 = -2516180.903042 nChanged 38 SP:Iteration 14Q (6679.129209 sec): 3 clusters Score: Raw -2518151.337078 + Penalty 1950.383234 = -2516200.953844 nChanged 27 SP:Iteration 15Q (6679.204463 sec): 3 clusters Score: Raw -2518165.775661 + Penalty 1950.383234 = -2516215.392428 nChanged 23 SP:Iteration 16Q (6679.281767 sec): 3 clusters Score: Raw -2518179.356517 + Penalty 1950.383234 = -2516228.973284 nChanged 18 SP:Iteration 17Q (6679.352961 sec): 3 clusters Score: Raw -2518188.234948 + Penalty 1950.383234 = -2516237.851715 nChanged 10 SP:Iteration 18Q (6679.413269 sec): 3 clusters Score: Raw -2518193.618723 + Penalty 1950.383234 = -2516243.235490 nChanged 10 SP:Iteration 19Q (6679.492049 sec): 3 clusters Score: Raw -2518198.704133 + Penalty 1950.383234 = -2516248.320899 nChanged 7 SP:Iteration 20F (6679.558714 sec): 3 clusters Score: Raw -2518203.087381 + Penalty 1950.383234 = -2516252.704147 nChanged 5 SP:Iteration 21Q (6679.625640 sec): 3 clusters Score: Raw -2518205.737560 + Penalty 1950.383234 = -2516255.354326 nChanged 1 SP:Iteration 22Q (6679.702612 sec): 3 clusters Score: Raw -2518206.011744 + Penalty 1950.383234 = -2516255.628510 nChanged 0 SP:Iteration 23F (6679.771839 sec): 3 clusters Score: Raw -2518206.011744 + Penalty 1950.383234 = -2516255.628510 nChanged 0 Trying to split cluster 21 (2779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6679.807228 sec): 2 clusters Score: Raw -266086.453477 + Penalty 753.335411 = -265333.118066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6679.841012 sec): 3 clusters Score: Raw -264679.199958 + Penalty 1506.670822 = -263172.529136 nChanged 1124 SP:Iteration 1F (6679.890882 sec): 3 clusters Score: Raw -265335.948031 + Penalty 1506.670822 = -263829.277210 nChanged 190 SP:Iteration 2F (6679.935592 sec): 3 clusters Score: Raw -265438.652203 + Penalty 1506.670822 = -263931.981382 nChanged 131 SP:Iteration 3Q (6679.979088 sec): 3 clusters Score: Raw -265505.360222 + Penalty 1506.670822 = -263998.689400 nChanged 110 SP:Iteration 4Q (6680.025783 sec): 3 clusters Score: Raw -265578.084362 + Penalty 1506.670822 = -264071.413540 nChanged 122 SP:Iteration 5Q (6680.064698 sec): 3 clusters Score: Raw -265672.747613 + Penalty 1506.670822 = -264166.076791 nChanged 135 SP:Iteration 6Q (6680.106790 sec): 3 clusters Score: Raw -265766.850420 + Penalty 1506.670822 = -264260.179599 nChanged 123 SP:Iteration 7Q (6680.155125 sec): 3 clusters Score: Raw -265849.711667 + Penalty 1506.670822 = -264343.040845 nChanged 114 SP:Iteration 8Q (6680.196911 sec): 3 clusters Score: Raw -265931.818892 + Penalty 1506.670822 = -264425.148070 nChanged 107 SP:Iteration 9Q (6680.249210 sec): 3 clusters Score: Raw -265999.213910 + Penalty 1506.670822 = -264492.543088 nChanged 104 SP:Iteration 10Q (6680.287179 sec): 3 clusters Score: Raw -266067.641692 + Penalty 1506.670822 = -264560.970870 nChanged 95 SP:Iteration 11Q (6680.334489 sec): 3 clusters Score: Raw -266136.727826 + Penalty 1506.670822 = -264630.057005 nChanged 102 SP:Iteration 12Q (6680.376434 sec): 3 clusters Score: Raw -266214.067092 + Penalty 1506.670822 = -264707.396270 nChanged 77 SP:Iteration 13Q (6680.425051 sec): 3 clusters Score: Raw -266263.663438 + Penalty 1506.670822 = -264756.992617 nChanged 65 SP:Iteration 14Q (6680.469907 sec): 3 clusters Score: Raw -266296.061092 + Penalty 1506.670822 = -264789.390271 nChanged 46 SP:Iteration 15Q (6680.509015 sec): 3 clusters Score: Raw -266315.134182 + Penalty 1506.670822 = -264808.463361 nChanged 31 SP:Iteration 16Q (6680.549476 sec): 3 clusters Score: Raw -266324.699046 + Penalty 1506.670822 = -264818.028225 nChanged 27 SP:Iteration 17Q (6680.589702 sec): 3 clusters Score: Raw -266331.245288 + Penalty 1506.670822 = -264824.574466 nChanged 15 SP:Iteration 18Q (6680.628090 sec): 3 clusters Score: Raw -266334.646328 + Penalty 1506.670822 = -264827.975506 nChanged 25 SP:Iteration 19Q (6680.690690 sec): 3 clusters Score: Raw -266342.555728 + Penalty 1506.670822 = -264835.884907 nChanged 24 SP:Iteration 20F (6680.738315 sec): 3 clusters Score: Raw -266351.120859 + Penalty 1506.670822 = -264844.450037 nChanged 25 SP:Iteration 21Q (6680.770909 sec): 3 clusters Score: Raw -266357.516329 + Penalty 1506.670822 = -264850.845508 nChanged 20 SP:Iteration 22Q (6680.817312 sec): 3 clusters Score: Raw -266361.272135 + Penalty 1506.670822 = -264854.601313 nChanged 18 SP:Iteration 23Q (6680.859914 sec): 3 clusters Score: Raw -266365.482328 + Penalty 1506.670822 = -264858.811506 nChanged 12 SP:Iteration 24Q (6680.899400 sec): 3 clusters Score: Raw -266367.520778 + Penalty 1506.670822 = -264860.849956 nChanged 15 SP:Iteration 25Q (6680.935281 sec): 3 clusters Score: Raw -266369.597349 + Penalty 1506.670822 = -264862.926528 nChanged 6 SP:Iteration 26Q (6680.984103 sec): 3 clusters Score: Raw -266370.213882 + Penalty 1506.670822 = -264863.543060 nChanged 6 SP:Iteration 27Q (6681.028858 sec): 3 clusters Score: Raw -266370.904526 + Penalty 1506.670822 = -264864.233704 nChanged 4 SP:Iteration 28Q (6681.068299 sec): 3 clusters Score: Raw -266371.827497 + Penalty 1506.670822 = -264865.156675 nChanged 1 SP:Iteration 29Q (6681.115193 sec): 3 clusters Score: Raw -266371.923411 + Penalty 1506.670822 = -264865.252590 nChanged 5 SP:Iteration 30Q (6681.153932 sec): 3 clusters Score: Raw -266372.867748 + Penalty 1506.670822 = -264866.196926 nChanged 7 SP:Iteration 31Q (6681.205202 sec): 3 clusters Score: Raw -266374.835006 + Penalty 1506.670822 = -264868.164184 nChanged 5 SP:Iteration 32Q (6681.245225 sec): 3 clusters Score: Raw -266375.554834 + Penalty 1506.670822 = -264868.884013 nChanged 4 SP:Iteration 33Q (6681.292103 sec): 3 clusters Score: Raw -266376.387019 + Penalty 1506.670822 = -264869.716197 nChanged 5 SP:Iteration 34Q (6681.324139 sec): 3 clusters Score: Raw -266377.137361 + Penalty 1506.670822 = -264870.466539 nChanged 6 SP:Iteration 35Q (6681.370051 sec): 3 clusters Score: Raw -266377.944457 + Penalty 1506.670822 = -264871.273635 nChanged 3 SP:Iteration 36Q (6681.419856 sec): 3 clusters Score: Raw -266378.214101 + Penalty 1506.670822 = -264871.543279 nChanged 3 SP:Iteration 37Q (6681.457715 sec): 3 clusters Score: Raw -266378.597463 + Penalty 1506.670822 = -264871.926641 nChanged 3 SP:Iteration 38Q (6681.500743 sec): 3 clusters Score: Raw -266379.269759 + Penalty 1506.670822 = -264872.598937 nChanged 5 SP:Iteration 39Q (6681.555716 sec): 3 clusters Score: Raw -266380.064285 + Penalty 1506.670822 = -264873.393463 nChanged 5 SP:Iteration 40F (6681.580647 sec): 3 clusters Score: Raw -266380.869844 + Penalty 1506.670822 = -264874.199022 nChanged 5 SP:Iteration 41Q (6681.620704 sec): 3 clusters Score: Raw -266381.479279 + Penalty 1506.670822 = -264874.808457 nChanged 5 SP:Iteration 42Q (6681.662915 sec): 3 clusters Score: Raw -266382.204452 + Penalty 1506.670822 = -264875.533630 nChanged 7 SP:Iteration 43Q (6681.702813 sec): 3 clusters Score: Raw -266383.470540 + Penalty 1506.670822 = -264876.799718 nChanged 4 SP:Iteration 44Q (6681.735025 sec): 3 clusters Score: Raw -266384.462168 + Penalty 1506.670822 = -264877.791346 nChanged 5 SP:Iteration 45Q (6681.777366 sec): 3 clusters Score: Raw -266385.309434 + Penalty 1506.670822 = -264878.638612 nChanged 5 SP:Iteration 46Q (6681.827487 sec): 3 clusters Score: Raw -266386.693509 + Penalty 1506.670822 = -264880.022687 nChanged 4 SP:Iteration 47Q (6681.863306 sec): 3 clusters Score: Raw -266387.789640 + Penalty 1506.670822 = -264881.118819 nChanged 2 SP:Iteration 48Q (6681.904922 sec): 3 clusters Score: Raw -266388.407127 + Penalty 1506.670822 = -264881.736306 nChanged 1 SP:Iteration 49Q (6681.942413 sec): 3 clusters Score: Raw -266388.558511 + Penalty 1506.670822 = -264881.887689 nChanged 3 SP:Iteration 50Q (6681.989246 sec): 3 clusters Score: Raw -266389.286266 + Penalty 1506.670822 = -264882.615444 nChanged 5 SP:Iteration 51Q (6682.033975 sec): 3 clusters Score: Raw -266390.862796 + Penalty 1506.670822 = -264884.191974 nChanged 2 SP:Iteration 52Q (6682.083194 sec): 3 clusters Score: Raw -266391.035121 + Penalty 1506.670822 = -264884.364299 nChanged 2 SP:Iteration 53Q (6682.126631 sec): 3 clusters Score: Raw -266391.231596 + Penalty 1506.670822 = -264884.560774 nChanged 2 SP:Iteration 54Q (6682.173209 sec): 3 clusters Score: Raw -266391.556590 + Penalty 1506.670822 = -264884.885768 nChanged 1 SP:Iteration 55Q (6682.206828 sec): 3 clusters Score: Raw -266391.686305 + Penalty 1506.670822 = -264885.015484 nChanged 3 SP:Iteration 56Q (6682.260639 sec): 3 clusters Score: Raw -266392.220121 + Penalty 1506.670822 = -264885.549299 nChanged 2 SP:Iteration 57Q (6682.291633 sec): 3 clusters Score: Raw -266392.679938 + Penalty 1506.670822 = -264886.009116 nChanged 2 SP:Iteration 58Q (6682.339679 sec): 3 clusters Score: Raw -266392.950114 + Penalty 1506.670822 = -264886.279292 nChanged 2 SP:Iteration 59Q (6682.388896 sec): 3 clusters Score: Raw -266393.164159 + Penalty 1506.670822 = -264886.493338 nChanged 2 SP:Iteration 60F (6682.434094 sec): 3 clusters Score: Raw -266393.993380 + Penalty 1506.670822 = -264887.322558 nChanged 3 SP:Iteration 61Q (6682.485153 sec): 3 clusters Score: Raw -266395.068599 + Penalty 1506.670822 = -264888.397778 nChanged 7 SP:Iteration 62Q (6682.539859 sec): 3 clusters Score: Raw -266396.487680 + Penalty 1506.670822 = -264889.816858 nChanged 6 SP:Iteration 63Q (6682.592216 sec): 3 clusters Score: Raw -266398.368953 + Penalty 1506.670822 = -264891.698131 nChanged 7 SP:Iteration 64Q (6682.625560 sec): 3 clusters Score: Raw -266400.469621 + Penalty 1506.670822 = -264893.798799 nChanged 9 SP:Iteration 65Q (6682.678201 sec): 3 clusters Score: Raw -266402.620861 + Penalty 1506.670822 = -264895.950040 nChanged 6 SP:Iteration 66Q (6682.729773 sec): 3 clusters Score: Raw -266403.430822 + Penalty 1506.670822 = -264896.760000 nChanged 2 SP:Iteration 67Q (6682.783742 sec): 3 clusters Score: Raw -266403.774403 + Penalty 1506.670822 = -264897.103581 nChanged 5 SP:Iteration 68Q (6682.821109 sec): 3 clusters Score: Raw -266404.729550 + Penalty 1506.670822 = -264898.058728 nChanged 3 SP:Iteration 69Q (6682.865569 sec): 3 clusters Score: Raw -266405.392225 + Penalty 1506.670822 = -264898.721404 nChanged 3 SP:Iteration 70Q (6682.920745 sec): 3 clusters Score: Raw -266406.112570 + Penalty 1506.670822 = -264899.441748 nChanged 3 SP:Iteration 71Q (6682.955535 sec): 3 clusters Score: Raw -266406.986683 + Penalty 1506.670822 = -264900.315861 nChanged 2 SP:Iteration 72Q (6682.999679 sec): 3 clusters Score: Raw -266407.234962 + Penalty 1506.670822 = -264900.564141 nChanged 3 SP:Iteration 73Q (6683.043919 sec): 3 clusters Score: Raw -266407.824616 + Penalty 1506.670822 = -264901.153794 nChanged 4 SP:Iteration 74Q (6683.090123 sec): 3 clusters Score: Raw -266408.553096 + Penalty 1506.670822 = -264901.882275 nChanged 2 SP:Iteration 75Q (6683.139179 sec): 3 clusters Score: Raw -266408.724293 + Penalty 1506.670822 = -264902.053472 nChanged 0 SP:Iteration 76F (6683.186158 sec): 3 clusters Score: Raw -266408.724293 + Penalty 1506.670822 = -264902.053472 nChanged 0 Trying to split cluster 22 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6683.210618 sec): 2 clusters Score: Raw -95234.297610 + Penalty 649.342536 = -94584.955075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6683.255985 sec): 3 clusters Score: Raw -94869.422654 + Penalty 1298.685071 = -93570.737583 nChanged 322 SP:Iteration 1F (6683.303202 sec): 3 clusters Score: Raw -95104.859235 + Penalty 1298.685071 = -93806.174164 nChanged 74 SP:Iteration 2F (6683.350840 sec): 3 clusters Score: Raw -95197.399003 + Penalty 1298.685071 = -93898.713932 nChanged 48 SP:Iteration 3F (6683.397546 sec): 3 clusters Score: Raw -95235.843335 + Penalty 1298.685071 = -93937.158264 nChanged 27 SP:Iteration 4Q (6683.427365 sec): 3 clusters Score: Raw -95253.356038 + Penalty 1298.685071 = -93954.670967 nChanged 16 SP:Iteration 5Q (6683.472903 sec): 3 clusters Score: Raw -95265.011299 + Penalty 1298.685071 = -93966.326227 nChanged 9 SP:Iteration 6Q (6683.513309 sec): 3 clusters Score: Raw -95272.392328 + Penalty 1298.685071 = -93973.707257 nChanged 10 SP:Iteration 7Q (6683.554475 sec): 3 clusters Score: Raw -95279.649895 + Penalty 1298.685071 = -93980.964823 nChanged 8 SP:Iteration 8Q (6683.591716 sec): 3 clusters Score: Raw -95284.575691 + Penalty 1298.685071 = -93985.890619 nChanged 5 SP:Iteration 9Q (6683.639614 sec): 3 clusters Score: Raw -95287.806367 + Penalty 1298.685071 = -93989.121295 nChanged 4 SP:Iteration 10Q (6683.689537 sec): 3 clusters Score: Raw -95289.856269 + Penalty 1298.685071 = -93991.171198 nChanged 3 SP:Iteration 11Q (6683.727837 sec): 3 clusters Score: Raw -95290.487662 + Penalty 1298.685071 = -93991.802591 nChanged 1 SP:Iteration 12Q (6683.774503 sec): 3 clusters Score: Raw -95291.109865 + Penalty 1298.685071 = -93992.424794 nChanged 1 SP:Iteration 13Q (6683.812084 sec): 3 clusters Score: Raw -95292.009664 + Penalty 1298.685071 = -93993.324593 nChanged 1 SP:Iteration 14Q (6683.857455 sec): 3 clusters Score: Raw -95292.614996 + Penalty 1298.685071 = -93993.929925 nChanged 0 SP:Iteration 15F (6683.903434 sec): 3 clusters Score: Raw -95292.614996 + Penalty 1298.685071 = -93993.929925 nChanged 0 Trying to split cluster 23 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6683.926575 sec): 2 clusters Score: Raw -44416.557492 + Penalty 591.144745 = -43825.412746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6683.956363 sec): 3 clusters Score: Raw -44302.059703 + Penalty 1182.289491 = -43119.770212 nChanged 141 SP:Iteration 1F (6684.001395 sec): 3 clusters Score: Raw -44429.499117 + Penalty 1182.289491 = -43247.209626 nChanged 39 SP:Iteration 2F (6684.050998 sec): 3 clusters Score: Raw -44480.635600 + Penalty 1182.289491 = -43298.346109 nChanged 27 SP:Iteration 3F (6684.092980 sec): 3 clusters Score: Raw -44505.460329 + Penalty 1182.289491 = -43323.170838 nChanged 14 SP:Iteration 4Q (6684.127798 sec): 3 clusters Score: Raw -44520.831571 + Penalty 1182.289491 = -43338.542080 nChanged 16 SP:Iteration 5Q (6684.167865 sec): 3 clusters Score: Raw -44536.891918 + Penalty 1182.289491 = -43354.602427 nChanged 9 SP:Iteration 6Q (6684.216025 sec): 3 clusters Score: Raw -44544.431349 + Penalty 1182.289491 = -43362.141858 nChanged 2 SP:Iteration 7Q (6684.254003 sec): 3 clusters Score: Raw -44546.173310 + Penalty 1182.289491 = -43363.883819 nChanged 2 SP:Iteration 8Q (6684.294521 sec): 3 clusters Score: Raw -44548.335111 + Penalty 1182.289491 = -43366.045620 nChanged 2 SP:Iteration 9Q (6684.336960 sec): 3 clusters Score: Raw -44549.553667 + Penalty 1182.289491 = -43367.264176 nChanged 1 SP:Iteration 10Q (6684.377788 sec): 3 clusters Score: Raw -44550.164419 + Penalty 1182.289491 = -43367.874928 nChanged 0 SP:Iteration 11F (6684.414224 sec): 3 clusters Score: Raw -44550.164419 + Penalty 1182.289491 = -43367.874928 nChanged 0 Trying to split cluster 24 (5766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6684.446223 sec): 2 clusters Score: Raw -573494.756636 + Penalty 822.674718 = -572672.081917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6684.492745 sec): 3 clusters Score: Raw -570255.210668 + Penalty 1645.349437 = -568609.861231 nChanged 2516 SP:Iteration 1F (6684.533791 sec): 3 clusters Score: Raw -571665.666824 + Penalty 1645.349437 = -570020.317387 nChanged 452 SP:Iteration 2F (6684.577910 sec): 3 clusters Score: Raw -571924.132827 + Penalty 1645.349437 = -570278.783390 nChanged 370 SP:Iteration 3F (6684.635836 sec): 3 clusters Score: Raw -572154.398710 + Penalty 1645.349437 = -570509.049273 nChanged 359 SP:Iteration 4F (6684.679259 sec): 3 clusters Score: Raw -572356.953752 + Penalty 1645.349437 = -570711.604316 nChanged 284 SP:Iteration 5Q (6684.733392 sec): 3 clusters Score: Raw -572502.410796 + Penalty 1645.349437 = -570857.061359 nChanged 243 SP:Iteration 6Q (6684.790488 sec): 3 clusters Score: Raw -572614.684358 + Penalty 1645.349437 = -570969.334921 nChanged 186 SP:Iteration 7Q (6684.828516 sec): 3 clusters Score: Raw -572701.244933 + Penalty 1645.349437 = -571055.895496 nChanged 171 SP:Iteration 8Q (6684.875183 sec): 3 clusters Score: Raw -572778.969439 + Penalty 1645.349437 = -571133.620002 nChanged 142 SP:Iteration 9Q (6684.921765 sec): 3 clusters Score: Raw -572839.093899 + Penalty 1645.349437 = -571193.744462 nChanged 134 SP:Iteration 10Q (6684.974772 sec): 3 clusters Score: Raw -572901.307794 + Penalty 1645.349437 = -571255.958357 nChanged 124 SP:Iteration 11Q (6685.022985 sec): 3 clusters Score: Raw -572954.674982 + Penalty 1645.349437 = -571309.325545 nChanged 101 SP:Iteration 12Q (6685.074393 sec): 3 clusters Score: Raw -572996.123898 + Penalty 1645.349437 = -571350.774462 nChanged 75 SP:Iteration 13Q (6685.124539 sec): 3 clusters Score: Raw -573022.014453 + Penalty 1645.349437 = -571376.665016 nChanged 92 SP:Iteration 14Q (6685.186999 sec): 3 clusters Score: Raw -573052.346871 + Penalty 1645.349437 = -571406.997434 nChanged 81 SP:Iteration 15Q (6685.229070 sec): 3 clusters Score: Raw -573088.264764 + Penalty 1645.349437 = -571442.915327 nChanged 80 SP:Iteration 16Q (6685.290971 sec): 3 clusters Score: Raw -573127.357228 + Penalty 1645.349437 = -571482.007791 nChanged 82 SP:Iteration 17Q (6685.333291 sec): 3 clusters Score: Raw -573173.399331 + Penalty 1645.349437 = -571528.049895 nChanged 88 SP:Iteration 18Q (6685.384396 sec): 3 clusters Score: Raw -573223.627235 + Penalty 1645.349437 = -571578.277798 nChanged 87 SP:Iteration 19Q (6685.442008 sec): 3 clusters Score: Raw -573272.417677 + Penalty 1645.349437 = -571627.068240 nChanged 84 SP:Iteration 20F (6685.475953 sec): 3 clusters Score: Raw -573319.578938 + Penalty 1645.349437 = -571674.229501 nChanged 73 SP:Iteration 21Q (6685.527279 sec): 3 clusters Score: Raw -573356.778497 + Penalty 1645.349437 = -571711.429060 nChanged 54 SP:Iteration 22Q (6685.579065 sec): 3 clusters Score: Raw -573384.871509 + Penalty 1645.349437 = -571739.522072 nChanged 56 SP:Iteration 23Q (6685.630264 sec): 3 clusters Score: Raw -573411.843958 + Penalty 1645.349437 = -571766.494521 nChanged 60 SP:Iteration 24Q (6685.681990 sec): 3 clusters Score: Raw -573438.232144 + Penalty 1645.349437 = -571792.882707 nChanged 47 SP:Iteration 25Q (6685.733148 sec): 3 clusters Score: Raw -573458.631573 + Penalty 1645.349437 = -571813.282136 nChanged 40 SP:Iteration 26Q (6685.782176 sec): 3 clusters Score: Raw -573474.972774 + Penalty 1645.349437 = -571829.623337 nChanged 36 SP:Iteration 27Q (6685.826726 sec): 3 clusters Score: Raw -573492.361931 + Penalty 1645.349437 = -571847.012494 nChanged 35 SP:Iteration 28Q (6685.875298 sec): 3 clusters Score: Raw -573509.882914 + Penalty 1645.349437 = -571864.533478 nChanged 42 SP:Iteration 29Q (6685.938047 sec): 3 clusters Score: Raw -573531.772370 + Penalty 1645.349437 = -571886.422933 nChanged 34 SP:Iteration 30Q (6685.977060 sec): 3 clusters Score: Raw -573549.410238 + Penalty 1645.349437 = -571904.060801 nChanged 32 SP:Iteration 31Q (6686.036840 sec): 3 clusters Score: Raw -573564.350568 + Penalty 1645.349437 = -571919.001131 nChanged 24 SP:Iteration 32Q (6686.075660 sec): 3 clusters Score: Raw -573573.607780 + Penalty 1645.349437 = -571928.258343 nChanged 20 SP:Iteration 33Q (6686.129905 sec): 3 clusters Score: Raw -573579.009003 + Penalty 1645.349437 = -571933.659566 nChanged 18 SP:Iteration 34Q (6686.181784 sec): 3 clusters Score: Raw -573584.301370 + Penalty 1645.349437 = -571938.951933 nChanged 18 SP:Iteration 35Q (6686.218713 sec): 3 clusters Score: Raw -573590.551797 + Penalty 1645.349437 = -571945.202360 nChanged 19 SP:Iteration 36Q (6686.260947 sec): 3 clusters Score: Raw -573598.105579 + Penalty 1645.349437 = -571952.756142 nChanged 16 SP:Iteration 37Q (6686.304188 sec): 3 clusters Score: Raw -573603.773733 + Penalty 1645.349437 = -571958.424296 nChanged 11 SP:Iteration 38Q (6686.351802 sec): 3 clusters Score: Raw -573607.391112 + Penalty 1645.349437 = -571962.041675 nChanged 12 SP:Iteration 39Q (6686.403601 sec): 3 clusters Score: Raw -573611.051391 + Penalty 1645.349437 = -571965.701954 nChanged 12 SP:Iteration 40F (6686.459244 sec): 3 clusters Score: Raw -573615.803685 + Penalty 1645.349437 = -571970.454248 nChanged 11 SP:Iteration 41Q (6686.513287 sec): 3 clusters Score: Raw -573619.459367 + Penalty 1645.349437 = -571974.109930 nChanged 10 SP:Iteration 42Q (6686.566010 sec): 3 clusters Score: Raw -573624.839726 + Penalty 1645.349437 = -571979.490289 nChanged 14 SP:Iteration 43Q (6686.619751 sec): 3 clusters Score: Raw -573630.922201 + Penalty 1645.349437 = -571985.572764 nChanged 11 SP:Iteration 44Q (6686.672058 sec): 3 clusters Score: Raw -573634.753519 + Penalty 1645.349437 = -571989.404082 nChanged 11 SP:Iteration 45Q (6686.724554 sec): 3 clusters Score: Raw -573638.824558 + Penalty 1645.349437 = -571993.475122 nChanged 14 SP:Iteration 46Q (6686.776133 sec): 3 clusters Score: Raw -573644.267505 + Penalty 1645.349437 = -571998.918068 nChanged 18 SP:Iteration 47Q (6686.831118 sec): 3 clusters Score: Raw -573651.966717 + Penalty 1645.349437 = -572006.617280 nChanged 16 SP:Iteration 48Q (6686.877776 sec): 3 clusters Score: Raw -573657.443675 + Penalty 1645.349437 = -572012.094238 nChanged 14 SP:Iteration 49Q (6686.930009 sec): 3 clusters Score: Raw -573662.286971 + Penalty 1645.349437 = -572016.937535 nChanged 10 SP:Iteration 50Q (6686.980887 sec): 3 clusters Score: Raw -573666.927430 + Penalty 1645.349437 = -572021.577993 nChanged 13 SP:Iteration 51Q (6687.028781 sec): 3 clusters Score: Raw -573672.633938 + Penalty 1645.349437 = -572027.284501 nChanged 11 SP:Iteration 52Q (6687.075324 sec): 3 clusters Score: Raw -573676.273818 + Penalty 1645.349437 = -572030.924381 nChanged 8 SP:Iteration 53Q (6687.125481 sec): 3 clusters Score: Raw -573680.330469 + Penalty 1645.349437 = -572034.981032 nChanged 6 SP:Iteration 54Q (6687.166737 sec): 3 clusters Score: Raw -573682.558389 + Penalty 1645.349437 = -572037.208952 nChanged 2 SP:Iteration 55Q (6687.231110 sec): 3 clusters Score: Raw -573682.981634 + Penalty 1645.349437 = -572037.632197 nChanged 2 SP:Iteration 56Q (6687.271486 sec): 3 clusters Score: Raw -573683.457172 + Penalty 1645.349437 = -572038.107736 nChanged 2 SP:Iteration 57Q (6687.317819 sec): 3 clusters Score: Raw -573684.303132 + Penalty 1645.349437 = -572038.953695 nChanged 2 SP:Iteration 58Q (6687.362548 sec): 3 clusters Score: Raw -573685.900893 + Penalty 1645.349437 = -572040.551456 nChanged 4 SP:Iteration 59Q (6687.409340 sec): 3 clusters Score: Raw -573688.377942 + Penalty 1645.349437 = -572043.028505 nChanged 2 SP:Iteration 60F (6687.460721 sec): 3 clusters Score: Raw -573689.166794 + Penalty 1645.349437 = -572043.817357 nChanged 5 SP:Iteration 61Q (6687.511382 sec): 3 clusters Score: Raw -573690.833661 + Penalty 1645.349437 = -572045.484224 nChanged 3 SP:Iteration 62Q (6687.564733 sec): 3 clusters Score: Raw -573691.663126 + Penalty 1645.349437 = -572046.313689 nChanged 3 SP:Iteration 63Q (6687.614515 sec): 3 clusters Score: Raw -573693.181943 + Penalty 1645.349437 = -572047.832506 nChanged 4 SP:Iteration 64Q (6687.657139 sec): 3 clusters Score: Raw -573695.418422 + Penalty 1645.349437 = -572050.068985 nChanged 2 SP:Iteration 65Q (6687.711164 sec): 3 clusters Score: Raw -573695.857005 + Penalty 1645.349437 = -572050.507568 nChanged 1 SP:Iteration 66Q (6687.762867 sec): 3 clusters Score: Raw -573696.108915 + Penalty 1645.349437 = -572050.759479 nChanged 0 SP:Iteration 67F (6687.811760 sec): 3 clusters Score: Raw -573696.108915 + Penalty 1645.349437 = -572050.759479 nChanged 0 Trying to split cluster 25 (14266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6687.837965 sec): 2 clusters Score: Raw -1395569.255873 + Penalty 908.735264 = -1394660.520609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6687.897760 sec): 3 clusters Score: Raw -1386884.364501 + Penalty 1817.470529 = -1385066.893972 nChanged 6507 SP:Iteration 1F (6687.953146 sec): 3 clusters Score: Raw -1390839.162002 + Penalty 1817.470529 = -1389021.691473 nChanged 1030 SP:Iteration 2F (6688.020513 sec): 3 clusters Score: Raw -1391472.645558 + Penalty 1817.470529 = -1389655.175029 nChanged 1010 SP:Iteration 3F (6688.079502 sec): 3 clusters Score: Raw -1392208.046577 + Penalty 1817.470529 = -1390390.576048 nChanged 1027 SP:Iteration 4F (6688.134067 sec): 3 clusters Score: Raw -1393032.344214 + Penalty 1817.470529 = -1391214.873685 nChanged 981 SP:Iteration 5F (6688.190745 sec): 3 clusters Score: Raw -1393763.533003 + Penalty 1817.470529 = -1391946.062474 nChanged 808 SP:Iteration 6F (6688.252728 sec): 3 clusters Score: Raw -1394294.464321 + Penalty 1817.470529 = -1392476.993792 nChanged 641 SP:Iteration 7Q (6688.322259 sec): 3 clusters Score: Raw -1394637.055341 + Penalty 1817.470529 = -1392819.584812 nChanged 455 SP:Iteration 8Q (6688.376034 sec): 3 clusters Score: Raw -1394815.282838 + Penalty 1817.470529 = -1392997.812309 nChanged 312 SP:Iteration 9Q (6688.437992 sec): 3 clusters Score: Raw -1394915.001761 + Penalty 1817.470529 = -1393097.531232 nChanged 255 SP:Iteration 10Q (6688.490111 sec): 3 clusters Score: Raw -1394986.675234 + Penalty 1817.470529 = -1393169.204705 nChanged 201 SP:Iteration 11Q (6688.543955 sec): 3 clusters Score: Raw -1395035.683243 + Penalty 1817.470529 = -1393218.212714 nChanged 172 SP:Iteration 12Q (6688.610392 sec): 3 clusters Score: Raw -1395078.279572 + Penalty 1817.470529 = -1393260.809043 nChanged 155 SP:Iteration 13Q (6688.680276 sec): 3 clusters Score: Raw -1395120.176023 + Penalty 1817.470529 = -1393302.705494 nChanged 146 SP:Iteration 14Q (6688.726770 sec): 3 clusters Score: Raw -1395161.200353 + Penalty 1817.470529 = -1393343.729824 nChanged 141 SP:Iteration 15Q (6688.793051 sec): 3 clusters Score: Raw -1395188.877016 + Penalty 1817.470529 = -1393371.406487 nChanged 102 SP:Iteration 16Q (6688.846412 sec): 3 clusters Score: Raw -1395206.704381 + Penalty 1817.470529 = -1393389.233852 nChanged 101 SP:Iteration 17Q (6688.907318 sec): 3 clusters Score: Raw -1395223.980739 + Penalty 1817.470529 = -1393406.510210 nChanged 86 SP:Iteration 18Q (6688.957944 sec): 3 clusters Score: Raw -1395239.200875 + Penalty 1817.470529 = -1393421.730346 nChanged 79 SP:Iteration 19Q (6689.017051 sec): 3 clusters Score: Raw -1395249.719839 + Penalty 1817.470529 = -1393432.249310 nChanged 73 SP:Iteration 20F (6689.077865 sec): 3 clusters Score: Raw -1395259.283861 + Penalty 1817.470529 = -1393441.813332 nChanged 59 SP:Iteration 21Q (6689.141599 sec): 3 clusters Score: Raw -1395267.384104 + Penalty 1817.470529 = -1393449.913575 nChanged 57 SP:Iteration 22Q (6689.204899 sec): 3 clusters Score: Raw -1395273.800893 + Penalty 1817.470529 = -1393456.330364 nChanged 48 SP:Iteration 23Q (6689.256345 sec): 3 clusters Score: Raw -1395279.308939 + Penalty 1817.470529 = -1393461.838410 nChanged 49 SP:Iteration 24Q (6689.329572 sec): 3 clusters Score: Raw -1395284.409509 + Penalty 1817.470529 = -1393466.938980 nChanged 42 SP:Iteration 25Q (6689.378595 sec): 3 clusters Score: Raw -1395289.790472 + Penalty 1817.470529 = -1393472.319943 nChanged 38 SP:Iteration 26Q (6689.437788 sec): 3 clusters Score: Raw -1395294.787475 + Penalty 1817.470529 = -1393477.316946 nChanged 43 SP:Iteration 27Q (6689.506770 sec): 3 clusters Score: Raw -1395299.489703 + Penalty 1817.470529 = -1393482.019174 nChanged 37 SP:Iteration 28Q (6689.557801 sec): 3 clusters Score: Raw -1395302.884988 + Penalty 1817.470529 = -1393485.414459 nChanged 39 SP:Iteration 29Q (6689.620130 sec): 3 clusters Score: Raw -1395306.571019 + Penalty 1817.470529 = -1393489.100490 nChanged 36 SP:Iteration 30Q (6689.682219 sec): 3 clusters Score: Raw -1395309.563070 + Penalty 1817.470529 = -1393492.092541 nChanged 37 SP:Iteration 31Q (6689.731255 sec): 3 clusters Score: Raw -1395313.029922 + Penalty 1817.470529 = -1393495.559393 nChanged 43 SP:Iteration 32Q (6689.801126 sec): 3 clusters Score: Raw -1395317.042347 + Penalty 1817.470529 = -1393499.571818 nChanged 32 SP:Iteration 33Q (6689.864717 sec): 3 clusters Score: Raw -1395319.722241 + Penalty 1817.470529 = -1393502.251712 nChanged 25 SP:Iteration 34Q (6689.931816 sec): 3 clusters Score: Raw -1395321.401567 + Penalty 1817.470529 = -1393503.931038 nChanged 19 SP:Iteration 35Q (6689.983122 sec): 3 clusters Score: Raw -1395322.635200 + Penalty 1817.470529 = -1393505.164671 nChanged 16 SP:Iteration 36Q (6690.049543 sec): 3 clusters Score: Raw -1395324.060165 + Penalty 1817.470529 = -1393506.589636 nChanged 21 SP:Iteration 37Q (6690.111380 sec): 3 clusters Score: Raw -1395326.206882 + Penalty 1817.470529 = -1393508.736353 nChanged 27 SP:Iteration 38Q (6690.175441 sec): 3 clusters Score: Raw -1395329.237970 + Penalty 1817.470529 = -1393511.767442 nChanged 35 SP:Iteration 39Q (6690.233730 sec): 3 clusters Score: Raw -1395332.402903 + Penalty 1817.470529 = -1393514.932374 nChanged 53 SP:Iteration 40F (6690.296211 sec): 3 clusters Score: Raw -1395337.172913 + Penalty 1817.470529 = -1393519.702384 nChanged 46 SP:Iteration 41Q (6690.359443 sec): 3 clusters Score: Raw -1395340.866137 + Penalty 1817.470529 = -1393523.395608 nChanged 39 SP:Iteration 42Q (6690.415901 sec): 3 clusters Score: Raw -1395344.014000 + Penalty 1817.470529 = -1393526.543471 nChanged 39 SP:Iteration 43Q (6690.487340 sec): 3 clusters Score: Raw -1395347.149300 + Penalty 1817.470529 = -1393529.678771 nChanged 40 SP:Iteration 44Q (6690.537558 sec): 3 clusters Score: Raw -1395350.731763 + Penalty 1817.470529 = -1393533.261234 nChanged 46 SP:Iteration 45Q (6690.598913 sec): 3 clusters Score: Raw -1395355.223097 + Penalty 1817.470529 = -1393537.752568 nChanged 46 SP:Iteration 46Q (6690.662176 sec): 3 clusters Score: Raw -1395360.958789 + Penalty 1817.470529 = -1393543.488260 nChanged 50 SP:Iteration 47Q (6690.719349 sec): 3 clusters Score: Raw -1395368.198895 + Penalty 1817.470529 = -1393550.728366 nChanged 61 SP:Iteration 48Q (6690.773503 sec): 3 clusters Score: Raw -1395376.626367 + Penalty 1817.470529 = -1393559.155838 nChanged 64 SP:Iteration 49Q (6690.838178 sec): 3 clusters Score: Raw -1395386.599476 + Penalty 1817.470529 = -1393569.128947 nChanged 56 SP:Iteration 50Q (6690.907938 sec): 3 clusters Score: Raw -1395393.810642 + Penalty 1817.470529 = -1393576.340113 nChanged 60 SP:Iteration 51Q (6690.960274 sec): 3 clusters Score: Raw -1395402.062686 + Penalty 1817.470529 = -1393584.592157 nChanged 63 SP:Iteration 52Q (6691.018350 sec): 3 clusters Score: Raw -1395410.001859 + Penalty 1817.470529 = -1393592.531330 nChanged 62 SP:Iteration 53Q (6691.074916 sec): 3 clusters Score: Raw -1395416.461382 + Penalty 1817.470529 = -1393598.990853 nChanged 57 SP:Iteration 54Q (6691.141156 sec): 3 clusters Score: Raw -1395422.971853 + Penalty 1817.470529 = -1393605.501324 nChanged 59 SP:Iteration 55Q (6691.203209 sec): 3 clusters Score: Raw -1395429.694267 + Penalty 1817.470529 = -1393612.223738 nChanged 46 SP:Iteration 56Q (6691.252184 sec): 3 clusters Score: Raw -1395435.963030 + Penalty 1817.470529 = -1393618.492501 nChanged 54 SP:Iteration 57Q (6691.309617 sec): 3 clusters Score: Raw -1395444.058362 + Penalty 1817.470529 = -1393626.587833 nChanged 55 SP:Iteration 58Q (6691.371680 sec): 3 clusters Score: Raw -1395450.745528 + Penalty 1817.470529 = -1393633.274999 nChanged 54 SP:Iteration 59Q (6691.436769 sec): 3 clusters Score: Raw -1395458.062684 + Penalty 1817.470529 = -1393640.592155 nChanged 49 SP:Iteration 60F (6691.500492 sec): 3 clusters Score: Raw -1395464.283500 + Penalty 1817.470529 = -1393646.812971 nChanged 38 SP:Iteration 61Q (6691.557897 sec): 3 clusters Score: Raw -1395467.717659 + Penalty 1817.470529 = -1393650.247130 nChanged 37 SP:Iteration 62Q (6691.613443 sec): 3 clusters Score: Raw -1395471.313406 + Penalty 1817.470529 = -1393653.842877 nChanged 44 SP:Iteration 63Q (6691.676850 sec): 3 clusters Score: Raw -1395477.051322 + Penalty 1817.470529 = -1393659.580793 nChanged 60 SP:Iteration 64Q (6691.736116 sec): 3 clusters Score: Raw -1395485.460891 + Penalty 1817.470529 = -1393667.990362 nChanged 61 SP:Iteration 65Q (6691.787133 sec): 3 clusters Score: Raw -1395494.504551 + Penalty 1817.470529 = -1393677.034022 nChanged 58 SP:Iteration 66Q (6691.849293 sec): 3 clusters Score: Raw -1395503.000421 + Penalty 1817.470529 = -1393685.529892 nChanged 59 SP:Iteration 67Q (6691.902236 sec): 3 clusters Score: Raw -1395511.010030 + Penalty 1817.470529 = -1393693.539501 nChanged 49 SP:Iteration 68Q (6691.970513 sec): 3 clusters Score: Raw -1395516.513712 + Penalty 1817.470529 = -1393699.043183 nChanged 49 SP:Iteration 69Q (6692.026753 sec): 3 clusters Score: Raw -1395522.763910 + Penalty 1817.470529 = -1393705.293381 nChanged 47 SP:Iteration 70Q (6692.088665 sec): 3 clusters Score: Raw -1395528.219265 + Penalty 1817.470529 = -1393710.748736 nChanged 42 SP:Iteration 71Q (6692.152645 sec): 3 clusters Score: Raw -1395532.425033 + Penalty 1817.470529 = -1393714.954504 nChanged 34 SP:Iteration 72Q (6692.212256 sec): 3 clusters Score: Raw -1395535.346031 + Penalty 1817.470529 = -1393717.875502 nChanged 31 SP:Iteration 73Q (6692.260331 sec): 3 clusters Score: Raw -1395537.640563 + Penalty 1817.470529 = -1393720.170034 nChanged 27 SP:Iteration 74Q (6692.325815 sec): 3 clusters Score: Raw -1395539.474104 + Penalty 1817.470529 = -1393722.003575 nChanged 22 SP:Iteration 75Q (6692.373364 sec): 3 clusters Score: Raw -1395540.980844 + Penalty 1817.470529 = -1393723.510315 nChanged 27 SP:Iteration 76Q (6692.425878 sec): 3 clusters Score: Raw -1395543.541599 + Penalty 1817.470529 = -1393726.071070 nChanged 27 SP:Iteration 77Q (6692.489657 sec): 3 clusters Score: Raw -1395545.942978 + Penalty 1817.470529 = -1393728.472449 nChanged 34 SP:Iteration 78Q (6692.548398 sec): 3 clusters Score: Raw -1395548.967807 + Penalty 1817.470529 = -1393731.497278 nChanged 32 SP:Iteration 79Q (6692.609393 sec): 3 clusters Score: Raw -1395551.751349 + Penalty 1817.470529 = -1393734.280820 nChanged 34 SP:Iteration 80F (6692.668760 sec): 3 clusters Score: Raw -1395554.645831 + Penalty 1817.470529 = -1393737.175302 nChanged 35 SP:Iteration 81Q (6692.729279 sec): 3 clusters Score: Raw -1395558.173943 + Penalty 1817.470529 = -1393740.703414 nChanged 30 SP:Iteration 82Q (6692.786714 sec): 3 clusters Score: Raw -1395560.988640 + Penalty 1817.470529 = -1393743.518111 nChanged 26 SP:Iteration 83Q (6692.849971 sec): 3 clusters Score: Raw -1395563.187148 + Penalty 1817.470529 = -1393745.716619 nChanged 24 SP:Iteration 84Q (6692.902686 sec): 3 clusters Score: Raw -1395564.958586 + Penalty 1817.470529 = -1393747.488057 nChanged 17 SP:Iteration 85Q (6692.965115 sec): 3 clusters Score: Raw -1395566.442955 + Penalty 1817.470529 = -1393748.972426 nChanged 17 SP:Iteration 86Q (6693.022700 sec): 3 clusters Score: Raw -1395568.074976 + Penalty 1817.470529 = -1393750.604448 nChanged 12 SP:Iteration 87Q (6693.070600 sec): 3 clusters Score: Raw -1395569.301450 + Penalty 1817.470529 = -1393751.830921 nChanged 15 SP:Iteration 88Q (6693.141220 sec): 3 clusters Score: Raw -1395570.809147 + Penalty 1817.470529 = -1393753.338619 nChanged 16 SP:Iteration 89Q (6693.195717 sec): 3 clusters Score: Raw -1395572.041697 + Penalty 1817.470529 = -1393754.571168 nChanged 14 SP:Iteration 90Q (6693.224880 sec): 3 clusters Score: Raw -1395573.221573 + Penalty 1817.470529 = -1393755.751044 nChanged 20 SP:Iteration 91Q (6693.297455 sec): 3 clusters Score: Raw -1395574.881630 + Penalty 1817.470529 = -1393757.411101 nChanged 17 SP:Iteration 92Q (6693.343348 sec): 3 clusters Score: Raw -1395576.837698 + Penalty 1817.470529 = -1393759.367169 nChanged 18 SP:Iteration 93Q (6693.384304 sec): 3 clusters Score: Raw -1395578.588882 + Penalty 1817.470529 = -1393761.118353 nChanged 16 SP:Iteration 94Q (6693.452766 sec): 3 clusters Score: Raw -1395579.925332 + Penalty 1817.470529 = -1393762.454803 nChanged 13 SP:Iteration 95Q (6693.515460 sec): 3 clusters Score: Raw -1395581.002272 + Penalty 1817.470529 = -1393763.531743 nChanged 14 SP:Iteration 96Q (6693.559264 sec): 3 clusters Score: Raw -1395582.564698 + Penalty 1817.470529 = -1393765.094169 nChanged 17 SP:Iteration 97Q (6693.613329 sec): 3 clusters Score: Raw -1395584.952418 + Penalty 1817.470529 = -1393767.481889 nChanged 14 SP:Iteration 98Q (6693.676271 sec): 3 clusters Score: Raw -1395585.779068 + Penalty 1817.470529 = -1393768.308539 nChanged 15 SP:Iteration 99Q (6693.737786 sec): 3 clusters Score: Raw -1395586.505799 + Penalty 1817.470529 = -1393769.035270 nChanged 9 SP:Iteration 100F (6693.793511 sec): 3 clusters Score: Raw -1395587.035489 + Penalty 1817.470529 = -1393769.564960 nChanged 9 SP:Iteration 101Q (6693.845033 sec): 3 clusters Score: Raw -1395588.045885 + Penalty 1817.470529 = -1393770.575356 nChanged 11 SP:Iteration 102Q (6693.910344 sec): 3 clusters Score: Raw -1395588.829406 + Penalty 1817.470529 = -1393771.358877 nChanged 9 SP:Iteration 103Q (6693.961479 sec): 3 clusters Score: Raw -1395589.531540 + Penalty 1817.470529 = -1393772.061011 nChanged 6 SP:Iteration 104Q (6694.018319 sec): 3 clusters Score: Raw -1395589.844885 + Penalty 1817.470529 = -1393772.374356 nChanged 8 SP:Iteration 105Q (6694.078101 sec): 3 clusters Score: Raw -1395590.291701 + Penalty 1817.470529 = -1393772.821172 nChanged 4 SP:Iteration 106Q (6694.133072 sec): 3 clusters Score: Raw -1395590.616779 + Penalty 1817.470529 = -1393773.146250 nChanged 3 SP:Iteration 107Q (6694.192686 sec): 3 clusters Score: Raw -1395590.894080 + Penalty 1817.470529 = -1393773.423552 nChanged 4 SP:Iteration 108Q (6694.255587 sec): 3 clusters Score: Raw -1395591.113822 + Penalty 1817.470529 = -1393773.643293 nChanged 6 SP:Iteration 109Q (6694.317774 sec): 3 clusters Score: Raw -1395591.445456 + Penalty 1817.470529 = -1393773.974927 nChanged 4 SP:Iteration 110Q (6694.376847 sec): 3 clusters Score: Raw -1395591.781613 + Penalty 1817.470529 = -1393774.311084 nChanged 4 SP:Iteration 111Q (6694.439507 sec): 3 clusters Score: Raw -1395592.408717 + Penalty 1817.470529 = -1393774.938188 nChanged 7 SP:Iteration 112Q (6694.502373 sec): 3 clusters Score: Raw -1395593.024894 + Penalty 1817.470529 = -1393775.554365 nChanged 9 SP:Iteration 113Q (6694.556840 sec): 3 clusters Score: Raw -1395593.559488 + Penalty 1817.470529 = -1393776.088959 nChanged 4 SP:Iteration 114Q (6694.604686 sec): 3 clusters Score: Raw -1395593.789101 + Penalty 1817.470529 = -1393776.318572 nChanged 4 SP:Iteration 115Q (6694.675837 sec): 3 clusters Score: Raw -1395594.008001 + Penalty 1817.470529 = -1393776.537472 nChanged 7 SP:Iteration 116Q (6694.725752 sec): 3 clusters Score: Raw -1395594.312214 + Penalty 1817.470529 = -1393776.841685 nChanged 3 SP:Iteration 117Q (6694.779704 sec): 3 clusters Score: Raw -1395594.417374 + Penalty 1817.470529 = -1393776.946845 nChanged 2 SP:Iteration 118Q (6694.840496 sec): 3 clusters Score: Raw -1395594.481091 + Penalty 1817.470529 = -1393777.010562 nChanged 2 SP:Iteration 119Q (6694.890204 sec): 3 clusters Score: Raw -1395594.564619 + Penalty 1817.470529 = -1393777.094090 nChanged 4 SP:Iteration 120F (6694.945573 sec): 3 clusters Score: Raw -1395594.699018 + Penalty 1817.470529 = -1393777.228489 nChanged 1 SP:Iteration 121Q (6694.998915 sec): 3 clusters Score: Raw -1395594.733747 + Penalty 1817.470529 = -1393777.263218 nChanged 2 SP:Iteration 122Q (6695.058945 sec): 3 clusters Score: Raw -1395594.835441 + Penalty 1817.470529 = -1393777.364912 nChanged 1 SP:Iteration 123Q (6695.100041 sec): 3 clusters Score: Raw -1395594.923808 + Penalty 1817.470529 = -1393777.453279 nChanged 2 SP:Iteration 124Q (6695.152830 sec): 3 clusters Score: Raw -1395595.001008 + Penalty 1817.470529 = -1393777.530479 nChanged 1 SP:Iteration 125Q (6695.210628 sec): 3 clusters Score: Raw -1395595.056636 + Penalty 1817.470529 = -1393777.586107 nChanged 2 SP:Iteration 126Q (6695.272409 sec): 3 clusters Score: Raw -1395595.187427 + Penalty 1817.470529 = -1393777.716898 nChanged 2 SP:Iteration 127Q (6695.333469 sec): 3 clusters Score: Raw -1395595.248528 + Penalty 1817.470529 = -1393777.778000 nChanged 3 SP:Iteration 128Q (6695.393001 sec): 3 clusters Score: Raw -1395595.341134 + Penalty 1817.470529 = -1393777.870605 nChanged 3 SP:Iteration 129Q (6695.458276 sec): 3 clusters Score: Raw -1395595.498105 + Penalty 1817.470529 = -1393778.027576 nChanged 1 SP:Iteration 130Q (6695.508452 sec): 3 clusters Score: Raw -1395595.580685 + Penalty 1817.470529 = -1393778.110156 nChanged 1 SP:Iteration 131Q (6695.556459 sec): 3 clusters Score: Raw -1395595.616247 + Penalty 1817.470529 = -1393778.145718 nChanged 1 SP:Iteration 132Q (6695.619782 sec): 3 clusters Score: Raw -1395595.679986 + Penalty 1817.470529 = -1393778.209457 nChanged 2 SP:Iteration 133Q (6695.679463 sec): 3 clusters Score: Raw -1395595.736692 + Penalty 1817.470529 = -1393778.266163 nChanged 1 SP:Iteration 134Q (6695.739674 sec): 3 clusters Score: Raw -1395595.761069 + Penalty 1817.470529 = -1393778.290540 nChanged 2 SP:Iteration 135Q (6695.797403 sec): 3 clusters Score: Raw -1395595.840007 + Penalty 1817.470529 = -1393778.369478 nChanged 1 SP:Iteration 136Q (6695.854302 sec): 3 clusters Score: Raw -1395595.868468 + Penalty 1817.470529 = -1393778.397939 nChanged 1 SP:Iteration 137Q (6695.926875 sec): 3 clusters Score: Raw -1395595.893027 + Penalty 1817.470529 = -1393778.422499 nChanged 2 SP:Iteration 138Q (6695.968611 sec): 3 clusters Score: Raw -1395596.002267 + Penalty 1817.470529 = -1393778.531738 nChanged 2 SP:Iteration 139Q (6696.034769 sec): 3 clusters Score: Raw -1395596.226382 + Penalty 1817.470529 = -1393778.755853 nChanged 5 SP:Iteration 140F (6696.085281 sec): 3 clusters Score: Raw -1395596.713163 + Penalty 1817.470529 = -1393779.242634 nChanged 7 SP:Iteration 141Q (6696.146343 sec): 3 clusters Score: Raw -1395597.504840 + Penalty 1817.470529 = -1393780.034311 nChanged 8 SP:Iteration 142Q (6696.209160 sec): 3 clusters Score: Raw -1395598.287809 + Penalty 1817.470529 = -1393780.817280 nChanged 6 SP:Iteration 143Q (6696.261748 sec): 3 clusters Score: Raw -1395598.556734 + Penalty 1817.470529 = -1393781.086205 nChanged 5 SP:Iteration 144Q (6696.316465 sec): 3 clusters Score: Raw -1395598.860368 + Penalty 1817.470529 = -1393781.389839 nChanged 3 SP:Iteration 145Q (6696.370846 sec): 3 clusters Score: Raw -1395599.112624 + Penalty 1817.470529 = -1393781.642095 nChanged 3 SP:Iteration 146Q (6696.431621 sec): 3 clusters Score: Raw -1395599.328984 + Penalty 1817.470529 = -1393781.858455 nChanged 3 SP:Iteration 147Q (6696.502635 sec): 3 clusters Score: Raw -1395599.475265 + Penalty 1817.470529 = -1393782.004736 nChanged 1 SP:Iteration 148Q (6696.548835 sec): 3 clusters Score: Raw -1395599.505402 + Penalty 1817.470529 = -1393782.034873 nChanged 1 SP:Iteration 149Q (6696.602882 sec): 3 clusters Score: Raw -1395599.514952 + Penalty 1817.470529 = -1393782.044423 nChanged 0 SP:Iteration 150F (6696.661895 sec): 3 clusters Score: Raw -1395599.514952 + Penalty 1817.470529 = -1393782.044423 nChanged 0 Trying to split cluster 26 (3711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6696.684253 sec): 2 clusters Score: Raw -355205.500063 + Penalty 780.810383 = -354424.689680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6696.727597 sec): 3 clusters Score: Raw -353236.503916 + Penalty 1561.620766 = -351674.883150 nChanged 1548 SP:Iteration 1F (6696.772387 sec): 3 clusters Score: Raw -354063.307039 + Penalty 1561.620766 = -352501.686273 nChanged 238 SP:Iteration 2F (6696.817252 sec): 3 clusters Score: Raw -354166.946093 + Penalty 1561.620766 = -352605.325327 nChanged 180 SP:Iteration 3Q (6696.855359 sec): 3 clusters Score: Raw -354238.227758 + Penalty 1561.620766 = -352676.606992 nChanged 149 SP:Iteration 4Q (6696.896600 sec): 3 clusters Score: Raw -354296.278743 + Penalty 1561.620766 = -352734.657978 nChanged 127 SP:Iteration 5Q (6696.946286 sec): 3 clusters Score: Raw -354355.883817 + Penalty 1561.620766 = -352794.263051 nChanged 140 SP:Iteration 6Q (6696.981914 sec): 3 clusters Score: Raw -354439.255277 + Penalty 1561.620766 = -352877.634511 nChanged 154 SP:Iteration 7Q (6697.025647 sec): 3 clusters Score: Raw -354550.230738 + Penalty 1561.620766 = -352988.609973 nChanged 162 SP:Iteration 8Q (6697.074783 sec): 3 clusters Score: Raw -354678.896631 + Penalty 1561.620766 = -353117.275865 nChanged 156 SP:Iteration 9Q (6697.108741 sec): 3 clusters Score: Raw -354805.275042 + Penalty 1561.620766 = -353243.654277 nChanged 137 SP:Iteration 10Q (6697.157599 sec): 3 clusters Score: Raw -354919.856476 + Penalty 1561.620766 = -353358.235710 nChanged 114 SP:Iteration 11Q (6697.198820 sec): 3 clusters Score: Raw -355010.961994 + Penalty 1561.620766 = -353449.341228 nChanged 87 SP:Iteration 12Q (6697.239164 sec): 3 clusters Score: Raw -355080.705637 + Penalty 1561.620766 = -353519.084872 nChanged 66 SP:Iteration 13Q (6697.277311 sec): 3 clusters Score: Raw -355132.372231 + Penalty 1561.620766 = -353570.751465 nChanged 44 SP:Iteration 14Q (6697.319729 sec): 3 clusters Score: Raw -355169.953570 + Penalty 1561.620766 = -353608.332804 nChanged 37 SP:Iteration 15Q (6697.365131 sec): 3 clusters Score: Raw -355201.502643 + Penalty 1561.620766 = -353639.881877 nChanged 33 SP:Iteration 16Q (6697.407038 sec): 3 clusters Score: Raw -355235.568101 + Penalty 1561.620766 = -353673.947336 nChanged 23 SP:Iteration 17Q (6697.454013 sec): 3 clusters Score: Raw -355257.502755 + Penalty 1561.620766 = -353695.881990 nChanged 23 SP:Iteration 18Q (6697.494816 sec): 3 clusters Score: Raw -355280.052416 + Penalty 1561.620766 = -353718.431651 nChanged 12 SP:Iteration 19Q (6697.532345 sec): 3 clusters Score: Raw -355289.048827 + Penalty 1561.620766 = -353727.428062 nChanged 12 SP:Iteration 20F (6697.573955 sec): 3 clusters Score: Raw -355299.022957 + Penalty 1561.620766 = -353737.402191 nChanged 11 SP:Iteration 21Q (6697.619701 sec): 3 clusters Score: Raw -355309.463174 + Penalty 1561.620766 = -353747.842408 nChanged 5 SP:Iteration 22Q (6697.675516 sec): 3 clusters Score: Raw -355313.376254 + Penalty 1561.620766 = -353751.755488 nChanged 3 SP:Iteration 23Q (6697.712395 sec): 3 clusters Score: Raw -355317.893736 + Penalty 1561.620766 = -353756.272970 nChanged 4 SP:Iteration 24Q (6697.755361 sec): 3 clusters Score: Raw -355322.716903 + Penalty 1561.620766 = -353761.096137 nChanged 1 SP:Iteration 25Q (6697.797597 sec): 3 clusters Score: Raw -355323.965473 + Penalty 1561.620766 = -353762.344707 nChanged 0 SP:Iteration 26F (6697.844618 sec): 3 clusters Score: Raw -355323.965473 + Penalty 1561.620766 = -353762.344707 nChanged 0 Trying to split cluster 27 (99478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6697.970720 sec): 2 clusters Score: Raw -9769000.790823 + Penalty 1093.230720 = -9767907.560102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6698.135715 sec): 3 clusters Score: Raw -9703216.542437 + Penalty 2186.461441 = -9701030.080996 nChanged 48107 SP:Iteration 1F (6698.298352 sec): 3 clusters Score: Raw -9732053.384421 + Penalty 2186.461441 = -9729866.922980 nChanged 3273 SP:Iteration 2Q (6698.458875 sec): 3 clusters Score: Raw -9732864.478100 + Penalty 2186.461441 = -9730678.016660 nChanged 3494 SP:Iteration 3Q (6698.626845 sec): 3 clusters Score: Raw -9733927.585340 + Penalty 2186.461441 = -9731741.123899 nChanged 3884 SP:Iteration 4Q (6698.779581 sec): 3 clusters Score: Raw -9735432.392182 + Penalty 2186.461441 = -9733245.930741 nChanged 4614 SP:Iteration 5Q (6698.955102 sec): 3 clusters Score: Raw -9737748.770274 + Penalty 2186.461441 = -9735562.308833 nChanged 5525 SP:Iteration 6F (6699.110759 sec): 3 clusters Score: Raw -9741426.323701 + Penalty 2186.461441 = -9739239.862260 nChanged 6160 SP:Iteration 7F (6699.272516 sec): 3 clusters Score: Raw -9746350.499416 + Penalty 2186.461441 = -9744164.037975 nChanged 6270 SP:Iteration 8F (6699.424203 sec): 3 clusters Score: Raw -9751225.847840 + Penalty 2186.461441 = -9749039.386399 nChanged 5236 SP:Iteration 9F (6699.555525 sec): 3 clusters Score: Raw -9754282.866437 + Penalty 2186.461441 = -9752096.404996 nChanged 3525 SP:Iteration 10Q (6699.724010 sec): 3 clusters Score: Raw -9755668.570953 + Penalty 2186.461441 = -9753482.109513 nChanged 2185 SP:Iteration 11Q (6699.868405 sec): 3 clusters Score: Raw -9756402.014934 + Penalty 2186.461441 = -9754215.553493 nChanged 1736 SP:Iteration 12Q (6700.027090 sec): 3 clusters Score: Raw -9757065.561053 + Penalty 2186.461441 = -9754879.099612 nChanged 1629 SP:Iteration 13Q (6700.178866 sec): 3 clusters Score: Raw -9757769.357136 + Penalty 2186.461441 = -9755582.895695 nChanged 1577 SP:Iteration 14Q (6700.314411 sec): 3 clusters Score: Raw -9758490.051823 + Penalty 2186.461441 = -9756303.590382 nChanged 1606 SP:Iteration 15Q (6700.473531 sec): 3 clusters Score: Raw -9759184.210889 + Penalty 2186.461441 = -9756997.749448 nChanged 1606 SP:Iteration 16Q (6700.628946 sec): 3 clusters Score: Raw -9759845.758006 + Penalty 2186.461441 = -9757659.296566 nChanged 1522 SP:Iteration 17Q (6700.786018 sec): 3 clusters Score: Raw -9760428.243691 + Penalty 2186.461441 = -9758241.782250 nChanged 1402 SP:Iteration 18Q (6700.914143 sec): 3 clusters Score: Raw -9760912.329631 + Penalty 2186.461441 = -9758725.868191 nChanged 1270 SP:Iteration 19Q (6701.067360 sec): 3 clusters Score: Raw -9761320.398077 + Penalty 2186.461441 = -9759133.936636 nChanged 1220 SP:Iteration 20F (6701.211389 sec): 3 clusters Score: Raw -9761703.590394 + Penalty 2186.461441 = -9759517.128953 nChanged 1200 SP:Iteration 21Q (6701.346318 sec): 3 clusters Score: Raw -9762060.441034 + Penalty 2186.461441 = -9759873.979594 nChanged 1145 SP:Iteration 22Q (6701.473162 sec): 3 clusters Score: Raw -9762379.235557 + Penalty 2186.461441 = -9760192.774117 nChanged 1123 SP:Iteration 23Q (6701.630563 sec): 3 clusters Score: Raw -9762672.643095 + Penalty 2186.461441 = -9760486.181654 nChanged 1101 SP:Iteration 24Q (6701.783690 sec): 3 clusters Score: Raw -9762959.517127 + Penalty 2186.461441 = -9760773.055687 nChanged 1166 SP:Iteration 25Q (6701.931816 sec): 3 clusters Score: Raw -9763288.133122 + Penalty 2186.461441 = -9761101.671681 nChanged 1231 SP:Iteration 26Q (6702.079055 sec): 3 clusters Score: Raw -9763661.981734 + Penalty 2186.461441 = -9761475.520293 nChanged 1237 SP:Iteration 27Q (6702.220702 sec): 3 clusters Score: Raw -9764066.270649 + Penalty 2186.461441 = -9761879.809209 nChanged 1311 SP:Iteration 28Q (6702.365409 sec): 3 clusters Score: Raw -9764526.761221 + Penalty 2186.461441 = -9762340.299780 nChanged 1316 SP:Iteration 29Q (6702.516860 sec): 3 clusters Score: Raw -9765005.107581 + Penalty 2186.461441 = -9762818.646140 nChanged 1268 SP:Iteration 30Q (6702.666286 sec): 3 clusters Score: Raw -9765467.060782 + Penalty 2186.461441 = -9763280.599341 nChanged 1223 SP:Iteration 31Q (6702.786626 sec): 3 clusters Score: Raw -9765931.797611 + Penalty 2186.461441 = -9763745.336170 nChanged 1187 SP:Iteration 32Q (6702.933479 sec): 3 clusters Score: Raw -9766421.402409 + Penalty 2186.461441 = -9764234.940968 nChanged 1160 SP:Iteration 33Q (6703.083215 sec): 3 clusters Score: Raw -9766911.305579 + Penalty 2186.461441 = -9764724.844139 nChanged 1023 SP:Iteration 34Q (6703.220022 sec): 3 clusters Score: Raw -9767346.680440 + Penalty 2186.461441 = -9765160.218999 nChanged 943 SP:Iteration 35Q (6703.367536 sec): 3 clusters Score: Raw -9767758.290126 + Penalty 2186.461441 = -9765571.828685 nChanged 800 SP:Iteration 36Q (6703.513050 sec): 3 clusters Score: Raw -9768101.000275 + Penalty 2186.461441 = -9765914.538834 nChanged 666 SP:Iteration 37Q (6703.658421 sec): 3 clusters Score: Raw -9768371.632651 + Penalty 2186.461441 = -9766185.171210 nChanged 554 SP:Iteration 38Q (6703.788066 sec): 3 clusters Score: Raw -9768600.531987 + Penalty 2186.461441 = -9766414.070546 nChanged 430 SP:Iteration 39Q (6703.925459 sec): 3 clusters Score: Raw -9768774.261738 + Penalty 2186.461441 = -9766587.800297 nChanged 361 SP:Iteration 40F (6704.083398 sec): 3 clusters Score: Raw -9768924.480806 + Penalty 2186.461441 = -9766738.019366 nChanged 298 SP:Iteration 41Q (6704.229324 sec): 3 clusters Score: Raw -9769051.195621 + Penalty 2186.461441 = -9766864.734180 nChanged 248 SP:Iteration 42Q (6704.364953 sec): 3 clusters Score: Raw -9769145.265734 + Penalty 2186.461441 = -9766958.804293 nChanged 208 SP:Iteration 43Q (6704.485935 sec): 3 clusters Score: Raw -9769223.570676 + Penalty 2186.461441 = -9767037.109235 nChanged 161 SP:Iteration 44Q (6704.615433 sec): 3 clusters Score: Raw -9769276.495907 + Penalty 2186.461441 = -9767090.034466 nChanged 107 SP:Iteration 45Q (6704.755732 sec): 3 clusters Score: Raw -9769309.036120 + Penalty 2186.461441 = -9767122.574679 nChanged 82 SP:Iteration 46Q (6704.908733 sec): 3 clusters Score: Raw -9769334.555090 + Penalty 2186.461441 = -9767148.093649 nChanged 78 SP:Iteration 47Q (6705.035804 sec): 3 clusters Score: Raw -9769356.109043 + Penalty 2186.461441 = -9767169.647602 nChanged 67 SP:Iteration 48Q (6705.176445 sec): 3 clusters Score: Raw -9769376.884434 + Penalty 2186.461441 = -9767190.422993 nChanged 62 SP:Iteration 49Q (6705.281269 sec): 3 clusters Score: Raw -9769395.116291 + Penalty 2186.461441 = -9767208.654850 nChanged 48 SP:Iteration 50Q (6705.418399 sec): 3 clusters Score: Raw -9769406.056172 + Penalty 2186.461441 = -9767219.594731 nChanged 35 SP:Iteration 51Q (6705.560553 sec): 3 clusters Score: Raw -9769414.367712 + Penalty 2186.461441 = -9767227.906271 nChanged 34 SP:Iteration 52Q (6705.680431 sec): 3 clusters Score: Raw -9769423.449241 + Penalty 2186.461441 = -9767236.987800 nChanged 29 SP:Iteration 53Q (6705.832377 sec): 3 clusters Score: Raw -9769429.123403 + Penalty 2186.461441 = -9767242.661962 nChanged 21 SP:Iteration 54Q (6705.976578 sec): 3 clusters Score: Raw -9769433.370939 + Penalty 2186.461441 = -9767246.909499 nChanged 16 SP:Iteration 55Q (6706.118324 sec): 3 clusters Score: Raw -9769436.356386 + Penalty 2186.461441 = -9767249.894946 nChanged 13 SP:Iteration 56Q (6706.268000 sec): 3 clusters Score: Raw -9769438.077292 + Penalty 2186.461441 = -9767251.615851 nChanged 10 SP:Iteration 57Q (6706.400441 sec): 3 clusters Score: Raw -9769440.060139 + Penalty 2186.461441 = -9767253.598698 nChanged 6 SP:Iteration 58Q (6706.539350 sec): 3 clusters Score: Raw -9769440.771484 + Penalty 2186.461441 = -9767254.310043 nChanged 6 SP:Iteration 59Q (6706.683534 sec): 3 clusters Score: Raw -9769441.439774 + Penalty 2186.461441 = -9767254.978333 nChanged 0 SP:Iteration 60F (6706.841259 sec): 3 clusters Score: Raw -9769441.439774 + Penalty 2186.461441 = -9767254.978333 nChanged 0 Trying to split cluster 28 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6706.862566 sec): 2 clusters Score: Raw -123006.584038 + Penalty 688.404968 = -122318.179070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6706.901605 sec): 3 clusters Score: Raw -122391.532065 + Penalty 1376.809935 = -121014.722130 nChanged 525 SP:Iteration 1F (6706.944267 sec): 3 clusters Score: Raw -122704.087751 + Penalty 1376.809935 = -121327.277816 nChanged 104 SP:Iteration 2F (6707.000787 sec): 3 clusters Score: Raw -122771.129213 + Penalty 1376.809935 = -121394.319277 nChanged 78 SP:Iteration 3F (6707.037426 sec): 3 clusters Score: Raw -122822.035808 + Penalty 1376.809935 = -121445.225873 nChanged 46 SP:Iteration 4Q (6707.085471 sec): 3 clusters Score: Raw -122846.533974 + Penalty 1376.809935 = -121469.724038 nChanged 31 SP:Iteration 5Q (6707.122279 sec): 3 clusters Score: Raw -122863.537624 + Penalty 1376.809935 = -121486.727688 nChanged 26 SP:Iteration 6Q (6707.170439 sec): 3 clusters Score: Raw -122884.879128 + Penalty 1376.809935 = -121508.069192 nChanged 31 SP:Iteration 7Q (6707.207246 sec): 3 clusters Score: Raw -122898.856671 + Penalty 1376.809935 = -121522.046736 nChanged 24 SP:Iteration 8Q (6707.247357 sec): 3 clusters Score: Raw -122908.645199 + Penalty 1376.809935 = -121531.835264 nChanged 17 SP:Iteration 9Q (6707.289760 sec): 3 clusters Score: Raw -122916.478672 + Penalty 1376.809935 = -121539.668737 nChanged 14 SP:Iteration 10Q (6707.345833 sec): 3 clusters Score: Raw -122924.509736 + Penalty 1376.809935 = -121547.699801 nChanged 15 SP:Iteration 11Q (6707.394959 sec): 3 clusters Score: Raw -122930.592790 + Penalty 1376.809935 = -121553.782855 nChanged 10 SP:Iteration 12Q (6707.430490 sec): 3 clusters Score: Raw -122933.763111 + Penalty 1376.809935 = -121556.953176 nChanged 11 SP:Iteration 13Q (6707.472130 sec): 3 clusters Score: Raw -122939.805662 + Penalty 1376.809935 = -121562.995726 nChanged 15 SP:Iteration 14Q (6707.514851 sec): 3 clusters Score: Raw -122947.378610 + Penalty 1376.809935 = -121570.568675 nChanged 9 SP:Iteration 15Q (6707.567534 sec): 3 clusters Score: Raw -122951.576627 + Penalty 1376.809935 = -121574.766692 nChanged 8 SP:Iteration 16Q (6707.608966 sec): 3 clusters Score: Raw -122954.816475 + Penalty 1376.809935 = -121578.006540 nChanged 3 SP:Iteration 17Q (6707.644953 sec): 3 clusters Score: Raw -122956.215726 + Penalty 1376.809935 = -121579.405791 nChanged 2 SP:Iteration 18Q (6707.683767 sec): 3 clusters Score: Raw -122958.176421 + Penalty 1376.809935 = -121581.366486 nChanged 7 SP:Iteration 19Q (6707.730269 sec): 3 clusters Score: Raw -122961.778892 + Penalty 1376.809935 = -121584.968957 nChanged 4 SP:Iteration 20F (6707.764805 sec): 3 clusters Score: Raw -122963.344172 + Penalty 1376.809935 = -121586.534237 nChanged 3 SP:Iteration 21Q (6707.806916 sec): 3 clusters Score: Raw -122963.948998 + Penalty 1376.809935 = -121587.139063 nChanged 0 SP:Iteration 22F (6707.850047 sec): 3 clusters Score: Raw -122963.948998 + Penalty 1376.809935 = -121587.139063 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6707.884185 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6707.915590 sec): 3 clusters Score: Raw -7841.569144 + Penalty 992.891868 = -6848.677276 nChanged 42 SP:Iteration 1F (6707.961885 sec): 3 clusters Score: Raw -7960.487915 + Penalty 992.891868 = -6967.596047 nChanged 10 SP:Iteration 2F (6707.994785 sec): 3 clusters Score: Raw -7983.056334 + Penalty 992.891868 = -6990.164466 nChanged 7 SP:Iteration 3Q (6708.033920 sec): 3 clusters Score: Raw -8009.413178 + Penalty 992.891868 = -7016.521310 nChanged 4 SP:Iteration 4Q (6708.078975 sec): 3 clusters Score: Raw -8020.232431 + Penalty 992.891868 = -7027.340563 nChanged 3 SP:Iteration 5Q (6708.107188 sec): 3 clusters Score: Raw -8025.096233 + Penalty 992.891868 = -7032.204365 nChanged 3 SP:Iteration 6Q (6708.150061 sec): 3 clusters Score: Raw -8027.743160 + Penalty 992.891868 = -7034.851292 nChanged 1 SP:Iteration 7Q (6708.189538 sec): 3 clusters Score: Raw -8028.795789 + Penalty 992.891868 = -7035.903921 nChanged 0 SP:Iteration 8F (6708.229723 sec): 3 clusters Score: Raw -8028.795789 + Penalty 992.891868 = -7035.903921 nChanged 0 Trying to split cluster 30 (7697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6708.273877 sec): 2 clusters Score: Raw -712887.678301 + Penalty 850.115663 = -712037.562639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6708.324436 sec): 3 clusters Score: Raw -708474.117063 + Penalty 1700.231325 = -706773.885738 nChanged 3392 SP:Iteration 1F (6708.368139 sec): 3 clusters Score: Raw -710401.630000 + Penalty 1700.231325 = -708701.398675 nChanged 477 SP:Iteration 2F (6708.413867 sec): 3 clusters Score: Raw -710631.353114 + Penalty 1700.231325 = -708931.121789 nChanged 435 SP:Iteration 3F (6708.477562 sec): 3 clusters Score: Raw -710842.392536 + Penalty 1700.231325 = -709142.161211 nChanged 372 SP:Iteration 4Q (6708.513712 sec): 3 clusters Score: Raw -711027.161234 + Penalty 1700.231325 = -709326.929909 nChanged 332 SP:Iteration 5Q (6708.574616 sec): 3 clusters Score: Raw -711180.463850 + Penalty 1700.231325 = -709480.232524 nChanged 281 SP:Iteration 6Q (6708.621901 sec): 3 clusters Score: Raw -711301.081411 + Penalty 1700.231325 = -709600.850086 nChanged 285 SP:Iteration 7Q (6708.675586 sec): 3 clusters Score: Raw -711451.614877 + Penalty 1700.231325 = -709751.383552 nChanged 290 SP:Iteration 8Q (6708.720358 sec): 3 clusters Score: Raw -711620.126601 + Penalty 1700.231325 = -709919.895276 nChanged 316 SP:Iteration 9Q (6708.769557 sec): 3 clusters Score: Raw -711811.179328 + Penalty 1700.231325 = -710110.948003 nChanged 286 SP:Iteration 10Q (6708.818834 sec): 3 clusters Score: Raw -712019.629022 + Penalty 1700.231325 = -710319.397697 nChanged 273 SP:Iteration 11Q (6708.875366 sec): 3 clusters Score: Raw -712206.840097 + Penalty 1700.231325 = -710506.608772 nChanged 220 SP:Iteration 12Q (6708.919885 sec): 3 clusters Score: Raw -712343.787401 + Penalty 1700.231325 = -710643.556076 nChanged 185 SP:Iteration 13Q (6708.980132 sec): 3 clusters Score: Raw -712441.374685 + Penalty 1700.231325 = -710741.143360 nChanged 160 SP:Iteration 14Q (6709.017531 sec): 3 clusters Score: Raw -712514.083274 + Penalty 1700.231325 = -710813.851949 nChanged 125 SP:Iteration 15Q (6709.067419 sec): 3 clusters Score: Raw -712566.833282 + Penalty 1700.231325 = -710866.601957 nChanged 106 SP:Iteration 16Q (6709.118812 sec): 3 clusters Score: Raw -712606.976043 + Penalty 1700.231325 = -710906.744718 nChanged 111 SP:Iteration 17Q (6709.168546 sec): 3 clusters Score: Raw -712645.818849 + Penalty 1700.231325 = -710945.587524 nChanged 99 SP:Iteration 18Q (6709.218899 sec): 3 clusters Score: Raw -712680.434140 + Penalty 1700.231325 = -710980.202815 nChanged 81 SP:Iteration 19Q (6709.267687 sec): 3 clusters Score: Raw -712707.755051 + Penalty 1700.231325 = -711007.523726 nChanged 71 SP:Iteration 20F (6709.320851 sec): 3 clusters Score: Raw -712726.394001 + Penalty 1700.231325 = -711026.162676 nChanged 57 SP:Iteration 21Q (6709.364728 sec): 3 clusters Score: Raw -712743.012556 + Penalty 1700.231325 = -711042.781231 nChanged 67 SP:Iteration 22Q (6709.420358 sec): 3 clusters Score: Raw -712764.840519 + Penalty 1700.231325 = -711064.609194 nChanged 68 SP:Iteration 23Q (6709.457988 sec): 3 clusters Score: Raw -712786.162030 + Penalty 1700.231325 = -711085.930705 nChanged 63 SP:Iteration 24Q (6709.516006 sec): 3 clusters Score: Raw -712803.948048 + Penalty 1700.231325 = -711103.716723 nChanged 41 SP:Iteration 25Q (6709.559375 sec): 3 clusters Score: Raw -712814.011252 + Penalty 1700.231325 = -711113.779926 nChanged 33 SP:Iteration 26Q (6709.610156 sec): 3 clusters Score: Raw -712821.677072 + Penalty 1700.231325 = -711121.445747 nChanged 31 SP:Iteration 27Q (6709.651465 sec): 3 clusters Score: Raw -712828.527772 + Penalty 1700.231325 = -711128.296447 nChanged 27 SP:Iteration 28Q (6709.711692 sec): 3 clusters Score: Raw -712833.459436 + Penalty 1700.231325 = -711133.228111 nChanged 24 SP:Iteration 29Q (6709.763919 sec): 3 clusters Score: Raw -712837.996973 + Penalty 1700.231325 = -711137.765648 nChanged 22 SP:Iteration 30Q (6709.810424 sec): 3 clusters Score: Raw -712841.579767 + Penalty 1700.231325 = -711141.348442 nChanged 23 SP:Iteration 31Q (6709.855986 sec): 3 clusters Score: Raw -712845.475651 + Penalty 1700.231325 = -711145.244326 nChanged 21 SP:Iteration 32Q (6709.915258 sec): 3 clusters Score: Raw -712849.842189 + Penalty 1700.231325 = -711149.610864 nChanged 22 SP:Iteration 33Q (6709.957795 sec): 3 clusters Score: Raw -712853.498433 + Penalty 1700.231325 = -711153.267108 nChanged 20 SP:Iteration 34Q (6710.010834 sec): 3 clusters Score: Raw -712855.863283 + Penalty 1700.231325 = -711155.631958 nChanged 12 SP:Iteration 35Q (6710.061412 sec): 3 clusters Score: Raw -712857.580023 + Penalty 1700.231325 = -711157.348698 nChanged 19 SP:Iteration 36Q (6710.113935 sec): 3 clusters Score: Raw -712860.827849 + Penalty 1700.231325 = -711160.596524 nChanged 17 SP:Iteration 37Q (6710.166672 sec): 3 clusters Score: Raw -712864.467377 + Penalty 1700.231325 = -711164.236052 nChanged 21 SP:Iteration 38Q (6710.205180 sec): 3 clusters Score: Raw -712867.765331 + Penalty 1700.231325 = -711167.534006 nChanged 20 SP:Iteration 39Q (6710.258136 sec): 3 clusters Score: Raw -712871.577156 + Penalty 1700.231325 = -711171.345831 nChanged 18 SP:Iteration 40F (6710.298250 sec): 3 clusters Score: Raw -712874.980256 + Penalty 1700.231325 = -711174.748931 nChanged 19 SP:Iteration 41Q (6710.352090 sec): 3 clusters Score: Raw -712878.094855 + Penalty 1700.231325 = -711177.863530 nChanged 19 SP:Iteration 42Q (6710.406336 sec): 3 clusters Score: Raw -712881.968722 + Penalty 1700.231325 = -711181.737397 nChanged 19 SP:Iteration 43Q (6710.449067 sec): 3 clusters Score: Raw -712885.594287 + Penalty 1700.231325 = -711185.362962 nChanged 23 SP:Iteration 44Q (6710.496911 sec): 3 clusters Score: Raw -712888.845025 + Penalty 1700.231325 = -711188.613700 nChanged 13 SP:Iteration 45Q (6710.553429 sec): 3 clusters Score: Raw -712891.494272 + Penalty 1700.231325 = -711191.262947 nChanged 10 SP:Iteration 46Q (6710.586165 sec): 3 clusters Score: Raw -712893.218056 + Penalty 1700.231325 = -711192.986731 nChanged 13 SP:Iteration 47Q (6710.643994 sec): 3 clusters Score: Raw -712896.034443 + Penalty 1700.231325 = -711195.803118 nChanged 15 SP:Iteration 48Q (6710.689422 sec): 3 clusters Score: Raw -712899.061043 + Penalty 1700.231325 = -711198.829718 nChanged 16 SP:Iteration 49Q (6710.742509 sec): 3 clusters Score: Raw -712903.115610 + Penalty 1700.231325 = -711202.884285 nChanged 18 SP:Iteration 50Q (6710.795183 sec): 3 clusters Score: Raw -712906.922416 + Penalty 1700.231325 = -711206.691091 nChanged 18 SP:Iteration 51Q (6710.847249 sec): 3 clusters Score: Raw -712911.610198 + Penalty 1700.231325 = -711211.378873 nChanged 18 SP:Iteration 52Q (6710.893433 sec): 3 clusters Score: Raw -712916.956291 + Penalty 1700.231325 = -711216.724966 nChanged 21 SP:Iteration 53Q (6710.942793 sec): 3 clusters Score: Raw -712923.454405 + Penalty 1700.231325 = -711223.223080 nChanged 24 SP:Iteration 54Q (6710.999296 sec): 3 clusters Score: Raw -712930.677930 + Penalty 1700.231325 = -711230.446605 nChanged 22 SP:Iteration 55Q (6711.046229 sec): 3 clusters Score: Raw -712936.190698 + Penalty 1700.231325 = -711235.959373 nChanged 24 SP:Iteration 56Q (6711.099705 sec): 3 clusters Score: Raw -712941.182840 + Penalty 1700.231325 = -711240.951514 nChanged 19 SP:Iteration 57Q (6711.158450 sec): 3 clusters Score: Raw -712946.226128 + Penalty 1700.231325 = -711245.994803 nChanged 15 SP:Iteration 58Q (6711.202702 sec): 3 clusters Score: Raw -712949.254858 + Penalty 1700.231325 = -711249.023533 nChanged 14 SP:Iteration 59Q (6711.253034 sec): 3 clusters Score: Raw -712954.368775 + Penalty 1700.231325 = -711254.137450 nChanged 21 SP:Iteration 60F (6711.308172 sec): 3 clusters Score: Raw -712960.217033 + Penalty 1700.231325 = -711259.985707 nChanged 21 SP:Iteration 61Q (6711.358103 sec): 3 clusters Score: Raw -712966.378157 + Penalty 1700.231325 = -711266.146832 nChanged 22 SP:Iteration 62Q (6711.400621 sec): 3 clusters Score: Raw -712974.075732 + Penalty 1700.231325 = -711273.844407 nChanged 26 SP:Iteration 63Q (6711.445004 sec): 3 clusters Score: Raw -712982.138329 + Penalty 1700.231325 = -711281.907004 nChanged 22 SP:Iteration 64Q (6711.498785 sec): 3 clusters Score: Raw -712987.422333 + Penalty 1700.231325 = -711287.191008 nChanged 20 SP:Iteration 65Q (6711.558610 sec): 3 clusters Score: Raw -712993.693582 + Penalty 1700.231325 = -711293.462257 nChanged 21 SP:Iteration 66Q (6711.600308 sec): 3 clusters Score: Raw -712999.478885 + Penalty 1700.231325 = -711299.247560 nChanged 18 SP:Iteration 67Q (6711.652437 sec): 3 clusters Score: Raw -713004.840208 + Penalty 1700.231325 = -711304.608883 nChanged 19 SP:Iteration 68Q (6711.707179 sec): 3 clusters Score: Raw -713009.342779 + Penalty 1700.231325 = -711309.111454 nChanged 20 SP:Iteration 69Q (6711.761878 sec): 3 clusters Score: Raw -713013.916834 + Penalty 1700.231325 = -711313.685509 nChanged 13 SP:Iteration 70Q (6711.798517 sec): 3 clusters Score: Raw -713017.109257 + Penalty 1700.231325 = -711316.877932 nChanged 18 SP:Iteration 71Q (6711.851197 sec): 3 clusters Score: Raw -713022.009208 + Penalty 1700.231325 = -711321.777882 nChanged 13 SP:Iteration 72Q (6711.911371 sec): 3 clusters Score: Raw -713025.307624 + Penalty 1700.231325 = -711325.076299 nChanged 13 SP:Iteration 73Q (6711.964173 sec): 3 clusters Score: Raw -713030.927463 + Penalty 1700.231325 = -711330.696138 nChanged 19 SP:Iteration 74Q (6712.007037 sec): 3 clusters Score: Raw -713035.729545 + Penalty 1700.231325 = -711335.498220 nChanged 14 SP:Iteration 75Q (6712.060817 sec): 3 clusters Score: Raw -713039.474106 + Penalty 1700.231325 = -711339.242781 nChanged 15 SP:Iteration 76Q (6712.100086 sec): 3 clusters Score: Raw -713042.768842 + Penalty 1700.231325 = -711342.537517 nChanged 9 SP:Iteration 77Q (6712.156988 sec): 3 clusters Score: Raw -713044.696398 + Penalty 1700.231325 = -711344.465073 nChanged 7 SP:Iteration 78Q (6712.204641 sec): 3 clusters Score: Raw -713046.353609 + Penalty 1700.231325 = -711346.122284 nChanged 12 SP:Iteration 79Q (6712.254026 sec): 3 clusters Score: Raw -713050.583512 + Penalty 1700.231325 = -711350.352187 nChanged 12 SP:Iteration 80F (6712.311206 sec): 3 clusters Score: Raw -713054.773917 + Penalty 1700.231325 = -711354.542592 nChanged 11 SP:Iteration 81Q (6712.358455 sec): 3 clusters Score: Raw -713057.339990 + Penalty 1700.231325 = -711357.108665 nChanged 4 SP:Iteration 82Q (6712.399983 sec): 3 clusters Score: Raw -713057.911406 + Penalty 1700.231325 = -711357.680081 nChanged 3 SP:Iteration 83Q (6712.452159 sec): 3 clusters Score: Raw -713058.322354 + Penalty 1700.231325 = -711358.091028 nChanged 5 SP:Iteration 84Q (6712.505712 sec): 3 clusters Score: Raw -713060.885846 + Penalty 1700.231325 = -711360.654521 nChanged 10 SP:Iteration 85Q (6712.558546 sec): 3 clusters Score: Raw -713063.486948 + Penalty 1700.231325 = -711363.255623 nChanged 6 SP:Iteration 86Q (6712.612361 sec): 3 clusters Score: Raw -713064.716576 + Penalty 1700.231325 = -711364.485251 nChanged 3 SP:Iteration 87Q (6712.663335 sec): 3 clusters Score: Raw -713065.258114 + Penalty 1700.231325 = -711365.026789 nChanged 1 SP:Iteration 88Q (6712.706864 sec): 3 clusters Score: Raw -713065.579418 + Penalty 1700.231325 = -711365.348093 nChanged 1 SP:Iteration 89Q (6712.752959 sec): 3 clusters Score: Raw -713065.699146 + Penalty 1700.231325 = -711365.467821 nChanged 1 SP:Iteration 90Q (6712.804268 sec): 3 clusters Score: Raw -713065.853740 + Penalty 1700.231325 = -711365.622415 nChanged 1 SP:Iteration 91Q (6712.845400 sec): 3 clusters Score: Raw -713065.950251 + Penalty 1700.231325 = -711365.718926 nChanged 0 SP:Iteration 92F (6712.891300 sec): 3 clusters Score: Raw -713065.950251 + Penalty 1700.231325 = -711365.718926 nChanged 0 Trying to split cluster 31 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6712.912447 sec): 2 clusters Score: Raw -14764.930326 + Penalty 503.813966 = -14261.116360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6712.947840 sec): 3 clusters Score: Raw -14815.371370 + Penalty 1007.627933 = -13807.743437 nChanged 48 SP:Iteration 1F (6712.986218 sec): 3 clusters Score: Raw -14907.774901 + Penalty 1007.627933 = -13900.146968 nChanged 14 SP:Iteration 2F (6713.037454 sec): 3 clusters Score: Raw -14951.864125 + Penalty 1007.627933 = -13944.236193 nChanged 7 SP:Iteration 3Q (6713.085957 sec): 3 clusters Score: Raw -14966.165391 + Penalty 1007.627933 = -13958.537458 nChanged 5 SP:Iteration 4Q (6713.116372 sec): 3 clusters Score: Raw -14979.399768 + Penalty 1007.627933 = -13971.771836 nChanged 3 SP:Iteration 5Q (6713.157307 sec): 3 clusters Score: Raw -14987.248050 + Penalty 1007.627933 = -13979.620117 nChanged 2 SP:Iteration 6Q (6713.196341 sec): 3 clusters Score: Raw -14989.057664 + Penalty 1007.627933 = -13981.429731 nChanged 1 SP:Iteration 7Q (6713.237350 sec): 3 clusters Score: Raw -14989.928342 + Penalty 1007.627933 = -13982.300410 nChanged 1 SP:Iteration 8Q (6713.277919 sec): 3 clusters Score: Raw -15005.677951 + Penalty 1007.627933 = -13998.050018 nChanged 1 SP:Iteration 9Q (6713.319663 sec): 3 clusters Score: Raw -15007.370887 + Penalty 1007.627933 = -13999.742954 nChanged 0 SP:Iteration 10F (6713.367559 sec): 3 clusters Score: Raw -15007.370887 + Penalty 1007.627933 = -13999.742954 nChanged 0 Trying to split cluster 32 (4636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6713.392216 sec): 2 clusters Score: Raw -444130.548842 + Penalty 801.952684 = -443328.596158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6713.458470 sec): 3 clusters Score: Raw -441588.560312 + Penalty 1603.905369 = -439984.654943 nChanged 1962 SP:Iteration 1F (6713.505534 sec): 3 clusters Score: Raw -442630.426304 + Penalty 1603.905369 = -441026.520935 nChanged 355 SP:Iteration 2F (6713.557895 sec): 3 clusters Score: Raw -442792.601003 + Penalty 1603.905369 = -441188.695634 nChanged 265 SP:Iteration 3F (6713.606583 sec): 3 clusters Score: Raw -442910.125739 + Penalty 1603.905369 = -441306.220371 nChanged 200 SP:Iteration 4Q (6713.650012 sec): 3 clusters Score: Raw -442999.831943 + Penalty 1603.905369 = -441395.926574 nChanged 175 SP:Iteration 5Q (6713.690220 sec): 3 clusters Score: Raw -443061.947852 + Penalty 1603.905369 = -441458.042483 nChanged 139 SP:Iteration 6Q (6713.736667 sec): 3 clusters Score: Raw -443114.284105 + Penalty 1603.905369 = -441510.378737 nChanged 128 SP:Iteration 7Q (6713.783353 sec): 3 clusters Score: Raw -443159.317009 + Penalty 1603.905369 = -441555.411640 nChanged 112 SP:Iteration 8Q (6713.840028 sec): 3 clusters Score: Raw -443194.288628 + Penalty 1603.905369 = -441590.383259 nChanged 111 SP:Iteration 9Q (6713.881888 sec): 3 clusters Score: Raw -443234.131682 + Penalty 1603.905369 = -441630.226313 nChanged 118 SP:Iteration 10Q (6713.929559 sec): 3 clusters Score: Raw -443284.962206 + Penalty 1603.905369 = -441681.056837 nChanged 129 SP:Iteration 11Q (6713.985124 sec): 3 clusters Score: Raw -443329.072830 + Penalty 1603.905369 = -441725.167461 nChanged 103 SP:Iteration 12Q (6714.032499 sec): 3 clusters Score: Raw -443367.200909 + Penalty 1603.905369 = -441763.295540 nChanged 96 SP:Iteration 13Q (6714.074665 sec): 3 clusters Score: Raw -443407.943403 + Penalty 1603.905369 = -441804.038034 nChanged 112 SP:Iteration 14Q (6714.122702 sec): 3 clusters Score: Raw -443455.719585 + Penalty 1603.905369 = -441851.814216 nChanged 109 SP:Iteration 15Q (6714.167102 sec): 3 clusters Score: Raw -443512.313928 + Penalty 1603.905369 = -441908.408560 nChanged 110 SP:Iteration 16Q (6714.225761 sec): 3 clusters Score: Raw -443570.644717 + Penalty 1603.905369 = -441966.739348 nChanged 110 SP:Iteration 17Q (6714.273113 sec): 3 clusters Score: Raw -443625.320578 + Penalty 1603.905369 = -442021.415209 nChanged 115 SP:Iteration 18Q (6714.308654 sec): 3 clusters Score: Raw -443691.645409 + Penalty 1603.905369 = -442087.740040 nChanged 114 SP:Iteration 19Q (6714.348836 sec): 3 clusters Score: Raw -443766.247952 + Penalty 1603.905369 = -442162.342583 nChanged 116 SP:Iteration 20F (6714.407091 sec): 3 clusters Score: Raw -443835.889164 + Penalty 1603.905369 = -442231.983796 nChanged 94 SP:Iteration 21Q (6714.456233 sec): 3 clusters Score: Raw -443897.884047 + Penalty 1603.905369 = -442293.978679 nChanged 84 SP:Iteration 22Q (6714.507803 sec): 3 clusters Score: Raw -443951.893471 + Penalty 1603.905369 = -442347.988102 nChanged 69 SP:Iteration 23Q (6714.548594 sec): 3 clusters Score: Raw -443988.677840 + Penalty 1603.905369 = -442384.772471 nChanged 63 SP:Iteration 24Q (6714.592812 sec): 3 clusters Score: Raw -444020.841334 + Penalty 1603.905369 = -442416.935965 nChanged 64 SP:Iteration 25Q (6714.637032 sec): 3 clusters Score: Raw -444058.338988 + Penalty 1603.905369 = -442454.433619 nChanged 53 SP:Iteration 26Q (6714.686496 sec): 3 clusters Score: Raw -444089.582433 + Penalty 1603.905369 = -442485.677064 nChanged 60 SP:Iteration 27Q (6714.733365 sec): 3 clusters Score: Raw -444125.241171 + Penalty 1603.905369 = -442521.335802 nChanged 47 SP:Iteration 28Q (6714.780187 sec): 3 clusters Score: Raw -444155.283380 + Penalty 1603.905369 = -442551.378011 nChanged 52 SP:Iteration 29Q (6714.826462 sec): 3 clusters Score: Raw -444196.256634 + Penalty 1603.905369 = -442592.351265 nChanged 35 SP:Iteration 30Q (6714.873850 sec): 3 clusters Score: Raw -444220.259180 + Penalty 1603.905369 = -442616.353811 nChanged 26 SP:Iteration 31Q (6714.929563 sec): 3 clusters Score: Raw -444240.116086 + Penalty 1603.905369 = -442636.210717 nChanged 18 SP:Iteration 32Q (6714.954631 sec): 3 clusters Score: Raw -444254.651085 + Penalty 1603.905369 = -442650.745716 nChanged 17 SP:Iteration 33Q (6715.007137 sec): 3 clusters Score: Raw -444264.134910 + Penalty 1603.905369 = -442660.229541 nChanged 18 SP:Iteration 34Q (6715.053805 sec): 3 clusters Score: Raw -444278.771117 + Penalty 1603.905369 = -442674.865748 nChanged 16 SP:Iteration 35Q (6715.095720 sec): 3 clusters Score: Raw -444295.874217 + Penalty 1603.905369 = -442691.968848 nChanged 22 SP:Iteration 36Q (6715.139688 sec): 3 clusters Score: Raw -444314.789933 + Penalty 1603.905369 = -442710.884564 nChanged 20 SP:Iteration 37Q (6715.176919 sec): 3 clusters Score: Raw -444330.964629 + Penalty 1603.905369 = -442727.059260 nChanged 18 SP:Iteration 38Q (6715.218135 sec): 3 clusters Score: Raw -444341.501694 + Penalty 1603.905369 = -442737.596325 nChanged 9 SP:Iteration 39Q (6715.270072 sec): 3 clusters Score: Raw -444345.912850 + Penalty 1603.905369 = -442742.007481 nChanged 7 SP:Iteration 40F (6715.315210 sec): 3 clusters Score: Raw -444349.549323 + Penalty 1603.905369 = -442745.643954 nChanged 4 SP:Iteration 41Q (6715.348035 sec): 3 clusters Score: Raw -444351.645559 + Penalty 1603.905369 = -442747.740190 nChanged 5 SP:Iteration 42Q (6715.393410 sec): 3 clusters Score: Raw -444352.574955 + Penalty 1603.905369 = -442748.669586 nChanged 1 SP:Iteration 43Q (6715.436472 sec): 3 clusters Score: Raw -444352.774376 + Penalty 1603.905369 = -442748.869007 nChanged 1 SP:Iteration 44Q (6715.486933 sec): 3 clusters Score: Raw -444352.869062 + Penalty 1603.905369 = -442748.963693 nChanged 1 SP:Iteration 45Q (6715.532603 sec): 3 clusters Score: Raw -444353.144041 + Penalty 1603.905369 = -442749.238673 nChanged 0 SP:Iteration 46F (6715.580023 sec): 3 clusters Score: Raw -444353.144041 + Penalty 1603.905369 = -442749.238673 nChanged 0 Trying to split cluster 33 (6316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6715.613090 sec): 2 clusters Score: Raw -507410.612875 + Penalty 831.329931 = -506579.282944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6715.627902 sec): 3 clusters Score: Raw -503865.415618 + Penalty 1662.659861 = -502202.755757 nChanged 2720 SP:Iteration 1F (6715.679740 sec): 3 clusters Score: Raw -505593.677033 + Penalty 1662.659861 = -503931.017172 nChanged 513 SP:Iteration 2F (6715.736074 sec): 3 clusters Score: Raw -505869.014573 + Penalty 1662.659861 = -504206.354712 nChanged 409 SP:Iteration 3F (6715.782545 sec): 3 clusters Score: Raw -506055.693295 + Penalty 1662.659861 = -504393.033434 nChanged 332 SP:Iteration 4F (6715.824526 sec): 3 clusters Score: Raw -506221.744626 + Penalty 1662.659861 = -504559.084764 nChanged 306 SP:Iteration 5Q (6715.873647 sec): 3 clusters Score: Raw -506392.522487 + Penalty 1662.659861 = -504729.862625 nChanged 288 SP:Iteration 6Q (6715.927559 sec): 3 clusters Score: Raw -506531.817319 + Penalty 1662.659861 = -504869.157457 nChanged 276 SP:Iteration 7Q (6715.979919 sec): 3 clusters Score: Raw -506653.922978 + Penalty 1662.659861 = -504991.263117 nChanged 228 SP:Iteration 8Q (6716.029153 sec): 3 clusters Score: Raw -506751.120034 + Penalty 1662.659861 = -505088.460172 nChanged 203 SP:Iteration 9Q (6716.084638 sec): 3 clusters Score: Raw -506847.034413 + Penalty 1662.659861 = -505184.374552 nChanged 215 SP:Iteration 10Q (6716.122872 sec): 3 clusters Score: Raw -506951.163469 + Penalty 1662.659861 = -505288.503608 nChanged 211 SP:Iteration 11Q (6716.180267 sec): 3 clusters Score: Raw -507046.038012 + Penalty 1662.659861 = -505383.378151 nChanged 163 SP:Iteration 12Q (6716.225793 sec): 3 clusters Score: Raw -507110.607419 + Penalty 1662.659861 = -505447.947558 nChanged 150 SP:Iteration 13Q (6716.276163 sec): 3 clusters Score: Raw -507173.607697 + Penalty 1662.659861 = -505510.947836 nChanged 147 SP:Iteration 14Q (6716.322829 sec): 3 clusters Score: Raw -507240.251075 + Penalty 1662.659861 = -505577.591213 nChanged 155 SP:Iteration 15Q (6716.372742 sec): 3 clusters Score: Raw -507299.868222 + Penalty 1662.659861 = -505637.208361 nChanged 132 SP:Iteration 16Q (6716.408101 sec): 3 clusters Score: Raw -507350.189361 + Penalty 1662.659861 = -505687.529500 nChanged 113 SP:Iteration 17Q (6716.458978 sec): 3 clusters Score: Raw -507398.764007 + Penalty 1662.659861 = -505736.104146 nChanged 128 SP:Iteration 18Q (6716.517516 sec): 3 clusters Score: Raw -507452.981669 + Penalty 1662.659861 = -505790.321807 nChanged 108 SP:Iteration 19Q (6716.567859 sec): 3 clusters Score: Raw -507496.519998 + Penalty 1662.659861 = -505833.860137 nChanged 99 SP:Iteration 20F (6716.615701 sec): 3 clusters Score: Raw -507537.955541 + Penalty 1662.659861 = -505875.295680 nChanged 96 SP:Iteration 21Q (6716.665980 sec): 3 clusters Score: Raw -507578.415332 + Penalty 1662.659861 = -505915.755471 nChanged 75 SP:Iteration 22Q (6716.714596 sec): 3 clusters Score: Raw -507606.173752 + Penalty 1662.659861 = -505943.513890 nChanged 69 SP:Iteration 23Q (6716.756846 sec): 3 clusters Score: Raw -507630.550466 + Penalty 1662.659861 = -505967.890604 nChanged 60 SP:Iteration 24Q (6716.800399 sec): 3 clusters Score: Raw -507654.398185 + Penalty 1662.659861 = -505991.738323 nChanged 59 SP:Iteration 25Q (6716.852045 sec): 3 clusters Score: Raw -507674.382443 + Penalty 1662.659861 = -506011.722582 nChanged 47 SP:Iteration 26Q (6716.905317 sec): 3 clusters Score: Raw -507691.622462 + Penalty 1662.659861 = -506028.962601 nChanged 42 SP:Iteration 27Q (6716.943602 sec): 3 clusters Score: Raw -507705.433382 + Penalty 1662.659861 = -506042.773521 nChanged 32 SP:Iteration 28Q (6717.001184 sec): 3 clusters Score: Raw -507718.754196 + Penalty 1662.659861 = -506056.094334 nChanged 34 SP:Iteration 29Q (6717.042575 sec): 3 clusters Score: Raw -507729.842384 + Penalty 1662.659861 = -506067.182522 nChanged 23 SP:Iteration 30Q (6717.091930 sec): 3 clusters Score: Raw -507738.829672 + Penalty 1662.659861 = -506076.169810 nChanged 22 SP:Iteration 31Q (6717.140726 sec): 3 clusters Score: Raw -507748.276884 + Penalty 1662.659861 = -506085.617023 nChanged 18 SP:Iteration 32Q (6717.180066 sec): 3 clusters Score: Raw -507758.783731 + Penalty 1662.659861 = -506096.123870 nChanged 25 SP:Iteration 33Q (6717.238591 sec): 3 clusters Score: Raw -507772.776667 + Penalty 1662.659861 = -506110.116805 nChanged 20 SP:Iteration 34Q (6717.282519 sec): 3 clusters Score: Raw -507787.358900 + Penalty 1662.659861 = -506124.699039 nChanged 18 SP:Iteration 35Q (6717.328950 sec): 3 clusters Score: Raw -507799.588501 + Penalty 1662.659861 = -506136.928640 nChanged 26 SP:Iteration 36Q (6717.378690 sec): 3 clusters Score: Raw -507816.442092 + Penalty 1662.659861 = -506153.782231 nChanged 18 SP:Iteration 37Q (6717.419384 sec): 3 clusters Score: Raw -507824.040232 + Penalty 1662.659861 = -506161.380370 nChanged 13 SP:Iteration 38Q (6717.465340 sec): 3 clusters Score: Raw -507829.541833 + Penalty 1662.659861 = -506166.881972 nChanged 10 SP:Iteration 39Q (6717.510317 sec): 3 clusters Score: Raw -507834.944989 + Penalty 1662.659861 = -506172.285128 nChanged 9 SP:Iteration 40F (6717.558882 sec): 3 clusters Score: Raw -507838.486404 + Penalty 1662.659861 = -506175.826543 nChanged 5 SP:Iteration 41Q (6717.609149 sec): 3 clusters Score: Raw -507840.633383 + Penalty 1662.659861 = -506177.973522 nChanged 5 SP:Iteration 42Q (6717.658815 sec): 3 clusters Score: Raw -507842.183843 + Penalty 1662.659861 = -506179.523982 nChanged 4 SP:Iteration 43Q (6717.708179 sec): 3 clusters Score: Raw -507843.581133 + Penalty 1662.659861 = -506180.921272 nChanged 5 SP:Iteration 44Q (6717.763756 sec): 3 clusters Score: Raw -507844.937351 + Penalty 1662.659861 = -506182.277490 nChanged 4 SP:Iteration 45Q (6717.794874 sec): 3 clusters Score: Raw -507845.545590 + Penalty 1662.659861 = -506182.885728 nChanged 1 SP:Iteration 46Q (6717.854853 sec): 3 clusters Score: Raw -507845.646955 + Penalty 1662.659861 = -506182.987093 nChanged 0 SP:Iteration 47F (6717.892660 sec): 3 clusters Score: Raw -507845.646955 + Penalty 1662.659861 = -506182.987093 nChanged 0 Trying to split cluster 34 (3688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6717.915833 sec): 2 clusters Score: Raw -332875.129098 + Penalty 780.219761 = -332094.909337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6717.953549 sec): 3 clusters Score: Raw -330944.276138 + Penalty 1560.439521 = -329383.836617 nChanged 1507 SP:Iteration 1F (6717.994873 sec): 3 clusters Score: Raw -331801.870498 + Penalty 1560.439521 = -330241.430977 nChanged 283 SP:Iteration 2F (6718.040021 sec): 3 clusters Score: Raw -331954.903992 + Penalty 1560.439521 = -330394.464471 nChanged 209 SP:Iteration 3F (6718.085406 sec): 3 clusters Score: Raw -332078.785277 + Penalty 1560.439521 = -330518.345755 nChanged 165 SP:Iteration 4Q (6718.140050 sec): 3 clusters Score: Raw -332162.624338 + Penalty 1560.439521 = -330602.184816 nChanged 139 SP:Iteration 5Q (6718.183225 sec): 3 clusters Score: Raw -332227.660488 + Penalty 1560.439521 = -330667.220967 nChanged 118 SP:Iteration 6Q (6718.222942 sec): 3 clusters Score: Raw -332285.270284 + Penalty 1560.439521 = -330724.830763 nChanged 108 SP:Iteration 7Q (6718.261783 sec): 3 clusters Score: Raw -332343.958486 + Penalty 1560.439521 = -330783.518965 nChanged 95 SP:Iteration 8Q (6718.303638 sec): 3 clusters Score: Raw -332399.807107 + Penalty 1560.439521 = -330839.367586 nChanged 84 SP:Iteration 9Q (6718.338964 sec): 3 clusters Score: Raw -332453.268346 + Penalty 1560.439521 = -330892.828825 nChanged 74 SP:Iteration 10Q (6718.378749 sec): 3 clusters Score: Raw -332502.476088 + Penalty 1560.439521 = -330942.036567 nChanged 61 SP:Iteration 11Q (6718.432586 sec): 3 clusters Score: Raw -332543.127617 + Penalty 1560.439521 = -330982.688096 nChanged 60 SP:Iteration 12Q (6718.469641 sec): 3 clusters Score: Raw -332588.393233 + Penalty 1560.439521 = -331027.953712 nChanged 67 SP:Iteration 13Q (6718.515270 sec): 3 clusters Score: Raw -332636.918941 + Penalty 1560.439521 = -331076.479420 nChanged 55 SP:Iteration 14Q (6718.560570 sec): 3 clusters Score: Raw -332658.252046 + Penalty 1560.439521 = -331097.812525 nChanged 38 SP:Iteration 15Q (6718.614481 sec): 3 clusters Score: Raw -332679.800101 + Penalty 1560.439521 = -331119.360580 nChanged 46 SP:Iteration 16Q (6718.653301 sec): 3 clusters Score: Raw -332704.171412 + Penalty 1560.439521 = -331143.731890 nChanged 42 SP:Iteration 17Q (6718.700730 sec): 3 clusters Score: Raw -332720.443024 + Penalty 1560.439521 = -331160.003503 nChanged 37 SP:Iteration 18Q (6718.747322 sec): 3 clusters Score: Raw -332734.665774 + Penalty 1560.439521 = -331174.226253 nChanged 36 SP:Iteration 19Q (6718.791072 sec): 3 clusters Score: Raw -332752.274048 + Penalty 1560.439521 = -331191.834527 nChanged 31 SP:Iteration 20F (6718.833625 sec): 3 clusters Score: Raw -332765.259034 + Penalty 1560.439521 = -331204.819513 nChanged 32 SP:Iteration 21Q (6718.882150 sec): 3 clusters Score: Raw -332778.363892 + Penalty 1560.439521 = -331217.924371 nChanged 29 SP:Iteration 22Q (6718.921832 sec): 3 clusters Score: Raw -332792.757756 + Penalty 1560.439521 = -331232.318235 nChanged 38 SP:Iteration 23Q (6718.961971 sec): 3 clusters Score: Raw -332816.837782 + Penalty 1560.439521 = -331256.398261 nChanged 42 SP:Iteration 24Q (6719.002931 sec): 3 clusters Score: Raw -332845.809210 + Penalty 1560.439521 = -331285.369689 nChanged 43 SP:Iteration 25Q (6719.051288 sec): 3 clusters Score: Raw -332871.277396 + Penalty 1560.439521 = -331310.837874 nChanged 42 SP:Iteration 26Q (6719.092488 sec): 3 clusters Score: Raw -332891.131535 + Penalty 1560.439521 = -331330.692014 nChanged 35 SP:Iteration 27Q (6719.143875 sec): 3 clusters Score: Raw -332906.968234 + Penalty 1560.439521 = -331346.528713 nChanged 34 SP:Iteration 28Q (6719.181686 sec): 3 clusters Score: Raw -332924.819122 + Penalty 1560.439521 = -331364.379601 nChanged 34 SP:Iteration 29Q (6719.229512 sec): 3 clusters Score: Raw -332940.286065 + Penalty 1560.439521 = -331379.846544 nChanged 26 SP:Iteration 30Q (6719.283837 sec): 3 clusters Score: Raw -332957.218429 + Penalty 1560.439521 = -331396.778908 nChanged 31 SP:Iteration 31Q (6719.324815 sec): 3 clusters Score: Raw -332987.533280 + Penalty 1560.439521 = -331427.093759 nChanged 41 SP:Iteration 32Q (6719.379314 sec): 3 clusters Score: Raw -333026.440411 + Penalty 1560.439521 = -331466.000890 nChanged 43 SP:Iteration 33Q (6719.423532 sec): 3 clusters Score: Raw -333057.676177 + Penalty 1560.439521 = -331497.236656 nChanged 33 SP:Iteration 34Q (6719.471100 sec): 3 clusters Score: Raw -333083.380168 + Penalty 1560.439521 = -331522.940647 nChanged 38 SP:Iteration 35Q (6719.505929 sec): 3 clusters Score: Raw -333111.364883 + Penalty 1560.439521 = -331550.925362 nChanged 29 SP:Iteration 36Q (6719.543123 sec): 3 clusters Score: Raw -333130.986251 + Penalty 1560.439521 = -331570.546730 nChanged 28 SP:Iteration 37Q (6719.585293 sec): 3 clusters Score: Raw -333152.864453 + Penalty 1560.439521 = -331592.424932 nChanged 36 SP:Iteration 38Q (6719.623643 sec): 3 clusters Score: Raw -333189.374434 + Penalty 1560.439521 = -331628.934913 nChanged 31 SP:Iteration 39Q (6719.669932 sec): 3 clusters Score: Raw -333218.678536 + Penalty 1560.439521 = -331658.239015 nChanged 27 SP:Iteration 40F (6719.719933 sec): 3 clusters Score: Raw -333242.130206 + Penalty 1560.439521 = -331681.690685 nChanged 22 SP:Iteration 41Q (6719.765155 sec): 3 clusters Score: Raw -333258.358718 + Penalty 1560.439521 = -331697.919197 nChanged 12 SP:Iteration 42Q (6719.810601 sec): 3 clusters Score: Raw -333265.695084 + Penalty 1560.439521 = -331705.255563 nChanged 10 SP:Iteration 43Q (6719.845181 sec): 3 clusters Score: Raw -333270.020717 + Penalty 1560.439521 = -331709.581196 nChanged 10 SP:Iteration 44Q (6719.888806 sec): 3 clusters Score: Raw -333275.589759 + Penalty 1560.439521 = -331715.150238 nChanged 9 SP:Iteration 45Q (6719.943088 sec): 3 clusters Score: Raw -333280.655152 + Penalty 1560.439521 = -331720.215631 nChanged 13 SP:Iteration 46Q (6720.000744 sec): 3 clusters Score: Raw -333288.359428 + Penalty 1560.439521 = -331727.919907 nChanged 18 SP:Iteration 47Q (6720.043482 sec): 3 clusters Score: Raw -333301.112446 + Penalty 1560.439521 = -331740.672925 nChanged 17 SP:Iteration 48Q (6720.083109 sec): 3 clusters Score: Raw -333312.534240 + Penalty 1560.439521 = -331752.094719 nChanged 19 SP:Iteration 49Q (6720.119608 sec): 3 clusters Score: Raw -333326.332087 + Penalty 1560.439521 = -331765.892565 nChanged 19 SP:Iteration 50Q (6720.160078 sec): 3 clusters Score: Raw -333335.393683 + Penalty 1560.439521 = -331774.954162 nChanged 21 SP:Iteration 51Q (6720.205133 sec): 3 clusters Score: Raw -333349.446011 + Penalty 1560.439521 = -331789.006490 nChanged 20 SP:Iteration 52Q (6720.250621 sec): 3 clusters Score: Raw -333359.800170 + Penalty 1560.439521 = -331799.360649 nChanged 13 SP:Iteration 53Q (6720.297904 sec): 3 clusters Score: Raw -333367.076037 + Penalty 1560.439521 = -331806.636515 nChanged 9 SP:Iteration 54Q (6720.348601 sec): 3 clusters Score: Raw -333371.211086 + Penalty 1560.439521 = -331810.771565 nChanged 11 SP:Iteration 55Q (6720.396344 sec): 3 clusters Score: Raw -333375.424828 + Penalty 1560.439521 = -331814.985307 nChanged 8 SP:Iteration 56Q (6720.446708 sec): 3 clusters Score: Raw -333379.294491 + Penalty 1560.439521 = -331818.854970 nChanged 7 SP:Iteration 57Q (6720.493069 sec): 3 clusters Score: Raw -333381.973707 + Penalty 1560.439521 = -331821.534186 nChanged 5 SP:Iteration 58Q (6720.539318 sec): 3 clusters Score: Raw -333383.751189 + Penalty 1560.439521 = -331823.311668 nChanged 6 SP:Iteration 59Q (6720.578870 sec): 3 clusters Score: Raw -333385.101184 + Penalty 1560.439521 = -331824.661663 nChanged 2 SP:Iteration 60F (6720.612554 sec): 3 clusters Score: Raw -333385.984410 + Penalty 1560.439521 = -331825.544889 nChanged 3 SP:Iteration 61Q (6720.646835 sec): 3 clusters Score: Raw -333386.788090 + Penalty 1560.439521 = -331826.348569 nChanged 4 SP:Iteration 62Q (6720.688239 sec): 3 clusters Score: Raw -333387.674432 + Penalty 1560.439521 = -331827.234911 nChanged 4 SP:Iteration 63Q (6720.726498 sec): 3 clusters Score: Raw -333388.418383 + Penalty 1560.439521 = -331827.978862 nChanged 1 SP:Iteration 64Q (6720.779782 sec): 3 clusters Score: Raw -333388.539905 + Penalty 1560.439521 = -331828.100384 nChanged 0 SP:Iteration 65F (6720.828493 sec): 3 clusters Score: Raw -333388.539905 + Penalty 1560.439521 = -331828.100384 nChanged 0 Trying to split cluster 35 (16624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6720.872242 sec): 2 clusters Score: Raw -1644491.482683 + Penalty 923.267258 = -1643568.215426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6720.934159 sec): 3 clusters Score: Raw -1634229.218546 + Penalty 1846.534516 = -1632382.684031 nChanged 7604 SP:Iteration 1F (6720.987299 sec): 3 clusters Score: Raw -1638487.136825 + Penalty 1846.534516 = -1636640.602309 nChanged 886 SP:Iteration 2F (6721.055741 sec): 3 clusters Score: Raw -1638811.470289 + Penalty 1846.534516 = -1636964.935774 nChanged 827 SP:Iteration 3Q (6721.112511 sec): 3 clusters Score: Raw -1639128.121765 + Penalty 1846.534516 = -1637281.587249 nChanged 807 SP:Iteration 4Q (6721.176872 sec): 3 clusters Score: Raw -1639451.868884 + Penalty 1846.534516 = -1637605.334369 nChanged 820 SP:Iteration 5Q (6721.236287 sec): 3 clusters Score: Raw -1639821.018444 + Penalty 1846.534516 = -1637974.483929 nChanged 839 SP:Iteration 6F (6721.302389 sec): 3 clusters Score: Raw -1640284.100209 + Penalty 1846.534516 = -1638437.565694 nChanged 923 SP:Iteration 7F (6721.359017 sec): 3 clusters Score: Raw -1640867.259565 + Penalty 1846.534516 = -1639020.725050 nChanged 907 SP:Iteration 8F (6721.418312 sec): 3 clusters Score: Raw -1641474.996206 + Penalty 1846.534516 = -1639628.461690 nChanged 881 SP:Iteration 9F (6721.480034 sec): 3 clusters Score: Raw -1642163.015170 + Penalty 1846.534516 = -1640316.480655 nChanged 811 SP:Iteration 10Q (6721.543543 sec): 3 clusters Score: Raw -1642824.104767 + Penalty 1846.534516 = -1640977.570251 nChanged 676 SP:Iteration 11Q (6721.607218 sec): 3 clusters Score: Raw -1643397.405408 + Penalty 1846.534516 = -1641550.870893 nChanged 505 SP:Iteration 12Q (6721.672191 sec): 3 clusters Score: Raw -1643799.226797 + Penalty 1846.534516 = -1641952.692281 nChanged 351 SP:Iteration 13Q (6721.726890 sec): 3 clusters Score: Raw -1644082.547454 + Penalty 1846.534516 = -1642236.012939 nChanged 251 SP:Iteration 14Q (6721.786691 sec): 3 clusters Score: Raw -1644284.436786 + Penalty 1846.534516 = -1642437.902271 nChanged 168 SP:Iteration 15Q (6721.855285 sec): 3 clusters Score: Raw -1644417.570040 + Penalty 1846.534516 = -1642571.035524 nChanged 117 SP:Iteration 16Q (6721.902433 sec): 3 clusters Score: Raw -1644507.648600 + Penalty 1846.534516 = -1642661.114084 nChanged 93 SP:Iteration 17Q (6721.964408 sec): 3 clusters Score: Raw -1644583.020631 + Penalty 1846.534516 = -1642736.486116 nChanged 68 SP:Iteration 18Q (6722.016171 sec): 3 clusters Score: Raw -1644633.060785 + Penalty 1846.534516 = -1642786.526269 nChanged 31 SP:Iteration 19Q (6722.072458 sec): 3 clusters Score: Raw -1644654.310276 + Penalty 1846.534516 = -1642807.775761 nChanged 30 SP:Iteration 20F (6722.146018 sec): 3 clusters Score: Raw -1644678.632409 + Penalty 1846.534516 = -1642832.097893 nChanged 32 SP:Iteration 21Q (6722.200257 sec): 3 clusters Score: Raw -1644699.784878 + Penalty 1846.534516 = -1642853.250362 nChanged 28 SP:Iteration 22Q (6722.259685 sec): 3 clusters Score: Raw -1644715.798752 + Penalty 1846.534516 = -1642869.264237 nChanged 24 SP:Iteration 23Q (6722.332060 sec): 3 clusters Score: Raw -1644732.220129 + Penalty 1846.534516 = -1642885.685614 nChanged 18 SP:Iteration 24Q (6722.395219 sec): 3 clusters Score: Raw -1644742.720623 + Penalty 1846.534516 = -1642896.186107 nChanged 14 SP:Iteration 25Q (6722.450723 sec): 3 clusters Score: Raw -1644750.467583 + Penalty 1846.534516 = -1642903.933067 nChanged 12 SP:Iteration 26Q (6722.519566 sec): 3 clusters Score: Raw -1644761.976581 + Penalty 1846.534516 = -1642915.442065 nChanged 14 SP:Iteration 27Q (6722.578800 sec): 3 clusters Score: Raw -1644771.360179 + Penalty 1846.534516 = -1642924.825664 nChanged 10 SP:Iteration 28Q (6722.638201 sec): 3 clusters Score: Raw -1644777.558493 + Penalty 1846.534516 = -1642931.023978 nChanged 11 SP:Iteration 29Q (6722.697324 sec): 3 clusters Score: Raw -1644782.536578 + Penalty 1846.534516 = -1642936.002063 nChanged 8 SP:Iteration 30Q (6722.753843 sec): 3 clusters Score: Raw -1644786.082654 + Penalty 1846.534516 = -1642939.548138 nChanged 7 SP:Iteration 31Q (6722.821340 sec): 3 clusters Score: Raw -1644790.713160 + Penalty 1846.534516 = -1642944.178645 nChanged 8 SP:Iteration 32Q (6722.881693 sec): 3 clusters Score: Raw -1644794.824671 + Penalty 1846.534516 = -1642948.290155 nChanged 6 SP:Iteration 33Q (6722.944304 sec): 3 clusters Score: Raw -1644797.245353 + Penalty 1846.534516 = -1642950.710837 nChanged 5 SP:Iteration 34Q (6722.999426 sec): 3 clusters Score: Raw -1644799.234112 + Penalty 1846.534516 = -1642952.699596 nChanged 1 SP:Iteration 35Q (6723.068641 sec): 3 clusters Score: Raw -1644799.451521 + Penalty 1846.534516 = -1642952.917006 nChanged 0 SP:Iteration 36F (6723.132821 sec): 3 clusters Score: Raw -1644799.451521 + Penalty 1846.534516 = -1642952.917006 nChanged 0 Trying to split cluster 36 (16166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6723.176287 sec): 2 clusters Score: Raw -1613185.401838 + Penalty 920.613227 = -1612264.788611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6723.228141 sec): 3 clusters Score: Raw -1603205.086603 + Penalty 1841.226455 = -1601363.860148 nChanged 7362 SP:Iteration 1F (6723.292210 sec): 3 clusters Score: Raw -1607407.719329 + Penalty 1841.226455 = -1605566.492874 nChanged 891 SP:Iteration 2F (6723.368695 sec): 3 clusters Score: Raw -1607772.920837 + Penalty 1841.226455 = -1605931.694382 nChanged 850 SP:Iteration 3F (6723.432673 sec): 3 clusters Score: Raw -1608176.501780 + Penalty 1841.226455 = -1606335.275326 nChanged 847 SP:Iteration 4F (6723.498496 sec): 3 clusters Score: Raw -1608639.841490 + Penalty 1841.226455 = -1606798.615036 nChanged 895 SP:Iteration 5F (6723.565311 sec): 3 clusters Score: Raw -1609147.715166 + Penalty 1841.226455 = -1607306.488712 nChanged 921 SP:Iteration 6F (6723.624900 sec): 3 clusters Score: Raw -1609743.405955 + Penalty 1841.226455 = -1607902.179500 nChanged 1008 SP:Iteration 7F (6723.671569 sec): 3 clusters Score: Raw -1610503.056428 + Penalty 1841.226455 = -1608661.829974 nChanged 1031 SP:Iteration 8F (6723.733344 sec): 3 clusters Score: Raw -1611362.683439 + Penalty 1841.226455 = -1609521.456985 nChanged 927 SP:Iteration 9F (6723.793583 sec): 3 clusters Score: Raw -1612010.381798 + Penalty 1841.226455 = -1610169.155343 nChanged 637 SP:Iteration 10Q (6723.856288 sec): 3 clusters Score: Raw -1612348.621415 + Penalty 1841.226455 = -1610507.394960 nChanged 382 SP:Iteration 11Q (6723.915233 sec): 3 clusters Score: Raw -1612528.304175 + Penalty 1841.226455 = -1610687.077721 nChanged 265 SP:Iteration 12Q (6723.974976 sec): 3 clusters Score: Raw -1612626.045145 + Penalty 1841.226455 = -1610784.818691 nChanged 201 SP:Iteration 13Q (6724.036083 sec): 3 clusters Score: Raw -1612680.862964 + Penalty 1841.226455 = -1610839.636510 nChanged 137 SP:Iteration 14Q (6724.112382 sec): 3 clusters Score: Raw -1612716.217827 + Penalty 1841.226455 = -1610874.991373 nChanged 117 SP:Iteration 15Q (6724.173857 sec): 3 clusters Score: Raw -1612746.621604 + Penalty 1841.226455 = -1610905.395149 nChanged 122 SP:Iteration 16Q (6724.246393 sec): 3 clusters Score: Raw -1612777.019023 + Penalty 1841.226455 = -1610935.792569 nChanged 111 SP:Iteration 17Q (6724.305326 sec): 3 clusters Score: Raw -1612800.928245 + Penalty 1841.226455 = -1610959.701791 nChanged 104 SP:Iteration 18Q (6724.365245 sec): 3 clusters Score: Raw -1612822.410657 + Penalty 1841.226455 = -1610981.184202 nChanged 91 SP:Iteration 19Q (6724.422166 sec): 3 clusters Score: Raw -1612843.749335 + Penalty 1841.226455 = -1611002.522881 nChanged 99 SP:Iteration 20F (6724.486995 sec): 3 clusters Score: Raw -1612864.784283 + Penalty 1841.226455 = -1611023.557829 nChanged 88 SP:Iteration 21Q (6724.548638 sec): 3 clusters Score: Raw -1612880.798694 + Penalty 1841.226455 = -1611039.572239 nChanged 73 SP:Iteration 22Q (6724.612643 sec): 3 clusters Score: Raw -1612894.809861 + Penalty 1841.226455 = -1611053.583407 nChanged 82 SP:Iteration 23Q (6724.671723 sec): 3 clusters Score: Raw -1612908.778743 + Penalty 1841.226455 = -1611067.552289 nChanged 80 SP:Iteration 24Q (6724.742359 sec): 3 clusters Score: Raw -1612920.638348 + Penalty 1841.226455 = -1611079.411893 nChanged 75 SP:Iteration 25Q (6724.809498 sec): 3 clusters Score: Raw -1612932.476482 + Penalty 1841.226455 = -1611091.250027 nChanged 68 SP:Iteration 26Q (6724.858655 sec): 3 clusters Score: Raw -1612941.880271 + Penalty 1841.226455 = -1611100.653816 nChanged 69 SP:Iteration 27Q (6724.922428 sec): 3 clusters Score: Raw -1612952.970836 + Penalty 1841.226455 = -1611111.744381 nChanged 82 SP:Iteration 28Q (6724.983366 sec): 3 clusters Score: Raw -1612965.844667 + Penalty 1841.226455 = -1611124.618213 nChanged 69 SP:Iteration 29Q (6725.048523 sec): 3 clusters Score: Raw -1612976.620811 + Penalty 1841.226455 = -1611135.394356 nChanged 76 SP:Iteration 30Q (6725.111388 sec): 3 clusters Score: Raw -1612990.279929 + Penalty 1841.226455 = -1611149.053474 nChanged 73 SP:Iteration 31Q (6725.180175 sec): 3 clusters Score: Raw -1613004.381472 + Penalty 1841.226455 = -1611163.155017 nChanged 74 SP:Iteration 32Q (6725.240246 sec): 3 clusters Score: Raw -1613017.224248 + Penalty 1841.226455 = -1611175.997794 nChanged 77 SP:Iteration 33Q (6725.300283 sec): 3 clusters Score: Raw -1613031.032630 + Penalty 1841.226455 = -1611189.806176 nChanged 75 SP:Iteration 34Q (6725.359899 sec): 3 clusters Score: Raw -1613043.620693 + Penalty 1841.226455 = -1611202.394239 nChanged 79 SP:Iteration 35Q (6725.418834 sec): 3 clusters Score: Raw -1613058.577033 + Penalty 1841.226455 = -1611217.350579 nChanged 84 SP:Iteration 36Q (6725.485722 sec): 3 clusters Score: Raw -1613073.670503 + Penalty 1841.226455 = -1611232.444048 nChanged 71 SP:Iteration 37Q (6725.544771 sec): 3 clusters Score: Raw -1613084.790575 + Penalty 1841.226455 = -1611243.564120 nChanged 73 SP:Iteration 38Q (6725.609949 sec): 3 clusters Score: Raw -1613100.204871 + Penalty 1841.226455 = -1611258.978416 nChanged 74 SP:Iteration 39Q (6725.665171 sec): 3 clusters Score: Raw -1613112.532050 + Penalty 1841.226455 = -1611271.305596 nChanged 60 SP:Iteration 40F (6725.734339 sec): 3 clusters Score: Raw -1613122.454592 + Penalty 1841.226455 = -1611281.228138 nChanged 63 SP:Iteration 41Q (6725.772984 sec): 3 clusters Score: Raw -1613132.070644 + Penalty 1841.226455 = -1611290.844189 nChanged 49 SP:Iteration 42Q (6725.840574 sec): 3 clusters Score: Raw -1613139.771386 + Penalty 1841.226455 = -1611298.544932 nChanged 53 SP:Iteration 43Q (6725.904106 sec): 3 clusters Score: Raw -1613147.248882 + Penalty 1841.226455 = -1611306.022427 nChanged 48 SP:Iteration 44Q (6725.961041 sec): 3 clusters Score: Raw -1613154.245261 + Penalty 1841.226455 = -1611313.018807 nChanged 48 SP:Iteration 45Q (6726.017655 sec): 3 clusters Score: Raw -1613160.252720 + Penalty 1841.226455 = -1611319.026265 nChanged 43 SP:Iteration 46Q (6726.080904 sec): 3 clusters Score: Raw -1613165.342115 + Penalty 1841.226455 = -1611324.115661 nChanged 37 SP:Iteration 47Q (6726.135023 sec): 3 clusters Score: Raw -1613171.167778 + Penalty 1841.226455 = -1611329.941323 nChanged 55 SP:Iteration 48Q (6726.197291 sec): 3 clusters Score: Raw -1613179.513297 + Penalty 1841.226455 = -1611338.286843 nChanged 52 SP:Iteration 49Q (6726.252564 sec): 3 clusters Score: Raw -1613187.927522 + Penalty 1841.226455 = -1611346.701068 nChanged 47 SP:Iteration 50Q (6726.303756 sec): 3 clusters Score: Raw -1613194.962044 + Penalty 1841.226455 = -1611353.735590 nChanged 42 SP:Iteration 51Q (6726.359768 sec): 3 clusters Score: Raw -1613201.542969 + Penalty 1841.226455 = -1611360.316515 nChanged 44 SP:Iteration 52Q (6726.427603 sec): 3 clusters Score: Raw -1613207.403716 + Penalty 1841.226455 = -1611366.177262 nChanged 44 SP:Iteration 53Q (6726.489508 sec): 3 clusters Score: Raw -1613213.060535 + Penalty 1841.226455 = -1611371.834081 nChanged 38 SP:Iteration 54Q (6726.545315 sec): 3 clusters Score: Raw -1613217.751382 + Penalty 1841.226455 = -1611376.524928 nChanged 32 SP:Iteration 55Q (6726.608646 sec): 3 clusters Score: Raw -1613221.598912 + Penalty 1841.226455 = -1611380.372458 nChanged 29 SP:Iteration 56Q (6726.669401 sec): 3 clusters Score: Raw -1613225.397365 + Penalty 1841.226455 = -1611384.170910 nChanged 24 SP:Iteration 57Q (6726.725401 sec): 3 clusters Score: Raw -1613228.678477 + Penalty 1841.226455 = -1611387.452023 nChanged 33 SP:Iteration 58Q (6726.786214 sec): 3 clusters Score: Raw -1613232.223047 + Penalty 1841.226455 = -1611390.996592 nChanged 29 SP:Iteration 59Q (6726.846429 sec): 3 clusters Score: Raw -1613235.204635 + Penalty 1841.226455 = -1611393.978181 nChanged 32 SP:Iteration 60F (6726.915832 sec): 3 clusters Score: Raw -1613239.619936 + Penalty 1841.226455 = -1611398.393481 nChanged 33 SP:Iteration 61Q (6726.975451 sec): 3 clusters Score: Raw -1613243.894563 + Penalty 1841.226455 = -1611402.668109 nChanged 35 SP:Iteration 62Q (6727.036082 sec): 3 clusters Score: Raw -1613248.276485 + Penalty 1841.226455 = -1611407.050030 nChanged 33 SP:Iteration 63Q (6727.096642 sec): 3 clusters Score: Raw -1613253.421415 + Penalty 1841.226455 = -1611412.194960 nChanged 35 SP:Iteration 64Q (6727.164159 sec): 3 clusters Score: Raw -1613258.088652 + Penalty 1841.226455 = -1611416.862197 nChanged 34 SP:Iteration 65Q (6727.228528 sec): 3 clusters Score: Raw -1613261.989865 + Penalty 1841.226455 = -1611420.763411 nChanged 27 SP:Iteration 66Q (6727.286670 sec): 3 clusters Score: Raw -1613264.906387 + Penalty 1841.226455 = -1611423.679933 nChanged 25 SP:Iteration 67Q (6727.336808 sec): 3 clusters Score: Raw -1613267.497529 + Penalty 1841.226455 = -1611426.271074 nChanged 29 SP:Iteration 68Q (6727.393618 sec): 3 clusters Score: Raw -1613271.490958 + Penalty 1841.226455 = -1611430.264503 nChanged 29 SP:Iteration 69Q (6727.452710 sec): 3 clusters Score: Raw -1613274.640994 + Penalty 1841.226455 = -1611433.414539 nChanged 24 SP:Iteration 70Q (6727.511201 sec): 3 clusters Score: Raw -1613276.981820 + Penalty 1841.226455 = -1611435.755365 nChanged 15 SP:Iteration 71Q (6727.567304 sec): 3 clusters Score: Raw -1613278.742240 + Penalty 1841.226455 = -1611437.515785 nChanged 13 SP:Iteration 72Q (6727.635687 sec): 3 clusters Score: Raw -1613280.424241 + Penalty 1841.226455 = -1611439.197787 nChanged 18 SP:Iteration 73Q (6727.702947 sec): 3 clusters Score: Raw -1613282.738974 + Penalty 1841.226455 = -1611441.512519 nChanged 21 SP:Iteration 74Q (6727.756265 sec): 3 clusters Score: Raw -1613285.419599 + Penalty 1841.226455 = -1611444.193144 nChanged 21 SP:Iteration 75Q (6727.819349 sec): 3 clusters Score: Raw -1613287.992985 + Penalty 1841.226455 = -1611446.766531 nChanged 23 SP:Iteration 76Q (6727.885727 sec): 3 clusters Score: Raw -1613290.208405 + Penalty 1841.226455 = -1611448.981951 nChanged 12 SP:Iteration 77Q (6727.935827 sec): 3 clusters Score: Raw -1613291.251531 + Penalty 1841.226455 = -1611450.025077 nChanged 17 SP:Iteration 78Q (6728.002146 sec): 3 clusters Score: Raw -1613293.075353 + Penalty 1841.226455 = -1611451.848898 nChanged 18 SP:Iteration 79Q (6728.060749 sec): 3 clusters Score: Raw -1613294.337575 + Penalty 1841.226455 = -1611453.111120 nChanged 16 SP:Iteration 80F (6728.122080 sec): 3 clusters Score: Raw -1613295.779005 + Penalty 1841.226455 = -1611454.552551 nChanged 18 SP:Iteration 81Q (6728.188803 sec): 3 clusters Score: Raw -1613297.253034 + Penalty 1841.226455 = -1611456.026580 nChanged 14 SP:Iteration 82Q (6728.249956 sec): 3 clusters Score: Raw -1613298.655313 + Penalty 1841.226455 = -1611457.428858 nChanged 14 SP:Iteration 83Q (6728.294802 sec): 3 clusters Score: Raw -1613300.565356 + Penalty 1841.226455 = -1611459.338902 nChanged 24 SP:Iteration 84Q (6728.355445 sec): 3 clusters Score: Raw -1613303.211304 + Penalty 1841.226455 = -1611461.984850 nChanged 13 SP:Iteration 85Q (6728.424028 sec): 3 clusters Score: Raw -1613304.796117 + Penalty 1841.226455 = -1611463.569662 nChanged 20 SP:Iteration 86Q (6728.489023 sec): 3 clusters Score: Raw -1613306.810837 + Penalty 1841.226455 = -1611465.584383 nChanged 17 SP:Iteration 87Q (6728.550415 sec): 3 clusters Score: Raw -1613308.676714 + Penalty 1841.226455 = -1611467.450259 nChanged 18 SP:Iteration 88Q (6728.621523 sec): 3 clusters Score: Raw -1613310.962455 + Penalty 1841.226455 = -1611469.736001 nChanged 20 SP:Iteration 89Q (6728.691269 sec): 3 clusters Score: Raw -1613313.354542 + Penalty 1841.226455 = -1611472.128088 nChanged 20 SP:Iteration 90Q (6728.744379 sec): 3 clusters Score: Raw -1613315.568580 + Penalty 1841.226455 = -1611474.342125 nChanged 16 SP:Iteration 91Q (6728.810972 sec): 3 clusters Score: Raw -1613317.580558 + Penalty 1841.226455 = -1611476.354103 nChanged 16 SP:Iteration 92Q (6728.865714 sec): 3 clusters Score: Raw -1613319.774489 + Penalty 1841.226455 = -1611478.548034 nChanged 16 SP:Iteration 93Q (6728.926320 sec): 3 clusters Score: Raw -1613321.426959 + Penalty 1841.226455 = -1611480.200505 nChanged 14 SP:Iteration 94Q (6728.977950 sec): 3 clusters Score: Raw -1613323.836107 + Penalty 1841.226455 = -1611482.609652 nChanged 21 SP:Iteration 95Q (6729.032476 sec): 3 clusters Score: Raw -1613326.294992 + Penalty 1841.226455 = -1611485.068537 nChanged 23 SP:Iteration 96Q (6729.091958 sec): 3 clusters Score: Raw -1613329.890394 + Penalty 1841.226455 = -1611488.663939 nChanged 26 SP:Iteration 97Q (6729.158452 sec): 3 clusters Score: Raw -1613333.812922 + Penalty 1841.226455 = -1611492.586467 nChanged 21 SP:Iteration 98Q (6729.221546 sec): 3 clusters Score: Raw -1613336.452675 + Penalty 1841.226455 = -1611495.226221 nChanged 21 SP:Iteration 99Q (6729.278579 sec): 3 clusters Score: Raw -1613339.842800 + Penalty 1841.226455 = -1611498.616346 nChanged 24 SP:Iteration 100F (6729.342784 sec): 3 clusters Score: Raw -1613343.830962 + Penalty 1841.226455 = -1611502.604508 nChanged 21 SP:Iteration 101Q (6729.400747 sec): 3 clusters Score: Raw -1613347.101253 + Penalty 1841.226455 = -1611505.874798 nChanged 24 SP:Iteration 102Q (6729.450825 sec): 3 clusters Score: Raw -1613350.820514 + Penalty 1841.226455 = -1611509.594059 nChanged 22 SP:Iteration 103Q (6729.523169 sec): 3 clusters Score: Raw -1613353.692765 + Penalty 1841.226455 = -1611512.466310 nChanged 22 SP:Iteration 104Q (6729.575512 sec): 3 clusters Score: Raw -1613356.086610 + Penalty 1841.226455 = -1611514.860155 nChanged 17 SP:Iteration 105Q (6729.640295 sec): 3 clusters Score: Raw -1613357.814111 + Penalty 1841.226455 = -1611516.587656 nChanged 14 SP:Iteration 106Q (6729.687048 sec): 3 clusters Score: Raw -1613359.093327 + Penalty 1841.226455 = -1611517.866873 nChanged 11 SP:Iteration 107Q (6729.748674 sec): 3 clusters Score: Raw -1613360.246292 + Penalty 1841.226455 = -1611519.019837 nChanged 13 SP:Iteration 108Q (6729.801068 sec): 3 clusters Score: Raw -1613361.280842 + Penalty 1841.226455 = -1611520.054387 nChanged 10 SP:Iteration 109Q (6729.850152 sec): 3 clusters Score: Raw -1613362.266172 + Penalty 1841.226455 = -1611521.039717 nChanged 14 SP:Iteration 110Q (6729.915148 sec): 3 clusters Score: Raw -1613364.056540 + Penalty 1841.226455 = -1611522.830085 nChanged 16 SP:Iteration 111Q (6729.980789 sec): 3 clusters Score: Raw -1613367.442509 + Penalty 1841.226455 = -1611526.216054 nChanged 25 SP:Iteration 112Q (6730.053781 sec): 3 clusters Score: Raw -1613372.831902 + Penalty 1841.226455 = -1611531.605447 nChanged 30 SP:Iteration 113Q (6730.110257 sec): 3 clusters Score: Raw -1613377.655680 + Penalty 1841.226455 = -1611536.429226 nChanged 22 SP:Iteration 114Q (6730.185520 sec): 3 clusters Score: Raw -1613380.266469 + Penalty 1841.226455 = -1611539.040014 nChanged 22 SP:Iteration 115Q (6730.243554 sec): 3 clusters Score: Raw -1613384.077291 + Penalty 1841.226455 = -1611542.850837 nChanged 17 SP:Iteration 116Q (6730.316154 sec): 3 clusters Score: Raw -1613385.936753 + Penalty 1841.226455 = -1611544.710298 nChanged 14 SP:Iteration 117Q (6730.383539 sec): 3 clusters Score: Raw -1613387.518499 + Penalty 1841.226455 = -1611546.292045 nChanged 16 SP:Iteration 118Q (6730.445516 sec): 3 clusters Score: Raw -1613389.155333 + Penalty 1841.226455 = -1611547.928879 nChanged 16 SP:Iteration 119Q (6730.514147 sec): 3 clusters Score: Raw -1613390.619162 + Penalty 1841.226455 = -1611549.392708 nChanged 8 SP:Iteration 120F (6730.583743 sec): 3 clusters Score: Raw -1613391.362178 + Penalty 1841.226455 = -1611550.135724 nChanged 8 SP:Iteration 121Q (6730.649303 sec): 3 clusters Score: Raw -1613392.696838 + Penalty 1841.226455 = -1611551.470383 nChanged 7 SP:Iteration 122Q (6730.717226 sec): 3 clusters Score: Raw -1613393.163835 + Penalty 1841.226455 = -1611551.937381 nChanged 5 SP:Iteration 123Q (6730.771855 sec): 3 clusters Score: Raw -1613393.680197 + Penalty 1841.226455 = -1611552.453743 nChanged 4 SP:Iteration 124Q (6730.828909 sec): 3 clusters Score: Raw -1613394.079685 + Penalty 1841.226455 = -1611552.853231 nChanged 4 SP:Iteration 125Q (6730.905531 sec): 3 clusters Score: Raw -1613394.424330 + Penalty 1841.226455 = -1611553.197875 nChanged 5 SP:Iteration 126Q (6730.973163 sec): 3 clusters Score: Raw -1613394.988654 + Penalty 1841.226455 = -1611553.762200 nChanged 4 SP:Iteration 127Q (6731.024633 sec): 3 clusters Score: Raw -1613395.478849 + Penalty 1841.226455 = -1611554.252394 nChanged 3 SP:Iteration 128Q (6731.098866 sec): 3 clusters Score: Raw -1613395.798743 + Penalty 1841.226455 = -1611554.572288 nChanged 1 SP:Iteration 129Q (6731.167300 sec): 3 clusters Score: Raw -1613395.850766 + Penalty 1841.226455 = -1611554.624311 nChanged 0 SP:Iteration 130F (6731.235688 sec): 3 clusters Score: Raw -1613395.850766 + Penalty 1841.226455 = -1611554.624311 nChanged 0 Trying to split cluster 37 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6731.264940 sec): 2 clusters Score: Raw -365278.756897 + Penalty 783.061853 = -364495.695044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6731.314303 sec): 3 clusters Score: Raw -363229.387022 + Penalty 1566.123706 = -361663.263316 nChanged 1588 SP:Iteration 1F (6731.354006 sec): 3 clusters Score: Raw -364183.473023 + Penalty 1566.123706 = -362617.349318 nChanged 342 SP:Iteration 2F (6731.411566 sec): 3 clusters Score: Raw -364457.928611 + Penalty 1566.123706 = -362891.804905 nChanged 305 SP:Iteration 3F (6731.454744 sec): 3 clusters Score: Raw -364695.729381 + Penalty 1566.123706 = -363129.605675 nChanged 289 SP:Iteration 4F (6731.515515 sec): 3 clusters Score: Raw -364920.609103 + Penalty 1566.123706 = -363354.485397 nChanged 211 SP:Iteration 5F (6731.567540 sec): 3 clusters Score: Raw -365076.402055 + Penalty 1566.123706 = -363510.278350 nChanged 157 SP:Iteration 6Q (6731.624344 sec): 3 clusters Score: Raw -365189.372434 + Penalty 1566.123706 = -363623.248728 nChanged 129 SP:Iteration 7Q (6731.677049 sec): 3 clusters Score: Raw -365283.776533 + Penalty 1566.123706 = -363717.652827 nChanged 80 SP:Iteration 8Q (6731.721861 sec): 3 clusters Score: Raw -365328.720897 + Penalty 1566.123706 = -363762.597191 nChanged 63 SP:Iteration 9Q (6731.767388 sec): 3 clusters Score: Raw -365356.617750 + Penalty 1566.123706 = -363790.494045 nChanged 45 SP:Iteration 10Q (6731.826193 sec): 3 clusters Score: Raw -365380.763211 + Penalty 1566.123706 = -363814.639506 nChanged 45 SP:Iteration 11Q (6731.872317 sec): 3 clusters Score: Raw -365399.537831 + Penalty 1566.123706 = -363833.414125 nChanged 32 SP:Iteration 12Q (6731.930694 sec): 3 clusters Score: Raw -365411.972396 + Penalty 1566.123706 = -363845.848690 nChanged 27 SP:Iteration 13Q (6731.984147 sec): 3 clusters Score: Raw -365421.207110 + Penalty 1566.123706 = -363855.083404 nChanged 19 SP:Iteration 14Q (6732.035298 sec): 3 clusters Score: Raw -365431.188982 + Penalty 1566.123706 = -363865.065277 nChanged 35 SP:Iteration 15Q (6732.073828 sec): 3 clusters Score: Raw -365447.065584 + Penalty 1566.123706 = -363880.941878 nChanged 28 SP:Iteration 16Q (6732.126476 sec): 3 clusters Score: Raw -365457.641323 + Penalty 1566.123706 = -363891.517618 nChanged 19 SP:Iteration 17Q (6732.186518 sec): 3 clusters Score: Raw -365466.452470 + Penalty 1566.123706 = -363900.328764 nChanged 15 SP:Iteration 18Q (6732.228540 sec): 3 clusters Score: Raw -365476.714274 + Penalty 1566.123706 = -363910.590568 nChanged 22 SP:Iteration 19Q (6732.274849 sec): 3 clusters Score: Raw -365485.104880 + Penalty 1566.123706 = -363918.981175 nChanged 17 SP:Iteration 20F (6732.321434 sec): 3 clusters Score: Raw -365493.001243 + Penalty 1566.123706 = -363926.877537 nChanged 18 SP:Iteration 21Q (6732.377329 sec): 3 clusters Score: Raw -365497.881924 + Penalty 1566.123706 = -363931.758218 nChanged 10 SP:Iteration 22Q (6732.423786 sec): 3 clusters Score: Raw -365500.999116 + Penalty 1566.123706 = -363934.875410 nChanged 11 SP:Iteration 23Q (6732.464898 sec): 3 clusters Score: Raw -365503.524781 + Penalty 1566.123706 = -363937.401075 nChanged 1 SP:Iteration 24Q (6732.517412 sec): 3 clusters Score: Raw -365503.629304 + Penalty 1566.123706 = -363937.505598 nChanged 3 SP:Iteration 25Q (6732.576741 sec): 3 clusters Score: Raw -365505.308290 + Penalty 1566.123706 = -363939.184584 nChanged 5 SP:Iteration 26Q (6732.626522 sec): 3 clusters Score: Raw -365506.502056 + Penalty 1566.123706 = -363940.378351 nChanged 5 SP:Iteration 27Q (6732.682696 sec): 3 clusters Score: Raw -365507.813961 + Penalty 1566.123706 = -363941.690256 nChanged 2 SP:Iteration 28Q (6732.731941 sec): 3 clusters Score: Raw -365508.730591 + Penalty 1566.123706 = -363942.606886 nChanged 4 SP:Iteration 29Q (6732.776632 sec): 3 clusters Score: Raw -365510.334342 + Penalty 1566.123706 = -363944.210636 nChanged 6 SP:Iteration 30Q (6732.834492 sec): 3 clusters Score: Raw -365511.806085 + Penalty 1566.123706 = -363945.682379 nChanged 4 SP:Iteration 31Q (6732.894159 sec): 3 clusters Score: Raw -365513.675777 + Penalty 1566.123706 = -363947.552072 nChanged 6 SP:Iteration 32Q (6732.926923 sec): 3 clusters Score: Raw -365515.694906 + Penalty 1566.123706 = -363949.571200 nChanged 4 SP:Iteration 33Q (6732.977174 sec): 3 clusters Score: Raw -365517.022200 + Penalty 1566.123706 = -363950.898494 nChanged 6 SP:Iteration 34Q (6733.031619 sec): 3 clusters Score: Raw -365518.965560 + Penalty 1566.123706 = -363952.841855 nChanged 8 SP:Iteration 35Q (6733.083522 sec): 3 clusters Score: Raw -365520.775501 + Penalty 1566.123706 = -363954.651796 nChanged 5 SP:Iteration 36Q (6733.136183 sec): 3 clusters Score: Raw -365523.073508 + Penalty 1566.123706 = -363956.949803 nChanged 7 SP:Iteration 37Q (6733.191282 sec): 3 clusters Score: Raw -365524.733844 + Penalty 1566.123706 = -363958.610138 nChanged 6 SP:Iteration 38Q (6733.245458 sec): 3 clusters Score: Raw -365526.046188 + Penalty 1566.123706 = -363959.922482 nChanged 3 SP:Iteration 39Q (6733.299442 sec): 3 clusters Score: Raw -365526.777115 + Penalty 1566.123706 = -363960.653409 nChanged 3 SP:Iteration 40F (6733.352261 sec): 3 clusters Score: Raw -365527.415958 + Penalty 1566.123706 = -363961.292253 nChanged 3 SP:Iteration 41Q (6733.405801 sec): 3 clusters Score: Raw -365528.304356 + Penalty 1566.123706 = -363962.180650 nChanged 1 SP:Iteration 42Q (6733.450830 sec): 3 clusters Score: Raw -365528.672113 + Penalty 1566.123706 = -363962.548407 nChanged 2 SP:Iteration 43Q (6733.495864 sec): 3 clusters Score: Raw -365530.918963 + Penalty 1566.123706 = -363964.795257 nChanged 6 SP:Iteration 44Q (6733.550161 sec): 3 clusters Score: Raw -365533.386528 + Penalty 1566.123706 = -363967.262823 nChanged 3 SP:Iteration 45Q (6733.604725 sec): 3 clusters Score: Raw -365535.022722 + Penalty 1566.123706 = -363968.899016 nChanged 6 SP:Iteration 46Q (6733.662090 sec): 3 clusters Score: Raw -365536.571482 + Penalty 1566.123706 = -363970.447776 nChanged 5 SP:Iteration 47Q (6733.717003 sec): 3 clusters Score: Raw -365539.091780 + Penalty 1566.123706 = -363972.968074 nChanged 4 SP:Iteration 48Q (6733.772964 sec): 3 clusters Score: Raw -365540.025687 + Penalty 1566.123706 = -363973.901981 nChanged 4 SP:Iteration 49Q (6733.828979 sec): 3 clusters Score: Raw -365540.947459 + Penalty 1566.123706 = -363974.823753 nChanged 4 SP:Iteration 50Q (6733.884367 sec): 3 clusters Score: Raw -365541.957427 + Penalty 1566.123706 = -363975.833721 nChanged 4 SP:Iteration 51Q (6733.932904 sec): 3 clusters Score: Raw -365543.266476 + Penalty 1566.123706 = -363977.142770 nChanged 6 SP:Iteration 52Q (6733.978759 sec): 3 clusters Score: Raw -365544.997886 + Penalty 1566.123706 = -363978.874180 nChanged 5 SP:Iteration 53Q (6734.026008 sec): 3 clusters Score: Raw -365546.908847 + Penalty 1566.123706 = -363980.785142 nChanged 9 SP:Iteration 54Q (6734.078523 sec): 3 clusters Score: Raw -365550.556259 + Penalty 1566.123706 = -363984.432553 nChanged 10 SP:Iteration 55Q (6734.130524 sec): 3 clusters Score: Raw -365554.462766 + Penalty 1566.123706 = -363988.339060 nChanged 11 SP:Iteration 56Q (6734.186419 sec): 3 clusters Score: Raw -365558.815960 + Penalty 1566.123706 = -363992.692254 nChanged 8 SP:Iteration 57Q (6734.234841 sec): 3 clusters Score: Raw -365563.456260 + Penalty 1566.123706 = -363997.332555 nChanged 9 SP:Iteration 58Q (6734.290056 sec): 3 clusters Score: Raw -365565.824216 + Penalty 1566.123706 = -363999.700511 nChanged 5 SP:Iteration 59Q (6734.337209 sec): 3 clusters Score: Raw -365567.655555 + Penalty 1566.123706 = -364001.531849 nChanged 2 SP:Iteration 60F (6734.385351 sec): 3 clusters Score: Raw -365568.244626 + Penalty 1566.123706 = -364002.120920 nChanged 1 SP:Iteration 61Q (6734.436578 sec): 3 clusters Score: Raw -365568.309190 + Penalty 1566.123706 = -364002.185484 nChanged 0 SP:Iteration 62F (6734.490892 sec): 3 clusters Score: Raw -365568.309190 + Penalty 1566.123706 = -364002.185484 nChanged 0 Trying to split cluster 38 (20971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6734.549067 sec): 2 clusters Score: Raw -2026298.937489 + Penalty 945.335102 = -2025353.602387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6734.623372 sec): 3 clusters Score: Raw -2013269.572470 + Penalty 1890.670204 = -2011378.902266 nChanged 9759 SP:Iteration 1F (6734.698509 sec): 3 clusters Score: Raw -2019069.103720 + Penalty 1890.670204 = -2017178.433516 nChanged 1095 SP:Iteration 2F (6734.775172 sec): 3 clusters Score: Raw -2019519.155395 + Penalty 1890.670204 = -2017628.485191 nChanged 1061 SP:Iteration 3F (6734.851073 sec): 3 clusters Score: Raw -2019984.120422 + Penalty 1890.670204 = -2018093.450218 nChanged 1033 SP:Iteration 4Q (6734.920606 sec): 3 clusters Score: Raw -2020477.227558 + Penalty 1890.670204 = -2018586.557354 nChanged 1054 SP:Iteration 5F (6734.988531 sec): 3 clusters Score: Raw -2021025.681629 + Penalty 1890.670204 = -2019135.011425 nChanged 1081 SP:Iteration 6F (6735.062411 sec): 3 clusters Score: Raw -2021720.385720 + Penalty 1890.670204 = -2019829.715516 nChanged 1116 SP:Iteration 7F (6735.135125 sec): 3 clusters Score: Raw -2022457.669673 + Penalty 1890.670204 = -2020566.999469 nChanged 1037 SP:Iteration 8Q (6735.213225 sec): 3 clusters Score: Raw -2023080.173840 + Penalty 1890.670204 = -2021189.503636 nChanged 859 SP:Iteration 9Q (6735.292321 sec): 3 clusters Score: Raw -2023528.317011 + Penalty 1890.670204 = -2021637.646807 nChanged 692 SP:Iteration 10Q (6735.367821 sec): 3 clusters Score: Raw -2023847.374765 + Penalty 1890.670204 = -2021956.704562 nChanged 565 SP:Iteration 11Q (6735.435766 sec): 3 clusters Score: Raw -2024100.348741 + Penalty 1890.670204 = -2022209.678537 nChanged 481 SP:Iteration 12Q (6735.514193 sec): 3 clusters Score: Raw -2024314.106823 + Penalty 1890.670204 = -2022423.436619 nChanged 482 SP:Iteration 13Q (6735.589709 sec): 3 clusters Score: Raw -2024526.912393 + Penalty 1890.670204 = -2022636.242189 nChanged 460 SP:Iteration 14Q (6735.666427 sec): 3 clusters Score: Raw -2024720.151383 + Penalty 1890.670204 = -2022829.481179 nChanged 392 SP:Iteration 15Q (6735.738309 sec): 3 clusters Score: Raw -2024879.212882 + Penalty 1890.670204 = -2022988.542678 nChanged 364 SP:Iteration 16Q (6735.819231 sec): 3 clusters Score: Raw -2025008.467752 + Penalty 1890.670204 = -2023117.797548 nChanged 346 SP:Iteration 17Q (6735.885122 sec): 3 clusters Score: Raw -2025123.550039 + Penalty 1890.670204 = -2023232.879835 nChanged 298 SP:Iteration 18Q (6735.967147 sec): 3 clusters Score: Raw -2025219.297604 + Penalty 1890.670204 = -2023328.627400 nChanged 286 SP:Iteration 19Q (6736.036885 sec): 3 clusters Score: Raw -2025305.611105 + Penalty 1890.670204 = -2023414.940901 nChanged 285 SP:Iteration 20F (6736.105405 sec): 3 clusters Score: Raw -2025399.213697 + Penalty 1890.670204 = -2023508.543493 nChanged 288 SP:Iteration 21Q (6736.190250 sec): 3 clusters Score: Raw -2025491.120542 + Penalty 1890.670204 = -2023600.450338 nChanged 256 SP:Iteration 22Q (6736.257683 sec): 3 clusters Score: Raw -2025574.108985 + Penalty 1890.670204 = -2023683.438782 nChanged 280 SP:Iteration 23Q (6736.324086 sec): 3 clusters Score: Raw -2025668.603077 + Penalty 1890.670204 = -2023777.932873 nChanged 249 SP:Iteration 24Q (6736.388548 sec): 3 clusters Score: Raw -2025748.575561 + Penalty 1890.670204 = -2023857.905357 nChanged 273 SP:Iteration 25Q (6736.451247 sec): 3 clusters Score: Raw -2025844.522730 + Penalty 1890.670204 = -2023953.852527 nChanged 238 SP:Iteration 26Q (6736.535195 sec): 3 clusters Score: Raw -2025932.999815 + Penalty 1890.670204 = -2024042.329611 nChanged 229 SP:Iteration 27Q (6736.600710 sec): 3 clusters Score: Raw -2026027.022802 + Penalty 1890.670204 = -2024136.352598 nChanged 237 SP:Iteration 28Q (6736.666471 sec): 3 clusters Score: Raw -2026144.635089 + Penalty 1890.670204 = -2024253.964885 nChanged 270 SP:Iteration 29Q (6736.736348 sec): 3 clusters Score: Raw -2026288.344559 + Penalty 1890.670204 = -2024397.674355 nChanged 256 SP:Iteration 30Q (6736.800352 sec): 3 clusters Score: Raw -2026447.375450 + Penalty 1890.670204 = -2024556.705246 nChanged 254 SP:Iteration 31Q (6736.868405 sec): 3 clusters Score: Raw -2026591.729114 + Penalty 1890.670204 = -2024701.058910 nChanged 230 SP:Iteration 32Q (6736.934048 sec): 3 clusters Score: Raw -2026694.840671 + Penalty 1890.670204 = -2024804.170467 nChanged 175 SP:Iteration 33Q (6736.991986 sec): 3 clusters Score: Raw -2026773.992913 + Penalty 1890.670204 = -2024883.322709 nChanged 162 SP:Iteration 34Q (6737.066532 sec): 3 clusters Score: Raw -2026848.759027 + Penalty 1890.670204 = -2024958.088824 nChanged 151 SP:Iteration 35Q (6737.147867 sec): 3 clusters Score: Raw -2026914.715723 + Penalty 1890.670204 = -2025024.045519 nChanged 127 SP:Iteration 36Q (6737.208499 sec): 3 clusters Score: Raw -2026964.194598 + Penalty 1890.670204 = -2025073.524394 nChanged 100 SP:Iteration 37Q (6737.274517 sec): 3 clusters Score: Raw -2027001.072449 + Penalty 1890.670204 = -2025110.402245 nChanged 83 SP:Iteration 38Q (6737.335291 sec): 3 clusters Score: Raw -2027029.608735 + Penalty 1890.670204 = -2025138.938531 nChanged 77 SP:Iteration 39Q (6737.400164 sec): 3 clusters Score: Raw -2027054.575671 + Penalty 1890.670204 = -2025163.905467 nChanged 65 SP:Iteration 40F (6737.464297 sec): 3 clusters Score: Raw -2027088.393430 + Penalty 1890.670204 = -2025197.723226 nChanged 77 SP:Iteration 41Q (6737.534078 sec): 3 clusters Score: Raw -2027109.914433 + Penalty 1890.670204 = -2025219.244229 nChanged 59 SP:Iteration 42Q (6737.593316 sec): 3 clusters Score: Raw -2027122.682500 + Penalty 1890.670204 = -2025232.012296 nChanged 47 SP:Iteration 43Q (6737.660793 sec): 3 clusters Score: Raw -2027132.009957 + Penalty 1890.670204 = -2025241.339753 nChanged 40 SP:Iteration 44Q (6737.729020 sec): 3 clusters Score: Raw -2027140.696297 + Penalty 1890.670204 = -2025250.026093 nChanged 32 SP:Iteration 45Q (6737.796482 sec): 3 clusters Score: Raw -2027144.565877 + Penalty 1890.670204 = -2025253.895673 nChanged 19 SP:Iteration 46Q (6737.866698 sec): 3 clusters Score: Raw -2027146.836973 + Penalty 1890.670204 = -2025256.166769 nChanged 13 SP:Iteration 47Q (6737.922648 sec): 3 clusters Score: Raw -2027148.548328 + Penalty 1890.670204 = -2025257.878124 nChanged 14 SP:Iteration 48Q (6737.988054 sec): 3 clusters Score: Raw -2027150.363070 + Penalty 1890.670204 = -2025259.692866 nChanged 13 SP:Iteration 49Q (6738.055457 sec): 3 clusters Score: Raw -2027151.346513 + Penalty 1890.670204 = -2025260.676309 nChanged 6 SP:Iteration 50Q (6738.120450 sec): 3 clusters Score: Raw -2027152.257249 + Penalty 1890.670204 = -2025261.587045 nChanged 9 SP:Iteration 51Q (6738.180644 sec): 3 clusters Score: Raw -2027153.411667 + Penalty 1890.670204 = -2025262.741463 nChanged 14 SP:Iteration 52Q (6738.251015 sec): 3 clusters Score: Raw -2027155.589376 + Penalty 1890.670204 = -2025264.919173 nChanged 14 SP:Iteration 53Q (6738.309661 sec): 3 clusters Score: Raw -2027157.425807 + Penalty 1890.670204 = -2025266.755603 nChanged 10 SP:Iteration 54Q (6738.384111 sec): 3 clusters Score: Raw -2027158.552448 + Penalty 1890.670204 = -2025267.882244 nChanged 11 SP:Iteration 55Q (6738.443401 sec): 3 clusters Score: Raw -2027159.345276 + Penalty 1890.670204 = -2025268.675072 nChanged 6 SP:Iteration 56Q (6738.501720 sec): 3 clusters Score: Raw -2027159.855511 + Penalty 1890.670204 = -2025269.185307 nChanged 4 SP:Iteration 57Q (6738.570503 sec): 3 clusters Score: Raw -2027160.209711 + Penalty 1890.670204 = -2025269.539508 nChanged 4 SP:Iteration 58Q (6738.628460 sec): 3 clusters Score: Raw -2027160.513652 + Penalty 1890.670204 = -2025269.843448 nChanged 5 SP:Iteration 59Q (6738.701489 sec): 3 clusters Score: Raw -2027160.915012 + Penalty 1890.670204 = -2025270.244808 nChanged 2 SP:Iteration 60F (6738.763709 sec): 3 clusters Score: Raw -2027161.022605 + Penalty 1890.670204 = -2025270.352401 nChanged 1 SP:Iteration 61Q (6738.824257 sec): 3 clusters Score: Raw -2027161.067689 + Penalty 1890.670204 = -2025270.397485 nChanged 1 SP:Iteration 62Q (6738.883926 sec): 3 clusters Score: Raw -2027161.087572 + Penalty 1890.670204 = -2025270.417368 nChanged 1 SP:Iteration 63Q (6738.945996 sec): 3 clusters Score: Raw -2027161.117168 + Penalty 1890.670204 = -2025270.446964 nChanged 0 SP:Iteration 64F (6739.012777 sec): 3 clusters Score: Raw -2027161.117168 + Penalty 1890.670204 = -2025270.446964 nChanged 0 Iteration 419Q (6744.710479 sec): 39 clusters Score: Raw -58497463.981175 + Penalty 48163.559074 = -58449300.422101 nChanged 240 Iteration 420F (6756.000666 sec): 39 clusters Score: Raw -58497475.976583 + Penalty 48163.559074 = -58449312.417509 nChanged 230 Iteration 421Q (6761.982360 sec): 39 clusters Score: Raw -58497486.233656 + Penalty 48163.559074 = -58449322.674582 nChanged 242 Iteration 422Q (6767.422646 sec): 39 clusters Score: Raw -58497498.780723 + Penalty 48163.559074 = -58449335.221648 nChanged 268 Iteration 423Q (6772.856605 sec): 39 clusters Score: Raw -58497511.468351 + Penalty 48163.559074 = -58449347.909276 nChanged 274 Iteration 424Q (6778.956394 sec): 39 clusters Score: Raw -58497523.550606 + Penalty 48163.559074 = -58449359.991532 nChanged 260 Iteration 425Q (6785.046217 sec): 39 clusters Score: Raw -58497534.697242 + Penalty 48163.559074 = -58449371.138168 nChanged 256 Iteration 426Q (6791.101017 sec): 39 clusters Score: Raw -58497544.830611 + Penalty 48163.559074 = -58449381.271536 nChanged 260 Iteration 427Q (6797.256067 sec): 39 clusters Score: Raw -58497555.284669 + Penalty 48163.559074 = -58449391.725595 nChanged 257 Iteration 428Q (6803.341878 sec): 39 clusters Score: Raw -58497564.031159 + Penalty 48163.559074 = -58449400.472085 nChanged 239 Iteration 429Q (6809.464571 sec): 39 clusters Score: Raw -58497572.158533 + Penalty 48163.559074 = -58449408.599458 nChanged 226 Iteration 430Q (6815.503350 sec): 39 clusters Score: Raw -58497579.694828 + Penalty 48163.559074 = -58449416.135753 nChanged 184 Iteration 431Q (6821.056997 sec): 39 clusters Score: Raw -58497585.128374 + Penalty 48163.559074 = -58449421.569299 nChanged 180 Iteration 432Q (6826.462427 sec): 39 clusters Score: Raw -58497590.059823 + Penalty 48163.559074 = -58449426.500748 nChanged 171 Iteration 433Q (6831.823458 sec): 39 clusters Score: Raw -58497594.923992 + Penalty 48163.559074 = -58449431.364918 nChanged 147 Iteration 434Q (6837.229583 sec): 39 clusters Score: Raw -58497599.024579 + Penalty 48163.559074 = -58449435.465505 nChanged 144 Iteration 435Q (6842.626122 sec): 39 clusters Score: Raw -58497603.147040 + Penalty 48163.559074 = -58449439.587965 nChanged 138 Iteration 436Q (6848.018743 sec): 39 clusters Score: Raw -58497607.628866 + Penalty 48163.559074 = -58449444.069791 nChanged 129 Iteration 437Q (6853.383302 sec): 39 clusters Score: Raw -58497611.654501 + Penalty 48163.559074 = -58449448.095427 nChanged 140 Iteration 438Q (6858.792224 sec): 39 clusters Score: Raw -58497616.233040 + Penalty 48163.559074 = -58449452.673966 nChanged 151 Iteration 439Q (6864.161826 sec): 39 clusters Score: Raw -58497621.909120 + Penalty 48163.559074 = -58449458.350046 nChanged 121 Iteration 440F (6874.794467 sec): 39 clusters Score: Raw -58497626.886065 + Penalty 48163.559074 = -58449463.326991 nChanged 128 Iteration 441Q (6879.854521 sec): 39 clusters Score: Raw -58497630.798254 + Penalty 48163.559074 = -58449467.239179 nChanged 125 Iteration 442Q (6885.237475 sec): 39 clusters Score: Raw -58497634.479530 + Penalty 48163.559074 = -58449470.920455 nChanged 123 Iteration 443Q (6890.597216 sec): 39 clusters Score: Raw -58497639.165042 + Penalty 48163.559074 = -58449475.605968 nChanged 119 Iteration 444Q (6895.967188 sec): 39 clusters Score: Raw -58497643.955219 + Penalty 48163.559074 = -58449480.396145 nChanged 128 Iteration 445Q (6901.334949 sec): 39 clusters Score: Raw -58497650.004975 + Penalty 48163.559074 = -58449486.445901 nChanged 125 Iteration 446Q (6906.699399 sec): 39 clusters Score: Raw -58497656.296629 + Penalty 48163.559074 = -58449492.737555 nChanged 126 Iteration 447Q (6912.111558 sec): 39 clusters Score: Raw -58497662.855255 + Penalty 48163.559074 = -58449499.296181 nChanged 131 Iteration 448Q (6917.524494 sec): 39 clusters Score: Raw -58497668.516431 + Penalty 48163.559074 = -58449504.957356 nChanged 124 Iteration 449Q (6922.904072 sec): 39 clusters Score: Raw -58497673.720457 + Penalty 48163.559074 = -58449510.161383 nChanged 96 Iteration 450Q (6928.292170 sec): 39 clusters Score: Raw -58497677.928907 + Penalty 48163.559074 = -58449514.369833 nChanged 124 Iteration 451Q (6933.518308 sec): 39 clusters Score: Raw -58497683.635194 + Penalty 48163.559074 = -58449520.076119 nChanged 122 Iteration 452Q (6939.334141 sec): 39 clusters Score: Raw -58497688.935324 + Penalty 48163.559074 = -58449525.376250 nChanged 102 Iteration 453Q (6945.044009 sec): 39 clusters Score: Raw -58497694.387790 + Penalty 48163.559074 = -58449530.828715 nChanged 125 Iteration 454Q (6950.606596 sec): 39 clusters Score: Raw -58497700.853493 + Penalty 48163.559074 = -58449537.294418 nChanged 107 Iteration 455Q (6956.217525 sec): 39 clusters Score: Raw -58497704.913034 + Penalty 48163.559074 = -58449541.353959 nChanged 117 Iteration 456Q (6961.967939 sec): 39 clusters Score: Raw -58497708.885494 + Penalty 48163.559074 = -58449545.326419 nChanged 112 Iteration 457Q (6967.699384 sec): 39 clusters Score: Raw -58497711.999442 + Penalty 48163.559074 = -58449548.440368 nChanged 95 Iteration 458Q (6973.435848 sec): 39 clusters Score: Raw -58497714.930891 + Penalty 48163.559074 = -58449551.371816 nChanged 93 Writing temp clu file Because OldScore, -58449548.440368, is greater than current (better) Score,-58449551.371816 Compute initial score before splitting: Score: Raw -58497714.930891 + Penalty 48163.559074 = -58449551.371816 Trying to split cluster 1 (4446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6973.563129 sec): 2 clusters Score: Raw -419552.233346 + Penalty 797.977209 = -418754.256137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6973.580384 sec): 3 clusters Score: Raw -417099.679488 + Penalty 1595.954418 = -415503.725070 nChanged 1883 SP:Iteration 1F (6973.596225 sec): 3 clusters Score: Raw -418215.258637 + Penalty 1595.954418 = -416619.304219 nChanged 325 SP:Iteration 2F (6973.612358 sec): 3 clusters Score: Raw -418399.692556 + Penalty 1595.954418 = -416803.738138 nChanged 276 SP:Iteration 3F (6973.628304 sec): 3 clusters Score: Raw -418562.612974 + Penalty 1595.954418 = -416966.658556 nChanged 239 SP:Iteration 4F (6973.644237 sec): 3 clusters Score: Raw -418721.884184 + Penalty 1595.954418 = -417125.929766 nChanged 229 SP:Iteration 5F (6973.659991 sec): 3 clusters Score: Raw -418905.933324 + Penalty 1595.954418 = -417309.978906 nChanged 203 SP:Iteration 6Q (6973.675905 sec): 3 clusters Score: Raw -419067.037429 + Penalty 1595.954418 = -417471.083011 nChanged 200 SP:Iteration 7Q (6973.691750 sec): 3 clusters Score: Raw -419228.775917 + Penalty 1595.954418 = -417632.821499 nChanged 200 SP:Iteration 8Q (6973.707372 sec): 3 clusters Score: Raw -419369.866618 + Penalty 1595.954418 = -417773.912200 nChanged 152 SP:Iteration 9Q (6973.723085 sec): 3 clusters Score: Raw -419463.155633 + Penalty 1595.954418 = -417867.201215 nChanged 118 SP:Iteration 10Q (6973.762747 sec): 3 clusters Score: Raw -419518.297203 + Penalty 1595.954418 = -417922.342785 nChanged 75 SP:Iteration 11Q (6973.805355 sec): 3 clusters Score: Raw -419550.430498 + Penalty 1595.954418 = -417954.476080 nChanged 66 SP:Iteration 12Q (6973.856540 sec): 3 clusters Score: Raw -419578.901665 + Penalty 1595.954418 = -417982.947247 nChanged 56 SP:Iteration 13Q (6973.901465 sec): 3 clusters Score: Raw -419607.422691 + Penalty 1595.954418 = -418011.468273 nChanged 50 SP:Iteration 14Q (6973.952654 sec): 3 clusters Score: Raw -419623.248295 + Penalty 1595.954418 = -418027.293877 nChanged 34 SP:Iteration 15Q (6974.004723 sec): 3 clusters Score: Raw -419634.425277 + Penalty 1595.954418 = -418038.470859 nChanged 32 SP:Iteration 16Q (6974.046457 sec): 3 clusters Score: Raw -419642.867363 + Penalty 1595.954418 = -418046.912945 nChanged 27 SP:Iteration 17Q (6974.098594 sec): 3 clusters Score: Raw -419651.604604 + Penalty 1595.954418 = -418055.650186 nChanged 31 SP:Iteration 18Q (6974.150817 sec): 3 clusters Score: Raw -419659.845139 + Penalty 1595.954418 = -418063.890721 nChanged 24 SP:Iteration 19Q (6974.198404 sec): 3 clusters Score: Raw -419664.939144 + Penalty 1595.954418 = -418068.984726 nChanged 14 SP:Iteration 20F (6974.255206 sec): 3 clusters Score: Raw -419666.688066 + Penalty 1595.954418 = -418070.733648 nChanged 10 SP:Iteration 21Q (6974.293468 sec): 3 clusters Score: Raw -419668.024720 + Penalty 1595.954418 = -418072.070302 nChanged 9 SP:Iteration 22Q (6974.345626 sec): 3 clusters Score: Raw -419670.087609 + Penalty 1595.954418 = -418074.133191 nChanged 10 SP:Iteration 23Q (6974.397024 sec): 3 clusters Score: Raw -419672.666310 + Penalty 1595.954418 = -418076.711892 nChanged 13 SP:Iteration 24Q (6974.449156 sec): 3 clusters Score: Raw -419675.384163 + Penalty 1595.954418 = -418079.429745 nChanged 15 SP:Iteration 25Q (6974.501263 sec): 3 clusters Score: Raw -419678.693627 + Penalty 1595.954418 = -418082.739209 nChanged 12 SP:Iteration 26Q (6974.535590 sec): 3 clusters Score: Raw -419680.912823 + Penalty 1595.954418 = -418084.958405 nChanged 7 SP:Iteration 27Q (6974.587483 sec): 3 clusters Score: Raw -419681.708668 + Penalty 1595.954418 = -418085.754250 nChanged 4 SP:Iteration 28Q (6974.639799 sec): 3 clusters Score: Raw -419682.541460 + Penalty 1595.954418 = -418086.587042 nChanged 6 SP:Iteration 29Q (6974.681616 sec): 3 clusters Score: Raw -419683.929329 + Penalty 1595.954418 = -418087.974911 nChanged 6 SP:Iteration 30Q (6974.733180 sec): 3 clusters Score: Raw -419684.567246 + Penalty 1595.954418 = -418088.612828 nChanged 5 SP:Iteration 31Q (6974.776965 sec): 3 clusters Score: Raw -419685.082792 + Penalty 1595.954418 = -418089.128374 nChanged 0 SP:Iteration 32F (6974.824098 sec): 3 clusters Score: Raw -419685.082792 + Penalty 1595.954418 = -418089.128374 nChanged 0 Trying to split cluster 2 (58210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6974.920627 sec): 2 clusters Score: Raw -5702448.736978 + Penalty 1042.322182 = -5701406.414796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6975.042520 sec): 3 clusters Score: Raw -5664626.589247 + Penalty 2084.644364 = -5662541.944883 nChanged 27760 SP:Iteration 1F (6975.161900 sec): 3 clusters Score: Raw -5680728.920580 + Penalty 2084.644364 = -5678644.276216 nChanged 2522 SP:Iteration 2Q (6975.289198 sec): 3 clusters Score: Raw -5681602.107312 + Penalty 2084.644364 = -5679517.462948 nChanged 3006 SP:Iteration 3F (6975.401344 sec): 3 clusters Score: Raw -5682988.505754 + Penalty 2084.644364 = -5680903.861390 nChanged 3819 SP:Iteration 4F (6975.521363 sec): 3 clusters Score: Raw -5685255.440260 + Penalty 2084.644364 = -5683170.795896 nChanged 4590 SP:Iteration 5F (6975.638995 sec): 3 clusters Score: Raw -5688706.774619 + Penalty 2084.644364 = -5686622.130255 nChanged 4909 SP:Iteration 6F (6975.754372 sec): 3 clusters Score: Raw -5692986.656027 + Penalty 2084.644364 = -5690902.011663 nChanged 4315 SP:Iteration 7F (6975.884000 sec): 3 clusters Score: Raw -5696973.119641 + Penalty 2084.644364 = -5694888.475277 nChanged 3110 SP:Iteration 8F (6976.005094 sec): 3 clusters Score: Raw -5699776.943790 + Penalty 2084.644364 = -5697692.299426 nChanged 1888 SP:Iteration 9Q (6976.128010 sec): 3 clusters Score: Raw -5701355.745786 + Penalty 2084.644364 = -5699271.101422 nChanged 1059 SP:Iteration 10Q (6976.231903 sec): 3 clusters Score: Raw -5702161.044979 + Penalty 2084.644364 = -5700076.400615 nChanged 558 SP:Iteration 11Q (6976.354041 sec): 3 clusters Score: Raw -5702537.062071 + Penalty 2084.644364 = -5700452.417707 nChanged 303 SP:Iteration 12Q (6976.461935 sec): 3 clusters Score: Raw -5702739.748758 + Penalty 2084.644364 = -5700655.104394 nChanged 169 SP:Iteration 13Q (6976.570108 sec): 3 clusters Score: Raw -5702880.191508 + Penalty 2084.644364 = -5700795.547145 nChanged 140 SP:Iteration 14Q (6976.678892 sec): 3 clusters Score: Raw -5702982.071465 + Penalty 2084.644364 = -5700897.427101 nChanged 102 SP:Iteration 15Q (6976.787226 sec): 3 clusters Score: Raw -5703064.364316 + Penalty 2084.644364 = -5700979.719953 nChanged 98 SP:Iteration 16Q (6976.885823 sec): 3 clusters Score: Raw -5703129.505845 + Penalty 2084.644364 = -5701044.861481 nChanged 75 SP:Iteration 17Q (6976.990841 sec): 3 clusters Score: Raw -5703168.771955 + Penalty 2084.644364 = -5701084.127591 nChanged 69 SP:Iteration 18Q (6977.100558 sec): 3 clusters Score: Raw -5703209.421058 + Penalty 2084.644364 = -5701124.776694 nChanged 65 SP:Iteration 19Q (6977.207264 sec): 3 clusters Score: Raw -5703238.761861 + Penalty 2084.644364 = -5701154.117497 nChanged 50 SP:Iteration 20F (6977.327837 sec): 3 clusters Score: Raw -5703256.717019 + Penalty 2084.644364 = -5701172.072656 nChanged 36 SP:Iteration 21Q (6977.432701 sec): 3 clusters Score: Raw -5703268.414408 + Penalty 2084.644364 = -5701183.770045 nChanged 40 SP:Iteration 22Q (6977.528638 sec): 3 clusters Score: Raw -5703282.509302 + Penalty 2084.644364 = -5701197.864939 nChanged 36 SP:Iteration 23Q (6977.625708 sec): 3 clusters Score: Raw -5703295.579416 + Penalty 2084.644364 = -5701210.935052 nChanged 31 SP:Iteration 24Q (6977.737036 sec): 3 clusters Score: Raw -5703303.424094 + Penalty 2084.644364 = -5701218.779730 nChanged 26 SP:Iteration 25Q (6977.845205 sec): 3 clusters Score: Raw -5703309.584831 + Penalty 2084.644364 = -5701224.940467 nChanged 24 SP:Iteration 26Q (6977.944213 sec): 3 clusters Score: Raw -5703315.882198 + Penalty 2084.644364 = -5701231.237834 nChanged 16 SP:Iteration 27Q (6978.045880 sec): 3 clusters Score: Raw -5703319.988023 + Penalty 2084.644364 = -5701235.343659 nChanged 9 SP:Iteration 28Q (6978.155190 sec): 3 clusters Score: Raw -5703321.148480 + Penalty 2084.644364 = -5701236.504116 nChanged 6 SP:Iteration 29Q (6978.256922 sec): 3 clusters Score: Raw -5703321.770157 + Penalty 2084.644364 = -5701237.125794 nChanged 1 SP:Iteration 30Q (6978.363715 sec): 3 clusters Score: Raw -5703321.798934 + Penalty 2084.644364 = -5701237.154571 nChanged 0 SP:Iteration 31F (6978.477586 sec): 3 clusters Score: Raw -5703321.798934 + Penalty 2084.644364 = -5701237.154571 nChanged 0 Trying to split cluster 3 (5898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6978.513319 sec): 2 clusters Score: Raw -536957.997954 + Penalty 824.825016 = -536133.172938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6978.570791 sec): 3 clusters Score: Raw -533604.945775 + Penalty 1649.650032 = -531955.295743 nChanged 2574 SP:Iteration 1F (6978.627037 sec): 3 clusters Score: Raw -535098.527726 + Penalty 1649.650032 = -533448.877694 nChanged 464 SP:Iteration 2F (6978.683211 sec): 3 clusters Score: Raw -535391.319211 + Penalty 1649.650032 = -533741.669179 nChanged 408 SP:Iteration 3F (6978.736901 sec): 3 clusters Score: Raw -535660.565370 + Penalty 1649.650032 = -534010.915338 nChanged 369 SP:Iteration 4F (6978.787701 sec): 3 clusters Score: Raw -535917.280053 + Penalty 1649.650032 = -534267.630021 nChanged 339 SP:Iteration 5F (6978.829163 sec): 3 clusters Score: Raw -536175.592993 + Penalty 1649.650032 = -534525.942961 nChanged 311 SP:Iteration 6F (6978.880673 sec): 3 clusters Score: Raw -536425.535577 + Penalty 1649.650032 = -534775.885545 nChanged 271 SP:Iteration 7Q (6978.942854 sec): 3 clusters Score: Raw -536636.365752 + Penalty 1649.650032 = -534986.715720 nChanged 189 SP:Iteration 8Q (6978.990106 sec): 3 clusters Score: Raw -536775.521245 + Penalty 1649.650032 = -535125.871213 nChanged 119 SP:Iteration 9Q (6979.050123 sec): 3 clusters Score: Raw -536861.051518 + Penalty 1649.650032 = -535211.401486 nChanged 86 SP:Iteration 10Q (6979.099322 sec): 3 clusters Score: Raw -536917.727098 + Penalty 1649.650032 = -535268.077066 nChanged 66 SP:Iteration 11Q (6979.148934 sec): 3 clusters Score: Raw -536968.119204 + Penalty 1649.650032 = -535318.469172 nChanged 51 SP:Iteration 12Q (6979.199091 sec): 3 clusters Score: Raw -537007.061502 + Penalty 1649.650032 = -535357.411470 nChanged 35 SP:Iteration 13Q (6979.259240 sec): 3 clusters Score: Raw -537037.060337 + Penalty 1649.650032 = -535387.410305 nChanged 33 SP:Iteration 14Q (6979.315222 sec): 3 clusters Score: Raw -537064.594025 + Penalty 1649.650032 = -535414.943993 nChanged 18 SP:Iteration 15Q (6979.356536 sec): 3 clusters Score: Raw -537086.173988 + Penalty 1649.650032 = -535436.523956 nChanged 20 SP:Iteration 16Q (6979.408741 sec): 3 clusters Score: Raw -537100.098927 + Penalty 1649.650032 = -535450.448895 nChanged 7 SP:Iteration 17Q (6979.464044 sec): 3 clusters Score: Raw -537106.600461 + Penalty 1649.650032 = -535456.950429 nChanged 9 SP:Iteration 18Q (6979.518967 sec): 3 clusters Score: Raw -537114.524297 + Penalty 1649.650032 = -535464.874265 nChanged 6 SP:Iteration 19Q (6979.584505 sec): 3 clusters Score: Raw -537118.574474 + Penalty 1649.650032 = -535468.924442 nChanged 2 SP:Iteration 20F (6979.636635 sec): 3 clusters Score: Raw -537122.261283 + Penalty 1649.650032 = -535472.611251 nChanged 5 SP:Iteration 21Q (6979.683958 sec): 3 clusters Score: Raw -537126.126737 + Penalty 1649.650032 = -535476.476705 nChanged 1 SP:Iteration 22Q (6979.746715 sec): 3 clusters Score: Raw -537126.522043 + Penalty 1649.650032 = -535476.872011 nChanged 0 SP:Iteration 23F (6979.800987 sec): 3 clusters Score: Raw -537126.522043 + Penalty 1649.650032 = -535476.872011 nChanged 0 Trying to split cluster 4 (13519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6979.842211 sec): 2 clusters Score: Raw -1353579.618334 + Penalty 903.625881 = -1352675.992453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6979.899823 sec): 3 clusters Score: Raw -1345326.032727 + Penalty 1807.251763 = -1343518.780964 nChanged 6170 SP:Iteration 1F (6979.946088 sec): 3 clusters Score: Raw -1348792.516538 + Penalty 1807.251763 = -1346985.264776 nChanged 806 SP:Iteration 2F (6980.022049 sec): 3 clusters Score: Raw -1349218.530807 + Penalty 1807.251763 = -1347411.279045 nChanged 864 SP:Iteration 3F (6980.087159 sec): 3 clusters Score: Raw -1349766.397584 + Penalty 1807.251763 = -1347959.145821 nChanged 910 SP:Iteration 4F (6980.150793 sec): 3 clusters Score: Raw -1350413.227551 + Penalty 1807.251763 = -1348605.975788 nChanged 921 SP:Iteration 5F (6980.212003 sec): 3 clusters Score: Raw -1351056.532417 + Penalty 1807.251763 = -1349249.280654 nChanged 893 SP:Iteration 6F (6980.264634 sec): 3 clusters Score: Raw -1351620.435412 + Penalty 1807.251763 = -1349813.183649 nChanged 732 SP:Iteration 7F (6980.333948 sec): 3 clusters Score: Raw -1352072.777864 + Penalty 1807.251763 = -1350265.526101 nChanged 668 SP:Iteration 8Q (6980.394702 sec): 3 clusters Score: Raw -1352432.359599 + Penalty 1807.251763 = -1350625.107837 nChanged 497 SP:Iteration 9Q (6980.460668 sec): 3 clusters Score: Raw -1352670.963226 + Penalty 1807.251763 = -1350863.711463 nChanged 407 SP:Iteration 10Q (6980.526069 sec): 3 clusters Score: Raw -1352844.978606 + Penalty 1807.251763 = -1351037.726843 nChanged 316 SP:Iteration 11Q (6980.593815 sec): 3 clusters Score: Raw -1352960.603193 + Penalty 1807.251763 = -1351153.351430 nChanged 241 SP:Iteration 12Q (6980.649627 sec): 3 clusters Score: Raw -1353035.160304 + Penalty 1807.251763 = -1351227.908541 nChanged 198 SP:Iteration 13Q (6980.702648 sec): 3 clusters Score: Raw -1353084.839200 + Penalty 1807.251763 = -1351277.587437 nChanged 145 SP:Iteration 14Q (6980.768598 sec): 3 clusters Score: Raw -1353119.553057 + Penalty 1807.251763 = -1351312.301294 nChanged 122 SP:Iteration 15Q (6980.838321 sec): 3 clusters Score: Raw -1353145.657145 + Penalty 1807.251763 = -1351338.405382 nChanged 104 SP:Iteration 16Q (6980.907186 sec): 3 clusters Score: Raw -1353164.533057 + Penalty 1807.251763 = -1351357.281295 nChanged 104 SP:Iteration 17Q (6980.958886 sec): 3 clusters Score: Raw -1353183.735657 + Penalty 1807.251763 = -1351376.483894 nChanged 97 SP:Iteration 18Q (6981.024273 sec): 3 clusters Score: Raw -1353203.906151 + Penalty 1807.251763 = -1351396.654388 nChanged 86 SP:Iteration 19Q (6981.086450 sec): 3 clusters Score: Raw -1353218.310443 + Penalty 1807.251763 = -1351411.058680 nChanged 86 SP:Iteration 20F (6981.149059 sec): 3 clusters Score: Raw -1353231.344736 + Penalty 1807.251763 = -1351424.092973 nChanged 68 SP:Iteration 21Q (6981.219903 sec): 3 clusters Score: Raw -1353242.020002 + Penalty 1807.251763 = -1351434.768240 nChanged 70 SP:Iteration 22Q (6981.286305 sec): 3 clusters Score: Raw -1353252.214730 + Penalty 1807.251763 = -1351444.962967 nChanged 64 SP:Iteration 23Q (6981.342492 sec): 3 clusters Score: Raw -1353260.593749 + Penalty 1807.251763 = -1351453.341986 nChanged 53 SP:Iteration 24Q (6981.408411 sec): 3 clusters Score: Raw -1353266.370211 + Penalty 1807.251763 = -1351459.118449 nChanged 49 SP:Iteration 25Q (6981.476394 sec): 3 clusters Score: Raw -1353271.974808 + Penalty 1807.251763 = -1351464.723046 nChanged 54 SP:Iteration 26Q (6981.538517 sec): 3 clusters Score: Raw -1353278.872205 + Penalty 1807.251763 = -1351471.620442 nChanged 45 SP:Iteration 27Q (6981.591326 sec): 3 clusters Score: Raw -1353283.643072 + Penalty 1807.251763 = -1351476.391309 nChanged 45 SP:Iteration 28Q (6981.652082 sec): 3 clusters Score: Raw -1353289.177851 + Penalty 1807.251763 = -1351481.926088 nChanged 52 SP:Iteration 29Q (6981.710608 sec): 3 clusters Score: Raw -1353295.716465 + Penalty 1807.251763 = -1351488.464703 nChanged 47 SP:Iteration 30Q (6981.769095 sec): 3 clusters Score: Raw -1353301.140708 + Penalty 1807.251763 = -1351493.888946 nChanged 47 SP:Iteration 31Q (6981.828382 sec): 3 clusters Score: Raw -1353306.832921 + Penalty 1807.251763 = -1351499.581158 nChanged 57 SP:Iteration 32Q (6981.891219 sec): 3 clusters Score: Raw -1353314.508011 + Penalty 1807.251763 = -1351507.256248 nChanged 58 SP:Iteration 33Q (6981.937116 sec): 3 clusters Score: Raw -1353321.066409 + Penalty 1807.251763 = -1351513.814647 nChanged 41 SP:Iteration 34Q (6982.002052 sec): 3 clusters Score: Raw -1353324.991950 + Penalty 1807.251763 = -1351517.740188 nChanged 37 SP:Iteration 35Q (6982.050195 sec): 3 clusters Score: Raw -1353328.436977 + Penalty 1807.251763 = -1351521.185214 nChanged 32 SP:Iteration 36Q (6982.110973 sec): 3 clusters Score: Raw -1353331.538208 + Penalty 1807.251763 = -1351524.286446 nChanged 40 SP:Iteration 37Q (6982.178030 sec): 3 clusters Score: Raw -1353335.006317 + Penalty 1807.251763 = -1351527.754554 nChanged 36 SP:Iteration 38Q (6982.235762 sec): 3 clusters Score: Raw -1353338.208831 + Penalty 1807.251763 = -1351530.957068 nChanged 27 SP:Iteration 39Q (6982.286565 sec): 3 clusters Score: Raw -1353341.019168 + Penalty 1807.251763 = -1351533.767406 nChanged 32 SP:Iteration 40F (6982.336886 sec): 3 clusters Score: Raw -1353344.098859 + Penalty 1807.251763 = -1351536.847097 nChanged 31 SP:Iteration 41Q (6982.395596 sec): 3 clusters Score: Raw -1353346.583408 + Penalty 1807.251763 = -1351539.331645 nChanged 34 SP:Iteration 42Q (6982.457354 sec): 3 clusters Score: Raw -1353349.764765 + Penalty 1807.251763 = -1351542.513002 nChanged 38 SP:Iteration 43Q (6982.505642 sec): 3 clusters Score: Raw -1353353.841667 + Penalty 1807.251763 = -1351546.589904 nChanged 29 SP:Iteration 44Q (6982.566895 sec): 3 clusters Score: Raw -1353356.339982 + Penalty 1807.251763 = -1351549.088219 nChanged 35 SP:Iteration 45Q (6982.609923 sec): 3 clusters Score: Raw -1353359.558915 + Penalty 1807.251763 = -1351552.307153 nChanged 34 SP:Iteration 46Q (6982.667124 sec): 3 clusters Score: Raw -1353362.851636 + Penalty 1807.251763 = -1351555.599873 nChanged 37 SP:Iteration 47Q (6982.724323 sec): 3 clusters Score: Raw -1353365.925385 + Penalty 1807.251763 = -1351558.673623 nChanged 27 SP:Iteration 48Q (6982.792972 sec): 3 clusters Score: Raw -1353368.078010 + Penalty 1807.251763 = -1351560.826247 nChanged 28 SP:Iteration 49Q (6982.840651 sec): 3 clusters Score: Raw -1353370.562028 + Penalty 1807.251763 = -1351563.310265 nChanged 30 SP:Iteration 50Q (6982.902229 sec): 3 clusters Score: Raw -1353373.362032 + Penalty 1807.251763 = -1351566.110270 nChanged 38 SP:Iteration 51Q (6982.958124 sec): 3 clusters Score: Raw -1353376.641003 + Penalty 1807.251763 = -1351569.389240 nChanged 31 SP:Iteration 52Q (6983.012993 sec): 3 clusters Score: Raw -1353379.464934 + Penalty 1807.251763 = -1351572.213172 nChanged 27 SP:Iteration 53Q (6983.071726 sec): 3 clusters Score: Raw -1353381.700475 + Penalty 1807.251763 = -1351574.448712 nChanged 34 SP:Iteration 54Q (6983.116543 sec): 3 clusters Score: Raw -1353385.114801 + Penalty 1807.251763 = -1351577.863038 nChanged 49 SP:Iteration 55Q (6983.172092 sec): 3 clusters Score: Raw -1353391.833142 + Penalty 1807.251763 = -1351584.581379 nChanged 52 SP:Iteration 56Q (6983.228171 sec): 3 clusters Score: Raw -1353398.127454 + Penalty 1807.251763 = -1351590.875691 nChanged 48 SP:Iteration 57Q (6983.287621 sec): 3 clusters Score: Raw -1353403.141874 + Penalty 1807.251763 = -1351595.890111 nChanged 48 SP:Iteration 58Q (6983.344475 sec): 3 clusters Score: Raw -1353408.865437 + Penalty 1807.251763 = -1351601.613674 nChanged 42 SP:Iteration 59Q (6983.378548 sec): 3 clusters Score: Raw -1353414.184995 + Penalty 1807.251763 = -1351606.933232 nChanged 37 SP:Iteration 60F (6983.437282 sec): 3 clusters Score: Raw -1353418.270879 + Penalty 1807.251763 = -1351611.019116 nChanged 38 SP:Iteration 61Q (6983.496624 sec): 3 clusters Score: Raw -1353422.083184 + Penalty 1807.251763 = -1351614.831421 nChanged 46 SP:Iteration 62Q (6983.551947 sec): 3 clusters Score: Raw -1353427.080029 + Penalty 1807.251763 = -1351619.828266 nChanged 53 SP:Iteration 63Q (6983.599757 sec): 3 clusters Score: Raw -1353434.140784 + Penalty 1807.251763 = -1351626.889021 nChanged 56 SP:Iteration 64Q (6983.654121 sec): 3 clusters Score: Raw -1353441.129998 + Penalty 1807.251763 = -1351633.878236 nChanged 54 SP:Iteration 65Q (6983.706420 sec): 3 clusters Score: Raw -1353447.972255 + Penalty 1807.251763 = -1351640.720492 nChanged 53 SP:Iteration 66Q (6983.768682 sec): 3 clusters Score: Raw -1353455.874580 + Penalty 1807.251763 = -1351648.622817 nChanged 56 SP:Iteration 67Q (6983.835591 sec): 3 clusters Score: Raw -1353463.275819 + Penalty 1807.251763 = -1351656.024056 nChanged 59 SP:Iteration 68Q (6983.884179 sec): 3 clusters Score: Raw -1353470.840257 + Penalty 1807.251763 = -1351663.588495 nChanged 58 SP:Iteration 69Q (6983.936367 sec): 3 clusters Score: Raw -1353478.931299 + Penalty 1807.251763 = -1351671.679536 nChanged 58 SP:Iteration 70Q (6983.989127 sec): 3 clusters Score: Raw -1353487.423283 + Penalty 1807.251763 = -1351680.171520 nChanged 58 SP:Iteration 71Q (6984.045904 sec): 3 clusters Score: Raw -1353495.468179 + Penalty 1807.251763 = -1351688.216417 nChanged 67 SP:Iteration 72Q (6984.098461 sec): 3 clusters Score: Raw -1353506.201354 + Penalty 1807.251763 = -1351698.949592 nChanged 71 SP:Iteration 73Q (6984.152404 sec): 3 clusters Score: Raw -1353518.405543 + Penalty 1807.251763 = -1351711.153780 nChanged 62 SP:Iteration 74Q (6984.200413 sec): 3 clusters Score: Raw -1353529.209799 + Penalty 1807.251763 = -1351721.958036 nChanged 73 SP:Iteration 75Q (6984.258979 sec): 3 clusters Score: Raw -1353542.060090 + Penalty 1807.251763 = -1351734.808327 nChanged 72 SP:Iteration 76Q (6984.300000 sec): 3 clusters Score: Raw -1353555.401870 + Penalty 1807.251763 = -1351748.150107 nChanged 67 SP:Iteration 77Q (6984.353638 sec): 3 clusters Score: Raw -1353567.474666 + Penalty 1807.251763 = -1351760.222903 nChanged 59 SP:Iteration 78Q (6984.410994 sec): 3 clusters Score: Raw -1353578.644595 + Penalty 1807.251763 = -1351771.392833 nChanged 75 SP:Iteration 79Q (6984.456282 sec): 3 clusters Score: Raw -1353594.273442 + Penalty 1807.251763 = -1351787.021679 nChanged 74 SP:Iteration 80F (6984.508505 sec): 3 clusters Score: Raw -1353608.393140 + Penalty 1807.251763 = -1351801.141378 nChanged 70 SP:Iteration 81Q (6984.567448 sec): 3 clusters Score: Raw -1353621.453192 + Penalty 1807.251763 = -1351814.201429 nChanged 87 SP:Iteration 82Q (6984.623299 sec): 3 clusters Score: Raw -1353640.937687 + Penalty 1807.251763 = -1351833.685925 nChanged 87 SP:Iteration 83Q (6984.684465 sec): 3 clusters Score: Raw -1353661.879174 + Penalty 1807.251763 = -1351854.627411 nChanged 82 SP:Iteration 84Q (6984.743927 sec): 3 clusters Score: Raw -1353681.720945 + Penalty 1807.251763 = -1351874.469183 nChanged 87 SP:Iteration 85Q (6984.800553 sec): 3 clusters Score: Raw -1353701.992177 + Penalty 1807.251763 = -1351894.740414 nChanged 74 SP:Iteration 86Q (6984.857389 sec): 3 clusters Score: Raw -1353716.624273 + Penalty 1807.251763 = -1351909.372510 nChanged 72 SP:Iteration 87Q (6984.918293 sec): 3 clusters Score: Raw -1353730.985247 + Penalty 1807.251763 = -1351923.733484 nChanged 77 SP:Iteration 88Q (6984.968248 sec): 3 clusters Score: Raw -1353745.358954 + Penalty 1807.251763 = -1351938.107191 nChanged 51 SP:Iteration 89Q (6985.014220 sec): 3 clusters Score: Raw -1353753.671046 + Penalty 1807.251763 = -1351946.419283 nChanged 51 SP:Iteration 90Q (6985.065459 sec): 3 clusters Score: Raw -1353762.275165 + Penalty 1807.251763 = -1351955.023403 nChanged 49 SP:Iteration 91Q (6985.120035 sec): 3 clusters Score: Raw -1353768.980124 + Penalty 1807.251763 = -1351961.728361 nChanged 41 SP:Iteration 92Q (6985.181872 sec): 3 clusters Score: Raw -1353775.567386 + Penalty 1807.251763 = -1351968.315624 nChanged 46 SP:Iteration 93Q (6985.237609 sec): 3 clusters Score: Raw -1353782.063672 + Penalty 1807.251763 = -1351974.811909 nChanged 36 SP:Iteration 94Q (6985.289062 sec): 3 clusters Score: Raw -1353787.081548 + Penalty 1807.251763 = -1351979.829785 nChanged 34 SP:Iteration 95Q (6985.350236 sec): 3 clusters Score: Raw -1353791.223101 + Penalty 1807.251763 = -1351983.971339 nChanged 31 SP:Iteration 96Q (6985.410181 sec): 3 clusters Score: Raw -1353795.315170 + Penalty 1807.251763 = -1351988.063407 nChanged 34 SP:Iteration 97Q (6985.464684 sec): 3 clusters Score: Raw -1353800.347151 + Penalty 1807.251763 = -1351993.095389 nChanged 35 SP:Iteration 98Q (6985.513142 sec): 3 clusters Score: Raw -1353806.516981 + Penalty 1807.251763 = -1351999.265219 nChanged 31 SP:Iteration 99Q (6985.571087 sec): 3 clusters Score: Raw -1353812.040461 + Penalty 1807.251763 = -1352004.788699 nChanged 32 SP:Iteration 100F (6985.630150 sec): 3 clusters Score: Raw -1353818.312943 + Penalty 1807.251763 = -1352011.061180 nChanged 29 SP:Iteration 101Q (6985.687049 sec): 3 clusters Score: Raw -1353823.068763 + Penalty 1807.251763 = -1352015.817001 nChanged 31 SP:Iteration 102Q (6985.734320 sec): 3 clusters Score: Raw -1353828.443806 + Penalty 1807.251763 = -1352021.192043 nChanged 39 SP:Iteration 103Q (6985.789478 sec): 3 clusters Score: Raw -1353836.218624 + Penalty 1807.251763 = -1352028.966862 nChanged 45 SP:Iteration 104Q (6985.840135 sec): 3 clusters Score: Raw -1353845.087458 + Penalty 1807.251763 = -1352037.835696 nChanged 39 SP:Iteration 105Q (6985.892985 sec): 3 clusters Score: Raw -1353852.674780 + Penalty 1807.251763 = -1352045.423018 nChanged 29 SP:Iteration 106Q (6985.948288 sec): 3 clusters Score: Raw -1353858.093127 + Penalty 1807.251763 = -1352050.841364 nChanged 31 SP:Iteration 107Q (6986.005633 sec): 3 clusters Score: Raw -1353864.220035 + Penalty 1807.251763 = -1352056.968272 nChanged 30 SP:Iteration 108Q (6986.061939 sec): 3 clusters Score: Raw -1353869.780512 + Penalty 1807.251763 = -1352062.528750 nChanged 30 SP:Iteration 109Q (6986.117977 sec): 3 clusters Score: Raw -1353874.778557 + Penalty 1807.251763 = -1352067.526794 nChanged 30 SP:Iteration 110Q (6986.178676 sec): 3 clusters Score: Raw -1353883.071418 + Penalty 1807.251763 = -1352075.819655 nChanged 34 SP:Iteration 111Q (6986.219639 sec): 3 clusters Score: Raw -1353891.693114 + Penalty 1807.251763 = -1352084.441351 nChanged 32 SP:Iteration 112Q (6986.273328 sec): 3 clusters Score: Raw -1353901.184474 + Penalty 1807.251763 = -1352093.932711 nChanged 35 SP:Iteration 113Q (6986.323298 sec): 3 clusters Score: Raw -1353912.156936 + Penalty 1807.251763 = -1352104.905173 nChanged 49 SP:Iteration 114Q (6986.355490 sec): 3 clusters Score: Raw -1353930.651248 + Penalty 1807.251763 = -1352123.399485 nChanged 43 SP:Iteration 115Q (6986.412824 sec): 3 clusters Score: Raw -1353943.653755 + Penalty 1807.251763 = -1352136.401993 nChanged 40 SP:Iteration 116Q (6986.479438 sec): 3 clusters Score: Raw -1353955.293726 + Penalty 1807.251763 = -1352148.041963 nChanged 41 SP:Iteration 117Q (6986.518721 sec): 3 clusters Score: Raw -1353967.851898 + Penalty 1807.251763 = -1352160.600135 nChanged 37 SP:Iteration 118Q (6986.572038 sec): 3 clusters Score: Raw -1353976.650968 + Penalty 1807.251763 = -1352169.399205 nChanged 32 SP:Iteration 119Q (6986.639447 sec): 3 clusters Score: Raw -1353983.296626 + Penalty 1807.251763 = -1352176.044863 nChanged 30 SP:Iteration 120F (6986.692584 sec): 3 clusters Score: Raw -1353989.523205 + Penalty 1807.251763 = -1352182.271442 nChanged 27 SP:Iteration 121Q (6986.750547 sec): 3 clusters Score: Raw -1353996.425672 + Penalty 1807.251763 = -1352189.173909 nChanged 30 SP:Iteration 122Q (6986.800230 sec): 3 clusters Score: Raw -1354002.309854 + Penalty 1807.251763 = -1352195.058092 nChanged 18 SP:Iteration 123Q (6986.868436 sec): 3 clusters Score: Raw -1354006.770977 + Penalty 1807.251763 = -1352199.519214 nChanged 19 SP:Iteration 124Q (6986.917655 sec): 3 clusters Score: Raw -1354011.023266 + Penalty 1807.251763 = -1352203.771503 nChanged 15 SP:Iteration 125Q (6986.981668 sec): 3 clusters Score: Raw -1354014.183222 + Penalty 1807.251763 = -1352206.931459 nChanged 13 SP:Iteration 126Q (6987.026581 sec): 3 clusters Score: Raw -1354017.570502 + Penalty 1807.251763 = -1352210.318740 nChanged 10 SP:Iteration 127Q (6987.080749 sec): 3 clusters Score: Raw -1354019.403432 + Penalty 1807.251763 = -1352212.151669 nChanged 10 SP:Iteration 128Q (6987.149628 sec): 3 clusters Score: Raw -1354021.271430 + Penalty 1807.251763 = -1352214.019668 nChanged 10 SP:Iteration 129Q (6987.200090 sec): 3 clusters Score: Raw -1354022.955626 + Penalty 1807.251763 = -1352215.703863 nChanged 6 SP:Iteration 130Q (6987.247742 sec): 3 clusters Score: Raw -1354024.012533 + Penalty 1807.251763 = -1352216.760770 nChanged 3 SP:Iteration 131Q (6987.317068 sec): 3 clusters Score: Raw -1354024.752733 + Penalty 1807.251763 = -1352217.500970 nChanged 7 SP:Iteration 132Q (6987.368980 sec): 3 clusters Score: Raw -1354026.326301 + Penalty 1807.251763 = -1352219.074539 nChanged 7 SP:Iteration 133Q (6987.437893 sec): 3 clusters Score: Raw -1354027.742451 + Penalty 1807.251763 = -1352220.490689 nChanged 4 SP:Iteration 134Q (6987.481343 sec): 3 clusters Score: Raw -1354028.668446 + Penalty 1807.251763 = -1352221.416683 nChanged 3 SP:Iteration 135Q (6987.541033 sec): 3 clusters Score: Raw -1354028.994455 + Penalty 1807.251763 = -1352221.742692 nChanged 2 SP:Iteration 136Q (6987.603658 sec): 3 clusters Score: Raw -1354029.310753 + Penalty 1807.251763 = -1352222.058990 nChanged 2 SP:Iteration 137Q (6987.644533 sec): 3 clusters Score: Raw -1354029.738695 + Penalty 1807.251763 = -1352222.486933 nChanged 1 SP:Iteration 138Q (6987.702015 sec): 3 clusters Score: Raw -1354029.886357 + Penalty 1807.251763 = -1352222.634594 nChanged 0 SP:Iteration 139F (6987.752097 sec): 3 clusters Score: Raw -1354029.886357 + Penalty 1807.251763 = -1352222.634594 nChanged 0 Trying to split cluster 5 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6987.760082 sec): 2 clusters Score: Raw -103585.958084 + Penalty 673.636433 = -102912.321651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6987.800617 sec): 3 clusters Score: Raw -103086.655644 + Penalty 1347.272866 = -101739.382778 nChanged 418 SP:Iteration 1F (6987.850709 sec): 3 clusters Score: Raw -103423.613065 + Penalty 1347.272866 = -102076.340199 nChanged 111 SP:Iteration 2F (6987.882174 sec): 3 clusters Score: Raw -103533.603303 + Penalty 1347.272866 = -102186.330437 nChanged 72 SP:Iteration 3F (6987.917185 sec): 3 clusters Score: Raw -103597.078851 + Penalty 1347.272866 = -102249.805984 nChanged 52 SP:Iteration 4Q (6987.921647 sec): 3 clusters Score: Raw -103642.702450 + Penalty 1347.272866 = -102295.429584 nChanged 41 SP:Iteration 5Q (6987.954886 sec): 3 clusters Score: Raw -103672.244252 + Penalty 1347.272866 = -102324.971386 nChanged 29 SP:Iteration 6Q (6987.998408 sec): 3 clusters Score: Raw -103693.569191 + Penalty 1347.272866 = -102346.296324 nChanged 26 SP:Iteration 7Q (6988.050820 sec): 3 clusters Score: Raw -103716.733746 + Penalty 1347.272866 = -102369.460879 nChanged 17 SP:Iteration 8Q (6988.082263 sec): 3 clusters Score: Raw -103730.983227 + Penalty 1347.272866 = -102383.710361 nChanged 15 SP:Iteration 9Q (6988.108176 sec): 3 clusters Score: Raw -103745.168791 + Penalty 1347.272866 = -102397.895925 nChanged 16 SP:Iteration 10Q (6988.112829 sec): 3 clusters Score: Raw -103757.335945 + Penalty 1347.272866 = -102410.063079 nChanged 13 SP:Iteration 11Q (6988.117488 sec): 3 clusters Score: Raw -103765.611351 + Penalty 1347.272866 = -102418.338485 nChanged 8 SP:Iteration 12Q (6988.125917 sec): 3 clusters Score: Raw -103770.230069 + Penalty 1347.272866 = -102422.957202 nChanged 8 SP:Iteration 13Q (6988.130577 sec): 3 clusters Score: Raw -103774.701090 + Penalty 1347.272866 = -102427.428223 nChanged 5 SP:Iteration 14Q (6988.135199 sec): 3 clusters Score: Raw -103777.041190 + Penalty 1347.272866 = -102429.768324 nChanged 5 SP:Iteration 15Q (6988.142933 sec): 3 clusters Score: Raw -103778.884700 + Penalty 1347.272866 = -102431.611833 nChanged 4 SP:Iteration 16Q (6988.147579 sec): 3 clusters Score: Raw -103780.300513 + Penalty 1347.272866 = -102433.027647 nChanged 4 SP:Iteration 17Q (6988.152217 sec): 3 clusters Score: Raw -103782.559003 + Penalty 1347.272866 = -102435.286136 nChanged 2 SP:Iteration 18Q (6988.161024 sec): 3 clusters Score: Raw -103784.450710 + Penalty 1347.272866 = -102437.177844 nChanged 2 SP:Iteration 19Q (6988.165657 sec): 3 clusters Score: Raw -103785.070413 + Penalty 1347.272866 = -102437.797547 nChanged 0 SP:Iteration 20F (6988.170363 sec): 3 clusters Score: Raw -103785.070413 + Penalty 1347.272866 = -102437.797547 nChanged 0 Trying to split cluster 6 (7084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6988.189788 sec): 2 clusters Score: Raw -677549.635940 + Penalty 842.231430 = -676707.404510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6988.211594 sec): 3 clusters Score: Raw -673474.584511 + Penalty 1684.462860 = -671790.121651 nChanged 3137 SP:Iteration 1F (6988.236832 sec): 3 clusters Score: Raw -675312.128982 + Penalty 1684.462860 = -673627.666122 nChanged 461 SP:Iteration 2F (6988.257154 sec): 3 clusters Score: Raw -675539.765445 + Penalty 1684.462860 = -673855.302586 nChanged 408 SP:Iteration 3F (6988.282658 sec): 3 clusters Score: Raw -675757.231845 + Penalty 1684.462860 = -674072.768985 nChanged 385 SP:Iteration 4F (6988.302810 sec): 3 clusters Score: Raw -675953.213056 + Penalty 1684.462860 = -674268.750196 nChanged 369 SP:Iteration 5F (6988.327850 sec): 3 clusters Score: Raw -676150.780123 + Penalty 1684.462860 = -674466.317263 nChanged 365 SP:Iteration 6F (6988.348000 sec): 3 clusters Score: Raw -676357.761297 + Penalty 1684.462860 = -674673.298437 nChanged 318 SP:Iteration 7Q (6988.372659 sec): 3 clusters Score: Raw -676533.059395 + Penalty 1684.462860 = -674848.596535 nChanged 290 SP:Iteration 8Q (6988.393280 sec): 3 clusters Score: Raw -676696.318343 + Penalty 1684.462860 = -675011.855483 nChanged 261 SP:Iteration 9Q (6988.414097 sec): 3 clusters Score: Raw -676833.362730 + Penalty 1684.462860 = -675148.899871 nChanged 198 SP:Iteration 10Q (6988.434759 sec): 3 clusters Score: Raw -676919.820533 + Penalty 1684.462860 = -675235.357673 nChanged 168 SP:Iteration 11Q (6988.455554 sec): 3 clusters Score: Raw -676984.739681 + Penalty 1684.462860 = -675300.276821 nChanged 135 SP:Iteration 12Q (6988.476192 sec): 3 clusters Score: Raw -677030.451148 + Penalty 1684.462860 = -675345.988289 nChanged 102 SP:Iteration 13Q (6988.496232 sec): 3 clusters Score: Raw -677056.342062 + Penalty 1684.462860 = -675371.879202 nChanged 77 SP:Iteration 14Q (6988.533795 sec): 3 clusters Score: Raw -677076.232063 + Penalty 1684.462860 = -675391.769204 nChanged 74 SP:Iteration 15Q (6988.585898 sec): 3 clusters Score: Raw -677098.350293 + Penalty 1684.462860 = -675413.887433 nChanged 76 SP:Iteration 16Q (6988.639025 sec): 3 clusters Score: Raw -677122.001142 + Penalty 1684.462860 = -675437.538282 nChanged 75 SP:Iteration 17Q (6988.663689 sec): 3 clusters Score: Raw -677145.379783 + Penalty 1684.462860 = -675460.916923 nChanged 77 SP:Iteration 18Q (6988.683654 sec): 3 clusters Score: Raw -677168.367329 + Penalty 1684.462860 = -675483.904469 nChanged 72 SP:Iteration 19Q (6988.708701 sec): 3 clusters Score: Raw -677189.950498 + Penalty 1684.462860 = -675505.487639 nChanged 73 SP:Iteration 20F (6988.729125 sec): 3 clusters Score: Raw -677212.256724 + Penalty 1684.462860 = -675527.793864 nChanged 69 SP:Iteration 21Q (6988.754031 sec): 3 clusters Score: Raw -677234.631658 + Penalty 1684.462860 = -675550.168798 nChanged 79 SP:Iteration 22Q (6988.773979 sec): 3 clusters Score: Raw -677258.308452 + Penalty 1684.462860 = -675573.845592 nChanged 72 SP:Iteration 23Q (6988.798348 sec): 3 clusters Score: Raw -677281.325075 + Penalty 1684.462860 = -675596.862215 nChanged 66 SP:Iteration 24Q (6988.818408 sec): 3 clusters Score: Raw -677302.438414 + Penalty 1684.462860 = -675617.975554 nChanged 55 SP:Iteration 25Q (6988.838993 sec): 3 clusters Score: Raw -677315.564857 + Penalty 1684.462860 = -675631.101998 nChanged 49 SP:Iteration 26Q (6988.859123 sec): 3 clusters Score: Raw -677328.410998 + Penalty 1684.462860 = -675643.948139 nChanged 45 SP:Iteration 27Q (6988.896524 sec): 3 clusters Score: Raw -677338.022091 + Penalty 1684.462860 = -675653.559232 nChanged 34 SP:Iteration 28Q (6988.916392 sec): 3 clusters Score: Raw -677345.089754 + Penalty 1684.462860 = -675660.626894 nChanged 40 SP:Iteration 29Q (6988.941028 sec): 3 clusters Score: Raw -677354.610273 + Penalty 1684.462860 = -675670.147413 nChanged 38 SP:Iteration 30Q (6988.993856 sec): 3 clusters Score: Raw -677361.889427 + Penalty 1684.462860 = -675677.426567 nChanged 32 SP:Iteration 31Q (6989.048556 sec): 3 clusters Score: Raw -677370.811873 + Penalty 1684.462860 = -675686.349013 nChanged 35 SP:Iteration 32Q (6989.097693 sec): 3 clusters Score: Raw -677384.899746 + Penalty 1684.462860 = -675700.436886 nChanged 30 SP:Iteration 33Q (6989.116906 sec): 3 clusters Score: Raw -677395.715778 + Penalty 1684.462860 = -675711.252919 nChanged 29 SP:Iteration 34Q (6989.172319 sec): 3 clusters Score: Raw -677403.876968 + Penalty 1684.462860 = -675719.414108 nChanged 37 SP:Iteration 35Q (6989.232100 sec): 3 clusters Score: Raw -677414.038367 + Penalty 1684.462860 = -675729.575507 nChanged 35 SP:Iteration 36Q (6989.269975 sec): 3 clusters Score: Raw -677423.726215 + Penalty 1684.462860 = -675739.263355 nChanged 36 SP:Iteration 37Q (6989.321900 sec): 3 clusters Score: Raw -677432.912365 + Penalty 1684.462860 = -675748.449505 nChanged 34 SP:Iteration 38Q (6989.363439 sec): 3 clusters Score: Raw -677439.599624 + Penalty 1684.462860 = -675755.136764 nChanged 23 SP:Iteration 39Q (6989.383484 sec): 3 clusters Score: Raw -677444.410501 + Penalty 1684.462860 = -675759.947641 nChanged 23 SP:Iteration 40F (6989.403872 sec): 3 clusters Score: Raw -677449.555416 + Penalty 1684.462860 = -675765.092556 nChanged 19 SP:Iteration 41Q (6989.434549 sec): 3 clusters Score: Raw -677453.446662 + Penalty 1684.462860 = -675768.983802 nChanged 28 SP:Iteration 42Q (6989.458830 sec): 3 clusters Score: Raw -677460.453471 + Penalty 1684.462860 = -675775.990611 nChanged 24 SP:Iteration 43Q (6989.478852 sec): 3 clusters Score: Raw -677465.622999 + Penalty 1684.462860 = -675781.160139 nChanged 21 SP:Iteration 44Q (6989.498611 sec): 3 clusters Score: Raw -677470.639883 + Penalty 1684.462860 = -675786.177023 nChanged 22 SP:Iteration 45Q (6989.518673 sec): 3 clusters Score: Raw -677475.137597 + Penalty 1684.462860 = -675790.674737 nChanged 18 SP:Iteration 46Q (6989.538900 sec): 3 clusters Score: Raw -677478.017452 + Penalty 1684.462860 = -675793.554592 nChanged 18 SP:Iteration 47Q (6989.558566 sec): 3 clusters Score: Raw -677481.249422 + Penalty 1684.462860 = -675796.786562 nChanged 18 SP:Iteration 48Q (6989.607801 sec): 3 clusters Score: Raw -677485.780217 + Penalty 1684.462860 = -675801.317357 nChanged 21 SP:Iteration 49Q (6989.620301 sec): 3 clusters Score: Raw -677490.190274 + Penalty 1684.462860 = -675805.727414 nChanged 18 SP:Iteration 50Q (6989.639808 sec): 3 clusters Score: Raw -677493.579391 + Penalty 1684.462860 = -675809.116531 nChanged 17 SP:Iteration 51Q (6989.664361 sec): 3 clusters Score: Raw -677497.356193 + Penalty 1684.462860 = -675812.893333 nChanged 23 SP:Iteration 52Q (6989.683937 sec): 3 clusters Score: Raw -677502.080428 + Penalty 1684.462860 = -675817.617568 nChanged 19 SP:Iteration 53Q (6989.709390 sec): 3 clusters Score: Raw -677504.822955 + Penalty 1684.462860 = -675820.360095 nChanged 11 SP:Iteration 54Q (6989.728900 sec): 3 clusters Score: Raw -677506.138947 + Penalty 1684.462860 = -675821.676088 nChanged 11 SP:Iteration 55Q (6989.755751 sec): 3 clusters Score: Raw -677509.008767 + Penalty 1684.462860 = -675824.545907 nChanged 16 SP:Iteration 56Q (6989.782892 sec): 3 clusters Score: Raw -677512.116908 + Penalty 1684.462860 = -675827.654049 nChanged 16 SP:Iteration 57Q (6989.802498 sec): 3 clusters Score: Raw -677515.698573 + Penalty 1684.462860 = -675831.235714 nChanged 21 SP:Iteration 58Q (6989.827960 sec): 3 clusters Score: Raw -677521.234198 + Penalty 1684.462860 = -675836.771339 nChanged 22 SP:Iteration 59Q (6989.847423 sec): 3 clusters Score: Raw -677527.780136 + Penalty 1684.462860 = -675843.317277 nChanged 23 SP:Iteration 60F (6989.873411 sec): 3 clusters Score: Raw -677533.475358 + Penalty 1684.462860 = -675849.012498 nChanged 21 SP:Iteration 61Q (6989.898455 sec): 3 clusters Score: Raw -677541.027583 + Penalty 1684.462860 = -675856.564723 nChanged 26 SP:Iteration 62Q (6989.942379 sec): 3 clusters Score: Raw -677547.591349 + Penalty 1684.462860 = -675863.128489 nChanged 20 SP:Iteration 63Q (6989.995523 sec): 3 clusters Score: Raw -677551.310829 + Penalty 1684.462860 = -675866.847969 nChanged 18 SP:Iteration 64Q (6990.050036 sec): 3 clusters Score: Raw -677554.129491 + Penalty 1684.462860 = -675869.666631 nChanged 11 SP:Iteration 65Q (6990.104387 sec): 3 clusters Score: Raw -677555.433581 + Penalty 1684.462860 = -675870.970721 nChanged 9 SP:Iteration 66Q (6990.130164 sec): 3 clusters Score: Raw -677557.049467 + Penalty 1684.462860 = -675872.586608 nChanged 10 SP:Iteration 67Q (6990.157418 sec): 3 clusters Score: Raw -677559.761127 + Penalty 1684.462860 = -675875.298267 nChanged 12 SP:Iteration 68Q (6990.181236 sec): 3 clusters Score: Raw -677562.904734 + Penalty 1684.462860 = -675878.441874 nChanged 8 SP:Iteration 69Q (6990.200889 sec): 3 clusters Score: Raw -677564.044345 + Penalty 1684.462860 = -675879.581485 nChanged 8 SP:Iteration 70Q (6990.252787 sec): 3 clusters Score: Raw -677565.440616 + Penalty 1684.462860 = -675880.977756 nChanged 6 SP:Iteration 71Q (6990.306145 sec): 3 clusters Score: Raw -677566.243944 + Penalty 1684.462860 = -675881.781085 nChanged 5 SP:Iteration 72Q (6990.343514 sec): 3 clusters Score: Raw -677567.039807 + Penalty 1684.462860 = -675882.576947 nChanged 9 SP:Iteration 73Q (6990.397311 sec): 3 clusters Score: Raw -677569.437263 + Penalty 1684.462860 = -675884.974403 nChanged 17 SP:Iteration 74Q (6990.448142 sec): 3 clusters Score: Raw -677571.959703 + Penalty 1684.462860 = -675887.496843 nChanged 18 SP:Iteration 75Q (6990.493976 sec): 3 clusters Score: Raw -677575.987888 + Penalty 1684.462860 = -675891.525028 nChanged 19 SP:Iteration 76Q (6990.547822 sec): 3 clusters Score: Raw -677580.193241 + Penalty 1684.462860 = -675895.730381 nChanged 18 SP:Iteration 77Q (6990.596434 sec): 3 clusters Score: Raw -677584.380172 + Penalty 1684.462860 = -675899.917312 nChanged 20 SP:Iteration 78Q (6990.650326 sec): 3 clusters Score: Raw -677588.849892 + Penalty 1684.462860 = -675904.387032 nChanged 17 SP:Iteration 79Q (6990.700624 sec): 3 clusters Score: Raw -677592.844594 + Penalty 1684.462860 = -675908.381735 nChanged 19 SP:Iteration 80F (6990.751686 sec): 3 clusters Score: Raw -677596.860687 + Penalty 1684.462860 = -675912.397827 nChanged 17 SP:Iteration 81Q (6990.799175 sec): 3 clusters Score: Raw -677600.726049 + Penalty 1684.462860 = -675916.263189 nChanged 11 SP:Iteration 82Q (6990.843139 sec): 3 clusters Score: Raw -677602.755528 + Penalty 1684.462860 = -675918.292668 nChanged 10 SP:Iteration 83Q (6990.890028 sec): 3 clusters Score: Raw -677604.900377 + Penalty 1684.462860 = -675920.437518 nChanged 11 SP:Iteration 84Q (6990.943782 sec): 3 clusters Score: Raw -677608.494986 + Penalty 1684.462860 = -675924.032126 nChanged 16 SP:Iteration 85Q (6990.989510 sec): 3 clusters Score: Raw -677612.961537 + Penalty 1684.462860 = -675928.498677 nChanged 17 SP:Iteration 86Q (6991.039857 sec): 3 clusters Score: Raw -677617.404002 + Penalty 1684.462860 = -675932.941142 nChanged 13 SP:Iteration 87Q (6991.097846 sec): 3 clusters Score: Raw -677620.110353 + Penalty 1684.462860 = -675935.647493 nChanged 15 SP:Iteration 88Q (6991.155998 sec): 3 clusters Score: Raw -677623.910027 + Penalty 1684.462860 = -675939.447167 nChanged 15 SP:Iteration 89Q (6991.206445 sec): 3 clusters Score: Raw -677628.039854 + Penalty 1684.462860 = -675943.576994 nChanged 11 SP:Iteration 90Q (6991.248618 sec): 3 clusters Score: Raw -677631.867355 + Penalty 1684.462860 = -675947.404495 nChanged 9 SP:Iteration 91Q (6991.298112 sec): 3 clusters Score: Raw -677635.093737 + Penalty 1684.462860 = -675950.630877 nChanged 16 SP:Iteration 92Q (6991.344990 sec): 3 clusters Score: Raw -677641.548948 + Penalty 1684.462860 = -675957.086088 nChanged 12 SP:Iteration 93Q (6991.396754 sec): 3 clusters Score: Raw -677645.799999 + Penalty 1684.462860 = -675961.337139 nChanged 11 SP:Iteration 94Q (6991.447401 sec): 3 clusters Score: Raw -677649.627523 + Penalty 1684.462860 = -675965.164664 nChanged 11 SP:Iteration 95Q (6991.502190 sec): 3 clusters Score: Raw -677653.118892 + Penalty 1684.462860 = -675968.656032 nChanged 5 SP:Iteration 96Q (6991.545167 sec): 3 clusters Score: Raw -677653.917308 + Penalty 1684.462860 = -675969.454449 nChanged 2 SP:Iteration 97Q (6991.598172 sec): 3 clusters Score: Raw -677654.600953 + Penalty 1684.462860 = -675970.138093 nChanged 4 SP:Iteration 98Q (6991.651874 sec): 3 clusters Score: Raw -677655.274265 + Penalty 1684.462860 = -675970.811405 nChanged 2 SP:Iteration 99Q (6991.698454 sec): 3 clusters Score: Raw -677655.597675 + Penalty 1684.462860 = -675971.134815 nChanged 2 SP:Iteration 100F (6991.751299 sec): 3 clusters Score: Raw -677656.047818 + Penalty 1684.462860 = -675971.584959 nChanged 3 SP:Iteration 101Q (6991.803820 sec): 3 clusters Score: Raw -677656.803612 + Penalty 1684.462860 = -675972.340752 nChanged 2 SP:Iteration 102Q (6991.855214 sec): 3 clusters Score: Raw -677657.106312 + Penalty 1684.462860 = -675972.643452 nChanged 2 SP:Iteration 103Q (6991.907933 sec): 3 clusters Score: Raw -677657.643569 + Penalty 1684.462860 = -675973.180709 nChanged 1 SP:Iteration 104Q (6991.956028 sec): 3 clusters Score: Raw -677657.770254 + Penalty 1684.462860 = -675973.307395 nChanged 1 SP:Iteration 105Q (6992.008819 sec): 3 clusters Score: Raw -677658.096238 + Penalty 1684.462860 = -675973.633378 nChanged 4 SP:Iteration 106Q (6992.062252 sec): 3 clusters Score: Raw -677658.855912 + Penalty 1684.462860 = -675974.393052 nChanged 0 SP:Iteration 107F (6992.118785 sec): 3 clusters Score: Raw -677658.855912 + Penalty 1684.462860 = -675974.393052 nChanged 0 Trying to split cluster 7 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6992.141434 sec): 2 clusters Score: Raw -48427.550761 + Penalty 600.643698 = -47826.907063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6992.182921 sec): 3 clusters Score: Raw -48274.783505 + Penalty 1201.287396 = -47073.496110 nChanged 161 SP:Iteration 1F (6992.224015 sec): 3 clusters Score: Raw -48429.099206 + Penalty 1201.287396 = -47227.811811 nChanged 41 SP:Iteration 2F (6992.265800 sec): 3 clusters Score: Raw -48466.145511 + Penalty 1201.287396 = -47264.858115 nChanged 22 SP:Iteration 3Q (6992.313328 sec): 3 clusters Score: Raw -48498.919179 + Penalty 1201.287396 = -47297.631784 nChanged 12 SP:Iteration 4Q (6992.359255 sec): 3 clusters Score: Raw -48526.455906 + Penalty 1201.287396 = -47325.168510 nChanged 14 SP:Iteration 5Q (6992.405764 sec): 3 clusters Score: Raw -48549.402724 + Penalty 1201.287396 = -47348.115329 nChanged 14 SP:Iteration 6Q (6992.450726 sec): 3 clusters Score: Raw -48581.667287 + Penalty 1201.287396 = -47380.379891 nChanged 26 SP:Iteration 7Q (6992.488312 sec): 3 clusters Score: Raw -48626.506811 + Penalty 1201.287396 = -47425.219415 nChanged 34 SP:Iteration 8F (6992.537720 sec): 3 clusters Score: Raw -48714.466514 + Penalty 1201.287396 = -47513.179118 nChanged 50 SP:Iteration 9F (6992.580267 sec): 3 clusters Score: Raw -48850.911734 + Penalty 1201.287396 = -47649.624338 nChanged 37 SP:Iteration 10F (6992.623376 sec): 3 clusters Score: Raw -48984.644428 + Penalty 1201.287396 = -47783.357033 nChanged 19 SP:Iteration 11Q (6992.670052 sec): 3 clusters Score: Raw -49037.336626 + Penalty 1201.287396 = -47836.049230 nChanged 8 SP:Iteration 12Q (6992.709706 sec): 3 clusters Score: Raw -49053.570433 + Penalty 1201.287396 = -47852.283038 nChanged 6 SP:Iteration 13Q (6992.739943 sec): 3 clusters Score: Raw -49061.126520 + Penalty 1201.287396 = -47859.839124 nChanged 1 SP:Iteration 14Q (6992.783036 sec): 3 clusters Score: Raw -49061.941062 + Penalty 1201.287396 = -47860.653666 nChanged 0 SP:Iteration 15F (6992.832859 sec): 3 clusters Score: Raw -49061.941062 + Penalty 1201.287396 = -47860.653666 nChanged 0 Score: Raw -58498351.139629 + Penalty 49431.021155 = -58448920.118474 Splitting cluster 7 changes total score from -58449551.371816 to -58448920.118474 So it's not getting split. Trying to split cluster 8 (24256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7004.348028 sec): 2 clusters Score: Raw -2407321.520659 + Penalty 959.159832 = -2406362.360826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7004.416225 sec): 3 clusters Score: Raw -2392151.062837 + Penalty 1918.319665 = -2390232.743172 nChanged 11258 SP:Iteration 1F (7004.505041 sec): 3 clusters Score: Raw -2398548.629874 + Penalty 1918.319665 = -2396630.310209 nChanged 1212 SP:Iteration 2Q (7004.584994 sec): 3 clusters Score: Raw -2399014.157742 + Penalty 1918.319665 = -2397095.838077 nChanged 1260 SP:Iteration 3F (7004.664995 sec): 3 clusters Score: Raw -2399567.079534 + Penalty 1918.319665 = -2397648.759869 nChanged 1315 SP:Iteration 4F (7004.744711 sec): 3 clusters Score: Raw -2400181.257614 + Penalty 1918.319665 = -2398262.937949 nChanged 1317 SP:Iteration 5F (7004.823805 sec): 3 clusters Score: Raw -2400892.409806 + Penalty 1918.319665 = -2398974.090141 nChanged 1336 SP:Iteration 6F (7004.899120 sec): 3 clusters Score: Raw -2401732.683025 + Penalty 1918.319665 = -2399814.363361 nChanged 1336 SP:Iteration 7F (7004.968546 sec): 3 clusters Score: Raw -2402627.859761 + Penalty 1918.319665 = -2400709.540097 nChanged 1245 SP:Iteration 8F (7005.046044 sec): 3 clusters Score: Raw -2403417.898272 + Penalty 1918.319665 = -2401499.578608 nChanged 1065 SP:Iteration 9Q (7005.135294 sec): 3 clusters Score: Raw -2403978.095220 + Penalty 1918.319665 = -2402059.775555 nChanged 776 SP:Iteration 10Q (7005.213372 sec): 3 clusters Score: Raw -2404330.023614 + Penalty 1918.319665 = -2402411.703949 nChanged 638 SP:Iteration 11Q (7005.294547 sec): 3 clusters Score: Raw -2404610.810272 + Penalty 1918.319665 = -2402692.490607 nChanged 530 SP:Iteration 12Q (7005.373584 sec): 3 clusters Score: Raw -2404812.490087 + Penalty 1918.319665 = -2402894.170422 nChanged 451 SP:Iteration 13Q (7005.450204 sec): 3 clusters Score: Raw -2404997.602896 + Penalty 1918.319665 = -2403079.283231 nChanged 443 SP:Iteration 14Q (7005.525757 sec): 3 clusters Score: Raw -2405158.632786 + Penalty 1918.319665 = -2403240.313121 nChanged 410 SP:Iteration 15Q (7005.604814 sec): 3 clusters Score: Raw -2405294.860532 + Penalty 1918.319665 = -2403376.540868 nChanged 338 SP:Iteration 16Q (7005.681732 sec): 3 clusters Score: Raw -2405408.652787 + Penalty 1918.319665 = -2403490.333122 nChanged 326 SP:Iteration 17Q (7005.739079 sec): 3 clusters Score: Raw -2405516.862454 + Penalty 1918.319665 = -2403598.542789 nChanged 343 SP:Iteration 18Q (7005.815487 sec): 3 clusters Score: Raw -2405619.295321 + Penalty 1918.319665 = -2403700.975656 nChanged 316 SP:Iteration 19Q (7005.879082 sec): 3 clusters Score: Raw -2405711.452606 + Penalty 1918.319665 = -2403793.132941 nChanged 294 SP:Iteration 20F (7005.954602 sec): 3 clusters Score: Raw -2405789.677106 + Penalty 1918.319665 = -2403871.357442 nChanged 253 SP:Iteration 21Q (7006.034154 sec): 3 clusters Score: Raw -2405864.388485 + Penalty 1918.319665 = -2403946.068820 nChanged 272 SP:Iteration 22Q (7006.104060 sec): 3 clusters Score: Raw -2405941.235802 + Penalty 1918.319665 = -2404022.916137 nChanged 266 SP:Iteration 23Q (7006.178464 sec): 3 clusters Score: Raw -2406026.267345 + Penalty 1918.319665 = -2404107.947680 nChanged 297 SP:Iteration 24Q (7006.262016 sec): 3 clusters Score: Raw -2406124.212071 + Penalty 1918.319665 = -2404205.892406 nChanged 302 SP:Iteration 25Q (7006.334448 sec): 3 clusters Score: Raw -2406226.877106 + Penalty 1918.319665 = -2404308.557441 nChanged 289 SP:Iteration 26Q (7006.394843 sec): 3 clusters Score: Raw -2406326.826561 + Penalty 1918.319665 = -2404408.506896 nChanged 291 SP:Iteration 27Q (7006.467848 sec): 3 clusters Score: Raw -2406422.636269 + Penalty 1918.319665 = -2404504.316605 nChanged 271 SP:Iteration 28Q (7006.550013 sec): 3 clusters Score: Raw -2406526.198308 + Penalty 1918.319665 = -2404607.878644 nChanged 287 SP:Iteration 29Q (7006.618013 sec): 3 clusters Score: Raw -2406642.571039 + Penalty 1918.319665 = -2404724.251374 nChanged 289 SP:Iteration 30Q (7006.679373 sec): 3 clusters Score: Raw -2406760.642652 + Penalty 1918.319665 = -2404842.322987 nChanged 287 SP:Iteration 31Q (7006.762798 sec): 3 clusters Score: Raw -2406891.306248 + Penalty 1918.319665 = -2404972.986583 nChanged 254 SP:Iteration 32Q (7006.839477 sec): 3 clusters Score: Raw -2407001.804844 + Penalty 1918.319665 = -2405083.485179 nChanged 209 SP:Iteration 33Q (7006.914059 sec): 3 clusters Score: Raw -2407090.328664 + Penalty 1918.319665 = -2405172.008999 nChanged 193 SP:Iteration 34Q (7006.990156 sec): 3 clusters Score: Raw -2407172.242203 + Penalty 1918.319665 = -2405253.922539 nChanged 184 SP:Iteration 35Q (7007.068237 sec): 3 clusters Score: Raw -2407239.943265 + Penalty 1918.319665 = -2405321.623600 nChanged 161 SP:Iteration 36Q (7007.144605 sec): 3 clusters Score: Raw -2407305.029444 + Penalty 1918.319665 = -2405386.709779 nChanged 162 SP:Iteration 37Q (7007.220875 sec): 3 clusters Score: Raw -2407368.083654 + Penalty 1918.319665 = -2405449.763989 nChanged 157 SP:Iteration 38Q (7007.297260 sec): 3 clusters Score: Raw -2407430.616888 + Penalty 1918.319665 = -2405512.297223 nChanged 150 SP:Iteration 39Q (7007.373139 sec): 3 clusters Score: Raw -2407487.343414 + Penalty 1918.319665 = -2405569.023750 nChanged 122 SP:Iteration 40F (7007.451908 sec): 3 clusters Score: Raw -2407529.691853 + Penalty 1918.319665 = -2405611.372188 nChanged 94 SP:Iteration 41Q (7007.511280 sec): 3 clusters Score: Raw -2407562.996380 + Penalty 1918.319665 = -2405644.676715 nChanged 87 SP:Iteration 42Q (7007.579477 sec): 3 clusters Score: Raw -2407586.894693 + Penalty 1918.319665 = -2405668.575029 nChanged 68 SP:Iteration 43Q (7007.642947 sec): 3 clusters Score: Raw -2407611.281234 + Penalty 1918.319665 = -2405692.961570 nChanged 74 SP:Iteration 44Q (7007.713859 sec): 3 clusters Score: Raw -2407634.019048 + Penalty 1918.319665 = -2405715.699384 nChanged 64 SP:Iteration 45Q (7007.782196 sec): 3 clusters Score: Raw -2407651.964054 + Penalty 1918.319665 = -2405733.644389 nChanged 55 SP:Iteration 46Q (7007.851717 sec): 3 clusters Score: Raw -2407667.918082 + Penalty 1918.319665 = -2405749.598417 nChanged 39 SP:Iteration 47Q (7007.924790 sec): 3 clusters Score: Raw -2407677.302617 + Penalty 1918.319665 = -2405758.982952 nChanged 35 SP:Iteration 48Q (7007.983135 sec): 3 clusters Score: Raw -2407688.072834 + Penalty 1918.319665 = -2405769.753169 nChanged 35 SP:Iteration 49Q (7008.050193 sec): 3 clusters Score: Raw -2407698.051291 + Penalty 1918.319665 = -2405779.731626 nChanged 33 SP:Iteration 50Q (7008.118033 sec): 3 clusters Score: Raw -2407705.461195 + Penalty 1918.319665 = -2405787.141530 nChanged 21 SP:Iteration 51Q (7008.183706 sec): 3 clusters Score: Raw -2407709.839390 + Penalty 1918.319665 = -2405791.519725 nChanged 24 SP:Iteration 52Q (7008.254748 sec): 3 clusters Score: Raw -2407715.618005 + Penalty 1918.319665 = -2405797.298340 nChanged 25 SP:Iteration 53Q (7008.313030 sec): 3 clusters Score: Raw -2407722.327303 + Penalty 1918.319665 = -2405804.007638 nChanged 21 SP:Iteration 54Q (7008.372483 sec): 3 clusters Score: Raw -2407727.509572 + Penalty 1918.319665 = -2405809.189907 nChanged 23 SP:Iteration 55Q (7008.432857 sec): 3 clusters Score: Raw -2407733.525246 + Penalty 1918.319665 = -2405815.205581 nChanged 23 SP:Iteration 56Q (7008.488317 sec): 3 clusters Score: Raw -2407737.985180 + Penalty 1918.319665 = -2405819.665516 nChanged 14 SP:Iteration 57Q (7008.557436 sec): 3 clusters Score: Raw -2407741.446996 + Penalty 1918.319665 = -2405823.127331 nChanged 17 SP:Iteration 58Q (7008.624976 sec): 3 clusters Score: Raw -2407745.410406 + Penalty 1918.319665 = -2405827.090741 nChanged 15 SP:Iteration 59Q (7008.689602 sec): 3 clusters Score: Raw -2407747.975706 + Penalty 1918.319665 = -2405829.656041 nChanged 9 SP:Iteration 60F (7008.761130 sec): 3 clusters Score: Raw -2407749.436231 + Penalty 1918.319665 = -2405831.116566 nChanged 6 SP:Iteration 61Q (7008.825940 sec): 3 clusters Score: Raw -2407750.699589 + Penalty 1918.319665 = -2405832.379924 nChanged 9 SP:Iteration 62Q (7008.896980 sec): 3 clusters Score: Raw -2407752.105843 + Penalty 1918.319665 = -2405833.786178 nChanged 7 SP:Iteration 63Q (7008.965464 sec): 3 clusters Score: Raw -2407753.058657 + Penalty 1918.319665 = -2405834.738993 nChanged 6 SP:Iteration 64Q (7009.033593 sec): 3 clusters Score: Raw -2407753.967843 + Penalty 1918.319665 = -2405835.648179 nChanged 7 SP:Iteration 65Q (7009.089962 sec): 3 clusters Score: Raw -2407755.062886 + Penalty 1918.319665 = -2405836.743222 nChanged 6 SP:Iteration 66Q (7009.160748 sec): 3 clusters Score: Raw -2407755.945099 + Penalty 1918.319665 = -2405837.625434 nChanged 3 SP:Iteration 67Q (7009.231393 sec): 3 clusters Score: Raw -2407756.675719 + Penalty 1918.319665 = -2405838.356055 nChanged 4 SP:Iteration 68Q (7009.308301 sec): 3 clusters Score: Raw -2407757.084556 + Penalty 1918.319665 = -2405838.764891 nChanged 5 SP:Iteration 69Q (7009.377690 sec): 3 clusters Score: Raw -2407757.878874 + Penalty 1918.319665 = -2405839.559209 nChanged 5 SP:Iteration 70Q (7009.432264 sec): 3 clusters Score: Raw -2407758.540260 + Penalty 1918.319665 = -2405840.220595 nChanged 3 SP:Iteration 71Q (7009.504736 sec): 3 clusters Score: Raw -2407759.015508 + Penalty 1918.319665 = -2405840.695843 nChanged 3 SP:Iteration 72Q (7009.584615 sec): 3 clusters Score: Raw -2407759.493504 + Penalty 1918.319665 = -2405841.173839 nChanged 3 SP:Iteration 73Q (7009.652200 sec): 3 clusters Score: Raw -2407759.872462 + Penalty 1918.319665 = -2405841.552797 nChanged 1 SP:Iteration 74Q (7009.720463 sec): 3 clusters Score: Raw -2407759.945907 + Penalty 1918.319665 = -2405841.626242 nChanged 0 SP:Iteration 75F (7009.799287 sec): 3 clusters Score: Raw -2407759.945907 + Penalty 1918.319665 = -2405841.626242 nChanged 0 Trying to split cluster 9 (4323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7009.830842 sec): 2 clusters Score: Raw -427556.047564 + Penalty 795.311964 = -426760.735600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7009.873816 sec): 3 clusters Score: Raw -425170.024745 + Penalty 1590.623928 = -423579.400817 nChanged 1789 SP:Iteration 1F (7009.921120 sec): 3 clusters Score: Raw -426146.677884 + Penalty 1590.623928 = -424556.053956 nChanged 312 SP:Iteration 2F (7009.971404 sec): 3 clusters Score: Raw -426300.671697 + Penalty 1590.623928 = -424710.047769 nChanged 247 SP:Iteration 3F (7010.030720 sec): 3 clusters Score: Raw -426418.948053 + Penalty 1590.623928 = -424828.324125 nChanged 197 SP:Iteration 4Q (7010.078420 sec): 3 clusters Score: Raw -426494.971749 + Penalty 1590.623928 = -424904.347821 nChanged 158 SP:Iteration 5Q (7010.127895 sec): 3 clusters Score: Raw -426556.464094 + Penalty 1590.623928 = -424965.840165 nChanged 140 SP:Iteration 6Q (7010.175827 sec): 3 clusters Score: Raw -426619.044062 + Penalty 1590.623928 = -425028.420134 nChanged 152 SP:Iteration 7Q (7010.228989 sec): 3 clusters Score: Raw -426699.715922 + Penalty 1590.623928 = -425109.091994 nChanged 167 SP:Iteration 8Q (7010.288201 sec): 3 clusters Score: Raw -426788.479008 + Penalty 1590.623928 = -425197.855080 nChanged 184 SP:Iteration 9Q (7010.340365 sec): 3 clusters Score: Raw -426893.187784 + Penalty 1590.623928 = -425302.563856 nChanged 173 SP:Iteration 10Q (7010.386768 sec): 3 clusters Score: Raw -426994.831743 + Penalty 1590.623928 = -425404.207815 nChanged 170 SP:Iteration 11Q (7010.446064 sec): 3 clusters Score: Raw -427093.463999 + Penalty 1590.623928 = -425502.840071 nChanged 141 SP:Iteration 12Q (7010.499171 sec): 3 clusters Score: Raw -427181.632215 + Penalty 1590.623928 = -425591.008287 nChanged 135 SP:Iteration 13Q (7010.539532 sec): 3 clusters Score: Raw -427247.397088 + Penalty 1590.623928 = -425656.773160 nChanged 104 SP:Iteration 14Q (7010.600681 sec): 3 clusters Score: Raw -427291.198425 + Penalty 1590.623928 = -425700.574497 nChanged 73 SP:Iteration 15Q (7010.646971 sec): 3 clusters Score: Raw -427318.264277 + Penalty 1590.623928 = -425727.640349 nChanged 59 SP:Iteration 16Q (7010.698996 sec): 3 clusters Score: Raw -427341.166820 + Penalty 1590.623928 = -425750.542892 nChanged 52 SP:Iteration 17Q (7010.735323 sec): 3 clusters Score: Raw -427360.646619 + Penalty 1590.623928 = -425770.022690 nChanged 46 SP:Iteration 18Q (7010.787333 sec): 3 clusters Score: Raw -427377.349970 + Penalty 1590.623928 = -425786.726042 nChanged 41 SP:Iteration 19Q (7010.843452 sec): 3 clusters Score: Raw -427390.787428 + Penalty 1590.623928 = -425800.163499 nChanged 31 SP:Iteration 20F (7010.894520 sec): 3 clusters Score: Raw -427401.554254 + Penalty 1590.623928 = -425810.930326 nChanged 33 SP:Iteration 21Q (7010.946198 sec): 3 clusters Score: Raw -427412.592308 + Penalty 1590.623928 = -425821.968380 nChanged 35 SP:Iteration 22Q (7010.988171 sec): 3 clusters Score: Raw -427425.508148 + Penalty 1590.623928 = -425834.884220 nChanged 30 SP:Iteration 23Q (7011.047733 sec): 3 clusters Score: Raw -427438.907000 + Penalty 1590.623928 = -425848.283072 nChanged 33 SP:Iteration 24Q (7011.093115 sec): 3 clusters Score: Raw -427453.875421 + Penalty 1590.623928 = -425863.251493 nChanged 36 SP:Iteration 25Q (7011.145760 sec): 3 clusters Score: Raw -427465.131750 + Penalty 1590.623928 = -425874.507822 nChanged 33 SP:Iteration 26Q (7011.194869 sec): 3 clusters Score: Raw -427478.016189 + Penalty 1590.623928 = -425887.392261 nChanged 34 SP:Iteration 27Q (7011.243096 sec): 3 clusters Score: Raw -427489.171029 + Penalty 1590.623928 = -425898.547101 nChanged 27 SP:Iteration 28Q (7011.295349 sec): 3 clusters Score: Raw -427499.590622 + Penalty 1590.623928 = -425908.966694 nChanged 27 SP:Iteration 29Q (7011.348924 sec): 3 clusters Score: Raw -427508.148749 + Penalty 1590.623928 = -425917.524821 nChanged 21 SP:Iteration 30Q (7011.403346 sec): 3 clusters Score: Raw -427514.183612 + Penalty 1590.623928 = -425923.559684 nChanged 23 SP:Iteration 31Q (7011.456592 sec): 3 clusters Score: Raw -427520.836960 + Penalty 1590.623928 = -425930.213032 nChanged 21 SP:Iteration 32Q (7011.510388 sec): 3 clusters Score: Raw -427525.884907 + Penalty 1590.623928 = -425935.260979 nChanged 14 SP:Iteration 33Q (7011.563127 sec): 3 clusters Score: Raw -427530.556340 + Penalty 1590.623928 = -425939.932412 nChanged 13 SP:Iteration 34Q (7011.615501 sec): 3 clusters Score: Raw -427534.204199 + Penalty 1590.623928 = -425943.580271 nChanged 10 SP:Iteration 35Q (7011.667611 sec): 3 clusters Score: Raw -427536.392419 + Penalty 1590.623928 = -425945.768491 nChanged 5 SP:Iteration 36Q (7011.687089 sec): 3 clusters Score: Raw -427537.460288 + Penalty 1590.623928 = -425946.836360 nChanged 4 SP:Iteration 37Q (7011.701114 sec): 3 clusters Score: Raw -427538.633702 + Penalty 1590.623928 = -425948.009774 nChanged 4 SP:Iteration 38Q (7011.716252 sec): 3 clusters Score: Raw -427539.723644 + Penalty 1590.623928 = -425949.099715 nChanged 6 SP:Iteration 39Q (7011.731628 sec): 3 clusters Score: Raw -427541.999708 + Penalty 1590.623928 = -425951.375780 nChanged 9 SP:Iteration 40F (7011.749124 sec): 3 clusters Score: Raw -427545.443553 + Penalty 1590.623928 = -425954.819625 nChanged 12 SP:Iteration 41Q (7011.813813 sec): 3 clusters Score: Raw -427548.835229 + Penalty 1590.623928 = -425958.211301 nChanged 12 SP:Iteration 42Q (7011.854534 sec): 3 clusters Score: Raw -427552.474053 + Penalty 1590.623928 = -425961.850125 nChanged 9 SP:Iteration 43Q (7011.904091 sec): 3 clusters Score: Raw -427554.747197 + Penalty 1590.623928 = -425964.123269 nChanged 6 SP:Iteration 44Q (7011.957997 sec): 3 clusters Score: Raw -427556.133556 + Penalty 1590.623928 = -425965.509628 nChanged 8 SP:Iteration 45Q (7012.020443 sec): 3 clusters Score: Raw -427559.970375 + Penalty 1590.623928 = -425969.346447 nChanged 9 SP:Iteration 46Q (7012.065237 sec): 3 clusters Score: Raw -427565.013790 + Penalty 1590.623928 = -425974.389862 nChanged 8 SP:Iteration 47Q (7012.115282 sec): 3 clusters Score: Raw -427566.833036 + Penalty 1590.623928 = -425976.209108 nChanged 7 SP:Iteration 48Q (7012.168663 sec): 3 clusters Score: Raw -427569.610854 + Penalty 1590.623928 = -425978.986926 nChanged 10 SP:Iteration 49Q (7012.207873 sec): 3 clusters Score: Raw -427571.768428 + Penalty 1590.623928 = -425981.144500 nChanged 7 SP:Iteration 50Q (7012.265304 sec): 3 clusters Score: Raw -427572.885591 + Penalty 1590.623928 = -425982.261663 nChanged 6 SP:Iteration 51Q (7012.322342 sec): 3 clusters Score: Raw -427573.643315 + Penalty 1590.623928 = -425983.019387 nChanged 4 SP:Iteration 52Q (7012.362390 sec): 3 clusters Score: Raw -427574.207718 + Penalty 1590.623928 = -425983.583790 nChanged 1 SP:Iteration 53Q (7012.400886 sec): 3 clusters Score: Raw -427574.297667 + Penalty 1590.623928 = -425983.673739 nChanged 3 SP:Iteration 54Q (7012.442767 sec): 3 clusters Score: Raw -427574.614997 + Penalty 1590.623928 = -425983.991069 nChanged 3 SP:Iteration 55Q (7012.485991 sec): 3 clusters Score: Raw -427575.208881 + Penalty 1590.623928 = -425984.584953 nChanged 4 SP:Iteration 56Q (7012.522838 sec): 3 clusters Score: Raw -427575.953213 + Penalty 1590.623928 = -425985.329285 nChanged 2 SP:Iteration 57Q (7012.572786 sec): 3 clusters Score: Raw -427576.171383 + Penalty 1590.623928 = -425985.547455 nChanged 0 SP:Iteration 58F (7012.623102 sec): 3 clusters Score: Raw -427576.171383 + Penalty 1590.623928 = -425985.547455 nChanged 0 Trying to split cluster 10 (4251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7012.652131 sec): 2 clusters Score: Raw -419740.667349 + Penalty 793.716405 = -418946.950944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7012.700880 sec): 3 clusters Score: Raw -417440.823976 + Penalty 1587.432810 = -415853.391165 nChanged 1798 SP:Iteration 1F (7012.744636 sec): 3 clusters Score: Raw -418423.784163 + Penalty 1587.432810 = -416836.351353 nChanged 303 SP:Iteration 2F (7012.791531 sec): 3 clusters Score: Raw -418578.640522 + Penalty 1587.432810 = -416991.207711 nChanged 230 SP:Iteration 3F (7012.853385 sec): 3 clusters Score: Raw -418728.896683 + Penalty 1587.432810 = -417141.463873 nChanged 190 SP:Iteration 4Q (7012.899835 sec): 3 clusters Score: Raw -418857.420742 + Penalty 1587.432810 = -417269.987932 nChanged 194 SP:Iteration 5Q (7012.952363 sec): 3 clusters Score: Raw -418992.503654 + Penalty 1587.432810 = -417405.070844 nChanged 194 SP:Iteration 6Q (7013.005179 sec): 3 clusters Score: Raw -419104.344922 + Penalty 1587.432810 = -417516.912111 nChanged 158 SP:Iteration 7Q (7013.054610 sec): 3 clusters Score: Raw -419194.277925 + Penalty 1587.432810 = -417606.845114 nChanged 142 SP:Iteration 8Q (7013.106926 sec): 3 clusters Score: Raw -419270.141305 + Penalty 1587.432810 = -417682.708494 nChanged 119 SP:Iteration 9Q (7013.156612 sec): 3 clusters Score: Raw -419328.696662 + Penalty 1587.432810 = -417741.263852 nChanged 98 SP:Iteration 10Q (7013.198469 sec): 3 clusters Score: Raw -419373.153941 + Penalty 1587.432810 = -417785.721131 nChanged 91 SP:Iteration 11Q (7013.249107 sec): 3 clusters Score: Raw -419407.647489 + Penalty 1587.432810 = -417820.214679 nChanged 70 SP:Iteration 12Q (7013.293698 sec): 3 clusters Score: Raw -419439.073038 + Penalty 1587.432810 = -417851.640228 nChanged 47 SP:Iteration 13Q (7013.340527 sec): 3 clusters Score: Raw -419460.496930 + Penalty 1587.432810 = -417873.064120 nChanged 56 SP:Iteration 14Q (7013.392847 sec): 3 clusters Score: Raw -419486.382823 + Penalty 1587.432810 = -417898.950013 nChanged 66 SP:Iteration 15Q (7013.443321 sec): 3 clusters Score: Raw -419514.166483 + Penalty 1587.432810 = -417926.733673 nChanged 64 SP:Iteration 16Q (7013.489259 sec): 3 clusters Score: Raw -419542.261225 + Penalty 1587.432810 = -417954.828414 nChanged 48 SP:Iteration 17Q (7013.538374 sec): 3 clusters Score: Raw -419560.143159 + Penalty 1587.432810 = -417972.710348 nChanged 42 SP:Iteration 18Q (7013.579389 sec): 3 clusters Score: Raw -419576.138924 + Penalty 1587.432810 = -417988.706113 nChanged 42 SP:Iteration 19Q (7013.631078 sec): 3 clusters Score: Raw -419594.286560 + Penalty 1587.432810 = -418006.853749 nChanged 45 SP:Iteration 20F (7013.683558 sec): 3 clusters Score: Raw -419618.207613 + Penalty 1587.432810 = -418030.774803 nChanged 39 SP:Iteration 21Q (7013.732906 sec): 3 clusters Score: Raw -419636.366472 + Penalty 1587.432810 = -418048.933662 nChanged 38 SP:Iteration 22Q (7013.779599 sec): 3 clusters Score: Raw -419652.414745 + Penalty 1587.432810 = -418064.981934 nChanged 36 SP:Iteration 23Q (7013.826177 sec): 3 clusters Score: Raw -419669.401370 + Penalty 1587.432810 = -418081.968560 nChanged 32 SP:Iteration 24Q (7013.877083 sec): 3 clusters Score: Raw -419687.651934 + Penalty 1587.432810 = -418100.219123 nChanged 40 SP:Iteration 25Q (7013.927826 sec): 3 clusters Score: Raw -419711.536999 + Penalty 1587.432810 = -418124.104188 nChanged 37 SP:Iteration 26Q (7013.976342 sec): 3 clusters Score: Raw -419731.134851 + Penalty 1587.432810 = -418143.702041 nChanged 32 SP:Iteration 27Q (7014.024164 sec): 3 clusters Score: Raw -419749.021699 + Penalty 1587.432810 = -418161.588889 nChanged 21 SP:Iteration 28Q (7014.075121 sec): 3 clusters Score: Raw -419760.180737 + Penalty 1587.432810 = -418172.747927 nChanged 15 SP:Iteration 29Q (7014.115115 sec): 3 clusters Score: Raw -419769.395792 + Penalty 1587.432810 = -418181.962981 nChanged 18 SP:Iteration 30Q (7014.166364 sec): 3 clusters Score: Raw -419781.002520 + Penalty 1587.432810 = -418193.569709 nChanged 17 SP:Iteration 31Q (7014.217991 sec): 3 clusters Score: Raw -419787.356606 + Penalty 1587.432810 = -418199.923795 nChanged 16 SP:Iteration 32Q (7014.266696 sec): 3 clusters Score: Raw -419794.162971 + Penalty 1587.432810 = -418206.730161 nChanged 16 SP:Iteration 33Q (7014.316740 sec): 3 clusters Score: Raw -419800.942187 + Penalty 1587.432810 = -418213.509377 nChanged 15 SP:Iteration 34Q (7014.365305 sec): 3 clusters Score: Raw -419806.938259 + Penalty 1587.432810 = -418219.505449 nChanged 9 SP:Iteration 35Q (7014.414474 sec): 3 clusters Score: Raw -419812.369747 + Penalty 1587.432810 = -418224.936937 nChanged 10 SP:Iteration 36Q (7014.460304 sec): 3 clusters Score: Raw -419818.638235 + Penalty 1587.432810 = -418231.205425 nChanged 11 SP:Iteration 37Q (7014.511178 sec): 3 clusters Score: Raw -419827.471750 + Penalty 1587.432810 = -418240.038940 nChanged 14 SP:Iteration 38Q (7014.561783 sec): 3 clusters Score: Raw -419833.728582 + Penalty 1587.432810 = -418246.295771 nChanged 12 SP:Iteration 39Q (7014.601232 sec): 3 clusters Score: Raw -419839.523268 + Penalty 1587.432810 = -418252.090458 nChanged 15 SP:Iteration 40F (7014.650132 sec): 3 clusters Score: Raw -419846.357412 + Penalty 1587.432810 = -418258.924602 nChanged 13 SP:Iteration 41Q (7014.700425 sec): 3 clusters Score: Raw -419852.008492 + Penalty 1587.432810 = -418264.575682 nChanged 4 SP:Iteration 42Q (7014.751815 sec): 3 clusters Score: Raw -419853.160387 + Penalty 1587.432810 = -418265.727576 nChanged 2 SP:Iteration 43Q (7014.803665 sec): 3 clusters Score: Raw -419853.921842 + Penalty 1587.432810 = -418266.489032 nChanged 1 SP:Iteration 44Q (7014.841820 sec): 3 clusters Score: Raw -419854.135681 + Penalty 1587.432810 = -418266.702871 nChanged 0 SP:Iteration 45F (7014.893407 sec): 3 clusters Score: Raw -419854.135681 + Penalty 1587.432810 = -418266.702871 nChanged 0 Trying to split cluster 11 (15967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7014.944895 sec): 2 clusters Score: Raw -1477159.362061 + Penalty 919.436540 = -1476239.925521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7015.001970 sec): 3 clusters Score: Raw -1467389.483927 + Penalty 1838.873081 = -1465550.610846 nChanged 7364 SP:Iteration 1F (7015.076206 sec): 3 clusters Score: Raw -1471967.499881 + Penalty 1838.873081 = -1470128.626800 nChanged 1213 SP:Iteration 2F (7015.132897 sec): 3 clusters Score: Raw -1472763.266753 + Penalty 1838.873081 = -1470924.393673 nChanged 1166 SP:Iteration 3F (7015.196212 sec): 3 clusters Score: Raw -1473543.577912 + Penalty 1838.873081 = -1471704.704831 nChanged 1041 SP:Iteration 4F (7015.274845 sec): 3 clusters Score: Raw -1474272.462178 + Penalty 1838.873081 = -1472433.589098 nChanged 944 SP:Iteration 5F (7015.334859 sec): 3 clusters Score: Raw -1474976.083275 + Penalty 1838.873081 = -1473137.210195 nChanged 836 SP:Iteration 6F (7015.407952 sec): 3 clusters Score: Raw -1475581.616307 + Penalty 1838.873081 = -1473742.743227 nChanged 689 SP:Iteration 7Q (7015.473286 sec): 3 clusters Score: Raw -1476027.308906 + Penalty 1838.873081 = -1474188.435825 nChanged 547 SP:Iteration 8Q (7015.543723 sec): 3 clusters Score: Raw -1476301.531346 + Penalty 1838.873081 = -1474462.658265 nChanged 408 SP:Iteration 9Q (7015.605995 sec): 3 clusters Score: Raw -1476450.159242 + Penalty 1838.873081 = -1474611.286161 nChanged 307 SP:Iteration 10Q (7015.668692 sec): 3 clusters Score: Raw -1476541.078216 + Penalty 1838.873081 = -1474702.205135 nChanged 228 SP:Iteration 11Q (7015.744691 sec): 3 clusters Score: Raw -1476603.297433 + Penalty 1838.873081 = -1474764.424352 nChanged 194 SP:Iteration 12Q (7015.812841 sec): 3 clusters Score: Raw -1476653.832831 + Penalty 1838.873081 = -1474814.959750 nChanged 164 SP:Iteration 13Q (7015.868659 sec): 3 clusters Score: Raw -1476693.603636 + Penalty 1838.873081 = -1474854.730555 nChanged 159 SP:Iteration 14Q (7015.930891 sec): 3 clusters Score: Raw -1476726.816194 + Penalty 1838.873081 = -1474887.943114 nChanged 134 SP:Iteration 15Q (7016.006990 sec): 3 clusters Score: Raw -1476754.089855 + Penalty 1838.873081 = -1474915.216774 nChanged 118 SP:Iteration 16Q (7016.074516 sec): 3 clusters Score: Raw -1476776.731866 + Penalty 1838.873081 = -1474937.858785 nChanged 105 SP:Iteration 17Q (7016.130122 sec): 3 clusters Score: Raw -1476794.495775 + Penalty 1838.873081 = -1474955.622694 nChanged 97 SP:Iteration 18Q (7016.202482 sec): 3 clusters Score: Raw -1476810.382567 + Penalty 1838.873081 = -1474971.509486 nChanged 86 SP:Iteration 19Q (7016.264922 sec): 3 clusters Score: Raw -1476825.566009 + Penalty 1838.873081 = -1474986.692928 nChanged 74 SP:Iteration 20F (7016.343388 sec): 3 clusters Score: Raw -1476836.694456 + Penalty 1838.873081 = -1474997.821376 nChanged 79 SP:Iteration 21Q (7016.401136 sec): 3 clusters Score: Raw -1476847.097305 + Penalty 1838.873081 = -1475008.224224 nChanged 69 SP:Iteration 22Q (7016.479035 sec): 3 clusters Score: Raw -1476857.623766 + Penalty 1838.873081 = -1475018.750686 nChanged 76 SP:Iteration 23Q (7016.536499 sec): 3 clusters Score: Raw -1476867.047242 + Penalty 1838.873081 = -1475028.174161 nChanged 65 SP:Iteration 24Q (7016.605792 sec): 3 clusters Score: Raw -1476875.222480 + Penalty 1838.873081 = -1475036.349400 nChanged 63 SP:Iteration 25Q (7016.673535 sec): 3 clusters Score: Raw -1476884.535222 + Penalty 1838.873081 = -1475045.662141 nChanged 63 SP:Iteration 26Q (7016.711855 sec): 3 clusters Score: Raw -1476892.974366 + Penalty 1838.873081 = -1475054.101286 nChanged 54 SP:Iteration 27Q (7016.749368 sec): 3 clusters Score: Raw -1476901.656378 + Penalty 1838.873081 = -1475062.783297 nChanged 65 SP:Iteration 28Q (7016.826886 sec): 3 clusters Score: Raw -1476912.346004 + Penalty 1838.873081 = -1475073.472923 nChanged 73 SP:Iteration 29Q (7016.884619 sec): 3 clusters Score: Raw -1476923.546016 + Penalty 1838.873081 = -1475084.672935 nChanged 69 SP:Iteration 30Q (7016.951575 sec): 3 clusters Score: Raw -1476934.302330 + Penalty 1838.873081 = -1475095.429250 nChanged 67 SP:Iteration 31Q (7017.021198 sec): 3 clusters Score: Raw -1476944.767486 + Penalty 1838.873081 = -1475105.894405 nChanged 66 SP:Iteration 32Q (7017.089164 sec): 3 clusters Score: Raw -1476954.803014 + Penalty 1838.873081 = -1475115.929933 nChanged 60 SP:Iteration 33Q (7017.165475 sec): 3 clusters Score: Raw -1476964.062371 + Penalty 1838.873081 = -1475125.189291 nChanged 72 SP:Iteration 34Q (7017.229408 sec): 3 clusters Score: Raw -1476977.157065 + Penalty 1838.873081 = -1475138.283985 nChanged 85 SP:Iteration 35Q (7017.283382 sec): 3 clusters Score: Raw -1476991.149797 + Penalty 1838.873081 = -1475152.276716 nChanged 83 SP:Iteration 36Q (7017.352960 sec): 3 clusters Score: Raw -1477005.527115 + Penalty 1838.873081 = -1475166.654034 nChanged 83 SP:Iteration 37Q (7017.404627 sec): 3 clusters Score: Raw -1477017.925412 + Penalty 1838.873081 = -1475179.052332 nChanged 78 SP:Iteration 38Q (7017.483837 sec): 3 clusters Score: Raw -1477028.876733 + Penalty 1838.873081 = -1475190.003652 nChanged 70 SP:Iteration 39Q (7017.544392 sec): 3 clusters Score: Raw -1477038.231536 + Penalty 1838.873081 = -1475199.358456 nChanged 66 SP:Iteration 40F (7017.621641 sec): 3 clusters Score: Raw -1477047.397821 + Penalty 1838.873081 = -1475208.524741 nChanged 75 SP:Iteration 41Q (7017.682286 sec): 3 clusters Score: Raw -1477058.974624 + Penalty 1838.873081 = -1475220.101544 nChanged 92 SP:Iteration 42Q (7017.751557 sec): 3 clusters Score: Raw -1477071.926205 + Penalty 1838.873081 = -1475233.053125 nChanged 86 SP:Iteration 43Q (7017.827417 sec): 3 clusters Score: Raw -1477084.190121 + Penalty 1838.873081 = -1475245.317041 nChanged 71 SP:Iteration 44Q (7017.897190 sec): 3 clusters Score: Raw -1477095.996755 + Penalty 1838.873081 = -1475257.123674 nChanged 78 SP:Iteration 45Q (7017.956962 sec): 3 clusters Score: Raw -1477106.665282 + Penalty 1838.873081 = -1475267.792202 nChanged 68 SP:Iteration 46Q (7018.034990 sec): 3 clusters Score: Raw -1477118.044324 + Penalty 1838.873081 = -1475279.171243 nChanged 75 SP:Iteration 47Q (7018.093885 sec): 3 clusters Score: Raw -1477134.191564 + Penalty 1838.873081 = -1475295.318483 nChanged 78 SP:Iteration 48Q (7018.172426 sec): 3 clusters Score: Raw -1477149.456579 + Penalty 1838.873081 = -1475310.583498 nChanged 83 SP:Iteration 49Q (7018.241398 sec): 3 clusters Score: Raw -1477164.387606 + Penalty 1838.873081 = -1475325.514526 nChanged 80 SP:Iteration 50Q (7018.299684 sec): 3 clusters Score: Raw -1477183.289040 + Penalty 1838.873081 = -1475344.415960 nChanged 97 SP:Iteration 51Q (7018.378492 sec): 3 clusters Score: Raw -1477208.238450 + Penalty 1838.873081 = -1475369.365369 nChanged 116 SP:Iteration 52Q (7018.445958 sec): 3 clusters Score: Raw -1477243.881966 + Penalty 1838.873081 = -1475405.008885 nChanged 133 SP:Iteration 53Q (7018.508290 sec): 3 clusters Score: Raw -1477293.853324 + Penalty 1838.873081 = -1475454.980243 nChanged 160 SP:Iteration 54Q (7018.579000 sec): 3 clusters Score: Raw -1477371.220373 + Penalty 1838.873081 = -1475532.347293 nChanged 172 SP:Iteration 55Q (7018.636996 sec): 3 clusters Score: Raw -1477459.318631 + Penalty 1838.873081 = -1475620.445551 nChanged 176 SP:Iteration 56Q (7018.699484 sec): 3 clusters Score: Raw -1477560.243063 + Penalty 1838.873081 = -1475721.369983 nChanged 205 SP:Iteration 57Q (7018.763221 sec): 3 clusters Score: Raw -1477680.931662 + Penalty 1838.873081 = -1475842.058581 nChanged 207 SP:Iteration 58Q (7018.825873 sec): 3 clusters Score: Raw -1477789.857136 + Penalty 1838.873081 = -1475950.984055 nChanged 211 SP:Iteration 59Q (7018.879695 sec): 3 clusters Score: Raw -1477887.995918 + Penalty 1838.873081 = -1476049.122837 nChanged 187 SP:Iteration 60F (7018.947179 sec): 3 clusters Score: Raw -1477950.318308 + Penalty 1838.873081 = -1476111.445227 nChanged 153 SP:Iteration 61Q (7019.012254 sec): 3 clusters Score: Raw -1477988.668480 + Penalty 1838.873081 = -1476149.795400 nChanged 101 SP:Iteration 62Q (7019.077202 sec): 3 clusters Score: Raw -1478013.063911 + Penalty 1838.873081 = -1476174.190830 nChanged 84 SP:Iteration 63Q (7019.139448 sec): 3 clusters Score: Raw -1478030.107399 + Penalty 1838.873081 = -1476191.234319 nChanged 64 SP:Iteration 64Q (7019.208272 sec): 3 clusters Score: Raw -1478040.632687 + Penalty 1838.873081 = -1476201.759606 nChanged 51 SP:Iteration 65Q (7019.272952 sec): 3 clusters Score: Raw -1478048.580402 + Penalty 1838.873081 = -1476209.707322 nChanged 39 SP:Iteration 66Q (7019.333211 sec): 3 clusters Score: Raw -1478054.810453 + Penalty 1838.873081 = -1476215.937372 nChanged 44 SP:Iteration 67Q (7019.391070 sec): 3 clusters Score: Raw -1478059.905385 + Penalty 1838.873081 = -1476221.032304 nChanged 39 SP:Iteration 68Q (7019.452641 sec): 3 clusters Score: Raw -1478063.174926 + Penalty 1838.873081 = -1476224.301845 nChanged 30 SP:Iteration 69Q (7019.519566 sec): 3 clusters Score: Raw -1478065.590762 + Penalty 1838.873081 = -1476226.717681 nChanged 20 SP:Iteration 70Q (7019.583353 sec): 3 clusters Score: Raw -1478067.333035 + Penalty 1838.873081 = -1476228.459955 nChanged 16 SP:Iteration 71Q (7019.635651 sec): 3 clusters Score: Raw -1478068.146980 + Penalty 1838.873081 = -1476229.273900 nChanged 7 SP:Iteration 72Q (7019.698372 sec): 3 clusters Score: Raw -1478068.394608 + Penalty 1838.873081 = -1476229.521527 nChanged 3 SP:Iteration 73Q (7019.761253 sec): 3 clusters Score: Raw -1478068.551209 + Penalty 1838.873081 = -1476229.678129 nChanged 2 SP:Iteration 74Q (7019.823477 sec): 3 clusters Score: Raw -1478068.633549 + Penalty 1838.873081 = -1476229.760468 nChanged 2 SP:Iteration 75Q (7019.884018 sec): 3 clusters Score: Raw -1478068.713525 + Penalty 1838.873081 = -1476229.840445 nChanged 1 SP:Iteration 76Q (7019.946724 sec): 3 clusters Score: Raw -1478068.763450 + Penalty 1838.873081 = -1476229.890370 nChanged 0 SP:Iteration 77F (7020.004355 sec): 3 clusters Score: Raw -1478068.763450 + Penalty 1838.873081 = -1476229.890370 nChanged 0 Trying to split cluster 12 (73785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7020.111522 sec): 2 clusters Score: Raw -7023811.921054 + Penalty 1064.846520 = -7022747.074534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7020.253883 sec): 3 clusters Score: Raw -6975759.516577 + Penalty 2129.693040 = -6973629.823537 nChanged 35449 SP:Iteration 1F (7020.389227 sec): 3 clusters Score: Raw -6997045.990741 + Penalty 2129.693040 = -6994916.297701 nChanged 3189 SP:Iteration 2Q (7020.531202 sec): 3 clusters Score: Raw -6998269.677525 + Penalty 2129.693040 = -6996139.984485 nChanged 3593 SP:Iteration 3Q (7020.671133 sec): 3 clusters Score: Raw -7000025.429364 + Penalty 2129.693040 = -6997895.736324 nChanged 4119 SP:Iteration 4F (7020.808602 sec): 3 clusters Score: Raw -7002522.136129 + Penalty 2129.693040 = -7000392.443089 nChanged 4515 SP:Iteration 5F (7020.949635 sec): 3 clusters Score: Raw -7005690.914248 + Penalty 2129.693040 = -7003561.221208 nChanged 4642 SP:Iteration 6F (7021.088939 sec): 3 clusters Score: Raw -7009368.700819 + Penalty 2129.693040 = -7007239.007779 nChanged 4427 SP:Iteration 7F (7021.225834 sec): 3 clusters Score: Raw -7013006.996633 + Penalty 2129.693040 = -7010877.303593 nChanged 3703 SP:Iteration 8F (7021.359751 sec): 3 clusters Score: Raw -7015867.911443 + Penalty 2129.693040 = -7013738.218402 nChanged 2956 SP:Iteration 9Q (7021.503030 sec): 3 clusters Score: Raw -7017993.533462 + Penalty 2129.693040 = -7015863.840422 nChanged 2249 SP:Iteration 10Q (7021.629553 sec): 3 clusters Score: Raw -7019517.757143 + Penalty 2129.693040 = -7017388.064102 nChanged 1787 SP:Iteration 11Q (7021.775182 sec): 3 clusters Score: Raw -7020650.610158 + Penalty 2129.693040 = -7018520.917118 nChanged 1390 SP:Iteration 12Q (7021.900882 sec): 3 clusters Score: Raw -7021475.593086 + Penalty 2129.693040 = -7019345.900046 nChanged 1137 SP:Iteration 13Q (7022.038497 sec): 3 clusters Score: Raw -7022129.318165 + Penalty 2129.693040 = -7019999.625125 nChanged 903 SP:Iteration 14Q (7022.171403 sec): 3 clusters Score: Raw -7022600.432909 + Penalty 2129.693040 = -7020470.739869 nChanged 693 SP:Iteration 15Q (7022.306020 sec): 3 clusters Score: Raw -7022936.422652 + Penalty 2129.693040 = -7020806.729612 nChanged 559 SP:Iteration 16Q (7022.423450 sec): 3 clusters Score: Raw -7023192.537187 + Penalty 2129.693040 = -7021062.844146 nChanged 413 SP:Iteration 17Q (7022.561122 sec): 3 clusters Score: Raw -7023363.994963 + Penalty 2129.693040 = -7021234.301923 nChanged 351 SP:Iteration 18Q (7022.681623 sec): 3 clusters Score: Raw -7023500.040615 + Penalty 2129.693040 = -7021370.347574 nChanged 285 SP:Iteration 19Q (7022.803155 sec): 3 clusters Score: Raw -7023614.191023 + Penalty 2129.693040 = -7021484.497983 nChanged 243 SP:Iteration 20F (7022.943560 sec): 3 clusters Score: Raw -7023715.935526 + Penalty 2129.693040 = -7021586.242486 nChanged 190 SP:Iteration 21Q (7023.063029 sec): 3 clusters Score: Raw -7023791.075121 + Penalty 2129.693040 = -7021661.382080 nChanged 120 SP:Iteration 22Q (7023.181884 sec): 3 clusters Score: Raw -7023838.291823 + Penalty 2129.693040 = -7021708.598782 nChanged 119 SP:Iteration 23Q (7023.312243 sec): 3 clusters Score: Raw -7023882.724149 + Penalty 2129.693040 = -7021753.031109 nChanged 88 SP:Iteration 24Q (7023.436127 sec): 3 clusters Score: Raw -7023923.139688 + Penalty 2129.693040 = -7021793.446648 nChanged 80 SP:Iteration 25Q (7023.566768 sec): 3 clusters Score: Raw -7023962.167232 + Penalty 2129.693040 = -7021832.474192 nChanged 69 SP:Iteration 26Q (7023.694911 sec): 3 clusters Score: Raw -7023986.510376 + Penalty 2129.693040 = -7021856.817335 nChanged 53 SP:Iteration 27Q (7023.815719 sec): 3 clusters Score: Raw -7024003.707725 + Penalty 2129.693040 = -7021874.014684 nChanged 41 SP:Iteration 28Q (7023.941915 sec): 3 clusters Score: Raw -7024014.798588 + Penalty 2129.693040 = -7021885.105548 nChanged 33 SP:Iteration 29Q (7024.071529 sec): 3 clusters Score: Raw -7024024.357871 + Penalty 2129.693040 = -7021894.664830 nChanged 26 SP:Iteration 30Q (7024.204600 sec): 3 clusters Score: Raw -7024031.764758 + Penalty 2129.693040 = -7021902.071718 nChanged 22 SP:Iteration 31Q (7024.334819 sec): 3 clusters Score: Raw -7024037.920582 + Penalty 2129.693040 = -7021908.227542 nChanged 21 SP:Iteration 32Q (7024.460936 sec): 3 clusters Score: Raw -7024044.553813 + Penalty 2129.693040 = -7021914.860772 nChanged 20 SP:Iteration 33Q (7024.590150 sec): 3 clusters Score: Raw -7024051.533162 + Penalty 2129.693040 = -7021921.840121 nChanged 17 SP:Iteration 34Q (7024.719457 sec): 3 clusters Score: Raw -7024056.181199 + Penalty 2129.693040 = -7021926.488159 nChanged 13 SP:Iteration 35Q (7024.842529 sec): 3 clusters Score: Raw -7024059.410294 + Penalty 2129.693040 = -7021929.717254 nChanged 15 SP:Iteration 36Q (7024.965513 sec): 3 clusters Score: Raw -7024063.343493 + Penalty 2129.693040 = -7021933.650453 nChanged 13 SP:Iteration 37Q (7025.088163 sec): 3 clusters Score: Raw -7024067.625080 + Penalty 2129.693040 = -7021937.932040 nChanged 20 SP:Iteration 38Q (7025.206481 sec): 3 clusters Score: Raw -7024073.456645 + Penalty 2129.693040 = -7021943.763605 nChanged 18 SP:Iteration 39Q (7025.327783 sec): 3 clusters Score: Raw -7024080.171983 + Penalty 2129.693040 = -7021950.478943 nChanged 15 SP:Iteration 40F (7025.466978 sec): 3 clusters Score: Raw -7024083.764697 + Penalty 2129.693040 = -7021954.071657 nChanged 10 SP:Iteration 41Q (7025.586151 sec): 3 clusters Score: Raw -7024086.971788 + Penalty 2129.693040 = -7021957.278748 nChanged 12 SP:Iteration 42Q (7025.707238 sec): 3 clusters Score: Raw -7024092.246856 + Penalty 2129.693040 = -7021962.553816 nChanged 10 SP:Iteration 43Q (7025.835759 sec): 3 clusters Score: Raw -7024096.308992 + Penalty 2129.693040 = -7021966.615951 nChanged 11 SP:Iteration 44Q (7025.954134 sec): 3 clusters Score: Raw -7024099.589133 + Penalty 2129.693040 = -7021969.896093 nChanged 5 SP:Iteration 45Q (7026.079906 sec): 3 clusters Score: Raw -7024100.802881 + Penalty 2129.693040 = -7021971.109841 nChanged 4 SP:Iteration 46Q (7026.199111 sec): 3 clusters Score: Raw -7024102.267241 + Penalty 2129.693040 = -7021972.574201 nChanged 6 SP:Iteration 47Q (7026.331778 sec): 3 clusters Score: Raw -7024103.688504 + Penalty 2129.693040 = -7021973.995464 nChanged 2 SP:Iteration 48Q (7026.457443 sec): 3 clusters Score: Raw -7024104.120624 + Penalty 2129.693040 = -7021974.427583 nChanged 0 SP:Iteration 49F (7026.597319 sec): 3 clusters Score: Raw -7024104.120624 + Penalty 2129.693040 = -7021974.427583 nChanged 0 Trying to split cluster 13 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7026.630635 sec): 2 clusters Score: Raw -22424.673982 + Penalty 525.672001 = -21899.001980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7026.675009 sec): 3 clusters Score: Raw -22459.180085 + Penalty 1051.344003 = -21407.836082 nChanged 70 SP:Iteration 1F (7026.728825 sec): 3 clusters Score: Raw -22584.442411 + Penalty 1051.344003 = -21533.098408 nChanged 13 SP:Iteration 2F (7026.765840 sec): 3 clusters Score: Raw -22617.746246 + Penalty 1051.344003 = -21566.402243 nChanged 13 SP:Iteration 3F (7026.813911 sec): 3 clusters Score: Raw -22663.800601 + Penalty 1051.344003 = -21612.456598 nChanged 8 SP:Iteration 4Q (7026.863430 sec): 3 clusters Score: Raw -22694.089867 + Penalty 1051.344003 = -21642.745864 nChanged 1 SP:Iteration 5Q (7026.908067 sec): 3 clusters Score: Raw -22696.255776 + Penalty 1051.344003 = -21644.911773 nChanged 0 SP:Iteration 6F (7026.956690 sec): 3 clusters Score: Raw -22696.255776 + Penalty 1051.344003 = -21644.911773 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7026.982601 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7027.033956 sec): 3 clusters Score: Raw -10856.322564 + Penalty 979.125403 = -9877.197161 nChanged 38 SP:Iteration 1F (7027.084835 sec): 3 clusters Score: Raw -11107.153030 + Penalty 979.125403 = -10128.027627 nChanged 15 SP:Iteration 2F (7027.136549 sec): 3 clusters Score: Raw -11193.358611 + Penalty 979.125403 = -10214.233208 nChanged 5 SP:Iteration 3Q (7027.186707 sec): 3 clusters Score: Raw -11217.256370 + Penalty 979.125403 = -10238.130967 nChanged 4 SP:Iteration 4Q (7027.238297 sec): 3 clusters Score: Raw -11240.373936 + Penalty 979.125403 = -10261.248533 nChanged 2 SP:Iteration 5Q (7027.289227 sec): 3 clusters Score: Raw -11247.409335 + Penalty 979.125403 = -10268.283933 nChanged 3 SP:Iteration 6Q (7027.337474 sec): 3 clusters Score: Raw -11278.920102 + Penalty 979.125403 = -10299.794699 nChanged 1 SP:Iteration 7Q (7027.383027 sec): 3 clusters Score: Raw -11297.955151 + Penalty 979.125403 = -10318.829748 nChanged 1 SP:Iteration 8Q (7027.433960 sec): 3 clusters Score: Raw -11304.408916 + Penalty 979.125403 = -10325.283513 nChanged 0 SP:Iteration 9F (7027.472377 sec): 3 clusters Score: Raw -11304.408916 + Penalty 979.125403 = -10325.283513 nChanged 0 Score: Raw -58498308.839704 + Penalty 49431.021155 = -58448877.818549 Splitting cluster 14 changes total score from -58449551.371816 to -58448877.818549 So it's not getting split. Trying to split cluster 15 (14646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7039.116607 sec): 2 clusters Score: Raw -1400998.638988 + Penalty 911.232641 = -1400087.406347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7039.185043 sec): 3 clusters Score: Raw -1392016.066081 + Penalty 1822.465283 = -1390193.600799 nChanged 6718 SP:Iteration 1F (7039.242653 sec): 3 clusters Score: Raw -1395918.156736 + Penalty 1822.465283 = -1394095.691453 nChanged 846 SP:Iteration 2F (7039.320313 sec): 3 clusters Score: Raw -1396352.351127 + Penalty 1822.465283 = -1394529.885844 nChanged 848 SP:Iteration 3F (7039.389017 sec): 3 clusters Score: Raw -1396820.807619 + Penalty 1822.465283 = -1394998.342336 nChanged 869 SP:Iteration 4F (7039.456385 sec): 3 clusters Score: Raw -1397367.437449 + Penalty 1822.465283 = -1395544.972166 nChanged 922 SP:Iteration 5F (7039.524547 sec): 3 clusters Score: Raw -1398070.751024 + Penalty 1822.465283 = -1396248.285741 nChanged 1053 SP:Iteration 6F (7039.593330 sec): 3 clusters Score: Raw -1398959.663227 + Penalty 1822.465283 = -1397137.197945 nChanged 1034 SP:Iteration 7F (7039.660514 sec): 3 clusters Score: Raw -1399720.319721 + Penalty 1822.465283 = -1397897.854438 nChanged 795 SP:Iteration 8F (7039.721499 sec): 3 clusters Score: Raw -1400189.303274 + Penalty 1822.465283 = -1398366.837991 nChanged 580 SP:Iteration 9Q (7039.790720 sec): 3 clusters Score: Raw -1400486.350759 + Penalty 1822.465283 = -1398663.885477 nChanged 446 SP:Iteration 10Q (7039.859146 sec): 3 clusters Score: Raw -1400704.578872 + Penalty 1822.465283 = -1398882.113589 nChanged 327 SP:Iteration 11Q (7039.928571 sec): 3 clusters Score: Raw -1400875.096667 + Penalty 1822.465283 = -1399052.631384 nChanged 301 SP:Iteration 12Q (7040.002815 sec): 3 clusters Score: Raw -1401061.048218 + Penalty 1822.465283 = -1399238.582936 nChanged 290 SP:Iteration 13Q (7040.057940 sec): 3 clusters Score: Raw -1401236.485206 + Penalty 1822.465283 = -1399414.019923 nChanged 257 SP:Iteration 14Q (7040.120407 sec): 3 clusters Score: Raw -1401385.769054 + Penalty 1822.465283 = -1399563.303772 nChanged 205 SP:Iteration 15Q (7040.183271 sec): 3 clusters Score: Raw -1401482.916822 + Penalty 1822.465283 = -1399660.451540 nChanged 175 SP:Iteration 16Q (7040.246462 sec): 3 clusters Score: Raw -1401560.030498 + Penalty 1822.465283 = -1399737.565216 nChanged 140 SP:Iteration 17Q (7040.316877 sec): 3 clusters Score: Raw -1401608.771885 + Penalty 1822.465283 = -1399786.306602 nChanged 122 SP:Iteration 18Q (7040.373183 sec): 3 clusters Score: Raw -1401642.924736 + Penalty 1822.465283 = -1399820.459453 nChanged 81 SP:Iteration 19Q (7040.441193 sec): 3 clusters Score: Raw -1401661.519672 + Penalty 1822.465283 = -1399839.054390 nChanged 58 SP:Iteration 20F (7040.494732 sec): 3 clusters Score: Raw -1401671.959228 + Penalty 1822.465283 = -1399849.493946 nChanged 43 SP:Iteration 21Q (7040.564142 sec): 3 clusters Score: Raw -1401677.969206 + Penalty 1822.465283 = -1399855.503923 nChanged 29 SP:Iteration 22Q (7040.624810 sec): 3 clusters Score: Raw -1401682.166634 + Penalty 1822.465283 = -1399859.701352 nChanged 34 SP:Iteration 23Q (7040.690034 sec): 3 clusters Score: Raw -1401686.817130 + Penalty 1822.465283 = -1399864.351848 nChanged 41 SP:Iteration 24Q (7040.736153 sec): 3 clusters Score: Raw -1401693.492961 + Penalty 1822.465283 = -1399871.027678 nChanged 43 SP:Iteration 25Q (7040.805171 sec): 3 clusters Score: Raw -1401701.170666 + Penalty 1822.465283 = -1399878.705384 nChanged 52 SP:Iteration 26Q (7040.857309 sec): 3 clusters Score: Raw -1401709.883295 + Penalty 1822.465283 = -1399887.418013 nChanged 45 SP:Iteration 27Q (7040.917654 sec): 3 clusters Score: Raw -1401715.686959 + Penalty 1822.465283 = -1399893.221676 nChanged 39 SP:Iteration 28Q (7040.985185 sec): 3 clusters Score: Raw -1401721.066355 + Penalty 1822.465283 = -1399898.601073 nChanged 31 SP:Iteration 29Q (7041.036133 sec): 3 clusters Score: Raw -1401725.172126 + Penalty 1822.465283 = -1399902.706844 nChanged 32 SP:Iteration 30Q (7041.104258 sec): 3 clusters Score: Raw -1401729.652487 + Penalty 1822.465283 = -1399907.187204 nChanged 27 SP:Iteration 31Q (7041.156272 sec): 3 clusters Score: Raw -1401733.088967 + Penalty 1822.465283 = -1399910.623684 nChanged 26 SP:Iteration 32Q (7041.213497 sec): 3 clusters Score: Raw -1401736.688995 + Penalty 1822.465283 = -1399914.223712 nChanged 23 SP:Iteration 33Q (7041.278392 sec): 3 clusters Score: Raw -1401739.535401 + Penalty 1822.465283 = -1399917.070118 nChanged 25 SP:Iteration 34Q (7041.330261 sec): 3 clusters Score: Raw -1401742.397678 + Penalty 1822.465283 = -1399919.932396 nChanged 18 SP:Iteration 35Q (7041.390005 sec): 3 clusters Score: Raw -1401744.096777 + Penalty 1822.465283 = -1399921.631495 nChanged 13 SP:Iteration 36Q (7041.449762 sec): 3 clusters Score: Raw -1401745.157103 + Penalty 1822.465283 = -1399922.691820 nChanged 9 SP:Iteration 37Q (7041.515668 sec): 3 clusters Score: Raw -1401745.835771 + Penalty 1822.465283 = -1399923.370488 nChanged 7 SP:Iteration 38Q (7041.573362 sec): 3 clusters Score: Raw -1401746.292555 + Penalty 1822.465283 = -1399923.827272 nChanged 5 SP:Iteration 39Q (7041.620680 sec): 3 clusters Score: Raw -1401746.618086 + Penalty 1822.465283 = -1399924.152803 nChanged 5 SP:Iteration 40F (7041.686671 sec): 3 clusters Score: Raw -1401746.925998 + Penalty 1822.465283 = -1399924.460716 nChanged 6 SP:Iteration 41Q (7041.739268 sec): 3 clusters Score: Raw -1401747.325327 + Penalty 1822.465283 = -1399924.860044 nChanged 5 SP:Iteration 42Q (7041.797438 sec): 3 clusters Score: Raw -1401747.751168 + Penalty 1822.465283 = -1399925.285885 nChanged 12 SP:Iteration 43Q (7041.857566 sec): 3 clusters Score: Raw -1401748.531819 + Penalty 1822.465283 = -1399926.066536 nChanged 7 SP:Iteration 44Q (7041.912026 sec): 3 clusters Score: Raw -1401749.134209 + Penalty 1822.465283 = -1399926.668926 nChanged 6 SP:Iteration 45Q (7041.962590 sec): 3 clusters Score: Raw -1401749.465651 + Penalty 1822.465283 = -1399927.000369 nChanged 11 SP:Iteration 46Q (7042.038722 sec): 3 clusters Score: Raw -1401750.190366 + Penalty 1822.465283 = -1399927.725084 nChanged 6 SP:Iteration 47Q (7042.096833 sec): 3 clusters Score: Raw -1401750.607916 + Penalty 1822.465283 = -1399928.142633 nChanged 5 SP:Iteration 48Q (7042.161073 sec): 3 clusters Score: Raw -1401751.020444 + Penalty 1822.465283 = -1399928.555161 nChanged 8 SP:Iteration 49Q (7042.231111 sec): 3 clusters Score: Raw -1401751.747203 + Penalty 1822.465283 = -1399929.281921 nChanged 4 SP:Iteration 50Q (7042.296526 sec): 3 clusters Score: Raw -1401752.020525 + Penalty 1822.465283 = -1399929.555243 nChanged 5 SP:Iteration 51Q (7042.354063 sec): 3 clusters Score: Raw -1401752.350534 + Penalty 1822.465283 = -1399929.885251 nChanged 4 SP:Iteration 52Q (7042.425470 sec): 3 clusters Score: Raw -1401752.673912 + Penalty 1822.465283 = -1399930.208629 nChanged 3 SP:Iteration 53Q (7042.483001 sec): 3 clusters Score: Raw -1401752.890635 + Penalty 1822.465283 = -1399930.425353 nChanged 3 SP:Iteration 54Q (7042.548084 sec): 3 clusters Score: Raw -1401753.003345 + Penalty 1822.465283 = -1399930.538062 nChanged 1 SP:Iteration 55Q (7042.624237 sec): 3 clusters Score: Raw -1401753.074154 + Penalty 1822.465283 = -1399930.608872 nChanged 2 SP:Iteration 56Q (7042.680224 sec): 3 clusters Score: Raw -1401753.172302 + Penalty 1822.465283 = -1399930.707019 nChanged 3 SP:Iteration 57Q (7042.754649 sec): 3 clusters Score: Raw -1401753.328269 + Penalty 1822.465283 = -1399930.862986 nChanged 0 SP:Iteration 58F (7042.810352 sec): 3 clusters Score: Raw -1401753.328269 + Penalty 1822.465283 = -1399930.862986 nChanged 0 Trying to split cluster 16 (22956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7042.870439 sec): 2 clusters Score: Raw -2156670.159475 + Penalty 953.926789 = -2155716.232686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7042.949970 sec): 3 clusters Score: Raw -2142184.543146 + Penalty 1907.853578 = -2140276.689569 nChanged 10788 SP:Iteration 1F (7043.028921 sec): 3 clusters Score: Raw -2148330.073513 + Penalty 1907.853578 = -2146422.219935 nChanged 1152 SP:Iteration 2F (7043.107346 sec): 3 clusters Score: Raw -2148784.687906 + Penalty 1907.853578 = -2146876.834329 nChanged 1166 SP:Iteration 3F (7043.185763 sec): 3 clusters Score: Raw -2149303.369439 + Penalty 1907.853578 = -2147395.515861 nChanged 1151 SP:Iteration 4F (7043.255703 sec): 3 clusters Score: Raw -2149904.391959 + Penalty 1907.853578 = -2147996.538381 nChanged 1180 SP:Iteration 5F (7043.332625 sec): 3 clusters Score: Raw -2150636.899962 + Penalty 1907.853578 = -2148729.046384 nChanged 1241 SP:Iteration 6F (7043.419719 sec): 3 clusters Score: Raw -2151495.447074 + Penalty 1907.853578 = -2149587.593496 nChanged 1252 SP:Iteration 7F (7043.497563 sec): 3 clusters Score: Raw -2152410.882854 + Penalty 1907.853578 = -2150503.029277 nChanged 1141 SP:Iteration 8Q (7043.576709 sec): 3 clusters Score: Raw -2153176.944422 + Penalty 1907.853578 = -2151269.090845 nChanged 863 SP:Iteration 9Q (7043.655670 sec): 3 clusters Score: Raw -2153641.136343 + Penalty 1907.853578 = -2151733.282766 nChanged 668 SP:Iteration 10Q (7043.733607 sec): 3 clusters Score: Raw -2153933.202853 + Penalty 1907.853578 = -2152025.349275 nChanged 482 SP:Iteration 11Q (7043.807744 sec): 3 clusters Score: Raw -2154124.741802 + Penalty 1907.853578 = -2152216.888224 nChanged 409 SP:Iteration 12Q (7043.886730 sec): 3 clusters Score: Raw -2154286.764661 + Penalty 1907.853578 = -2152378.911084 nChanged 352 SP:Iteration 13Q (7043.945011 sec): 3 clusters Score: Raw -2154435.931076 + Penalty 1907.853578 = -2152528.077499 nChanged 357 SP:Iteration 14Q (7044.022593 sec): 3 clusters Score: Raw -2154589.256518 + Penalty 1907.853578 = -2152681.402940 nChanged 325 SP:Iteration 15Q (7044.107455 sec): 3 clusters Score: Raw -2154751.408064 + Penalty 1907.853578 = -2152843.554486 nChanged 341 SP:Iteration 16Q (7044.185936 sec): 3 clusters Score: Raw -2154941.806901 + Penalty 1907.853578 = -2153033.953324 nChanged 362 SP:Iteration 17Q (7044.264090 sec): 3 clusters Score: Raw -2155154.284995 + Penalty 1907.853578 = -2153246.431418 nChanged 349 SP:Iteration 18Q (7044.341070 sec): 3 clusters Score: Raw -2155370.273027 + Penalty 1907.853578 = -2153462.419450 nChanged 310 SP:Iteration 19Q (7044.418794 sec): 3 clusters Score: Raw -2155545.731851 + Penalty 1907.853578 = -2153637.878274 nChanged 298 SP:Iteration 20F (7044.492419 sec): 3 clusters Score: Raw -2155694.413967 + Penalty 1907.853578 = -2153786.560389 nChanged 250 SP:Iteration 21Q (7044.567510 sec): 3 clusters Score: Raw -2155814.065245 + Penalty 1907.853578 = -2153906.211667 nChanged 233 SP:Iteration 22Q (7044.639182 sec): 3 clusters Score: Raw -2155933.201564 + Penalty 1907.853578 = -2154025.347986 nChanged 220 SP:Iteration 23Q (7044.714503 sec): 3 clusters Score: Raw -2156040.273158 + Penalty 1907.853578 = -2154132.419580 nChanged 219 SP:Iteration 24Q (7044.793099 sec): 3 clusters Score: Raw -2156150.067756 + Penalty 1907.853578 = -2154242.214178 nChanged 222 SP:Iteration 25Q (7044.868022 sec): 3 clusters Score: Raw -2156272.555339 + Penalty 1907.853578 = -2154364.701761 nChanged 188 SP:Iteration 26Q (7044.942733 sec): 3 clusters Score: Raw -2156373.848688 + Penalty 1907.853578 = -2154465.995110 nChanged 178 SP:Iteration 27Q (7045.010725 sec): 3 clusters Score: Raw -2156474.960902 + Penalty 1907.853578 = -2154567.107324 nChanged 145 SP:Iteration 28Q (7045.084803 sec): 3 clusters Score: Raw -2156549.261176 + Penalty 1907.853578 = -2154641.407598 nChanged 128 SP:Iteration 29Q (7045.160935 sec): 3 clusters Score: Raw -2156607.012924 + Penalty 1907.853578 = -2154699.159347 nChanged 95 SP:Iteration 30Q (7045.236203 sec): 3 clusters Score: Raw -2156650.175946 + Penalty 1907.853578 = -2154742.322369 nChanged 79 SP:Iteration 31Q (7045.306233 sec): 3 clusters Score: Raw -2156681.767479 + Penalty 1907.853578 = -2154773.913902 nChanged 62 SP:Iteration 32Q (7045.383050 sec): 3 clusters Score: Raw -2156709.288844 + Penalty 1907.853578 = -2154801.435266 nChanged 69 SP:Iteration 33Q (7045.456454 sec): 3 clusters Score: Raw -2156739.921342 + Penalty 1907.853578 = -2154832.067765 nChanged 49 SP:Iteration 34Q (7045.531562 sec): 3 clusters Score: Raw -2156758.727066 + Penalty 1907.853578 = -2154850.873488 nChanged 32 SP:Iteration 35Q (7045.602696 sec): 3 clusters Score: Raw -2156771.659050 + Penalty 1907.853578 = -2154863.805472 nChanged 32 SP:Iteration 36Q (7045.675498 sec): 3 clusters Score: Raw -2156785.399995 + Penalty 1907.853578 = -2154877.546417 nChanged 32 SP:Iteration 37Q (7045.747984 sec): 3 clusters Score: Raw -2156798.570213 + Penalty 1907.853578 = -2154890.716635 nChanged 26 SP:Iteration 38Q (7045.819304 sec): 3 clusters Score: Raw -2156810.545937 + Penalty 1907.853578 = -2154902.692359 nChanged 34 SP:Iteration 39Q (7045.894003 sec): 3 clusters Score: Raw -2156828.191534 + Penalty 1907.853578 = -2154920.337957 nChanged 23 SP:Iteration 40F (7045.971354 sec): 3 clusters Score: Raw -2156838.032424 + Penalty 1907.853578 = -2154930.178847 nChanged 15 SP:Iteration 41Q (7046.043375 sec): 3 clusters Score: Raw -2156843.263954 + Penalty 1907.853578 = -2154935.410377 nChanged 13 SP:Iteration 42Q (7046.112236 sec): 3 clusters Score: Raw -2156847.555625 + Penalty 1907.853578 = -2154939.702047 nChanged 12 SP:Iteration 43Q (7046.173580 sec): 3 clusters Score: Raw -2156850.708327 + Penalty 1907.853578 = -2154942.854749 nChanged 6 SP:Iteration 44Q (7046.239026 sec): 3 clusters Score: Raw -2156852.161259 + Penalty 1907.853578 = -2154944.307681 nChanged 7 SP:Iteration 45Q (7046.303006 sec): 3 clusters Score: Raw -2156853.742040 + Penalty 1907.853578 = -2154945.888463 nChanged 8 SP:Iteration 46Q (7046.371486 sec): 3 clusters Score: Raw -2156855.771331 + Penalty 1907.853578 = -2154947.917753 nChanged 2 SP:Iteration 47Q (7046.441012 sec): 3 clusters Score: Raw -2156856.281421 + Penalty 1907.853578 = -2154948.427844 nChanged 3 SP:Iteration 48Q (7046.504385 sec): 3 clusters Score: Raw -2156857.115422 + Penalty 1907.853578 = -2154949.261844 nChanged 3 SP:Iteration 49Q (7046.573906 sec): 3 clusters Score: Raw -2156857.913211 + Penalty 1907.853578 = -2154950.059634 nChanged 5 SP:Iteration 50Q (7046.635154 sec): 3 clusters Score: Raw -2156859.945441 + Penalty 1907.853578 = -2154952.091863 nChanged 5 SP:Iteration 51Q (7046.708777 sec): 3 clusters Score: Raw -2156861.322211 + Penalty 1907.853578 = -2154953.468633 nChanged 5 SP:Iteration 52Q (7046.781499 sec): 3 clusters Score: Raw -2156863.535746 + Penalty 1907.853578 = -2154955.682168 nChanged 6 SP:Iteration 53Q (7046.841093 sec): 3 clusters Score: Raw -2156865.873142 + Penalty 1907.853578 = -2154958.019564 nChanged 7 SP:Iteration 54Q (7046.905671 sec): 3 clusters Score: Raw -2156869.797835 + Penalty 1907.853578 = -2154961.944257 nChanged 11 SP:Iteration 55Q (7046.970838 sec): 3 clusters Score: Raw -2156874.600101 + Penalty 1907.853578 = -2154966.746523 nChanged 6 SP:Iteration 56Q (7047.040373 sec): 3 clusters Score: Raw -2156876.606241 + Penalty 1907.853578 = -2154968.752663 nChanged 4 SP:Iteration 57Q (7047.107488 sec): 3 clusters Score: Raw -2156878.656369 + Penalty 1907.853578 = -2154970.802792 nChanged 6 SP:Iteration 58Q (7047.165830 sec): 3 clusters Score: Raw -2156880.919080 + Penalty 1907.853578 = -2154973.065503 nChanged 5 SP:Iteration 59Q (7047.237098 sec): 3 clusters Score: Raw -2156883.475517 + Penalty 1907.853578 = -2154975.621939 nChanged 7 SP:Iteration 60F (7047.299073 sec): 3 clusters Score: Raw -2156886.142763 + Penalty 1907.853578 = -2154978.289185 nChanged 7 SP:Iteration 61Q (7047.363673 sec): 3 clusters Score: Raw -2156888.611540 + Penalty 1907.853578 = -2154980.757962 nChanged 7 SP:Iteration 62Q (7047.433672 sec): 3 clusters Score: Raw -2156891.870490 + Penalty 1907.853578 = -2154984.016913 nChanged 4 SP:Iteration 63Q (7047.493911 sec): 3 clusters Score: Raw -2156893.466651 + Penalty 1907.853578 = -2154985.613074 nChanged 5 SP:Iteration 64Q (7047.544560 sec): 3 clusters Score: Raw -2156895.927360 + Penalty 1907.853578 = -2154988.073783 nChanged 6 SP:Iteration 65Q (7047.605407 sec): 3 clusters Score: Raw -2156897.742086 + Penalty 1907.853578 = -2154989.888508 nChanged 3 SP:Iteration 66Q (7047.671398 sec): 3 clusters Score: Raw -2156899.022005 + Penalty 1907.853578 = -2154991.168427 nChanged 2 SP:Iteration 67Q (7047.738333 sec): 3 clusters Score: Raw -2156900.002975 + Penalty 1907.853578 = -2154992.149398 nChanged 2 SP:Iteration 68Q (7047.797425 sec): 3 clusters Score: Raw -2156900.466426 + Penalty 1907.853578 = -2154992.612848 nChanged 1 SP:Iteration 69Q (7047.869188 sec): 3 clusters Score: Raw -2156900.642963 + Penalty 1907.853578 = -2154992.789385 nChanged 0 SP:Iteration 70F (7047.946120 sec): 3 clusters Score: Raw -2156900.642963 + Penalty 1907.853578 = -2154992.789385 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7047.966052 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7048.018988 sec): 3 clusters Score: Raw -17021.836476 + Penalty 1005.727917 = -16016.108560 nChanged 41 SP:Iteration 1F (7048.056465 sec): 3 clusters Score: Raw -17086.922223 + Penalty 1005.727917 = -16081.194307 nChanged 8 SP:Iteration 2Q (7048.105146 sec): 3 clusters Score: Raw -17096.507032 + Penalty 1005.727917 = -16090.779115 nChanged 1 SP:Iteration 3Q (7048.148400 sec): 3 clusters Score: Raw -17096.810687 + Penalty 1005.727917 = -16091.082771 nChanged 1 SP:Iteration 4Q (7048.184527 sec): 3 clusters Score: Raw -17096.973071 + Penalty 1005.727917 = -16091.245154 nChanged 0 SP:Iteration 5F (7048.234870 sec): 3 clusters Score: Raw -17096.973071 + Penalty 1005.727917 = -16091.245154 nChanged 0 Trying to split cluster 18 (128795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7048.400054 sec): 2 clusters Score: Raw -12815173.937453 + Penalty 1117.767841 = -12814056.169612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7048.610986 sec): 3 clusters Score: Raw -12729975.584552 + Penalty 2235.535682 = -12727740.048870 nChanged 62422 SP:Iteration 1F (7048.817891 sec): 3 clusters Score: Raw -12767321.872893 + Penalty 2235.535682 = -12765086.337212 nChanged 4742 SP:Iteration 2Q (7049.041303 sec): 3 clusters Score: Raw -12768731.869429 + Penalty 2235.535682 = -12766496.333748 nChanged 5146 SP:Iteration 3Q (7049.261187 sec): 3 clusters Score: Raw -12770573.877053 + Penalty 2235.535682 = -12768338.341372 nChanged 5638 SP:Iteration 4Q (7049.486416 sec): 3 clusters Score: Raw -12773139.296399 + Penalty 2235.535682 = -12770903.760717 nChanged 6543 SP:Iteration 5F (7049.694802 sec): 3 clusters Score: Raw -12776719.382827 + Penalty 2235.535682 = -12774483.847145 nChanged 7155 SP:Iteration 6F (7049.885831 sec): 3 clusters Score: Raw -12781166.201310 + Penalty 2235.535682 = -12778930.665629 nChanged 7519 SP:Iteration 7F (7050.070551 sec): 3 clusters Score: Raw -12786075.081356 + Penalty 2235.535682 = -12783839.545675 nChanged 7201 SP:Iteration 8F (7050.259732 sec): 3 clusters Score: Raw -12790578.519888 + Penalty 2235.535682 = -12788342.984207 nChanged 6310 SP:Iteration 9Q (7050.454933 sec): 3 clusters Score: Raw -12794168.920876 + Penalty 2235.535682 = -12791933.385194 nChanged 5284 SP:Iteration 10Q (7050.648554 sec): 3 clusters Score: Raw -12796967.156937 + Penalty 2235.535682 = -12794731.621256 nChanged 4451 SP:Iteration 11Q (7050.842640 sec): 3 clusters Score: Raw -12799241.891046 + Penalty 2235.535682 = -12797006.355365 nChanged 3898 SP:Iteration 12Q (7051.028067 sec): 3 clusters Score: Raw -12801292.524888 + Penalty 2235.535682 = -12799056.989206 nChanged 3518 SP:Iteration 13Q (7051.215938 sec): 3 clusters Score: Raw -12803206.603012 + Penalty 2235.535682 = -12800971.067331 nChanged 3257 SP:Iteration 14Q (7051.416609 sec): 3 clusters Score: Raw -12805056.404313 + Penalty 2235.535682 = -12802820.868632 nChanged 3054 SP:Iteration 15Q (7051.607851 sec): 3 clusters Score: Raw -12806897.105009 + Penalty 2235.535682 = -12804661.569327 nChanged 2902 SP:Iteration 16Q (7051.811184 sec): 3 clusters Score: Raw -12808797.376406 + Penalty 2235.535682 = -12806561.840725 nChanged 2601 SP:Iteration 17Q (7052.004965 sec): 3 clusters Score: Raw -12810525.839969 + Penalty 2235.535682 = -12808290.304288 nChanged 2160 SP:Iteration 18Q (7052.200829 sec): 3 clusters Score: Raw -12811940.443340 + Penalty 2235.535682 = -12809704.907658 nChanged 1733 SP:Iteration 19Q (7052.389134 sec): 3 clusters Score: Raw -12813056.401659 + Penalty 2235.535682 = -12810820.865977 nChanged 1280 SP:Iteration 20F (7052.593896 sec): 3 clusters Score: Raw -12813831.014013 + Penalty 2235.535682 = -12811595.478331 nChanged 952 SP:Iteration 21Q (7052.768634 sec): 3 clusters Score: Raw -12814378.659809 + Penalty 2235.535682 = -12812143.124128 nChanged 625 SP:Iteration 22Q (7052.939033 sec): 3 clusters Score: Raw -12814724.673276 + Penalty 2235.535682 = -12812489.137594 nChanged 432 SP:Iteration 23Q (7053.117252 sec): 3 clusters Score: Raw -12814960.541912 + Penalty 2235.535682 = -12812725.006230 nChanged 291 SP:Iteration 24Q (7053.279718 sec): 3 clusters Score: Raw -12815109.020321 + Penalty 2235.535682 = -12812873.484639 nChanged 204 SP:Iteration 25Q (7053.438404 sec): 3 clusters Score: Raw -12815202.508672 + Penalty 2235.535682 = -12812966.972990 nChanged 140 SP:Iteration 26Q (7053.600102 sec): 3 clusters Score: Raw -12815261.544358 + Penalty 2235.535682 = -12813026.008677 nChanged 97 SP:Iteration 27Q (7053.748255 sec): 3 clusters Score: Raw -12815298.669367 + Penalty 2235.535682 = -12813063.133686 nChanged 75 SP:Iteration 28Q (7053.908508 sec): 3 clusters Score: Raw -12815326.601551 + Penalty 2235.535682 = -12813091.065869 nChanged 56 SP:Iteration 29Q (7054.069369 sec): 3 clusters Score: Raw -12815344.527873 + Penalty 2235.535682 = -12813108.992191 nChanged 45 SP:Iteration 30Q (7054.241934 sec): 3 clusters Score: Raw -12815360.135061 + Penalty 2235.535682 = -12813124.599379 nChanged 42 SP:Iteration 31Q (7054.414375 sec): 3 clusters Score: Raw -12815372.018512 + Penalty 2235.535682 = -12813136.482831 nChanged 25 SP:Iteration 32Q (7054.591751 sec): 3 clusters Score: Raw -12815382.471568 + Penalty 2235.535682 = -12813146.935887 nChanged 25 SP:Iteration 33Q (7054.754626 sec): 3 clusters Score: Raw -12815390.939536 + Penalty 2235.535682 = -12813155.403854 nChanged 23 SP:Iteration 34Q (7054.935045 sec): 3 clusters Score: Raw -12815398.315638 + Penalty 2235.535682 = -12813162.779957 nChanged 23 SP:Iteration 35Q (7055.107633 sec): 3 clusters Score: Raw -12815404.911005 + Penalty 2235.535682 = -12813169.375324 nChanged 23 SP:Iteration 36Q (7055.291801 sec): 3 clusters Score: Raw -12815411.699500 + Penalty 2235.535682 = -12813176.163818 nChanged 22 SP:Iteration 37Q (7055.466797 sec): 3 clusters Score: Raw -12815417.609841 + Penalty 2235.535682 = -12813182.074159 nChanged 11 SP:Iteration 38Q (7055.648870 sec): 3 clusters Score: Raw -12815420.805106 + Penalty 2235.535682 = -12813185.269424 nChanged 9 SP:Iteration 39Q (7055.825175 sec): 3 clusters Score: Raw -12815422.623873 + Penalty 2235.535682 = -12813187.088191 nChanged 6 SP:Iteration 40F (7056.037236 sec): 3 clusters Score: Raw -12815423.810123 + Penalty 2235.535682 = -12813188.274441 nChanged 4 SP:Iteration 41Q (7056.195720 sec): 3 clusters Score: Raw -12815425.164783 + Penalty 2235.535682 = -12813189.629101 nChanged 5 SP:Iteration 42Q (7056.359653 sec): 3 clusters Score: Raw -12815427.061315 + Penalty 2235.535682 = -12813191.525633 nChanged 3 SP:Iteration 43Q (7056.537451 sec): 3 clusters Score: Raw -12815427.780074 + Penalty 2235.535682 = -12813192.244392 nChanged 2 SP:Iteration 44Q (7056.715883 sec): 3 clusters Score: Raw -12815428.159201 + Penalty 2235.535682 = -12813192.623519 nChanged 1 SP:Iteration 45Q (7056.889709 sec): 3 clusters Score: Raw -12815428.419613 + Penalty 2235.535682 = -12813192.883931 nChanged 0 SP:Iteration 46F (7057.096169 sec): 3 clusters Score: Raw -12815428.419613 + Penalty 2235.535682 = -12813192.883931 nChanged 0 Trying to split cluster 19 (3275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7057.134224 sec): 2 clusters Score: Raw -283306.202118 + Penalty 768.936949 = -282537.265169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7057.178615 sec): 3 clusters Score: Raw -281589.791482 + Penalty 1537.873898 = -280051.917584 nChanged 1339 SP:Iteration 1F (7057.219992 sec): 3 clusters Score: Raw -282349.340841 + Penalty 1537.873898 = -280811.466943 nChanged 228 SP:Iteration 2F (7057.266155 sec): 3 clusters Score: Raw -282502.354501 + Penalty 1537.873898 = -280964.480603 nChanged 197 SP:Iteration 3F (7057.321649 sec): 3 clusters Score: Raw -282639.406398 + Penalty 1537.873898 = -281101.532500 nChanged 204 SP:Iteration 4F (7057.371758 sec): 3 clusters Score: Raw -282780.390453 + Penalty 1537.873898 = -281242.516554 nChanged 185 SP:Iteration 5F (7057.424738 sec): 3 clusters Score: Raw -282912.940693 + Penalty 1537.873898 = -281375.066795 nChanged 147 SP:Iteration 6Q (7057.465625 sec): 3 clusters Score: Raw -283016.881956 + Penalty 1537.873898 = -281479.008058 nChanged 136 SP:Iteration 7Q (7057.524350 sec): 3 clusters Score: Raw -283117.747894 + Penalty 1537.873898 = -281579.873996 nChanged 116 SP:Iteration 8Q (7057.564630 sec): 3 clusters Score: Raw -283193.597409 + Penalty 1537.873898 = -281655.723511 nChanged 83 SP:Iteration 9Q (7057.610487 sec): 3 clusters Score: Raw -283252.624967 + Penalty 1537.873898 = -281714.751069 nChanged 81 SP:Iteration 10Q (7057.659126 sec): 3 clusters Score: Raw -283309.426251 + Penalty 1537.873898 = -281771.552353 nChanged 61 SP:Iteration 11Q (7057.710135 sec): 3 clusters Score: Raw -283352.084187 + Penalty 1537.873898 = -281814.210289 nChanged 51 SP:Iteration 12Q (7057.756779 sec): 3 clusters Score: Raw -283386.736411 + Penalty 1537.873898 = -281848.862513 nChanged 41 SP:Iteration 13Q (7057.811894 sec): 3 clusters Score: Raw -283414.143738 + Penalty 1537.873898 = -281876.269840 nChanged 32 SP:Iteration 14Q (7057.863817 sec): 3 clusters Score: Raw -283436.669011 + Penalty 1537.873898 = -281898.795113 nChanged 25 SP:Iteration 15Q (7057.909925 sec): 3 clusters Score: Raw -283455.193943 + Penalty 1537.873898 = -281917.320045 nChanged 23 SP:Iteration 16Q (7057.949886 sec): 3 clusters Score: Raw -283466.693304 + Penalty 1537.873898 = -281928.819406 nChanged 13 SP:Iteration 17Q (7058.008119 sec): 3 clusters Score: Raw -283472.534844 + Penalty 1537.873898 = -281934.660946 nChanged 13 SP:Iteration 18Q (7058.043975 sec): 3 clusters Score: Raw -283479.364532 + Penalty 1537.873898 = -281941.490634 nChanged 11 SP:Iteration 19Q (7058.100009 sec): 3 clusters Score: Raw -283486.541997 + Penalty 1537.873898 = -281948.668098 nChanged 13 SP:Iteration 20F (7058.150891 sec): 3 clusters Score: Raw -283496.872678 + Penalty 1537.873898 = -281958.998780 nChanged 14 SP:Iteration 21Q (7058.199650 sec): 3 clusters Score: Raw -283506.621861 + Penalty 1537.873898 = -281968.747963 nChanged 15 SP:Iteration 22Q (7058.250795 sec): 3 clusters Score: Raw -283513.975188 + Penalty 1537.873898 = -281976.101290 nChanged 10 SP:Iteration 23Q (7058.299069 sec): 3 clusters Score: Raw -283519.397273 + Penalty 1537.873898 = -281981.523375 nChanged 5 SP:Iteration 24Q (7058.343693 sec): 3 clusters Score: Raw -283521.925616 + Penalty 1537.873898 = -281984.051718 nChanged 7 SP:Iteration 25Q (7058.393935 sec): 3 clusters Score: Raw -283525.923936 + Penalty 1537.873898 = -281988.050038 nChanged 6 SP:Iteration 26Q (7058.447280 sec): 3 clusters Score: Raw -283530.961529 + Penalty 1537.873898 = -281993.087631 nChanged 3 SP:Iteration 27Q (7058.493783 sec): 3 clusters Score: Raw -283533.825525 + Penalty 1537.873898 = -281995.951627 nChanged 5 SP:Iteration 28Q (7058.549386 sec): 3 clusters Score: Raw -283537.002777 + Penalty 1537.873898 = -281999.128879 nChanged 3 SP:Iteration 29Q (7058.599181 sec): 3 clusters Score: Raw -283538.140462 + Penalty 1537.873898 = -282000.266563 nChanged 1 SP:Iteration 30Q (7058.635705 sec): 3 clusters Score: Raw -283538.680622 + Penalty 1537.873898 = -282000.806724 nChanged 1 SP:Iteration 31Q (7058.676332 sec): 3 clusters Score: Raw -283538.882002 + Penalty 1537.873898 = -282001.008104 nChanged 0 SP:Iteration 32F (7058.713455 sec): 3 clusters Score: Raw -283538.882002 + Penalty 1537.873898 = -282001.008104 nChanged 0 Trying to split cluster 20 (29462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7058.774220 sec): 2 clusters Score: Raw -2579054.752880 + Penalty 977.631375 = -2578077.121505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7058.863698 sec): 3 clusters Score: Raw -2560389.841963 + Penalty 1955.262750 = -2558434.579214 nChanged 13955 SP:Iteration 1F (7058.946304 sec): 3 clusters Score: Raw -2568723.859041 + Penalty 1955.262750 = -2566768.596291 nChanged 1688 SP:Iteration 2F (7059.026681 sec): 3 clusters Score: Raw -2569534.676169 + Penalty 1955.262750 = -2567579.413420 nChanged 1732 SP:Iteration 3F (7059.111453 sec): 3 clusters Score: Raw -2570451.910191 + Penalty 1955.262750 = -2568496.647442 nChanged 1768 SP:Iteration 4F (7059.185828 sec): 3 clusters Score: Raw -2571519.646208 + Penalty 1955.262750 = -2569564.383458 nChanged 1812 SP:Iteration 5F (7059.266611 sec): 3 clusters Score: Raw -2572722.530858 + Penalty 1955.262750 = -2570767.268109 nChanged 1743 SP:Iteration 6F (7059.346067 sec): 3 clusters Score: Raw -2574000.521587 + Penalty 1955.262750 = -2572045.258837 nChanged 1567 SP:Iteration 7F (7059.428338 sec): 3 clusters Score: Raw -2575051.495475 + Penalty 1955.262750 = -2573096.232725 nChanged 1192 SP:Iteration 8Q (7059.504041 sec): 3 clusters Score: Raw -2575751.065244 + Penalty 1955.262750 = -2573795.802495 nChanged 955 SP:Iteration 9Q (7059.586970 sec): 3 clusters Score: Raw -2576183.022399 + Penalty 1955.262750 = -2574227.759650 nChanged 709 SP:Iteration 10Q (7059.660992 sec): 3 clusters Score: Raw -2576471.396587 + Penalty 1955.262750 = -2574516.133837 nChanged 561 SP:Iteration 11Q (7059.741828 sec): 3 clusters Score: Raw -2576680.109623 + Penalty 1955.262750 = -2574724.846874 nChanged 502 SP:Iteration 12Q (7059.822694 sec): 3 clusters Score: Raw -2576871.336178 + Penalty 1955.262750 = -2574916.073429 nChanged 478 SP:Iteration 13Q (7059.902653 sec): 3 clusters Score: Raw -2577057.416155 + Penalty 1955.262750 = -2575102.153405 nChanged 420 SP:Iteration 14Q (7059.985161 sec): 3 clusters Score: Raw -2577218.069308 + Penalty 1955.262750 = -2575262.806559 nChanged 390 SP:Iteration 15Q (7060.058527 sec): 3 clusters Score: Raw -2577369.066593 + Penalty 1955.262750 = -2575413.803844 nChanged 408 SP:Iteration 16Q (7060.140212 sec): 3 clusters Score: Raw -2577521.912149 + Penalty 1955.262750 = -2575566.649399 nChanged 382 SP:Iteration 17Q (7060.218239 sec): 3 clusters Score: Raw -2577650.643453 + Penalty 1955.262750 = -2575695.380704 nChanged 361 SP:Iteration 18Q (7060.287385 sec): 3 clusters Score: Raw -2577775.963782 + Penalty 1955.262750 = -2575820.701032 nChanged 365 SP:Iteration 19Q (7060.371861 sec): 3 clusters Score: Raw -2577909.654493 + Penalty 1955.262750 = -2575954.391744 nChanged 326 SP:Iteration 20F (7060.446978 sec): 3 clusters Score: Raw -2578024.081808 + Penalty 1955.262750 = -2576068.819059 nChanged 308 SP:Iteration 21Q (7060.516410 sec): 3 clusters Score: Raw -2578124.579986 + Penalty 1955.262750 = -2576169.317237 nChanged 284 SP:Iteration 22Q (7060.607735 sec): 3 clusters Score: Raw -2578214.159094 + Penalty 1955.262750 = -2576258.896345 nChanged 248 SP:Iteration 23Q (7060.690335 sec): 3 clusters Score: Raw -2578291.995827 + Penalty 1955.262750 = -2576336.733078 nChanged 241 SP:Iteration 24Q (7060.772490 sec): 3 clusters Score: Raw -2578366.470874 + Penalty 1955.262750 = -2576411.208124 nChanged 241 SP:Iteration 25Q (7060.850851 sec): 3 clusters Score: Raw -2578444.636940 + Penalty 1955.262750 = -2576489.374190 nChanged 222 SP:Iteration 26Q (7060.932963 sec): 3 clusters Score: Raw -2578520.926440 + Penalty 1955.262750 = -2576565.663691 nChanged 206 SP:Iteration 27Q (7061.015073 sec): 3 clusters Score: Raw -2578590.849013 + Penalty 1955.262750 = -2576635.586264 nChanged 192 SP:Iteration 28Q (7061.093505 sec): 3 clusters Score: Raw -2578657.326838 + Penalty 1955.262750 = -2576702.064088 nChanged 171 SP:Iteration 29Q (7061.172844 sec): 3 clusters Score: Raw -2578710.378769 + Penalty 1955.262750 = -2576755.116019 nChanged 183 SP:Iteration 30Q (7061.254881 sec): 3 clusters Score: Raw -2578767.750807 + Penalty 1955.262750 = -2576812.488058 nChanged 163 SP:Iteration 31Q (7061.332856 sec): 3 clusters Score: Raw -2578821.843186 + Penalty 1955.262750 = -2576866.580437 nChanged 148 SP:Iteration 32Q (7061.400900 sec): 3 clusters Score: Raw -2578874.086135 + Penalty 1955.262750 = -2576918.823385 nChanged 128 SP:Iteration 33Q (7061.475742 sec): 3 clusters Score: Raw -2578913.288580 + Penalty 1955.262750 = -2576958.025831 nChanged 106 SP:Iteration 34Q (7061.556957 sec): 3 clusters Score: Raw -2578944.332807 + Penalty 1955.262750 = -2576989.070058 nChanged 102 SP:Iteration 35Q (7061.637207 sec): 3 clusters Score: Raw -2578977.285085 + Penalty 1955.262750 = -2577022.022336 nChanged 95 SP:Iteration 36Q (7061.708398 sec): 3 clusters Score: Raw -2579010.178332 + Penalty 1955.262750 = -2577054.915583 nChanged 91 SP:Iteration 37Q (7061.781504 sec): 3 clusters Score: Raw -2579038.394650 + Penalty 1955.262750 = -2577083.131900 nChanged 81 SP:Iteration 38Q (7061.860298 sec): 3 clusters Score: Raw -2579062.906585 + Penalty 1955.262750 = -2577107.643835 nChanged 63 SP:Iteration 39Q (7061.943260 sec): 3 clusters Score: Raw -2579085.883688 + Penalty 1955.262750 = -2577130.620938 nChanged 62 SP:Iteration 40F (7062.029280 sec): 3 clusters Score: Raw -2579111.264980 + Penalty 1955.262750 = -2577156.002230 nChanged 67 SP:Iteration 41Q (7062.110817 sec): 3 clusters Score: Raw -2579137.500990 + Penalty 1955.262750 = -2577182.238240 nChanged 48 SP:Iteration 42Q (7062.190311 sec): 3 clusters Score: Raw -2579158.630670 + Penalty 1955.262750 = -2577203.367921 nChanged 50 SP:Iteration 43Q (7062.262144 sec): 3 clusters Score: Raw -2579175.771408 + Penalty 1955.262750 = -2577220.508659 nChanged 41 SP:Iteration 44Q (7062.336851 sec): 3 clusters Score: Raw -2579188.928314 + Penalty 1955.262750 = -2577233.665564 nChanged 34 SP:Iteration 45Q (7062.405560 sec): 3 clusters Score: Raw -2579201.538833 + Penalty 1955.262750 = -2577246.276084 nChanged 34 SP:Iteration 46Q (7062.484506 sec): 3 clusters Score: Raw -2579213.678589 + Penalty 1955.262750 = -2577258.415839 nChanged 35 SP:Iteration 47Q (7062.558357 sec): 3 clusters Score: Raw -2579229.597798 + Penalty 1955.262750 = -2577274.335049 nChanged 29 SP:Iteration 48Q (7062.628817 sec): 3 clusters Score: Raw -2579238.497842 + Penalty 1955.262750 = -2577283.235093 nChanged 24 SP:Iteration 49Q (7062.713450 sec): 3 clusters Score: Raw -2579247.803550 + Penalty 1955.262750 = -2577292.540800 nChanged 26 SP:Iteration 50Q (7062.789166 sec): 3 clusters Score: Raw -2579260.313662 + Penalty 1955.262750 = -2577305.050913 nChanged 23 SP:Iteration 51Q (7062.864859 sec): 3 clusters Score: Raw -2579271.589189 + Penalty 1955.262750 = -2577316.326439 nChanged 25 SP:Iteration 52Q (7062.938121 sec): 3 clusters Score: Raw -2579283.180814 + Penalty 1955.262750 = -2577327.918065 nChanged 16 SP:Iteration 53Q (7063.004917 sec): 3 clusters Score: Raw -2579288.457549 + Penalty 1955.262750 = -2577333.194800 nChanged 10 SP:Iteration 54Q (7063.077010 sec): 3 clusters Score: Raw -2579291.730210 + Penalty 1955.262750 = -2577336.467461 nChanged 14 SP:Iteration 55Q (7063.143738 sec): 3 clusters Score: Raw -2579295.937773 + Penalty 1955.262750 = -2577340.675024 nChanged 13 SP:Iteration 56Q (7063.206795 sec): 3 clusters Score: Raw -2579300.700250 + Penalty 1955.262750 = -2577345.437501 nChanged 9 SP:Iteration 57Q (7063.270885 sec): 3 clusters Score: Raw -2579304.125361 + Penalty 1955.262750 = -2577348.862612 nChanged 8 SP:Iteration 58Q (7063.343579 sec): 3 clusters Score: Raw -2579306.670962 + Penalty 1955.262750 = -2577351.408212 nChanged 5 SP:Iteration 59Q (7063.414807 sec): 3 clusters Score: Raw -2579309.085758 + Penalty 1955.262750 = -2577353.823008 nChanged 5 SP:Iteration 60F (7063.492341 sec): 3 clusters Score: Raw -2579311.388507 + Penalty 1955.262750 = -2577356.125758 nChanged 4 SP:Iteration 61Q (7063.564559 sec): 3 clusters Score: Raw -2579313.626131 + Penalty 1955.262750 = -2577358.363382 nChanged 6 SP:Iteration 62Q (7063.638095 sec): 3 clusters Score: Raw -2579316.972556 + Penalty 1955.262750 = -2577361.709807 nChanged 6 SP:Iteration 63Q (7063.710022 sec): 3 clusters Score: Raw -2579320.147631 + Penalty 1955.262750 = -2577364.884882 nChanged 4 SP:Iteration 64Q (7063.780759 sec): 3 clusters Score: Raw -2579322.708437 + Penalty 1955.262750 = -2577367.445688 nChanged 6 SP:Iteration 65Q (7063.858621 sec): 3 clusters Score: Raw -2579325.267542 + Penalty 1955.262750 = -2577370.004792 nChanged 3 SP:Iteration 66Q (7063.929716 sec): 3 clusters Score: Raw -2579326.609551 + Penalty 1955.262750 = -2577371.346802 nChanged 3 SP:Iteration 67Q (7064.002870 sec): 3 clusters Score: Raw -2579327.726779 + Penalty 1955.262750 = -2577372.464030 nChanged 4 SP:Iteration 68Q (7064.074913 sec): 3 clusters Score: Raw -2579329.006372 + Penalty 1955.262750 = -2577373.743622 nChanged 2 SP:Iteration 69Q (7064.156695 sec): 3 clusters Score: Raw -2579330.201559 + Penalty 1955.262750 = -2577374.938809 nChanged 1 SP:Iteration 70Q (7064.236214 sec): 3 clusters Score: Raw -2579330.716901 + Penalty 1955.262750 = -2577375.454151 nChanged 2 SP:Iteration 71Q (7064.315883 sec): 3 clusters Score: Raw -2579331.709690 + Penalty 1955.262750 = -2577376.446940 nChanged 1 SP:Iteration 72Q (7064.395449 sec): 3 clusters Score: Raw -2579332.046696 + Penalty 1955.262750 = -2577376.783947 nChanged 0 SP:Iteration 73F (7064.480623 sec): 3 clusters Score: Raw -2579332.046696 + Penalty 1955.262750 = -2577376.783947 nChanged 0 Trying to split cluster 21 (2779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7064.510300 sec): 2 clusters Score: Raw -266086.453477 + Penalty 753.335411 = -265333.118066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7064.549709 sec): 3 clusters Score: Raw -264677.572211 + Penalty 1506.670822 = -263170.901389 nChanged 1129 SP:Iteration 1F (7064.582961 sec): 3 clusters Score: Raw -265541.187375 + Penalty 1506.670822 = -264034.516553 nChanged 291 SP:Iteration 2F (7064.631520 sec): 3 clusters Score: Raw -265861.558818 + Penalty 1506.670822 = -264354.887996 nChanged 234 SP:Iteration 3F (7064.683465 sec): 3 clusters Score: Raw -266099.899214 + Penalty 1506.670822 = -264593.228393 nChanged 167 SP:Iteration 4F (7064.736153 sec): 3 clusters Score: Raw -266274.415277 + Penalty 1506.670822 = -264767.744455 nChanged 116 SP:Iteration 5Q (7064.787073 sec): 3 clusters Score: Raw -266385.374257 + Penalty 1506.670822 = -264878.703435 nChanged 79 SP:Iteration 6Q (7064.836665 sec): 3 clusters Score: Raw -266447.440351 + Penalty 1506.670822 = -264940.769529 nChanged 43 SP:Iteration 7Q (7064.896448 sec): 3 clusters Score: Raw -266485.385248 + Penalty 1506.670822 = -264978.714427 nChanged 40 SP:Iteration 8Q (7064.939131 sec): 3 clusters Score: Raw -266514.156786 + Penalty 1506.670822 = -265007.485965 nChanged 22 SP:Iteration 9Q (7064.980920 sec): 3 clusters Score: Raw -266528.981419 + Penalty 1506.670822 = -265022.310598 nChanged 13 SP:Iteration 10Q (7065.030153 sec): 3 clusters Score: Raw -266535.615201 + Penalty 1506.670822 = -265028.944379 nChanged 10 SP:Iteration 11Q (7065.081547 sec): 3 clusters Score: Raw -266539.031032 + Penalty 1506.670822 = -265032.360210 nChanged 6 SP:Iteration 12Q (7065.126136 sec): 3 clusters Score: Raw -266541.370923 + Penalty 1506.670822 = -265034.700101 nChanged 4 SP:Iteration 13Q (7065.172207 sec): 3 clusters Score: Raw -266543.218833 + Penalty 1506.670822 = -265036.548011 nChanged 3 SP:Iteration 14Q (7065.215930 sec): 3 clusters Score: Raw -266544.575284 + Penalty 1506.670822 = -265037.904463 nChanged 1 SP:Iteration 15Q (7065.262365 sec): 3 clusters Score: Raw -266544.784289 + Penalty 1506.670822 = -265038.113467 nChanged 0 SP:Iteration 16F (7065.307909 sec): 3 clusters Score: Raw -266544.784289 + Penalty 1506.670822 = -265038.113467 nChanged 0 Trying to split cluster 22 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7065.333724 sec): 2 clusters Score: Raw -95234.297610 + Penalty 649.342536 = -94584.955075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7065.368624 sec): 3 clusters Score: Raw -94879.575691 + Penalty 1298.685071 = -93580.890620 nChanged 317 SP:Iteration 1F (7065.424664 sec): 3 clusters Score: Raw -95119.296940 + Penalty 1298.685071 = -93820.611869 nChanged 63 SP:Iteration 2F (7065.468174 sec): 3 clusters Score: Raw -95166.864345 + Penalty 1298.685071 = -93868.179274 nChanged 38 SP:Iteration 3Q (7065.506233 sec): 3 clusters Score: Raw -95198.867794 + Penalty 1298.685071 = -93900.182723 nChanged 29 SP:Iteration 4Q (7065.552533 sec): 3 clusters Score: Raw -95222.389802 + Penalty 1298.685071 = -93923.704731 nChanged 18 SP:Iteration 5Q (7065.602961 sec): 3 clusters Score: Raw -95238.361024 + Penalty 1298.685071 = -93939.675953 nChanged 16 SP:Iteration 6Q (7065.652460 sec): 3 clusters Score: Raw -95248.958578 + Penalty 1298.685071 = -93950.273506 nChanged 12 SP:Iteration 7Q (7065.701190 sec): 3 clusters Score: Raw -95258.701684 + Penalty 1298.685071 = -93960.016613 nChanged 15 SP:Iteration 8Q (7065.747024 sec): 3 clusters Score: Raw -95268.486805 + Penalty 1298.685071 = -93969.801734 nChanged 6 SP:Iteration 9Q (7065.788922 sec): 3 clusters Score: Raw -95276.678543 + Penalty 1298.685071 = -93977.993471 nChanged 7 SP:Iteration 10Q (7065.833242 sec): 3 clusters Score: Raw -95282.068825 + Penalty 1298.685071 = -93983.383754 nChanged 9 SP:Iteration 11Q (7065.875261 sec): 3 clusters Score: Raw -95287.546594 + Penalty 1298.685071 = -93988.861522 nChanged 9 SP:Iteration 12Q (7065.917658 sec): 3 clusters Score: Raw -95291.587463 + Penalty 1298.685071 = -93992.902392 nChanged 5 SP:Iteration 13Q (7065.960963 sec): 3 clusters Score: Raw -95293.712735 + Penalty 1298.685071 = -93995.027663 nChanged 4 SP:Iteration 14Q (7066.003969 sec): 3 clusters Score: Raw -95296.349492 + Penalty 1298.685071 = -93997.664420 nChanged 3 SP:Iteration 15Q (7066.047450 sec): 3 clusters Score: Raw -95297.275162 + Penalty 1298.685071 = -93998.590090 nChanged 1 SP:Iteration 16Q (7066.091924 sec): 3 clusters Score: Raw -95297.615977 + Penalty 1298.685071 = -93998.930906 nChanged 1 SP:Iteration 17Q (7066.135639 sec): 3 clusters Score: Raw -95298.134664 + Penalty 1298.685071 = -93999.449592 nChanged 2 SP:Iteration 18Q (7066.190900 sec): 3 clusters Score: Raw -95299.392262 + Penalty 1298.685071 = -94000.707191 nChanged 2 SP:Iteration 19Q (7066.228500 sec): 3 clusters Score: Raw -95300.976024 + Penalty 1298.685071 = -94002.290952 nChanged 0 SP:Iteration 20F (7066.262344 sec): 3 clusters Score: Raw -95300.976024 + Penalty 1298.685071 = -94002.290952 nChanged 0 Trying to split cluster 23 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7066.282223 sec): 2 clusters Score: Raw -44495.693583 + Penalty 591.333051 = -43904.360532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7066.325419 sec): 3 clusters Score: Raw -44387.383075 + Penalty 1182.666102 = -43204.716974 nChanged 155 SP:Iteration 1F (7066.368295 sec): 3 clusters Score: Raw -44599.198782 + Penalty 1182.666102 = -43416.532681 nChanged 47 SP:Iteration 2F (7066.408593 sec): 3 clusters Score: Raw -44661.307006 + Penalty 1182.666102 = -43478.640905 nChanged 22 SP:Iteration 3Q (7066.457981 sec): 3 clusters Score: Raw -44686.562737 + Penalty 1182.666102 = -43503.896636 nChanged 8 SP:Iteration 4Q (7066.501521 sec): 3 clusters Score: Raw -44690.878089 + Penalty 1182.666102 = -43508.211987 nChanged 5 SP:Iteration 5Q (7066.542988 sec): 3 clusters Score: Raw -44697.465781 + Penalty 1182.666102 = -43514.799679 nChanged 8 SP:Iteration 6Q (7066.571571 sec): 3 clusters Score: Raw -44711.791634 + Penalty 1182.666102 = -43529.125533 nChanged 5 SP:Iteration 7Q (7066.612838 sec): 3 clusters Score: Raw -44714.990628 + Penalty 1182.666102 = -43532.324526 nChanged 2 SP:Iteration 8Q (7066.653262 sec): 3 clusters Score: Raw -44715.736577 + Penalty 1182.666102 = -43533.070475 nChanged 3 SP:Iteration 9Q (7066.695707 sec): 3 clusters Score: Raw -44719.758328 + Penalty 1182.666102 = -43537.092227 nChanged 5 SP:Iteration 10Q (7066.736877 sec): 3 clusters Score: Raw -44724.147306 + Penalty 1182.666102 = -43541.481204 nChanged 4 SP:Iteration 11Q (7066.776892 sec): 3 clusters Score: Raw -44728.250598 + Penalty 1182.666102 = -43545.584497 nChanged 3 SP:Iteration 12Q (7066.815863 sec): 3 clusters Score: Raw -44729.896263 + Penalty 1182.666102 = -43547.230162 nChanged 2 SP:Iteration 13Q (7066.857204 sec): 3 clusters Score: Raw -44732.384124 + Penalty 1182.666102 = -43549.718022 nChanged 0 SP:Iteration 14F (7066.900370 sec): 3 clusters Score: Raw -44732.384124 + Penalty 1182.666102 = -43549.718022 nChanged 0 Trying to split cluster 24 (5780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7066.940789 sec): 2 clusters Score: Raw -574891.235923 + Penalty 822.905101 = -574068.330822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7066.990105 sec): 3 clusters Score: Raw -571652.105585 + Penalty 1645.810203 = -570006.295382 nChanged 2481 SP:Iteration 1F (7067.029575 sec): 3 clusters Score: Raw -573043.437931 + Penalty 1645.810203 = -571397.627728 nChanged 387 SP:Iteration 2F (7067.087864 sec): 3 clusters Score: Raw -573250.918988 + Penalty 1645.810203 = -571605.108785 nChanged 325 SP:Iteration 3F (7067.130385 sec): 3 clusters Score: Raw -573433.513067 + Penalty 1645.810203 = -571787.702864 nChanged 283 SP:Iteration 4Q (7067.187699 sec): 3 clusters Score: Raw -573596.952133 + Penalty 1645.810203 = -571951.141930 nChanged 284 SP:Iteration 5Q (7067.227636 sec): 3 clusters Score: Raw -573763.969940 + Penalty 1645.810203 = -572118.159737 nChanged 255 SP:Iteration 6Q (7067.276205 sec): 3 clusters Score: Raw -573938.212213 + Penalty 1645.810203 = -572292.402010 nChanged 267 SP:Iteration 7Q (7067.326992 sec): 3 clusters Score: Raw -574108.057905 + Penalty 1645.810203 = -572462.247703 nChanged 230 SP:Iteration 8Q (7067.375850 sec): 3 clusters Score: Raw -574236.959759 + Penalty 1645.810203 = -572591.149556 nChanged 187 SP:Iteration 9Q (7067.434338 sec): 3 clusters Score: Raw -574340.286488 + Penalty 1645.810203 = -572694.476285 nChanged 158 SP:Iteration 10Q (7067.473203 sec): 3 clusters Score: Raw -574433.793357 + Penalty 1645.810203 = -572787.983154 nChanged 147 SP:Iteration 11Q (7067.524137 sec): 3 clusters Score: Raw -574522.154231 + Penalty 1645.810203 = -572876.344028 nChanged 127 SP:Iteration 12Q (7067.574044 sec): 3 clusters Score: Raw -574591.109164 + Penalty 1645.810203 = -572945.298961 nChanged 112 SP:Iteration 13Q (7067.618216 sec): 3 clusters Score: Raw -574650.974956 + Penalty 1645.810203 = -573005.164753 nChanged 108 SP:Iteration 14Q (7067.664203 sec): 3 clusters Score: Raw -574709.023709 + Penalty 1645.810203 = -573063.213506 nChanged 95 SP:Iteration 15Q (7067.711319 sec): 3 clusters Score: Raw -574763.227004 + Penalty 1645.810203 = -573117.416801 nChanged 97 SP:Iteration 16Q (7067.759791 sec): 3 clusters Score: Raw -574828.153859 + Penalty 1645.810203 = -573182.343657 nChanged 87 SP:Iteration 17Q (7067.805063 sec): 3 clusters Score: Raw -574884.374742 + Penalty 1645.810203 = -573238.564540 nChanged 56 SP:Iteration 18Q (7067.857410 sec): 3 clusters Score: Raw -574918.738815 + Penalty 1645.810203 = -573272.928612 nChanged 43 SP:Iteration 19Q (7067.907004 sec): 3 clusters Score: Raw -574947.552324 + Penalty 1645.810203 = -573301.742121 nChanged 40 SP:Iteration 20F (7067.964761 sec): 3 clusters Score: Raw -574975.294915 + Penalty 1645.810203 = -573329.484713 nChanged 27 SP:Iteration 21Q (7068.005960 sec): 3 clusters Score: Raw -574996.020659 + Penalty 1645.810203 = -573350.210456 nChanged 27 SP:Iteration 22Q (7068.061650 sec): 3 clusters Score: Raw -575019.649327 + Penalty 1645.810203 = -573373.839124 nChanged 19 SP:Iteration 23Q (7068.113362 sec): 3 clusters Score: Raw -575036.625004 + Penalty 1645.810203 = -573390.814801 nChanged 21 SP:Iteration 24Q (7068.153396 sec): 3 clusters Score: Raw -575055.736746 + Penalty 1645.810203 = -573409.926543 nChanged 18 SP:Iteration 25Q (7068.207809 sec): 3 clusters Score: Raw -575069.768147 + Penalty 1645.810203 = -573423.957944 nChanged 11 SP:Iteration 26Q (7068.259415 sec): 3 clusters Score: Raw -575076.289347 + Penalty 1645.810203 = -573430.479145 nChanged 10 SP:Iteration 27Q (7068.309533 sec): 3 clusters Score: Raw -575082.152651 + Penalty 1645.810203 = -573436.342449 nChanged 9 SP:Iteration 28Q (7068.365327 sec): 3 clusters Score: Raw -575087.742792 + Penalty 1645.810203 = -573441.932589 nChanged 6 SP:Iteration 29Q (7068.414158 sec): 3 clusters Score: Raw -575091.762980 + Penalty 1645.810203 = -573445.952777 nChanged 11 SP:Iteration 30Q (7068.456409 sec): 3 clusters Score: Raw -575098.913864 + Penalty 1645.810203 = -573453.103661 nChanged 3 SP:Iteration 31Q (7068.518517 sec): 3 clusters Score: Raw -575100.999873 + Penalty 1645.810203 = -573455.189670 nChanged 4 SP:Iteration 32Q (7068.568725 sec): 3 clusters Score: Raw -575103.446459 + Penalty 1645.810203 = -573457.636257 nChanged 4 SP:Iteration 33Q (7068.623134 sec): 3 clusters Score: Raw -575106.807007 + Penalty 1645.810203 = -573460.996804 nChanged 6 SP:Iteration 34Q (7068.672790 sec): 3 clusters Score: Raw -575110.149875 + Penalty 1645.810203 = -573464.339672 nChanged 2 SP:Iteration 35Q (7068.727217 sec): 3 clusters Score: Raw -575110.961965 + Penalty 1645.810203 = -573465.151762 nChanged 0 SP:Iteration 36F (7068.781143 sec): 3 clusters Score: Raw -575110.961965 + Penalty 1645.810203 = -573465.151762 nChanged 0 Trying to split cluster 25 (14229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7068.824557 sec): 2 clusters Score: Raw -1391995.372388 + Penalty 908.488554 = -1391086.883833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7068.891579 sec): 3 clusters Score: Raw -1383302.887362 + Penalty 1816.977109 = -1381485.910253 nChanged 6541 SP:Iteration 1F (7068.958943 sec): 3 clusters Score: Raw -1387013.293944 + Penalty 1816.977109 = -1385196.316836 nChanged 820 SP:Iteration 2F (7069.015315 sec): 3 clusters Score: Raw -1387391.065859 + Penalty 1816.977109 = -1385574.088750 nChanged 747 SP:Iteration 3F (7069.080269 sec): 3 clusters Score: Raw -1387787.158956 + Penalty 1816.977109 = -1385970.181847 nChanged 830 SP:Iteration 4F (7069.138159 sec): 3 clusters Score: Raw -1388316.920192 + Penalty 1816.977109 = -1386499.943084 nChanged 871 SP:Iteration 5F (7069.209465 sec): 3 clusters Score: Raw -1388917.423977 + Penalty 1816.977109 = -1387100.446869 nChanged 857 SP:Iteration 6F (7069.263987 sec): 3 clusters Score: Raw -1389569.991533 + Penalty 1816.977109 = -1387753.014424 nChanged 839 SP:Iteration 7F (7069.328199 sec): 3 clusters Score: Raw -1390253.335400 + Penalty 1816.977109 = -1388436.358291 nChanged 748 SP:Iteration 8F (7069.395566 sec): 3 clusters Score: Raw -1390873.821960 + Penalty 1816.977109 = -1389056.844852 nChanged 596 SP:Iteration 9Q (7069.464171 sec): 3 clusters Score: Raw -1391358.386324 + Penalty 1816.977109 = -1389541.409215 nChanged 422 SP:Iteration 10Q (7069.518613 sec): 3 clusters Score: Raw -1391711.191427 + Penalty 1816.977109 = -1389894.214318 nChanged 233 SP:Iteration 11Q (7069.585590 sec): 3 clusters Score: Raw -1391887.674032 + Penalty 1816.977109 = -1390070.696924 nChanged 139 SP:Iteration 12Q (7069.650666 sec): 3 clusters Score: Raw -1391979.359079 + Penalty 1816.977109 = -1390162.381970 nChanged 86 SP:Iteration 13Q (7069.714454 sec): 3 clusters Score: Raw -1392038.937548 + Penalty 1816.977109 = -1390221.960439 nChanged 53 SP:Iteration 14Q (7069.774786 sec): 3 clusters Score: Raw -1392072.623352 + Penalty 1816.977109 = -1390255.646244 nChanged 32 SP:Iteration 15Q (7069.836460 sec): 3 clusters Score: Raw -1392090.219204 + Penalty 1816.977109 = -1390273.242095 nChanged 29 SP:Iteration 16Q (7069.890251 sec): 3 clusters Score: Raw -1392108.969803 + Penalty 1816.977109 = -1390291.992694 nChanged 26 SP:Iteration 17Q (7069.958055 sec): 3 clusters Score: Raw -1392129.892575 + Penalty 1816.977109 = -1390312.915466 nChanged 23 SP:Iteration 18Q (7070.019974 sec): 3 clusters Score: Raw -1392147.991603 + Penalty 1816.977109 = -1390331.014495 nChanged 25 SP:Iteration 19Q (7070.080090 sec): 3 clusters Score: Raw -1392175.038717 + Penalty 1816.977109 = -1390358.061609 nChanged 17 SP:Iteration 20F (7070.136185 sec): 3 clusters Score: Raw -1392188.719520 + Penalty 1816.977109 = -1390371.742412 nChanged 6 SP:Iteration 21Q (7070.193491 sec): 3 clusters Score: Raw -1392195.046363 + Penalty 1816.977109 = -1390378.069255 nChanged 7 SP:Iteration 22Q (7070.256185 sec): 3 clusters Score: Raw -1392198.636617 + Penalty 1816.977109 = -1390381.659508 nChanged 3 SP:Iteration 23Q (7070.323431 sec): 3 clusters Score: Raw -1392199.863377 + Penalty 1816.977109 = -1390382.886268 nChanged 2 SP:Iteration 24Q (7070.377085 sec): 3 clusters Score: Raw -1392201.655578 + Penalty 1816.977109 = -1390384.678469 nChanged 3 SP:Iteration 25Q (7070.448662 sec): 3 clusters Score: Raw -1392203.336084 + Penalty 1816.977109 = -1390386.358976 nChanged 1 SP:Iteration 26Q (7070.504372 sec): 3 clusters Score: Raw -1392204.488816 + Penalty 1816.977109 = -1390387.511707 nChanged 4 SP:Iteration 27Q (7070.543584 sec): 3 clusters Score: Raw -1392207.383180 + Penalty 1816.977109 = -1390390.406071 nChanged 1 SP:Iteration 28Q (7070.609611 sec): 3 clusters Score: Raw -1392208.278043 + Penalty 1816.977109 = -1390391.300935 nChanged 1 SP:Iteration 29Q (7070.668687 sec): 3 clusters Score: Raw -1392209.010232 + Penalty 1816.977109 = -1390392.033123 nChanged 3 SP:Iteration 30Q (7070.723239 sec): 3 clusters Score: Raw -1392210.845070 + Penalty 1816.977109 = -1390393.867961 nChanged 2 SP:Iteration 31Q (7070.779845 sec): 3 clusters Score: Raw -1392211.886071 + Penalty 1816.977109 = -1390394.908962 nChanged 2 SP:Iteration 32Q (7070.836325 sec): 3 clusters Score: Raw -1392212.248696 + Penalty 1816.977109 = -1390395.271588 nChanged 0 SP:Iteration 33F (7070.910360 sec): 3 clusters Score: Raw -1392212.248696 + Penalty 1816.977109 = -1390395.271588 nChanged 0 Trying to split cluster 26 (3690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7070.926416 sec): 2 clusters Score: Raw -353371.563538 + Penalty 780.271265 = -352591.292273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7070.971269 sec): 3 clusters Score: Raw -351370.810805 + Penalty 1560.542530 = -349810.268275 nChanged 1559 SP:Iteration 1F (7071.014050 sec): 3 clusters Score: Raw -352206.806637 + Penalty 1560.542530 = -350646.264107 nChanged 253 SP:Iteration 2F (7071.059188 sec): 3 clusters Score: Raw -352324.260223 + Penalty 1560.542530 = -350763.717693 nChanged 187 SP:Iteration 3F (7071.103440 sec): 3 clusters Score: Raw -352399.176932 + Penalty 1560.542530 = -350838.634402 nChanged 134 SP:Iteration 4Q (7071.148800 sec): 3 clusters Score: Raw -352447.723427 + Penalty 1560.542530 = -350887.180897 nChanged 115 SP:Iteration 5Q (7071.197029 sec): 3 clusters Score: Raw -352497.173534 + Penalty 1560.542530 = -350936.631004 nChanged 109 SP:Iteration 6Q (7071.233965 sec): 3 clusters Score: Raw -352551.628000 + Penalty 1560.542530 = -350991.085470 nChanged 108 SP:Iteration 7Q (7071.284747 sec): 3 clusters Score: Raw -352602.433492 + Penalty 1560.542530 = -351041.890962 nChanged 88 SP:Iteration 8Q (7071.325817 sec): 3 clusters Score: Raw -352646.146062 + Penalty 1560.542530 = -351085.603532 nChanged 92 SP:Iteration 9Q (7071.378700 sec): 3 clusters Score: Raw -352698.927482 + Penalty 1560.542530 = -351138.384952 nChanged 94 SP:Iteration 10Q (7071.436872 sec): 3 clusters Score: Raw -352744.661078 + Penalty 1560.542530 = -351184.118548 nChanged 94 SP:Iteration 11Q (7071.473728 sec): 3 clusters Score: Raw -352789.591513 + Penalty 1560.542530 = -351229.048983 nChanged 104 SP:Iteration 12Q (7071.526050 sec): 3 clusters Score: Raw -352847.877170 + Penalty 1560.542530 = -351287.334640 nChanged 97 SP:Iteration 13Q (7071.586724 sec): 3 clusters Score: Raw -352905.468865 + Penalty 1560.542530 = -351344.926335 nChanged 89 SP:Iteration 14Q (7071.628130 sec): 3 clusters Score: Raw -352948.397187 + Penalty 1560.542530 = -351387.854657 nChanged 76 SP:Iteration 15Q (7071.681611 sec): 3 clusters Score: Raw -352981.403273 + Penalty 1560.542530 = -351420.860743 nChanged 63 SP:Iteration 16Q (7071.733403 sec): 3 clusters Score: Raw -353003.945919 + Penalty 1560.542530 = -351443.403389 nChanged 51 SP:Iteration 17Q (7071.779131 sec): 3 clusters Score: Raw -353023.084290 + Penalty 1560.542530 = -351462.541760 nChanged 52 SP:Iteration 18Q (7071.821270 sec): 3 clusters Score: Raw -353044.014874 + Penalty 1560.542530 = -351483.472344 nChanged 55 SP:Iteration 19Q (7071.869308 sec): 3 clusters Score: Raw -353066.193866 + Penalty 1560.542530 = -351505.651336 nChanged 48 SP:Iteration 20F (7071.923920 sec): 3 clusters Score: Raw -353084.194115 + Penalty 1560.542530 = -351523.651585 nChanged 31 SP:Iteration 21Q (7071.973390 sec): 3 clusters Score: Raw -353096.210546 + Penalty 1560.542530 = -351535.668016 nChanged 32 SP:Iteration 22Q (7072.010045 sec): 3 clusters Score: Raw -353109.031201 + Penalty 1560.542530 = -351548.488671 nChanged 36 SP:Iteration 23Q (7072.050956 sec): 3 clusters Score: Raw -353123.309235 + Penalty 1560.542530 = -351562.766705 nChanged 32 SP:Iteration 24Q (7072.096391 sec): 3 clusters Score: Raw -353140.464031 + Penalty 1560.542530 = -351579.921501 nChanged 45 SP:Iteration 25Q (7072.146892 sec): 3 clusters Score: Raw -353166.613019 + Penalty 1560.542530 = -351606.070489 nChanged 41 SP:Iteration 26Q (7072.198990 sec): 3 clusters Score: Raw -353187.216372 + Penalty 1560.542530 = -351626.673842 nChanged 34 SP:Iteration 27Q (7072.251257 sec): 3 clusters Score: Raw -353203.306759 + Penalty 1560.542530 = -351642.764229 nChanged 35 SP:Iteration 28Q (7072.302980 sec): 3 clusters Score: Raw -353219.149376 + Penalty 1560.542530 = -351658.606846 nChanged 29 SP:Iteration 29Q (7072.353087 sec): 3 clusters Score: Raw -353229.205183 + Penalty 1560.542530 = -351668.662653 nChanged 23 SP:Iteration 30Q (7072.413559 sec): 3 clusters Score: Raw -353236.290950 + Penalty 1560.542530 = -351675.748420 nChanged 20 SP:Iteration 31Q (7072.462682 sec): 3 clusters Score: Raw -353242.963347 + Penalty 1560.542530 = -351682.420817 nChanged 21 SP:Iteration 32Q (7072.508675 sec): 3 clusters Score: Raw -353248.104459 + Penalty 1560.542530 = -351687.561929 nChanged 13 SP:Iteration 33Q (7072.533116 sec): 3 clusters Score: Raw -353251.657063 + Penalty 1560.542530 = -351691.114533 nChanged 21 SP:Iteration 34Q (7072.579130 sec): 3 clusters Score: Raw -353258.388724 + Penalty 1560.542530 = -351697.846194 nChanged 24 SP:Iteration 35Q (7072.627316 sec): 3 clusters Score: Raw -353267.865144 + Penalty 1560.542530 = -351707.322614 nChanged 30 SP:Iteration 36Q (7072.677995 sec): 3 clusters Score: Raw -353278.022212 + Penalty 1560.542530 = -351717.479682 nChanged 23 SP:Iteration 37Q (7072.692974 sec): 3 clusters Score: Raw -353285.324132 + Penalty 1560.542530 = -351724.781602 nChanged 20 SP:Iteration 38Q (7072.710558 sec): 3 clusters Score: Raw -353293.457602 + Penalty 1560.542530 = -351732.915072 nChanged 19 SP:Iteration 39Q (7072.761224 sec): 3 clusters Score: Raw -353301.143384 + Penalty 1560.542530 = -351740.600854 nChanged 18 SP:Iteration 40F (7072.813144 sec): 3 clusters Score: Raw -353311.063098 + Penalty 1560.542530 = -351750.520568 nChanged 24 SP:Iteration 41Q (7072.864604 sec): 3 clusters Score: Raw -353320.237285 + Penalty 1560.542530 = -351759.694755 nChanged 17 SP:Iteration 42Q (7072.904588 sec): 3 clusters Score: Raw -353325.026921 + Penalty 1560.542530 = -351764.484391 nChanged 10 SP:Iteration 43Q (7072.926679 sec): 3 clusters Score: Raw -353327.978300 + Penalty 1560.542530 = -351767.435770 nChanged 12 SP:Iteration 44Q (7072.939254 sec): 3 clusters Score: Raw -353330.504350 + Penalty 1560.542530 = -351769.961820 nChanged 7 SP:Iteration 45Q (7072.951997 sec): 3 clusters Score: Raw -353331.956217 + Penalty 1560.542530 = -351771.413687 nChanged 4 SP:Iteration 46Q (7072.963873 sec): 3 clusters Score: Raw -353332.847328 + Penalty 1560.542530 = -351772.304798 nChanged 4 SP:Iteration 47Q (7073.015922 sec): 3 clusters Score: Raw -353334.019509 + Penalty 1560.542530 = -351773.476979 nChanged 6 SP:Iteration 48Q (7073.064491 sec): 3 clusters Score: Raw -353335.887180 + Penalty 1560.542530 = -351775.344650 nChanged 8 SP:Iteration 49Q (7073.105994 sec): 3 clusters Score: Raw -353338.705196 + Penalty 1560.542530 = -351778.162666 nChanged 10 SP:Iteration 50Q (7073.156587 sec): 3 clusters Score: Raw -353342.224829 + Penalty 1560.542530 = -351781.682299 nChanged 11 SP:Iteration 51Q (7073.194312 sec): 3 clusters Score: Raw -353347.185739 + Penalty 1560.542530 = -351786.643209 nChanged 10 SP:Iteration 52Q (7073.243397 sec): 3 clusters Score: Raw -353350.632033 + Penalty 1560.542530 = -351790.089503 nChanged 11 SP:Iteration 53Q (7073.293664 sec): 3 clusters Score: Raw -353353.824173 + Penalty 1560.542530 = -351793.281643 nChanged 7 SP:Iteration 54Q (7073.340108 sec): 3 clusters Score: Raw -353356.900655 + Penalty 1560.542530 = -351796.358125 nChanged 10 SP:Iteration 55Q (7073.389827 sec): 3 clusters Score: Raw -353361.338652 + Penalty 1560.542530 = -351800.796122 nChanged 12 SP:Iteration 56Q (7073.441052 sec): 3 clusters Score: Raw -353365.942111 + Penalty 1560.542530 = -351805.399581 nChanged 7 SP:Iteration 57Q (7073.491104 sec): 3 clusters Score: Raw -353368.196812 + Penalty 1560.542530 = -351807.654282 nChanged 9 SP:Iteration 58Q (7073.540467 sec): 3 clusters Score: Raw -353371.556071 + Penalty 1560.542530 = -351811.013541 nChanged 14 SP:Iteration 59Q (7073.590433 sec): 3 clusters Score: Raw -353376.517534 + Penalty 1560.542530 = -351815.975004 nChanged 8 SP:Iteration 60F (7073.641926 sec): 3 clusters Score: Raw -353378.850078 + Penalty 1560.542530 = -351818.307548 nChanged 15 SP:Iteration 61Q (7073.676873 sec): 3 clusters Score: Raw -353385.502726 + Penalty 1560.542530 = -351824.960196 nChanged 15 SP:Iteration 62Q (7073.721711 sec): 3 clusters Score: Raw -353391.049731 + Penalty 1560.542530 = -351830.507201 nChanged 12 SP:Iteration 63Q (7073.773384 sec): 3 clusters Score: Raw -353394.885385 + Penalty 1560.542530 = -351834.342855 nChanged 4 SP:Iteration 64Q (7073.830433 sec): 3 clusters Score: Raw -353396.581008 + Penalty 1560.542530 = -351836.038478 nChanged 4 SP:Iteration 65Q (7073.866812 sec): 3 clusters Score: Raw -353398.181263 + Penalty 1560.542530 = -351837.638733 nChanged 6 SP:Iteration 66Q (7073.913475 sec): 3 clusters Score: Raw -353399.761296 + Penalty 1560.542530 = -351839.218766 nChanged 6 SP:Iteration 67Q (7073.963467 sec): 3 clusters Score: Raw -353402.347546 + Penalty 1560.542530 = -351841.805016 nChanged 7 SP:Iteration 68Q (7074.010601 sec): 3 clusters Score: Raw -353404.658892 + Penalty 1560.542530 = -351844.116362 nChanged 8 SP:Iteration 69Q (7074.054267 sec): 3 clusters Score: Raw -353407.390286 + Penalty 1560.542530 = -351846.847756 nChanged 7 SP:Iteration 70Q (7074.105436 sec): 3 clusters Score: Raw -353409.420975 + Penalty 1560.542530 = -351848.878445 nChanged 2 SP:Iteration 71Q (7074.134927 sec): 3 clusters Score: Raw -353410.288351 + Penalty 1560.542530 = -351849.745821 nChanged 3 SP:Iteration 72Q (7074.185986 sec): 3 clusters Score: Raw -353411.452486 + Penalty 1560.542530 = -351850.909956 nChanged 0 SP:Iteration 73F (7074.227292 sec): 3 clusters Score: Raw -353411.452486 + Penalty 1560.542530 = -351850.909956 nChanged 0 Trying to split cluster 27 (100413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7074.352693 sec): 2 clusters Score: Raw -9858812.771882 + Penalty 1094.119461 = -9857718.652421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7074.503291 sec): 3 clusters Score: Raw -9792138.999966 + Penalty 2188.238922 = -9789950.761044 nChanged 48649 SP:Iteration 1F (7074.667758 sec): 3 clusters Score: Raw -9821188.988515 + Penalty 2188.238922 = -9819000.749593 nChanged 4173 SP:Iteration 2Q (7074.831398 sec): 3 clusters Score: Raw -9822539.568488 + Penalty 2188.238922 = -9820351.329566 nChanged 4703 SP:Iteration 3Q (7074.992851 sec): 3 clusters Score: Raw -9824298.670649 + Penalty 2188.238922 = -9822110.431727 nChanged 5249 SP:Iteration 4F (7075.151477 sec): 3 clusters Score: Raw -9826639.729555 + Penalty 2188.238922 = -9824451.490633 nChanged 5838 SP:Iteration 5F (7075.312868 sec): 3 clusters Score: Raw -9829735.822524 + Penalty 2188.238922 = -9827547.583602 nChanged 6209 SP:Iteration 6F (7075.467257 sec): 3 clusters Score: Raw -9833702.539941 + Penalty 2188.238922 = -9831514.301019 nChanged 6335 SP:Iteration 7F (7075.623327 sec): 3 clusters Score: Raw -9838453.290169 + Penalty 2188.238922 = -9836265.051246 nChanged 5828 SP:Iteration 8F (7075.793145 sec): 3 clusters Score: Raw -9843593.980350 + Penalty 2188.238922 = -9841405.741428 nChanged 4945 SP:Iteration 9Q (7075.971785 sec): 3 clusters Score: Raw -9848732.331262 + Penalty 2188.238922 = -9846544.092340 nChanged 3598 SP:Iteration 10Q (7076.139910 sec): 3 clusters Score: Raw -9852831.925083 + Penalty 2188.238922 = -9850643.686161 nChanged 2368 SP:Iteration 11Q (7076.306213 sec): 3 clusters Score: Raw -9855142.242896 + Penalty 2188.238922 = -9852954.003974 nChanged 1558 SP:Iteration 12Q (7076.454502 sec): 3 clusters Score: Raw -9856387.083284 + Penalty 2188.238922 = -9854198.844362 nChanged 1129 SP:Iteration 13Q (7076.614965 sec): 3 clusters Score: Raw -9857134.746192 + Penalty 2188.238922 = -9854946.507270 nChanged 909 SP:Iteration 14Q (7076.764588 sec): 3 clusters Score: Raw -9857648.567926 + Penalty 2188.238922 = -9855460.329004 nChanged 709 SP:Iteration 15Q (7076.922139 sec): 3 clusters Score: Raw -9857975.372902 + Penalty 2188.238922 = -9855787.133980 nChanged 580 SP:Iteration 16Q (7077.069906 sec): 3 clusters Score: Raw -9858202.852423 + Penalty 2188.238922 = -9856014.613500 nChanged 473 SP:Iteration 17Q (7077.231265 sec): 3 clusters Score: Raw -9858367.375318 + Penalty 2188.238922 = -9856179.136395 nChanged 427 SP:Iteration 18Q (7077.381570 sec): 3 clusters Score: Raw -9858507.669206 + Penalty 2188.238922 = -9856319.430284 nChanged 347 SP:Iteration 19Q (7077.530142 sec): 3 clusters Score: Raw -9858608.335445 + Penalty 2188.238922 = -9856420.096523 nChanged 292 SP:Iteration 20F (7077.695879 sec): 3 clusters Score: Raw -9858686.685329 + Penalty 2188.238922 = -9856498.446406 nChanged 263 SP:Iteration 21Q (7077.852141 sec): 3 clusters Score: Raw -9858747.879224 + Penalty 2188.238922 = -9856559.640302 nChanged 203 SP:Iteration 22Q (7077.994484 sec): 3 clusters Score: Raw -9858787.184754 + Penalty 2188.238922 = -9856598.945831 nChanged 194 SP:Iteration 23Q (7078.154981 sec): 3 clusters Score: Raw -9858816.954263 + Penalty 2188.238922 = -9856628.715341 nChanged 127 SP:Iteration 24Q (7078.290708 sec): 3 clusters Score: Raw -9858831.511470 + Penalty 2188.238922 = -9856643.272548 nChanged 111 SP:Iteration 25Q (7078.437394 sec): 3 clusters Score: Raw -9858844.776209 + Penalty 2188.238922 = -9856656.537287 nChanged 101 SP:Iteration 26Q (7078.592912 sec): 3 clusters Score: Raw -9858857.075189 + Penalty 2188.238922 = -9856668.836266 nChanged 111 SP:Iteration 27Q (7078.740972 sec): 3 clusters Score: Raw -9858871.351421 + Penalty 2188.238922 = -9856683.112498 nChanged 110 SP:Iteration 28Q (7078.887260 sec): 3 clusters Score: Raw -9858885.798998 + Penalty 2188.238922 = -9856697.560076 nChanged 106 SP:Iteration 29Q (7079.031086 sec): 3 clusters Score: Raw -9858898.156632 + Penalty 2188.238922 = -9856709.917709 nChanged 97 SP:Iteration 30Q (7079.173633 sec): 3 clusters Score: Raw -9858910.038347 + Penalty 2188.238922 = -9856721.799425 nChanged 103 SP:Iteration 31Q (7079.317484 sec): 3 clusters Score: Raw -9858921.902445 + Penalty 2188.238922 = -9856733.663522 nChanged 106 SP:Iteration 32Q (7079.464616 sec): 3 clusters Score: Raw -9858934.945135 + Penalty 2188.238922 = -9856746.706213 nChanged 99 SP:Iteration 33Q (7079.607036 sec): 3 clusters Score: Raw -9858945.235479 + Penalty 2188.238922 = -9856756.996557 nChanged 86 SP:Iteration 34Q (7079.753550 sec): 3 clusters Score: Raw -9858954.753033 + Penalty 2188.238922 = -9856766.514110 nChanged 84 SP:Iteration 35Q (7079.886713 sec): 3 clusters Score: Raw -9858964.743714 + Penalty 2188.238922 = -9856776.504792 nChanged 81 SP:Iteration 36Q (7080.031430 sec): 3 clusters Score: Raw -9858973.544589 + Penalty 2188.238922 = -9856785.305667 nChanged 70 SP:Iteration 37Q (7080.153836 sec): 3 clusters Score: Raw -9858979.797923 + Penalty 2188.238922 = -9856791.559000 nChanged 63 SP:Iteration 38Q (7080.294180 sec): 3 clusters Score: Raw -9858987.019551 + Penalty 2188.238922 = -9856798.780628 nChanged 68 SP:Iteration 39Q (7080.429004 sec): 3 clusters Score: Raw -9858994.877587 + Penalty 2188.238922 = -9856806.638665 nChanged 68 SP:Iteration 40F (7080.590186 sec): 3 clusters Score: Raw -9859002.940027 + Penalty 2188.238922 = -9856814.701104 nChanged 63 SP:Iteration 41Q (7080.734392 sec): 3 clusters Score: Raw -9859010.230603 + Penalty 2188.238922 = -9856821.991681 nChanged 70 SP:Iteration 42Q (7080.866525 sec): 3 clusters Score: Raw -9859019.153903 + Penalty 2188.238922 = -9856830.914980 nChanged 69 SP:Iteration 43Q (7081.023419 sec): 3 clusters Score: Raw -9859027.529077 + Penalty 2188.238922 = -9856839.290155 nChanged 64 SP:Iteration 44Q (7081.168506 sec): 3 clusters Score: Raw -9859036.694131 + Penalty 2188.238922 = -9856848.455209 nChanged 78 SP:Iteration 45Q (7081.315270 sec): 3 clusters Score: Raw -9859046.574563 + Penalty 2188.238922 = -9856858.335640 nChanged 72 SP:Iteration 46Q (7081.450530 sec): 3 clusters Score: Raw -9859054.766288 + Penalty 2188.238922 = -9856866.527366 nChanged 59 SP:Iteration 47Q (7081.591868 sec): 3 clusters Score: Raw -9859060.755420 + Penalty 2188.238922 = -9856872.516497 nChanged 55 SP:Iteration 48Q (7081.732625 sec): 3 clusters Score: Raw -9859066.575382 + Penalty 2188.238922 = -9856878.336460 nChanged 48 SP:Iteration 49Q (7081.872222 sec): 3 clusters Score: Raw -9859071.484702 + Penalty 2188.238922 = -9856883.245780 nChanged 47 SP:Iteration 50Q (7082.006026 sec): 3 clusters Score: Raw -9859076.554373 + Penalty 2188.238922 = -9856888.315450 nChanged 48 SP:Iteration 51Q (7082.154442 sec): 3 clusters Score: Raw -9859082.398547 + Penalty 2188.238922 = -9856894.159624 nChanged 58 SP:Iteration 52Q (7082.294179 sec): 3 clusters Score: Raw -9859090.555024 + Penalty 2188.238922 = -9856902.316102 nChanged 55 SP:Iteration 53Q (7082.433347 sec): 3 clusters Score: Raw -9859097.211233 + Penalty 2188.238922 = -9856908.972310 nChanged 46 SP:Iteration 54Q (7082.588320 sec): 3 clusters Score: Raw -9859101.932697 + Penalty 2188.238922 = -9856913.693774 nChanged 43 SP:Iteration 55Q (7082.724228 sec): 3 clusters Score: Raw -9859105.724212 + Penalty 2188.238922 = -9856917.485290 nChanged 39 SP:Iteration 56Q (7082.877563 sec): 3 clusters Score: Raw -9859109.122597 + Penalty 2188.238922 = -9856920.883675 nChanged 37 SP:Iteration 57Q (7083.030791 sec): 3 clusters Score: Raw -9859112.372181 + Penalty 2188.238922 = -9856924.133259 nChanged 39 SP:Iteration 58Q (7083.179619 sec): 3 clusters Score: Raw -9859115.970179 + Penalty 2188.238922 = -9856927.731256 nChanged 43 SP:Iteration 59Q (7083.322216 sec): 3 clusters Score: Raw -9859121.365786 + Penalty 2188.238922 = -9856933.126864 nChanged 52 SP:Iteration 60F (7083.469710 sec): 3 clusters Score: Raw -9859128.059391 + Penalty 2188.238922 = -9856939.820468 nChanged 44 SP:Iteration 61Q (7083.612204 sec): 3 clusters Score: Raw -9859133.862913 + Penalty 2188.238922 = -9856945.623991 nChanged 46 SP:Iteration 62Q (7083.745578 sec): 3 clusters Score: Raw -9859140.469406 + Penalty 2188.238922 = -9856952.230484 nChanged 50 SP:Iteration 63Q (7083.893452 sec): 3 clusters Score: Raw -9859147.011971 + Penalty 2188.238922 = -9856958.773049 nChanged 39 SP:Iteration 64Q (7084.037058 sec): 3 clusters Score: Raw -9859151.650875 + Penalty 2188.238922 = -9856963.411953 nChanged 35 SP:Iteration 65Q (7084.176573 sec): 3 clusters Score: Raw -9859155.250147 + Penalty 2188.238922 = -9856967.011224 nChanged 45 SP:Iteration 66Q (7084.305701 sec): 3 clusters Score: Raw -9859159.939373 + Penalty 2188.238922 = -9856971.700451 nChanged 36 SP:Iteration 67Q (7084.452233 sec): 3 clusters Score: Raw -9859163.117596 + Penalty 2188.238922 = -9856974.878673 nChanged 27 SP:Iteration 68Q (7084.587778 sec): 3 clusters Score: Raw -9859165.566695 + Penalty 2188.238922 = -9856977.327773 nChanged 29 SP:Iteration 69Q (7084.718895 sec): 3 clusters Score: Raw -9859168.143255 + Penalty 2188.238922 = -9856979.904333 nChanged 27 SP:Iteration 70Q (7084.846681 sec): 3 clusters Score: Raw -9859170.449975 + Penalty 2188.238922 = -9856982.211052 nChanged 26 SP:Iteration 71Q (7084.976366 sec): 3 clusters Score: Raw -9859172.738572 + Penalty 2188.238922 = -9856984.499650 nChanged 27 SP:Iteration 72Q (7085.115389 sec): 3 clusters Score: Raw -9859174.806675 + Penalty 2188.238922 = -9856986.567752 nChanged 24 SP:Iteration 73Q (7085.256017 sec): 3 clusters Score: Raw -9859177.214857 + Penalty 2188.238922 = -9856988.975935 nChanged 25 SP:Iteration 74Q (7085.403349 sec): 3 clusters Score: Raw -9859180.197939 + Penalty 2188.238922 = -9856991.959017 nChanged 30 SP:Iteration 75Q (7085.535413 sec): 3 clusters Score: Raw -9859184.449345 + Penalty 2188.238922 = -9856996.210422 nChanged 30 SP:Iteration 76Q (7085.681356 sec): 3 clusters Score: Raw -9859188.506721 + Penalty 2188.238922 = -9857000.267798 nChanged 43 SP:Iteration 77Q (7085.792963 sec): 3 clusters Score: Raw -9859193.716157 + Penalty 2188.238922 = -9857005.477234 nChanged 37 SP:Iteration 78Q (7085.929110 sec): 3 clusters Score: Raw -9859197.682840 + Penalty 2188.238922 = -9857009.443918 nChanged 34 SP:Iteration 79Q (7086.069613 sec): 3 clusters Score: Raw -9859201.340947 + Penalty 2188.238922 = -9857013.102024 nChanged 31 SP:Iteration 80F (7086.237850 sec): 3 clusters Score: Raw -9859204.904835 + Penalty 2188.238922 = -9857016.665913 nChanged 36 SP:Iteration 81Q (7086.383721 sec): 3 clusters Score: Raw -9859209.647405 + Penalty 2188.238922 = -9857021.408483 nChanged 42 SP:Iteration 82Q (7086.524899 sec): 3 clusters Score: Raw -9859214.571076 + Penalty 2188.238922 = -9857026.332154 nChanged 36 SP:Iteration 83Q (7086.660102 sec): 3 clusters Score: Raw -9859218.563099 + Penalty 2188.238922 = -9857030.324176 nChanged 30 SP:Iteration 84Q (7086.802132 sec): 3 clusters Score: Raw -9859222.215920 + Penalty 2188.238922 = -9857033.976998 nChanged 28 SP:Iteration 85Q (7086.944149 sec): 3 clusters Score: Raw -9859225.450113 + Penalty 2188.238922 = -9857037.211191 nChanged 28 SP:Iteration 86Q (7087.084144 sec): 3 clusters Score: Raw -9859230.115276 + Penalty 2188.238922 = -9857041.876354 nChanged 33 SP:Iteration 87Q (7087.217813 sec): 3 clusters Score: Raw -9859235.298794 + Penalty 2188.238922 = -9857047.059872 nChanged 32 SP:Iteration 88Q (7087.347893 sec): 3 clusters Score: Raw -9859239.211585 + Penalty 2188.238922 = -9857050.972663 nChanged 27 SP:Iteration 89Q (7087.499261 sec): 3 clusters Score: Raw -9859242.381060 + Penalty 2188.238922 = -9857054.142138 nChanged 22 SP:Iteration 90Q (7087.649957 sec): 3 clusters Score: Raw -9859244.572015 + Penalty 2188.238922 = -9857056.333093 nChanged 17 SP:Iteration 91Q (7087.812937 sec): 3 clusters Score: Raw -9859246.429588 + Penalty 2188.238922 = -9857058.190666 nChanged 17 SP:Iteration 92Q (7087.962586 sec): 3 clusters Score: Raw -9859248.602122 + Penalty 2188.238922 = -9857060.363199 nChanged 17 SP:Iteration 93Q (7088.106895 sec): 3 clusters Score: Raw -9859250.493970 + Penalty 2188.238922 = -9857062.255048 nChanged 22 SP:Iteration 94Q (7088.226859 sec): 3 clusters Score: Raw -9859253.091681 + Penalty 2188.238922 = -9857064.852758 nChanged 16 SP:Iteration 95Q (7088.345669 sec): 3 clusters Score: Raw -9859254.898551 + Penalty 2188.238922 = -9857066.659629 nChanged 23 SP:Iteration 96Q (7088.464045 sec): 3 clusters Score: Raw -9859256.995946 + Penalty 2188.238922 = -9857068.757023 nChanged 15 SP:Iteration 97Q (7088.583289 sec): 3 clusters Score: Raw -9859258.154667 + Penalty 2188.238922 = -9857069.915745 nChanged 11 SP:Iteration 98Q (7088.705659 sec): 3 clusters Score: Raw -9859259.199475 + Penalty 2188.238922 = -9857070.960553 nChanged 12 SP:Iteration 99Q (7088.824936 sec): 3 clusters Score: Raw -9859260.146094 + Penalty 2188.238922 = -9857071.907171 nChanged 8 SP:Iteration 100F (7088.961040 sec): 3 clusters Score: Raw -9859260.875936 + Penalty 2188.238922 = -9857072.637014 nChanged 14 SP:Iteration 101Q (7089.113807 sec): 3 clusters Score: Raw -9859262.411569 + Penalty 2188.238922 = -9857074.172647 nChanged 16 SP:Iteration 102Q (7089.240927 sec): 3 clusters Score: Raw -9859264.413251 + Penalty 2188.238922 = -9857076.174329 nChanged 17 SP:Iteration 103Q (7089.387999 sec): 3 clusters Score: Raw -9859266.064021 + Penalty 2188.238922 = -9857077.825099 nChanged 13 SP:Iteration 104Q (7089.543944 sec): 3 clusters Score: Raw -9859267.546104 + Penalty 2188.238922 = -9857079.307182 nChanged 13 SP:Iteration 105Q (7089.704726 sec): 3 clusters Score: Raw -9859268.657841 + Penalty 2188.238922 = -9857080.418919 nChanged 10 SP:Iteration 106Q (7089.853711 sec): 3 clusters Score: Raw -9859269.386581 + Penalty 2188.238922 = -9857081.147659 nChanged 9 SP:Iteration 107Q (7090.003786 sec): 3 clusters Score: Raw -9859270.084909 + Penalty 2188.238922 = -9857081.845987 nChanged 4 SP:Iteration 108Q (7090.146234 sec): 3 clusters Score: Raw -9859270.292941 + Penalty 2188.238922 = -9857082.054018 nChanged 2 SP:Iteration 109Q (7090.281421 sec): 3 clusters Score: Raw -9859270.401213 + Penalty 2188.238922 = -9857082.162290 nChanged 0 SP:Iteration 110F (7090.441005 sec): 3 clusters Score: Raw -9859270.401213 + Penalty 2188.238922 = -9857082.162290 nChanged 0 Trying to split cluster 28 (1393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7090.480745 sec): 2 clusters Score: Raw -122092.629887 + Penalty 687.725423 = -121404.904465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7090.519769 sec): 3 clusters Score: Raw -121475.663088 + Penalty 1375.450845 = -120100.212243 nChanged 521 SP:Iteration 1F (7090.568035 sec): 3 clusters Score: Raw -121804.631272 + Penalty 1375.450845 = -120429.180427 nChanged 130 SP:Iteration 2F (7090.619448 sec): 3 clusters Score: Raw -121917.199738 + Penalty 1375.450845 = -120541.748892 nChanged 84 SP:Iteration 3F (7090.663062 sec): 3 clusters Score: Raw -121988.733166 + Penalty 1375.450845 = -120613.282320 nChanged 65 SP:Iteration 4Q (7090.712515 sec): 3 clusters Score: Raw -122046.131480 + Penalty 1375.450845 = -120670.680635 nChanged 54 SP:Iteration 5Q (7090.765041 sec): 3 clusters Score: Raw -122091.599711 + Penalty 1375.450845 = -120716.148865 nChanged 46 SP:Iteration 6Q (7090.817361 sec): 3 clusters Score: Raw -122117.501494 + Penalty 1375.450845 = -120742.050649 nChanged 40 SP:Iteration 7Q (7090.866073 sec): 3 clusters Score: Raw -122138.595641 + Penalty 1375.450845 = -120763.144796 nChanged 22 SP:Iteration 8Q (7090.911259 sec): 3 clusters Score: Raw -122157.016009 + Penalty 1375.450845 = -120781.565164 nChanged 23 SP:Iteration 9Q (7090.959722 sec): 3 clusters Score: Raw -122172.946055 + Penalty 1375.450845 = -120797.495210 nChanged 14 SP:Iteration 10Q (7091.012790 sec): 3 clusters Score: Raw -122181.337337 + Penalty 1375.450845 = -120805.886492 nChanged 16 SP:Iteration 11Q (7091.061563 sec): 3 clusters Score: Raw -122191.214648 + Penalty 1375.450845 = -120815.763803 nChanged 10 SP:Iteration 12Q (7091.103939 sec): 3 clusters Score: Raw -122196.726823 + Penalty 1375.450845 = -120821.275978 nChanged 11 SP:Iteration 13Q (7091.152040 sec): 3 clusters Score: Raw -122202.164027 + Penalty 1375.450845 = -120826.713182 nChanged 8 SP:Iteration 14Q (7091.203400 sec): 3 clusters Score: Raw -122207.262447 + Penalty 1375.450845 = -120831.811602 nChanged 5 SP:Iteration 15Q (7091.252219 sec): 3 clusters Score: Raw -122210.003223 + Penalty 1375.450845 = -120834.552378 nChanged 5 SP:Iteration 16Q (7091.299560 sec): 3 clusters Score: Raw -122212.814001 + Penalty 1375.450845 = -120837.363156 nChanged 3 SP:Iteration 17Q (7091.343472 sec): 3 clusters Score: Raw -122214.362680 + Penalty 1375.450845 = -120838.911835 nChanged 4 SP:Iteration 18Q (7091.395414 sec): 3 clusters Score: Raw -122216.518724 + Penalty 1375.450845 = -120841.067879 nChanged 3 SP:Iteration 19Q (7091.429174 sec): 3 clusters Score: Raw -122218.237718 + Penalty 1375.450845 = -120842.786873 nChanged 8 SP:Iteration 20F (7091.472112 sec): 3 clusters Score: Raw -122222.771825 + Penalty 1375.450845 = -120847.320980 nChanged 6 SP:Iteration 21Q (7091.504585 sec): 3 clusters Score: Raw -122224.907970 + Penalty 1375.450845 = -120849.457125 nChanged 4 SP:Iteration 22Q (7091.559961 sec): 3 clusters Score: Raw -122225.763385 + Penalty 1375.450845 = -120850.312540 nChanged 4 SP:Iteration 23Q (7091.588312 sec): 3 clusters Score: Raw -122226.674127 + Penalty 1375.450845 = -120851.223282 nChanged 4 SP:Iteration 24Q (7091.625430 sec): 3 clusters Score: Raw -122228.567186 + Penalty 1375.450845 = -120853.116341 nChanged 4 SP:Iteration 25Q (7091.675938 sec): 3 clusters Score: Raw -122231.922381 + Penalty 1375.450845 = -120856.471536 nChanged 5 SP:Iteration 26Q (7091.717528 sec): 3 clusters Score: Raw -122234.892267 + Penalty 1375.450845 = -120859.441422 nChanged 6 SP:Iteration 27Q (7091.760570 sec): 3 clusters Score: Raw -122237.154953 + Penalty 1375.450845 = -120861.704108 nChanged 6 SP:Iteration 28Q (7091.806423 sec): 3 clusters Score: Raw -122238.724602 + Penalty 1375.450845 = -120863.273757 nChanged 3 SP:Iteration 29Q (7091.837487 sec): 3 clusters Score: Raw -122239.665162 + Penalty 1375.450845 = -120864.214317 nChanged 1 SP:Iteration 30Q (7091.884435 sec): 3 clusters Score: Raw -122240.061993 + Penalty 1375.450845 = -120864.611148 nChanged 1 SP:Iteration 31Q (7091.919616 sec): 3 clusters Score: Raw -122240.381305 + Penalty 1375.450845 = -120864.930460 nChanged 0 SP:Iteration 32F (7091.959209 sec): 3 clusters Score: Raw -122240.381305 + Penalty 1375.450845 = -120864.930460 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7091.981230 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7092.010305 sec): 3 clusters Score: Raw -7845.938731 + Penalty 992.891868 = -6853.046863 nChanged 51 SP:Iteration 1F (7092.051509 sec): 3 clusters Score: Raw -8051.429347 + Penalty 992.891868 = -7058.537479 nChanged 12 SP:Iteration 2F (7092.083423 sec): 3 clusters Score: Raw -8125.998509 + Penalty 992.891868 = -7133.106641 nChanged 6 SP:Iteration 3Q (7092.138603 sec): 3 clusters Score: Raw -8157.465643 + Penalty 992.891868 = -7164.573775 nChanged 3 SP:Iteration 4Q (7092.172229 sec): 3 clusters Score: Raw -8196.885059 + Penalty 992.891868 = -7203.993191 nChanged 1 SP:Iteration 5Q (7092.210077 sec): 3 clusters Score: Raw -8209.772019 + Penalty 992.891868 = -7216.880151 nChanged 3 SP:Iteration 6Q (7092.246806 sec): 3 clusters Score: Raw -8225.128192 + Penalty 992.891868 = -7232.236324 nChanged 2 SP:Iteration 7Q (7092.291895 sec): 3 clusters Score: Raw -8231.422235 + Penalty 992.891868 = -7238.530367 nChanged 5 SP:Iteration 8Q (7092.328261 sec): 3 clusters Score: Raw -8249.412405 + Penalty 992.891868 = -7256.520537 nChanged 1 SP:Iteration 9Q (7092.355485 sec): 3 clusters Score: Raw -8251.284792 + Penalty 992.891868 = -7258.392924 nChanged 0 SP:Iteration 10F (7092.392348 sec): 3 clusters Score: Raw -8251.756050 + Penalty 992.891868 = -7258.864182 nChanged 1 SP:Iteration 11Q (7092.431737 sec): 3 clusters Score: Raw -8288.697501 + Penalty 992.891868 = -7295.805633 nChanged 2 SP:Iteration 12Q (7092.464304 sec): 3 clusters Score: Raw -8312.564078 + Penalty 992.891868 = -7319.672210 nChanged 2 SP:Iteration 13Q (7092.502753 sec): 3 clusters Score: Raw -8351.333374 + Penalty 992.891868 = -7358.441506 nChanged 2 SP:Iteration 14Q (7092.547146 sec): 3 clusters Score: Raw -8360.909720 + Penalty 992.891868 = -7368.017852 nChanged 0 SP:Iteration 15F (7092.602779 sec): 3 clusters Score: Raw -8360.909720 + Penalty 992.891868 = -7368.017852 nChanged 0 Score: Raw -58498356.250414 + Penalty 49431.021155 = -58448925.229259 Splitting cluster 29 changes total score from -58449551.371816 to -58448925.229259 So it's not getting split. Trying to split cluster 30 (7524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7104.608042 sec): 2 clusters Score: Raw -696547.772007 + Penalty 847.956053 = -695699.815954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7104.635643 sec): 3 clusters Score: Raw -692140.728664 + Penalty 1695.912106 = -690444.816558 nChanged 3287 SP:Iteration 1F (7104.659768 sec): 3 clusters Score: Raw -693937.268286 + Penalty 1695.912106 = -692241.356180 nChanged 479 SP:Iteration 2F (7104.681220 sec): 3 clusters Score: Raw -694168.117981 + Penalty 1695.912106 = -692472.205874 nChanged 432 SP:Iteration 3F (7104.702742 sec): 3 clusters Score: Raw -694388.792570 + Penalty 1695.912106 = -692692.880464 nChanged 433 SP:Iteration 4F (7104.757403 sec): 3 clusters Score: Raw -694668.153707 + Penalty 1695.912106 = -692972.241601 nChanged 462 SP:Iteration 5F (7104.813601 sec): 3 clusters Score: Raw -694993.485400 + Penalty 1695.912106 = -693297.573294 nChanged 441 SP:Iteration 6F (7104.871178 sec): 3 clusters Score: Raw -695336.828666 + Penalty 1695.912106 = -693640.916560 nChanged 399 SP:Iteration 7F (7104.929306 sec): 3 clusters Score: Raw -695632.699174 + Penalty 1695.912106 = -693936.787068 nChanged 307 SP:Iteration 8Q (7104.980131 sec): 3 clusters Score: Raw -695810.072906 + Penalty 1695.912106 = -694114.160800 nChanged 214 SP:Iteration 9Q (7105.038396 sec): 3 clusters Score: Raw -695898.265492 + Penalty 1695.912106 = -694202.353386 nChanged 164 SP:Iteration 10Q (7105.089961 sec): 3 clusters Score: Raw -695957.162848 + Penalty 1695.912106 = -694261.250741 nChanged 110 SP:Iteration 11Q (7105.156159 sec): 3 clusters Score: Raw -695990.641427 + Penalty 1695.912106 = -694294.729321 nChanged 83 SP:Iteration 12Q (7105.216958 sec): 3 clusters Score: Raw -696010.070334 + Penalty 1695.912106 = -694314.158228 nChanged 64 SP:Iteration 13Q (7105.263647 sec): 3 clusters Score: Raw -696026.132226 + Penalty 1695.912106 = -694330.220120 nChanged 54 SP:Iteration 14Q (7105.323268 sec): 3 clusters Score: Raw -696038.941779 + Penalty 1695.912106 = -694343.029673 nChanged 42 SP:Iteration 15Q (7105.379836 sec): 3 clusters Score: Raw -696048.637530 + Penalty 1695.912106 = -694352.725424 nChanged 54 SP:Iteration 16Q (7105.435764 sec): 3 clusters Score: Raw -696058.704102 + Penalty 1695.912106 = -694362.791996 nChanged 40 SP:Iteration 17Q (7105.502425 sec): 3 clusters Score: Raw -696066.313190 + Penalty 1695.912106 = -694370.401084 nChanged 37 SP:Iteration 18Q (7105.556847 sec): 3 clusters Score: Raw -696075.284312 + Penalty 1695.912106 = -694379.372206 nChanged 39 SP:Iteration 19Q (7105.615668 sec): 3 clusters Score: Raw -696084.288312 + Penalty 1695.912106 = -694388.376206 nChanged 41 SP:Iteration 20F (7105.673598 sec): 3 clusters Score: Raw -696091.259200 + Penalty 1695.912106 = -694395.347094 nChanged 31 SP:Iteration 21Q (7105.729940 sec): 3 clusters Score: Raw -696095.654573 + Penalty 1695.912106 = -694399.742466 nChanged 30 SP:Iteration 22Q (7105.785301 sec): 3 clusters Score: Raw -696100.584795 + Penalty 1695.912106 = -694404.672688 nChanged 23 SP:Iteration 23Q (7105.845570 sec): 3 clusters Score: Raw -696102.951190 + Penalty 1695.912106 = -694407.039084 nChanged 16 SP:Iteration 24Q (7105.899263 sec): 3 clusters Score: Raw -696104.702368 + Penalty 1695.912106 = -694408.790261 nChanged 13 SP:Iteration 25Q (7105.959468 sec): 3 clusters Score: Raw -696106.483585 + Penalty 1695.912106 = -694410.571478 nChanged 12 SP:Iteration 26Q (7106.013442 sec): 3 clusters Score: Raw -696107.875749 + Penalty 1695.912106 = -694411.963643 nChanged 11 SP:Iteration 27Q (7106.071379 sec): 3 clusters Score: Raw -696109.065081 + Penalty 1695.912106 = -694413.152974 nChanged 9 SP:Iteration 28Q (7106.128341 sec): 3 clusters Score: Raw -696109.875567 + Penalty 1695.912106 = -694413.963460 nChanged 10 SP:Iteration 29Q (7106.190175 sec): 3 clusters Score: Raw -696111.562699 + Penalty 1695.912106 = -694415.650593 nChanged 12 SP:Iteration 30Q (7106.234005 sec): 3 clusters Score: Raw -696113.552030 + Penalty 1695.912106 = -694417.639924 nChanged 11 SP:Iteration 31Q (7106.295046 sec): 3 clusters Score: Raw -696115.837467 + Penalty 1695.912106 = -694419.925361 nChanged 23 SP:Iteration 32Q (7106.345462 sec): 3 clusters Score: Raw -696119.709526 + Penalty 1695.912106 = -694423.797420 nChanged 29 SP:Iteration 33Q (7106.400493 sec): 3 clusters Score: Raw -696123.846150 + Penalty 1695.912106 = -694427.934044 nChanged 20 SP:Iteration 34Q (7106.468353 sec): 3 clusters Score: Raw -696127.734429 + Penalty 1695.912106 = -694431.822323 nChanged 30 SP:Iteration 35Q (7106.515841 sec): 3 clusters Score: Raw -696131.829265 + Penalty 1695.912106 = -694435.917159 nChanged 25 SP:Iteration 36Q (7106.579706 sec): 3 clusters Score: Raw -696136.136981 + Penalty 1695.912106 = -694440.224875 nChanged 29 SP:Iteration 37Q (7106.635658 sec): 3 clusters Score: Raw -696140.782608 + Penalty 1695.912106 = -694444.870502 nChanged 29 SP:Iteration 38Q (7106.693550 sec): 3 clusters Score: Raw -696144.900565 + Penalty 1695.912106 = -694448.988459 nChanged 21 SP:Iteration 39Q (7106.742125 sec): 3 clusters Score: Raw -696147.031781 + Penalty 1695.912106 = -694451.119674 nChanged 12 SP:Iteration 40F (7106.800885 sec): 3 clusters Score: Raw -696148.749573 + Penalty 1695.912106 = -694452.837467 nChanged 14 SP:Iteration 41Q (7106.859496 sec): 3 clusters Score: Raw -696150.498702 + Penalty 1695.912106 = -694454.586596 nChanged 14 SP:Iteration 42Q (7106.918755 sec): 3 clusters Score: Raw -696151.851743 + Penalty 1695.912106 = -694455.939637 nChanged 7 SP:Iteration 43Q (7106.985527 sec): 3 clusters Score: Raw -696152.611712 + Penalty 1695.912106 = -694456.699605 nChanged 8 SP:Iteration 44Q (7107.047352 sec): 3 clusters Score: Raw -696153.477060 + Penalty 1695.912106 = -694457.564954 nChanged 6 SP:Iteration 45Q (7107.102242 sec): 3 clusters Score: Raw -696153.966426 + Penalty 1695.912106 = -694458.054320 nChanged 5 SP:Iteration 46Q (7107.157453 sec): 3 clusters Score: Raw -696154.238424 + Penalty 1695.912106 = -694458.326318 nChanged 3 SP:Iteration 47Q (7107.207141 sec): 3 clusters Score: Raw -696154.587779 + Penalty 1695.912106 = -694458.675673 nChanged 4 SP:Iteration 48Q (7107.241071 sec): 3 clusters Score: Raw -696154.832944 + Penalty 1695.912106 = -694458.920837 nChanged 2 SP:Iteration 49Q (7107.292882 sec): 3 clusters Score: Raw -696155.073322 + Penalty 1695.912106 = -694459.161216 nChanged 4 SP:Iteration 50Q (7107.338121 sec): 3 clusters Score: Raw -696155.529895 + Penalty 1695.912106 = -694459.617789 nChanged 4 SP:Iteration 51Q (7107.389656 sec): 3 clusters Score: Raw -696155.918176 + Penalty 1695.912106 = -694460.006070 nChanged 8 SP:Iteration 52Q (7107.447831 sec): 3 clusters Score: Raw -696156.484435 + Penalty 1695.912106 = -694460.572329 nChanged 9 SP:Iteration 53Q (7107.491760 sec): 3 clusters Score: Raw -696157.106196 + Penalty 1695.912106 = -694461.194090 nChanged 6 SP:Iteration 54Q (7107.544939 sec): 3 clusters Score: Raw -696157.354660 + Penalty 1695.912106 = -694461.442553 nChanged 4 SP:Iteration 55Q (7107.597510 sec): 3 clusters Score: Raw -696157.682426 + Penalty 1695.912106 = -694461.770320 nChanged 4 SP:Iteration 56Q (7107.650278 sec): 3 clusters Score: Raw -696157.888777 + Penalty 1695.912106 = -694461.976671 nChanged 1 SP:Iteration 57Q (7107.717811 sec): 3 clusters Score: Raw -696157.920254 + Penalty 1695.912106 = -694462.008148 nChanged 1 SP:Iteration 58Q (7107.760991 sec): 3 clusters Score: Raw -696158.075127 + Penalty 1695.912106 = -694462.163021 nChanged 1 SP:Iteration 59Q (7107.816185 sec): 3 clusters Score: Raw -696158.166741 + Penalty 1695.912106 = -694462.254635 nChanged 2 SP:Iteration 60F (7107.871734 sec): 3 clusters Score: Raw -696158.568785 + Penalty 1695.912106 = -694462.656679 nChanged 5 SP:Iteration 61Q (7107.917490 sec): 3 clusters Score: Raw -696158.943513 + Penalty 1695.912106 = -694463.031406 nChanged 4 SP:Iteration 62Q (7107.967632 sec): 3 clusters Score: Raw -696159.312366 + Penalty 1695.912106 = -694463.400259 nChanged 6 SP:Iteration 63Q (7108.033570 sec): 3 clusters Score: Raw -696159.957300 + Penalty 1695.912106 = -694464.045194 nChanged 5 SP:Iteration 64Q (7108.076569 sec): 3 clusters Score: Raw -696160.411755 + Penalty 1695.912106 = -694464.499649 nChanged 8 SP:Iteration 65Q (7108.132344 sec): 3 clusters Score: Raw -696161.419146 + Penalty 1695.912106 = -694465.507040 nChanged 5 SP:Iteration 66Q (7108.185390 sec): 3 clusters Score: Raw -696161.779344 + Penalty 1695.912106 = -694465.867238 nChanged 4 SP:Iteration 67Q (7108.236780 sec): 3 clusters Score: Raw -696162.065445 + Penalty 1695.912106 = -694466.153339 nChanged 5 SP:Iteration 68Q (7108.294194 sec): 3 clusters Score: Raw -696162.297989 + Penalty 1695.912106 = -694466.385883 nChanged 3 SP:Iteration 69Q (7108.350514 sec): 3 clusters Score: Raw -696162.616173 + Penalty 1695.912106 = -694466.704067 nChanged 5 SP:Iteration 70Q (7108.410583 sec): 3 clusters Score: Raw -696163.122428 + Penalty 1695.912106 = -694467.210322 nChanged 7 SP:Iteration 71Q (7108.452929 sec): 3 clusters Score: Raw -696163.882562 + Penalty 1695.912106 = -694467.970456 nChanged 6 SP:Iteration 72Q (7108.506859 sec): 3 clusters Score: Raw -696164.499583 + Penalty 1695.912106 = -694468.587477 nChanged 7 SP:Iteration 73Q (7108.559234 sec): 3 clusters Score: Raw -696165.097697 + Penalty 1695.912106 = -694469.185591 nChanged 6 SP:Iteration 74Q (7108.615754 sec): 3 clusters Score: Raw -696165.446694 + Penalty 1695.912106 = -694469.534588 nChanged 2 SP:Iteration 75Q (7108.656621 sec): 3 clusters Score: Raw -696165.664585 + Penalty 1695.912106 = -694469.752479 nChanged 3 SP:Iteration 76Q (7108.709413 sec): 3 clusters Score: Raw -696165.889898 + Penalty 1695.912106 = -694469.977792 nChanged 3 SP:Iteration 77Q (7108.764506 sec): 3 clusters Score: Raw -696166.339136 + Penalty 1695.912106 = -694470.427030 nChanged 4 SP:Iteration 78Q (7108.819258 sec): 3 clusters Score: Raw -696166.727554 + Penalty 1695.912106 = -694470.815448 nChanged 2 SP:Iteration 79Q (7108.877479 sec): 3 clusters Score: Raw -696166.858645 + Penalty 1695.912106 = -694470.946539 nChanged 2 SP:Iteration 80F (7108.933242 sec): 3 clusters Score: Raw -696166.963674 + Penalty 1695.912106 = -694471.051568 nChanged 1 SP:Iteration 81Q (7108.986687 sec): 3 clusters Score: Raw -696166.982961 + Penalty 1695.912106 = -694471.070855 nChanged 0 SP:Iteration 82F (7109.050833 sec): 3 clusters Score: Raw -696166.982961 + Penalty 1695.912106 = -694471.070855 nChanged 0 Trying to split cluster 31 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7109.077506 sec): 2 clusters Score: Raw -14764.930326 + Penalty 503.813966 = -14261.116360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7109.105955 sec): 3 clusters Score: Raw -14818.275553 + Penalty 1007.627933 = -13810.647620 nChanged 46 SP:Iteration 1F (7109.154877 sec): 3 clusters Score: Raw -14899.922721 + Penalty 1007.627933 = -13892.294789 nChanged 7 SP:Iteration 2Q (7109.199239 sec): 3 clusters Score: Raw -14914.281628 + Penalty 1007.627933 = -13906.653696 nChanged 3 SP:Iteration 3Q (7109.260191 sec): 3 clusters Score: Raw -14916.552752 + Penalty 1007.627933 = -13908.924820 nChanged 0 SP:Iteration 4F (7109.292225 sec): 3 clusters Score: Raw -14916.552752 + Penalty 1007.627933 = -13908.924820 nChanged 0 Trying to split cluster 32 (4642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7109.320768 sec): 2 clusters Score: Raw -444642.590693 + Penalty 802.075556 = -443840.515138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7109.380982 sec): 3 clusters Score: Raw -442008.480503 + Penalty 1604.151111 = -440404.329391 nChanged 2015 SP:Iteration 1F (7109.429688 sec): 3 clusters Score: Raw -443134.133855 + Penalty 1604.151111 = -441529.982743 nChanged 307 SP:Iteration 2F (7109.476234 sec): 3 clusters Score: Raw -443291.258961 + Penalty 1604.151111 = -441687.107849 nChanged 255 SP:Iteration 3F (7109.528372 sec): 3 clusters Score: Raw -443435.713767 + Penalty 1604.151111 = -441831.562655 nChanged 253 SP:Iteration 4F (7109.575576 sec): 3 clusters Score: Raw -443579.611948 + Penalty 1604.151111 = -441975.460837 nChanged 219 SP:Iteration 5Q (7109.623300 sec): 3 clusters Score: Raw -443716.510887 + Penalty 1604.151111 = -442112.359776 nChanged 196 SP:Iteration 6Q (7109.672738 sec): 3 clusters Score: Raw -443829.156737 + Penalty 1604.151111 = -442225.005626 nChanged 176 SP:Iteration 7Q (7109.727051 sec): 3 clusters Score: Raw -443927.221329 + Penalty 1604.151111 = -442323.070218 nChanged 173 SP:Iteration 8Q (7109.777561 sec): 3 clusters Score: Raw -444014.966659 + Penalty 1604.151111 = -442410.815547 nChanged 162 SP:Iteration 9Q (7109.814106 sec): 3 clusters Score: Raw -444105.983373 + Penalty 1604.151111 = -442501.832262 nChanged 136 SP:Iteration 10Q (7109.861090 sec): 3 clusters Score: Raw -444169.012919 + Penalty 1604.151111 = -442564.861807 nChanged 119 SP:Iteration 11Q (7109.911610 sec): 3 clusters Score: Raw -444225.576212 + Penalty 1604.151111 = -442621.425100 nChanged 117 SP:Iteration 12Q (7109.963833 sec): 3 clusters Score: Raw -444272.777490 + Penalty 1604.151111 = -442668.626378 nChanged 83 SP:Iteration 13Q (7110.016855 sec): 3 clusters Score: Raw -444302.195263 + Penalty 1604.151111 = -442698.044151 nChanged 76 SP:Iteration 14Q (7110.072106 sec): 3 clusters Score: Raw -444326.141054 + Penalty 1604.151111 = -442721.989943 nChanged 61 SP:Iteration 15Q (7110.122150 sec): 3 clusters Score: Raw -444346.572117 + Penalty 1604.151111 = -442742.421005 nChanged 48 SP:Iteration 16Q (7110.157184 sec): 3 clusters Score: Raw -444361.494763 + Penalty 1604.151111 = -442757.343652 nChanged 45 SP:Iteration 17Q (7110.208347 sec): 3 clusters Score: Raw -444374.521535 + Penalty 1604.151111 = -442770.370424 nChanged 45 SP:Iteration 18Q (7110.260926 sec): 3 clusters Score: Raw -444386.653603 + Penalty 1604.151111 = -442782.502491 nChanged 29 SP:Iteration 19Q (7110.306307 sec): 3 clusters Score: Raw -444394.874953 + Penalty 1604.151111 = -442790.723842 nChanged 33 SP:Iteration 20F (7110.349867 sec): 3 clusters Score: Raw -444404.070612 + Penalty 1604.151111 = -442799.919501 nChanged 28 SP:Iteration 21Q (7110.394298 sec): 3 clusters Score: Raw -444409.909298 + Penalty 1604.151111 = -442805.758186 nChanged 24 SP:Iteration 22Q (7110.443549 sec): 3 clusters Score: Raw -444413.948487 + Penalty 1604.151111 = -442809.797375 nChanged 21 SP:Iteration 23Q (7110.500606 sec): 3 clusters Score: Raw -444417.237492 + Penalty 1604.151111 = -442813.086380 nChanged 19 SP:Iteration 24Q (7110.544417 sec): 3 clusters Score: Raw -444419.740300 + Penalty 1604.151111 = -442815.589189 nChanged 10 SP:Iteration 25Q (7110.589837 sec): 3 clusters Score: Raw -444420.933284 + Penalty 1604.151111 = -442816.782173 nChanged 8 SP:Iteration 26Q (7110.622794 sec): 3 clusters Score: Raw -444422.427335 + Penalty 1604.151111 = -442818.276224 nChanged 7 SP:Iteration 27Q (7110.674092 sec): 3 clusters Score: Raw -444423.385673 + Penalty 1604.151111 = -442819.234562 nChanged 9 SP:Iteration 28Q (7110.726401 sec): 3 clusters Score: Raw -444424.942788 + Penalty 1604.151111 = -442820.791677 nChanged 9 SP:Iteration 29Q (7110.775243 sec): 3 clusters Score: Raw -444426.441484 + Penalty 1604.151111 = -442822.290372 nChanged 12 SP:Iteration 30Q (7110.823736 sec): 3 clusters Score: Raw -444428.266182 + Penalty 1604.151111 = -442824.115070 nChanged 9 SP:Iteration 31Q (7110.865818 sec): 3 clusters Score: Raw -444429.910973 + Penalty 1604.151111 = -442825.759861 nChanged 11 SP:Iteration 32Q (7110.913036 sec): 3 clusters Score: Raw -444431.240418 + Penalty 1604.151111 = -442827.089306 nChanged 9 SP:Iteration 33Q (7110.961767 sec): 3 clusters Score: Raw -444432.354374 + Penalty 1604.151111 = -442828.203262 nChanged 12 SP:Iteration 34Q (7111.007672 sec): 3 clusters Score: Raw -444434.408337 + Penalty 1604.151111 = -442830.257225 nChanged 11 SP:Iteration 35Q (7111.064013 sec): 3 clusters Score: Raw -444435.507142 + Penalty 1604.151111 = -442831.356030 nChanged 5 SP:Iteration 36Q (7111.097514 sec): 3 clusters Score: Raw -444436.199780 + Penalty 1604.151111 = -442832.048668 nChanged 5 SP:Iteration 37Q (7111.141492 sec): 3 clusters Score: Raw -444436.684395 + Penalty 1604.151111 = -442832.533284 nChanged 5 SP:Iteration 38Q (7111.193128 sec): 3 clusters Score: Raw -444437.442481 + Penalty 1604.151111 = -442833.291369 nChanged 4 SP:Iteration 39Q (7111.244129 sec): 3 clusters Score: Raw -444437.788091 + Penalty 1604.151111 = -442833.636979 nChanged 6 SP:Iteration 40F (7111.274558 sec): 3 clusters Score: Raw -444438.945765 + Penalty 1604.151111 = -442834.794653 nChanged 3 SP:Iteration 41Q (7111.322817 sec): 3 clusters Score: Raw -444439.974855 + Penalty 1604.151111 = -442835.823743 nChanged 6 SP:Iteration 42Q (7111.368463 sec): 3 clusters Score: Raw -444440.942107 + Penalty 1604.151111 = -442836.790996 nChanged 6 SP:Iteration 43Q (7111.431378 sec): 3 clusters Score: Raw -444441.857418 + Penalty 1604.151111 = -442837.706306 nChanged 4 SP:Iteration 44Q (7111.474432 sec): 3 clusters Score: Raw -444442.542398 + Penalty 1604.151111 = -442838.391287 nChanged 5 SP:Iteration 45Q (7111.528336 sec): 3 clusters Score: Raw -444443.169719 + Penalty 1604.151111 = -442839.018608 nChanged 6 SP:Iteration 46Q (7111.575902 sec): 3 clusters Score: Raw -444444.034152 + Penalty 1604.151111 = -442839.883040 nChanged 5 SP:Iteration 47Q (7111.617014 sec): 3 clusters Score: Raw -444444.627643 + Penalty 1604.151111 = -442840.476531 nChanged 7 SP:Iteration 48Q (7111.666773 sec): 3 clusters Score: Raw -444445.975785 + Penalty 1604.151111 = -442841.824673 nChanged 11 SP:Iteration 49Q (7111.716864 sec): 3 clusters Score: Raw -444447.911788 + Penalty 1604.151111 = -442843.760677 nChanged 7 SP:Iteration 50Q (7111.762045 sec): 3 clusters Score: Raw -444449.243316 + Penalty 1604.151111 = -442845.092204 nChanged 7 SP:Iteration 51Q (7111.808021 sec): 3 clusters Score: Raw -444450.126517 + Penalty 1604.151111 = -442845.975405 nChanged 14 SP:Iteration 52Q (7111.854230 sec): 3 clusters Score: Raw -444452.847944 + Penalty 1604.151111 = -442848.696832 nChanged 11 SP:Iteration 53Q (7111.905229 sec): 3 clusters Score: Raw -444455.614205 + Penalty 1604.151111 = -442851.463093 nChanged 13 SP:Iteration 54Q (7111.938275 sec): 3 clusters Score: Raw -444459.012445 + Penalty 1604.151111 = -442854.861334 nChanged 18 SP:Iteration 55Q (7111.989740 sec): 3 clusters Score: Raw -444462.801404 + Penalty 1604.151111 = -442858.650292 nChanged 12 SP:Iteration 56Q (7112.040963 sec): 3 clusters Score: Raw -444465.385054 + Penalty 1604.151111 = -442861.233942 nChanged 9 SP:Iteration 57Q (7112.098264 sec): 3 clusters Score: Raw -444467.571199 + Penalty 1604.151111 = -442863.420088 nChanged 12 SP:Iteration 58Q (7112.138768 sec): 3 clusters Score: Raw -444469.109014 + Penalty 1604.151111 = -442864.957903 nChanged 5 SP:Iteration 59Q (7112.186022 sec): 3 clusters Score: Raw -444469.891424 + Penalty 1604.151111 = -442865.740313 nChanged 5 SP:Iteration 60F (7112.235929 sec): 3 clusters Score: Raw -444471.204936 + Penalty 1604.151111 = -442867.053824 nChanged 11 SP:Iteration 61Q (7112.286649 sec): 3 clusters Score: Raw -444473.829367 + Penalty 1604.151111 = -442869.678255 nChanged 11 SP:Iteration 62Q (7112.339293 sec): 3 clusters Score: Raw -444475.989463 + Penalty 1604.151111 = -442871.838352 nChanged 13 SP:Iteration 63Q (7112.392166 sec): 3 clusters Score: Raw -444477.391789 + Penalty 1604.151111 = -442873.240677 nChanged 6 SP:Iteration 64Q (7112.433902 sec): 3 clusters Score: Raw -444478.454879 + Penalty 1604.151111 = -442874.303767 nChanged 7 SP:Iteration 65Q (7112.484399 sec): 3 clusters Score: Raw -444480.089012 + Penalty 1604.151111 = -442875.937900 nChanged 9 SP:Iteration 66Q (7112.536223 sec): 3 clusters Score: Raw -444481.131010 + Penalty 1604.151111 = -442876.979899 nChanged 7 SP:Iteration 67Q (7112.584811 sec): 3 clusters Score: Raw -444482.259490 + Penalty 1604.151111 = -442878.108378 nChanged 7 SP:Iteration 68Q (7112.644969 sec): 3 clusters Score: Raw -444483.343689 + Penalty 1604.151111 = -442879.192577 nChanged 5 SP:Iteration 69Q (7112.688867 sec): 3 clusters Score: Raw -444484.552628 + Penalty 1604.151111 = -442880.401516 nChanged 6 SP:Iteration 70Q (7112.742265 sec): 3 clusters Score: Raw -444485.469026 + Penalty 1604.151111 = -442881.317914 nChanged 9 SP:Iteration 71Q (7112.807228 sec): 3 clusters Score: Raw -444486.920691 + Penalty 1604.151111 = -442882.769579 nChanged 6 SP:Iteration 72Q (7112.858242 sec): 3 clusters Score: Raw -444488.172106 + Penalty 1604.151111 = -442884.020995 nChanged 9 SP:Iteration 73Q (7112.895833 sec): 3 clusters Score: Raw -444489.830588 + Penalty 1604.151111 = -442885.679477 nChanged 16 SP:Iteration 74Q (7112.947564 sec): 3 clusters Score: Raw -444492.823506 + Penalty 1604.151111 = -442888.672395 nChanged 13 SP:Iteration 75Q (7112.998899 sec): 3 clusters Score: Raw -444495.728190 + Penalty 1604.151111 = -442891.577079 nChanged 12 SP:Iteration 76Q (7113.043481 sec): 3 clusters Score: Raw -444498.710739 + Penalty 1604.151111 = -442894.559627 nChanged 12 SP:Iteration 77Q (7113.094571 sec): 3 clusters Score: Raw -444500.994825 + Penalty 1604.151111 = -442896.843713 nChanged 11 SP:Iteration 78Q (7113.149090 sec): 3 clusters Score: Raw -444503.814602 + Penalty 1604.151111 = -442899.663491 nChanged 15 SP:Iteration 79Q (7113.191597 sec): 3 clusters Score: Raw -444506.828443 + Penalty 1604.151111 = -442902.677332 nChanged 11 SP:Iteration 80F (7113.242198 sec): 3 clusters Score: Raw -444508.438620 + Penalty 1604.151111 = -442904.287508 nChanged 10 SP:Iteration 81Q (7113.291983 sec): 3 clusters Score: Raw -444511.012069 + Penalty 1604.151111 = -442906.860957 nChanged 10 SP:Iteration 82Q (7113.344017 sec): 3 clusters Score: Raw -444513.249788 + Penalty 1604.151111 = -442909.098676 nChanged 11 SP:Iteration 83Q (7113.388664 sec): 3 clusters Score: Raw -444515.595845 + Penalty 1604.151111 = -442911.444733 nChanged 11 SP:Iteration 84Q (7113.429884 sec): 3 clusters Score: Raw -444518.264173 + Penalty 1604.151111 = -442914.113061 nChanged 13 SP:Iteration 85Q (7113.483041 sec): 3 clusters Score: Raw -444521.362745 + Penalty 1604.151111 = -442917.211634 nChanged 10 SP:Iteration 86Q (7113.523534 sec): 3 clusters Score: Raw -444524.893064 + Penalty 1604.151111 = -442920.741953 nChanged 16 SP:Iteration 87Q (7113.576044 sec): 3 clusters Score: Raw -444528.640694 + Penalty 1604.151111 = -442924.489582 nChanged 16 SP:Iteration 88Q (7113.625207 sec): 3 clusters Score: Raw -444531.742678 + Penalty 1604.151111 = -442927.591567 nChanged 17 SP:Iteration 89Q (7113.673902 sec): 3 clusters Score: Raw -444534.775580 + Penalty 1604.151111 = -442930.624469 nChanged 17 SP:Iteration 90Q (7113.723910 sec): 3 clusters Score: Raw -444537.939231 + Penalty 1604.151111 = -442933.788119 nChanged 14 SP:Iteration 91Q (7113.773903 sec): 3 clusters Score: Raw -444540.489135 + Penalty 1604.151111 = -442936.338024 nChanged 11 SP:Iteration 92Q (7113.817779 sec): 3 clusters Score: Raw -444542.342925 + Penalty 1604.151111 = -442938.191814 nChanged 9 SP:Iteration 93Q (7113.882114 sec): 3 clusters Score: Raw -444544.082447 + Penalty 1604.151111 = -442939.931335 nChanged 9 SP:Iteration 94Q (7113.916310 sec): 3 clusters Score: Raw -444545.366115 + Penalty 1604.151111 = -442941.215003 nChanged 7 SP:Iteration 95Q (7113.962034 sec): 3 clusters Score: Raw -444546.888662 + Penalty 1604.151111 = -442942.737550 nChanged 12 SP:Iteration 96Q (7114.007899 sec): 3 clusters Score: Raw -444550.292705 + Penalty 1604.151111 = -442946.141594 nChanged 16 SP:Iteration 97Q (7114.060718 sec): 3 clusters Score: Raw -444554.447579 + Penalty 1604.151111 = -442950.296467 nChanged 21 SP:Iteration 98Q (7114.100292 sec): 3 clusters Score: Raw -444561.475667 + Penalty 1604.151111 = -442957.324555 nChanged 22 SP:Iteration 99Q (7114.151730 sec): 3 clusters Score: Raw -444567.378367 + Penalty 1604.151111 = -442963.227256 nChanged 33 SP:Iteration 100F (7114.204043 sec): 3 clusters Score: Raw -444577.996249 + Penalty 1604.151111 = -442973.845138 nChanged 30 SP:Iteration 101Q (7114.262096 sec): 3 clusters Score: Raw -444586.761946 + Penalty 1604.151111 = -442982.610835 nChanged 21 SP:Iteration 102Q (7114.303531 sec): 3 clusters Score: Raw -444591.436301 + Penalty 1604.151111 = -442987.285190 nChanged 18 SP:Iteration 103Q (7114.364132 sec): 3 clusters Score: Raw -444595.503484 + Penalty 1604.151111 = -442991.352372 nChanged 16 SP:Iteration 104Q (7114.408699 sec): 3 clusters Score: Raw -444598.919645 + Penalty 1604.151111 = -442994.768534 nChanged 18 SP:Iteration 105Q (7114.473903 sec): 3 clusters Score: Raw -444603.464403 + Penalty 1604.151111 = -442999.313291 nChanged 19 SP:Iteration 106Q (7114.516273 sec): 3 clusters Score: Raw -444608.195688 + Penalty 1604.151111 = -443004.044576 nChanged 21 SP:Iteration 107Q (7114.569167 sec): 3 clusters Score: Raw -444614.910385 + Penalty 1604.151111 = -443010.759274 nChanged 21 SP:Iteration 108Q (7114.623166 sec): 3 clusters Score: Raw -444622.315775 + Penalty 1604.151111 = -443018.164664 nChanged 23 SP:Iteration 109Q (7114.638470 sec): 3 clusters Score: Raw -444627.729441 + Penalty 1604.151111 = -443023.578329 nChanged 19 SP:Iteration 110Q (7114.654493 sec): 3 clusters Score: Raw -444633.243308 + Penalty 1604.151111 = -443029.092196 nChanged 22 SP:Iteration 111Q (7114.705452 sec): 3 clusters Score: Raw -444638.584799 + Penalty 1604.151111 = -443034.433687 nChanged 21 SP:Iteration 112Q (7114.755231 sec): 3 clusters Score: Raw -444643.826403 + Penalty 1604.151111 = -443039.675292 nChanged 22 SP:Iteration 113Q (7114.805018 sec): 3 clusters Score: Raw -444649.604689 + Penalty 1604.151111 = -443045.453577 nChanged 20 SP:Iteration 114Q (7114.851048 sec): 3 clusters Score: Raw -444655.876808 + Penalty 1604.151111 = -443051.725696 nChanged 28 SP:Iteration 115Q (7114.901924 sec): 3 clusters Score: Raw -444665.498950 + Penalty 1604.151111 = -443061.347838 nChanged 33 SP:Iteration 116Q (7114.940281 sec): 3 clusters Score: Raw -444678.139702 + Penalty 1604.151111 = -443073.988591 nChanged 32 SP:Iteration 117Q (7114.975201 sec): 3 clusters Score: Raw -444694.868985 + Penalty 1604.151111 = -443090.717873 nChanged 35 SP:Iteration 118Q (7115.036419 sec): 3 clusters Score: Raw -444708.486077 + Penalty 1604.151111 = -443104.334965 nChanged 29 SP:Iteration 119Q (7115.089501 sec): 3 clusters Score: Raw -444721.531320 + Penalty 1604.151111 = -443117.380209 nChanged 33 SP:Iteration 120F (7115.134274 sec): 3 clusters Score: Raw -444734.753181 + Penalty 1604.151111 = -443130.602070 nChanged 24 SP:Iteration 121Q (7115.164379 sec): 3 clusters Score: Raw -444742.850911 + Penalty 1604.151111 = -443138.699799 nChanged 22 SP:Iteration 122Q (7115.210468 sec): 3 clusters Score: Raw -444752.354154 + Penalty 1604.151111 = -443148.203043 nChanged 25 SP:Iteration 123Q (7115.268031 sec): 3 clusters Score: Raw -444761.957572 + Penalty 1604.151111 = -443157.806461 nChanged 22 SP:Iteration 124Q (7115.311886 sec): 3 clusters Score: Raw -444767.806572 + Penalty 1604.151111 = -443163.655461 nChanged 24 SP:Iteration 125Q (7115.363843 sec): 3 clusters Score: Raw -444774.423713 + Penalty 1604.151111 = -443170.272601 nChanged 24 SP:Iteration 126Q (7115.408909 sec): 3 clusters Score: Raw -444782.423846 + Penalty 1604.151111 = -443178.272735 nChanged 29 SP:Iteration 127Q (7115.462020 sec): 3 clusters Score: Raw -444791.094268 + Penalty 1604.151111 = -443186.943156 nChanged 25 SP:Iteration 128Q (7115.523898 sec): 3 clusters Score: Raw -444796.940085 + Penalty 1604.151111 = -443192.788974 nChanged 16 SP:Iteration 129Q (7115.562448 sec): 3 clusters Score: Raw -444800.876945 + Penalty 1604.151111 = -443196.725834 nChanged 8 SP:Iteration 130Q (7115.607039 sec): 3 clusters Score: Raw -444803.216377 + Penalty 1604.151111 = -443199.065266 nChanged 6 SP:Iteration 131Q (7115.652209 sec): 3 clusters Score: Raw -444804.178254 + Penalty 1604.151111 = -443200.027142 nChanged 4 SP:Iteration 132Q (7115.699780 sec): 3 clusters Score: Raw -444804.680600 + Penalty 1604.151111 = -443200.529489 nChanged 3 SP:Iteration 133Q (7115.752581 sec): 3 clusters Score: Raw -444804.825897 + Penalty 1604.151111 = -443200.674785 nChanged 1 SP:Iteration 134Q (7115.801375 sec): 3 clusters Score: Raw -444804.981288 + Penalty 1604.151111 = -443200.830177 nChanged 0 SP:Iteration 135F (7115.848919 sec): 3 clusters Score: Raw -444804.981288 + Penalty 1604.151111 = -443200.830177 nChanged 0 Trying to split cluster 33 (6030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7115.878975 sec): 2 clusters Score: Raw -483728.330275 + Penalty 826.927718 = -482901.402557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7115.932130 sec): 3 clusters Score: Raw -480305.516820 + Penalty 1653.855435 = -478651.661385 nChanged 2640 SP:Iteration 1F (7115.984840 sec): 3 clusters Score: Raw -481896.829744 + Penalty 1653.855435 = -480242.974309 nChanged 508 SP:Iteration 2F (7116.041034 sec): 3 clusters Score: Raw -482229.362232 + Penalty 1653.855435 = -480575.506797 nChanged 458 SP:Iteration 3F (7116.084636 sec): 3 clusters Score: Raw -482547.132736 + Penalty 1653.855435 = -480893.277301 nChanged 437 SP:Iteration 4F (7116.132906 sec): 3 clusters Score: Raw -482853.651701 + Penalty 1653.855435 = -481199.796266 nChanged 344 SP:Iteration 5F (7116.185100 sec): 3 clusters Score: Raw -483077.074831 + Penalty 1653.855435 = -481423.219396 nChanged 271 SP:Iteration 6Q (7116.237534 sec): 3 clusters Score: Raw -483252.024521 + Penalty 1653.855435 = -481598.169086 nChanged 222 SP:Iteration 7Q (7116.292813 sec): 3 clusters Score: Raw -483379.494915 + Penalty 1653.855435 = -481725.639480 nChanged 169 SP:Iteration 8Q (7116.347232 sec): 3 clusters Score: Raw -483485.323398 + Penalty 1653.855435 = -481831.467963 nChanged 162 SP:Iteration 9Q (7116.412212 sec): 3 clusters Score: Raw -483579.104852 + Penalty 1653.855435 = -481925.249417 nChanged 162 SP:Iteration 10Q (7116.455182 sec): 3 clusters Score: Raw -483686.640939 + Penalty 1653.855435 = -482032.785504 nChanged 148 SP:Iteration 11Q (7116.491506 sec): 3 clusters Score: Raw -483769.228047 + Penalty 1653.855435 = -482115.372612 nChanged 113 SP:Iteration 12Q (7116.546487 sec): 3 clusters Score: Raw -483834.545949 + Penalty 1653.855435 = -482180.690514 nChanged 91 SP:Iteration 13Q (7116.604343 sec): 3 clusters Score: Raw -483882.237612 + Penalty 1653.855435 = -482228.382177 nChanged 84 SP:Iteration 14Q (7116.646682 sec): 3 clusters Score: Raw -483921.499178 + Penalty 1653.855435 = -482267.643743 nChanged 70 SP:Iteration 15Q (7116.710753 sec): 3 clusters Score: Raw -483958.769286 + Penalty 1653.855435 = -482304.913851 nChanged 71 SP:Iteration 16Q (7116.733945 sec): 3 clusters Score: Raw -483986.948054 + Penalty 1653.855435 = -482333.092619 nChanged 53 SP:Iteration 17Q (7116.778611 sec): 3 clusters Score: Raw -484005.911411 + Penalty 1653.855435 = -482352.055975 nChanged 48 SP:Iteration 18Q (7116.824081 sec): 3 clusters Score: Raw -484027.973265 + Penalty 1653.855435 = -482374.117830 nChanged 58 SP:Iteration 19Q (7116.876133 sec): 3 clusters Score: Raw -484059.799531 + Penalty 1653.855435 = -482405.944096 nChanged 48 SP:Iteration 20F (7116.942058 sec): 3 clusters Score: Raw -484083.097770 + Penalty 1653.855435 = -482429.242334 nChanged 34 SP:Iteration 21Q (7116.977968 sec): 3 clusters Score: Raw -484091.931761 + Penalty 1653.855435 = -482438.076326 nChanged 26 SP:Iteration 22Q (7117.032197 sec): 3 clusters Score: Raw -484100.052746 + Penalty 1653.855435 = -482446.197311 nChanged 24 SP:Iteration 23Q (7117.095261 sec): 3 clusters Score: Raw -484109.729152 + Penalty 1653.855435 = -482455.873717 nChanged 17 SP:Iteration 24Q (7117.133823 sec): 3 clusters Score: Raw -484119.073322 + Penalty 1653.855435 = -482465.217887 nChanged 23 SP:Iteration 25Q (7117.188721 sec): 3 clusters Score: Raw -484130.283375 + Penalty 1653.855435 = -482476.427940 nChanged 23 SP:Iteration 26Q (7117.244432 sec): 3 clusters Score: Raw -484138.035120 + Penalty 1653.855435 = -482484.179685 nChanged 29 SP:Iteration 27Q (7117.296722 sec): 3 clusters Score: Raw -484156.494450 + Penalty 1653.855435 = -482502.639015 nChanged 33 SP:Iteration 28Q (7117.339986 sec): 3 clusters Score: Raw -484179.769391 + Penalty 1653.855435 = -482525.913956 nChanged 41 SP:Iteration 29Q (7117.388302 sec): 3 clusters Score: Raw -484205.227309 + Penalty 1653.855435 = -482551.371874 nChanged 37 SP:Iteration 30Q (7117.441648 sec): 3 clusters Score: Raw -484222.607805 + Penalty 1653.855435 = -482568.752370 nChanged 32 SP:Iteration 31Q (7117.494220 sec): 3 clusters Score: Raw -484238.951219 + Penalty 1653.855435 = -482585.095784 nChanged 35 SP:Iteration 32Q (7117.545731 sec): 3 clusters Score: Raw -484257.748675 + Penalty 1653.855435 = -482603.893240 nChanged 29 SP:Iteration 33Q (7117.600046 sec): 3 clusters Score: Raw -484270.134168 + Penalty 1653.855435 = -482616.278733 nChanged 24 SP:Iteration 34Q (7117.653731 sec): 3 clusters Score: Raw -484279.745179 + Penalty 1653.855435 = -482625.889744 nChanged 15 SP:Iteration 35Q (7117.707489 sec): 3 clusters Score: Raw -484283.545981 + Penalty 1653.855435 = -482629.690545 nChanged 13 SP:Iteration 36Q (7117.746423 sec): 3 clusters Score: Raw -484287.430145 + Penalty 1653.855435 = -482633.574710 nChanged 6 SP:Iteration 37Q (7117.791844 sec): 3 clusters Score: Raw -484288.760232 + Penalty 1653.855435 = -482634.904797 nChanged 3 SP:Iteration 38Q (7117.839408 sec): 3 clusters Score: Raw -484289.111097 + Penalty 1653.855435 = -482635.255662 nChanged 1 SP:Iteration 39Q (7117.896456 sec): 3 clusters Score: Raw -484289.269615 + Penalty 1653.855435 = -482635.414180 nChanged 1 SP:Iteration 40F (7117.946191 sec): 3 clusters Score: Raw -484289.423807 + Penalty 1653.855435 = -482635.568372 nChanged 2 SP:Iteration 41Q (7117.986736 sec): 3 clusters Score: Raw -484289.735528 + Penalty 1653.855435 = -482635.880093 nChanged 1 SP:Iteration 42Q (7118.031129 sec): 3 clusters Score: Raw -484289.859062 + Penalty 1653.855435 = -482636.003627 nChanged 0 SP:Iteration 43F (7118.086296 sec): 3 clusters Score: Raw -484289.859062 + Penalty 1653.855435 = -482636.003627 nChanged 0 Trying to split cluster 34 (3688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7118.121378 sec): 2 clusters Score: Raw -332882.345061 + Penalty 780.219761 = -332102.125301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7118.159506 sec): 3 clusters Score: Raw -330933.782940 + Penalty 1560.439521 = -329373.343419 nChanged 1535 SP:Iteration 1F (7118.207766 sec): 3 clusters Score: Raw -331906.624588 + Penalty 1560.439521 = -330346.185067 nChanged 320 SP:Iteration 2F (7118.260815 sec): 3 clusters Score: Raw -332150.585306 + Penalty 1560.439521 = -330590.145785 nChanged 269 SP:Iteration 3F (7118.311039 sec): 3 clusters Score: Raw -332378.097687 + Penalty 1560.439521 = -330817.658166 nChanged 242 SP:Iteration 4F (7118.355094 sec): 3 clusters Score: Raw -332582.330885 + Penalty 1560.439521 = -331021.891364 nChanged 214 SP:Iteration 5F (7118.404992 sec): 3 clusters Score: Raw -332729.052006 + Penalty 1560.439521 = -331168.612485 nChanged 171 SP:Iteration 6Q (7118.445976 sec): 3 clusters Score: Raw -332833.030174 + Penalty 1560.439521 = -331272.590653 nChanged 150 SP:Iteration 7Q (7118.497599 sec): 3 clusters Score: Raw -332932.204326 + Penalty 1560.439521 = -331371.764804 nChanged 130 SP:Iteration 8Q (7118.546084 sec): 3 clusters Score: Raw -333015.406254 + Penalty 1560.439521 = -331454.966733 nChanged 84 SP:Iteration 9Q (7118.601006 sec): 3 clusters Score: Raw -333060.440328 + Penalty 1560.439521 = -331500.000807 nChanged 61 SP:Iteration 10Q (7118.643052 sec): 3 clusters Score: Raw -333089.234975 + Penalty 1560.439521 = -331528.795453 nChanged 52 SP:Iteration 11Q (7118.683422 sec): 3 clusters Score: Raw -333111.810581 + Penalty 1560.439521 = -331551.371060 nChanged 37 SP:Iteration 12Q (7118.736794 sec): 3 clusters Score: Raw -333126.161702 + Penalty 1560.439521 = -331565.722181 nChanged 26 SP:Iteration 13Q (7118.772256 sec): 3 clusters Score: Raw -333134.100282 + Penalty 1560.439521 = -331573.660761 nChanged 18 SP:Iteration 14Q (7118.811333 sec): 3 clusters Score: Raw -333140.913734 + Penalty 1560.439521 = -331580.474213 nChanged 12 SP:Iteration 15Q (7118.862099 sec): 3 clusters Score: Raw -333144.489110 + Penalty 1560.439521 = -331584.049589 nChanged 14 SP:Iteration 16Q (7118.910335 sec): 3 clusters Score: Raw -333149.507646 + Penalty 1560.439521 = -331589.068124 nChanged 13 SP:Iteration 17Q (7118.963871 sec): 3 clusters Score: Raw -333151.891207 + Penalty 1560.439521 = -331591.451686 nChanged 10 SP:Iteration 18Q (7119.013921 sec): 3 clusters Score: Raw -333153.289412 + Penalty 1560.439521 = -331592.849891 nChanged 5 SP:Iteration 19Q (7119.065554 sec): 3 clusters Score: Raw -333156.389549 + Penalty 1560.439521 = -331595.950028 nChanged 9 SP:Iteration 20F (7119.117507 sec): 3 clusters Score: Raw -333160.273912 + Penalty 1560.439521 = -331599.834391 nChanged 11 SP:Iteration 21Q (7119.169399 sec): 3 clusters Score: Raw -333164.171694 + Penalty 1560.439521 = -331603.732173 nChanged 14 SP:Iteration 22Q (7119.216681 sec): 3 clusters Score: Raw -333167.814016 + Penalty 1560.439521 = -331607.374495 nChanged 7 SP:Iteration 23Q (7119.268713 sec): 3 clusters Score: Raw -333169.669802 + Penalty 1560.439521 = -331609.230281 nChanged 7 SP:Iteration 24Q (7119.317618 sec): 3 clusters Score: Raw -333171.283811 + Penalty 1560.439521 = -331610.844290 nChanged 8 SP:Iteration 25Q (7119.369494 sec): 3 clusters Score: Raw -333173.788355 + Penalty 1560.439521 = -331613.348834 nChanged 8 SP:Iteration 26Q (7119.414313 sec): 3 clusters Score: Raw -333176.417493 + Penalty 1560.439521 = -331615.977972 nChanged 7 SP:Iteration 27Q (7119.455026 sec): 3 clusters Score: Raw -333178.561833 + Penalty 1560.439521 = -331618.122312 nChanged 2 SP:Iteration 28Q (7119.502974 sec): 3 clusters Score: Raw -333179.108360 + Penalty 1560.439521 = -331618.668839 nChanged 2 SP:Iteration 29Q (7119.550479 sec): 3 clusters Score: Raw -333179.411378 + Penalty 1560.439521 = -331618.971857 nChanged 1 SP:Iteration 30Q (7119.595697 sec): 3 clusters Score: Raw -333179.539498 + Penalty 1560.439521 = -331619.099976 nChanged 1 SP:Iteration 31Q (7119.645993 sec): 3 clusters Score: Raw -333179.613685 + Penalty 1560.439521 = -331619.174164 nChanged 1 SP:Iteration 32Q (7119.689719 sec): 3 clusters Score: Raw -333180.048594 + Penalty 1560.439521 = -331619.609073 nChanged 2 SP:Iteration 33Q (7119.731917 sec): 3 clusters Score: Raw -333180.524107 + Penalty 1560.439521 = -331620.084586 nChanged 3 SP:Iteration 34Q (7119.777301 sec): 3 clusters Score: Raw -333180.927260 + Penalty 1560.439521 = -331620.487739 nChanged 3 SP:Iteration 35Q (7119.825033 sec): 3 clusters Score: Raw -333181.273808 + Penalty 1560.439521 = -331620.834287 nChanged 2 SP:Iteration 36Q (7119.872504 sec): 3 clusters Score: Raw -333181.423626 + Penalty 1560.439521 = -331620.984105 nChanged 1 SP:Iteration 37Q (7119.924382 sec): 3 clusters Score: Raw -333181.836477 + Penalty 1560.439521 = -331621.396956 nChanged 4 SP:Iteration 38Q (7119.971817 sec): 3 clusters Score: Raw -333182.641521 + Penalty 1560.439521 = -331622.202000 nChanged 6 SP:Iteration 39Q (7120.026319 sec): 3 clusters Score: Raw -333184.548994 + Penalty 1560.439521 = -331624.109473 nChanged 5 SP:Iteration 40F (7120.064583 sec): 3 clusters Score: Raw -333185.681089 + Penalty 1560.439521 = -331625.241568 nChanged 7 SP:Iteration 41Q (7120.091198 sec): 3 clusters Score: Raw -333187.205081 + Penalty 1560.439521 = -331626.765559 nChanged 4 SP:Iteration 42Q (7120.105885 sec): 3 clusters Score: Raw -333187.973482 + Penalty 1560.439521 = -331627.533961 nChanged 2 SP:Iteration 43Q (7120.148842 sec): 3 clusters Score: Raw -333188.251700 + Penalty 1560.439521 = -331627.812179 nChanged 2 SP:Iteration 44Q (7120.198194 sec): 3 clusters Score: Raw -333188.376749 + Penalty 1560.439521 = -331627.937228 nChanged 0 SP:Iteration 45F (7120.233643 sec): 3 clusters Score: Raw -333188.376749 + Penalty 1560.439521 = -331627.937228 nChanged 0 Trying to split cluster 35 (16601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7120.281045 sec): 2 clusters Score: Raw -1642209.047024 + Penalty 923.135730 = -1641285.911294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7120.335777 sec): 3 clusters Score: Raw -1632005.346506 + Penalty 1846.271461 = -1630159.075045 nChanged 7574 SP:Iteration 1F (7120.404119 sec): 3 clusters Score: Raw -1636338.127208 + Penalty 1846.271461 = -1634491.855748 nChanged 996 SP:Iteration 2F (7120.454668 sec): 3 clusters Score: Raw -1636772.534618 + Penalty 1846.271461 = -1634926.263157 nChanged 974 SP:Iteration 3F (7120.518701 sec): 3 clusters Score: Raw -1637296.409439 + Penalty 1846.271461 = -1635450.137979 nChanged 1063 SP:Iteration 4F (7120.589124 sec): 3 clusters Score: Raw -1637985.248406 + Penalty 1846.271461 = -1636138.976945 nChanged 1071 SP:Iteration 5F (7120.655577 sec): 3 clusters Score: Raw -1638761.420166 + Penalty 1846.271461 = -1636915.148705 nChanged 970 SP:Iteration 6F (7120.722907 sec): 3 clusters Score: Raw -1639508.608147 + Penalty 1846.271461 = -1637662.336687 nChanged 865 SP:Iteration 7F (7120.800304 sec): 3 clusters Score: Raw -1640116.596580 + Penalty 1846.271461 = -1638270.325119 nChanged 623 SP:Iteration 8Q (7120.867390 sec): 3 clusters Score: Raw -1640470.001819 + Penalty 1846.271461 = -1638623.730358 nChanged 449 SP:Iteration 9Q (7120.913387 sec): 3 clusters Score: Raw -1640680.859877 + Penalty 1846.271461 = -1638834.588416 nChanged 354 SP:Iteration 10Q (7120.969789 sec): 3 clusters Score: Raw -1640828.960577 + Penalty 1846.271461 = -1638982.689116 nChanged 278 SP:Iteration 11Q (7121.028626 sec): 3 clusters Score: Raw -1640948.826808 + Penalty 1846.271461 = -1639102.555347 nChanged 267 SP:Iteration 12Q (7121.083947 sec): 3 clusters Score: Raw -1641071.251227 + Penalty 1846.271461 = -1639224.979767 nChanged 271 SP:Iteration 13Q (7121.153598 sec): 3 clusters Score: Raw -1641201.836263 + Penalty 1846.271461 = -1639355.564802 nChanged 247 SP:Iteration 14Q (7121.216059 sec): 3 clusters Score: Raw -1641320.676894 + Penalty 1846.271461 = -1639474.405433 nChanged 234 SP:Iteration 15Q (7121.283587 sec): 3 clusters Score: Raw -1641425.835700 + Penalty 1846.271461 = -1639579.564239 nChanged 218 SP:Iteration 16Q (7121.349599 sec): 3 clusters Score: Raw -1641522.910882 + Penalty 1846.271461 = -1639676.639421 nChanged 193 SP:Iteration 17Q (7121.413406 sec): 3 clusters Score: Raw -1641613.589778 + Penalty 1846.271461 = -1639767.318317 nChanged 205 SP:Iteration 18Q (7121.472175 sec): 3 clusters Score: Raw -1641714.930797 + Penalty 1846.271461 = -1639868.659337 nChanged 176 SP:Iteration 19Q (7121.533986 sec): 3 clusters Score: Raw -1641806.623388 + Penalty 1846.271461 = -1639960.351928 nChanged 149 SP:Iteration 20F (7121.606672 sec): 3 clusters Score: Raw -1641880.226603 + Penalty 1846.271461 = -1640033.955142 nChanged 153 SP:Iteration 21Q (7121.666262 sec): 3 clusters Score: Raw -1641964.905233 + Penalty 1846.271461 = -1640118.633772 nChanged 140 SP:Iteration 22Q (7121.726915 sec): 3 clusters Score: Raw -1642034.947946 + Penalty 1846.271461 = -1640188.676485 nChanged 104 SP:Iteration 23Q (7121.783791 sec): 3 clusters Score: Raw -1642087.666113 + Penalty 1846.271461 = -1640241.394653 nChanged 88 SP:Iteration 24Q (7121.841511 sec): 3 clusters Score: Raw -1642137.838342 + Penalty 1846.271461 = -1640291.566882 nChanged 74 SP:Iteration 25Q (7121.901318 sec): 3 clusters Score: Raw -1642182.522357 + Penalty 1846.271461 = -1640336.250896 nChanged 58 SP:Iteration 26Q (7121.967405 sec): 3 clusters Score: Raw -1642210.987209 + Penalty 1846.271461 = -1640364.715749 nChanged 44 SP:Iteration 27Q (7122.029735 sec): 3 clusters Score: Raw -1642229.974779 + Penalty 1846.271461 = -1640383.703319 nChanged 26 SP:Iteration 28Q (7122.088868 sec): 3 clusters Score: Raw -1642243.928684 + Penalty 1846.271461 = -1640397.657224 nChanged 30 SP:Iteration 29Q (7122.155688 sec): 3 clusters Score: Raw -1642258.889157 + Penalty 1846.271461 = -1640412.617697 nChanged 33 SP:Iteration 30Q (7122.203061 sec): 3 clusters Score: Raw -1642275.030499 + Penalty 1846.271461 = -1640428.759038 nChanged 28 SP:Iteration 31Q (7122.264715 sec): 3 clusters Score: Raw -1642288.170115 + Penalty 1846.271461 = -1640441.898655 nChanged 18 SP:Iteration 32Q (7122.330129 sec): 3 clusters Score: Raw -1642297.081787 + Penalty 1846.271461 = -1640450.810326 nChanged 13 SP:Iteration 33Q (7122.391769 sec): 3 clusters Score: Raw -1642302.579842 + Penalty 1846.271461 = -1640456.308382 nChanged 11 SP:Iteration 34Q (7122.444540 sec): 3 clusters Score: Raw -1642307.813885 + Penalty 1846.271461 = -1640461.542424 nChanged 11 SP:Iteration 35Q (7122.499201 sec): 3 clusters Score: Raw -1642311.777762 + Penalty 1846.271461 = -1640465.506301 nChanged 7 SP:Iteration 36Q (7122.569884 sec): 3 clusters Score: Raw -1642314.510554 + Penalty 1846.271461 = -1640468.239094 nChanged 9 SP:Iteration 37Q (7122.623827 sec): 3 clusters Score: Raw -1642318.561747 + Penalty 1846.271461 = -1640472.290286 nChanged 8 SP:Iteration 38Q (7122.687560 sec): 3 clusters Score: Raw -1642324.059749 + Penalty 1846.271461 = -1640477.788288 nChanged 8 SP:Iteration 39Q (7122.752113 sec): 3 clusters Score: Raw -1642330.484153 + Penalty 1846.271461 = -1640484.212692 nChanged 7 SP:Iteration 40F (7122.800264 sec): 3 clusters Score: Raw -1642334.549173 + Penalty 1846.271461 = -1640488.277713 nChanged 4 SP:Iteration 41Q (7122.857289 sec): 3 clusters Score: Raw -1642338.417654 + Penalty 1846.271461 = -1640492.146193 nChanged 6 SP:Iteration 42Q (7122.911091 sec): 3 clusters Score: Raw -1642342.797809 + Penalty 1846.271461 = -1640496.526349 nChanged 3 SP:Iteration 43Q (7122.983269 sec): 3 clusters Score: Raw -1642344.499516 + Penalty 1846.271461 = -1640498.228055 nChanged 4 SP:Iteration 44Q (7123.031377 sec): 3 clusters Score: Raw -1642346.281038 + Penalty 1846.271461 = -1640500.009578 nChanged 6 SP:Iteration 45Q (7123.092054 sec): 3 clusters Score: Raw -1642349.220023 + Penalty 1846.271461 = -1640502.948563 nChanged 11 SP:Iteration 46Q (7123.157792 sec): 3 clusters Score: Raw -1642353.669371 + Penalty 1846.271461 = -1640507.397910 nChanged 3 SP:Iteration 47Q (7123.221965 sec): 3 clusters Score: Raw -1642355.158423 + Penalty 1846.271461 = -1640508.886963 nChanged 2 SP:Iteration 48Q (7123.272857 sec): 3 clusters Score: Raw -1642356.408179 + Penalty 1846.271461 = -1640510.136718 nChanged 2 SP:Iteration 49Q (7123.334690 sec): 3 clusters Score: Raw -1642357.060647 + Penalty 1846.271461 = -1640510.789186 nChanged 0 SP:Iteration 50F (7123.401889 sec): 3 clusters Score: Raw -1642357.060647 + Penalty 1846.271461 = -1640510.789186 nChanged 0 Trying to split cluster 36 (15955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7123.438643 sec): 2 clusters Score: Raw -1592509.810651 + Penalty 919.365116 = -1591590.445535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7123.507964 sec): 3 clusters Score: Raw -1582693.258669 + Penalty 1838.730232 = -1580854.528437 nChanged 7351 SP:Iteration 1F (7123.569939 sec): 3 clusters Score: Raw -1586809.457738 + Penalty 1838.730232 = -1584970.727505 nChanged 676 SP:Iteration 2Q (7123.630290 sec): 3 clusters Score: Raw -1587010.182244 + Penalty 1838.730232 = -1585171.452011 nChanged 640 SP:Iteration 3Q (7123.695796 sec): 3 clusters Score: Raw -1587220.894807 + Penalty 1838.730232 = -1585382.164574 nChanged 656 SP:Iteration 4Q (7123.751124 sec): 3 clusters Score: Raw -1587482.656561 + Penalty 1838.730232 = -1585643.926329 nChanged 675 SP:Iteration 5Q (7123.814757 sec): 3 clusters Score: Raw -1587805.257860 + Penalty 1838.730232 = -1585966.527628 nChanged 722 SP:Iteration 6Q (7123.881248 sec): 3 clusters Score: Raw -1588198.440604 + Penalty 1838.730232 = -1586359.710372 nChanged 768 SP:Iteration 7Q (7123.938611 sec): 3 clusters Score: Raw -1588717.123703 + Penalty 1838.730232 = -1586878.393471 nChanged 845 SP:Iteration 8F (7123.994351 sec): 3 clusters Score: Raw -1589400.438677 + Penalty 1838.730232 = -1587561.708445 nChanged 848 SP:Iteration 9F (7124.058746 sec): 3 clusters Score: Raw -1590136.735384 + Penalty 1838.730232 = -1588298.005152 nChanged 739 SP:Iteration 10Q (7124.115492 sec): 3 clusters Score: Raw -1590726.344685 + Penalty 1838.730232 = -1588887.614453 nChanged 625 SP:Iteration 11Q (7124.185621 sec): 3 clusters Score: Raw -1591210.782093 + Penalty 1838.730232 = -1589372.051861 nChanged 498 SP:Iteration 12Q (7124.241284 sec): 3 clusters Score: Raw -1591570.754590 + Penalty 1838.730232 = -1589732.024358 nChanged 391 SP:Iteration 13Q (7124.306192 sec): 3 clusters Score: Raw -1591796.999850 + Penalty 1838.730232 = -1589958.269618 nChanged 346 SP:Iteration 14Q (7124.376529 sec): 3 clusters Score: Raw -1591986.925327 + Penalty 1838.730232 = -1590148.195095 nChanged 305 SP:Iteration 15Q (7124.426080 sec): 3 clusters Score: Raw -1592147.500983 + Penalty 1838.730232 = -1590308.770750 nChanged 233 SP:Iteration 16Q (7124.487818 sec): 3 clusters Score: Raw -1592260.556869 + Penalty 1838.730232 = -1590421.826636 nChanged 206 SP:Iteration 17Q (7124.539682 sec): 3 clusters Score: Raw -1592360.985524 + Penalty 1838.730232 = -1590522.255291 nChanged 177 SP:Iteration 18Q (7124.603748 sec): 3 clusters Score: Raw -1592437.043297 + Penalty 1838.730232 = -1590598.313065 nChanged 127 SP:Iteration 19Q (7124.663823 sec): 3 clusters Score: Raw -1592492.088321 + Penalty 1838.730232 = -1590653.358088 nChanged 120 SP:Iteration 20F (7124.728193 sec): 3 clusters Score: Raw -1592541.237084 + Penalty 1838.730232 = -1590702.506852 nChanged 90 SP:Iteration 21Q (7124.793913 sec): 3 clusters Score: Raw -1592572.781585 + Penalty 1838.730232 = -1590734.051352 nChanged 62 SP:Iteration 22Q (7124.853303 sec): 3 clusters Score: Raw -1592591.080670 + Penalty 1838.730232 = -1590752.350438 nChanged 54 SP:Iteration 23Q (7124.902400 sec): 3 clusters Score: Raw -1592608.675766 + Penalty 1838.730232 = -1590769.945533 nChanged 44 SP:Iteration 24Q (7124.963957 sec): 3 clusters Score: Raw -1592620.475129 + Penalty 1838.730232 = -1590781.744897 nChanged 37 SP:Iteration 25Q (7125.025887 sec): 3 clusters Score: Raw -1592630.902046 + Penalty 1838.730232 = -1590792.171814 nChanged 33 SP:Iteration 26Q (7125.078366 sec): 3 clusters Score: Raw -1592640.420829 + Penalty 1838.730232 = -1590801.690597 nChanged 27 SP:Iteration 27Q (7125.141765 sec): 3 clusters Score: Raw -1592647.923268 + Penalty 1838.730232 = -1590809.193036 nChanged 20 SP:Iteration 28Q (7125.202437 sec): 3 clusters Score: Raw -1592652.777056 + Penalty 1838.730232 = -1590814.046823 nChanged 28 SP:Iteration 29Q (7125.259860 sec): 3 clusters Score: Raw -1592660.069251 + Penalty 1838.730232 = -1590821.339019 nChanged 27 SP:Iteration 30Q (7125.312256 sec): 3 clusters Score: Raw -1592667.880050 + Penalty 1838.730232 = -1590829.149818 nChanged 27 SP:Iteration 31Q (7125.371731 sec): 3 clusters Score: Raw -1592676.518961 + Penalty 1838.730232 = -1590837.788729 nChanged 22 SP:Iteration 32Q (7125.429182 sec): 3 clusters Score: Raw -1592683.100483 + Penalty 1838.730232 = -1590844.370251 nChanged 20 SP:Iteration 33Q (7125.482792 sec): 3 clusters Score: Raw -1592687.694919 + Penalty 1838.730232 = -1590848.964687 nChanged 15 SP:Iteration 34Q (7125.539454 sec): 3 clusters Score: Raw -1592691.382332 + Penalty 1838.730232 = -1590852.652100 nChanged 12 SP:Iteration 35Q (7125.595317 sec): 3 clusters Score: Raw -1592694.040030 + Penalty 1838.730232 = -1590855.309797 nChanged 8 SP:Iteration 36Q (7125.669387 sec): 3 clusters Score: Raw -1592695.771734 + Penalty 1838.730232 = -1590857.041502 nChanged 2 SP:Iteration 37Q (7125.721569 sec): 3 clusters Score: Raw -1592696.175268 + Penalty 1838.730232 = -1590857.445035 nChanged 1 SP:Iteration 38Q (7125.785073 sec): 3 clusters Score: Raw -1592696.323150 + Penalty 1838.730232 = -1590857.592918 nChanged 1 SP:Iteration 39Q (7125.846436 sec): 3 clusters Score: Raw -1592696.431886 + Penalty 1838.730232 = -1590857.701654 nChanged 2 SP:Iteration 40F (7125.913349 sec): 3 clusters Score: Raw -1592696.792366 + Penalty 1838.730232 = -1590858.062134 nChanged 2 SP:Iteration 41Q (7125.969451 sec): 3 clusters Score: Raw -1592697.038767 + Penalty 1838.730232 = -1590858.308534 nChanged 1 SP:Iteration 42Q (7126.026799 sec): 3 clusters Score: Raw -1592697.623265 + Penalty 1838.730232 = -1590858.893032 nChanged 4 SP:Iteration 43Q (7126.086947 sec): 3 clusters Score: Raw -1592698.665138 + Penalty 1838.730232 = -1590859.934906 nChanged 4 SP:Iteration 44Q (7126.150054 sec): 3 clusters Score: Raw -1592699.676800 + Penalty 1838.730232 = -1590860.946567 nChanged 6 SP:Iteration 45Q (7126.211286 sec): 3 clusters Score: Raw -1592701.314090 + Penalty 1838.730232 = -1590862.583858 nChanged 4 SP:Iteration 46Q (7126.274320 sec): 3 clusters Score: Raw -1592702.283905 + Penalty 1838.730232 = -1590863.553673 nChanged 2 SP:Iteration 47Q (7126.333723 sec): 3 clusters Score: Raw -1592702.465109 + Penalty 1838.730232 = -1590863.734877 nChanged 2 SP:Iteration 48Q (7126.390176 sec): 3 clusters Score: Raw -1592702.768002 + Penalty 1838.730232 = -1590864.037770 nChanged 1 SP:Iteration 49Q (7126.446586 sec): 3 clusters Score: Raw -1592702.888589 + Penalty 1838.730232 = -1590864.158357 nChanged 0 SP:Iteration 50F (7126.512708 sec): 3 clusters Score: Raw -1592702.888589 + Penalty 1838.730232 = -1590864.158357 nChanged 0 Trying to split cluster 37 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7126.547947 sec): 2 clusters Score: Raw -365278.756897 + Penalty 783.061853 = -364495.695044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7126.587981 sec): 3 clusters Score: Raw -363198.410380 + Penalty 1566.123706 = -361632.286675 nChanged 1611 SP:Iteration 1F (7126.633424 sec): 3 clusters Score: Raw -364100.263541 + Penalty 1566.123706 = -362534.139836 nChanged 320 SP:Iteration 2F (7126.678545 sec): 3 clusters Score: Raw -364287.104412 + Penalty 1566.123706 = -362720.980706 nChanged 241 SP:Iteration 3F (7126.722483 sec): 3 clusters Score: Raw -364439.739022 + Penalty 1566.123706 = -362873.615316 nChanged 234 SP:Iteration 4F (7126.766506 sec): 3 clusters Score: Raw -364590.277279 + Penalty 1566.123706 = -363024.153573 nChanged 207 SP:Iteration 5F (7126.815163 sec): 3 clusters Score: Raw -364722.870860 + Penalty 1566.123706 = -363156.747155 nChanged 191 SP:Iteration 6F (7126.862372 sec): 3 clusters Score: Raw -364837.506577 + Penalty 1566.123706 = -363271.382872 nChanged 173 SP:Iteration 7Q (7126.912305 sec): 3 clusters Score: Raw -364946.797780 + Penalty 1566.123706 = -363380.674074 nChanged 160 SP:Iteration 8Q (7126.963208 sec): 3 clusters Score: Raw -365058.658875 + Penalty 1566.123706 = -363492.535169 nChanged 142 SP:Iteration 9Q (7127.012556 sec): 3 clusters Score: Raw -365146.594982 + Penalty 1566.123706 = -363580.471276 nChanged 110 SP:Iteration 10Q (7127.060963 sec): 3 clusters Score: Raw -365222.415081 + Penalty 1566.123706 = -363656.291375 nChanged 99 SP:Iteration 11Q (7127.102991 sec): 3 clusters Score: Raw -365295.259902 + Penalty 1566.123706 = -363729.136196 nChanged 98 SP:Iteration 12Q (7127.154994 sec): 3 clusters Score: Raw -365356.922437 + Penalty 1566.123706 = -363790.798731 nChanged 73 SP:Iteration 13Q (7127.207250 sec): 3 clusters Score: Raw -365392.485666 + Penalty 1566.123706 = -363826.361960 nChanged 50 SP:Iteration 14Q (7127.239356 sec): 3 clusters Score: Raw -365415.631052 + Penalty 1566.123706 = -363849.507346 nChanged 34 SP:Iteration 15Q (7127.286991 sec): 3 clusters Score: Raw -365431.925713 + Penalty 1566.123706 = -363865.802007 nChanged 32 SP:Iteration 16Q (7127.333685 sec): 3 clusters Score: Raw -365443.718928 + Penalty 1566.123706 = -363877.595222 nChanged 25 SP:Iteration 17Q (7127.375874 sec): 3 clusters Score: Raw -365452.238785 + Penalty 1566.123706 = -363886.115079 nChanged 21 SP:Iteration 18Q (7127.428369 sec): 3 clusters Score: Raw -365461.357040 + Penalty 1566.123706 = -363895.233335 nChanged 19 SP:Iteration 19Q (7127.480202 sec): 3 clusters Score: Raw -365472.754300 + Penalty 1566.123706 = -363906.630594 nChanged 28 SP:Iteration 20F (7127.531460 sec): 3 clusters Score: Raw -365486.400874 + Penalty 1566.123706 = -363920.277168 nChanged 24 SP:Iteration 21Q (7127.576202 sec): 3 clusters Score: Raw -365498.786720 + Penalty 1566.123706 = -363932.663015 nChanged 17 SP:Iteration 22Q (7127.630129 sec): 3 clusters Score: Raw -365514.248764 + Penalty 1566.123706 = -363948.125059 nChanged 14 SP:Iteration 23Q (7127.676896 sec): 3 clusters Score: Raw -365526.098178 + Penalty 1566.123706 = -363959.974473 nChanged 16 SP:Iteration 24Q (7127.721457 sec): 3 clusters Score: Raw -365537.429613 + Penalty 1566.123706 = -363971.305907 nChanged 18 SP:Iteration 25Q (7127.775790 sec): 3 clusters Score: Raw -365546.439795 + Penalty 1566.123706 = -363980.316090 nChanged 10 SP:Iteration 26Q (7127.814124 sec): 3 clusters Score: Raw -365550.465099 + Penalty 1566.123706 = -363984.341393 nChanged 7 SP:Iteration 27Q (7127.874270 sec): 3 clusters Score: Raw -365553.342863 + Penalty 1566.123706 = -363987.219157 nChanged 1 SP:Iteration 28Q (7127.923152 sec): 3 clusters Score: Raw -365553.653964 + Penalty 1566.123706 = -363987.530259 nChanged 1 SP:Iteration 29Q (7127.964768 sec): 3 clusters Score: Raw -365553.790489 + Penalty 1566.123706 = -363987.666783 nChanged 0 SP:Iteration 30F (7128.016806 sec): 3 clusters Score: Raw -365553.790489 + Penalty 1566.123706 = -363987.666783 nChanged 0 Trying to split cluster 38 (20933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7128.063509 sec): 2 clusters Score: Raw -2024652.733034 + Penalty 945.162803 = -2023707.570231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7128.136309 sec): 3 clusters Score: Raw -2011609.860275 + Penalty 1890.325607 = -2009719.534668 nChanged 9741 SP:Iteration 1F (7128.197351 sec): 3 clusters Score: Raw -2017600.157431 + Penalty 1890.325607 = -2015709.831825 nChanged 1430 SP:Iteration 2F (7128.259163 sec): 3 clusters Score: Raw -2018471.347336 + Penalty 1890.325607 = -2016581.021729 nChanged 1701 SP:Iteration 3F (7128.330838 sec): 3 clusters Score: Raw -2019731.068138 + Penalty 1890.325607 = -2017840.742531 nChanged 1747 SP:Iteration 4F (7128.402043 sec): 3 clusters Score: Raw -2021160.119549 + Penalty 1890.325607 = -2019269.793943 nChanged 1561 SP:Iteration 5F (7128.481988 sec): 3 clusters Score: Raw -2022524.480747 + Penalty 1890.325607 = -2020634.155141 nChanged 1194 SP:Iteration 6F (7128.547427 sec): 3 clusters Score: Raw -2023821.634990 + Penalty 1890.325607 = -2021931.309383 nChanged 775 SP:Iteration 7Q (7128.615844 sec): 3 clusters Score: Raw -2024887.289052 + Penalty 1890.325607 = -2022996.963446 nChanged 469 SP:Iteration 8Q (7128.681706 sec): 3 clusters Score: Raw -2025259.342472 + Penalty 1890.325607 = -2023369.016865 nChanged 218 SP:Iteration 9Q (7128.745134 sec): 3 clusters Score: Raw -2025341.724414 + Penalty 1890.325607 = -2023451.398807 nChanged 118 SP:Iteration 10Q (7128.817621 sec): 3 clusters Score: Raw -2025367.836989 + Penalty 1890.325607 = -2023477.511382 nChanged 81 SP:Iteration 11Q (7128.896736 sec): 3 clusters Score: Raw -2025383.868913 + Penalty 1890.325607 = -2023493.543306 nChanged 58 SP:Iteration 12Q (7128.955369 sec): 3 clusters Score: Raw -2025392.731943 + Penalty 1890.325607 = -2023502.406336 nChanged 37 SP:Iteration 13Q (7129.023803 sec): 3 clusters Score: Raw -2025398.131729 + Penalty 1890.325607 = -2023507.806122 nChanged 26 SP:Iteration 14Q (7129.088049 sec): 3 clusters Score: Raw -2025400.560929 + Penalty 1890.325607 = -2023510.235323 nChanged 18 SP:Iteration 15Q (7129.156252 sec): 3 clusters Score: Raw -2025402.903393 + Penalty 1890.325607 = -2023512.577787 nChanged 12 SP:Iteration 16Q (7129.226071 sec): 3 clusters Score: Raw -2025403.932706 + Penalty 1890.325607 = -2023513.607100 nChanged 6 SP:Iteration 17Q (7129.283814 sec): 3 clusters Score: Raw -2025404.288164 + Penalty 1890.325607 = -2023513.962558 nChanged 7 SP:Iteration 18Q (7129.348272 sec): 3 clusters Score: Raw -2025404.918504 + Penalty 1890.325607 = -2023514.592898 nChanged 8 SP:Iteration 19Q (7129.415969 sec): 3 clusters Score: Raw -2025405.635042 + Penalty 1890.325607 = -2023515.309436 nChanged 9 SP:Iteration 20F (7129.488839 sec): 3 clusters Score: Raw -2025406.399696 + Penalty 1890.325607 = -2023516.074089 nChanged 6 SP:Iteration 21Q (7129.557417 sec): 3 clusters Score: Raw -2025406.728865 + Penalty 1890.325607 = -2023516.403258 nChanged 6 SP:Iteration 22Q (7129.621357 sec): 3 clusters Score: Raw -2025407.152539 + Penalty 1890.325607 = -2023516.826933 nChanged 6 SP:Iteration 23Q (7129.692960 sec): 3 clusters Score: Raw -2025407.557574 + Penalty 1890.325607 = -2023517.231967 nChanged 2 SP:Iteration 24Q (7129.756661 sec): 3 clusters Score: Raw -2025407.707403 + Penalty 1890.325607 = -2023517.381797 nChanged 6 SP:Iteration 25Q (7129.828821 sec): 3 clusters Score: Raw -2025408.040253 + Penalty 1890.325607 = -2023517.714647 nChanged 5 SP:Iteration 26Q (7129.889820 sec): 3 clusters Score: Raw -2025408.391113 + Penalty 1890.325607 = -2023518.065506 nChanged 4 SP:Iteration 27Q (7129.955693 sec): 3 clusters Score: Raw -2025408.569624 + Penalty 1890.325607 = -2023518.244017 nChanged 2 SP:Iteration 28Q (7130.019663 sec): 3 clusters Score: Raw -2025408.637931 + Penalty 1890.325607 = -2023518.312325 nChanged 0 SP:Iteration 29F (7130.093899 sec): 3 clusters Score: Raw -2025408.637931 + Penalty 1890.325607 = -2023518.312325 nChanged 0 Iteration 459Q (7135.708240 sec): 39 clusters Score: Raw -58497717.403797 + Penalty 48163.559074 = -58449553.844723 nChanged 92 Iteration 460F (7146.981015 sec): 39 clusters Score: Raw -58497720.506013 + Penalty 48163.559074 = -58449556.946938 nChanged 102 Iteration 461Q (7152.858958 sec): 39 clusters Score: Raw -58497723.767442 + Penalty 48163.559074 = -58449560.208367 nChanged 121 Iteration 462Q (7158.623805 sec): 39 clusters Score: Raw -58497726.908496 + Penalty 48163.559074 = -58449563.349422 nChanged 105 Iteration 463Q (7164.542985 sec): 39 clusters Score: Raw -58497730.052810 + Penalty 48163.559074 = -58449566.493736 nChanged 89 Iteration 464Q (7170.126079 sec): 39 clusters Score: Raw -58497734.268269 + Penalty 48163.559074 = -58449570.709195 nChanged 98 Iteration 465Q (7175.730417 sec): 39 clusters Score: Raw -58497738.741400 + Penalty 48163.559074 = -58449575.182326 nChanged 106 Iteration 466Q (7181.044491 sec): 39 clusters Score: Raw -58497743.496191 + Penalty 48163.559074 = -58449579.937117 nChanged 96 Iteration 467Q (7186.270035 sec): 39 clusters Score: Raw -58497748.112555 + Penalty 48163.559074 = -58449584.553481 nChanged 98 Iteration 468Q (7191.462646 sec): 39 clusters Score: Raw -58497752.172968 + Penalty 48163.559074 = -58449588.613894 nChanged 107 Iteration 469Q (7196.929676 sec): 39 clusters Score: Raw -58497756.844300 + Penalty 48163.559074 = -58449593.285226 nChanged 96 Iteration 470Q (7202.341341 sec): 39 clusters Score: Raw -58497760.264906 + Penalty 48163.559074 = -58449596.705832 nChanged 109 Iteration 471Q (7207.743168 sec): 39 clusters Score: Raw -58497764.631701 + Penalty 48163.559074 = -58449601.072627 nChanged 115 Iteration 472Q (7212.945604 sec): 39 clusters Score: Raw -58497768.205570 + Penalty 48163.559074 = -58449604.646495 nChanged 100 Iteration 473Q (7218.315091 sec): 39 clusters Score: Raw -58497770.762010 + Penalty 48163.559074 = -58449607.202936 nChanged 83 Iteration 474Q (7223.968949 sec): 39 clusters Score: Raw -58497773.116150 + Penalty 48163.559074 = -58449609.557076 nChanged 82 Iteration 475Q (7229.674450 sec): 39 clusters Score: Raw -58497775.714638 + Penalty 48163.559074 = -58449612.155564 nChanged 89 Iteration 476Q (7235.180846 sec): 39 clusters Score: Raw -58497778.835348 + Penalty 48163.559074 = -58449615.276273 nChanged 94 Iteration 477Q (7240.781045 sec): 39 clusters Score: Raw -58497781.939300 + Penalty 48163.559074 = -58449618.380226 nChanged 97 Iteration 478Q (7246.660546 sec): 39 clusters Score: Raw -58497785.451176 + Penalty 48163.559074 = -58449621.892102 nChanged 108 Iteration 479Q (7252.119429 sec): 39 clusters Score: Raw -58497790.893703 + Penalty 48163.559074 = -58449627.334628 nChanged 119 Iteration 480F (7263.483702 sec): 39 clusters Score: Raw -58497795.660079 + Penalty 48163.559074 = -58449632.101005 nChanged 114 Iteration 481Q (7269.501620 sec): 39 clusters Score: Raw -58497799.673427 + Penalty 48163.559074 = -58449636.114352 nChanged 120 Iteration 482Q (7275.607669 sec): 39 clusters Score: Raw -58497803.922878 + Penalty 48163.559074 = -58449640.363804 nChanged 127 Iteration 483Q (7281.684413 sec): 39 clusters Score: Raw -58497808.027688 + Penalty 48163.559074 = -58449644.468614 nChanged 110 Iteration 484Q (7287.793134 sec): 39 clusters Score: Raw -58497811.612857 + Penalty 48163.559074 = -58449648.053782 nChanged 117 Iteration 485Q (7293.773708 sec): 39 clusters Score: Raw -58497815.444373 + Penalty 48163.559074 = -58449651.885298 nChanged 109 Iteration 486Q (7299.292617 sec): 39 clusters Score: Raw -58497818.704506 + Penalty 48163.559074 = -58449655.145432 nChanged 95 Iteration 487Q (7304.210079 sec): 39 clusters Score: Raw -58497821.885103 + Penalty 48163.559074 = -58449658.326029 nChanged 99 Iteration 488Q (7310.376816 sec): 39 clusters Score: Raw -58497825.923887 + Penalty 48163.559074 = -58449662.364813 nChanged 91 Iteration 489Q (7316.402033 sec): 39 clusters Score: Raw -58497829.801037 + Penalty 48163.559074 = -58449666.241963 nChanged 93 Iteration 490Q (7322.473135 sec): 39 clusters Score: Raw -58497832.936320 + Penalty 48163.559074 = -58449669.377245 nChanged 86 Iteration 491Q (7328.590024 sec): 39 clusters Score: Raw -58497835.170682 + Penalty 48163.559074 = -58449671.611608 nChanged 83 Iteration 492Q (7334.539015 sec): 39 clusters Score: Raw -58497837.459616 + Penalty 48163.559074 = -58449673.900542 nChanged 72 Iteration 493Q (7340.464459 sec): 39 clusters Score: Raw -58497838.962163 + Penalty 48163.559074 = -58449675.403088 nChanged 59 Iteration 494Q (7346.368928 sec): 39 clusters Score: Raw -58497840.280101 + Penalty 48163.559074 = -58449676.721027 nChanged 70 Iteration 495Q (7352.352651 sec): 39 clusters Score: Raw -58497841.777564 + Penalty 48163.559074 = -58449678.218490 nChanged 63 Iteration 496Q (7358.276590 sec): 39 clusters Score: Raw -58497843.286655 + Penalty 48163.559074 = -58449679.727581 nChanged 75 Iteration 497Q (7364.264422 sec): 39 clusters Score: Raw -58497845.216876 + Penalty 48163.559074 = -58449681.657802 nChanged 79 Iteration 498Q (7370.184916 sec): 39 clusters Score: Raw -58497846.854519 + Penalty 48163.559074 = -58449683.295445 nChanged 72 Writing temp clu file Because OldScore, -58449681.657802, is greater than current (better) Score,-58449683.295445 Compute initial score before splitting: Score: Raw -58497846.854519 + Penalty 48163.559074 = -58449683.295445 Trying to split cluster 1 (4468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7370.340624 sec): 2 clusters Score: Raw -421524.711603 + Penalty 798.446135 = -420726.265467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7370.391838 sec): 3 clusters Score: Raw -419017.490277 + Penalty 1596.892270 = -417420.598006 nChanged 1901 SP:Iteration 1F (7370.444950 sec): 3 clusters Score: Raw -420090.757866 + Penalty 1596.892270 = -418493.865596 nChanged 326 SP:Iteration 2F (7370.497628 sec): 3 clusters Score: Raw -420264.987852 + Penalty 1596.892270 = -418668.095582 nChanged 265 SP:Iteration 3F (7370.549225 sec): 3 clusters Score: Raw -420399.961414 + Penalty 1596.892270 = -418803.069144 nChanged 223 SP:Iteration 4Q (7370.593892 sec): 3 clusters Score: Raw -420505.513454 + Penalty 1596.892270 = -418908.621183 nChanged 180 SP:Iteration 5Q (7370.645127 sec): 3 clusters Score: Raw -420581.734212 + Penalty 1596.892270 = -418984.841942 nChanged 147 SP:Iteration 6Q (7370.699749 sec): 3 clusters Score: Raw -420639.375581 + Penalty 1596.892270 = -419042.483311 nChanged 137 SP:Iteration 7Q (7370.742113 sec): 3 clusters Score: Raw -420706.543289 + Penalty 1596.892270 = -419109.651018 nChanged 144 SP:Iteration 8Q (7370.793360 sec): 3 clusters Score: Raw -420781.973475 + Penalty 1596.892270 = -419185.081205 nChanged 157 SP:Iteration 9Q (7370.840152 sec): 3 clusters Score: Raw -420858.191962 + Penalty 1596.892270 = -419261.299691 nChanged 139 SP:Iteration 10Q (7370.890321 sec): 3 clusters Score: Raw -420920.876558 + Penalty 1596.892270 = -419323.984287 nChanged 151 SP:Iteration 11Q (7370.946949 sec): 3 clusters Score: Raw -420989.763864 + Penalty 1596.892270 = -419392.871594 nChanged 145 SP:Iteration 12Q (7370.986400 sec): 3 clusters Score: Raw -421058.000300 + Penalty 1596.892270 = -419461.108029 nChanged 136 SP:Iteration 13Q (7371.026322 sec): 3 clusters Score: Raw -421132.157794 + Penalty 1596.892270 = -419535.265524 nChanged 133 SP:Iteration 14Q (7371.090578 sec): 3 clusters Score: Raw -421199.825803 + Penalty 1596.892270 = -419602.933532 nChanged 126 SP:Iteration 15Q (7371.129985 sec): 3 clusters Score: Raw -421260.010424 + Penalty 1596.892270 = -419663.118154 nChanged 110 SP:Iteration 16Q (7371.181634 sec): 3 clusters Score: Raw -421307.615521 + Penalty 1596.892270 = -419710.723251 nChanged 103 SP:Iteration 17Q (7371.233989 sec): 3 clusters Score: Raw -421347.784529 + Penalty 1596.892270 = -419750.892259 nChanged 89 SP:Iteration 18Q (7371.276021 sec): 3 clusters Score: Raw -421379.670797 + Penalty 1596.892270 = -419782.778527 nChanged 81 SP:Iteration 19Q (7371.328742 sec): 3 clusters Score: Raw -421411.148780 + Penalty 1596.892270 = -419814.256509 nChanged 80 SP:Iteration 20F (7371.381334 sec): 3 clusters Score: Raw -421438.817055 + Penalty 1596.892270 = -419841.924785 nChanged 59 SP:Iteration 21Q (7371.432158 sec): 3 clusters Score: Raw -421458.607677 + Penalty 1596.892270 = -419861.715407 nChanged 40 SP:Iteration 22Q (7371.484361 sec): 3 clusters Score: Raw -421468.945268 + Penalty 1596.892270 = -419872.052998 nChanged 33 SP:Iteration 23Q (7371.536401 sec): 3 clusters Score: Raw -421476.259828 + Penalty 1596.892270 = -419879.367557 nChanged 28 SP:Iteration 24Q (7371.580204 sec): 3 clusters Score: Raw -421482.945831 + Penalty 1596.892270 = -419886.053561 nChanged 24 SP:Iteration 25Q (7371.644446 sec): 3 clusters Score: Raw -421490.283362 + Penalty 1596.892270 = -419893.391092 nChanged 25 SP:Iteration 26Q (7371.686559 sec): 3 clusters Score: Raw -421495.560917 + Penalty 1596.892270 = -419898.668646 nChanged 18 SP:Iteration 27Q (7371.738070 sec): 3 clusters Score: Raw -421499.144541 + Penalty 1596.892270 = -419902.252270 nChanged 17 SP:Iteration 28Q (7371.799395 sec): 3 clusters Score: Raw -421502.369463 + Penalty 1596.892270 = -419905.477192 nChanged 18 SP:Iteration 29Q (7371.837533 sec): 3 clusters Score: Raw -421504.678666 + Penalty 1596.892270 = -419907.786396 nChanged 7 SP:Iteration 30Q (7371.895306 sec): 3 clusters Score: Raw -421505.413680 + Penalty 1596.892270 = -419908.521409 nChanged 5 SP:Iteration 31Q (7371.936155 sec): 3 clusters Score: Raw -421506.183031 + Penalty 1596.892270 = -419909.290761 nChanged 5 SP:Iteration 32Q (7371.980473 sec): 3 clusters Score: Raw -421507.031743 + Penalty 1596.892270 = -419910.139473 nChanged 5 SP:Iteration 33Q (7372.026629 sec): 3 clusters Score: Raw -421507.946092 + Penalty 1596.892270 = -419911.053822 nChanged 8 SP:Iteration 34Q (7372.068226 sec): 3 clusters Score: Raw -421509.078406 + Penalty 1596.892270 = -419912.186136 nChanged 7 SP:Iteration 35Q (7372.116340 sec): 3 clusters Score: Raw -421510.008297 + Penalty 1596.892270 = -419913.116027 nChanged 8 SP:Iteration 36Q (7372.168110 sec): 3 clusters Score: Raw -421511.104131 + Penalty 1596.892270 = -419914.211860 nChanged 9 SP:Iteration 37Q (7372.213701 sec): 3 clusters Score: Raw -421512.410440 + Penalty 1596.892270 = -419915.518170 nChanged 7 SP:Iteration 38Q (7372.257267 sec): 3 clusters Score: Raw -421513.472706 + Penalty 1596.892270 = -419916.580435 nChanged 7 SP:Iteration 39Q (7372.299834 sec): 3 clusters Score: Raw -421515.117568 + Penalty 1596.892270 = -419918.225297 nChanged 8 SP:Iteration 40F (7372.343202 sec): 3 clusters Score: Raw -421516.198955 + Penalty 1596.892270 = -419919.306684 nChanged 10 SP:Iteration 41Q (7372.402576 sec): 3 clusters Score: Raw -421517.479391 + Penalty 1596.892270 = -419920.587120 nChanged 12 SP:Iteration 42Q (7372.442614 sec): 3 clusters Score: Raw -421519.669508 + Penalty 1596.892270 = -419922.777237 nChanged 9 SP:Iteration 43Q (7372.494666 sec): 3 clusters Score: Raw -421520.930420 + Penalty 1596.892270 = -419924.038149 nChanged 11 SP:Iteration 44Q (7372.546508 sec): 3 clusters Score: Raw -421523.825077 + Penalty 1596.892270 = -419926.932807 nChanged 13 SP:Iteration 45Q (7372.591833 sec): 3 clusters Score: Raw -421526.272399 + Penalty 1596.892270 = -419929.380128 nChanged 11 SP:Iteration 46Q (7372.644530 sec): 3 clusters Score: Raw -421528.065953 + Penalty 1596.892270 = -419931.173683 nChanged 11 SP:Iteration 47Q (7372.692351 sec): 3 clusters Score: Raw -421530.678535 + Penalty 1596.892270 = -419933.786264 nChanged 13 SP:Iteration 48Q (7372.738796 sec): 3 clusters Score: Raw -421533.349393 + Penalty 1596.892270 = -419936.457123 nChanged 9 SP:Iteration 49Q (7372.786582 sec): 3 clusters Score: Raw -421535.423237 + Penalty 1596.892270 = -419938.530966 nChanged 11 SP:Iteration 50Q (7372.838079 sec): 3 clusters Score: Raw -421538.415508 + Penalty 1596.892270 = -419941.523238 nChanged 12 SP:Iteration 51Q (7372.875993 sec): 3 clusters Score: Raw -421541.077566 + Penalty 1596.892270 = -419944.185295 nChanged 11 SP:Iteration 52Q (7372.921554 sec): 3 clusters Score: Raw -421543.178429 + Penalty 1596.892270 = -419946.286159 nChanged 3 SP:Iteration 53Q (7372.976968 sec): 3 clusters Score: Raw -421543.970056 + Penalty 1596.892270 = -419947.077785 nChanged 5 SP:Iteration 54Q (7373.017712 sec): 3 clusters Score: Raw -421544.483029 + Penalty 1596.892270 = -419947.590759 nChanged 3 SP:Iteration 55Q (7373.068085 sec): 3 clusters Score: Raw -421544.722050 + Penalty 1596.892270 = -419947.829780 nChanged 0 SP:Iteration 56F (7373.121047 sec): 3 clusters Score: Raw -421544.722050 + Penalty 1596.892270 = -419947.829780 nChanged 0 Trying to split cluster 2 (58201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7373.199460 sec): 2 clusters Score: Raw -5701573.743044 + Penalty 1042.307492 = -5700531.435552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7373.324999 sec): 3 clusters Score: Raw -5663629.236509 + Penalty 2084.614985 = -5661544.621525 nChanged 27847 SP:Iteration 1F (7373.438696 sec): 3 clusters Score: Raw -5679777.094242 + Penalty 2084.614985 = -5677692.479257 nChanged 2480 SP:Iteration 2Q (7373.554662 sec): 3 clusters Score: Raw -5680642.958263 + Penalty 2084.614985 = -5678558.343278 nChanged 2825 SP:Iteration 3Q (7373.671384 sec): 3 clusters Score: Raw -5681819.681956 + Penalty 2084.614985 = -5679735.066971 nChanged 3337 SP:Iteration 4F (7373.786698 sec): 3 clusters Score: Raw -5683493.290363 + Penalty 2084.614985 = -5681408.675378 nChanged 3712 SP:Iteration 5F (7373.902579 sec): 3 clusters Score: Raw -5685583.774065 + Penalty 2084.614985 = -5683499.159080 nChanged 3844 SP:Iteration 6F (7374.013943 sec): 3 clusters Score: Raw -5688014.013478 + Penalty 2084.614985 = -5685929.398493 nChanged 3891 SP:Iteration 7F (7374.123314 sec): 3 clusters Score: Raw -5690666.401422 + Penalty 2084.614985 = -5688581.786437 nChanged 3542 SP:Iteration 8F (7374.230987 sec): 3 clusters Score: Raw -5693269.019820 + Penalty 2084.614985 = -5691184.404835 nChanged 3027 SP:Iteration 9F (7374.356002 sec): 3 clusters Score: Raw -5695535.637079 + Penalty 2084.614985 = -5693451.022094 nChanged 2416 SP:Iteration 10Q (7374.483631 sec): 3 clusters Score: Raw -5697269.613935 + Penalty 2084.614985 = -5695184.998950 nChanged 1871 SP:Iteration 11Q (7374.596618 sec): 3 clusters Score: Raw -5698544.745016 + Penalty 2084.614985 = -5696460.130031 nChanged 1523 SP:Iteration 12Q (7374.701223 sec): 3 clusters Score: Raw -5699534.807185 + Penalty 2084.614985 = -5697450.192200 nChanged 1137 SP:Iteration 13Q (7374.805981 sec): 3 clusters Score: Raw -5700173.327681 + Penalty 2084.614985 = -5698088.712696 nChanged 885 SP:Iteration 14Q (7374.922594 sec): 3 clusters Score: Raw -5700652.053324 + Penalty 2084.614985 = -5698567.438339 nChanged 725 SP:Iteration 15Q (7375.030688 sec): 3 clusters Score: Raw -5701068.052747 + Penalty 2084.614985 = -5698983.437762 nChanged 578 SP:Iteration 16Q (7375.133807 sec): 3 clusters Score: Raw -5701406.318090 + Penalty 2084.614985 = -5699321.703105 nChanged 420 SP:Iteration 17Q (7375.227049 sec): 3 clusters Score: Raw -5701633.193286 + Penalty 2084.614985 = -5699548.578301 nChanged 287 SP:Iteration 18Q (7375.336079 sec): 3 clusters Score: Raw -5701787.931258 + Penalty 2084.614985 = -5699703.316273 nChanged 229 SP:Iteration 19Q (7375.444564 sec): 3 clusters Score: Raw -5701923.930019 + Penalty 2084.614985 = -5699839.315034 nChanged 158 SP:Iteration 20F (7375.557739 sec): 3 clusters Score: Raw -5702024.554538 + Penalty 2084.614985 = -5699939.939553 nChanged 99 SP:Iteration 21Q (7375.660015 sec): 3 clusters Score: Raw -5702105.436225 + Penalty 2084.614985 = -5700020.821240 nChanged 84 SP:Iteration 22Q (7375.750360 sec): 3 clusters Score: Raw -5702179.014435 + Penalty 2084.614985 = -5700094.399450 nChanged 66 SP:Iteration 23Q (7375.869500 sec): 3 clusters Score: Raw -5702221.506387 + Penalty 2084.614985 = -5700136.891402 nChanged 62 SP:Iteration 24Q (7375.971570 sec): 3 clusters Score: Raw -5702256.329881 + Penalty 2084.614985 = -5700171.714896 nChanged 58 SP:Iteration 25Q (7376.065398 sec): 3 clusters Score: Raw -5702284.352593 + Penalty 2084.614985 = -5700199.737608 nChanged 51 SP:Iteration 26Q (7376.155098 sec): 3 clusters Score: Raw -5702303.288512 + Penalty 2084.614985 = -5700218.673527 nChanged 40 SP:Iteration 27Q (7376.251587 sec): 3 clusters Score: Raw -5702319.775312 + Penalty 2084.614985 = -5700235.160327 nChanged 43 SP:Iteration 28Q (7376.362654 sec): 3 clusters Score: Raw -5702335.403076 + Penalty 2084.614985 = -5700250.788091 nChanged 37 SP:Iteration 29Q (7376.465290 sec): 3 clusters Score: Raw -5702347.744359 + Penalty 2084.614985 = -5700263.129374 nChanged 40 SP:Iteration 30Q (7376.568560 sec): 3 clusters Score: Raw -5702360.705672 + Penalty 2084.614985 = -5700276.090687 nChanged 27 SP:Iteration 31Q (7376.670533 sec): 3 clusters Score: Raw -5702370.759672 + Penalty 2084.614985 = -5700286.144688 nChanged 37 SP:Iteration 32Q (7376.768639 sec): 3 clusters Score: Raw -5702384.071452 + Penalty 2084.614985 = -5700299.456467 nChanged 36 SP:Iteration 33Q (7376.876378 sec): 3 clusters Score: Raw -5702399.653669 + Penalty 2084.614985 = -5700315.038684 nChanged 27 SP:Iteration 34Q (7376.968150 sec): 3 clusters Score: Raw -5702407.500934 + Penalty 2084.614985 = -5700322.885949 nChanged 22 SP:Iteration 35Q (7377.067395 sec): 3 clusters Score: Raw -5702414.282161 + Penalty 2084.614985 = -5700329.667176 nChanged 22 SP:Iteration 36Q (7377.156219 sec): 3 clusters Score: Raw -5702418.938362 + Penalty 2084.614985 = -5700334.323377 nChanged 11 SP:Iteration 37Q (7377.255415 sec): 3 clusters Score: Raw -5702422.205705 + Penalty 2084.614985 = -5700337.590720 nChanged 13 SP:Iteration 38Q (7377.366458 sec): 3 clusters Score: Raw -5702424.404852 + Penalty 2084.614985 = -5700339.789867 nChanged 11 SP:Iteration 39Q (7377.459351 sec): 3 clusters Score: Raw -5702425.733622 + Penalty 2084.614985 = -5700341.118637 nChanged 8 SP:Iteration 40F (7377.560724 sec): 3 clusters Score: Raw -5702430.101200 + Penalty 2084.614985 = -5700345.486215 nChanged 11 SP:Iteration 41Q (7377.655571 sec): 3 clusters Score: Raw -5702433.738376 + Penalty 2084.614985 = -5700349.123391 nChanged 10 SP:Iteration 42Q (7377.751467 sec): 3 clusters Score: Raw -5702435.234322 + Penalty 2084.614985 = -5700350.619337 nChanged 6 SP:Iteration 43Q (7377.851938 sec): 3 clusters Score: Raw -5702435.926527 + Penalty 2084.614985 = -5700351.311542 nChanged 3 SP:Iteration 44Q (7377.947707 sec): 3 clusters Score: Raw -5702436.294269 + Penalty 2084.614985 = -5700351.679284 nChanged 1 SP:Iteration 45Q (7378.050739 sec): 3 clusters Score: Raw -5702436.365565 + Penalty 2084.614985 = -5700351.750580 nChanged 0 SP:Iteration 46F (7378.168273 sec): 3 clusters Score: Raw -5702436.365565 + Penalty 2084.614985 = -5700351.750580 nChanged 0 Trying to split cluster 3 (5926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7378.188334 sec): 2 clusters Score: Raw -541173.211673 + Penalty 825.274949 = -540347.936724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7378.237481 sec): 3 clusters Score: Raw -537818.394756 + Penalty 1650.549898 = -536167.844857 nChanged 2540 SP:Iteration 1F (7378.282623 sec): 3 clusters Score: Raw -539213.317708 + Penalty 1650.549898 = -537562.767809 nChanged 406 SP:Iteration 2F (7378.330984 sec): 3 clusters Score: Raw -539427.404691 + Penalty 1650.549898 = -537776.854793 nChanged 342 SP:Iteration 3F (7378.369013 sec): 3 clusters Score: Raw -539648.344598 + Penalty 1650.549898 = -537997.794699 nChanged 339 SP:Iteration 4F (7378.419081 sec): 3 clusters Score: Raw -539880.361532 + Penalty 1650.549898 = -538229.811634 nChanged 342 SP:Iteration 5F (7378.471635 sec): 3 clusters Score: Raw -540111.196408 + Penalty 1650.549898 = -538460.646510 nChanged 300 SP:Iteration 6F (7378.521705 sec): 3 clusters Score: Raw -540306.307848 + Penalty 1650.549898 = -538655.757950 nChanged 248 SP:Iteration 7Q (7378.573266 sec): 3 clusters Score: Raw -540477.243464 + Penalty 1650.549898 = -538826.693566 nChanged 229 SP:Iteration 8Q (7378.621890 sec): 3 clusters Score: Raw -540651.900773 + Penalty 1650.549898 = -539001.350874 nChanged 212 SP:Iteration 9Q (7378.678989 sec): 3 clusters Score: Raw -540800.104753 + Penalty 1650.549898 = -539149.554854 nChanged 162 SP:Iteration 10Q (7378.712118 sec): 3 clusters Score: Raw -540908.799137 + Penalty 1650.549898 = -539258.249239 nChanged 132 SP:Iteration 11Q (7378.763064 sec): 3 clusters Score: Raw -540999.127561 + Penalty 1650.549898 = -539348.577663 nChanged 106 SP:Iteration 12Q (7378.814614 sec): 3 clusters Score: Raw -541081.197058 + Penalty 1650.549898 = -539430.647160 nChanged 94 SP:Iteration 13Q (7378.865412 sec): 3 clusters Score: Raw -541148.921922 + Penalty 1650.549898 = -539498.372023 nChanged 74 SP:Iteration 14Q (7378.924405 sec): 3 clusters Score: Raw -541192.101441 + Penalty 1650.549898 = -539541.551542 nChanged 42 SP:Iteration 15Q (7378.959381 sec): 3 clusters Score: Raw -541222.059096 + Penalty 1650.549898 = -539571.509198 nChanged 44 SP:Iteration 16Q (7379.014559 sec): 3 clusters Score: Raw -541255.040401 + Penalty 1650.549898 = -539604.490503 nChanged 31 SP:Iteration 17Q (7379.062549 sec): 3 clusters Score: Raw -541276.516680 + Penalty 1650.549898 = -539625.966782 nChanged 28 SP:Iteration 18Q (7379.110535 sec): 3 clusters Score: Raw -541290.506717 + Penalty 1650.549898 = -539639.956818 nChanged 22 SP:Iteration 19Q (7379.166909 sec): 3 clusters Score: Raw -541305.892692 + Penalty 1650.549898 = -539655.342794 nChanged 16 SP:Iteration 20F (7379.203319 sec): 3 clusters Score: Raw -541318.130592 + Penalty 1650.549898 = -539667.580694 nChanged 10 SP:Iteration 21Q (7379.260001 sec): 3 clusters Score: Raw -541326.542057 + Penalty 1650.549898 = -539675.992159 nChanged 9 SP:Iteration 22Q (7379.311530 sec): 3 clusters Score: Raw -541330.514329 + Penalty 1650.549898 = -539679.964431 nChanged 5 SP:Iteration 23Q (7379.365056 sec): 3 clusters Score: Raw -541334.243896 + Penalty 1650.549898 = -539683.693998 nChanged 5 SP:Iteration 24Q (7379.414502 sec): 3 clusters Score: Raw -541336.072296 + Penalty 1650.549898 = -539685.522397 nChanged 3 SP:Iteration 25Q (7379.468527 sec): 3 clusters Score: Raw -541337.121102 + Penalty 1650.549898 = -539686.571204 nChanged 1 SP:Iteration 26Q (7379.521105 sec): 3 clusters Score: Raw -541337.222406 + Penalty 1650.549898 = -539686.672508 nChanged 0 SP:Iteration 27F (7379.584872 sec): 3 clusters Score: Raw -541337.222406 + Penalty 1650.549898 = -539686.672508 nChanged 0 Trying to split cluster 4 (13521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7379.611541 sec): 2 clusters Score: Raw -1353779.756365 + Penalty 903.639935 = -1352876.116430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7379.671139 sec): 3 clusters Score: Raw -1345607.937397 + Penalty 1807.279869 = -1343800.657528 nChanged 6105 SP:Iteration 1F (7379.736028 sec): 3 clusters Score: Raw -1349182.739787 + Penalty 1807.279869 = -1347375.459917 nChanged 921 SP:Iteration 2F (7379.803068 sec): 3 clusters Score: Raw -1349757.770550 + Penalty 1807.279869 = -1347950.490681 nChanged 938 SP:Iteration 3F (7379.853722 sec): 3 clusters Score: Raw -1350467.257576 + Penalty 1807.279869 = -1348659.977707 nChanged 964 SP:Iteration 4F (7379.908891 sec): 3 clusters Score: Raw -1351222.439564 + Penalty 1807.279869 = -1349415.159695 nChanged 952 SP:Iteration 5F (7379.972057 sec): 3 clusters Score: Raw -1351881.955728 + Penalty 1807.279869 = -1350074.675859 nChanged 800 SP:Iteration 6F (7380.027894 sec): 3 clusters Score: Raw -1352378.542796 + Penalty 1807.279869 = -1350571.262927 nChanged 632 SP:Iteration 7Q (7380.091126 sec): 3 clusters Score: Raw -1352772.601878 + Penalty 1807.279869 = -1350965.322009 nChanged 513 SP:Iteration 8Q (7380.155284 sec): 3 clusters Score: Raw -1353064.602158 + Penalty 1807.279869 = -1351257.322289 nChanged 400 SP:Iteration 9Q (7380.217029 sec): 3 clusters Score: Raw -1353238.424492 + Penalty 1807.279869 = -1351431.144623 nChanged 291 SP:Iteration 10Q (7380.289706 sec): 3 clusters Score: Raw -1353339.031521 + Penalty 1807.279869 = -1351531.751652 nChanged 202 SP:Iteration 11Q (7380.341426 sec): 3 clusters Score: Raw -1353388.820292 + Penalty 1807.279869 = -1351581.540423 nChanged 134 SP:Iteration 12Q (7380.405035 sec): 3 clusters Score: Raw -1353418.996973 + Penalty 1807.279869 = -1351611.717104 nChanged 114 SP:Iteration 13Q (7380.468741 sec): 3 clusters Score: Raw -1353441.487341 + Penalty 1807.279869 = -1351634.207472 nChanged 94 SP:Iteration 14Q (7380.529371 sec): 3 clusters Score: Raw -1353458.684329 + Penalty 1807.279869 = -1351651.404459 nChanged 84 SP:Iteration 15Q (7380.581772 sec): 3 clusters Score: Raw -1353472.334665 + Penalty 1807.279869 = -1351665.054796 nChanged 67 SP:Iteration 16Q (7380.645757 sec): 3 clusters Score: Raw -1353482.333194 + Penalty 1807.279869 = -1351675.053324 nChanged 71 SP:Iteration 17Q (7380.708539 sec): 3 clusters Score: Raw -1353492.449683 + Penalty 1807.279869 = -1351685.169813 nChanged 65 SP:Iteration 18Q (7380.763474 sec): 3 clusters Score: Raw -1353502.880071 + Penalty 1807.279869 = -1351695.600202 nChanged 82 SP:Iteration 19Q (7380.824154 sec): 3 clusters Score: Raw -1353517.693071 + Penalty 1807.279869 = -1351710.413202 nChanged 86 SP:Iteration 20F (7380.888531 sec): 3 clusters Score: Raw -1353532.781364 + Penalty 1807.279869 = -1351725.501495 nChanged 80 SP:Iteration 21Q (7380.943583 sec): 3 clusters Score: Raw -1353545.699057 + Penalty 1807.279869 = -1351738.419188 nChanged 69 SP:Iteration 22Q (7381.006275 sec): 3 clusters Score: Raw -1353557.108288 + Penalty 1807.279869 = -1351749.828419 nChanged 65 SP:Iteration 23Q (7381.076538 sec): 3 clusters Score: Raw -1353566.213609 + Penalty 1807.279869 = -1351758.933739 nChanged 50 SP:Iteration 24Q (7381.121563 sec): 3 clusters Score: Raw -1353572.505533 + Penalty 1807.279869 = -1351765.225664 nChanged 52 SP:Iteration 25Q (7381.187226 sec): 3 clusters Score: Raw -1353578.877957 + Penalty 1807.279869 = -1351771.598087 nChanged 49 SP:Iteration 26Q (7381.255277 sec): 3 clusters Score: Raw -1353584.204716 + Penalty 1807.279869 = -1351776.924847 nChanged 42 SP:Iteration 27Q (7381.320734 sec): 3 clusters Score: Raw -1353589.095032 + Penalty 1807.279869 = -1351781.815163 nChanged 42 SP:Iteration 28Q (7381.371772 sec): 3 clusters Score: Raw -1353594.415857 + Penalty 1807.279869 = -1351787.135988 nChanged 51 SP:Iteration 29Q (7381.439812 sec): 3 clusters Score: Raw -1353599.996428 + Penalty 1807.279869 = -1351792.716559 nChanged 43 SP:Iteration 30Q (7381.491703 sec): 3 clusters Score: Raw -1353604.477918 + Penalty 1807.279869 = -1351797.198048 nChanged 42 SP:Iteration 31Q (7381.547089 sec): 3 clusters Score: Raw -1353609.928566 + Penalty 1807.279869 = -1351802.648697 nChanged 47 SP:Iteration 32Q (7381.609087 sec): 3 clusters Score: Raw -1353615.381912 + Penalty 1807.279869 = -1351808.102042 nChanged 47 SP:Iteration 33Q (7381.673293 sec): 3 clusters Score: Raw -1353620.006358 + Penalty 1807.279869 = -1351812.726489 nChanged 36 SP:Iteration 34Q (7381.730259 sec): 3 clusters Score: Raw -1353623.492556 + Penalty 1807.279869 = -1351816.212687 nChanged 36 SP:Iteration 35Q (7381.793463 sec): 3 clusters Score: Raw -1353627.413708 + Penalty 1807.279869 = -1351820.133839 nChanged 47 SP:Iteration 36Q (7381.850862 sec): 3 clusters Score: Raw -1353633.487418 + Penalty 1807.279869 = -1351826.207549 nChanged 41 SP:Iteration 37Q (7381.913515 sec): 3 clusters Score: Raw -1353639.793529 + Penalty 1807.279869 = -1351832.513660 nChanged 62 SP:Iteration 38Q (7381.973232 sec): 3 clusters Score: Raw -1353650.207916 + Penalty 1807.279869 = -1351842.928047 nChanged 57 SP:Iteration 39Q (7382.048655 sec): 3 clusters Score: Raw -1353659.185538 + Penalty 1807.279869 = -1351851.905669 nChanged 58 SP:Iteration 40F (7382.107791 sec): 3 clusters Score: Raw -1353667.316423 + Penalty 1807.279869 = -1351860.036554 nChanged 55 SP:Iteration 41Q (7382.161129 sec): 3 clusters Score: Raw -1353674.250219 + Penalty 1807.279869 = -1351866.970349 nChanged 58 SP:Iteration 42Q (7382.210650 sec): 3 clusters Score: Raw -1353681.904662 + Penalty 1807.279869 = -1351874.624792 nChanged 58 SP:Iteration 43Q (7382.271021 sec): 3 clusters Score: Raw -1353690.293101 + Penalty 1807.279869 = -1351883.013232 nChanged 58 SP:Iteration 44Q (7382.328486 sec): 3 clusters Score: Raw -1353699.878280 + Penalty 1807.279869 = -1351892.598411 nChanged 60 SP:Iteration 45Q (7382.398420 sec): 3 clusters Score: Raw -1353709.035206 + Penalty 1807.279869 = -1351901.755337 nChanged 62 SP:Iteration 46Q (7382.450323 sec): 3 clusters Score: Raw -1353718.817013 + Penalty 1807.279869 = -1351911.537144 nChanged 57 SP:Iteration 47Q (7382.506366 sec): 3 clusters Score: Raw -1353727.850973 + Penalty 1807.279869 = -1351920.571104 nChanged 53 SP:Iteration 48Q (7382.566211 sec): 3 clusters Score: Raw -1353734.642345 + Penalty 1807.279869 = -1351927.362476 nChanged 51 SP:Iteration 49Q (7382.627535 sec): 3 clusters Score: Raw -1353743.626955 + Penalty 1807.279869 = -1351936.347086 nChanged 56 SP:Iteration 50Q (7382.691759 sec): 3 clusters Score: Raw -1353754.062961 + Penalty 1807.279869 = -1351946.783092 nChanged 66 SP:Iteration 51Q (7382.744590 sec): 3 clusters Score: Raw -1353766.152343 + Penalty 1807.279869 = -1351958.872474 nChanged 70 SP:Iteration 52Q (7382.801852 sec): 3 clusters Score: Raw -1353778.952766 + Penalty 1807.279869 = -1351971.672896 nChanged 82 SP:Iteration 53Q (7382.855609 sec): 3 clusters Score: Raw -1353794.116505 + Penalty 1807.279869 = -1351986.836636 nChanged 79 SP:Iteration 54Q (7382.916861 sec): 3 clusters Score: Raw -1353808.185286 + Penalty 1807.279869 = -1352000.905417 nChanged 66 SP:Iteration 55Q (7382.977220 sec): 3 clusters Score: Raw -1353822.832827 + Penalty 1807.279869 = -1352015.552958 nChanged 81 SP:Iteration 56Q (7383.037255 sec): 3 clusters Score: Raw -1353840.338458 + Penalty 1807.279869 = -1352033.058589 nChanged 74 SP:Iteration 57Q (7383.095895 sec): 3 clusters Score: Raw -1353856.476544 + Penalty 1807.279869 = -1352049.196674 nChanged 74 SP:Iteration 58Q (7383.145124 sec): 3 clusters Score: Raw -1353870.217808 + Penalty 1807.279869 = -1352062.937939 nChanged 64 SP:Iteration 59Q (7383.210488 sec): 3 clusters Score: Raw -1353883.675341 + Penalty 1807.279869 = -1352076.395472 nChanged 68 SP:Iteration 60F (7383.271344 sec): 3 clusters Score: Raw -1353898.125041 + Penalty 1807.279869 = -1352090.845172 nChanged 62 SP:Iteration 61Q (7383.329673 sec): 3 clusters Score: Raw -1353913.178705 + Penalty 1807.279869 = -1352105.898836 nChanged 58 SP:Iteration 62Q (7383.389560 sec): 3 clusters Score: Raw -1353927.051508 + Penalty 1807.279869 = -1352119.771639 nChanged 64 SP:Iteration 63Q (7383.454088 sec): 3 clusters Score: Raw -1353940.460840 + Penalty 1807.279869 = -1352133.180971 nChanged 59 SP:Iteration 64Q (7383.510587 sec): 3 clusters Score: Raw -1353950.619904 + Penalty 1807.279869 = -1352143.340035 nChanged 54 SP:Iteration 65Q (7383.564489 sec): 3 clusters Score: Raw -1353960.854670 + Penalty 1807.279869 = -1352153.574801 nChanged 59 SP:Iteration 66Q (7383.621663 sec): 3 clusters Score: Raw -1353972.737690 + Penalty 1807.279869 = -1352165.457821 nChanged 54 SP:Iteration 67Q (7383.684080 sec): 3 clusters Score: Raw -1353984.091068 + Penalty 1807.279869 = -1352176.811199 nChanged 47 SP:Iteration 68Q (7383.746109 sec): 3 clusters Score: Raw -1353991.643221 + Penalty 1807.279869 = -1352184.363352 nChanged 44 SP:Iteration 69Q (7383.804671 sec): 3 clusters Score: Raw -1354000.532952 + Penalty 1807.279869 = -1352193.253083 nChanged 50 SP:Iteration 70Q (7383.864850 sec): 3 clusters Score: Raw -1354010.599747 + Penalty 1807.279869 = -1352203.319878 nChanged 54 SP:Iteration 71Q (7383.926905 sec): 3 clusters Score: Raw -1354020.599575 + Penalty 1807.279869 = -1352213.319705 nChanged 46 SP:Iteration 72Q (7383.986435 sec): 3 clusters Score: Raw -1354026.832296 + Penalty 1807.279869 = -1352219.552427 nChanged 27 SP:Iteration 73Q (7384.046159 sec): 3 clusters Score: Raw -1354030.381351 + Penalty 1807.279869 = -1352223.101482 nChanged 31 SP:Iteration 74Q (7384.112051 sec): 3 clusters Score: Raw -1354036.111325 + Penalty 1807.279869 = -1352228.831456 nChanged 36 SP:Iteration 75Q (7384.174210 sec): 3 clusters Score: Raw -1354042.388916 + Penalty 1807.279869 = -1352235.109047 nChanged 30 SP:Iteration 76Q (7384.233706 sec): 3 clusters Score: Raw -1354048.383506 + Penalty 1807.279869 = -1352241.103637 nChanged 43 SP:Iteration 77Q (7384.300111 sec): 3 clusters Score: Raw -1354058.089588 + Penalty 1807.279869 = -1352250.809719 nChanged 46 SP:Iteration 78Q (7384.349608 sec): 3 clusters Score: Raw -1354069.475716 + Penalty 1807.279869 = -1352262.195847 nChanged 58 SP:Iteration 79Q (7384.410397 sec): 3 clusters Score: Raw -1354085.004001 + Penalty 1807.279869 = -1352277.724132 nChanged 50 SP:Iteration 80F (7384.463121 sec): 3 clusters Score: Raw -1354100.963620 + Penalty 1807.279869 = -1352293.683751 nChanged 55 SP:Iteration 81Q (7384.525465 sec): 3 clusters Score: Raw -1354117.757135 + Penalty 1807.279869 = -1352310.477266 nChanged 50 SP:Iteration 82Q (7384.583055 sec): 3 clusters Score: Raw -1354129.078996 + Penalty 1807.279869 = -1352321.799127 nChanged 41 SP:Iteration 83Q (7384.640460 sec): 3 clusters Score: Raw -1354140.394486 + Penalty 1807.279869 = -1352333.114616 nChanged 40 SP:Iteration 84Q (7384.698215 sec): 3 clusters Score: Raw -1354149.998715 + Penalty 1807.279869 = -1352342.718846 nChanged 32 SP:Iteration 85Q (7384.764183 sec): 3 clusters Score: Raw -1354156.763622 + Penalty 1807.279869 = -1352349.483753 nChanged 32 SP:Iteration 86Q (7384.809760 sec): 3 clusters Score: Raw -1354164.941337 + Penalty 1807.279869 = -1352357.661468 nChanged 26 SP:Iteration 87Q (7384.859892 sec): 3 clusters Score: Raw -1354170.563079 + Penalty 1807.279869 = -1352363.283210 nChanged 29 SP:Iteration 88Q (7384.921492 sec): 3 clusters Score: Raw -1354177.071537 + Penalty 1807.279869 = -1352369.791667 nChanged 28 SP:Iteration 89Q (7384.979252 sec): 3 clusters Score: Raw -1354185.539908 + Penalty 1807.279869 = -1352378.260039 nChanged 20 SP:Iteration 90Q (7385.036660 sec): 3 clusters Score: Raw -1354190.468360 + Penalty 1807.279869 = -1352383.188491 nChanged 19 SP:Iteration 91Q (7385.098568 sec): 3 clusters Score: Raw -1354195.051867 + Penalty 1807.279869 = -1352387.771998 nChanged 18 SP:Iteration 92Q (7385.154868 sec): 3 clusters Score: Raw -1354199.620300 + Penalty 1807.279869 = -1352392.340431 nChanged 20 SP:Iteration 93Q (7385.216564 sec): 3 clusters Score: Raw -1354205.161163 + Penalty 1807.279869 = -1352397.881294 nChanged 28 SP:Iteration 94Q (7385.267650 sec): 3 clusters Score: Raw -1354213.629537 + Penalty 1807.279869 = -1352406.349668 nChanged 22 SP:Iteration 95Q (7385.329972 sec): 3 clusters Score: Raw -1354219.169728 + Penalty 1807.279869 = -1352411.889858 nChanged 21 SP:Iteration 96Q (7385.388836 sec): 3 clusters Score: Raw -1354223.163911 + Penalty 1807.279869 = -1352415.884042 nChanged 14 SP:Iteration 97Q (7385.448876 sec): 3 clusters Score: Raw -1354225.968816 + Penalty 1807.279869 = -1352418.688947 nChanged 13 SP:Iteration 98Q (7385.518323 sec): 3 clusters Score: Raw -1354229.726931 + Penalty 1807.279869 = -1352422.447062 nChanged 11 SP:Iteration 99Q (7385.564807 sec): 3 clusters Score: Raw -1354234.620244 + Penalty 1807.279869 = -1352427.340374 nChanged 13 SP:Iteration 100F (7385.626802 sec): 3 clusters Score: Raw -1354238.800510 + Penalty 1807.279869 = -1352431.520641 nChanged 11 SP:Iteration 101Q (7385.683124 sec): 3 clusters Score: Raw -1354240.737178 + Penalty 1807.279869 = -1352433.457309 nChanged 8 SP:Iteration 102Q (7385.743543 sec): 3 clusters Score: Raw -1354242.170163 + Penalty 1807.279869 = -1352434.890294 nChanged 2 SP:Iteration 103Q (7385.792667 sec): 3 clusters Score: Raw -1354242.442197 + Penalty 1807.279869 = -1352435.162328 nChanged 3 SP:Iteration 104Q (7385.856131 sec): 3 clusters Score: Raw -1354242.887448 + Penalty 1807.279869 = -1352435.607579 nChanged 1 SP:Iteration 105Q (7385.897477 sec): 3 clusters Score: Raw -1354243.036883 + Penalty 1807.279869 = -1352435.757014 nChanged 1 SP:Iteration 106Q (7385.957036 sec): 3 clusters Score: Raw -1354243.181533 + Penalty 1807.279869 = -1352435.901664 nChanged 0 SP:Iteration 107F (7386.020051 sec): 3 clusters Score: Raw -1354243.181533 + Penalty 1807.279869 = -1352435.901664 nChanged 0 Trying to split cluster 5 (1212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7386.052838 sec): 2 clusters Score: Raw -104527.404604 + Penalty 674.502581 = -103852.902023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7386.103521 sec): 3 clusters Score: Raw -104007.708253 + Penalty 1349.005162 = -102658.703092 nChanged 440 SP:Iteration 1F (7386.142266 sec): 3 clusters Score: Raw -104317.730686 + Penalty 1349.005162 = -102968.725524 nChanged 102 SP:Iteration 2F (7386.200125 sec): 3 clusters Score: Raw -104433.141672 + Penalty 1349.005162 = -103084.136511 nChanged 84 SP:Iteration 3F (7386.214330 sec): 3 clusters Score: Raw -104517.231225 + Penalty 1349.005162 = -103168.226063 nChanged 58 SP:Iteration 4Q (7386.219102 sec): 3 clusters Score: Raw -104574.520189 + Penalty 1349.005162 = -103225.515027 nChanged 46 SP:Iteration 5Q (7386.223888 sec): 3 clusters Score: Raw -104608.036702 + Penalty 1349.005162 = -103259.031540 nChanged 29 SP:Iteration 6Q (7386.228598 sec): 3 clusters Score: Raw -104632.016891 + Penalty 1349.005162 = -103283.011729 nChanged 33 SP:Iteration 7Q (7386.233288 sec): 3 clusters Score: Raw -104656.285315 + Penalty 1349.005162 = -103307.280153 nChanged 24 SP:Iteration 8Q (7386.238008 sec): 3 clusters Score: Raw -104676.317851 + Penalty 1349.005162 = -103327.312689 nChanged 17 SP:Iteration 9Q (7386.242726 sec): 3 clusters Score: Raw -104688.052924 + Penalty 1349.005162 = -103339.047762 nChanged 9 SP:Iteration 10Q (7386.247431 sec): 3 clusters Score: Raw -104694.506815 + Penalty 1349.005162 = -103345.501654 nChanged 8 SP:Iteration 11Q (7386.252149 sec): 3 clusters Score: Raw -104699.633159 + Penalty 1349.005162 = -103350.627998 nChanged 6 SP:Iteration 12Q (7386.290801 sec): 3 clusters Score: Raw -104702.069769 + Penalty 1349.005162 = -103353.064607 nChanged 5 SP:Iteration 13Q (7386.335578 sec): 3 clusters Score: Raw -104705.066950 + Penalty 1349.005162 = -103356.061788 nChanged 7 SP:Iteration 14Q (7386.379496 sec): 3 clusters Score: Raw -104707.967340 + Penalty 1349.005162 = -103358.962178 nChanged 4 SP:Iteration 15Q (7386.430477 sec): 3 clusters Score: Raw -104710.416855 + Penalty 1349.005162 = -103361.411694 nChanged 8 SP:Iteration 16Q (7386.487670 sec): 3 clusters Score: Raw -104715.963504 + Penalty 1349.005162 = -103366.958342 nChanged 8 SP:Iteration 17Q (7386.519227 sec): 3 clusters Score: Raw -104720.918598 + Penalty 1349.005162 = -103371.913436 nChanged 7 SP:Iteration 18Q (7386.552029 sec): 3 clusters Score: Raw -104724.614103 + Penalty 1349.005162 = -103375.608941 nChanged 4 SP:Iteration 19Q (7386.591551 sec): 3 clusters Score: Raw -104729.546639 + Penalty 1349.005162 = -103380.541477 nChanged 7 SP:Iteration 20F (7386.626078 sec): 3 clusters Score: Raw -104736.755493 + Penalty 1349.005162 = -103387.750331 nChanged 13 SP:Iteration 21Q (7386.673410 sec): 3 clusters Score: Raw -104748.395869 + Penalty 1349.005162 = -103399.390708 nChanged 12 SP:Iteration 22Q (7386.708325 sec): 3 clusters Score: Raw -104755.379166 + Penalty 1349.005162 = -103406.374004 nChanged 8 SP:Iteration 23Q (7386.746568 sec): 3 clusters Score: Raw -104759.401137 + Penalty 1349.005162 = -103410.395975 nChanged 5 SP:Iteration 24Q (7386.791818 sec): 3 clusters Score: Raw -104767.097252 + Penalty 1349.005162 = -103418.092091 nChanged 7 SP:Iteration 25Q (7386.833882 sec): 3 clusters Score: Raw -104771.687813 + Penalty 1349.005162 = -103422.682652 nChanged 5 SP:Iteration 26Q (7386.876729 sec): 3 clusters Score: Raw -104773.461573 + Penalty 1349.005162 = -103424.456412 nChanged 2 SP:Iteration 27Q (7386.927310 sec): 3 clusters Score: Raw -104774.241253 + Penalty 1349.005162 = -103425.236092 nChanged 2 SP:Iteration 28Q (7386.977118 sec): 3 clusters Score: Raw -104774.976700 + Penalty 1349.005162 = -103425.971539 nChanged 0 SP:Iteration 29F (7387.014157 sec): 3 clusters Score: Raw -104774.976700 + Penalty 1349.005162 = -103425.971539 nChanged 0 Trying to split cluster 6 (7091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7387.045665 sec): 2 clusters Score: Raw -678169.476451 + Penalty 842.325257 = -677327.151194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7387.108310 sec): 3 clusters Score: Raw -674103.235317 + Penalty 1684.650514 = -672418.584803 nChanged 3130 SP:Iteration 1F (7387.158857 sec): 3 clusters Score: Raw -675849.723856 + Penalty 1684.650514 = -674165.073342 nChanged 377 SP:Iteration 2F (7387.206418 sec): 3 clusters Score: Raw -675995.657722 + Penalty 1684.650514 = -674311.007208 nChanged 328 SP:Iteration 3Q (7387.259621 sec): 3 clusters Score: Raw -676138.088603 + Penalty 1684.650514 = -674453.438089 nChanged 334 SP:Iteration 4Q (7387.309640 sec): 3 clusters Score: Raw -676309.328653 + Penalty 1684.650514 = -674624.678138 nChanged 368 SP:Iteration 5F (7387.369056 sec): 3 clusters Score: Raw -676512.875538 + Penalty 1684.650514 = -674828.225024 nChanged 352 SP:Iteration 6Q (7387.435662 sec): 3 clusters Score: Raw -676730.315039 + Penalty 1684.650514 = -675045.664525 nChanged 356 SP:Iteration 7F (7387.479070 sec): 3 clusters Score: Raw -676932.148252 + Penalty 1684.650514 = -675247.497738 nChanged 293 SP:Iteration 8Q (7387.536216 sec): 3 clusters Score: Raw -677108.564227 + Penalty 1684.650514 = -675423.913713 nChanged 267 SP:Iteration 9Q (7387.581765 sec): 3 clusters Score: Raw -677272.162327 + Penalty 1684.650514 = -675587.511813 nChanged 240 SP:Iteration 10Q (7387.638437 sec): 3 clusters Score: Raw -677433.188339 + Penalty 1684.650514 = -675748.537825 nChanged 222 SP:Iteration 11Q (7387.695409 sec): 3 clusters Score: Raw -677594.947696 + Penalty 1684.650514 = -675910.297182 nChanged 202 SP:Iteration 12Q (7387.750161 sec): 3 clusters Score: Raw -677768.056650 + Penalty 1684.650514 = -676083.406136 nChanged 180 SP:Iteration 13Q (7387.799923 sec): 3 clusters Score: Raw -677900.653873 + Penalty 1684.650514 = -676216.003358 nChanged 116 SP:Iteration 14Q (7387.843332 sec): 3 clusters Score: Raw -677974.898549 + Penalty 1684.650514 = -676290.248034 nChanged 90 SP:Iteration 15Q (7387.889525 sec): 3 clusters Score: Raw -678028.969313 + Penalty 1684.650514 = -676344.318799 nChanged 62 SP:Iteration 16Q (7387.940647 sec): 3 clusters Score: Raw -678064.659843 + Penalty 1684.650514 = -676380.009329 nChanged 64 SP:Iteration 17Q (7387.997589 sec): 3 clusters Score: Raw -678110.728975 + Penalty 1684.650514 = -676426.078461 nChanged 55 SP:Iteration 18Q (7388.048638 sec): 3 clusters Score: Raw -678150.388868 + Penalty 1684.650514 = -676465.738354 nChanged 37 SP:Iteration 19Q (7388.096948 sec): 3 clusters Score: Raw -678179.984966 + Penalty 1684.650514 = -676495.334452 nChanged 29 SP:Iteration 20F (7388.143731 sec): 3 clusters Score: Raw -678203.982233 + Penalty 1684.650514 = -676519.331719 nChanged 25 SP:Iteration 21Q (7388.199208 sec): 3 clusters Score: Raw -678225.846816 + Penalty 1684.650514 = -676541.196302 nChanged 24 SP:Iteration 22Q (7388.252573 sec): 3 clusters Score: Raw -678250.820678 + Penalty 1684.650514 = -676566.170164 nChanged 23 SP:Iteration 23Q (7388.300023 sec): 3 clusters Score: Raw -678270.395673 + Penalty 1684.650514 = -676585.745159 nChanged 18 SP:Iteration 24Q (7388.354652 sec): 3 clusters Score: Raw -678288.306140 + Penalty 1684.650514 = -676603.655626 nChanged 20 SP:Iteration 25Q (7388.406800 sec): 3 clusters Score: Raw -678308.326274 + Penalty 1684.650514 = -676623.675760 nChanged 17 SP:Iteration 26Q (7388.460409 sec): 3 clusters Score: Raw -678322.818469 + Penalty 1684.650514 = -676638.167954 nChanged 13 SP:Iteration 27Q (7388.513029 sec): 3 clusters Score: Raw -678332.954631 + Penalty 1684.650514 = -676648.304117 nChanged 8 SP:Iteration 28Q (7388.558572 sec): 3 clusters Score: Raw -678339.452750 + Penalty 1684.650514 = -676654.802236 nChanged 2 SP:Iteration 29Q (7388.603471 sec): 3 clusters Score: Raw -678341.736872 + Penalty 1684.650514 = -676657.086358 nChanged 1 SP:Iteration 30Q (7388.658420 sec): 3 clusters Score: Raw -678343.572115 + Penalty 1684.650514 = -676658.921601 nChanged 2 SP:Iteration 31Q (7388.706782 sec): 3 clusters Score: Raw -678344.592870 + Penalty 1684.650514 = -676659.942356 nChanged 0 SP:Iteration 32F (7388.755492 sec): 3 clusters Score: Raw -678344.592870 + Penalty 1684.650514 = -676659.942356 nChanged 0 Trying to split cluster 7 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7388.779165 sec): 2 clusters Score: Raw -49379.034872 + Penalty 602.501535 = -48776.533338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7388.834661 sec): 3 clusters Score: Raw -49213.836567 + Penalty 1205.003070 = -48008.833497 nChanged 177 SP:Iteration 1F (7388.867941 sec): 3 clusters Score: Raw -49383.801677 + Penalty 1205.003070 = -48178.798607 nChanged 54 SP:Iteration 2F (7388.923868 sec): 3 clusters Score: Raw -49455.108508 + Penalty 1205.003070 = -48250.105439 nChanged 33 SP:Iteration 3F (7388.962819 sec): 3 clusters Score: Raw -49513.868091 + Penalty 1205.003070 = -48308.865021 nChanged 34 SP:Iteration 4F (7389.006321 sec): 3 clusters Score: Raw -49583.123299 + Penalty 1205.003070 = -48378.120229 nChanged 29 SP:Iteration 5F (7389.049434 sec): 3 clusters Score: Raw -49649.585297 + Penalty 1205.003070 = -48444.582228 nChanged 19 SP:Iteration 6Q (7389.091461 sec): 3 clusters Score: Raw -49683.964415 + Penalty 1205.003070 = -48478.961345 nChanged 21 SP:Iteration 7Q (7389.136974 sec): 3 clusters Score: Raw -49774.520702 + Penalty 1205.003070 = -48569.517633 nChanged 21 SP:Iteration 8Q (7389.180752 sec): 3 clusters Score: Raw -49851.334028 + Penalty 1205.003070 = -48646.330958 nChanged 14 SP:Iteration 9Q (7389.226938 sec): 3 clusters Score: Raw -49932.504179 + Penalty 1205.003070 = -48727.501109 nChanged 12 SP:Iteration 10Q (7389.267031 sec): 3 clusters Score: Raw -49979.882932 + Penalty 1205.003070 = -48774.879862 nChanged 6 SP:Iteration 11Q (7389.308914 sec): 3 clusters Score: Raw -50017.026265 + Penalty 1205.003070 = -48812.023196 nChanged 7 SP:Iteration 12Q (7389.348184 sec): 3 clusters Score: Raw -50028.513715 + Penalty 1205.003070 = -48823.510646 nChanged 5 SP:Iteration 13Q (7389.390881 sec): 3 clusters Score: Raw -50034.584153 + Penalty 1205.003070 = -48829.581084 nChanged 3 SP:Iteration 14Q (7389.438947 sec): 3 clusters Score: Raw -50038.493864 + Penalty 1205.003070 = -48833.490794 nChanged 1 SP:Iteration 15Q (7389.480724 sec): 3 clusters Score: Raw -50043.358872 + Penalty 1205.003070 = -48838.355803 nChanged 2 SP:Iteration 16Q (7389.524595 sec): 3 clusters Score: Raw -50045.305333 + Penalty 1205.003070 = -48840.302264 nChanged 1 SP:Iteration 17Q (7389.567746 sec): 3 clusters Score: Raw -50046.440845 + Penalty 1205.003070 = -48841.437775 nChanged 1 SP:Iteration 18Q (7389.616828 sec): 3 clusters Score: Raw -50047.955532 + Penalty 1205.003070 = -48842.952462 nChanged 1 SP:Iteration 19Q (7389.665870 sec): 3 clusters Score: Raw -50049.019200 + Penalty 1205.003070 = -48844.016131 nChanged 1 SP:Iteration 20F (7389.703186 sec): 3 clusters Score: Raw -50049.645543 + Penalty 1205.003070 = -48844.642474 nChanged 0 Score: Raw -58498518.685613 + Penalty 49431.021155 = -58449087.664457 Splitting cluster 7 changes total score from -58449683.295445 to -58449087.664457 So it's not getting split. Trying to split cluster 8 (24256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7401.111193 sec): 2 clusters Score: Raw -2407318.217049 + Penalty 959.159832 = -2406359.057216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7401.191991 sec): 3 clusters Score: Raw -2392244.215471 + Penalty 1918.319665 = -2390325.895806 nChanged 11035 SP:Iteration 1F (7401.270465 sec): 3 clusters Score: Raw -2398555.703420 + Penalty 1918.319665 = -2396637.383755 nChanged 1081 SP:Iteration 2Q (7401.350680 sec): 3 clusters Score: Raw -2398917.280179 + Penalty 1918.319665 = -2396998.960514 nChanged 1095 SP:Iteration 3Q (7401.418393 sec): 3 clusters Score: Raw -2399329.506433 + Penalty 1918.319665 = -2397411.186768 nChanged 1094 SP:Iteration 4Q (7401.504840 sec): 3 clusters Score: Raw -2399809.926598 + Penalty 1918.319665 = -2397891.606933 nChanged 1195 SP:Iteration 5Q (7401.569451 sec): 3 clusters Score: Raw -2400430.700103 + Penalty 1918.319665 = -2398512.380438 nChanged 1282 SP:Iteration 6F (7401.642411 sec): 3 clusters Score: Raw -2401225.249100 + Penalty 1918.319665 = -2399306.929435 nChanged 1308 SP:Iteration 7F (7401.715063 sec): 3 clusters Score: Raw -2402050.882213 + Penalty 1918.319665 = -2400132.562548 nChanged 1316 SP:Iteration 8F (7401.792789 sec): 3 clusters Score: Raw -2402740.920772 + Penalty 1918.319665 = -2400822.601108 nChanged 1072 SP:Iteration 9Q (7401.870726 sec): 3 clusters Score: Raw -2403253.874766 + Penalty 1918.319665 = -2401335.555101 nChanged 908 SP:Iteration 10Q (7401.938805 sec): 3 clusters Score: Raw -2403636.908834 + Penalty 1918.319665 = -2401718.589169 nChanged 747 SP:Iteration 11Q (7402.018790 sec): 3 clusters Score: Raw -2403914.948786 + Penalty 1918.319665 = -2401996.629121 nChanged 564 SP:Iteration 12Q (7402.097217 sec): 3 clusters Score: Raw -2404085.777234 + Penalty 1918.319665 = -2402167.457569 nChanged 444 SP:Iteration 13Q (7402.152930 sec): 3 clusters Score: Raw -2404202.750987 + Penalty 1918.319665 = -2402284.431323 nChanged 351 SP:Iteration 14Q (7402.228206 sec): 3 clusters Score: Raw -2404286.266603 + Penalty 1918.319665 = -2402367.946938 nChanged 317 SP:Iteration 15Q (7402.294342 sec): 3 clusters Score: Raw -2404354.270187 + Penalty 1918.319665 = -2402435.950522 nChanged 259 SP:Iteration 16Q (7402.371474 sec): 3 clusters Score: Raw -2404403.357465 + Penalty 1918.319665 = -2402485.037800 nChanged 227 SP:Iteration 17Q (7402.448113 sec): 3 clusters Score: Raw -2404443.527514 + Penalty 1918.319665 = -2402525.207850 nChanged 205 SP:Iteration 18Q (7402.513082 sec): 3 clusters Score: Raw -2404482.167142 + Penalty 1918.319665 = -2402563.847477 nChanged 217 SP:Iteration 19Q (7402.590878 sec): 3 clusters Score: Raw -2404517.751099 + Penalty 1918.319665 = -2402599.431434 nChanged 196 SP:Iteration 20F (7402.664585 sec): 3 clusters Score: Raw -2404548.226233 + Penalty 1918.319665 = -2402629.906568 nChanged 177 SP:Iteration 21Q (7402.743401 sec): 3 clusters Score: Raw -2404577.698978 + Penalty 1918.319665 = -2402659.379313 nChanged 198 SP:Iteration 22Q (7402.819596 sec): 3 clusters Score: Raw -2404612.090360 + Penalty 1918.319665 = -2402693.770696 nChanged 192 SP:Iteration 23Q (7402.885417 sec): 3 clusters Score: Raw -2404640.783197 + Penalty 1918.319665 = -2402722.463532 nChanged 176 SP:Iteration 24Q (7402.961627 sec): 3 clusters Score: Raw -2404670.363663 + Penalty 1918.319665 = -2402752.043998 nChanged 165 SP:Iteration 25Q (7403.038304 sec): 3 clusters Score: Raw -2404697.031212 + Penalty 1918.319665 = -2402778.711548 nChanged 179 SP:Iteration 26Q (7403.107707 sec): 3 clusters Score: Raw -2404726.684172 + Penalty 1918.319665 = -2402808.364508 nChanged 182 SP:Iteration 27Q (7403.183557 sec): 3 clusters Score: Raw -2404753.797333 + Penalty 1918.319665 = -2402835.477668 nChanged 159 SP:Iteration 28Q (7403.251538 sec): 3 clusters Score: Raw -2404774.660185 + Penalty 1918.319665 = -2402856.340520 nChanged 129 SP:Iteration 29Q (7403.329182 sec): 3 clusters Score: Raw -2404790.334747 + Penalty 1918.319665 = -2402872.015082 nChanged 134 SP:Iteration 30Q (7403.405117 sec): 3 clusters Score: Raw -2404805.352877 + Penalty 1918.319665 = -2402887.033212 nChanged 115 SP:Iteration 31Q (7403.482727 sec): 3 clusters Score: Raw -2404817.980288 + Penalty 1918.319665 = -2402899.660623 nChanged 122 SP:Iteration 32Q (7403.556073 sec): 3 clusters Score: Raw -2404832.548526 + Penalty 1918.319665 = -2402914.228861 nChanged 122 SP:Iteration 33Q (7403.618220 sec): 3 clusters Score: Raw -2404848.259088 + Penalty 1918.319665 = -2402929.939423 nChanged 127 SP:Iteration 34Q (7403.699117 sec): 3 clusters Score: Raw -2404864.676276 + Penalty 1918.319665 = -2402946.356612 nChanged 136 SP:Iteration 35Q (7403.770762 sec): 3 clusters Score: Raw -2404882.559272 + Penalty 1918.319665 = -2402964.239607 nChanged 144 SP:Iteration 36Q (7403.844640 sec): 3 clusters Score: Raw -2404904.694452 + Penalty 1918.319665 = -2402986.374787 nChanged 164 SP:Iteration 37Q (7403.917891 sec): 3 clusters Score: Raw -2404931.186358 + Penalty 1918.319665 = -2403012.866693 nChanged 166 SP:Iteration 38Q (7403.988494 sec): 3 clusters Score: Raw -2404956.183999 + Penalty 1918.319665 = -2403037.864334 nChanged 156 SP:Iteration 39Q (7404.053921 sec): 3 clusters Score: Raw -2404979.465912 + Penalty 1918.319665 = -2403061.146247 nChanged 160 SP:Iteration 40F (7404.109867 sec): 3 clusters Score: Raw -2405004.620943 + Penalty 1918.319665 = -2403086.301278 nChanged 161 SP:Iteration 41Q (7404.185256 sec): 3 clusters Score: Raw -2405026.293475 + Penalty 1918.319665 = -2403107.973810 nChanged 147 SP:Iteration 42Q (7404.260623 sec): 3 clusters Score: Raw -2405047.001149 + Penalty 1918.319665 = -2403128.681484 nChanged 149 SP:Iteration 43Q (7404.328818 sec): 3 clusters Score: Raw -2405067.045295 + Penalty 1918.319665 = -2403148.725630 nChanged 144 SP:Iteration 44Q (7404.405527 sec): 3 clusters Score: Raw -2405089.935168 + Penalty 1918.319665 = -2403171.615503 nChanged 157 SP:Iteration 45Q (7404.480802 sec): 3 clusters Score: Raw -2405116.061974 + Penalty 1918.319665 = -2403197.742310 nChanged 164 SP:Iteration 46Q (7404.546665 sec): 3 clusters Score: Raw -2405141.450468 + Penalty 1918.319665 = -2403223.130803 nChanged 151 SP:Iteration 47Q (7404.629922 sec): 3 clusters Score: Raw -2405162.398688 + Penalty 1918.319665 = -2403244.079023 nChanged 130 SP:Iteration 48Q (7404.702013 sec): 3 clusters Score: Raw -2405177.328119 + Penalty 1918.319665 = -2403259.008455 nChanged 124 SP:Iteration 49Q (7404.765058 sec): 3 clusters Score: Raw -2405193.280104 + Penalty 1918.319665 = -2403274.960440 nChanged 122 SP:Iteration 50Q (7404.845132 sec): 3 clusters Score: Raw -2405209.096311 + Penalty 1918.319665 = -2403290.776646 nChanged 148 SP:Iteration 51Q (7404.894917 sec): 3 clusters Score: Raw -2405230.639132 + Penalty 1918.319665 = -2403312.319467 nChanged 152 SP:Iteration 52Q (7404.963036 sec): 3 clusters Score: Raw -2405252.361482 + Penalty 1918.319665 = -2403334.041817 nChanged 129 SP:Iteration 53Q (7405.029832 sec): 3 clusters Score: Raw -2405267.967170 + Penalty 1918.319665 = -2403349.647506 nChanged 123 SP:Iteration 54Q (7405.107913 sec): 3 clusters Score: Raw -2405281.449679 + Penalty 1918.319665 = -2403363.130014 nChanged 106 SP:Iteration 55Q (7405.179947 sec): 3 clusters Score: Raw -2405290.767463 + Penalty 1918.319665 = -2403372.447798 nChanged 99 SP:Iteration 56Q (7405.244492 sec): 3 clusters Score: Raw -2405300.014153 + Penalty 1918.319665 = -2403381.694488 nChanged 88 SP:Iteration 57Q (7405.314448 sec): 3 clusters Score: Raw -2405308.042479 + Penalty 1918.319665 = -2403389.722814 nChanged 81 SP:Iteration 58Q (7405.388991 sec): 3 clusters Score: Raw -2405314.500018 + Penalty 1918.319665 = -2403396.180353 nChanged 70 SP:Iteration 59Q (7405.457823 sec): 3 clusters Score: Raw -2405319.927985 + Penalty 1918.319665 = -2403401.608321 nChanged 68 SP:Iteration 60F (7405.519145 sec): 3 clusters Score: Raw -2405326.425094 + Penalty 1918.319665 = -2403408.105429 nChanged 72 SP:Iteration 61Q (7405.585510 sec): 3 clusters Score: Raw -2405333.579522 + Penalty 1918.319665 = -2403415.259857 nChanged 76 SP:Iteration 62Q (7405.653148 sec): 3 clusters Score: Raw -2405341.305262 + Penalty 1918.319665 = -2403422.985597 nChanged 75 SP:Iteration 63Q (7405.727255 sec): 3 clusters Score: Raw -2405347.624786 + Penalty 1918.319665 = -2403429.305121 nChanged 58 SP:Iteration 64Q (7405.802674 sec): 3 clusters Score: Raw -2405351.942078 + Penalty 1918.319665 = -2403433.622414 nChanged 50 SP:Iteration 65Q (7405.867555 sec): 3 clusters Score: Raw -2405355.803220 + Penalty 1918.319665 = -2403437.483555 nChanged 52 SP:Iteration 66Q (7405.950828 sec): 3 clusters Score: Raw -2405359.344465 + Penalty 1918.319665 = -2403441.024800 nChanged 59 SP:Iteration 67Q (7406.017434 sec): 3 clusters Score: Raw -2405363.790656 + Penalty 1918.319665 = -2403445.470991 nChanged 63 SP:Iteration 68Q (7406.080675 sec): 3 clusters Score: Raw -2405369.038238 + Penalty 1918.319665 = -2403450.718573 nChanged 58 SP:Iteration 69Q (7406.153633 sec): 3 clusters Score: Raw -2405374.530085 + Penalty 1918.319665 = -2403456.210420 nChanged 62 SP:Iteration 70Q (7406.225530 sec): 3 clusters Score: Raw -2405380.860482 + Penalty 1918.319665 = -2403462.540817 nChanged 61 SP:Iteration 71Q (7406.300430 sec): 3 clusters Score: Raw -2405387.082318 + Penalty 1918.319665 = -2403468.762654 nChanged 79 SP:Iteration 72Q (7406.377337 sec): 3 clusters Score: Raw -2405394.670282 + Penalty 1918.319665 = -2403476.350618 nChanged 87 SP:Iteration 73Q (7406.444310 sec): 3 clusters Score: Raw -2405402.649912 + Penalty 1918.319665 = -2403484.330247 nChanged 82 SP:Iteration 74Q (7406.524359 sec): 3 clusters Score: Raw -2405409.503716 + Penalty 1918.319665 = -2403491.184051 nChanged 72 SP:Iteration 75Q (7406.589573 sec): 3 clusters Score: Raw -2405414.888942 + Penalty 1918.319665 = -2403496.569277 nChanged 75 SP:Iteration 76Q (7406.664723 sec): 3 clusters Score: Raw -2405420.324105 + Penalty 1918.319665 = -2403502.004440 nChanged 73 SP:Iteration 77Q (7406.739701 sec): 3 clusters Score: Raw -2405425.073019 + Penalty 1918.319665 = -2403506.753354 nChanged 78 SP:Iteration 78Q (7406.804600 sec): 3 clusters Score: Raw -2405431.209762 + Penalty 1918.319665 = -2403512.890098 nChanged 73 SP:Iteration 79Q (7406.887715 sec): 3 clusters Score: Raw -2405436.667591 + Penalty 1918.319665 = -2403518.347926 nChanged 71 SP:Iteration 80F (7406.954785 sec): 3 clusters Score: Raw -2405442.344922 + Penalty 1918.319665 = -2403524.025257 nChanged 60 SP:Iteration 81Q (7407.025154 sec): 3 clusters Score: Raw -2405446.602409 + Penalty 1918.319665 = -2403528.282745 nChanged 66 SP:Iteration 82Q (7407.100761 sec): 3 clusters Score: Raw -2405451.085411 + Penalty 1918.319665 = -2403532.765746 nChanged 56 SP:Iteration 83Q (7407.176408 sec): 3 clusters Score: Raw -2405455.271776 + Penalty 1918.319665 = -2403536.952111 nChanged 65 SP:Iteration 84Q (7407.242977 sec): 3 clusters Score: Raw -2405460.007997 + Penalty 1918.319665 = -2403541.688332 nChanged 66 SP:Iteration 85Q (7407.301486 sec): 3 clusters Score: Raw -2405464.497670 + Penalty 1918.319665 = -2403546.178005 nChanged 63 SP:Iteration 86Q (7407.370374 sec): 3 clusters Score: Raw -2405468.834746 + Penalty 1918.319665 = -2403550.515081 nChanged 56 SP:Iteration 87Q (7407.442034 sec): 3 clusters Score: Raw -2405471.943373 + Penalty 1918.319665 = -2403553.623709 nChanged 52 SP:Iteration 88Q (7407.516577 sec): 3 clusters Score: Raw -2405475.412181 + Penalty 1918.319665 = -2403557.092516 nChanged 65 SP:Iteration 89Q (7407.592238 sec): 3 clusters Score: Raw -2405479.746353 + Penalty 1918.319665 = -2403561.426689 nChanged 60 SP:Iteration 90Q (7407.665438 sec): 3 clusters Score: Raw -2405483.377673 + Penalty 1918.319665 = -2403565.058008 nChanged 51 SP:Iteration 91Q (7407.740374 sec): 3 clusters Score: Raw -2405486.818780 + Penalty 1918.319665 = -2403568.499116 nChanged 42 SP:Iteration 92Q (7407.816048 sec): 3 clusters Score: Raw -2405489.166314 + Penalty 1918.319665 = -2403570.846649 nChanged 44 SP:Iteration 93Q (7407.884515 sec): 3 clusters Score: Raw -2405491.751396 + Penalty 1918.319665 = -2403573.431731 nChanged 53 SP:Iteration 94Q (7407.962006 sec): 3 clusters Score: Raw -2405494.773762 + Penalty 1918.319665 = -2403576.454098 nChanged 53 SP:Iteration 95Q (7408.040406 sec): 3 clusters Score: Raw -2405498.021114 + Penalty 1918.319665 = -2403579.701450 nChanged 56 SP:Iteration 96Q (7408.106759 sec): 3 clusters Score: Raw -2405502.173393 + Penalty 1918.319665 = -2403583.853728 nChanged 60 SP:Iteration 97Q (7408.176986 sec): 3 clusters Score: Raw -2405505.973980 + Penalty 1918.319665 = -2403587.654315 nChanged 50 SP:Iteration 98Q (7408.244579 sec): 3 clusters Score: Raw -2405508.716700 + Penalty 1918.319665 = -2403590.397035 nChanged 45 SP:Iteration 99Q (7408.323446 sec): 3 clusters Score: Raw -2405511.081081 + Penalty 1918.319665 = -2403592.761416 nChanged 38 SP:Iteration 100F (7408.405017 sec): 3 clusters Score: Raw -2405513.195555 + Penalty 1918.319665 = -2403594.875891 nChanged 36 SP:Iteration 101Q (7408.471339 sec): 3 clusters Score: Raw -2405515.343126 + Penalty 1918.319665 = -2403597.023461 nChanged 49 SP:Iteration 102Q (7408.547748 sec): 3 clusters Score: Raw -2405518.928978 + Penalty 1918.319665 = -2403600.609313 nChanged 50 SP:Iteration 103Q (7408.624660 sec): 3 clusters Score: Raw -2405522.239042 + Penalty 1918.319665 = -2403603.919377 nChanged 54 SP:Iteration 104Q (7408.701014 sec): 3 clusters Score: Raw -2405526.545435 + Penalty 1918.319665 = -2403608.225770 nChanged 56 SP:Iteration 105Q (7408.766330 sec): 3 clusters Score: Raw -2405530.289057 + Penalty 1918.319665 = -2403611.969392 nChanged 44 SP:Iteration 106Q (7408.843931 sec): 3 clusters Score: Raw -2405533.300025 + Penalty 1918.319665 = -2403614.980360 nChanged 47 SP:Iteration 107Q (7408.920663 sec): 3 clusters Score: Raw -2405537.232793 + Penalty 1918.319665 = -2403618.913128 nChanged 64 SP:Iteration 108Q (7408.997454 sec): 3 clusters Score: Raw -2405542.954070 + Penalty 1918.319665 = -2403624.634405 nChanged 70 SP:Iteration 109Q (7409.075658 sec): 3 clusters Score: Raw -2405549.232603 + Penalty 1918.319665 = -2403630.912938 nChanged 71 SP:Iteration 110Q (7409.144218 sec): 3 clusters Score: Raw -2405555.660309 + Penalty 1918.319665 = -2403637.340645 nChanged 76 SP:Iteration 111Q (7409.217765 sec): 3 clusters Score: Raw -2405562.635515 + Penalty 1918.319665 = -2403644.315850 nChanged 71 SP:Iteration 112Q (7409.297666 sec): 3 clusters Score: Raw -2405569.249263 + Penalty 1918.319665 = -2403650.929599 nChanged 87 SP:Iteration 113Q (7409.362591 sec): 3 clusters Score: Raw -2405577.735490 + Penalty 1918.319665 = -2403659.415825 nChanged 89 SP:Iteration 114Q (7409.437289 sec): 3 clusters Score: Raw -2405584.982513 + Penalty 1918.319665 = -2403666.662848 nChanged 83 SP:Iteration 115Q (7409.514538 sec): 3 clusters Score: Raw -2405593.306962 + Penalty 1918.319665 = -2403674.987297 nChanged 87 SP:Iteration 116Q (7409.591999 sec): 3 clusters Score: Raw -2405602.564783 + Penalty 1918.319665 = -2403684.245118 nChanged 94 SP:Iteration 117Q (7409.658010 sec): 3 clusters Score: Raw -2405615.815966 + Penalty 1918.319665 = -2403697.496302 nChanged 116 SP:Iteration 118Q (7409.731662 sec): 3 clusters Score: Raw -2405636.730908 + Penalty 1918.319665 = -2403718.411243 nChanged 126 SP:Iteration 119Q (7409.794595 sec): 3 clusters Score: Raw -2405655.810869 + Penalty 1918.319665 = -2403737.491204 nChanged 130 SP:Iteration 120F (7409.868873 sec): 3 clusters Score: Raw -2405673.780568 + Penalty 1918.319665 = -2403755.460903 nChanged 116 SP:Iteration 121Q (7409.938313 sec): 3 clusters Score: Raw -2405689.141331 + Penalty 1918.319665 = -2403770.821666 nChanged 124 SP:Iteration 122Q (7410.011323 sec): 3 clusters Score: Raw -2405705.787079 + Penalty 1918.319665 = -2403787.467414 nChanged 119 SP:Iteration 123Q (7410.093634 sec): 3 clusters Score: Raw -2405723.410123 + Penalty 1918.319665 = -2403805.090458 nChanged 130 SP:Iteration 124Q (7410.170707 sec): 3 clusters Score: Raw -2405745.991206 + Penalty 1918.319665 = -2403827.671542 nChanged 154 SP:Iteration 125Q (7410.237516 sec): 3 clusters Score: Raw -2405771.062645 + Penalty 1918.319665 = -2403852.742980 nChanged 159 SP:Iteration 126Q (7410.304065 sec): 3 clusters Score: Raw -2405796.610489 + Penalty 1918.319665 = -2403878.290824 nChanged 156 SP:Iteration 127Q (7410.378149 sec): 3 clusters Score: Raw -2405823.541030 + Penalty 1918.319665 = -2403905.221365 nChanged 159 SP:Iteration 128Q (7410.455470 sec): 3 clusters Score: Raw -2405851.797224 + Penalty 1918.319665 = -2403933.477559 nChanged 164 SP:Iteration 129Q (7410.523128 sec): 3 clusters Score: Raw -2405883.290550 + Penalty 1918.319665 = -2403964.970885 nChanged 152 SP:Iteration 130Q (7410.594640 sec): 3 clusters Score: Raw -2405911.363286 + Penalty 1918.319665 = -2403993.043621 nChanged 144 SP:Iteration 131Q (7410.668072 sec): 3 clusters Score: Raw -2405939.767340 + Penalty 1918.319665 = -2404021.447675 nChanged 164 SP:Iteration 132Q (7410.738333 sec): 3 clusters Score: Raw -2405971.874894 + Penalty 1918.319665 = -2404053.555229 nChanged 165 SP:Iteration 133Q (7410.807501 sec): 3 clusters Score: Raw -2406007.263741 + Penalty 1918.319665 = -2404088.944077 nChanged 165 SP:Iteration 134Q (7410.878154 sec): 3 clusters Score: Raw -2406043.917164 + Penalty 1918.319665 = -2404125.597500 nChanged 170 SP:Iteration 135Q (7410.950777 sec): 3 clusters Score: Raw -2406080.664775 + Penalty 1918.319665 = -2404162.345110 nChanged 178 SP:Iteration 136Q (7411.024418 sec): 3 clusters Score: Raw -2406123.529593 + Penalty 1918.319665 = -2404205.209928 nChanged 172 SP:Iteration 137Q (7411.090381 sec): 3 clusters Score: Raw -2406168.703945 + Penalty 1918.319665 = -2404250.384280 nChanged 180 SP:Iteration 138Q (7411.166503 sec): 3 clusters Score: Raw -2406214.315913 + Penalty 1918.319665 = -2404295.996248 nChanged 190 SP:Iteration 139Q (7411.228430 sec): 3 clusters Score: Raw -2406264.626160 + Penalty 1918.319665 = -2404346.306495 nChanged 202 SP:Iteration 140F (7411.303768 sec): 3 clusters Score: Raw -2406320.163728 + Penalty 1918.319665 = -2404401.844063 nChanged 198 SP:Iteration 141Q (7411.378550 sec): 3 clusters Score: Raw -2406377.337898 + Penalty 1918.319665 = -2404459.018233 nChanged 193 SP:Iteration 142Q (7411.448865 sec): 3 clusters Score: Raw -2406438.172916 + Penalty 1918.319665 = -2404519.853251 nChanged 199 SP:Iteration 143Q (7411.520932 sec): 3 clusters Score: Raw -2406501.319893 + Penalty 1918.319665 = -2404583.000228 nChanged 179 SP:Iteration 144Q (7411.600992 sec): 3 clusters Score: Raw -2406561.276825 + Penalty 1918.319665 = -2404642.957160 nChanged 185 SP:Iteration 145Q (7411.656841 sec): 3 clusters Score: Raw -2406633.351417 + Penalty 1918.319665 = -2404715.031752 nChanged 178 SP:Iteration 146Q (7411.731595 sec): 3 clusters Score: Raw -2406688.890483 + Penalty 1918.319665 = -2404770.570818 nChanged 160 SP:Iteration 147Q (7411.795314 sec): 3 clusters Score: Raw -2406741.394166 + Penalty 1918.319665 = -2404823.074501 nChanged 171 SP:Iteration 148Q (7411.867226 sec): 3 clusters Score: Raw -2406802.415373 + Penalty 1918.319665 = -2404884.095708 nChanged 175 SP:Iteration 149Q (7411.932060 sec): 3 clusters Score: Raw -2406865.048104 + Penalty 1918.319665 = -2404946.728439 nChanged 159 SP:Iteration 150Q (7412.002685 sec): 3 clusters Score: Raw -2406915.514403 + Penalty 1918.319665 = -2404997.194738 nChanged 120 SP:Iteration 151Q (7412.072903 sec): 3 clusters Score: Raw -2406948.464178 + Penalty 1918.319665 = -2405030.144513 nChanged 108 SP:Iteration 152Q (7412.136677 sec): 3 clusters Score: Raw -2406981.502587 + Penalty 1918.319665 = -2405063.182922 nChanged 115 SP:Iteration 153Q (7412.208329 sec): 3 clusters Score: Raw -2407016.401511 + Penalty 1918.319665 = -2405098.081846 nChanged 104 SP:Iteration 154Q (7412.283637 sec): 3 clusters Score: Raw -2407042.976265 + Penalty 1918.319665 = -2405124.656600 nChanged 97 SP:Iteration 155Q (7412.347157 sec): 3 clusters Score: Raw -2407065.629016 + Penalty 1918.319665 = -2405147.309351 nChanged 76 SP:Iteration 156Q (7412.414607 sec): 3 clusters Score: Raw -2407082.561666 + Penalty 1918.319665 = -2405164.242001 nChanged 73 SP:Iteration 157Q (7412.484802 sec): 3 clusters Score: Raw -2407097.663481 + Penalty 1918.319665 = -2405179.343816 nChanged 78 SP:Iteration 158Q (7412.559999 sec): 3 clusters Score: Raw -2407114.492590 + Penalty 1918.319665 = -2405196.172925 nChanged 69 SP:Iteration 159Q (7412.636925 sec): 3 clusters Score: Raw -2407127.937863 + Penalty 1918.319665 = -2405209.618198 nChanged 75 SP:Iteration 160F (7412.705969 sec): 3 clusters Score: Raw -2407144.293255 + Penalty 1918.319665 = -2405225.973590 nChanged 71 SP:Iteration 161Q (7412.776111 sec): 3 clusters Score: Raw -2407161.111141 + Penalty 1918.319665 = -2405242.791476 nChanged 67 SP:Iteration 162Q (7412.849106 sec): 3 clusters Score: Raw -2407177.984980 + Penalty 1918.319665 = -2405259.665315 nChanged 56 SP:Iteration 163Q (7412.910891 sec): 3 clusters Score: Raw -2407187.272404 + Penalty 1918.319665 = -2405268.952739 nChanged 29 SP:Iteration 164Q (7412.971830 sec): 3 clusters Score: Raw -2407191.700215 + Penalty 1918.319665 = -2405273.380550 nChanged 26 SP:Iteration 165Q (7413.044111 sec): 3 clusters Score: Raw -2407196.294077 + Penalty 1918.319665 = -2405277.974413 nChanged 27 SP:Iteration 166Q (7413.103687 sec): 3 clusters Score: Raw -2407199.934128 + Penalty 1918.319665 = -2405281.614464 nChanged 26 SP:Iteration 167Q (7413.176409 sec): 3 clusters Score: Raw -2407203.142097 + Penalty 1918.319665 = -2405284.822432 nChanged 31 SP:Iteration 168Q (7413.254020 sec): 3 clusters Score: Raw -2407207.174757 + Penalty 1918.319665 = -2405288.855092 nChanged 35 SP:Iteration 169Q (7413.316547 sec): 3 clusters Score: Raw -2407212.162857 + Penalty 1918.319665 = -2405293.843192 nChanged 33 SP:Iteration 170Q (7413.387941 sec): 3 clusters Score: Raw -2407217.418339 + Penalty 1918.319665 = -2405299.098675 nChanged 36 SP:Iteration 171Q (7413.455625 sec): 3 clusters Score: Raw -2407223.300334 + Penalty 1918.319665 = -2405304.980670 nChanged 30 SP:Iteration 172Q (7413.514506 sec): 3 clusters Score: Raw -2407228.065690 + Penalty 1918.319665 = -2405309.746025 nChanged 34 SP:Iteration 173Q (7413.575929 sec): 3 clusters Score: Raw -2407233.990090 + Penalty 1918.319665 = -2405315.670425 nChanged 35 SP:Iteration 174Q (7413.650028 sec): 3 clusters Score: Raw -2407240.975087 + Penalty 1918.319665 = -2405322.655423 nChanged 34 SP:Iteration 175Q (7413.711118 sec): 3 clusters Score: Raw -2407245.640274 + Penalty 1918.319665 = -2405327.320609 nChanged 29 SP:Iteration 176Q (7413.792046 sec): 3 clusters Score: Raw -2407250.890459 + Penalty 1918.319665 = -2405332.570794 nChanged 34 SP:Iteration 177Q (7413.865854 sec): 3 clusters Score: Raw -2407255.659324 + Penalty 1918.319665 = -2405337.339659 nChanged 35 SP:Iteration 178Q (7413.931402 sec): 3 clusters Score: Raw -2407261.704116 + Penalty 1918.319665 = -2405343.384451 nChanged 31 SP:Iteration 179Q (7414.002675 sec): 3 clusters Score: Raw -2407267.958091 + Penalty 1918.319665 = -2405349.638427 nChanged 34 SP:Iteration 180F (7414.077035 sec): 3 clusters Score: Raw -2407274.107025 + Penalty 1918.319665 = -2405355.787361 nChanged 25 SP:Iteration 181Q (7414.139593 sec): 3 clusters Score: Raw -2407277.736850 + Penalty 1918.319665 = -2405359.417185 nChanged 20 SP:Iteration 182Q (7414.212267 sec): 3 clusters Score: Raw -2407280.626636 + Penalty 1918.319665 = -2405362.306971 nChanged 22 SP:Iteration 183Q (7414.276884 sec): 3 clusters Score: Raw -2407283.396675 + Penalty 1918.319665 = -2405365.077010 nChanged 18 SP:Iteration 184Q (7414.344559 sec): 3 clusters Score: Raw -2407285.941181 + Penalty 1918.319665 = -2405367.621517 nChanged 24 SP:Iteration 185Q (7414.415253 sec): 3 clusters Score: Raw -2407289.967279 + Penalty 1918.319665 = -2405371.647615 nChanged 27 SP:Iteration 186Q (7414.483759 sec): 3 clusters Score: Raw -2407294.439821 + Penalty 1918.319665 = -2405376.120156 nChanged 21 SP:Iteration 187Q (7414.557090 sec): 3 clusters Score: Raw -2407297.011123 + Penalty 1918.319665 = -2405378.691458 nChanged 22 SP:Iteration 188Q (7414.635840 sec): 3 clusters Score: Raw -2407299.824208 + Penalty 1918.319665 = -2405381.504543 nChanged 24 SP:Iteration 189Q (7414.698089 sec): 3 clusters Score: Raw -2407303.033552 + Penalty 1918.319665 = -2405384.713887 nChanged 21 SP:Iteration 190Q (7414.760447 sec): 3 clusters Score: Raw -2407305.932966 + Penalty 1918.319665 = -2405387.613301 nChanged 21 SP:Iteration 191Q (7414.832576 sec): 3 clusters Score: Raw -2407308.724170 + Penalty 1918.319665 = -2405390.404506 nChanged 17 SP:Iteration 192Q (7414.905347 sec): 3 clusters Score: Raw -2407310.436219 + Penalty 1918.319665 = -2405392.116554 nChanged 12 SP:Iteration 193Q (7414.966044 sec): 3 clusters Score: Raw -2407311.752018 + Penalty 1918.319665 = -2405393.432353 nChanged 10 SP:Iteration 194Q (7415.032341 sec): 3 clusters Score: Raw -2407313.301592 + Penalty 1918.319665 = -2405394.981927 nChanged 11 SP:Iteration 195Q (7415.106864 sec): 3 clusters Score: Raw -2407314.947348 + Penalty 1918.319665 = -2405396.627683 nChanged 12 SP:Iteration 196Q (7415.179440 sec): 3 clusters Score: Raw -2407316.860340 + Penalty 1918.319665 = -2405398.540675 nChanged 13 SP:Iteration 197Q (7415.248957 sec): 3 clusters Score: Raw -2407319.199076 + Penalty 1918.319665 = -2405400.879411 nChanged 15 SP:Iteration 198Q (7415.309263 sec): 3 clusters Score: Raw -2407322.089010 + Penalty 1918.319665 = -2405403.769345 nChanged 20 SP:Iteration 199Q (7415.379955 sec): 3 clusters Score: Raw -2407326.975825 + Penalty 1918.319665 = -2405408.656160 nChanged 21 SP:Iteration 200F (7415.452417 sec): 3 clusters Score: Raw -2407331.912763 + Penalty 1918.319665 = -2405413.593099 nChanged 23 SP:Iteration 201Q (7415.525221 sec): 3 clusters Score: Raw -2407336.350584 + Penalty 1918.319665 = -2405418.030919 nChanged 20 SP:Iteration 202Q (7415.598925 sec): 3 clusters Score: Raw -2407339.710862 + Penalty 1918.319665 = -2405421.391197 nChanged 14 SP:Iteration 203Q (7415.669661 sec): 3 clusters Score: Raw -2407341.829077 + Penalty 1918.319665 = -2405423.509413 nChanged 14 SP:Iteration 204Q (7415.737513 sec): 3 clusters Score: Raw -2407345.020873 + Penalty 1918.319665 = -2405426.701208 nChanged 22 SP:Iteration 205Q (7415.807070 sec): 3 clusters Score: Raw -2407350.580654 + Penalty 1918.319665 = -2405432.260989 nChanged 18 SP:Iteration 206Q (7415.869116 sec): 3 clusters Score: Raw -2407354.752471 + Penalty 1918.319665 = -2405436.432806 nChanged 21 SP:Iteration 207Q (7415.940732 sec): 3 clusters Score: Raw -2407358.521962 + Penalty 1918.319665 = -2405440.202297 nChanged 27 SP:Iteration 208Q (7416.014654 sec): 3 clusters Score: Raw -2407364.953773 + Penalty 1918.319665 = -2405446.634108 nChanged 27 SP:Iteration 209Q (7416.088529 sec): 3 clusters Score: Raw -2407370.428409 + Penalty 1918.319665 = -2405452.108744 nChanged 23 SP:Iteration 210Q (7416.163117 sec): 3 clusters Score: Raw -2407374.513760 + Penalty 1918.319665 = -2405456.194096 nChanged 28 SP:Iteration 211Q (7416.240472 sec): 3 clusters Score: Raw -2407381.423576 + Penalty 1918.319665 = -2405463.103911 nChanged 29 SP:Iteration 212Q (7416.304008 sec): 3 clusters Score: Raw -2407386.749017 + Penalty 1918.319665 = -2405468.429352 nChanged 15 SP:Iteration 213Q (7416.385898 sec): 3 clusters Score: Raw -2407389.523330 + Penalty 1918.319665 = -2405471.203665 nChanged 15 SP:Iteration 214Q (7416.453643 sec): 3 clusters Score: Raw -2407391.641262 + Penalty 1918.319665 = -2405473.321597 nChanged 11 SP:Iteration 215Q (7416.523720 sec): 3 clusters Score: Raw -2407393.140242 + Penalty 1918.319665 = -2405474.820577 nChanged 11 SP:Iteration 216Q (7416.586219 sec): 3 clusters Score: Raw -2407394.451253 + Penalty 1918.319665 = -2405476.131589 nChanged 8 SP:Iteration 217Q (7416.643990 sec): 3 clusters Score: Raw -2407395.597727 + Penalty 1918.319665 = -2405477.278062 nChanged 7 SP:Iteration 218Q (7416.703260 sec): 3 clusters Score: Raw -2407396.583499 + Penalty 1918.319665 = -2405478.263835 nChanged 7 SP:Iteration 219Q (7416.766239 sec): 3 clusters Score: Raw -2407397.786610 + Penalty 1918.319665 = -2405479.466945 nChanged 9 SP:Iteration 220F (7416.845844 sec): 3 clusters Score: Raw -2407399.038298 + Penalty 1918.319665 = -2405480.718633 nChanged 10 SP:Iteration 221Q (7416.923345 sec): 3 clusters Score: Raw -2407400.726649 + Penalty 1918.319665 = -2405482.406984 nChanged 7 SP:Iteration 222Q (7416.984736 sec): 3 clusters Score: Raw -2407401.631110 + Penalty 1918.319665 = -2405483.311445 nChanged 5 SP:Iteration 223Q (7417.055372 sec): 3 clusters Score: Raw -2407402.627494 + Penalty 1918.319665 = -2405484.307829 nChanged 9 SP:Iteration 224Q (7417.130430 sec): 3 clusters Score: Raw -2407404.149026 + Penalty 1918.319665 = -2405485.829361 nChanged 7 SP:Iteration 225Q (7417.201275 sec): 3 clusters Score: Raw -2407405.090695 + Penalty 1918.319665 = -2405486.771031 nChanged 6 SP:Iteration 226Q (7417.262651 sec): 3 clusters Score: Raw -2407405.847264 + Penalty 1918.319665 = -2405487.527599 nChanged 6 SP:Iteration 227Q (7417.325527 sec): 3 clusters Score: Raw -2407406.868646 + Penalty 1918.319665 = -2405488.548981 nChanged 6 SP:Iteration 228Q (7417.397712 sec): 3 clusters Score: Raw -2407408.013271 + Penalty 1918.319665 = -2405489.693606 nChanged 5 SP:Iteration 229Q (7417.472938 sec): 3 clusters Score: Raw -2407408.583488 + Penalty 1918.319665 = -2405490.263823 nChanged 3 SP:Iteration 230Q (7417.529662 sec): 3 clusters Score: Raw -2407408.875290 + Penalty 1918.319665 = -2405490.555625 nChanged 3 SP:Iteration 231Q (7417.588988 sec): 3 clusters Score: Raw -2407409.289864 + Penalty 1918.319665 = -2405490.970199 nChanged 1 SP:Iteration 232Q (7417.658368 sec): 3 clusters Score: Raw -2407409.427086 + Penalty 1918.319665 = -2405491.107421 nChanged 2 SP:Iteration 233Q (7417.725060 sec): 3 clusters Score: Raw -2407409.578611 + Penalty 1918.319665 = -2405491.258946 nChanged 0 SP:Iteration 234F (7417.802642 sec): 3 clusters Score: Raw -2407409.578611 + Penalty 1918.319665 = -2405491.258946 nChanged 0 Trying to split cluster 9 (4357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7417.829845 sec): 2 clusters Score: Raw -430921.042075 + Penalty 796.056207 = -430124.985867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7417.881392 sec): 3 clusters Score: Raw -428508.499258 + Penalty 1592.112415 = -426916.386843 nChanged 1842 SP:Iteration 1F (7417.924077 sec): 3 clusters Score: Raw -429492.800824 + Penalty 1592.112415 = -427900.688409 nChanged 315 SP:Iteration 2F (7417.973910 sec): 3 clusters Score: Raw -429652.695390 + Penalty 1592.112415 = -428060.582975 nChanged 243 SP:Iteration 3F (7418.030527 sec): 3 clusters Score: Raw -429789.903922 + Penalty 1592.112415 = -428197.791507 nChanged 223 SP:Iteration 4F (7418.076038 sec): 3 clusters Score: Raw -429908.099777 + Penalty 1592.112415 = -428315.987362 nChanged 187 SP:Iteration 5Q (7418.136589 sec): 3 clusters Score: Raw -430015.749289 + Penalty 1592.112415 = -428423.636874 nChanged 171 SP:Iteration 6Q (7418.178839 sec): 3 clusters Score: Raw -430119.478535 + Penalty 1592.112415 = -428527.366120 nChanged 160 SP:Iteration 7Q (7418.216766 sec): 3 clusters Score: Raw -430223.420621 + Penalty 1592.112415 = -428631.308206 nChanged 160 SP:Iteration 8Q (7418.266960 sec): 3 clusters Score: Raw -430325.646105 + Penalty 1592.112415 = -428733.533690 nChanged 145 SP:Iteration 9Q (7418.315346 sec): 3 clusters Score: Raw -430419.923360 + Penalty 1592.112415 = -428827.810945 nChanged 156 SP:Iteration 10Q (7418.365737 sec): 3 clusters Score: Raw -430502.190230 + Penalty 1592.112415 = -428910.077815 nChanged 139 SP:Iteration 11Q (7418.416819 sec): 3 clusters Score: Raw -430564.704017 + Penalty 1592.112415 = -428972.591602 nChanged 103 SP:Iteration 12Q (7418.470200 sec): 3 clusters Score: Raw -430612.123464 + Penalty 1592.112415 = -429020.011049 nChanged 94 SP:Iteration 13Q (7418.515409 sec): 3 clusters Score: Raw -430648.449965 + Penalty 1592.112415 = -429056.337550 nChanged 57 SP:Iteration 14Q (7418.566476 sec): 3 clusters Score: Raw -430664.928249 + Penalty 1592.112415 = -429072.815834 nChanged 45 SP:Iteration 15Q (7418.612195 sec): 3 clusters Score: Raw -430675.395713 + Penalty 1592.112415 = -429083.283298 nChanged 31 SP:Iteration 16Q (7418.665171 sec): 3 clusters Score: Raw -430683.090183 + Penalty 1592.112415 = -429090.977768 nChanged 32 SP:Iteration 17Q (7418.709788 sec): 3 clusters Score: Raw -430691.723627 + Penalty 1592.112415 = -429099.611212 nChanged 25 SP:Iteration 18Q (7418.758115 sec): 3 clusters Score: Raw -430698.011054 + Penalty 1592.112415 = -429105.898639 nChanged 22 SP:Iteration 19Q (7418.797086 sec): 3 clusters Score: Raw -430704.178883 + Penalty 1592.112415 = -429112.066468 nChanged 16 SP:Iteration 20F (7418.839423 sec): 3 clusters Score: Raw -430708.727876 + Penalty 1592.112415 = -429116.615461 nChanged 16 SP:Iteration 21Q (7418.878375 sec): 3 clusters Score: Raw -430712.313962 + Penalty 1592.112415 = -429120.201547 nChanged 14 SP:Iteration 22Q (7418.932122 sec): 3 clusters Score: Raw -430715.548304 + Penalty 1592.112415 = -429123.435889 nChanged 17 SP:Iteration 23Q (7418.981929 sec): 3 clusters Score: Raw -430718.590989 + Penalty 1592.112415 = -429126.478574 nChanged 17 SP:Iteration 24Q (7419.038060 sec): 3 clusters Score: Raw -430721.844902 + Penalty 1592.112415 = -429129.732487 nChanged 15 SP:Iteration 25Q (7419.080616 sec): 3 clusters Score: Raw -430723.643690 + Penalty 1592.112415 = -429131.531275 nChanged 13 SP:Iteration 26Q (7419.131025 sec): 3 clusters Score: Raw -430725.773251 + Penalty 1592.112415 = -429133.660836 nChanged 16 SP:Iteration 27Q (7419.181371 sec): 3 clusters Score: Raw -430729.370724 + Penalty 1592.112415 = -429137.258309 nChanged 20 SP:Iteration 28Q (7419.232642 sec): 3 clusters Score: Raw -430734.767489 + Penalty 1592.112415 = -429142.655074 nChanged 23 SP:Iteration 29Q (7419.283506 sec): 3 clusters Score: Raw -430738.747410 + Penalty 1592.112415 = -429146.634995 nChanged 18 SP:Iteration 30Q (7419.326181 sec): 3 clusters Score: Raw -430741.929201 + Penalty 1592.112415 = -429149.816786 nChanged 15 SP:Iteration 31Q (7419.374479 sec): 3 clusters Score: Raw -430745.211013 + Penalty 1592.112415 = -429153.098598 nChanged 13 SP:Iteration 32Q (7419.426631 sec): 3 clusters Score: Raw -430747.362134 + Penalty 1592.112415 = -429155.249719 nChanged 15 SP:Iteration 33Q (7419.467134 sec): 3 clusters Score: Raw -430749.939133 + Penalty 1592.112415 = -429157.826718 nChanged 13 SP:Iteration 34Q (7419.519294 sec): 3 clusters Score: Raw -430751.909529 + Penalty 1592.112415 = -429159.797114 nChanged 6 SP:Iteration 35Q (7419.571680 sec): 3 clusters Score: Raw -430753.375976 + Penalty 1592.112415 = -429161.263561 nChanged 7 SP:Iteration 36Q (7419.624033 sec): 3 clusters Score: Raw -430754.464718 + Penalty 1592.112415 = -429162.352303 nChanged 3 SP:Iteration 37Q (7419.673417 sec): 3 clusters Score: Raw -430755.119940 + Penalty 1592.112415 = -429163.007525 nChanged 3 SP:Iteration 38Q (7419.715337 sec): 3 clusters Score: Raw -430755.571044 + Penalty 1592.112415 = -429163.458629 nChanged 1 SP:Iteration 39Q (7419.767633 sec): 3 clusters Score: Raw -430755.711606 + Penalty 1592.112415 = -429163.599191 nChanged 4 SP:Iteration 40F (7419.811606 sec): 3 clusters Score: Raw -430756.424029 + Penalty 1592.112415 = -429164.311614 nChanged 4 SP:Iteration 41Q (7419.856078 sec): 3 clusters Score: Raw -430757.335740 + Penalty 1592.112415 = -429165.223325 nChanged 7 SP:Iteration 42Q (7419.903744 sec): 3 clusters Score: Raw -430758.333676 + Penalty 1592.112415 = -429166.221261 nChanged 5 SP:Iteration 43Q (7419.945997 sec): 3 clusters Score: Raw -430759.057936 + Penalty 1592.112415 = -429166.945522 nChanged 6 SP:Iteration 44Q (7419.981624 sec): 3 clusters Score: Raw -430759.775642 + Penalty 1592.112415 = -429167.663227 nChanged 3 SP:Iteration 45Q (7420.022478 sec): 3 clusters Score: Raw -430760.370846 + Penalty 1592.112415 = -429168.258431 nChanged 5 SP:Iteration 46Q (7420.067236 sec): 3 clusters Score: Raw -430761.137039 + Penalty 1592.112415 = -429169.024624 nChanged 5 SP:Iteration 47Q (7420.115241 sec): 3 clusters Score: Raw -430761.996859 + Penalty 1592.112415 = -429169.884444 nChanged 6 SP:Iteration 48Q (7420.167470 sec): 3 clusters Score: Raw -430762.824938 + Penalty 1592.112415 = -429170.712523 nChanged 7 SP:Iteration 49Q (7420.216220 sec): 3 clusters Score: Raw -430764.422047 + Penalty 1592.112415 = -429172.309632 nChanged 8 SP:Iteration 50Q (7420.266037 sec): 3 clusters Score: Raw -430765.974928 + Penalty 1592.112415 = -429173.862513 nChanged 9 SP:Iteration 51Q (7420.310807 sec): 3 clusters Score: Raw -430768.774859 + Penalty 1592.112415 = -429176.662444 nChanged 15 SP:Iteration 52Q (7420.360780 sec): 3 clusters Score: Raw -430773.636224 + Penalty 1592.112415 = -429181.523809 nChanged 17 SP:Iteration 53Q (7420.408900 sec): 3 clusters Score: Raw -430778.729641 + Penalty 1592.112415 = -429186.617226 nChanged 18 SP:Iteration 54Q (7420.462577 sec): 3 clusters Score: Raw -430783.046389 + Penalty 1592.112415 = -429190.933974 nChanged 17 SP:Iteration 55Q (7420.516921 sec): 3 clusters Score: Raw -430787.811751 + Penalty 1592.112415 = -429195.699336 nChanged 15 SP:Iteration 56Q (7420.563883 sec): 3 clusters Score: Raw -430791.145697 + Penalty 1592.112415 = -429199.033282 nChanged 9 SP:Iteration 57Q (7420.602538 sec): 3 clusters Score: Raw -430792.253106 + Penalty 1592.112415 = -429200.140691 nChanged 7 SP:Iteration 58Q (7420.650955 sec): 3 clusters Score: Raw -430793.431980 + Penalty 1592.112415 = -429201.319565 nChanged 7 SP:Iteration 59Q (7420.697783 sec): 3 clusters Score: Raw -430794.747432 + Penalty 1592.112415 = -429202.635017 nChanged 4 SP:Iteration 60F (7420.744828 sec): 3 clusters Score: Raw -430795.182125 + Penalty 1592.112415 = -429203.069710 nChanged 4 SP:Iteration 61Q (7420.793461 sec): 3 clusters Score: Raw -430795.638990 + Penalty 1592.112415 = -429203.526575 nChanged 3 SP:Iteration 62Q (7420.842290 sec): 3 clusters Score: Raw -430795.990190 + Penalty 1592.112415 = -429203.877775 nChanged 4 SP:Iteration 63Q (7420.891920 sec): 3 clusters Score: Raw -430796.601080 + Penalty 1592.112415 = -429204.488665 nChanged 5 SP:Iteration 64Q (7420.938039 sec): 3 clusters Score: Raw -430798.527456 + Penalty 1592.112415 = -429206.415041 nChanged 6 SP:Iteration 65Q (7420.989229 sec): 3 clusters Score: Raw -430800.003047 + Penalty 1592.112415 = -429207.890632 nChanged 6 SP:Iteration 66Q (7421.040996 sec): 3 clusters Score: Raw -430801.194361 + Penalty 1592.112415 = -429209.081946 nChanged 8 SP:Iteration 67Q (7421.093262 sec): 3 clusters Score: Raw -430803.044982 + Penalty 1592.112415 = -429210.932567 nChanged 6 SP:Iteration 68Q (7421.141704 sec): 3 clusters Score: Raw -430804.657937 + Penalty 1592.112415 = -429212.545522 nChanged 8 SP:Iteration 69Q (7421.190628 sec): 3 clusters Score: Raw -430805.934647 + Penalty 1592.112415 = -429213.822232 nChanged 6 SP:Iteration 70Q (7421.241382 sec): 3 clusters Score: Raw -430806.937245 + Penalty 1592.112415 = -429214.824830 nChanged 7 SP:Iteration 71Q (7421.286021 sec): 3 clusters Score: Raw -430808.965762 + Penalty 1592.112415 = -429216.853347 nChanged 5 SP:Iteration 72Q (7421.337268 sec): 3 clusters Score: Raw -430809.937559 + Penalty 1592.112415 = -429217.825144 nChanged 7 SP:Iteration 73Q (7421.387609 sec): 3 clusters Score: Raw -430811.010324 + Penalty 1592.112415 = -429218.897909 nChanged 3 SP:Iteration 74Q (7421.443062 sec): 3 clusters Score: Raw -430811.476312 + Penalty 1592.112415 = -429219.363897 nChanged 3 SP:Iteration 75Q (7421.481746 sec): 3 clusters Score: Raw -430811.962090 + Penalty 1592.112415 = -429219.849675 nChanged 2 SP:Iteration 76Q (7421.535325 sec): 3 clusters Score: Raw -430812.266417 + Penalty 1592.112415 = -429220.154002 nChanged 1 SP:Iteration 77Q (7421.583716 sec): 3 clusters Score: Raw -430812.433377 + Penalty 1592.112415 = -429220.320962 nChanged 0 SP:Iteration 78F (7421.631143 sec): 3 clusters Score: Raw -430812.433377 + Penalty 1592.112415 = -429220.320962 nChanged 0 Trying to split cluster 10 (4230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7421.655348 sec): 2 clusters Score: Raw -417720.282994 + Penalty 793.245941 = -416927.037053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7421.700475 sec): 3 clusters Score: Raw -415402.031877 + Penalty 1586.491882 = -413815.539995 nChanged 1808 SP:Iteration 1F (7421.737741 sec): 3 clusters Score: Raw -416460.115570 + Penalty 1586.491882 = -414873.623688 nChanged 287 SP:Iteration 2F (7421.789902 sec): 3 clusters Score: Raw -416626.510061 + Penalty 1586.491882 = -415040.018179 nChanged 236 SP:Iteration 3F (7421.841126 sec): 3 clusters Score: Raw -416733.882105 + Penalty 1586.491882 = -415147.390223 nChanged 213 SP:Iteration 4F (7421.894103 sec): 3 clusters Score: Raw -416832.335262 + Penalty 1586.491882 = -415245.843380 nChanged 171 SP:Iteration 5Q (7421.946913 sec): 3 clusters Score: Raw -416919.373950 + Penalty 1586.491882 = -415332.882069 nChanged 159 SP:Iteration 6Q (7421.997231 sec): 3 clusters Score: Raw -417003.113865 + Penalty 1586.491882 = -415416.621984 nChanged 141 SP:Iteration 7Q (7422.048172 sec): 3 clusters Score: Raw -417076.654066 + Penalty 1586.491882 = -415490.162185 nChanged 164 SP:Iteration 8Q (7422.099902 sec): 3 clusters Score: Raw -417157.936419 + Penalty 1586.491882 = -415571.444538 nChanged 133 SP:Iteration 9Q (7422.145985 sec): 3 clusters Score: Raw -417215.100976 + Penalty 1586.491882 = -415628.609094 nChanged 104 SP:Iteration 10Q (7422.195738 sec): 3 clusters Score: Raw -417265.874949 + Penalty 1586.491882 = -415679.383068 nChanged 110 SP:Iteration 11Q (7422.249159 sec): 3 clusters Score: Raw -417327.181702 + Penalty 1586.491882 = -415740.689820 nChanged 106 SP:Iteration 12Q (7422.299347 sec): 3 clusters Score: Raw -417382.258820 + Penalty 1586.491882 = -415795.766938 nChanged 89 SP:Iteration 13Q (7422.343105 sec): 3 clusters Score: Raw -417422.038972 + Penalty 1586.491882 = -415835.547091 nChanged 87 SP:Iteration 14Q (7422.402334 sec): 3 clusters Score: Raw -417459.112850 + Penalty 1586.491882 = -415872.620968 nChanged 70 SP:Iteration 15Q (7422.445335 sec): 3 clusters Score: Raw -417485.897909 + Penalty 1586.491882 = -415899.406027 nChanged 64 SP:Iteration 16Q (7422.488348 sec): 3 clusters Score: Raw -417509.456465 + Penalty 1586.491882 = -415922.964583 nChanged 47 SP:Iteration 17Q (7422.533001 sec): 3 clusters Score: Raw -417525.915221 + Penalty 1586.491882 = -415939.423340 nChanged 48 SP:Iteration 18Q (7422.580725 sec): 3 clusters Score: Raw -417548.206559 + Penalty 1586.491882 = -415961.714677 nChanged 48 SP:Iteration 19Q (7422.632004 sec): 3 clusters Score: Raw -417567.882517 + Penalty 1586.491882 = -415981.390635 nChanged 43 SP:Iteration 20F (7422.684014 sec): 3 clusters Score: Raw -417586.302232 + Penalty 1586.491882 = -415999.810350 nChanged 42 SP:Iteration 21Q (7422.736024 sec): 3 clusters Score: Raw -417607.076798 + Penalty 1586.491882 = -416020.584917 nChanged 43 SP:Iteration 22Q (7422.784729 sec): 3 clusters Score: Raw -417625.316123 + Penalty 1586.491882 = -416038.824241 nChanged 39 SP:Iteration 23Q (7422.835255 sec): 3 clusters Score: Raw -417638.822860 + Penalty 1586.491882 = -416052.330978 nChanged 32 SP:Iteration 24Q (7422.875817 sec): 3 clusters Score: Raw -417650.099533 + Penalty 1586.491882 = -416063.607651 nChanged 24 SP:Iteration 25Q (7422.926634 sec): 3 clusters Score: Raw -417658.313170 + Penalty 1586.491882 = -416071.821288 nChanged 26 SP:Iteration 26Q (7422.972916 sec): 3 clusters Score: Raw -417667.608793 + Penalty 1586.491882 = -416081.116912 nChanged 32 SP:Iteration 27Q (7423.024990 sec): 3 clusters Score: Raw -417678.765871 + Penalty 1586.491882 = -416092.273990 nChanged 31 SP:Iteration 28Q (7423.068465 sec): 3 clusters Score: Raw -417691.602895 + Penalty 1586.491882 = -416105.111013 nChanged 25 SP:Iteration 29Q (7423.119252 sec): 3 clusters Score: Raw -417700.671175 + Penalty 1586.491882 = -416114.179294 nChanged 13 SP:Iteration 30Q (7423.171417 sec): 3 clusters Score: Raw -417704.337365 + Penalty 1586.491882 = -416117.845484 nChanged 17 SP:Iteration 31Q (7423.223629 sec): 3 clusters Score: Raw -417709.308487 + Penalty 1586.491882 = -416122.816605 nChanged 14 SP:Iteration 32Q (7423.274002 sec): 3 clusters Score: Raw -417713.283151 + Penalty 1586.491882 = -416126.791269 nChanged 10 SP:Iteration 33Q (7423.328487 sec): 3 clusters Score: Raw -417716.143970 + Penalty 1586.491882 = -416129.652089 nChanged 9 SP:Iteration 34Q (7423.364960 sec): 3 clusters Score: Raw -417718.678576 + Penalty 1586.491882 = -416132.186694 nChanged 11 SP:Iteration 35Q (7423.409287 sec): 3 clusters Score: Raw -417722.423726 + Penalty 1586.491882 = -416135.931844 nChanged 6 SP:Iteration 36Q (7423.453156 sec): 3 clusters Score: Raw -417724.375340 + Penalty 1586.491882 = -416137.883459 nChanged 4 SP:Iteration 37Q (7423.503627 sec): 3 clusters Score: Raw -417725.631608 + Penalty 1586.491882 = -416139.139726 nChanged 4 SP:Iteration 38Q (7423.544261 sec): 3 clusters Score: Raw -417726.710213 + Penalty 1586.491882 = -416140.218331 nChanged 4 SP:Iteration 39Q (7423.588998 sec): 3 clusters Score: Raw -417727.887903 + Penalty 1586.491882 = -416141.396021 nChanged 5 SP:Iteration 40F (7423.639667 sec): 3 clusters Score: Raw -417730.012446 + Penalty 1586.491882 = -416143.520565 nChanged 8 SP:Iteration 41Q (7423.688807 sec): 3 clusters Score: Raw -417732.838090 + Penalty 1586.491882 = -416146.346208 nChanged 11 SP:Iteration 42Q (7423.729859 sec): 3 clusters Score: Raw -417735.720350 + Penalty 1586.491882 = -416149.228469 nChanged 9 SP:Iteration 43Q (7423.781126 sec): 3 clusters Score: Raw -417739.194914 + Penalty 1586.491882 = -416152.703033 nChanged 10 SP:Iteration 44Q (7423.844510 sec): 3 clusters Score: Raw -417741.986131 + Penalty 1586.491882 = -416155.494249 nChanged 6 SP:Iteration 45Q (7423.886308 sec): 3 clusters Score: Raw -417744.166145 + Penalty 1586.491882 = -416157.674263 nChanged 8 SP:Iteration 46Q (7423.946565 sec): 3 clusters Score: Raw -417748.435791 + Penalty 1586.491882 = -416161.943909 nChanged 8 SP:Iteration 47Q (7423.990407 sec): 3 clusters Score: Raw -417753.640891 + Penalty 1586.491882 = -416167.149010 nChanged 15 SP:Iteration 48Q (7424.034785 sec): 3 clusters Score: Raw -417763.952453 + Penalty 1586.491882 = -416177.460572 nChanged 14 SP:Iteration 49Q (7424.083391 sec): 3 clusters Score: Raw -417773.392294 + Penalty 1586.491882 = -416186.900413 nChanged 16 SP:Iteration 50Q (7424.127448 sec): 3 clusters Score: Raw -417782.854144 + Penalty 1586.491882 = -416196.362262 nChanged 15 SP:Iteration 51Q (7424.176559 sec): 3 clusters Score: Raw -417789.383155 + Penalty 1586.491882 = -416202.891273 nChanged 13 SP:Iteration 52Q (7424.216291 sec): 3 clusters Score: Raw -417794.123055 + Penalty 1586.491882 = -416207.631174 nChanged 9 SP:Iteration 53Q (7424.268122 sec): 3 clusters Score: Raw -417798.366978 + Penalty 1586.491882 = -416211.875096 nChanged 7 SP:Iteration 54Q (7424.319037 sec): 3 clusters Score: Raw -417800.582135 + Penalty 1586.491882 = -416214.090253 nChanged 5 SP:Iteration 55Q (7424.370548 sec): 3 clusters Score: Raw -417802.709867 + Penalty 1586.491882 = -416216.217985 nChanged 7 SP:Iteration 56Q (7424.418506 sec): 3 clusters Score: Raw -417805.328775 + Penalty 1586.491882 = -416218.836893 nChanged 6 SP:Iteration 57Q (7424.466403 sec): 3 clusters Score: Raw -417808.515015 + Penalty 1586.491882 = -416222.023133 nChanged 8 SP:Iteration 58Q (7424.504287 sec): 3 clusters Score: Raw -417812.297580 + Penalty 1586.491882 = -416225.805698 nChanged 5 SP:Iteration 59Q (7424.554939 sec): 3 clusters Score: Raw -417813.244019 + Penalty 1586.491882 = -416226.752137 nChanged 2 SP:Iteration 60F (7424.605315 sec): 3 clusters Score: Raw -417813.981384 + Penalty 1586.491882 = -416227.489502 nChanged 1 SP:Iteration 61Q (7424.658347 sec): 3 clusters Score: Raw -417814.168798 + Penalty 1586.491882 = -416227.676916 nChanged 2 SP:Iteration 62Q (7424.711481 sec): 3 clusters Score: Raw -417814.595388 + Penalty 1586.491882 = -416228.103506 nChanged 0 SP:Iteration 63F (7424.763745 sec): 3 clusters Score: Raw -417814.595388 + Penalty 1586.491882 = -416228.103506 nChanged 0 Trying to split cluster 11 (16045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7424.812249 sec): 2 clusters Score: Raw -1484401.349574 + Penalty 919.899493 = -1483481.450082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7424.860952 sec): 3 clusters Score: Raw -1474570.412977 + Penalty 1839.798985 = -1472730.613992 nChanged 7376 SP:Iteration 1F (7424.917148 sec): 3 clusters Score: Raw -1478946.936128 + Penalty 1839.798985 = -1477107.137143 nChanged 1099 SP:Iteration 2F (7424.982795 sec): 3 clusters Score: Raw -1479585.942745 + Penalty 1839.798985 = -1477746.143759 nChanged 1108 SP:Iteration 3F (7425.056105 sec): 3 clusters Score: Raw -1480286.120069 + Penalty 1839.798985 = -1478446.321083 nChanged 1051 SP:Iteration 4F (7425.112606 sec): 3 clusters Score: Raw -1480911.885206 + Penalty 1839.798985 = -1479072.086221 nChanged 929 SP:Iteration 5F (7425.177360 sec): 3 clusters Score: Raw -1481409.911842 + Penalty 1839.798985 = -1479570.112857 nChanged 820 SP:Iteration 6F (7425.243041 sec): 3 clusters Score: Raw -1481855.175168 + Penalty 1839.798985 = -1480015.376183 nChanged 769 SP:Iteration 7Q (7425.298153 sec): 3 clusters Score: Raw -1482288.754604 + Penalty 1839.798985 = -1480448.955619 nChanged 650 SP:Iteration 8Q (7425.360027 sec): 3 clusters Score: Raw -1482654.917652 + Penalty 1839.798985 = -1480815.118667 nChanged 560 SP:Iteration 9Q (7425.420815 sec): 3 clusters Score: Raw -1482969.622342 + Penalty 1839.798985 = -1481129.823357 nChanged 503 SP:Iteration 10Q (7425.488656 sec): 3 clusters Score: Raw -1483287.141599 + Penalty 1839.798985 = -1481447.342613 nChanged 490 SP:Iteration 11Q (7425.559730 sec): 3 clusters Score: Raw -1483600.629335 + Penalty 1839.798985 = -1481760.830350 nChanged 399 SP:Iteration 12Q (7425.627444 sec): 3 clusters Score: Raw -1483852.723457 + Penalty 1839.798985 = -1482012.924472 nChanged 319 SP:Iteration 13Q (7425.694804 sec): 3 clusters Score: Raw -1484041.217133 + Penalty 1839.798985 = -1482201.418148 nChanged 233 SP:Iteration 14Q (7425.745446 sec): 3 clusters Score: Raw -1484189.722745 + Penalty 1839.798985 = -1482349.923760 nChanged 215 SP:Iteration 15Q (7425.811157 sec): 3 clusters Score: Raw -1484332.900067 + Penalty 1839.798985 = -1482493.101082 nChanged 174 SP:Iteration 16Q (7425.879624 sec): 3 clusters Score: Raw -1484433.311456 + Penalty 1839.798985 = -1482593.512471 nChanged 134 SP:Iteration 17Q (7425.936982 sec): 3 clusters Score: Raw -1484497.161976 + Penalty 1839.798985 = -1482657.362991 nChanged 99 SP:Iteration 18Q (7425.997418 sec): 3 clusters Score: Raw -1484558.783716 + Penalty 1839.798985 = -1482718.984731 nChanged 94 SP:Iteration 19Q (7426.045579 sec): 3 clusters Score: Raw -1484602.466685 + Penalty 1839.798985 = -1482762.667699 nChanged 65 SP:Iteration 20F (7426.113422 sec): 3 clusters Score: Raw -1484629.341797 + Penalty 1839.798985 = -1482789.542811 nChanged 52 SP:Iteration 21Q (7426.179812 sec): 3 clusters Score: Raw -1484650.490014 + Penalty 1839.798985 = -1482810.691029 nChanged 57 SP:Iteration 22Q (7426.240939 sec): 3 clusters Score: Raw -1484675.471686 + Penalty 1839.798985 = -1482835.672700 nChanged 39 SP:Iteration 23Q (7426.305490 sec): 3 clusters Score: Raw -1484688.360255 + Penalty 1839.798985 = -1482848.561270 nChanged 36 SP:Iteration 24Q (7426.361151 sec): 3 clusters Score: Raw -1484701.250863 + Penalty 1839.798985 = -1482861.451878 nChanged 33 SP:Iteration 25Q (7426.424218 sec): 3 clusters Score: Raw -1484711.766309 + Penalty 1839.798985 = -1482871.967324 nChanged 28 SP:Iteration 26Q (7426.488226 sec): 3 clusters Score: Raw -1484721.144094 + Penalty 1839.798985 = -1482881.345109 nChanged 20 SP:Iteration 27Q (7426.551714 sec): 3 clusters Score: Raw -1484726.297783 + Penalty 1839.798985 = -1482886.498797 nChanged 17 SP:Iteration 28Q (7426.616081 sec): 3 clusters Score: Raw -1484731.583049 + Penalty 1839.798985 = -1482891.784064 nChanged 21 SP:Iteration 29Q (7426.672537 sec): 3 clusters Score: Raw -1484738.438635 + Penalty 1839.798985 = -1482898.639650 nChanged 16 SP:Iteration 30Q (7426.736742 sec): 3 clusters Score: Raw -1484744.424097 + Penalty 1839.798985 = -1482904.625112 nChanged 20 SP:Iteration 31Q (7426.809030 sec): 3 clusters Score: Raw -1484752.568573 + Penalty 1839.798985 = -1482912.769588 nChanged 24 SP:Iteration 32Q (7426.861206 sec): 3 clusters Score: Raw -1484762.486383 + Penalty 1839.798985 = -1482922.687398 nChanged 22 SP:Iteration 33Q (7426.919964 sec): 3 clusters Score: Raw -1484767.329210 + Penalty 1839.798985 = -1482927.530225 nChanged 15 SP:Iteration 34Q (7426.984125 sec): 3 clusters Score: Raw -1484771.003978 + Penalty 1839.798985 = -1482931.204993 nChanged 17 SP:Iteration 35Q (7427.048793 sec): 3 clusters Score: Raw -1484779.248882 + Penalty 1839.798985 = -1482939.449897 nChanged 15 SP:Iteration 36Q (7427.107079 sec): 3 clusters Score: Raw -1484784.895694 + Penalty 1839.798985 = -1482945.096709 nChanged 15 SP:Iteration 37Q (7427.170717 sec): 3 clusters Score: Raw -1484788.320915 + Penalty 1839.798985 = -1482948.521929 nChanged 5 SP:Iteration 38Q (7427.234809 sec): 3 clusters Score: Raw -1484789.347014 + Penalty 1839.798985 = -1482949.548029 nChanged 4 SP:Iteration 39Q (7427.298449 sec): 3 clusters Score: Raw -1484789.996279 + Penalty 1839.798985 = -1482950.197294 nChanged 2 SP:Iteration 40F (7427.364759 sec): 3 clusters Score: Raw -1484790.118368 + Penalty 1839.798985 = -1482950.319383 nChanged 0 Trying to split cluster 12 (73816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7427.462123 sec): 2 clusters Score: Raw -7025560.228465 + Penalty 1064.886425 = -7024495.342040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7427.606341 sec): 3 clusters Score: Raw -6977183.300769 + Penalty 2129.772850 = -6975053.527920 nChanged 35327 SP:Iteration 1F (7427.738207 sec): 3 clusters Score: Raw -6998941.092264 + Penalty 2129.772850 = -6996811.319415 nChanged 3583 SP:Iteration 2Q (7427.879093 sec): 3 clusters Score: Raw -7000583.532112 + Penalty 2129.772850 = -6998453.759262 nChanged 4347 SP:Iteration 3F (7428.005985 sec): 3 clusters Score: Raw -7002938.043574 + Penalty 2129.772850 = -7000808.270724 nChanged 4949 SP:Iteration 4F (7428.144973 sec): 3 clusters Score: Raw -7006151.622888 + Penalty 2129.772850 = -7004021.850038 nChanged 5192 SP:Iteration 5F (7428.286659 sec): 3 clusters Score: Raw -7009929.433027 + Penalty 2129.772850 = -7007799.660177 nChanged 4759 SP:Iteration 6F (7428.427876 sec): 3 clusters Score: Raw -7013595.342061 + Penalty 2129.772850 = -7011465.569211 nChanged 3783 SP:Iteration 7F (7428.568568 sec): 3 clusters Score: Raw -7016162.427353 + Penalty 2129.772850 = -7014032.654503 nChanged 2741 SP:Iteration 8Q (7428.714107 sec): 3 clusters Score: Raw -7017729.844612 + Penalty 2129.772850 = -7015600.071763 nChanged 2008 SP:Iteration 9Q (7428.851703 sec): 3 clusters Score: Raw -7018743.592717 + Penalty 2129.772850 = -7016613.819867 nChanged 1750 SP:Iteration 10Q (7428.995410 sec): 3 clusters Score: Raw -7019632.541778 + Penalty 2129.772850 = -7017502.768928 nChanged 1644 SP:Iteration 11Q (7429.123047 sec): 3 clusters Score: Raw -7020447.500184 + Penalty 2129.772850 = -7018317.727334 nChanged 1532 SP:Iteration 12Q (7429.265897 sec): 3 clusters Score: Raw -7021204.532135 + Penalty 2129.772850 = -7019074.759285 nChanged 1402 SP:Iteration 13Q (7429.403503 sec): 3 clusters Score: Raw -7021882.031868 + Penalty 2129.772850 = -7019752.259018 nChanged 1202 SP:Iteration 14Q (7429.538449 sec): 3 clusters Score: Raw -7022416.903705 + Penalty 2129.772850 = -7020287.130855 nChanged 1064 SP:Iteration 15Q (7429.663284 sec): 3 clusters Score: Raw -7022876.726756 + Penalty 2129.772850 = -7020746.953906 nChanged 945 SP:Iteration 16Q (7429.788251 sec): 3 clusters Score: Raw -7023268.203784 + Penalty 2129.772850 = -7021138.430934 nChanged 822 SP:Iteration 17Q (7429.920885 sec): 3 clusters Score: Raw -7023581.530071 + Penalty 2129.772850 = -7021451.757221 nChanged 698 SP:Iteration 18Q (7430.056951 sec): 3 clusters Score: Raw -7023834.298791 + Penalty 2129.772850 = -7021704.525941 nChanged 635 SP:Iteration 19Q (7430.182468 sec): 3 clusters Score: Raw -7024059.700178 + Penalty 2129.772850 = -7021929.927328 nChanged 570 SP:Iteration 20F (7430.324728 sec): 3 clusters Score: Raw -7024266.744067 + Penalty 2129.772850 = -7022136.971217 nChanged 528 SP:Iteration 21Q (7430.461581 sec): 3 clusters Score: Raw -7024456.883258 + Penalty 2129.772850 = -7022327.110408 nChanged 484 SP:Iteration 22Q (7430.590631 sec): 3 clusters Score: Raw -7024623.413507 + Penalty 2129.772850 = -7022493.640657 nChanged 454 SP:Iteration 23Q (7430.717733 sec): 3 clusters Score: Raw -7024781.933345 + Penalty 2129.772850 = -7022652.160495 nChanged 434 SP:Iteration 24Q (7430.834812 sec): 3 clusters Score: Raw -7024938.460044 + Penalty 2129.772850 = -7022808.687194 nChanged 362 SP:Iteration 25Q (7430.959895 sec): 3 clusters Score: Raw -7025055.525663 + Penalty 2129.772850 = -7022925.752813 nChanged 323 SP:Iteration 26Q (7431.078734 sec): 3 clusters Score: Raw -7025158.613382 + Penalty 2129.772850 = -7023028.840532 nChanged 293 SP:Iteration 27Q (7431.204917 sec): 3 clusters Score: Raw -7025249.969122 + Penalty 2129.772850 = -7023120.196272 nChanged 273 SP:Iteration 28Q (7431.325077 sec): 3 clusters Score: Raw -7025337.281785 + Penalty 2129.772850 = -7023207.508935 nChanged 229 SP:Iteration 29Q (7431.441237 sec): 3 clusters Score: Raw -7025403.515271 + Penalty 2129.772850 = -7023273.742421 nChanged 205 SP:Iteration 30Q (7431.558251 sec): 3 clusters Score: Raw -7025463.483049 + Penalty 2129.772850 = -7023333.710199 nChanged 192 SP:Iteration 31Q (7431.684035 sec): 3 clusters Score: Raw -7025521.670089 + Penalty 2129.772850 = -7023391.897239 nChanged 180 SP:Iteration 32Q (7431.812485 sec): 3 clusters Score: Raw -7025575.330982 + Penalty 2129.772850 = -7023445.558132 nChanged 160 SP:Iteration 33Q (7431.939134 sec): 3 clusters Score: Raw -7025622.563515 + Penalty 2129.772850 = -7023492.790665 nChanged 153 SP:Iteration 34Q (7432.064302 sec): 3 clusters Score: Raw -7025666.739692 + Penalty 2129.772850 = -7023536.966842 nChanged 122 SP:Iteration 35Q (7432.187392 sec): 3 clusters Score: Raw -7025698.617220 + Penalty 2129.772850 = -7023568.844370 nChanged 106 SP:Iteration 36Q (7432.307680 sec): 3 clusters Score: Raw -7025728.226768 + Penalty 2129.772850 = -7023598.453918 nChanged 94 SP:Iteration 37Q (7432.427654 sec): 3 clusters Score: Raw -7025754.990727 + Penalty 2129.772850 = -7023625.217877 nChanged 79 SP:Iteration 38Q (7432.539580 sec): 3 clusters Score: Raw -7025775.274086 + Penalty 2129.772850 = -7023645.501236 nChanged 75 SP:Iteration 39Q (7432.657071 sec): 3 clusters Score: Raw -7025794.997758 + Penalty 2129.772850 = -7023665.224908 nChanged 74 SP:Iteration 40F (7432.792455 sec): 3 clusters Score: Raw -7025814.421878 + Penalty 2129.772850 = -7023684.649028 nChanged 71 SP:Iteration 41Q (7432.917684 sec): 3 clusters Score: Raw -7025833.843217 + Penalty 2129.772850 = -7023704.070367 nChanged 59 SP:Iteration 42Q (7433.033255 sec): 3 clusters Score: Raw -7025848.514264 + Penalty 2129.772850 = -7023718.741414 nChanged 58 SP:Iteration 43Q (7433.155486 sec): 3 clusters Score: Raw -7025863.928279 + Penalty 2129.772850 = -7023734.155429 nChanged 49 SP:Iteration 44Q (7433.287286 sec): 3 clusters Score: Raw -7025877.455162 + Penalty 2129.772850 = -7023747.682312 nChanged 52 SP:Iteration 45Q (7433.407669 sec): 3 clusters Score: Raw -7025891.437909 + Penalty 2129.772850 = -7023761.665059 nChanged 52 SP:Iteration 46Q (7433.522688 sec): 3 clusters Score: Raw -7025905.925459 + Penalty 2129.772850 = -7023776.152610 nChanged 50 SP:Iteration 47Q (7433.654124 sec): 3 clusters Score: Raw -7025918.659606 + Penalty 2129.772850 = -7023788.886756 nChanged 35 SP:Iteration 48Q (7433.775040 sec): 3 clusters Score: Raw -7025926.475816 + Penalty 2129.772850 = -7023796.702966 nChanged 44 SP:Iteration 49Q (7433.894866 sec): 3 clusters Score: Raw -7025936.565233 + Penalty 2129.772850 = -7023806.792383 nChanged 41 SP:Iteration 50Q (7434.013503 sec): 3 clusters Score: Raw -7025948.381477 + Penalty 2129.772850 = -7023818.608627 nChanged 30 SP:Iteration 51Q (7434.135196 sec): 3 clusters Score: Raw -7025955.086410 + Penalty 2129.772850 = -7023825.313560 nChanged 25 SP:Iteration 52Q (7434.250767 sec): 3 clusters Score: Raw -7025960.925586 + Penalty 2129.772850 = -7023831.152737 nChanged 24 SP:Iteration 53Q (7434.371234 sec): 3 clusters Score: Raw -7025966.697288 + Penalty 2129.772850 = -7023836.924438 nChanged 21 SP:Iteration 54Q (7434.488772 sec): 3 clusters Score: Raw -7025971.242763 + Penalty 2129.772850 = -7023841.469913 nChanged 20 SP:Iteration 55Q (7434.593146 sec): 3 clusters Score: Raw -7025976.100101 + Penalty 2129.772850 = -7023846.327251 nChanged 19 SP:Iteration 56Q (7434.691088 sec): 3 clusters Score: Raw -7025980.605833 + Penalty 2129.772850 = -7023850.832983 nChanged 17 SP:Iteration 57Q (7434.801400 sec): 3 clusters Score: Raw -7025983.539036 + Penalty 2129.772850 = -7023853.766186 nChanged 15 SP:Iteration 58Q (7434.917301 sec): 3 clusters Score: Raw -7025985.897866 + Penalty 2129.772850 = -7023856.125016 nChanged 8 SP:Iteration 59Q (7435.022441 sec): 3 clusters Score: Raw -7025986.972930 + Penalty 2129.772850 = -7023857.200080 nChanged 3 SP:Iteration 60F (7435.136045 sec): 3 clusters Score: Raw -7025987.728072 + Penalty 2129.772850 = -7023857.955222 nChanged 5 SP:Iteration 61Q (7435.240029 sec): 3 clusters Score: Raw -7025988.521970 + Penalty 2129.772850 = -7023858.749120 nChanged 8 SP:Iteration 62Q (7435.349961 sec): 3 clusters Score: Raw -7025990.050222 + Penalty 2129.772850 = -7023860.277372 nChanged 6 SP:Iteration 63Q (7435.471076 sec): 3 clusters Score: Raw -7025990.895746 + Penalty 2129.772850 = -7023861.122896 nChanged 4 SP:Iteration 64Q (7435.584667 sec): 3 clusters Score: Raw -7025991.395935 + Penalty 2129.772850 = -7023861.623085 nChanged 4 SP:Iteration 65Q (7435.707607 sec): 3 clusters Score: Raw -7025991.977706 + Penalty 2129.772850 = -7023862.204856 nChanged 5 SP:Iteration 66Q (7435.830186 sec): 3 clusters Score: Raw -7025992.761332 + Penalty 2129.772850 = -7023862.988482 nChanged 7 SP:Iteration 67Q (7435.946592 sec): 3 clusters Score: Raw -7025994.520528 + Penalty 2129.772850 = -7023864.747678 nChanged 6 SP:Iteration 68Q (7436.061343 sec): 3 clusters Score: Raw -7025995.641438 + Penalty 2129.772850 = -7023865.868588 nChanged 4 SP:Iteration 69Q (7436.178987 sec): 3 clusters Score: Raw -7025996.123887 + Penalty 2129.772850 = -7023866.351037 nChanged 3 SP:Iteration 70Q (7436.302764 sec): 3 clusters Score: Raw -7025996.640786 + Penalty 2129.772850 = -7023866.867936 nChanged 2 SP:Iteration 71Q (7436.423055 sec): 3 clusters Score: Raw -7025997.036022 + Penalty 2129.772850 = -7023867.263172 nChanged 1 SP:Iteration 72Q (7436.548814 sec): 3 clusters Score: Raw -7025997.134169 + Penalty 2129.772850 = -7023867.361319 nChanged 1 SP:Iteration 73Q (7436.673544 sec): 3 clusters Score: Raw -7025997.183991 + Penalty 2129.772850 = -7023867.411141 nChanged 0 SP:Iteration 74F (7436.809295 sec): 3 clusters Score: Raw -7025997.183991 + Penalty 2129.772850 = -7023867.411141 nChanged 0 Trying to split cluster 13 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7436.843617 sec): 2 clusters Score: Raw -22240.685314 + Penalty 524.918029 = -21715.767285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7436.882836 sec): 3 clusters Score: Raw -22256.362795 + Penalty 1049.836058 = -21206.526737 nChanged 50 SP:Iteration 1F (7436.930468 sec): 3 clusters Score: Raw -22331.109642 + Penalty 1049.836058 = -21281.273584 nChanged 13 SP:Iteration 2F (7436.969441 sec): 3 clusters Score: Raw -22354.285721 + Penalty 1049.836058 = -21304.449662 nChanged 7 SP:Iteration 3Q (7437.020975 sec): 3 clusters Score: Raw -22369.586073 + Penalty 1049.836058 = -21319.750014 nChanged 2 SP:Iteration 4Q (7437.062493 sec): 3 clusters Score: Raw -22371.336794 + Penalty 1049.836058 = -21321.500736 nChanged 0 SP:Iteration 5F (7437.107119 sec): 3 clusters Score: Raw -22371.336794 + Penalty 1049.836058 = -21321.500736 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7437.129918 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7437.174171 sec): 3 clusters Score: Raw -10836.763667 + Penalty 979.125403 = -9857.638264 nChanged 44 SP:Iteration 1F (7437.210428 sec): 3 clusters Score: Raw -11152.475463 + Penalty 979.125403 = -10173.350060 nChanged 22 SP:Iteration 2F (7437.256808 sec): 3 clusters Score: Raw -11284.637825 + Penalty 979.125403 = -10305.512422 nChanged 6 SP:Iteration 3Q (7437.296862 sec): 3 clusters Score: Raw -11331.803472 + Penalty 979.125403 = -10352.678069 nChanged 3 SP:Iteration 4Q (7437.341887 sec): 3 clusters Score: Raw -11348.716836 + Penalty 979.125403 = -10369.591433 nChanged 0 SP:Iteration 5F (7437.390549 sec): 3 clusters Score: Raw -11348.716836 + Penalty 979.125403 = -10369.591433 nChanged 0 Score: Raw -58498484.473238 + Penalty 49431.021155 = -58449053.452083 Splitting cluster 14 changes total score from -58449683.295445 to -58449053.452083 So it's not getting split. Trying to split cluster 15 (14615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7448.911907 sec): 2 clusters Score: Raw -1398267.110000 + Penalty 911.031349 = -1397356.078651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7448.967417 sec): 3 clusters Score: Raw -1389283.555331 + Penalty 1822.062699 = -1387461.492633 nChanged 6686 SP:Iteration 1F (7449.037149 sec): 3 clusters Score: Raw -1393272.295269 + Penalty 1822.062699 = -1391450.232570 nChanged 974 SP:Iteration 2F (7449.102133 sec): 3 clusters Score: Raw -1393900.345629 + Penalty 1822.062699 = -1392078.282931 nChanged 1001 SP:Iteration 3F (7449.157691 sec): 3 clusters Score: Raw -1394732.495736 + Penalty 1822.062699 = -1392910.433037 nChanged 1056 SP:Iteration 4F (7449.217039 sec): 3 clusters Score: Raw -1395662.314357 + Penalty 1822.062699 = -1393840.251659 nChanged 987 SP:Iteration 5F (7449.285050 sec): 3 clusters Score: Raw -1396428.697169 + Penalty 1822.062699 = -1394606.634471 nChanged 815 SP:Iteration 6F (7449.339632 sec): 3 clusters Score: Raw -1396976.464506 + Penalty 1822.062699 = -1395154.401807 nChanged 613 SP:Iteration 7Q (7449.403861 sec): 3 clusters Score: Raw -1397265.157042 + Penalty 1822.062699 = -1395443.094344 nChanged 405 SP:Iteration 8Q (7449.468580 sec): 3 clusters Score: Raw -1397436.188409 + Penalty 1822.062699 = -1395614.125711 nChanged 343 SP:Iteration 9Q (7449.543502 sec): 3 clusters Score: Raw -1397573.780075 + Penalty 1822.062699 = -1395751.717376 nChanged 304 SP:Iteration 10Q (7449.604357 sec): 3 clusters Score: Raw -1397699.646637 + Penalty 1822.062699 = -1395877.583938 nChanged 301 SP:Iteration 11Q (7449.670527 sec): 3 clusters Score: Raw -1397825.030239 + Penalty 1822.062699 = -1396002.967541 nChanged 286 SP:Iteration 12Q (7449.727599 sec): 3 clusters Score: Raw -1397953.192769 + Penalty 1822.062699 = -1396131.130070 nChanged 299 SP:Iteration 13Q (7449.793786 sec): 3 clusters Score: Raw -1398097.532324 + Penalty 1822.062699 = -1396275.469626 nChanged 291 SP:Iteration 14Q (7449.846365 sec): 3 clusters Score: Raw -1398244.267331 + Penalty 1822.062699 = -1396422.204633 nChanged 270 SP:Iteration 15Q (7449.922121 sec): 3 clusters Score: Raw -1398404.540845 + Penalty 1822.062699 = -1396582.478146 nChanged 267 SP:Iteration 16Q (7449.979749 sec): 3 clusters Score: Raw -1398564.431619 + Penalty 1822.062699 = -1396742.368920 nChanged 230 SP:Iteration 17Q (7450.055526 sec): 3 clusters Score: Raw -1398695.506942 + Penalty 1822.062699 = -1396873.444243 nChanged 203 SP:Iteration 18Q (7450.122371 sec): 3 clusters Score: Raw -1398793.328212 + Penalty 1822.062699 = -1396971.265513 nChanged 163 SP:Iteration 19Q (7450.179643 sec): 3 clusters Score: Raw -1398852.193505 + Penalty 1822.062699 = -1397030.130806 nChanged 135 SP:Iteration 20F (7450.253981 sec): 3 clusters Score: Raw -1398895.134148 + Penalty 1822.062699 = -1397073.071449 nChanged 90 SP:Iteration 21Q (7450.307745 sec): 3 clusters Score: Raw -1398920.124926 + Penalty 1822.062699 = -1397098.062227 nChanged 80 SP:Iteration 22Q (7450.370496 sec): 3 clusters Score: Raw -1398936.532215 + Penalty 1822.062699 = -1397114.469517 nChanged 63 SP:Iteration 23Q (7450.428394 sec): 3 clusters Score: Raw -1398947.096839 + Penalty 1822.062699 = -1397125.034140 nChanged 49 SP:Iteration 24Q (7450.490779 sec): 3 clusters Score: Raw -1398953.741321 + Penalty 1822.062699 = -1397131.678622 nChanged 45 SP:Iteration 25Q (7450.554160 sec): 3 clusters Score: Raw -1398959.381487 + Penalty 1822.062699 = -1397137.318789 nChanged 36 SP:Iteration 26Q (7450.618857 sec): 3 clusters Score: Raw -1398965.058338 + Penalty 1822.062699 = -1397142.995639 nChanged 39 SP:Iteration 27Q (7450.685966 sec): 3 clusters Score: Raw -1398971.043817 + Penalty 1822.062699 = -1397148.981119 nChanged 39 SP:Iteration 28Q (7450.749407 sec): 3 clusters Score: Raw -1398976.763392 + Penalty 1822.062699 = -1397154.700694 nChanged 38 SP:Iteration 29Q (7450.812816 sec): 3 clusters Score: Raw -1398982.671597 + Penalty 1822.062699 = -1397160.608899 nChanged 33 SP:Iteration 30Q (7450.867092 sec): 3 clusters Score: Raw -1398986.903828 + Penalty 1822.062699 = -1397164.841129 nChanged 35 SP:Iteration 31Q (7450.918089 sec): 3 clusters Score: Raw -1398992.223813 + Penalty 1822.062699 = -1397170.161114 nChanged 31 SP:Iteration 32Q (7450.969617 sec): 3 clusters Score: Raw -1398995.879050 + Penalty 1822.062699 = -1397173.816351 nChanged 23 SP:Iteration 33Q (7451.040227 sec): 3 clusters Score: Raw -1398998.708894 + Penalty 1822.062699 = -1397176.646195 nChanged 17 SP:Iteration 34Q (7451.087717 sec): 3 clusters Score: Raw -1399000.689863 + Penalty 1822.062699 = -1397178.627164 nChanged 18 SP:Iteration 35Q (7451.148613 sec): 3 clusters Score: Raw -1399002.863799 + Penalty 1822.062699 = -1397180.801101 nChanged 17 SP:Iteration 36Q (7451.202122 sec): 3 clusters Score: Raw -1399004.776351 + Penalty 1822.062699 = -1397182.713652 nChanged 14 SP:Iteration 37Q (7451.262576 sec): 3 clusters Score: Raw -1399006.415400 + Penalty 1822.062699 = -1397184.352701 nChanged 18 SP:Iteration 38Q (7451.320741 sec): 3 clusters Score: Raw -1399007.928392 + Penalty 1822.062699 = -1397185.865693 nChanged 11 SP:Iteration 39Q (7451.380299 sec): 3 clusters Score: Raw -1399008.729064 + Penalty 1822.062699 = -1397186.666366 nChanged 7 SP:Iteration 40F (7451.443600 sec): 3 clusters Score: Raw -1399009.215420 + Penalty 1822.062699 = -1397187.152722 nChanged 7 SP:Iteration 41Q (7451.506729 sec): 3 clusters Score: Raw -1399009.633989 + Penalty 1822.062699 = -1397187.571290 nChanged 6 SP:Iteration 42Q (7451.568898 sec): 3 clusters Score: Raw -1399009.965581 + Penalty 1822.062699 = -1397187.902882 nChanged 2 SP:Iteration 43Q (7451.630354 sec): 3 clusters Score: Raw -1399010.080334 + Penalty 1822.062699 = -1397188.017636 nChanged 1 SP:Iteration 44Q (7451.696778 sec): 3 clusters Score: Raw -1399010.087850 + Penalty 1822.062699 = -1397188.025151 nChanged 0 SP:Iteration 45F (7451.779993 sec): 3 clusters Score: Raw -1399010.087850 + Penalty 1822.062699 = -1397188.025151 nChanged 0 Trying to split cluster 16 (22813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7451.833371 sec): 2 clusters Score: Raw -2143069.948388 + Penalty 953.333154 = -2142116.615234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7451.908435 sec): 3 clusters Score: Raw -2128788.768099 + Penalty 1906.666307 = -2126882.101792 nChanged 10537 SP:Iteration 1F (7451.983863 sec): 3 clusters Score: Raw -2134660.125711 + Penalty 1906.666307 = -2132753.459403 nChanged 1044 SP:Iteration 2Q (7452.067986 sec): 3 clusters Score: Raw -2135082.249244 + Penalty 1906.666307 = -2133175.582937 nChanged 1142 SP:Iteration 3F (7452.146630 sec): 3 clusters Score: Raw -2135575.663406 + Penalty 1906.666307 = -2133668.997099 nChanged 1132 SP:Iteration 4Q (7452.223648 sec): 3 clusters Score: Raw -2136117.192573 + Penalty 1906.666307 = -2134210.526265 nChanged 1170 SP:Iteration 5F (7452.299757 sec): 3 clusters Score: Raw -2136727.915030 + Penalty 1906.666307 = -2134821.248723 nChanged 1208 SP:Iteration 6F (7452.382141 sec): 3 clusters Score: Raw -2137401.083786 + Penalty 1906.666307 = -2135494.417479 nChanged 1203 SP:Iteration 7F (7452.466044 sec): 3 clusters Score: Raw -2138097.406352 + Penalty 1906.666307 = -2136190.740045 nChanged 1147 SP:Iteration 8F (7452.545046 sec): 3 clusters Score: Raw -2138777.014385 + Penalty 1906.666307 = -2136870.348078 nChanged 1059 SP:Iteration 9Q (7452.623189 sec): 3 clusters Score: Raw -2139331.544927 + Penalty 1906.666307 = -2137424.878619 nChanged 870 SP:Iteration 10Q (7452.703275 sec): 3 clusters Score: Raw -2139702.886467 + Penalty 1906.666307 = -2137796.220160 nChanged 679 SP:Iteration 11Q (7452.782582 sec): 3 clusters Score: Raw -2139934.213856 + Penalty 1906.666307 = -2138027.547548 nChanged 481 SP:Iteration 12Q (7452.862951 sec): 3 clusters Score: Raw -2140075.703115 + Penalty 1906.666307 = -2138169.036808 nChanged 382 SP:Iteration 13Q (7452.939100 sec): 3 clusters Score: Raw -2140170.050859 + Penalty 1906.666307 = -2138263.384551 nChanged 295 SP:Iteration 14Q (7453.020815 sec): 3 clusters Score: Raw -2140239.523593 + Penalty 1906.666307 = -2138332.857285 nChanged 267 SP:Iteration 15Q (7453.087821 sec): 3 clusters Score: Raw -2140300.031968 + Penalty 1906.666307 = -2138393.365661 nChanged 257 SP:Iteration 16Q (7453.179954 sec): 3 clusters Score: Raw -2140361.358604 + Penalty 1906.666307 = -2138454.692297 nChanged 268 SP:Iteration 17Q (7453.260110 sec): 3 clusters Score: Raw -2140428.042461 + Penalty 1906.666307 = -2138521.376154 nChanged 257 SP:Iteration 18Q (7453.319692 sec): 3 clusters Score: Raw -2140492.749033 + Penalty 1906.666307 = -2138586.082725 nChanged 266 SP:Iteration 19Q (7453.390829 sec): 3 clusters Score: Raw -2140560.705128 + Penalty 1906.666307 = -2138654.038821 nChanged 275 SP:Iteration 20F (7453.470571 sec): 3 clusters Score: Raw -2140634.493119 + Penalty 1906.666307 = -2138727.826812 nChanged 284 SP:Iteration 21Q (7453.546221 sec): 3 clusters Score: Raw -2140719.158337 + Penalty 1906.666307 = -2138812.492030 nChanged 311 SP:Iteration 22Q (7453.613446 sec): 3 clusters Score: Raw -2140821.499863 + Penalty 1906.666307 = -2138914.833556 nChanged 315 SP:Iteration 23Q (7453.683361 sec): 3 clusters Score: Raw -2140939.973866 + Penalty 1906.666307 = -2139033.307559 nChanged 370 SP:Iteration 24Q (7453.759304 sec): 3 clusters Score: Raw -2141112.476192 + Penalty 1906.666307 = -2139205.809885 nChanged 422 SP:Iteration 25Q (7453.839681 sec): 3 clusters Score: Raw -2141321.464730 + Penalty 1906.666307 = -2139414.798423 nChanged 438 SP:Iteration 26Q (7453.910857 sec): 3 clusters Score: Raw -2141563.659793 + Penalty 1906.666307 = -2139656.993486 nChanged 453 SP:Iteration 27Q (7453.984773 sec): 3 clusters Score: Raw -2141825.567036 + Penalty 1906.666307 = -2139918.900728 nChanged 411 SP:Iteration 28Q (7454.041436 sec): 3 clusters Score: Raw -2142071.405583 + Penalty 1906.666307 = -2140164.739276 nChanged 395 SP:Iteration 29Q (7454.107626 sec): 3 clusters Score: Raw -2142310.859795 + Penalty 1906.666307 = -2140404.193488 nChanged 358 SP:Iteration 30Q (7454.186819 sec): 3 clusters Score: Raw -2142508.190265 + Penalty 1906.666307 = -2140601.523957 nChanged 343 SP:Iteration 31Q (7454.249574 sec): 3 clusters Score: Raw -2142691.427022 + Penalty 1906.666307 = -2140784.760715 nChanged 279 SP:Iteration 32Q (7454.309590 sec): 3 clusters Score: Raw -2142834.016801 + Penalty 1906.666307 = -2140927.350493 nChanged 266 SP:Iteration 33Q (7454.394227 sec): 3 clusters Score: Raw -2142947.118138 + Penalty 1906.666307 = -2141040.451831 nChanged 207 SP:Iteration 34Q (7454.465306 sec): 3 clusters Score: Raw -2143018.928520 + Penalty 1906.666307 = -2141112.262213 nChanged 159 SP:Iteration 35Q (7454.534886 sec): 3 clusters Score: Raw -2143065.398343 + Penalty 1906.666307 = -2141158.732036 nChanged 138 SP:Iteration 36Q (7454.606802 sec): 3 clusters Score: Raw -2143103.193034 + Penalty 1906.666307 = -2141196.526727 nChanged 113 SP:Iteration 37Q (7454.679838 sec): 3 clusters Score: Raw -2143133.182802 + Penalty 1906.666307 = -2141226.516495 nChanged 103 SP:Iteration 38Q (7454.753680 sec): 3 clusters Score: Raw -2143157.246163 + Penalty 1906.666307 = -2141250.579856 nChanged 90 SP:Iteration 39Q (7454.815470 sec): 3 clusters Score: Raw -2143175.582188 + Penalty 1906.666307 = -2141268.915880 nChanged 71 SP:Iteration 40F (7454.896989 sec): 3 clusters Score: Raw -2143203.484949 + Penalty 1906.666307 = -2141296.818641 nChanged 70 SP:Iteration 41Q (7454.965270 sec): 3 clusters Score: Raw -2143215.092156 + Penalty 1906.666307 = -2141308.425848 nChanged 45 SP:Iteration 42Q (7455.032234 sec): 3 clusters Score: Raw -2143221.199950 + Penalty 1906.666307 = -2141314.533643 nChanged 35 SP:Iteration 43Q (7455.091582 sec): 3 clusters Score: Raw -2143226.223800 + Penalty 1906.666307 = -2141319.557493 nChanged 27 SP:Iteration 44Q (7455.168401 sec): 3 clusters Score: Raw -2143229.728182 + Penalty 1906.666307 = -2141323.061875 nChanged 27 SP:Iteration 45Q (7455.233533 sec): 3 clusters Score: Raw -2143233.395870 + Penalty 1906.666307 = -2141326.729562 nChanged 23 SP:Iteration 46Q (7455.306294 sec): 3 clusters Score: Raw -2143235.559788 + Penalty 1906.666307 = -2141328.893480 nChanged 19 SP:Iteration 47Q (7455.381018 sec): 3 clusters Score: Raw -2143237.122117 + Penalty 1906.666307 = -2141330.455810 nChanged 10 SP:Iteration 48Q (7455.439782 sec): 3 clusters Score: Raw -2143237.883064 + Penalty 1906.666307 = -2141331.216756 nChanged 9 SP:Iteration 49Q (7455.510223 sec): 3 clusters Score: Raw -2143238.390417 + Penalty 1906.666307 = -2141331.724110 nChanged 11 SP:Iteration 50Q (7455.587114 sec): 3 clusters Score: Raw -2143239.135507 + Penalty 1906.666307 = -2141332.469199 nChanged 9 SP:Iteration 51Q (7455.642158 sec): 3 clusters Score: Raw -2143239.702356 + Penalty 1906.666307 = -2141333.036049 nChanged 7 SP:Iteration 52Q (7455.714954 sec): 3 clusters Score: Raw -2143240.094338 + Penalty 1906.666307 = -2141333.428030 nChanged 5 SP:Iteration 53Q (7455.783509 sec): 3 clusters Score: Raw -2143240.354155 + Penalty 1906.666307 = -2141333.687848 nChanged 8 SP:Iteration 54Q (7455.858112 sec): 3 clusters Score: Raw -2143240.748605 + Penalty 1906.666307 = -2141334.082298 nChanged 2 SP:Iteration 55Q (7455.928500 sec): 3 clusters Score: Raw -2143240.834807 + Penalty 1906.666307 = -2141334.168500 nChanged 1 SP:Iteration 56Q (7456.000279 sec): 3 clusters Score: Raw -2143240.907576 + Penalty 1906.666307 = -2141334.241269 nChanged 2 SP:Iteration 57Q (7456.080567 sec): 3 clusters Score: Raw -2143241.109867 + Penalty 1906.666307 = -2141334.443560 nChanged 4 SP:Iteration 58Q (7456.147266 sec): 3 clusters Score: Raw -2143241.375191 + Penalty 1906.666307 = -2141334.708883 nChanged 6 SP:Iteration 59Q (7456.209706 sec): 3 clusters Score: Raw -2143241.831362 + Penalty 1906.666307 = -2141335.165055 nChanged 4 SP:Iteration 60F (7456.279676 sec): 3 clusters Score: Raw -2143242.162658 + Penalty 1906.666307 = -2141335.496351 nChanged 9 SP:Iteration 61Q (7456.338633 sec): 3 clusters Score: Raw -2143242.936532 + Penalty 1906.666307 = -2141336.270225 nChanged 8 SP:Iteration 62Q (7456.397891 sec): 3 clusters Score: Raw -2143243.419029 + Penalty 1906.666307 = -2141336.752722 nChanged 6 SP:Iteration 63Q (7456.458537 sec): 3 clusters Score: Raw -2143243.893982 + Penalty 1906.666307 = -2141337.227675 nChanged 10 SP:Iteration 64Q (7456.523993 sec): 3 clusters Score: Raw -2143244.852358 + Penalty 1906.666307 = -2141338.186051 nChanged 9 SP:Iteration 65Q (7456.592918 sec): 3 clusters Score: Raw -2143245.572007 + Penalty 1906.666307 = -2141338.905700 nChanged 12 SP:Iteration 66Q (7456.662630 sec): 3 clusters Score: Raw -2143246.871841 + Penalty 1906.666307 = -2141340.205534 nChanged 10 SP:Iteration 67Q (7456.707744 sec): 3 clusters Score: Raw -2143247.669736 + Penalty 1906.666307 = -2141341.003428 nChanged 9 SP:Iteration 68Q (7456.773355 sec): 3 clusters Score: Raw -2143248.495284 + Penalty 1906.666307 = -2141341.828977 nChanged 8 SP:Iteration 69Q (7456.849343 sec): 3 clusters Score: Raw -2143249.155290 + Penalty 1906.666307 = -2141342.488982 nChanged 11 SP:Iteration 70Q (7456.893797 sec): 3 clusters Score: Raw -2143249.948016 + Penalty 1906.666307 = -2141343.281709 nChanged 8 SP:Iteration 71Q (7456.951289 sec): 3 clusters Score: Raw -2143250.588469 + Penalty 1906.666307 = -2141343.922162 nChanged 8 SP:Iteration 72Q (7457.021414 sec): 3 clusters Score: Raw -2143251.233335 + Penalty 1906.666307 = -2141344.567027 nChanged 6 SP:Iteration 73Q (7457.083970 sec): 3 clusters Score: Raw -2143251.937868 + Penalty 1906.666307 = -2141345.271561 nChanged 13 SP:Iteration 74Q (7457.146155 sec): 3 clusters Score: Raw -2143253.672613 + Penalty 1906.666307 = -2141347.006306 nChanged 13 SP:Iteration 75Q (7457.217033 sec): 3 clusters Score: Raw -2143255.106276 + Penalty 1906.666307 = -2141348.439969 nChanged 18 SP:Iteration 76Q (7457.287893 sec): 3 clusters Score: Raw -2143256.539602 + Penalty 1906.666307 = -2141349.873295 nChanged 14 SP:Iteration 77Q (7457.355889 sec): 3 clusters Score: Raw -2143258.075471 + Penalty 1906.666307 = -2141351.409164 nChanged 15 SP:Iteration 78Q (7457.426493 sec): 3 clusters Score: Raw -2143259.302447 + Penalty 1906.666307 = -2141352.636140 nChanged 8 SP:Iteration 79Q (7457.485411 sec): 3 clusters Score: Raw -2143259.818911 + Penalty 1906.666307 = -2141353.152604 nChanged 4 SP:Iteration 80F (7457.555510 sec): 3 clusters Score: Raw -2143260.210995 + Penalty 1906.666307 = -2141353.544688 nChanged 2 SP:Iteration 81Q (7457.626195 sec): 3 clusters Score: Raw -2143260.315557 + Penalty 1906.666307 = -2141353.649250 nChanged 1 SP:Iteration 82Q (7457.694147 sec): 3 clusters Score: Raw -2143260.420200 + Penalty 1906.666307 = -2141353.753893 nChanged 1 SP:Iteration 83Q (7457.773217 sec): 3 clusters Score: Raw -2143260.453126 + Penalty 1906.666307 = -2141353.786819 nChanged 1 SP:Iteration 84Q (7457.839131 sec): 3 clusters Score: Raw -2143260.483643 + Penalty 1906.666307 = -2141353.817336 nChanged 2 SP:Iteration 85Q (7457.900412 sec): 3 clusters Score: Raw -2143260.600491 + Penalty 1906.666307 = -2141353.934184 nChanged 0 SP:Iteration 86F (7457.981532 sec): 3 clusters Score: Raw -2143260.600491 + Penalty 1906.666307 = -2141353.934184 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7458.008177 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7458.049532 sec): 3 clusters Score: Raw -17025.174078 + Penalty 1005.727917 = -16019.446161 nChanged 44 SP:Iteration 1F (7458.087590 sec): 3 clusters Score: Raw -17146.881326 + Penalty 1005.727917 = -16141.153409 nChanged 16 SP:Iteration 2F (7458.124527 sec): 3 clusters Score: Raw -17217.202307 + Penalty 1005.727917 = -16211.474390 nChanged 7 SP:Iteration 3Q (7458.171663 sec): 3 clusters Score: Raw -17239.617694 + Penalty 1005.727917 = -16233.889777 nChanged 5 SP:Iteration 4Q (7458.201484 sec): 3 clusters Score: Raw -17254.577163 + Penalty 1005.727917 = -16248.849246 nChanged 1 SP:Iteration 5Q (7458.239648 sec): 3 clusters Score: Raw -17275.447326 + Penalty 1005.727917 = -16269.719409 nChanged 4 SP:Iteration 6Q (7458.286289 sec): 3 clusters Score: Raw -17280.417675 + Penalty 1005.727917 = -16274.689758 nChanged 1 SP:Iteration 7Q (7458.339744 sec): 3 clusters Score: Raw -17282.354118 + Penalty 1005.727917 = -16276.626201 nChanged 0 SP:Iteration 8F (7458.383837 sec): 3 clusters Score: Raw -17282.354118 + Penalty 1005.727917 = -16276.626201 nChanged 0 Trying to split cluster 18 (128444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7458.534894 sec): 2 clusters Score: Raw -12781337.996012 + Penalty 1117.508588 = -12780220.487424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7458.742613 sec): 3 clusters Score: Raw -12696047.108632 + Penalty 2235.017175 = -12693812.091456 nChanged 62507 SP:Iteration 1F (7458.947745 sec): 3 clusters Score: Raw -12732541.202715 + Penalty 2235.017175 = -12730306.185540 nChanged 4372 SP:Iteration 2Q (7459.146994 sec): 3 clusters Score: Raw -12733866.820040 + Penalty 2235.017175 = -12731631.802865 nChanged 5250 SP:Iteration 3Q (7459.351265 sec): 3 clusters Score: Raw -12736100.391536 + Penalty 2235.017175 = -12733865.374360 nChanged 6669 SP:Iteration 4F (7459.548957 sec): 3 clusters Score: Raw -12740106.152113 + Penalty 2235.017175 = -12737871.134938 nChanged 8131 SP:Iteration 5F (7459.733538 sec): 3 clusters Score: Raw -12746578.635138 + Penalty 2235.017175 = -12744343.617962 nChanged 8895 SP:Iteration 6F (7459.922587 sec): 3 clusters Score: Raw -12754689.748342 + Penalty 2235.017175 = -12752454.731166 nChanged 8037 SP:Iteration 7F (7460.113375 sec): 3 clusters Score: Raw -12761833.491966 + Penalty 2235.017175 = -12759598.474791 nChanged 6243 SP:Iteration 8Q (7460.312597 sec): 3 clusters Score: Raw -12766495.913363 + Penalty 2235.017175 = -12764260.896188 nChanged 4454 SP:Iteration 9Q (7460.500225 sec): 3 clusters Score: Raw -12769119.971990 + Penalty 2235.017175 = -12766884.954814 nChanged 3268 SP:Iteration 10Q (7460.682177 sec): 3 clusters Score: Raw -12770820.216377 + Penalty 2235.017175 = -12768585.199201 nChanged 2721 SP:Iteration 11Q (7460.865894 sec): 3 clusters Score: Raw -12772229.192543 + Penalty 2235.017175 = -12769994.175368 nChanged 2585 SP:Iteration 12Q (7461.040377 sec): 3 clusters Score: Raw -12773619.174206 + Penalty 2235.017175 = -12771384.157031 nChanged 2489 SP:Iteration 13Q (7461.232493 sec): 3 clusters Score: Raw -12775006.728050 + Penalty 2235.017175 = -12772771.710874 nChanged 2301 SP:Iteration 14Q (7461.417761 sec): 3 clusters Score: Raw -12776325.533790 + Penalty 2235.017175 = -12774090.516614 nChanged 2003 SP:Iteration 15Q (7461.604691 sec): 3 clusters Score: Raw -12777529.576247 + Penalty 2235.017175 = -12775294.559072 nChanged 1754 SP:Iteration 16Q (7461.784709 sec): 3 clusters Score: Raw -12778608.329669 + Penalty 2235.017175 = -12776373.312494 nChanged 1395 SP:Iteration 17Q (7461.959459 sec): 3 clusters Score: Raw -12779464.633960 + Penalty 2235.017175 = -12777229.616785 nChanged 1081 SP:Iteration 18Q (7462.134483 sec): 3 clusters Score: Raw -12780152.561240 + Penalty 2235.017175 = -12777917.544064 nChanged 781 SP:Iteration 19Q (7462.310906 sec): 3 clusters Score: Raw -12780656.766438 + Penalty 2235.017175 = -12778421.749263 nChanged 515 SP:Iteration 20F (7462.501848 sec): 3 clusters Score: Raw -12780980.539990 + Penalty 2235.017175 = -12778745.522814 nChanged 311 SP:Iteration 21Q (7462.676249 sec): 3 clusters Score: Raw -12781152.922074 + Penalty 2235.017175 = -12778917.904899 nChanged 197 SP:Iteration 22Q (7462.849463 sec): 3 clusters Score: Raw -12781265.891624 + Penalty 2235.017175 = -12779030.874449 nChanged 131 SP:Iteration 23Q (7463.013617 sec): 3 clusters Score: Raw -12781345.847130 + Penalty 2235.017175 = -12779110.829955 nChanged 79 SP:Iteration 24Q (7463.190390 sec): 3 clusters Score: Raw -12781396.528653 + Penalty 2235.017175 = -12779161.511478 nChanged 49 SP:Iteration 25Q (7463.361276 sec): 3 clusters Score: Raw -12781421.840273 + Penalty 2235.017175 = -12779186.823098 nChanged 23 SP:Iteration 26Q (7463.529017 sec): 3 clusters Score: Raw -12781436.915365 + Penalty 2235.017175 = -12779201.898190 nChanged 20 SP:Iteration 27Q (7463.696447 sec): 3 clusters Score: Raw -12781447.911212 + Penalty 2235.017175 = -12779212.894037 nChanged 11 SP:Iteration 28Q (7463.848087 sec): 3 clusters Score: Raw -12781455.777296 + Penalty 2235.017175 = -12779220.760121 nChanged 14 SP:Iteration 29Q (7464.011925 sec): 3 clusters Score: Raw -12781464.926583 + Penalty 2235.017175 = -12779229.909407 nChanged 9 SP:Iteration 30Q (7464.174956 sec): 3 clusters Score: Raw -12781469.655647 + Penalty 2235.017175 = -12779234.638472 nChanged 2 SP:Iteration 31Q (7464.331182 sec): 3 clusters Score: Raw -12781470.644228 + Penalty 2235.017175 = -12779235.627053 nChanged 5 SP:Iteration 32Q (7464.491262 sec): 3 clusters Score: Raw -12781472.760586 + Penalty 2235.017175 = -12779237.743411 nChanged 3 SP:Iteration 33Q (7464.650746 sec): 3 clusters Score: Raw -12781474.497786 + Penalty 2235.017175 = -12779239.480611 nChanged 2 SP:Iteration 34Q (7464.801135 sec): 3 clusters Score: Raw -12781475.618455 + Penalty 2235.017175 = -12779240.601280 nChanged 4 SP:Iteration 35Q (7464.949333 sec): 3 clusters Score: Raw -12781478.109921 + Penalty 2235.017175 = -12779243.092746 nChanged 2 SP:Iteration 36Q (7465.118438 sec): 3 clusters Score: Raw -12781480.792520 + Penalty 2235.017175 = -12779245.775345 nChanged 2 SP:Iteration 37Q (7465.290163 sec): 3 clusters Score: Raw -12781482.519710 + Penalty 2235.017175 = -12779247.502535 nChanged 1 SP:Iteration 38Q (7465.464859 sec): 3 clusters Score: Raw -12781483.902295 + Penalty 2235.017175 = -12779248.885119 nChanged 2 SP:Iteration 39Q (7465.624894 sec): 3 clusters Score: Raw -12781486.016351 + Penalty 2235.017175 = -12779250.999176 nChanged 3 SP:Iteration 40F (7465.821803 sec): 3 clusters Score: Raw -12781489.600809 + Penalty 2235.017175 = -12779254.583634 nChanged 4 SP:Iteration 41Q (7465.991183 sec): 3 clusters Score: Raw -12781493.582959 + Penalty 2235.017175 = -12779258.565784 nChanged 3 SP:Iteration 42Q (7466.162939 sec): 3 clusters Score: Raw -12781495.728239 + Penalty 2235.017175 = -12779260.711063 nChanged 1 SP:Iteration 43Q (7466.331868 sec): 3 clusters Score: Raw -12781496.555014 + Penalty 2235.017175 = -12779261.537838 nChanged 0 SP:Iteration 44F (7466.524798 sec): 3 clusters Score: Raw -12781496.555014 + Penalty 2235.017175 = -12779261.537838 nChanged 0 Trying to split cluster 19 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7466.564513 sec): 2 clusters Score: Raw -285573.342862 + Penalty 769.688170 = -284803.654693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7466.614053 sec): 3 clusters Score: Raw -283821.791753 + Penalty 1539.376339 = -282282.415414 nChanged 1360 SP:Iteration 1F (7466.666926 sec): 3 clusters Score: Raw -284596.946156 + Penalty 1539.376339 = -283057.569817 nChanged 259 SP:Iteration 2F (7466.709140 sec): 3 clusters Score: Raw -284768.762437 + Penalty 1539.376339 = -283229.386098 nChanged 213 SP:Iteration 3F (7466.762118 sec): 3 clusters Score: Raw -284894.399007 + Penalty 1539.376339 = -283355.022667 nChanged 180 SP:Iteration 4F (7466.812145 sec): 3 clusters Score: Raw -285024.210014 + Penalty 1539.376339 = -283484.833675 nChanged 181 SP:Iteration 5F (7466.857457 sec): 3 clusters Score: Raw -285138.925668 + Penalty 1539.376339 = -283599.549329 nChanged 158 SP:Iteration 6Q (7466.889586 sec): 3 clusters Score: Raw -285248.862856 + Penalty 1539.376339 = -283709.486517 nChanged 148 SP:Iteration 7Q (7466.947912 sec): 3 clusters Score: Raw -285341.952604 + Penalty 1539.376339 = -283802.576265 nChanged 110 SP:Iteration 8Q (7466.996683 sec): 3 clusters Score: Raw -285398.399870 + Penalty 1539.376339 = -283859.023531 nChanged 84 SP:Iteration 9Q (7467.041304 sec): 3 clusters Score: Raw -285436.762403 + Penalty 1539.376339 = -283897.386064 nChanged 74 SP:Iteration 10Q (7467.086029 sec): 3 clusters Score: Raw -285471.815393 + Penalty 1539.376339 = -283932.439054 nChanged 60 SP:Iteration 11Q (7467.128018 sec): 3 clusters Score: Raw -285499.092957 + Penalty 1539.376339 = -283959.716618 nChanged 60 SP:Iteration 12Q (7467.172369 sec): 3 clusters Score: Raw -285529.495912 + Penalty 1539.376339 = -283990.119573 nChanged 59 SP:Iteration 13Q (7467.220908 sec): 3 clusters Score: Raw -285559.506763 + Penalty 1539.376339 = -284020.130424 nChanged 45 SP:Iteration 14Q (7467.269251 sec): 3 clusters Score: Raw -285579.773921 + Penalty 1539.376339 = -284040.397582 nChanged 49 SP:Iteration 15Q (7467.314470 sec): 3 clusters Score: Raw -285605.040918 + Penalty 1539.376339 = -284065.664579 nChanged 41 SP:Iteration 16Q (7467.364307 sec): 3 clusters Score: Raw -285622.278739 + Penalty 1539.376339 = -284082.902400 nChanged 36 SP:Iteration 17Q (7467.408457 sec): 3 clusters Score: Raw -285638.328396 + Penalty 1539.376339 = -284098.952057 nChanged 23 SP:Iteration 18Q (7467.462350 sec): 3 clusters Score: Raw -285647.986980 + Penalty 1539.376339 = -284108.610641 nChanged 20 SP:Iteration 19Q (7467.508118 sec): 3 clusters Score: Raw -285661.943043 + Penalty 1539.376339 = -284122.566704 nChanged 29 SP:Iteration 20F (7467.556650 sec): 3 clusters Score: Raw -285675.316532 + Penalty 1539.376339 = -284135.940193 nChanged 20 SP:Iteration 21Q (7467.594448 sec): 3 clusters Score: Raw -285682.539215 + Penalty 1539.376339 = -284143.162876 nChanged 16 SP:Iteration 22Q (7467.632457 sec): 3 clusters Score: Raw -285688.352055 + Penalty 1539.376339 = -284148.975715 nChanged 23 SP:Iteration 23Q (7467.674388 sec): 3 clusters Score: Raw -285695.533474 + Penalty 1539.376339 = -284156.157135 nChanged 16 SP:Iteration 24Q (7467.734339 sec): 3 clusters Score: Raw -285703.069740 + Penalty 1539.376339 = -284163.693401 nChanged 15 SP:Iteration 25Q (7467.771777 sec): 3 clusters Score: Raw -285708.348246 + Penalty 1539.376339 = -284168.971907 nChanged 9 SP:Iteration 26Q (7467.822115 sec): 3 clusters Score: Raw -285710.932062 + Penalty 1539.376339 = -284171.555723 nChanged 7 SP:Iteration 27Q (7467.864495 sec): 3 clusters Score: Raw -285712.449029 + Penalty 1539.376339 = -284173.072690 nChanged 4 SP:Iteration 28Q (7467.905904 sec): 3 clusters Score: Raw -285713.122844 + Penalty 1539.376339 = -284173.746505 nChanged 1 SP:Iteration 29Q (7467.951419 sec): 3 clusters Score: Raw -285713.446358 + Penalty 1539.376339 = -284174.070019 nChanged 2 SP:Iteration 30Q (7467.997056 sec): 3 clusters Score: Raw -285713.681438 + Penalty 1539.376339 = -284174.305099 nChanged 5 SP:Iteration 31Q (7468.041923 sec): 3 clusters Score: Raw -285714.352927 + Penalty 1539.376339 = -284174.976588 nChanged 5 SP:Iteration 32Q (7468.091562 sec): 3 clusters Score: Raw -285715.429024 + Penalty 1539.376339 = -284176.052685 nChanged 5 SP:Iteration 33Q (7468.133023 sec): 3 clusters Score: Raw -285716.241893 + Penalty 1539.376339 = -284176.865554 nChanged 0 SP:Iteration 34F (7468.185639 sec): 3 clusters Score: Raw -285716.241893 + Penalty 1539.376339 = -284176.865554 nChanged 0 Trying to split cluster 20 (29341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7468.253146 sec): 2 clusters Score: Raw -2566170.708758 + Penalty 977.240408 = -2565193.468350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7468.330075 sec): 3 clusters Score: Raw -2547566.671049 + Penalty 1954.480816 = -2545612.190233 nChanged 13803 SP:Iteration 1F (7468.406217 sec): 3 clusters Score: Raw -2555844.153030 + Penalty 1954.480816 = -2553889.672215 nChanged 1992 SP:Iteration 2F (7468.487055 sec): 3 clusters Score: Raw -2556936.443466 + Penalty 1954.480816 = -2554981.962650 nChanged 2261 SP:Iteration 3F (7468.571433 sec): 3 clusters Score: Raw -2558398.627822 + Penalty 1954.480816 = -2556444.147006 nChanged 2309 SP:Iteration 4F (7468.645368 sec): 3 clusters Score: Raw -2560105.236727 + Penalty 1954.480816 = -2558150.755911 nChanged 2191 SP:Iteration 5F (7468.729923 sec): 3 clusters Score: Raw -2561990.039749 + Penalty 1954.480816 = -2560035.558933 nChanged 1914 SP:Iteration 6F (7468.803819 sec): 3 clusters Score: Raw -2563764.725093 + Penalty 1954.480816 = -2561810.244278 nChanged 1390 SP:Iteration 7Q (7468.886563 sec): 3 clusters Score: Raw -2565106.388905 + Penalty 1954.480816 = -2563151.908090 nChanged 800 SP:Iteration 8Q (7468.968289 sec): 3 clusters Score: Raw -2565870.132407 + Penalty 1954.480816 = -2563915.651591 nChanged 362 SP:Iteration 9Q (7469.049703 sec): 3 clusters Score: Raw -2566208.522013 + Penalty 1954.480816 = -2564254.041197 nChanged 167 SP:Iteration 10Q (7469.125812 sec): 3 clusters Score: Raw -2566342.666499 + Penalty 1954.480816 = -2564388.185683 nChanged 73 SP:Iteration 11Q (7469.201821 sec): 3 clusters Score: Raw -2566404.709267 + Penalty 1954.480816 = -2564450.228452 nChanged 46 SP:Iteration 12Q (7469.276687 sec): 3 clusters Score: Raw -2566441.538235 + Penalty 1954.480816 = -2564487.057420 nChanged 28 SP:Iteration 13Q (7469.348938 sec): 3 clusters Score: Raw -2566468.122529 + Penalty 1954.480816 = -2564513.641713 nChanged 18 SP:Iteration 14Q (7469.423388 sec): 3 clusters Score: Raw -2566485.873093 + Penalty 1954.480816 = -2564531.392277 nChanged 14 SP:Iteration 15Q (7469.499131 sec): 3 clusters Score: Raw -2566493.857684 + Penalty 1954.480816 = -2564539.376868 nChanged 12 SP:Iteration 16Q (7469.571871 sec): 3 clusters Score: Raw -2566502.389419 + Penalty 1954.480816 = -2564547.908604 nChanged 7 SP:Iteration 17Q (7469.649383 sec): 3 clusters Score: Raw -2566507.883920 + Penalty 1954.480816 = -2564553.403105 nChanged 3 SP:Iteration 18Q (7469.713779 sec): 3 clusters Score: Raw -2566509.101159 + Penalty 1954.480816 = -2564554.620343 nChanged 1 SP:Iteration 19Q (7469.791671 sec): 3 clusters Score: Raw -2566509.866613 + Penalty 1954.480816 = -2564555.385797 nChanged 2 SP:Iteration 20F (7469.874240 sec): 3 clusters Score: Raw -2566510.411716 + Penalty 1954.480816 = -2564555.930901 nChanged 2 SP:Iteration 21Q (7469.954760 sec): 3 clusters Score: Raw -2566511.728867 + Penalty 1954.480816 = -2564557.248052 nChanged 1 SP:Iteration 22Q (7470.024106 sec): 3 clusters Score: Raw -2566512.630807 + Penalty 1954.480816 = -2564558.149991 nChanged 2 SP:Iteration 23Q (7470.105325 sec): 3 clusters Score: Raw -2566513.706534 + Penalty 1954.480816 = -2564559.225719 nChanged 1 SP:Iteration 24Q (7470.181264 sec): 3 clusters Score: Raw -2566514.531060 + Penalty 1954.480816 = -2564560.050245 nChanged 0 SP:Iteration 25F (7470.262951 sec): 3 clusters Score: Raw -2566514.531060 + Penalty 1954.480816 = -2564560.050245 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7470.293182 sec): 2 clusters Score: Raw -266268.837657 + Penalty 753.403756 = -265515.433901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7470.345218 sec): 3 clusters Score: Raw -264866.727525 + Penalty 1506.807512 = -263359.920013 nChanged 1107 SP:Iteration 1F (7470.393470 sec): 3 clusters Score: Raw -265542.381186 + Penalty 1506.807512 = -264035.573674 nChanged 232 SP:Iteration 2F (7470.441670 sec): 3 clusters Score: Raw -265703.346849 + Penalty 1506.807512 = -264196.539337 nChanged 169 SP:Iteration 3F (7470.477260 sec): 3 clusters Score: Raw -265818.531098 + Penalty 1506.807512 = -264311.723585 nChanged 113 SP:Iteration 4Q (7470.527222 sec): 3 clusters Score: Raw -265890.723122 + Penalty 1506.807512 = -264383.915610 nChanged 113 SP:Iteration 5Q (7470.564049 sec): 3 clusters Score: Raw -265955.360145 + Penalty 1506.807512 = -264448.552633 nChanged 97 SP:Iteration 6Q (7470.609722 sec): 3 clusters Score: Raw -266006.033857 + Penalty 1506.807512 = -264499.226344 nChanged 80 SP:Iteration 7Q (7470.657271 sec): 3 clusters Score: Raw -266050.500944 + Penalty 1506.807512 = -264543.693432 nChanged 87 SP:Iteration 8Q (7470.701287 sec): 3 clusters Score: Raw -266093.946385 + Penalty 1506.807512 = -264587.138872 nChanged 79 SP:Iteration 9Q (7470.752379 sec): 3 clusters Score: Raw -266135.330401 + Penalty 1506.807512 = -264628.522888 nChanged 81 SP:Iteration 10Q (7470.798652 sec): 3 clusters Score: Raw -266170.389803 + Penalty 1506.807512 = -264663.582291 nChanged 71 SP:Iteration 11Q (7470.843153 sec): 3 clusters Score: Raw -266204.829942 + Penalty 1506.807512 = -264698.022430 nChanged 85 SP:Iteration 12Q (7470.889685 sec): 3 clusters Score: Raw -266256.229001 + Penalty 1506.807512 = -264749.421489 nChanged 102 SP:Iteration 13Q (7470.932758 sec): 3 clusters Score: Raw -266319.100078 + Penalty 1506.807512 = -264812.292565 nChanged 97 SP:Iteration 14Q (7470.984264 sec): 3 clusters Score: Raw -266382.709483 + Penalty 1506.807512 = -264875.901971 nChanged 95 SP:Iteration 15Q (7471.033435 sec): 3 clusters Score: Raw -266440.865847 + Penalty 1506.807512 = -264934.058335 nChanged 72 SP:Iteration 16Q (7471.075801 sec): 3 clusters Score: Raw -266489.126051 + Penalty 1506.807512 = -264982.318539 nChanged 74 SP:Iteration 17Q (7471.121521 sec): 3 clusters Score: Raw -266537.383678 + Penalty 1506.807512 = -265030.576166 nChanged 60 SP:Iteration 18Q (7471.170914 sec): 3 clusters Score: Raw -266578.751620 + Penalty 1506.807512 = -265071.944108 nChanged 60 SP:Iteration 19Q (7471.207810 sec): 3 clusters Score: Raw -266618.308920 + Penalty 1506.807512 = -265111.501408 nChanged 48 SP:Iteration 20F (7471.265912 sec): 3 clusters Score: Raw -266648.372168 + Penalty 1506.807512 = -265141.564655 nChanged 35 SP:Iteration 21Q (7471.315589 sec): 3 clusters Score: Raw -266668.782315 + Penalty 1506.807512 = -265161.974803 nChanged 31 SP:Iteration 22Q (7471.367687 sec): 3 clusters Score: Raw -266688.042290 + Penalty 1506.807512 = -265181.234778 nChanged 21 SP:Iteration 23Q (7471.411244 sec): 3 clusters Score: Raw -266703.618157 + Penalty 1506.807512 = -265196.810645 nChanged 21 SP:Iteration 24Q (7471.460581 sec): 3 clusters Score: Raw -266720.161332 + Penalty 1506.807512 = -265213.353820 nChanged 17 SP:Iteration 25Q (7471.504333 sec): 3 clusters Score: Raw -266728.696068 + Penalty 1506.807512 = -265221.888556 nChanged 6 SP:Iteration 26Q (7471.551947 sec): 3 clusters Score: Raw -266732.058251 + Penalty 1506.807512 = -265225.250738 nChanged 8 SP:Iteration 27Q (7471.597695 sec): 3 clusters Score: Raw -266736.302647 + Penalty 1506.807512 = -265229.495135 nChanged 5 SP:Iteration 28Q (7471.646254 sec): 3 clusters Score: Raw -266738.505704 + Penalty 1506.807512 = -265231.698192 nChanged 5 SP:Iteration 29Q (7471.694432 sec): 3 clusters Score: Raw -266744.214684 + Penalty 1506.807512 = -265237.407172 nChanged 10 SP:Iteration 30Q (7471.742378 sec): 3 clusters Score: Raw -266751.246823 + Penalty 1506.807512 = -265244.439310 nChanged 8 SP:Iteration 31Q (7471.789885 sec): 3 clusters Score: Raw -266753.767918 + Penalty 1506.807512 = -265246.960405 nChanged 3 SP:Iteration 32Q (7471.834430 sec): 3 clusters Score: Raw -266754.333671 + Penalty 1506.807512 = -265247.526159 nChanged 0 SP:Iteration 33F (7471.882519 sec): 3 clusters Score: Raw -266754.333671 + Penalty 1506.807512 = -265247.526159 nChanged 0 Trying to split cluster 22 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7471.904661 sec): 2 clusters Score: Raw -95234.297610 + Penalty 649.342536 = -94584.955075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7471.954159 sec): 3 clusters Score: Raw -94878.685437 + Penalty 1298.685071 = -93580.000366 nChanged 291 SP:Iteration 1F (7471.996635 sec): 3 clusters Score: Raw -95107.263828 + Penalty 1298.685071 = -93808.578757 nChanged 75 SP:Iteration 2F (7472.045853 sec): 3 clusters Score: Raw -95175.408332 + Penalty 1298.685071 = -93876.723260 nChanged 44 SP:Iteration 3Q (7472.090281 sec): 3 clusters Score: Raw -95214.062922 + Penalty 1298.685071 = -93915.377850 nChanged 30 SP:Iteration 4Q (7472.131050 sec): 3 clusters Score: Raw -95247.846582 + Penalty 1298.685071 = -93949.161510 nChanged 30 SP:Iteration 5Q (7472.171538 sec): 3 clusters Score: Raw -95278.043755 + Penalty 1298.685071 = -93979.358684 nChanged 20 SP:Iteration 6Q (7472.207785 sec): 3 clusters Score: Raw -95304.154862 + Penalty 1298.685071 = -94005.469790 nChanged 20 SP:Iteration 7Q (7472.254861 sec): 3 clusters Score: Raw -95324.576605 + Penalty 1298.685071 = -94025.891534 nChanged 17 SP:Iteration 8Q (7472.299990 sec): 3 clusters Score: Raw -95335.789561 + Penalty 1298.685071 = -94037.104490 nChanged 9 SP:Iteration 9Q (7472.347883 sec): 3 clusters Score: Raw -95342.867534 + Penalty 1298.685071 = -94044.182463 nChanged 9 SP:Iteration 10Q (7472.394729 sec): 3 clusters Score: Raw -95347.661674 + Penalty 1298.685071 = -94048.976602 nChanged 4 SP:Iteration 11Q (7472.442467 sec): 3 clusters Score: Raw -95349.621744 + Penalty 1298.685071 = -94050.936673 nChanged 4 SP:Iteration 12Q (7472.479137 sec): 3 clusters Score: Raw -95351.187195 + Penalty 1298.685071 = -94052.502124 nChanged 6 SP:Iteration 13Q (7472.526297 sec): 3 clusters Score: Raw -95358.031422 + Penalty 1298.685071 = -94059.346350 nChanged 6 SP:Iteration 14Q (7472.567346 sec): 3 clusters Score: Raw -95361.607125 + Penalty 1298.685071 = -94062.922053 nChanged 3 SP:Iteration 15Q (7472.614218 sec): 3 clusters Score: Raw -95362.634462 + Penalty 1298.685071 = -94063.949391 nChanged 2 SP:Iteration 16Q (7472.657458 sec): 3 clusters Score: Raw -95363.254602 + Penalty 1298.685071 = -94064.569531 nChanged 1 SP:Iteration 17Q (7472.706632 sec): 3 clusters Score: Raw -95363.600844 + Penalty 1298.685071 = -94064.915773 nChanged 0 SP:Iteration 18F (7472.748493 sec): 3 clusters Score: Raw -95363.600844 + Penalty 1298.685071 = -94064.915773 nChanged 0 Trying to split cluster 23 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7472.769999 sec): 2 clusters Score: Raw -44495.693583 + Penalty 591.333051 = -43904.360532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7472.818077 sec): 3 clusters Score: Raw -44374.892388 + Penalty 1182.666102 = -43192.226287 nChanged 151 SP:Iteration 1F (7472.854417 sec): 3 clusters Score: Raw -44554.038637 + Penalty 1182.666102 = -43371.372535 nChanged 39 SP:Iteration 2F (7472.895061 sec): 3 clusters Score: Raw -44620.505581 + Penalty 1182.666102 = -43437.839480 nChanged 21 SP:Iteration 3Q (7472.934454 sec): 3 clusters Score: Raw -44646.619066 + Penalty 1182.666102 = -43463.952965 nChanged 9 SP:Iteration 4Q (7472.972798 sec): 3 clusters Score: Raw -44652.583360 + Penalty 1182.666102 = -43469.917259 nChanged 7 SP:Iteration 5Q (7473.007721 sec): 3 clusters Score: Raw -44658.630404 + Penalty 1182.666102 = -43475.964302 nChanged 6 SP:Iteration 6Q (7473.055199 sec): 3 clusters Score: Raw -44662.446600 + Penalty 1182.666102 = -43479.780498 nChanged 5 SP:Iteration 7Q (7473.102118 sec): 3 clusters Score: Raw -44665.663525 + Penalty 1182.666102 = -43482.997423 nChanged 2 SP:Iteration 8Q (7473.142677 sec): 3 clusters Score: Raw -44666.611462 + Penalty 1182.666102 = -43483.945360 nChanged 1 SP:Iteration 9Q (7473.187421 sec): 3 clusters Score: Raw -44667.116402 + Penalty 1182.666102 = -43484.450300 nChanged 0 SP:Iteration 10F (7473.232874 sec): 3 clusters Score: Raw -44667.116402 + Penalty 1182.666102 = -43484.450300 nChanged 0 Trying to split cluster 24 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7473.272035 sec): 2 clusters Score: Raw -574059.302785 + Penalty 822.757062 = -573236.545722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7473.312884 sec): 3 clusters Score: Raw -570862.700822 + Penalty 1645.514124 = -569217.186698 nChanged 2474 SP:Iteration 1F (7473.363715 sec): 3 clusters Score: Raw -572288.404543 + Penalty 1645.514124 = -570642.890418 nChanged 411 SP:Iteration 2F (7473.414933 sec): 3 clusters Score: Raw -572541.185228 + Penalty 1645.514124 = -570895.671104 nChanged 413 SP:Iteration 3F (7473.466028 sec): 3 clusters Score: Raw -572815.968326 + Penalty 1645.514124 = -571170.454202 nChanged 369 SP:Iteration 4F (7473.513194 sec): 3 clusters Score: Raw -573104.083500 + Penalty 1645.514124 = -571458.569376 nChanged 328 SP:Iteration 5F (7473.567555 sec): 3 clusters Score: Raw -573382.404306 + Penalty 1645.514124 = -571736.890182 nChanged 283 SP:Iteration 6Q (7473.617929 sec): 3 clusters Score: Raw -573626.449681 + Penalty 1645.514124 = -571980.935556 nChanged 229 SP:Iteration 7Q (7473.661720 sec): 3 clusters Score: Raw -573818.046774 + Penalty 1645.514124 = -572172.532649 nChanged 145 SP:Iteration 8Q (7473.719218 sec): 3 clusters Score: Raw -573936.090095 + Penalty 1645.514124 = -572290.575970 nChanged 107 SP:Iteration 9Q (7473.763161 sec): 3 clusters Score: Raw -574019.350590 + Penalty 1645.514124 = -572373.836466 nChanged 67 SP:Iteration 10Q (7473.814330 sec): 3 clusters Score: Raw -574076.771263 + Penalty 1645.514124 = -572431.257139 nChanged 49 SP:Iteration 11Q (7473.863899 sec): 3 clusters Score: Raw -574120.557059 + Penalty 1645.514124 = -572475.042935 nChanged 22 SP:Iteration 12Q (7473.926996 sec): 3 clusters Score: Raw -574140.786522 + Penalty 1645.514124 = -572495.272397 nChanged 15 SP:Iteration 13Q (7473.971306 sec): 3 clusters Score: Raw -574157.327595 + Penalty 1645.514124 = -572511.813470 nChanged 15 SP:Iteration 14Q (7474.013208 sec): 3 clusters Score: Raw -574168.895473 + Penalty 1645.514124 = -572523.381349 nChanged 8 SP:Iteration 15Q (7474.075895 sec): 3 clusters Score: Raw -574175.231969 + Penalty 1645.514124 = -572529.717845 nChanged 10 SP:Iteration 16Q (7474.117296 sec): 3 clusters Score: Raw -574186.751708 + Penalty 1645.514124 = -572541.237583 nChanged 6 SP:Iteration 17Q (7474.166729 sec): 3 clusters Score: Raw -574194.027499 + Penalty 1645.514124 = -572548.513375 nChanged 5 SP:Iteration 18Q (7474.217660 sec): 3 clusters Score: Raw -574196.716483 + Penalty 1645.514124 = -572551.202359 nChanged 1 SP:Iteration 19Q (7474.266819 sec): 3 clusters Score: Raw -574197.235659 + Penalty 1645.514124 = -572551.721535 nChanged 1 SP:Iteration 20F (7474.319872 sec): 3 clusters Score: Raw -574197.804550 + Penalty 1645.514124 = -572552.290426 nChanged 1 SP:Iteration 21Q (7474.372997 sec): 3 clusters Score: Raw -574198.602468 + Penalty 1645.514124 = -572553.088344 nChanged 0 SP:Iteration 22F (7474.425122 sec): 3 clusters Score: Raw -574198.602468 + Penalty 1645.514124 = -572553.088344 nChanged 0 Trying to split cluster 25 (14241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7474.469348 sec): 2 clusters Score: Raw -1393154.300995 + Penalty 908.568639 = -1392245.732356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7474.524927 sec): 3 clusters Score: Raw -1384406.287118 + Penalty 1817.137277 = -1382589.149841 nChanged 6480 SP:Iteration 1F (7474.577596 sec): 3 clusters Score: Raw -1388475.319787 + Penalty 1817.137277 = -1386658.182510 nChanged 896 SP:Iteration 2F (7474.639643 sec): 3 clusters Score: Raw -1388965.094075 + Penalty 1817.137277 = -1387147.956798 nChanged 836 SP:Iteration 3F (7474.712710 sec): 3 clusters Score: Raw -1389459.049914 + Penalty 1817.137277 = -1387641.912636 nChanged 797 SP:Iteration 4F (7474.764555 sec): 3 clusters Score: Raw -1389990.981120 + Penalty 1817.137277 = -1388173.843843 nChanged 795 SP:Iteration 5F (7474.830251 sec): 3 clusters Score: Raw -1390558.611556 + Penalty 1817.137277 = -1388741.474279 nChanged 741 SP:Iteration 6F (7474.887889 sec): 3 clusters Score: Raw -1391083.980569 + Penalty 1817.137277 = -1389266.843291 nChanged 675 SP:Iteration 7Q (7474.945366 sec): 3 clusters Score: Raw -1391508.311056 + Penalty 1817.137277 = -1389691.173779 nChanged 515 SP:Iteration 8Q (7475.012634 sec): 3 clusters Score: Raw -1391749.194896 + Penalty 1817.137277 = -1389932.057619 nChanged 352 SP:Iteration 9Q (7475.074594 sec): 3 clusters Score: Raw -1391890.026572 + Penalty 1817.137277 = -1390072.889295 nChanged 285 SP:Iteration 10Q (7475.127076 sec): 3 clusters Score: Raw -1392009.966982 + Penalty 1817.137277 = -1390192.829704 nChanged 284 SP:Iteration 11Q (7475.187321 sec): 3 clusters Score: Raw -1392136.253486 + Penalty 1817.137277 = -1390319.116208 nChanged 276 SP:Iteration 12Q (7475.248338 sec): 3 clusters Score: Raw -1392265.923922 + Penalty 1817.137277 = -1390448.786644 nChanged 250 SP:Iteration 13Q (7475.309570 sec): 3 clusters Score: Raw -1392368.920975 + Penalty 1817.137277 = -1390551.783698 nChanged 218 SP:Iteration 14Q (7475.361002 sec): 3 clusters Score: Raw -1392448.564105 + Penalty 1817.137277 = -1390631.426827 nChanged 188 SP:Iteration 15Q (7475.422182 sec): 3 clusters Score: Raw -1392509.416084 + Penalty 1817.137277 = -1390692.278806 nChanged 161 SP:Iteration 16Q (7475.489724 sec): 3 clusters Score: Raw -1392560.789979 + Penalty 1817.137277 = -1390743.652701 nChanged 163 SP:Iteration 17Q (7475.548624 sec): 3 clusters Score: Raw -1392615.953981 + Penalty 1817.137277 = -1390798.816704 nChanged 167 SP:Iteration 18Q (7475.616103 sec): 3 clusters Score: Raw -1392671.650348 + Penalty 1817.137277 = -1390854.513071 nChanged 148 SP:Iteration 19Q (7475.674776 sec): 3 clusters Score: Raw -1392729.560886 + Penalty 1817.137277 = -1390912.423609 nChanged 154 SP:Iteration 20F (7475.730158 sec): 3 clusters Score: Raw -1392784.768762 + Penalty 1817.137277 = -1390967.631485 nChanged 139 SP:Iteration 21Q (7475.787218 sec): 3 clusters Score: Raw -1392828.829831 + Penalty 1817.137277 = -1391011.692554 nChanged 113 SP:Iteration 22Q (7475.852048 sec): 3 clusters Score: Raw -1392865.504303 + Penalty 1817.137277 = -1391048.367026 nChanged 95 SP:Iteration 23Q (7475.918229 sec): 3 clusters Score: Raw -1392892.466329 + Penalty 1817.137277 = -1391075.329052 nChanged 87 SP:Iteration 24Q (7475.972972 sec): 3 clusters Score: Raw -1392920.243691 + Penalty 1817.137277 = -1391103.106414 nChanged 95 SP:Iteration 25Q (7476.036267 sec): 3 clusters Score: Raw -1392953.829852 + Penalty 1817.137277 = -1391136.692574 nChanged 114 SP:Iteration 26Q (7476.095635 sec): 3 clusters Score: Raw -1392995.443016 + Penalty 1817.137277 = -1391178.305739 nChanged 103 SP:Iteration 27Q (7476.155701 sec): 3 clusters Score: Raw -1393024.225280 + Penalty 1817.137277 = -1391207.088003 nChanged 74 SP:Iteration 28Q (7476.226858 sec): 3 clusters Score: Raw -1393042.698210 + Penalty 1817.137277 = -1391225.560932 nChanged 60 SP:Iteration 29Q (7476.287649 sec): 3 clusters Score: Raw -1393058.267777 + Penalty 1817.137277 = -1391241.130500 nChanged 50 SP:Iteration 30Q (7476.338899 sec): 3 clusters Score: Raw -1393072.788019 + Penalty 1817.137277 = -1391255.650742 nChanged 60 SP:Iteration 31Q (7476.396782 sec): 3 clusters Score: Raw -1393087.147979 + Penalty 1817.137277 = -1391270.010701 nChanged 54 SP:Iteration 32Q (7476.443868 sec): 3 clusters Score: Raw -1393102.065108 + Penalty 1817.137277 = -1391284.927831 nChanged 47 SP:Iteration 33Q (7476.518386 sec): 3 clusters Score: Raw -1393113.934910 + Penalty 1817.137277 = -1391296.797633 nChanged 44 SP:Iteration 34Q (7476.569144 sec): 3 clusters Score: Raw -1393124.941803 + Penalty 1817.137277 = -1391307.804525 nChanged 41 SP:Iteration 35Q (7476.632419 sec): 3 clusters Score: Raw -1393138.395525 + Penalty 1817.137277 = -1391321.258248 nChanged 43 SP:Iteration 36Q (7476.699615 sec): 3 clusters Score: Raw -1393149.647376 + Penalty 1817.137277 = -1391332.510099 nChanged 34 SP:Iteration 37Q (7476.759800 sec): 3 clusters Score: Raw -1393158.869513 + Penalty 1817.137277 = -1391341.732235 nChanged 33 SP:Iteration 38Q (7476.819134 sec): 3 clusters Score: Raw -1393166.579309 + Penalty 1817.137277 = -1391349.442032 nChanged 32 SP:Iteration 39Q (7476.863163 sec): 3 clusters Score: Raw -1393175.439774 + Penalty 1817.137277 = -1391358.302496 nChanged 36 SP:Iteration 40F (7476.934768 sec): 3 clusters Score: Raw -1393187.744152 + Penalty 1817.137277 = -1391370.606875 nChanged 35 SP:Iteration 41Q (7476.998040 sec): 3 clusters Score: Raw -1393198.095933 + Penalty 1817.137277 = -1391380.958655 nChanged 33 SP:Iteration 42Q (7477.051722 sec): 3 clusters Score: Raw -1393205.739720 + Penalty 1817.137277 = -1391388.602442 nChanged 30 SP:Iteration 43Q (7477.106807 sec): 3 clusters Score: Raw -1393213.818603 + Penalty 1817.137277 = -1391396.681325 nChanged 37 SP:Iteration 44Q (7477.175423 sec): 3 clusters Score: Raw -1393220.575962 + Penalty 1817.137277 = -1391403.438685 nChanged 25 SP:Iteration 45Q (7477.237030 sec): 3 clusters Score: Raw -1393227.300421 + Penalty 1817.137277 = -1391410.163144 nChanged 30 SP:Iteration 46Q (7477.291376 sec): 3 clusters Score: Raw -1393233.710886 + Penalty 1817.137277 = -1391416.573609 nChanged 20 SP:Iteration 47Q (7477.346478 sec): 3 clusters Score: Raw -1393237.723959 + Penalty 1817.137277 = -1391420.586682 nChanged 22 SP:Iteration 48Q (7477.408870 sec): 3 clusters Score: Raw -1393242.029495 + Penalty 1817.137277 = -1391424.892217 nChanged 17 SP:Iteration 49Q (7477.461320 sec): 3 clusters Score: Raw -1393244.702167 + Penalty 1817.137277 = -1391427.564890 nChanged 17 SP:Iteration 50Q (7477.518088 sec): 3 clusters Score: Raw -1393248.682283 + Penalty 1817.137277 = -1391431.545005 nChanged 22 SP:Iteration 51Q (7477.580418 sec): 3 clusters Score: Raw -1393254.804776 + Penalty 1817.137277 = -1391437.667499 nChanged 25 SP:Iteration 52Q (7477.644404 sec): 3 clusters Score: Raw -1393264.488957 + Penalty 1817.137277 = -1391447.351680 nChanged 25 SP:Iteration 53Q (7477.698147 sec): 3 clusters Score: Raw -1393271.357850 + Penalty 1817.137277 = -1391454.220572 nChanged 21 SP:Iteration 54Q (7477.765489 sec): 3 clusters Score: Raw -1393278.262367 + Penalty 1817.137277 = -1391461.125089 nChanged 22 SP:Iteration 55Q (7477.820331 sec): 3 clusters Score: Raw -1393284.161837 + Penalty 1817.137277 = -1391467.024560 nChanged 15 SP:Iteration 56Q (7477.880549 sec): 3 clusters Score: Raw -1393286.258195 + Penalty 1817.137277 = -1391469.120917 nChanged 10 SP:Iteration 57Q (7477.941050 sec): 3 clusters Score: Raw -1393287.677720 + Penalty 1817.137277 = -1391470.540443 nChanged 6 SP:Iteration 58Q (7478.004278 sec): 3 clusters Score: Raw -1393288.851623 + Penalty 1817.137277 = -1391471.714346 nChanged 8 SP:Iteration 59Q (7478.057511 sec): 3 clusters Score: Raw -1393291.076233 + Penalty 1817.137277 = -1391473.938956 nChanged 10 SP:Iteration 60F (7478.119969 sec): 3 clusters Score: Raw -1393292.639079 + Penalty 1817.137277 = -1391475.501802 nChanged 8 SP:Iteration 61Q (7478.184809 sec): 3 clusters Score: Raw -1393294.094512 + Penalty 1817.137277 = -1391476.957235 nChanged 11 SP:Iteration 62Q (7478.236851 sec): 3 clusters Score: Raw -1393297.112335 + Penalty 1817.137277 = -1391479.975058 nChanged 15 SP:Iteration 63Q (7478.285511 sec): 3 clusters Score: Raw -1393301.578437 + Penalty 1817.137277 = -1391484.441160 nChanged 15 SP:Iteration 64Q (7478.346034 sec): 3 clusters Score: Raw -1393305.972161 + Penalty 1817.137277 = -1391488.834883 nChanged 18 SP:Iteration 65Q (7478.417839 sec): 3 clusters Score: Raw -1393310.060151 + Penalty 1817.137277 = -1391492.922874 nChanged 11 SP:Iteration 66Q (7478.474764 sec): 3 clusters Score: Raw -1393313.083654 + Penalty 1817.137277 = -1391495.946377 nChanged 12 SP:Iteration 67Q (7478.531786 sec): 3 clusters Score: Raw -1393315.771986 + Penalty 1817.137277 = -1391498.634708 nChanged 6 SP:Iteration 68Q (7478.588735 sec): 3 clusters Score: Raw -1393317.995348 + Penalty 1817.137277 = -1391500.858071 nChanged 10 SP:Iteration 69Q (7478.648090 sec): 3 clusters Score: Raw -1393320.501808 + Penalty 1817.137277 = -1391503.364531 nChanged 10 SP:Iteration 70Q (7478.702847 sec): 3 clusters Score: Raw -1393323.861106 + Penalty 1817.137277 = -1391506.723828 nChanged 15 SP:Iteration 71Q (7478.764244 sec): 3 clusters Score: Raw -1393328.582152 + Penalty 1817.137277 = -1391511.444875 nChanged 13 SP:Iteration 72Q (7478.815310 sec): 3 clusters Score: Raw -1393332.190776 + Penalty 1817.137277 = -1391515.053498 nChanged 13 SP:Iteration 73Q (7478.883699 sec): 3 clusters Score: Raw -1393335.436837 + Penalty 1817.137277 = -1391518.299559 nChanged 14 SP:Iteration 74Q (7478.934173 sec): 3 clusters Score: Raw -1393339.701502 + Penalty 1817.137277 = -1391522.564225 nChanged 9 SP:Iteration 75Q (7478.975021 sec): 3 clusters Score: Raw -1393342.500500 + Penalty 1817.137277 = -1391525.363223 nChanged 13 SP:Iteration 76Q (7479.045859 sec): 3 clusters Score: Raw -1393345.807767 + Penalty 1817.137277 = -1391528.670489 nChanged 5 SP:Iteration 77Q (7479.091335 sec): 3 clusters Score: Raw -1393346.837910 + Penalty 1817.137277 = -1391529.700632 nChanged 6 SP:Iteration 78Q (7479.153173 sec): 3 clusters Score: Raw -1393348.095077 + Penalty 1817.137277 = -1391530.957799 nChanged 5 SP:Iteration 79Q (7479.206691 sec): 3 clusters Score: Raw -1393349.623795 + Penalty 1817.137277 = -1391532.486518 nChanged 4 SP:Iteration 80F (7479.266987 sec): 3 clusters Score: Raw -1393350.476600 + Penalty 1817.137277 = -1391533.339322 nChanged 5 SP:Iteration 81Q (7479.318857 sec): 3 clusters Score: Raw -1393351.482054 + Penalty 1817.137277 = -1391534.344777 nChanged 3 SP:Iteration 82Q (7479.381078 sec): 3 clusters Score: Raw -1393351.700603 + Penalty 1817.137277 = -1391534.563326 nChanged 2 SP:Iteration 83Q (7479.443683 sec): 3 clusters Score: Raw -1393352.129283 + Penalty 1817.137277 = -1391534.992005 nChanged 1 SP:Iteration 84Q (7479.498314 sec): 3 clusters Score: Raw -1393352.670477 + Penalty 1817.137277 = -1391535.533200 nChanged 4 SP:Iteration 85Q (7479.555463 sec): 3 clusters Score: Raw -1393353.347136 + Penalty 1817.137277 = -1391536.209859 nChanged 3 SP:Iteration 86Q (7479.615487 sec): 3 clusters Score: Raw -1393353.646889 + Penalty 1817.137277 = -1391536.509612 nChanged 0 SP:Iteration 87F (7479.679244 sec): 3 clusters Score: Raw -1393353.646889 + Penalty 1817.137277 = -1391536.509612 nChanged 0 Trying to split cluster 26 (3671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7479.716525 sec): 2 clusters Score: Raw -351621.995099 + Penalty 779.780841 = -350842.214258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7479.760268 sec): 3 clusters Score: Raw -349664.972332 + Penalty 1559.561683 = -348105.410649 nChanged 1542 SP:Iteration 1F (7479.801134 sec): 3 clusters Score: Raw -350542.033917 + Penalty 1559.561683 = -348982.472234 nChanged 262 SP:Iteration 2F (7479.852944 sec): 3 clusters Score: Raw -350704.171739 + Penalty 1559.561683 = -349144.610056 nChanged 205 SP:Iteration 3F (7479.894509 sec): 3 clusters Score: Raw -350814.892132 + Penalty 1559.561683 = -349255.330449 nChanged 160 SP:Iteration 4Q (7479.935465 sec): 3 clusters Score: Raw -350893.599798 + Penalty 1559.561683 = -349334.038115 nChanged 112 SP:Iteration 5Q (7479.984377 sec): 3 clusters Score: Raw -350949.315555 + Penalty 1559.561683 = -349389.753872 nChanged 96 SP:Iteration 6Q (7480.033656 sec): 3 clusters Score: Raw -350984.996159 + Penalty 1559.561683 = -349425.434476 nChanged 80 SP:Iteration 7Q (7480.082806 sec): 3 clusters Score: Raw -351017.435182 + Penalty 1559.561683 = -349457.873500 nChanged 91 SP:Iteration 8Q (7480.132183 sec): 3 clusters Score: Raw -351060.117015 + Penalty 1559.561683 = -349500.555332 nChanged 89 SP:Iteration 9Q (7480.181457 sec): 3 clusters Score: Raw -351103.573974 + Penalty 1559.561683 = -349544.012291 nChanged 89 SP:Iteration 10Q (7480.228259 sec): 3 clusters Score: Raw -351146.230788 + Penalty 1559.561683 = -349586.669106 nChanged 89 SP:Iteration 11Q (7480.280936 sec): 3 clusters Score: Raw -351187.790858 + Penalty 1559.561683 = -349628.229175 nChanged 94 SP:Iteration 12Q (7480.319368 sec): 3 clusters Score: Raw -351236.649765 + Penalty 1559.561683 = -349677.088082 nChanged 106 SP:Iteration 13Q (7480.362598 sec): 3 clusters Score: Raw -351288.536686 + Penalty 1559.561683 = -349728.975003 nChanged 86 SP:Iteration 14Q (7480.411965 sec): 3 clusters Score: Raw -351329.137958 + Penalty 1559.561683 = -349769.576275 nChanged 66 SP:Iteration 15Q (7480.463527 sec): 3 clusters Score: Raw -351355.174384 + Penalty 1559.561683 = -349795.612701 nChanged 60 SP:Iteration 16Q (7480.514431 sec): 3 clusters Score: Raw -351380.117030 + Penalty 1559.561683 = -349820.555347 nChanged 73 SP:Iteration 17Q (7480.569436 sec): 3 clusters Score: Raw -351410.484800 + Penalty 1559.561683 = -349850.923117 nChanged 54 SP:Iteration 18Q (7480.626212 sec): 3 clusters Score: Raw -351434.270381 + Penalty 1559.561683 = -349874.708698 nChanged 55 SP:Iteration 19Q (7480.667636 sec): 3 clusters Score: Raw -351458.063797 + Penalty 1559.561683 = -349898.502114 nChanged 49 SP:Iteration 20F (7480.725193 sec): 3 clusters Score: Raw -351481.986700 + Penalty 1559.561683 = -349922.425017 nChanged 55 SP:Iteration 21Q (7480.772057 sec): 3 clusters Score: Raw -351507.896067 + Penalty 1559.561683 = -349948.334384 nChanged 55 SP:Iteration 22Q (7480.827053 sec): 3 clusters Score: Raw -351529.580384 + Penalty 1559.561683 = -349970.018702 nChanged 35 SP:Iteration 23Q (7480.870276 sec): 3 clusters Score: Raw -351540.523948 + Penalty 1559.561683 = -349980.962266 nChanged 32 SP:Iteration 24Q (7480.920214 sec): 3 clusters Score: Raw -351551.038178 + Penalty 1559.561683 = -349991.476495 nChanged 23 SP:Iteration 25Q (7480.969618 sec): 3 clusters Score: Raw -351558.057892 + Penalty 1559.561683 = -349998.496210 nChanged 29 SP:Iteration 26Q (7481.013875 sec): 3 clusters Score: Raw -351570.208350 + Penalty 1559.561683 = -350010.646667 nChanged 26 SP:Iteration 27Q (7481.053788 sec): 3 clusters Score: Raw -351579.131082 + Penalty 1559.561683 = -350019.569399 nChanged 20 SP:Iteration 28Q (7481.096984 sec): 3 clusters Score: Raw -351586.358498 + Penalty 1559.561683 = -350026.796816 nChanged 19 SP:Iteration 29Q (7481.145459 sec): 3 clusters Score: Raw -351592.833056 + Penalty 1559.561683 = -350033.271373 nChanged 18 SP:Iteration 30Q (7481.193672 sec): 3 clusters Score: Raw -351599.079030 + Penalty 1559.561683 = -350039.517347 nChanged 16 SP:Iteration 31Q (7481.243214 sec): 3 clusters Score: Raw -351604.429866 + Penalty 1559.561683 = -350044.868183 nChanged 16 SP:Iteration 32Q (7481.296048 sec): 3 clusters Score: Raw -351609.132326 + Penalty 1559.561683 = -350049.570643 nChanged 19 SP:Iteration 33Q (7481.352650 sec): 3 clusters Score: Raw -351615.212859 + Penalty 1559.561683 = -350055.651176 nChanged 23 SP:Iteration 34Q (7481.400225 sec): 3 clusters Score: Raw -351622.337281 + Penalty 1559.561683 = -350062.775598 nChanged 11 SP:Iteration 35Q (7481.453301 sec): 3 clusters Score: Raw -351624.308960 + Penalty 1559.561683 = -350064.747277 nChanged 9 SP:Iteration 36Q (7481.500555 sec): 3 clusters Score: Raw -351626.354754 + Penalty 1559.561683 = -350066.793071 nChanged 5 SP:Iteration 37Q (7481.541162 sec): 3 clusters Score: Raw -351628.116254 + Penalty 1559.561683 = -350068.554571 nChanged 11 SP:Iteration 38Q (7481.589284 sec): 3 clusters Score: Raw -351632.309699 + Penalty 1559.561683 = -350072.748016 nChanged 14 SP:Iteration 39Q (7481.636098 sec): 3 clusters Score: Raw -351636.958917 + Penalty 1559.561683 = -350077.397234 nChanged 14 SP:Iteration 40F (7481.695495 sec): 3 clusters Score: Raw -351641.220972 + Penalty 1559.561683 = -350081.659289 nChanged 7 SP:Iteration 41Q (7481.739471 sec): 3 clusters Score: Raw -351643.437557 + Penalty 1559.561683 = -350083.875874 nChanged 9 SP:Iteration 42Q (7481.793615 sec): 3 clusters Score: Raw -351645.610813 + Penalty 1559.561683 = -350086.049130 nChanged 5 SP:Iteration 43Q (7481.844552 sec): 3 clusters Score: Raw -351647.706418 + Penalty 1559.561683 = -350088.144736 nChanged 8 SP:Iteration 44Q (7481.884164 sec): 3 clusters Score: Raw -351650.118485 + Penalty 1559.561683 = -350090.556803 nChanged 9 SP:Iteration 45Q (7481.929396 sec): 3 clusters Score: Raw -351654.101739 + Penalty 1559.561683 = -350094.540057 nChanged 11 SP:Iteration 46Q (7481.988139 sec): 3 clusters Score: Raw -351658.156455 + Penalty 1559.561683 = -350098.594772 nChanged 8 SP:Iteration 47Q (7482.034980 sec): 3 clusters Score: Raw -351660.421440 + Penalty 1559.561683 = -350100.859757 nChanged 6 SP:Iteration 48Q (7482.070240 sec): 3 clusters Score: Raw -351662.183705 + Penalty 1559.561683 = -350102.622022 nChanged 2 SP:Iteration 49Q (7482.117044 sec): 3 clusters Score: Raw -351663.328870 + Penalty 1559.561683 = -350103.767187 nChanged 2 SP:Iteration 50Q (7482.166775 sec): 3 clusters Score: Raw -351665.200079 + Penalty 1559.561683 = -350105.638396 nChanged 9 SP:Iteration 51Q (7482.213506 sec): 3 clusters Score: Raw -351669.427409 + Penalty 1559.561683 = -350109.865726 nChanged 7 SP:Iteration 52Q (7482.259679 sec): 3 clusters Score: Raw -351671.339568 + Penalty 1559.561683 = -350111.777885 nChanged 8 SP:Iteration 53Q (7482.306527 sec): 3 clusters Score: Raw -351672.826918 + Penalty 1559.561683 = -350113.265235 nChanged 2 SP:Iteration 54Q (7482.356357 sec): 3 clusters Score: Raw -351673.555551 + Penalty 1559.561683 = -350113.993868 nChanged 1 SP:Iteration 55Q (7482.402760 sec): 3 clusters Score: Raw -351674.205506 + Penalty 1559.561683 = -350114.643823 nChanged 3 SP:Iteration 56Q (7482.443552 sec): 3 clusters Score: Raw -351675.260709 + Penalty 1559.561683 = -350115.699026 nChanged 3 SP:Iteration 57Q (7482.472710 sec): 3 clusters Score: Raw -351676.203669 + Penalty 1559.561683 = -350116.641986 nChanged 3 SP:Iteration 58Q (7482.529763 sec): 3 clusters Score: Raw -351676.861541 + Penalty 1559.561683 = -350117.299858 nChanged 2 SP:Iteration 59Q (7482.572174 sec): 3 clusters Score: Raw -351677.371117 + Penalty 1559.561683 = -350117.809434 nChanged 3 SP:Iteration 60F (7482.620300 sec): 3 clusters Score: Raw -351677.702215 + Penalty 1559.561683 = -350118.140532 nChanged 0 Trying to split cluster 27 (100716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7482.742784 sec): 2 clusters Score: Raw -9887822.534035 + Penalty 1094.405696 = -9886728.128339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7482.910061 sec): 3 clusters Score: Raw -9821225.699771 + Penalty 2188.811391 = -9819036.888379 nChanged 48683 SP:Iteration 1F (7483.062978 sec): 3 clusters Score: Raw -9850418.095556 + Penalty 2188.811391 = -9848229.284165 nChanged 3679 SP:Iteration 2Q (7483.233747 sec): 3 clusters Score: Raw -9851469.857447 + Penalty 2188.811391 = -9849281.046056 nChanged 3849 SP:Iteration 3Q (7483.399970 sec): 3 clusters Score: Raw -9852692.053731 + Penalty 2188.811391 = -9850503.242340 nChanged 4117 SP:Iteration 4Q (7483.566364 sec): 3 clusters Score: Raw -9854252.427144 + Penalty 2188.811391 = -9852063.615753 nChanged 4590 SP:Iteration 5Q (7483.734706 sec): 3 clusters Score: Raw -9856359.528785 + Penalty 2188.811391 = -9854170.717394 nChanged 5159 SP:Iteration 6F (7483.887395 sec): 3 clusters Score: Raw -9859344.214437 + Penalty 2188.811391 = -9857155.403046 nChanged 5858 SP:Iteration 7F (7484.030961 sec): 3 clusters Score: Raw -9863486.131019 + Penalty 2188.811391 = -9861297.319628 nChanged 6111 SP:Iteration 8F (7484.204861 sec): 3 clusters Score: Raw -9868093.301653 + Penalty 2188.811391 = -9865904.490262 nChanged 5522 SP:Iteration 9F (7484.374809 sec): 3 clusters Score: Raw -9871396.073328 + Penalty 2188.811391 = -9869207.261936 nChanged 4029 SP:Iteration 10Q (7484.533407 sec): 3 clusters Score: Raw -9873073.395628 + Penalty 2188.811391 = -9870884.584236 nChanged 2731 SP:Iteration 11Q (7484.712697 sec): 3 clusters Score: Raw -9874038.810824 + Penalty 2188.811391 = -9871849.999433 nChanged 2218 SP:Iteration 12Q (7484.876266 sec): 3 clusters Score: Raw -9874849.659094 + Penalty 2188.811391 = -9872660.847703 nChanged 2011 SP:Iteration 13Q (7485.051652 sec): 3 clusters Score: Raw -9875648.092161 + Penalty 2188.811391 = -9873459.280770 nChanged 2004 SP:Iteration 14Q (7485.214075 sec): 3 clusters Score: Raw -9876453.321139 + Penalty 2188.811391 = -9874264.509748 nChanged 1955 SP:Iteration 15Q (7485.382622 sec): 3 clusters Score: Raw -9877261.071650 + Penalty 2188.811391 = -9875072.260259 nChanged 1919 SP:Iteration 16Q (7485.554464 sec): 3 clusters Score: Raw -9878063.957971 + Penalty 2188.811391 = -9875875.146580 nChanged 1844 SP:Iteration 17Q (7485.719269 sec): 3 clusters Score: Raw -9878827.409823 + Penalty 2188.811391 = -9876638.598432 nChanged 1725 SP:Iteration 18Q (7485.891168 sec): 3 clusters Score: Raw -9879521.124894 + Penalty 2188.811391 = -9877332.313503 nChanged 1569 SP:Iteration 19Q (7486.065719 sec): 3 clusters Score: Raw -9880112.133942 + Penalty 2188.811391 = -9877923.322551 nChanged 1455 SP:Iteration 20F (7486.227033 sec): 3 clusters Score: Raw -9880639.710257 + Penalty 2188.811391 = -9878450.898865 nChanged 1379 SP:Iteration 21Q (7486.390062 sec): 3 clusters Score: Raw -9881131.172914 + Penalty 2188.811391 = -9878942.361523 nChanged 1313 SP:Iteration 22Q (7486.556233 sec): 3 clusters Score: Raw -9881609.343463 + Penalty 2188.811391 = -9879420.532071 nChanged 1270 SP:Iteration 23Q (7486.712440 sec): 3 clusters Score: Raw -9882064.266060 + Penalty 2188.811391 = -9879875.454668 nChanged 1246 SP:Iteration 24Q (7486.873651 sec): 3 clusters Score: Raw -9882487.673511 + Penalty 2188.811391 = -9880298.862120 nChanged 1114 SP:Iteration 25Q (7487.023445 sec): 3 clusters Score: Raw -9882840.824906 + Penalty 2188.811391 = -9880652.013515 nChanged 1025 SP:Iteration 26Q (7487.198134 sec): 3 clusters Score: Raw -9883142.702701 + Penalty 2188.811391 = -9880953.891310 nChanged 1014 SP:Iteration 27Q (7487.372590 sec): 3 clusters Score: Raw -9883430.362114 + Penalty 2188.811391 = -9881241.550723 nChanged 991 SP:Iteration 28Q (7487.527356 sec): 3 clusters Score: Raw -9883713.575844 + Penalty 2188.811391 = -9881524.764453 nChanged 947 SP:Iteration 29Q (7487.677183 sec): 3 clusters Score: Raw -9883953.655780 + Penalty 2188.811391 = -9881764.844389 nChanged 859 SP:Iteration 30Q (7487.829553 sec): 3 clusters Score: Raw -9884151.085697 + Penalty 2188.811391 = -9881962.274305 nChanged 796 SP:Iteration 31Q (7487.984513 sec): 3 clusters Score: Raw -9884319.903650 + Penalty 2188.811391 = -9882131.092259 nChanged 760 SP:Iteration 32Q (7488.133390 sec): 3 clusters Score: Raw -9884469.746939 + Penalty 2188.811391 = -9882280.935547 nChanged 737 SP:Iteration 33Q (7488.284740 sec): 3 clusters Score: Raw -9884607.886528 + Penalty 2188.811391 = -9882419.075137 nChanged 701 SP:Iteration 34Q (7488.436171 sec): 3 clusters Score: Raw -9884738.510194 + Penalty 2188.811391 = -9882549.698803 nChanged 723 SP:Iteration 35Q (7488.594817 sec): 3 clusters Score: Raw -9884870.164750 + Penalty 2188.811391 = -9882681.353358 nChanged 655 SP:Iteration 36Q (7488.767195 sec): 3 clusters Score: Raw -9884980.436423 + Penalty 2188.811391 = -9882791.625032 nChanged 614 SP:Iteration 37Q (7488.923730 sec): 3 clusters Score: Raw -9885080.096476 + Penalty 2188.811391 = -9882891.285085 nChanged 592 SP:Iteration 38Q (7489.088840 sec): 3 clusters Score: Raw -9885177.276402 + Penalty 2188.811391 = -9882988.465010 nChanged 595 SP:Iteration 39Q (7489.251964 sec): 3 clusters Score: Raw -9885275.796302 + Penalty 2188.811391 = -9883086.984911 nChanged 574 SP:Iteration 40F (7489.420424 sec): 3 clusters Score: Raw -9885369.717526 + Penalty 2188.811391 = -9883180.906135 nChanged 570 SP:Iteration 41Q (7489.584994 sec): 3 clusters Score: Raw -9885466.253701 + Penalty 2188.811391 = -9883277.442310 nChanged 588 SP:Iteration 42Q (7489.756392 sec): 3 clusters Score: Raw -9885572.381649 + Penalty 2188.811391 = -9883383.570258 nChanged 588 SP:Iteration 43Q (7489.915818 sec): 3 clusters Score: Raw -9885678.777098 + Penalty 2188.811391 = -9883489.965707 nChanged 601 SP:Iteration 44Q (7490.084070 sec): 3 clusters Score: Raw -9885787.025688 + Penalty 2188.811391 = -9883598.214296 nChanged 554 SP:Iteration 45Q (7490.248051 sec): 3 clusters Score: Raw -9885882.007947 + Penalty 2188.811391 = -9883693.196556 nChanged 501 SP:Iteration 46Q (7490.407009 sec): 3 clusters Score: Raw -9885967.425179 + Penalty 2188.811391 = -9883778.613788 nChanged 510 SP:Iteration 47Q (7490.563615 sec): 3 clusters Score: Raw -9886055.608573 + Penalty 2188.811391 = -9883866.797181 nChanged 516 SP:Iteration 48Q (7490.726911 sec): 3 clusters Score: Raw -9886146.856228 + Penalty 2188.811391 = -9883958.044837 nChanged 534 SP:Iteration 49Q (7490.892753 sec): 3 clusters Score: Raw -9886242.665478 + Penalty 2188.811391 = -9884053.854087 nChanged 514 SP:Iteration 50Q (7491.062711 sec): 3 clusters Score: Raw -9886339.113080 + Penalty 2188.811391 = -9884150.301689 nChanged 501 SP:Iteration 51Q (7491.227486 sec): 3 clusters Score: Raw -9886434.002374 + Penalty 2188.811391 = -9884245.190983 nChanged 508 SP:Iteration 52Q (7491.378262 sec): 3 clusters Score: Raw -9886530.003531 + Penalty 2188.811391 = -9884341.192140 nChanged 510 SP:Iteration 53Q (7491.528191 sec): 3 clusters Score: Raw -9886623.698843 + Penalty 2188.811391 = -9884434.887452 nChanged 455 SP:Iteration 54Q (7491.683601 sec): 3 clusters Score: Raw -9886699.151271 + Penalty 2188.811391 = -9884510.339879 nChanged 404 SP:Iteration 55Q (7491.837419 sec): 3 clusters Score: Raw -9886767.549055 + Penalty 2188.811391 = -9884578.737664 nChanged 416 SP:Iteration 56Q (7491.988029 sec): 3 clusters Score: Raw -9886839.299465 + Penalty 2188.811391 = -9884650.488074 nChanged 409 SP:Iteration 57Q (7492.155067 sec): 3 clusters Score: Raw -9886908.984348 + Penalty 2188.811391 = -9884720.172957 nChanged 364 SP:Iteration 58Q (7492.311010 sec): 3 clusters Score: Raw -9886969.761385 + Penalty 2188.811391 = -9884780.949994 nChanged 352 SP:Iteration 59Q (7492.473980 sec): 3 clusters Score: Raw -9887032.359489 + Penalty 2188.811391 = -9884843.548098 nChanged 355 SP:Iteration 60F (7492.641556 sec): 3 clusters Score: Raw -9887095.634763 + Penalty 2188.811391 = -9884906.823371 nChanged 346 SP:Iteration 61Q (7492.790582 sec): 3 clusters Score: Raw -9887155.943560 + Penalty 2188.811391 = -9884967.132169 nChanged 360 SP:Iteration 62Q (7492.948021 sec): 3 clusters Score: Raw -9887223.327732 + Penalty 2188.811391 = -9885034.516341 nChanged 362 SP:Iteration 63Q (7493.114458 sec): 3 clusters Score: Raw -9887291.649984 + Penalty 2188.811391 = -9885102.838593 nChanged 319 SP:Iteration 64Q (7493.266491 sec): 3 clusters Score: Raw -9887348.188145 + Penalty 2188.811391 = -9885159.376754 nChanged 302 SP:Iteration 65Q (7493.423271 sec): 3 clusters Score: Raw -9887400.452902 + Penalty 2188.811391 = -9885211.641510 nChanged 276 SP:Iteration 66Q (7493.581377 sec): 3 clusters Score: Raw -9887446.188478 + Penalty 2188.811391 = -9885257.377087 nChanged 261 SP:Iteration 67Q (7493.738902 sec): 3 clusters Score: Raw -9887486.992010 + Penalty 2188.811391 = -9885298.180619 nChanged 264 SP:Iteration 68Q (7493.895656 sec): 3 clusters Score: Raw -9887530.069053 + Penalty 2188.811391 = -9885341.257662 nChanged 260 SP:Iteration 69Q (7494.048395 sec): 3 clusters Score: Raw -9887573.008876 + Penalty 2188.811391 = -9885384.197485 nChanged 238 SP:Iteration 70Q (7494.200002 sec): 3 clusters Score: Raw -9887611.405900 + Penalty 2188.811391 = -9885422.594509 nChanged 213 SP:Iteration 71Q (7494.361917 sec): 3 clusters Score: Raw -9887642.762647 + Penalty 2188.811391 = -9885453.951256 nChanged 188 SP:Iteration 72Q (7494.521349 sec): 3 clusters Score: Raw -9887667.751195 + Penalty 2188.811391 = -9885478.939804 nChanged 170 SP:Iteration 73Q (7494.668966 sec): 3 clusters Score: Raw -9887690.737158 + Penalty 2188.811391 = -9885501.925766 nChanged 182 SP:Iteration 74Q (7494.822732 sec): 3 clusters Score: Raw -9887715.942773 + Penalty 2188.811391 = -9885527.131381 nChanged 178 SP:Iteration 75Q (7494.982320 sec): 3 clusters Score: Raw -9887738.961712 + Penalty 2188.811391 = -9885550.150321 nChanged 145 SP:Iteration 76Q (7495.132669 sec): 3 clusters Score: Raw -9887755.862141 + Penalty 2188.811391 = -9885567.050750 nChanged 119 SP:Iteration 77Q (7495.278363 sec): 3 clusters Score: Raw -9887769.321537 + Penalty 2188.811391 = -9885580.510145 nChanged 127 SP:Iteration 78Q (7495.423881 sec): 3 clusters Score: Raw -9887784.862704 + Penalty 2188.811391 = -9885596.051313 nChanged 112 SP:Iteration 79Q (7495.569620 sec): 3 clusters Score: Raw -9887797.491321 + Penalty 2188.811391 = -9885608.679930 nChanged 116 SP:Iteration 80F (7495.728575 sec): 3 clusters Score: Raw -9887811.551962 + Penalty 2188.811391 = -9885622.740571 nChanged 111 SP:Iteration 81Q (7495.872532 sec): 3 clusters Score: Raw -9887822.842398 + Penalty 2188.811391 = -9885634.031007 nChanged 102 SP:Iteration 82Q (7496.021244 sec): 3 clusters Score: Raw -9887833.891879 + Penalty 2188.811391 = -9885645.080488 nChanged 115 SP:Iteration 83Q (7496.174943 sec): 3 clusters Score: Raw -9887847.297199 + Penalty 2188.811391 = -9885658.485808 nChanged 116 SP:Iteration 84Q (7496.319310 sec): 3 clusters Score: Raw -9887863.220740 + Penalty 2188.811391 = -9885674.409349 nChanged 115 SP:Iteration 85Q (7496.479557 sec): 3 clusters Score: Raw -9887876.457429 + Penalty 2188.811391 = -9885687.646038 nChanged 111 SP:Iteration 86Q (7496.629604 sec): 3 clusters Score: Raw -9887889.619755 + Penalty 2188.811391 = -9885700.808364 nChanged 104 SP:Iteration 87Q (7496.789275 sec): 3 clusters Score: Raw -9887902.007492 + Penalty 2188.811391 = -9885713.196101 nChanged 105 SP:Iteration 88Q (7496.933968 sec): 3 clusters Score: Raw -9887914.966480 + Penalty 2188.811391 = -9885726.155088 nChanged 101 SP:Iteration 89Q (7497.059439 sec): 3 clusters Score: Raw -9887927.141918 + Penalty 2188.811391 = -9885738.330527 nChanged 102 SP:Iteration 90Q (7497.215018 sec): 3 clusters Score: Raw -9887940.427814 + Penalty 2188.811391 = -9885751.616423 nChanged 103 SP:Iteration 91Q (7497.378414 sec): 3 clusters Score: Raw -9887952.048789 + Penalty 2188.811391 = -9885763.237398 nChanged 79 SP:Iteration 92Q (7497.535793 sec): 3 clusters Score: Raw -9887959.953317 + Penalty 2188.811391 = -9885771.141926 nChanged 60 SP:Iteration 93Q (7497.691432 sec): 3 clusters Score: Raw -9887965.537128 + Penalty 2188.811391 = -9885776.725737 nChanged 68 SP:Iteration 94Q (7497.849440 sec): 3 clusters Score: Raw -9887972.354852 + Penalty 2188.811391 = -9885783.543461 nChanged 63 SP:Iteration 95Q (7497.998645 sec): 3 clusters Score: Raw -9887978.124372 + Penalty 2188.811391 = -9885789.312981 nChanged 75 SP:Iteration 96Q (7498.150828 sec): 3 clusters Score: Raw -9887986.145675 + Penalty 2188.811391 = -9885797.334283 nChanged 78 SP:Iteration 97Q (7498.305127 sec): 3 clusters Score: Raw -9887995.307172 + Penalty 2188.811391 = -9885806.495781 nChanged 77 SP:Iteration 98Q (7498.461518 sec): 3 clusters Score: Raw -9888005.301317 + Penalty 2188.811391 = -9885816.489926 nChanged 71 SP:Iteration 99Q (7498.615169 sec): 3 clusters Score: Raw -9888015.078912 + Penalty 2188.811391 = -9885826.267521 nChanged 79 SP:Iteration 100F (7498.775061 sec): 3 clusters Score: Raw -9888025.322033 + Penalty 2188.811391 = -9885836.510642 nChanged 76 SP:Iteration 101Q (7498.930572 sec): 3 clusters Score: Raw -9888035.756228 + Penalty 2188.811391 = -9885846.944836 nChanged 72 SP:Iteration 102Q (7499.096617 sec): 3 clusters Score: Raw -9888044.506380 + Penalty 2188.811391 = -9885855.694989 nChanged 75 SP:Iteration 103Q (7499.239706 sec): 3 clusters Score: Raw -9888052.726622 + Penalty 2188.811391 = -9885863.915231 nChanged 65 SP:Iteration 104Q (7499.383409 sec): 3 clusters Score: Raw -9888059.696289 + Penalty 2188.811391 = -9885870.884898 nChanged 66 SP:Iteration 105Q (7499.527098 sec): 3 clusters Score: Raw -9888066.848510 + Penalty 2188.811391 = -9885878.037119 nChanged 58 SP:Iteration 106Q (7499.669213 sec): 3 clusters Score: Raw -9888074.244679 + Penalty 2188.811391 = -9885885.433288 nChanged 61 SP:Iteration 107Q (7499.813065 sec): 3 clusters Score: Raw -9888082.072613 + Penalty 2188.811391 = -9885893.261222 nChanged 62 SP:Iteration 108Q (7499.957777 sec): 3 clusters Score: Raw -9888090.325873 + Penalty 2188.811391 = -9885901.514482 nChanged 51 SP:Iteration 109Q (7500.114846 sec): 3 clusters Score: Raw -9888097.491943 + Penalty 2188.811391 = -9885908.680552 nChanged 50 SP:Iteration 110Q (7500.263229 sec): 3 clusters Score: Raw -9888102.595904 + Penalty 2188.811391 = -9885913.784513 nChanged 46 SP:Iteration 111Q (7500.420899 sec): 3 clusters Score: Raw -9888106.320801 + Penalty 2188.811391 = -9885917.509410 nChanged 29 SP:Iteration 112Q (7500.580244 sec): 3 clusters Score: Raw -9888108.745433 + Penalty 2188.811391 = -9885919.934042 nChanged 24 SP:Iteration 113Q (7500.737944 sec): 3 clusters Score: Raw -9888110.915248 + Penalty 2188.811391 = -9885922.103857 nChanged 37 SP:Iteration 114Q (7500.891701 sec): 3 clusters Score: Raw -9888114.669147 + Penalty 2188.811391 = -9885925.857756 nChanged 33 SP:Iteration 115Q (7501.041697 sec): 3 clusters Score: Raw -9888118.042435 + Penalty 2188.811391 = -9885929.231044 nChanged 35 SP:Iteration 116Q (7501.193212 sec): 3 clusters Score: Raw -9888122.390551 + Penalty 2188.811391 = -9885933.579159 nChanged 46 SP:Iteration 117Q (7501.355690 sec): 3 clusters Score: Raw -9888127.384686 + Penalty 2188.811391 = -9885938.573295 nChanged 43 SP:Iteration 118Q (7501.500610 sec): 3 clusters Score: Raw -9888133.107968 + Penalty 2188.811391 = -9885944.296577 nChanged 38 SP:Iteration 119Q (7501.654366 sec): 3 clusters Score: Raw -9888138.079203 + Penalty 2188.811391 = -9885949.267812 nChanged 39 SP:Iteration 120F (7501.818896 sec): 3 clusters Score: Raw -9888143.925525 + Penalty 2188.811391 = -9885955.114134 nChanged 44 SP:Iteration 121Q (7501.970112 sec): 3 clusters Score: Raw -9888149.016100 + Penalty 2188.811391 = -9885960.204708 nChanged 52 SP:Iteration 122Q (7502.114206 sec): 3 clusters Score: Raw -9888154.978399 + Penalty 2188.811391 = -9885966.167008 nChanged 38 SP:Iteration 123Q (7502.263196 sec): 3 clusters Score: Raw -9888158.670703 + Penalty 2188.811391 = -9885969.859312 nChanged 23 SP:Iteration 124Q (7502.420409 sec): 3 clusters Score: Raw -9888160.571334 + Penalty 2188.811391 = -9885971.759942 nChanged 31 SP:Iteration 125Q (7502.568994 sec): 3 clusters Score: Raw -9888163.552856 + Penalty 2188.811391 = -9885974.741465 nChanged 29 SP:Iteration 126Q (7502.708515 sec): 3 clusters Score: Raw -9888166.518585 + Penalty 2188.811391 = -9885977.707193 nChanged 32 SP:Iteration 127Q (7502.852850 sec): 3 clusters Score: Raw -9888170.188472 + Penalty 2188.811391 = -9885981.377081 nChanged 33 SP:Iteration 128Q (7502.999061 sec): 3 clusters Score: Raw -9888173.768845 + Penalty 2188.811391 = -9885984.957453 nChanged 31 SP:Iteration 129Q (7503.148158 sec): 3 clusters Score: Raw -9888177.375105 + Penalty 2188.811391 = -9885988.563714 nChanged 36 SP:Iteration 130Q (7503.280374 sec): 3 clusters Score: Raw -9888181.678489 + Penalty 2188.811391 = -9885992.867097 nChanged 38 SP:Iteration 131Q (7503.417143 sec): 3 clusters Score: Raw -9888185.296307 + Penalty 2188.811391 = -9885996.484915 nChanged 27 SP:Iteration 132Q (7503.558219 sec): 3 clusters Score: Raw -9888189.057901 + Penalty 2188.811391 = -9886000.246510 nChanged 30 SP:Iteration 133Q (7503.697400 sec): 3 clusters Score: Raw -9888193.071166 + Penalty 2188.811391 = -9886004.259775 nChanged 36 SP:Iteration 134Q (7503.835377 sec): 3 clusters Score: Raw -9888197.783993 + Penalty 2188.811391 = -9886008.972602 nChanged 42 SP:Iteration 135Q (7503.972184 sec): 3 clusters Score: Raw -9888203.282129 + Penalty 2188.811391 = -9886014.470738 nChanged 44 SP:Iteration 136Q (7504.110678 sec): 3 clusters Score: Raw -9888208.942875 + Penalty 2188.811391 = -9886020.131484 nChanged 46 SP:Iteration 137Q (7504.249581 sec): 3 clusters Score: Raw -9888215.620000 + Penalty 2188.811391 = -9886026.808609 nChanged 46 SP:Iteration 138Q (7504.397031 sec): 3 clusters Score: Raw -9888222.291603 + Penalty 2188.811391 = -9886033.480211 nChanged 39 SP:Iteration 139Q (7504.544692 sec): 3 clusters Score: Raw -9888228.458767 + Penalty 2188.811391 = -9886039.647375 nChanged 40 SP:Iteration 140F (7504.721771 sec): 3 clusters Score: Raw -9888234.702531 + Penalty 2188.811391 = -9886045.891140 nChanged 37 SP:Iteration 141Q (7504.870348 sec): 3 clusters Score: Raw -9888238.890115 + Penalty 2188.811391 = -9886050.078724 nChanged 27 SP:Iteration 142Q (7505.022397 sec): 3 clusters Score: Raw -9888241.747219 + Penalty 2188.811391 = -9886052.935828 nChanged 29 SP:Iteration 143Q (7505.175311 sec): 3 clusters Score: Raw -9888244.608086 + Penalty 2188.811391 = -9886055.796694 nChanged 26 SP:Iteration 144Q (7505.337892 sec): 3 clusters Score: Raw -9888247.438457 + Penalty 2188.811391 = -9886058.627066 nChanged 29 SP:Iteration 145Q (7505.490620 sec): 3 clusters Score: Raw -9888251.109696 + Penalty 2188.811391 = -9886062.298305 nChanged 25 SP:Iteration 146Q (7505.664599 sec): 3 clusters Score: Raw -9888254.032652 + Penalty 2188.811391 = -9886065.221260 nChanged 20 SP:Iteration 147Q (7505.826359 sec): 3 clusters Score: Raw -9888255.771172 + Penalty 2188.811391 = -9886066.959780 nChanged 15 SP:Iteration 148Q (7505.983449 sec): 3 clusters Score: Raw -9888257.168929 + Penalty 2188.811391 = -9886068.357538 nChanged 15 SP:Iteration 149Q (7506.132126 sec): 3 clusters Score: Raw -9888258.911037 + Penalty 2188.811391 = -9886070.099645 nChanged 24 SP:Iteration 150Q (7506.278760 sec): 3 clusters Score: Raw -9888261.613645 + Penalty 2188.811391 = -9886072.802253 nChanged 21 SP:Iteration 151Q (7506.438459 sec): 3 clusters Score: Raw -9888263.836409 + Penalty 2188.811391 = -9886075.025018 nChanged 25 SP:Iteration 152Q (7506.589256 sec): 3 clusters Score: Raw -9888266.428325 + Penalty 2188.811391 = -9886077.616933 nChanged 21 SP:Iteration 153Q (7506.734883 sec): 3 clusters Score: Raw -9888268.471539 + Penalty 2188.811391 = -9886079.660148 nChanged 12 SP:Iteration 154Q (7506.893229 sec): 3 clusters Score: Raw -9888269.639580 + Penalty 2188.811391 = -9886080.828189 nChanged 11 SP:Iteration 155Q (7507.031583 sec): 3 clusters Score: Raw -9888270.686468 + Penalty 2188.811391 = -9886081.875077 nChanged 11 SP:Iteration 156Q (7507.194295 sec): 3 clusters Score: Raw -9888271.570706 + Penalty 2188.811391 = -9886082.759315 nChanged 8 SP:Iteration 157Q (7507.372009 sec): 3 clusters Score: Raw -9888272.151875 + Penalty 2188.811391 = -9886083.340484 nChanged 5 SP:Iteration 158Q (7507.524871 sec): 3 clusters Score: Raw -9888272.607009 + Penalty 2188.811391 = -9886083.795617 nChanged 6 SP:Iteration 159Q (7507.678548 sec): 3 clusters Score: Raw -9888273.282564 + Penalty 2188.811391 = -9886084.471173 nChanged 10 SP:Iteration 160F (7507.846880 sec): 3 clusters Score: Raw -9888273.974496 + Penalty 2188.811391 = -9886085.163105 nChanged 12 SP:Iteration 161Q (7507.996424 sec): 3 clusters Score: Raw -9888274.880217 + Penalty 2188.811391 = -9886086.068826 nChanged 5 SP:Iteration 162Q (7508.149319 sec): 3 clusters Score: Raw -9888275.480169 + Penalty 2188.811391 = -9886086.668777 nChanged 7 SP:Iteration 163Q (7508.302818 sec): 3 clusters Score: Raw -9888276.113890 + Penalty 2188.811391 = -9886087.302499 nChanged 5 SP:Iteration 164Q (7508.458813 sec): 3 clusters Score: Raw -9888276.470927 + Penalty 2188.811391 = -9886087.659536 nChanged 6 SP:Iteration 165Q (7508.618350 sec): 3 clusters Score: Raw -9888276.871165 + Penalty 2188.811391 = -9886088.059774 nChanged 2 SP:Iteration 166Q (7508.771019 sec): 3 clusters Score: Raw -9888277.067712 + Penalty 2188.811391 = -9886088.256321 nChanged 2 SP:Iteration 167Q (7508.925848 sec): 3 clusters Score: Raw -9888277.203654 + Penalty 2188.811391 = -9886088.392263 nChanged 3 SP:Iteration 168Q (7509.075764 sec): 3 clusters Score: Raw -9888277.634963 + Penalty 2188.811391 = -9886088.823572 nChanged 3 SP:Iteration 169Q (7509.224138 sec): 3 clusters Score: Raw -9888277.889731 + Penalty 2188.811391 = -9886089.078339 nChanged 3 SP:Iteration 170Q (7509.385454 sec): 3 clusters Score: Raw -9888278.117540 + Penalty 2188.811391 = -9886089.306149 nChanged 3 SP:Iteration 171Q (7509.536116 sec): 3 clusters Score: Raw -9888278.408418 + Penalty 2188.811391 = -9886089.597026 nChanged 8 SP:Iteration 172Q (7509.688229 sec): 3 clusters Score: Raw -9888279.183853 + Penalty 2188.811391 = -9886090.372462 nChanged 5 SP:Iteration 173Q (7509.831068 sec): 3 clusters Score: Raw -9888279.664556 + Penalty 2188.811391 = -9886090.853165 nChanged 5 SP:Iteration 174Q (7509.983944 sec): 3 clusters Score: Raw -9888280.129959 + Penalty 2188.811391 = -9886091.318568 nChanged 5 SP:Iteration 175Q (7510.138683 sec): 3 clusters Score: Raw -9888280.529952 + Penalty 2188.811391 = -9886091.718561 nChanged 7 SP:Iteration 176Q (7510.292876 sec): 3 clusters Score: Raw -9888281.320554 + Penalty 2188.811391 = -9886092.509163 nChanged 11 SP:Iteration 177Q (7510.435301 sec): 3 clusters Score: Raw -9888282.553632 + Penalty 2188.811391 = -9886093.742240 nChanged 11 SP:Iteration 178Q (7510.593695 sec): 3 clusters Score: Raw -9888284.367547 + Penalty 2188.811391 = -9886095.556156 nChanged 14 SP:Iteration 179Q (7510.744198 sec): 3 clusters Score: Raw -9888286.618023 + Penalty 2188.811391 = -9886097.806632 nChanged 13 SP:Iteration 180F (7510.914658 sec): 3 clusters Score: Raw -9888288.184344 + Penalty 2188.811391 = -9886099.372953 nChanged 17 SP:Iteration 181Q (7511.062229 sec): 3 clusters Score: Raw -9888290.331197 + Penalty 2188.811391 = -9886101.519806 nChanged 12 SP:Iteration 182Q (7511.213960 sec): 3 clusters Score: Raw -9888292.399249 + Penalty 2188.811391 = -9886103.587857 nChanged 6 SP:Iteration 183Q (7511.353688 sec): 3 clusters Score: Raw -9888293.149653 + Penalty 2188.811391 = -9886104.338261 nChanged 4 SP:Iteration 184Q (7511.499323 sec): 3 clusters Score: Raw -9888293.502136 + Penalty 2188.811391 = -9886104.690745 nChanged 2 SP:Iteration 185Q (7511.651411 sec): 3 clusters Score: Raw -9888293.702918 + Penalty 2188.811391 = -9886104.891527 nChanged 2 SP:Iteration 186Q (7511.818206 sec): 3 clusters Score: Raw -9888294.008009 + Penalty 2188.811391 = -9886105.196618 nChanged 4 SP:Iteration 187Q (7511.966199 sec): 3 clusters Score: Raw -9888294.537987 + Penalty 2188.811391 = -9886105.726596 nChanged 6 SP:Iteration 188Q (7512.115297 sec): 3 clusters Score: Raw -9888295.004067 + Penalty 2188.811391 = -9886106.192675 nChanged 4 SP:Iteration 189Q (7512.270454 sec): 3 clusters Score: Raw -9888295.230804 + Penalty 2188.811391 = -9886106.419413 nChanged 1 SP:Iteration 190Q (7512.415963 sec): 3 clusters Score: Raw -9888295.294924 + Penalty 2188.811391 = -9886106.483533 nChanged 3 SP:Iteration 191Q (7512.571421 sec): 3 clusters Score: Raw -9888295.556275 + Penalty 2188.811391 = -9886106.744884 nChanged 2 SP:Iteration 192Q (7512.718272 sec): 3 clusters Score: Raw -9888295.727631 + Penalty 2188.811391 = -9886106.916240 nChanged 2 SP:Iteration 193Q (7512.865876 sec): 3 clusters Score: Raw -9888295.950970 + Penalty 2188.811391 = -9886107.139579 nChanged 2 SP:Iteration 194Q (7513.013861 sec): 3 clusters Score: Raw -9888296.255520 + Penalty 2188.811391 = -9886107.444129 nChanged 4 SP:Iteration 195Q (7513.168029 sec): 3 clusters Score: Raw -9888296.606078 + Penalty 2188.811391 = -9886107.794687 nChanged 7 SP:Iteration 196Q (7513.322771 sec): 3 clusters Score: Raw -9888297.055092 + Penalty 2188.811391 = -9886108.243700 nChanged 2 SP:Iteration 197Q (7513.479191 sec): 3 clusters Score: Raw -9888297.225923 + Penalty 2188.811391 = -9886108.414531 nChanged 3 SP:Iteration 198Q (7513.627914 sec): 3 clusters Score: Raw -9888297.426777 + Penalty 2188.811391 = -9886108.615385 nChanged 1 SP:Iteration 199Q (7513.781982 sec): 3 clusters Score: Raw -9888297.468566 + Penalty 2188.811391 = -9886108.657175 nChanged 0 SP:Iteration 200F (7513.953380 sec): 3 clusters Score: Raw -9888297.468566 + Penalty 2188.811391 = -9886108.657175 nChanged 0 Trying to split cluster 28 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7513.985605 sec): 2 clusters Score: Raw -120797.214015 + Penalty 686.696903 = -120110.517112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7514.028384 sec): 3 clusters Score: Raw -120180.026493 + Penalty 1373.393806 = -118806.632687 nChanged 494 SP:Iteration 1F (7514.079856 sec): 3 clusters Score: Raw -120478.670064 + Penalty 1373.393806 = -119105.276258 nChanged 108 SP:Iteration 2F (7514.130655 sec): 3 clusters Score: Raw -120558.825508 + Penalty 1373.393806 = -119185.431702 nChanged 70 SP:Iteration 3F (7514.180412 sec): 3 clusters Score: Raw -120625.277664 + Penalty 1373.393806 = -119251.883859 nChanged 63 SP:Iteration 4Q (7514.225603 sec): 3 clusters Score: Raw -120701.574683 + Penalty 1373.393806 = -119328.180877 nChanged 75 SP:Iteration 5F (7514.273861 sec): 3 clusters Score: Raw -120762.643630 + Penalty 1373.393806 = -119389.249824 nChanged 50 SP:Iteration 6Q (7514.314252 sec): 3 clusters Score: Raw -120810.449316 + Penalty 1373.393806 = -119437.055510 nChanged 42 SP:Iteration 7Q (7514.360171 sec): 3 clusters Score: Raw -120845.392454 + Penalty 1373.393806 = -119471.998648 nChanged 39 SP:Iteration 8Q (7514.404738 sec): 3 clusters Score: Raw -120870.559771 + Penalty 1373.393806 = -119497.165966 nChanged 26 SP:Iteration 9Q (7514.456691 sec): 3 clusters Score: Raw -120890.551123 + Penalty 1373.393806 = -119517.157317 nChanged 23 SP:Iteration 10Q (7514.501218 sec): 3 clusters Score: Raw -120907.563109 + Penalty 1373.393806 = -119534.169304 nChanged 23 SP:Iteration 11Q (7514.550594 sec): 3 clusters Score: Raw -120930.543062 + Penalty 1373.393806 = -119557.149256 nChanged 25 SP:Iteration 12Q (7514.598578 sec): 3 clusters Score: Raw -120948.928617 + Penalty 1373.393806 = -119575.534811 nChanged 24 SP:Iteration 13Q (7514.648678 sec): 3 clusters Score: Raw -120967.972334 + Penalty 1373.393806 = -119594.578528 nChanged 20 SP:Iteration 14Q (7514.698919 sec): 3 clusters Score: Raw -120980.836328 + Penalty 1373.393806 = -119607.442522 nChanged 13 SP:Iteration 15Q (7514.735263 sec): 3 clusters Score: Raw -120992.192883 + Penalty 1373.393806 = -119618.799077 nChanged 11 SP:Iteration 16Q (7514.777283 sec): 3 clusters Score: Raw -120997.475849 + Penalty 1373.393806 = -119624.082043 nChanged 5 SP:Iteration 17Q (7514.819996 sec): 3 clusters Score: Raw -120999.580096 + Penalty 1373.393806 = -119626.186290 nChanged 2 SP:Iteration 18Q (7514.863747 sec): 3 clusters Score: Raw -121000.696878 + Penalty 1373.393806 = -119627.303072 nChanged 2 SP:Iteration 19Q (7514.907199 sec): 3 clusters Score: Raw -121001.481432 + Penalty 1373.393806 = -119628.087627 nChanged 2 SP:Iteration 20F (7514.950457 sec): 3 clusters Score: Raw -121002.849779 + Penalty 1373.393806 = -119629.455973 nChanged 3 SP:Iteration 21Q (7514.993857 sec): 3 clusters Score: Raw -121004.250207 + Penalty 1373.393806 = -119630.856401 nChanged 4 SP:Iteration 22Q (7515.036979 sec): 3 clusters Score: Raw -121005.481330 + Penalty 1373.393806 = -119632.087524 nChanged 2 SP:Iteration 23Q (7515.080376 sec): 3 clusters Score: Raw -121007.256164 + Penalty 1373.393806 = -119633.862358 nChanged 1 SP:Iteration 24Q (7515.123571 sec): 3 clusters Score: Raw -121007.664955 + Penalty 1373.393806 = -119634.271149 nChanged 3 SP:Iteration 25Q (7515.160977 sec): 3 clusters Score: Raw -121009.353750 + Penalty 1373.393806 = -119635.959944 nChanged 1 SP:Iteration 26Q (7515.199171 sec): 3 clusters Score: Raw -121009.574708 + Penalty 1373.393806 = -119636.180902 nChanged 0 SP:Iteration 27F (7515.243301 sec): 3 clusters Score: Raw -121009.574708 + Penalty 1373.393806 = -119636.180902 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7515.263802 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7515.303669 sec): 3 clusters Score: Raw -7811.549939 + Penalty 992.891868 = -6818.658071 nChanged 52 SP:Iteration 1F (7515.345709 sec): 3 clusters Score: Raw -7986.612068 + Penalty 992.891868 = -6993.720200 nChanged 16 SP:Iteration 2F (7515.387853 sec): 3 clusters Score: Raw -8055.607579 + Penalty 992.891868 = -7062.715711 nChanged 9 SP:Iteration 3Q (7515.427677 sec): 3 clusters Score: Raw -8127.521355 + Penalty 992.891868 = -7134.629487 nChanged 6 SP:Iteration 4Q (7515.470579 sec): 3 clusters Score: Raw -8163.278693 + Penalty 992.891868 = -7170.386825 nChanged 5 SP:Iteration 5Q (7515.512002 sec): 3 clusters Score: Raw -8222.470878 + Penalty 992.891868 = -7229.579010 nChanged 4 SP:Iteration 6Q (7515.566738 sec): 3 clusters Score: Raw -8265.674458 + Penalty 992.891868 = -7272.782590 nChanged 2 SP:Iteration 7Q (7515.609072 sec): 3 clusters Score: Raw -8271.081343 + Penalty 992.891868 = -7278.189475 nChanged 1 SP:Iteration 8Q (7515.650867 sec): 3 clusters Score: Raw -8274.019950 + Penalty 992.891868 = -7281.128082 nChanged 1 SP:Iteration 9Q (7515.692989 sec): 3 clusters Score: Raw -8276.232513 + Penalty 992.891868 = -7283.340645 nChanged 1 SP:Iteration 10Q (7515.737187 sec): 3 clusters Score: Raw -8277.950716 + Penalty 992.891868 = -7285.058848 nChanged 1 SP:Iteration 11Q (7515.781450 sec): 3 clusters Score: Raw -8280.071077 + Penalty 992.891868 = -7287.179209 nChanged 0 SP:Iteration 12F (7515.825722 sec): 3 clusters Score: Raw -8292.380483 + Penalty 992.891868 = -7299.488615 nChanged 1 SP:Iteration 13Q (7515.868427 sec): 3 clusters Score: Raw -8318.570202 + Penalty 992.891868 = -7325.678334 nChanged 2 SP:Iteration 14Q (7515.912204 sec): 3 clusters Score: Raw -8329.397386 + Penalty 992.891868 = -7336.505518 nChanged 1 SP:Iteration 15Q (7515.949671 sec): 3 clusters Score: Raw -8334.229973 + Penalty 992.891868 = -7341.338105 nChanged 1 SP:Iteration 16Q (7515.994953 sec): 3 clusters Score: Raw -8348.111133 + Penalty 992.891868 = -7355.219265 nChanged 0 SP:Iteration 17F (7516.037992 sec): 3 clusters Score: Raw -8348.111133 + Penalty 992.891868 = -7355.219265 nChanged 0 Score: Raw -58498474.777440 + Penalty 49431.021155 = -58449043.756285 Splitting cluster 29 changes total score from -58449683.295445 to -58449043.756285 So it's not getting split. Trying to split cluster 30 (7678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7528.170754 sec): 2 clusters Score: Raw -709817.672713 + Penalty 849.880866 = -708967.791848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7528.228840 sec): 3 clusters Score: Raw -705273.761055 + Penalty 1699.761731 = -703573.999324 nChanged 3467 SP:Iteration 1F (7528.276267 sec): 3 clusters Score: Raw -707177.910179 + Penalty 1699.761731 = -705478.148447 nChanged 492 SP:Iteration 2F (7528.323397 sec): 3 clusters Score: Raw -707432.515313 + Penalty 1699.761731 = -705732.753582 nChanged 463 SP:Iteration 3F (7528.381744 sec): 3 clusters Score: Raw -707694.964874 + Penalty 1699.761731 = -705995.203143 nChanged 449 SP:Iteration 4F (7528.441015 sec): 3 clusters Score: Raw -707940.873814 + Penalty 1699.761731 = -706241.112083 nChanged 420 SP:Iteration 5F (7528.498201 sec): 3 clusters Score: Raw -708183.360686 + Penalty 1699.761731 = -706483.598955 nChanged 398 SP:Iteration 6F (7528.558156 sec): 3 clusters Score: Raw -708417.192344 + Penalty 1699.761731 = -706717.430613 nChanged 369 SP:Iteration 7Q (7528.610102 sec): 3 clusters Score: Raw -708631.712953 + Penalty 1699.761731 = -706931.951222 nChanged 334 SP:Iteration 8Q (7528.660357 sec): 3 clusters Score: Raw -708833.681580 + Penalty 1699.761731 = -707133.919848 nChanged 289 SP:Iteration 9Q (7528.712725 sec): 3 clusters Score: Raw -709020.178461 + Penalty 1699.761731 = -707320.416729 nChanged 284 SP:Iteration 10Q (7528.763105 sec): 3 clusters Score: Raw -709200.005602 + Penalty 1699.761731 = -707500.243871 nChanged 239 SP:Iteration 11Q (7528.820258 sec): 3 clusters Score: Raw -709328.716936 + Penalty 1699.761731 = -707628.955205 nChanged 188 SP:Iteration 12Q (7528.882697 sec): 3 clusters Score: Raw -709410.104877 + Penalty 1699.761731 = -707710.343145 nChanged 141 SP:Iteration 13Q (7528.937940 sec): 3 clusters Score: Raw -709462.764113 + Penalty 1699.761731 = -707763.002382 nChanged 104 SP:Iteration 14Q (7528.984427 sec): 3 clusters Score: Raw -709497.763083 + Penalty 1699.761731 = -707798.001352 nChanged 97 SP:Iteration 15Q (7529.043223 sec): 3 clusters Score: Raw -709529.597949 + Penalty 1699.761731 = -707829.836218 nChanged 82 SP:Iteration 16Q (7529.098995 sec): 3 clusters Score: Raw -709554.604178 + Penalty 1699.761731 = -707854.842447 nChanged 65 SP:Iteration 17Q (7529.145448 sec): 3 clusters Score: Raw -709576.851954 + Penalty 1699.761731 = -707877.090223 nChanged 76 SP:Iteration 18Q (7529.203718 sec): 3 clusters Score: Raw -709599.077655 + Penalty 1699.761731 = -707899.315924 nChanged 61 SP:Iteration 19Q (7529.254998 sec): 3 clusters Score: Raw -709615.316586 + Penalty 1699.761731 = -707915.554854 nChanged 51 SP:Iteration 20F (7529.316438 sec): 3 clusters Score: Raw -709626.877609 + Penalty 1699.761731 = -707927.115878 nChanged 49 SP:Iteration 21Q (7529.364087 sec): 3 clusters Score: Raw -709641.371768 + Penalty 1699.761731 = -707941.610037 nChanged 44 SP:Iteration 22Q (7529.418595 sec): 3 clusters Score: Raw -709652.534705 + Penalty 1699.761731 = -707952.772973 nChanged 44 SP:Iteration 23Q (7529.483100 sec): 3 clusters Score: Raw -709663.121912 + Penalty 1699.761731 = -707963.360181 nChanged 37 SP:Iteration 24Q (7529.533728 sec): 3 clusters Score: Raw -709671.834154 + Penalty 1699.761731 = -707972.072423 nChanged 34 SP:Iteration 25Q (7529.583845 sec): 3 clusters Score: Raw -709678.032863 + Penalty 1699.761731 = -707978.271132 nChanged 31 SP:Iteration 26Q (7529.640150 sec): 3 clusters Score: Raw -709684.266812 + Penalty 1699.761731 = -707984.505080 nChanged 33 SP:Iteration 27Q (7529.706772 sec): 3 clusters Score: Raw -709690.528328 + Penalty 1699.761731 = -707990.766597 nChanged 27 SP:Iteration 28Q (7529.762473 sec): 3 clusters Score: Raw -709696.789215 + Penalty 1699.761731 = -707997.027483 nChanged 32 SP:Iteration 29Q (7529.807587 sec): 3 clusters Score: Raw -709701.506717 + Penalty 1699.761731 = -708001.744986 nChanged 19 SP:Iteration 30Q (7529.868534 sec): 3 clusters Score: Raw -709704.302470 + Penalty 1699.761731 = -708004.540739 nChanged 21 SP:Iteration 31Q (7529.918175 sec): 3 clusters Score: Raw -709706.987513 + Penalty 1699.761731 = -708007.225782 nChanged 19 SP:Iteration 32Q (7529.985516 sec): 3 clusters Score: Raw -709708.850065 + Penalty 1699.761731 = -708009.088334 nChanged 12 SP:Iteration 33Q (7530.041812 sec): 3 clusters Score: Raw -709709.971355 + Penalty 1699.761731 = -708010.209624 nChanged 13 SP:Iteration 34Q (7530.099443 sec): 3 clusters Score: Raw -709711.864322 + Penalty 1699.761731 = -708012.102591 nChanged 17 SP:Iteration 35Q (7530.155973 sec): 3 clusters Score: Raw -709714.557545 + Penalty 1699.761731 = -708014.795813 nChanged 19 SP:Iteration 36Q (7530.202937 sec): 3 clusters Score: Raw -709716.862560 + Penalty 1699.761731 = -708017.100828 nChanged 12 SP:Iteration 37Q (7530.258497 sec): 3 clusters Score: Raw -709718.176601 + Penalty 1699.761731 = -708018.414870 nChanged 7 SP:Iteration 38Q (7530.313755 sec): 3 clusters Score: Raw -709718.631523 + Penalty 1699.761731 = -708018.869792 nChanged 5 SP:Iteration 39Q (7530.360486 sec): 3 clusters Score: Raw -709719.112597 + Penalty 1699.761731 = -708019.350866 nChanged 6 SP:Iteration 40F (7530.412851 sec): 3 clusters Score: Raw -709720.029489 + Penalty 1699.761731 = -708020.267758 nChanged 7 SP:Iteration 41Q (7530.470495 sec): 3 clusters Score: Raw -709720.879060 + Penalty 1699.761731 = -708021.117329 nChanged 11 SP:Iteration 42Q (7530.527428 sec): 3 clusters Score: Raw -709722.520373 + Penalty 1699.761731 = -708022.758642 nChanged 13 SP:Iteration 43Q (7530.578372 sec): 3 clusters Score: Raw -709724.848066 + Penalty 1699.761731 = -708025.086335 nChanged 13 SP:Iteration 44Q (7530.626771 sec): 3 clusters Score: Raw -709726.953471 + Penalty 1699.761731 = -708027.191740 nChanged 14 SP:Iteration 45Q (7530.685715 sec): 3 clusters Score: Raw -709729.141388 + Penalty 1699.761731 = -708029.379657 nChanged 15 SP:Iteration 46Q (7530.730505 sec): 3 clusters Score: Raw -709731.439015 + Penalty 1699.761731 = -708031.677284 nChanged 10 SP:Iteration 47Q (7530.776630 sec): 3 clusters Score: Raw -709733.343433 + Penalty 1699.761731 = -708033.581702 nChanged 14 SP:Iteration 48Q (7530.817810 sec): 3 clusters Score: Raw -709736.050111 + Penalty 1699.761731 = -708036.288380 nChanged 14 SP:Iteration 49Q (7530.865663 sec): 3 clusters Score: Raw -709737.747656 + Penalty 1699.761731 = -708037.985924 nChanged 12 SP:Iteration 50Q (7530.922973 sec): 3 clusters Score: Raw -709740.269774 + Penalty 1699.761731 = -708040.508043 nChanged 16 SP:Iteration 51Q (7530.976575 sec): 3 clusters Score: Raw -709742.786608 + Penalty 1699.761731 = -708043.024877 nChanged 16 SP:Iteration 52Q (7531.015057 sec): 3 clusters Score: Raw -709745.832570 + Penalty 1699.761731 = -708046.070838 nChanged 20 SP:Iteration 53Q (7531.059074 sec): 3 clusters Score: Raw -709749.872910 + Penalty 1699.761731 = -708050.111179 nChanged 20 SP:Iteration 54Q (7531.106804 sec): 3 clusters Score: Raw -709754.298925 + Penalty 1699.761731 = -708054.537193 nChanged 24 SP:Iteration 55Q (7531.160543 sec): 3 clusters Score: Raw -709758.380601 + Penalty 1699.761731 = -708058.618869 nChanged 29 SP:Iteration 56Q (7531.212118 sec): 3 clusters Score: Raw -709764.628995 + Penalty 1699.761731 = -708064.867264 nChanged 37 SP:Iteration 57Q (7531.271850 sec): 3 clusters Score: Raw -709774.399416 + Penalty 1699.761731 = -708074.637685 nChanged 38 SP:Iteration 58Q (7531.312020 sec): 3 clusters Score: Raw -709783.624218 + Penalty 1699.761731 = -708083.862486 nChanged 27 SP:Iteration 59Q (7531.372485 sec): 3 clusters Score: Raw -709789.200521 + Penalty 1699.761731 = -708089.438790 nChanged 22 SP:Iteration 60F (7531.418152 sec): 3 clusters Score: Raw -709793.493236 + Penalty 1699.761731 = -708093.731504 nChanged 28 SP:Iteration 61Q (7531.471590 sec): 3 clusters Score: Raw -709798.388973 + Penalty 1699.761731 = -708098.627242 nChanged 17 SP:Iteration 62Q (7531.531694 sec): 3 clusters Score: Raw -709800.748439 + Penalty 1699.761731 = -708100.986707 nChanged 12 SP:Iteration 63Q (7531.573789 sec): 3 clusters Score: Raw -709803.480523 + Penalty 1699.761731 = -708103.718791 nChanged 16 SP:Iteration 64Q (7531.633434 sec): 3 clusters Score: Raw -709806.089375 + Penalty 1699.761731 = -708106.327644 nChanged 17 SP:Iteration 65Q (7531.676715 sec): 3 clusters Score: Raw -709809.066119 + Penalty 1699.761731 = -708109.304388 nChanged 17 SP:Iteration 66Q (7531.726850 sec): 3 clusters Score: Raw -709812.002327 + Penalty 1699.761731 = -708112.240596 nChanged 11 SP:Iteration 67Q (7531.775876 sec): 3 clusters Score: Raw -709813.296788 + Penalty 1699.761731 = -708113.535057 nChanged 9 SP:Iteration 68Q (7531.826705 sec): 3 clusters Score: Raw -709814.550487 + Penalty 1699.761731 = -708114.788756 nChanged 6 SP:Iteration 69Q (7531.877045 sec): 3 clusters Score: Raw -709815.359172 + Penalty 1699.761731 = -708115.597441 nChanged 9 SP:Iteration 70Q (7531.937891 sec): 3 clusters Score: Raw -709816.784625 + Penalty 1699.761731 = -708117.022893 nChanged 10 SP:Iteration 71Q (7531.980957 sec): 3 clusters Score: Raw -709819.107635 + Penalty 1699.761731 = -708119.345904 nChanged 15 SP:Iteration 72Q (7532.029223 sec): 3 clusters Score: Raw -709821.800414 + Penalty 1699.761731 = -708122.038682 nChanged 10 SP:Iteration 73Q (7532.074611 sec): 3 clusters Score: Raw -709823.374816 + Penalty 1699.761731 = -708123.613085 nChanged 9 SP:Iteration 74Q (7532.124720 sec): 3 clusters Score: Raw -709825.032041 + Penalty 1699.761731 = -708125.270309 nChanged 11 SP:Iteration 75Q (7532.184611 sec): 3 clusters Score: Raw -709827.551712 + Penalty 1699.761731 = -708127.789981 nChanged 13 SP:Iteration 76Q (7532.229035 sec): 3 clusters Score: Raw -709831.575047 + Penalty 1699.761731 = -708131.813316 nChanged 12 SP:Iteration 77Q (7532.279527 sec): 3 clusters Score: Raw -709834.224226 + Penalty 1699.761731 = -708134.462495 nChanged 14 SP:Iteration 78Q (7532.338968 sec): 3 clusters Score: Raw -709837.202218 + Penalty 1699.761731 = -708137.440487 nChanged 13 SP:Iteration 79Q (7532.381695 sec): 3 clusters Score: Raw -709839.715539 + Penalty 1699.761731 = -708139.953808 nChanged 11 SP:Iteration 80F (7532.433802 sec): 3 clusters Score: Raw -709841.542621 + Penalty 1699.761731 = -708141.780889 nChanged 11 SP:Iteration 81Q (7532.484427 sec): 3 clusters Score: Raw -709843.163484 + Penalty 1699.761731 = -708143.401752 nChanged 8 SP:Iteration 82Q (7532.546075 sec): 3 clusters Score: Raw -709844.669599 + Penalty 1699.761731 = -708144.907868 nChanged 8 SP:Iteration 83Q (7532.588138 sec): 3 clusters Score: Raw -709846.808758 + Penalty 1699.761731 = -708147.047027 nChanged 10 SP:Iteration 84Q (7532.648915 sec): 3 clusters Score: Raw -709849.770632 + Penalty 1699.761731 = -708150.008901 nChanged 13 SP:Iteration 85Q (7532.700084 sec): 3 clusters Score: Raw -709852.005558 + Penalty 1699.761731 = -708152.243827 nChanged 9 SP:Iteration 86Q (7532.743287 sec): 3 clusters Score: Raw -709853.593489 + Penalty 1699.761731 = -708153.831758 nChanged 10 SP:Iteration 87Q (7532.794901 sec): 3 clusters Score: Raw -709854.712290 + Penalty 1699.761731 = -708154.950559 nChanged 3 SP:Iteration 88Q (7532.845631 sec): 3 clusters Score: Raw -709854.921823 + Penalty 1699.761731 = -708155.160091 nChanged 3 SP:Iteration 89Q (7532.896346 sec): 3 clusters Score: Raw -709855.272579 + Penalty 1699.761731 = -708155.510848 nChanged 6 SP:Iteration 90Q (7532.948241 sec): 3 clusters Score: Raw -709856.003323 + Penalty 1699.761731 = -708156.241592 nChanged 4 SP:Iteration 91Q (7532.999873 sec): 3 clusters Score: Raw -709856.545673 + Penalty 1699.761731 = -708156.783941 nChanged 7 SP:Iteration 92Q (7533.060137 sec): 3 clusters Score: Raw -709857.574321 + Penalty 1699.761731 = -708157.812589 nChanged 5 SP:Iteration 93Q (7533.111944 sec): 3 clusters Score: Raw -709858.837606 + Penalty 1699.761731 = -708159.075875 nChanged 5 SP:Iteration 94Q (7533.154548 sec): 3 clusters Score: Raw -709859.737969 + Penalty 1699.761731 = -708159.976237 nChanged 11 SP:Iteration 95Q (7533.205687 sec): 3 clusters Score: Raw -709861.680729 + Penalty 1699.761731 = -708161.918998 nChanged 9 SP:Iteration 96Q (7533.261062 sec): 3 clusters Score: Raw -709863.229904 + Penalty 1699.761731 = -708163.468173 nChanged 12 SP:Iteration 97Q (7533.304768 sec): 3 clusters Score: Raw -709866.357697 + Penalty 1699.761731 = -708166.595966 nChanged 17 SP:Iteration 98Q (7533.354742 sec): 3 clusters Score: Raw -709869.582782 + Penalty 1699.761731 = -708169.821051 nChanged 10 SP:Iteration 99Q (7533.416950 sec): 3 clusters Score: Raw -709871.785508 + Penalty 1699.761731 = -708172.023777 nChanged 12 SP:Iteration 100F (7533.465886 sec): 3 clusters Score: Raw -709873.630686 + Penalty 1699.761731 = -708173.868955 nChanged 10 SP:Iteration 101Q (7533.531932 sec): 3 clusters Score: Raw -709876.304524 + Penalty 1699.761731 = -708176.542792 nChanged 14 SP:Iteration 102Q (7533.581291 sec): 3 clusters Score: Raw -709878.404059 + Penalty 1699.761731 = -708178.642327 nChanged 9 SP:Iteration 103Q (7533.634766 sec): 3 clusters Score: Raw -709879.815805 + Penalty 1699.761731 = -708180.054074 nChanged 13 SP:Iteration 104Q (7533.685994 sec): 3 clusters Score: Raw -709881.985988 + Penalty 1699.761731 = -708182.224257 nChanged 10 SP:Iteration 105Q (7533.730137 sec): 3 clusters Score: Raw -709884.206168 + Penalty 1699.761731 = -708184.444437 nChanged 11 SP:Iteration 106Q (7533.790713 sec): 3 clusters Score: Raw -709887.547280 + Penalty 1699.761731 = -708187.785548 nChanged 8 SP:Iteration 107Q (7533.845065 sec): 3 clusters Score: Raw -709889.320212 + Penalty 1699.761731 = -708189.558481 nChanged 8 SP:Iteration 108Q (7533.897417 sec): 3 clusters Score: Raw -709891.384434 + Penalty 1699.761731 = -708191.622703 nChanged 12 SP:Iteration 109Q (7533.947289 sec): 3 clusters Score: Raw -709894.564413 + Penalty 1699.761731 = -708194.802682 nChanged 13 SP:Iteration 110Q (7533.997007 sec): 3 clusters Score: Raw -709898.320480 + Penalty 1699.761731 = -708198.558748 nChanged 11 SP:Iteration 111Q (7534.058291 sec): 3 clusters Score: Raw -709900.984018 + Penalty 1699.761731 = -708201.222287 nChanged 15 SP:Iteration 112Q (7534.117442 sec): 3 clusters Score: Raw -709905.542316 + Penalty 1699.761731 = -708205.780585 nChanged 12 SP:Iteration 113Q (7534.170303 sec): 3 clusters Score: Raw -709908.005421 + Penalty 1699.761731 = -708208.243690 nChanged 8 SP:Iteration 114Q (7534.230537 sec): 3 clusters Score: Raw -709910.150699 + Penalty 1699.761731 = -708210.388967 nChanged 9 SP:Iteration 115Q (7534.279734 sec): 3 clusters Score: Raw -709912.585620 + Penalty 1699.761731 = -708212.823889 nChanged 15 SP:Iteration 116Q (7534.336023 sec): 3 clusters Score: Raw -709915.250289 + Penalty 1699.761731 = -708215.488558 nChanged 9 SP:Iteration 117Q (7534.386906 sec): 3 clusters Score: Raw -709916.597189 + Penalty 1699.761731 = -708216.835457 nChanged 6 SP:Iteration 118Q (7534.445318 sec): 3 clusters Score: Raw -709917.725588 + Penalty 1699.761731 = -708217.963856 nChanged 6 SP:Iteration 119Q (7534.498898 sec): 3 clusters Score: Raw -709918.631528 + Penalty 1699.761731 = -708218.869797 nChanged 6 SP:Iteration 120F (7534.548359 sec): 3 clusters Score: Raw -709919.624434 + Penalty 1699.761731 = -708219.862703 nChanged 4 SP:Iteration 121Q (7534.607840 sec): 3 clusters Score: Raw -709920.361132 + Penalty 1699.761731 = -708220.599400 nChanged 2 SP:Iteration 122Q (7534.648389 sec): 3 clusters Score: Raw -709921.056043 + Penalty 1699.761731 = -708221.294312 nChanged 6 SP:Iteration 123Q (7534.703296 sec): 3 clusters Score: Raw -709922.804587 + Penalty 1699.761731 = -708223.042855 nChanged 7 SP:Iteration 124Q (7534.760475 sec): 3 clusters Score: Raw -709924.362390 + Penalty 1699.761731 = -708224.600659 nChanged 9 SP:Iteration 125Q (7534.815160 sec): 3 clusters Score: Raw -709926.117712 + Penalty 1699.761731 = -708226.355981 nChanged 9 SP:Iteration 126Q (7534.868092 sec): 3 clusters Score: Raw -709927.799844 + Penalty 1699.761731 = -708228.038113 nChanged 5 SP:Iteration 127Q (7534.930491 sec): 3 clusters Score: Raw -709928.403279 + Penalty 1699.761731 = -708228.641547 nChanged 4 SP:Iteration 128Q (7534.985090 sec): 3 clusters Score: Raw -709929.712653 + Penalty 1699.761731 = -708229.950922 nChanged 8 SP:Iteration 129Q (7535.031402 sec): 3 clusters Score: Raw -709931.335856 + Penalty 1699.761731 = -708231.574124 nChanged 10 SP:Iteration 130Q (7535.091850 sec): 3 clusters Score: Raw -709933.274527 + Penalty 1699.761731 = -708233.512796 nChanged 10 SP:Iteration 131Q (7535.133330 sec): 3 clusters Score: Raw -709935.709730 + Penalty 1699.761731 = -708235.947999 nChanged 14 SP:Iteration 132Q (7535.195316 sec): 3 clusters Score: Raw -709938.268543 + Penalty 1699.761731 = -708238.506811 nChanged 17 SP:Iteration 133Q (7535.236824 sec): 3 clusters Score: Raw -709943.540880 + Penalty 1699.761731 = -708243.779149 nChanged 14 SP:Iteration 134Q (7535.299895 sec): 3 clusters Score: Raw -709946.998588 + Penalty 1699.761731 = -708247.236857 nChanged 12 SP:Iteration 135Q (7535.351324 sec): 3 clusters Score: Raw -709949.922902 + Penalty 1699.761731 = -708250.161170 nChanged 8 SP:Iteration 136Q (7535.394757 sec): 3 clusters Score: Raw -709952.413009 + Penalty 1699.761731 = -708252.651278 nChanged 14 SP:Iteration 137Q (7535.456291 sec): 3 clusters Score: Raw -709955.993172 + Penalty 1699.761731 = -708256.231441 nChanged 14 SP:Iteration 138Q (7535.503941 sec): 3 clusters Score: Raw -709959.039259 + Penalty 1699.761731 = -708259.277528 nChanged 17 SP:Iteration 139Q (7535.560302 sec): 3 clusters Score: Raw -709963.827405 + Penalty 1699.761731 = -708264.065674 nChanged 14 SP:Iteration 140F (7535.617435 sec): 3 clusters Score: Raw -709967.982535 + Penalty 1699.761731 = -708268.220804 nChanged 19 SP:Iteration 141Q (7535.673142 sec): 3 clusters Score: Raw -709974.545137 + Penalty 1699.761731 = -708274.783405 nChanged 19 SP:Iteration 142Q (7535.726974 sec): 3 clusters Score: Raw -709980.160135 + Penalty 1699.761731 = -708280.398403 nChanged 21 SP:Iteration 143Q (7535.789402 sec): 3 clusters Score: Raw -709986.354284 + Penalty 1699.761731 = -708286.592552 nChanged 16 SP:Iteration 144Q (7535.837170 sec): 3 clusters Score: Raw -709990.246483 + Penalty 1699.761731 = -708290.484751 nChanged 16 SP:Iteration 145Q (7535.899963 sec): 3 clusters Score: Raw -709995.112955 + Penalty 1699.761731 = -708295.351223 nChanged 13 SP:Iteration 146Q (7535.956908 sec): 3 clusters Score: Raw -709998.744310 + Penalty 1699.761731 = -708298.982579 nChanged 11 SP:Iteration 147Q (7536.002727 sec): 3 clusters Score: Raw -710000.875800 + Penalty 1699.761731 = -708301.114068 nChanged 7 SP:Iteration 148Q (7536.053253 sec): 3 clusters Score: Raw -710001.916420 + Penalty 1699.761731 = -708302.154688 nChanged 4 SP:Iteration 149Q (7536.104050 sec): 3 clusters Score: Raw -710003.073883 + Penalty 1699.761731 = -708303.312152 nChanged 6 SP:Iteration 150Q (7536.151095 sec): 3 clusters Score: Raw -710004.319305 + Penalty 1699.761731 = -708304.557573 nChanged 6 SP:Iteration 151Q (7536.202369 sec): 3 clusters Score: Raw -710006.744825 + Penalty 1699.761731 = -708306.983094 nChanged 7 SP:Iteration 152Q (7536.250170 sec): 3 clusters Score: Raw -710009.028196 + Penalty 1699.761731 = -708309.266465 nChanged 9 SP:Iteration 153Q (7536.303531 sec): 3 clusters Score: Raw -710012.230241 + Penalty 1699.761731 = -708312.468509 nChanged 7 SP:Iteration 154Q (7536.358760 sec): 3 clusters Score: Raw -710014.145951 + Penalty 1699.761731 = -708314.384220 nChanged 7 SP:Iteration 155Q (7536.401586 sec): 3 clusters Score: Raw -710015.576874 + Penalty 1699.761731 = -708315.815143 nChanged 6 SP:Iteration 156Q (7536.453246 sec): 3 clusters Score: Raw -710016.469293 + Penalty 1699.761731 = -708316.707562 nChanged 1 SP:Iteration 157Q (7536.506962 sec): 3 clusters Score: Raw -710016.710400 + Penalty 1699.761731 = -708316.948669 nChanged 3 SP:Iteration 158Q (7536.546011 sec): 3 clusters Score: Raw -710017.557104 + Penalty 1699.761731 = -708317.795373 nChanged 3 SP:Iteration 159Q (7536.591324 sec): 3 clusters Score: Raw -710018.341768 + Penalty 1699.761731 = -708318.580037 nChanged 1 SP:Iteration 160F (7536.640272 sec): 3 clusters Score: Raw -710018.433303 + Penalty 1699.761731 = -708318.671571 nChanged 0 Trying to split cluster 31 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7536.659965 sec): 2 clusters Score: Raw -14764.930326 + Penalty 503.813966 = -14261.116360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7536.699868 sec): 3 clusters Score: Raw -14831.645426 + Penalty 1007.627933 = -13824.017494 nChanged 41 SP:Iteration 1F (7536.742677 sec): 3 clusters Score: Raw -14940.231179 + Penalty 1007.627933 = -13932.603247 nChanged 12 SP:Iteration 2F (7536.786417 sec): 3 clusters Score: Raw -14962.973261 + Penalty 1007.627933 = -13955.345328 nChanged 6 SP:Iteration 3Q (7536.840884 sec): 3 clusters Score: Raw -14974.707808 + Penalty 1007.627933 = -13967.079876 nChanged 3 SP:Iteration 4Q (7536.872969 sec): 3 clusters Score: Raw -14979.153626 + Penalty 1007.627933 = -13971.525694 nChanged 2 SP:Iteration 5Q (7536.916882 sec): 3 clusters Score: Raw -14986.814705 + Penalty 1007.627933 = -13979.186772 nChanged 3 SP:Iteration 6Q (7536.969074 sec): 3 clusters Score: Raw -14994.228276 + Penalty 1007.627933 = -13986.600344 nChanged 1 SP:Iteration 7Q (7537.012876 sec): 3 clusters Score: Raw -14994.754190 + Penalty 1007.627933 = -13987.126258 nChanged 0 SP:Iteration 8F (7537.053678 sec): 3 clusters Score: Raw -14994.754190 + Penalty 1007.627933 = -13987.126258 nChanged 0 Trying to split cluster 32 (4641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7537.084479 sec): 2 clusters Score: Raw -444510.838276 + Penalty 802.055088 = -443708.783188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7537.124447 sec): 3 clusters Score: Raw -441957.613001 + Penalty 1604.110176 = -440353.502825 nChanged 1977 SP:Iteration 1F (7537.172019 sec): 3 clusters Score: Raw -443153.324164 + Penalty 1604.110176 = -441549.213988 nChanged 320 SP:Iteration 2F (7537.211702 sec): 3 clusters Score: Raw -443300.563880 + Penalty 1604.110176 = -441696.453704 nChanged 226 SP:Iteration 3Q (7537.252645 sec): 3 clusters Score: Raw -443428.157753 + Penalty 1604.110176 = -441824.047576 nChanged 238 SP:Iteration 4F (7537.309321 sec): 3 clusters Score: Raw -443579.988097 + Penalty 1604.110176 = -441975.877920 nChanged 245 SP:Iteration 5F (7537.342602 sec): 3 clusters Score: Raw -443739.302053 + Penalty 1604.110176 = -442135.191876 nChanged 198 SP:Iteration 6Q (7537.396203 sec): 3 clusters Score: Raw -443856.792592 + Penalty 1604.110176 = -442252.682415 nChanged 175 SP:Iteration 7Q (7537.437059 sec): 3 clusters Score: Raw -443957.205006 + Penalty 1604.110176 = -442353.094830 nChanged 153 SP:Iteration 8Q (7537.485117 sec): 3 clusters Score: Raw -444057.950343 + Penalty 1604.110176 = -442453.840167 nChanged 141 SP:Iteration 9Q (7537.540760 sec): 3 clusters Score: Raw -444171.054885 + Penalty 1604.110176 = -442566.944709 nChanged 130 SP:Iteration 10Q (7537.579359 sec): 3 clusters Score: Raw -444273.982400 + Penalty 1604.110176 = -442669.872223 nChanged 117 SP:Iteration 11Q (7537.635882 sec): 3 clusters Score: Raw -444365.258213 + Penalty 1604.110176 = -442761.148037 nChanged 114 SP:Iteration 12Q (7537.670353 sec): 3 clusters Score: Raw -444459.156012 + Penalty 1604.110176 = -442855.045835 nChanged 100 SP:Iteration 13Q (7537.715369 sec): 3 clusters Score: Raw -444523.059727 + Penalty 1604.110176 = -442918.949550 nChanged 81 SP:Iteration 14Q (7537.765191 sec): 3 clusters Score: Raw -444559.155913 + Penalty 1604.110176 = -442955.045736 nChanged 59 SP:Iteration 15Q (7537.825290 sec): 3 clusters Score: Raw -444586.951986 + Penalty 1604.110176 = -442982.841809 nChanged 50 SP:Iteration 16Q (7537.865077 sec): 3 clusters Score: Raw -444611.922485 + Penalty 1604.110176 = -443007.812308 nChanged 43 SP:Iteration 17Q (7537.923929 sec): 3 clusters Score: Raw -444629.980477 + Penalty 1604.110176 = -443025.870301 nChanged 32 SP:Iteration 18Q (7537.964935 sec): 3 clusters Score: Raw -444641.534773 + Penalty 1604.110176 = -443037.424597 nChanged 29 SP:Iteration 19Q (7538.010321 sec): 3 clusters Score: Raw -444654.189275 + Penalty 1604.110176 = -443050.079098 nChanged 24 SP:Iteration 20F (7538.057594 sec): 3 clusters Score: Raw -444664.045433 + Penalty 1604.110176 = -443059.935257 nChanged 27 SP:Iteration 21Q (7538.105212 sec): 3 clusters Score: Raw -444674.345019 + Penalty 1604.110176 = -443070.234842 nChanged 18 SP:Iteration 22Q (7538.151622 sec): 3 clusters Score: Raw -444679.268776 + Penalty 1604.110176 = -443075.158599 nChanged 9 SP:Iteration 23Q (7538.197054 sec): 3 clusters Score: Raw -444681.089251 + Penalty 1604.110176 = -443076.979074 nChanged 8 SP:Iteration 24Q (7538.245112 sec): 3 clusters Score: Raw -444682.897395 + Penalty 1604.110176 = -443078.787219 nChanged 9 SP:Iteration 25Q (7538.292059 sec): 3 clusters Score: Raw -444685.041833 + Penalty 1604.110176 = -443080.931657 nChanged 9 SP:Iteration 26Q (7538.331718 sec): 3 clusters Score: Raw -444687.160772 + Penalty 1604.110176 = -443083.050595 nChanged 7 SP:Iteration 27Q (7538.381397 sec): 3 clusters Score: Raw -444688.438072 + Penalty 1604.110176 = -443084.327896 nChanged 3 SP:Iteration 28Q (7538.426897 sec): 3 clusters Score: Raw -444688.975483 + Penalty 1604.110176 = -443084.865307 nChanged 4 SP:Iteration 29Q (7538.477095 sec): 3 clusters Score: Raw -444689.439251 + Penalty 1604.110176 = -443085.329075 nChanged 2 SP:Iteration 30Q (7538.522783 sec): 3 clusters Score: Raw -444689.807954 + Penalty 1604.110176 = -443085.697778 nChanged 1 SP:Iteration 31Q (7538.577586 sec): 3 clusters Score: Raw -444690.069155 + Penalty 1604.110176 = -443085.958979 nChanged 2 SP:Iteration 32Q (7538.617277 sec): 3 clusters Score: Raw -444690.438055 + Penalty 1604.110176 = -443086.327878 nChanged 2 SP:Iteration 33Q (7538.655192 sec): 3 clusters Score: Raw -444690.652662 + Penalty 1604.110176 = -443086.542485 nChanged 4 SP:Iteration 34Q (7538.701920 sec): 3 clusters Score: Raw -444691.262594 + Penalty 1604.110176 = -443087.152418 nChanged 2 SP:Iteration 35Q (7538.744792 sec): 3 clusters Score: Raw -444691.376082 + Penalty 1604.110176 = -443087.265905 nChanged 0 SP:Iteration 36F (7538.809459 sec): 3 clusters Score: Raw -444691.376082 + Penalty 1604.110176 = -443087.265905 nChanged 0 Trying to split cluster 33 (5890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7538.828698 sec): 2 clusters Score: Raw -472115.986757 + Penalty 824.696071 = -471291.290686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7538.874833 sec): 3 clusters Score: Raw -468793.490850 + Penalty 1649.392143 = -467144.098708 nChanged 2589 SP:Iteration 1F (7538.923571 sec): 3 clusters Score: Raw -470493.456059 + Penalty 1649.392143 = -468844.063917 nChanged 474 SP:Iteration 2F (7538.971704 sec): 3 clusters Score: Raw -470810.834506 + Penalty 1649.392143 = -469161.442363 nChanged 428 SP:Iteration 3F (7539.026990 sec): 3 clusters Score: Raw -471100.548923 + Penalty 1649.392143 = -469451.156781 nChanged 345 SP:Iteration 4F (7539.081011 sec): 3 clusters Score: Raw -471303.515590 + Penalty 1649.392143 = -469654.123448 nChanged 269 SP:Iteration 5Q (7539.137910 sec): 3 clusters Score: Raw -471438.884886 + Penalty 1649.392143 = -469789.492744 nChanged 212 SP:Iteration 6Q (7539.194695 sec): 3 clusters Score: Raw -471534.141096 + Penalty 1649.392143 = -469884.748953 nChanged 175 SP:Iteration 7Q (7539.249781 sec): 3 clusters Score: Raw -471623.024184 + Penalty 1649.392143 = -469973.632041 nChanged 178 SP:Iteration 8Q (7539.302843 sec): 3 clusters Score: Raw -471718.696903 + Penalty 1649.392143 = -470069.304761 nChanged 181 SP:Iteration 9Q (7539.353872 sec): 3 clusters Score: Raw -471820.380729 + Penalty 1649.392143 = -470170.988586 nChanged 179 SP:Iteration 10Q (7539.408441 sec): 3 clusters Score: Raw -471909.039352 + Penalty 1649.392143 = -470259.647210 nChanged 155 SP:Iteration 11Q (7539.452841 sec): 3 clusters Score: Raw -471969.098591 + Penalty 1649.392143 = -470319.706449 nChanged 131 SP:Iteration 12Q (7539.507425 sec): 3 clusters Score: Raw -472020.164965 + Penalty 1649.392143 = -470370.772823 nChanged 102 SP:Iteration 13Q (7539.562117 sec): 3 clusters Score: Raw -472056.005823 + Penalty 1649.392143 = -470406.613681 nChanged 76 SP:Iteration 14Q (7539.617847 sec): 3 clusters Score: Raw -472078.212648 + Penalty 1649.392143 = -470428.820505 nChanged 79 SP:Iteration 15Q (7539.661454 sec): 3 clusters Score: Raw -472102.375516 + Penalty 1649.392143 = -470452.983373 nChanged 69 SP:Iteration 16Q (7539.717517 sec): 3 clusters Score: Raw -472123.133792 + Penalty 1649.392143 = -470473.741650 nChanged 75 SP:Iteration 17Q (7539.773401 sec): 3 clusters Score: Raw -472144.629131 + Penalty 1649.392143 = -470495.236989 nChanged 84 SP:Iteration 18Q (7539.839216 sec): 3 clusters Score: Raw -472167.325460 + Penalty 1649.392143 = -470517.933318 nChanged 72 SP:Iteration 19Q (7539.893036 sec): 3 clusters Score: Raw -472188.530281 + Penalty 1649.392143 = -470539.138139 nChanged 76 SP:Iteration 20F (7539.946267 sec): 3 clusters Score: Raw -472213.594823 + Penalty 1649.392143 = -470564.202681 nChanged 83 SP:Iteration 21Q (7540.005145 sec): 3 clusters Score: Raw -472242.792849 + Penalty 1649.392143 = -470593.400706 nChanged 82 SP:Iteration 22Q (7540.069098 sec): 3 clusters Score: Raw -472269.914065 + Penalty 1649.392143 = -470620.521923 nChanged 76 SP:Iteration 23Q (7540.128723 sec): 3 clusters Score: Raw -472297.409649 + Penalty 1649.392143 = -470648.017507 nChanged 67 SP:Iteration 24Q (7540.182750 sec): 3 clusters Score: Raw -472325.416498 + Penalty 1649.392143 = -470676.024356 nChanged 61 SP:Iteration 25Q (7540.243393 sec): 3 clusters Score: Raw -472347.508635 + Penalty 1649.392143 = -470698.116492 nChanged 51 SP:Iteration 26Q (7540.302732 sec): 3 clusters Score: Raw -472366.010689 + Penalty 1649.392143 = -470716.618547 nChanged 48 SP:Iteration 27Q (7540.364526 sec): 3 clusters Score: Raw -472382.479144 + Penalty 1649.392143 = -470733.087002 nChanged 46 SP:Iteration 28Q (7540.421903 sec): 3 clusters Score: Raw -472398.681058 + Penalty 1649.392143 = -470749.288916 nChanged 44 SP:Iteration 29Q (7540.482490 sec): 3 clusters Score: Raw -472411.112612 + Penalty 1649.392143 = -470761.720470 nChanged 44 SP:Iteration 30Q (7540.527139 sec): 3 clusters Score: Raw -472426.579316 + Penalty 1649.392143 = -470777.187173 nChanged 36 SP:Iteration 31Q (7540.592946 sec): 3 clusters Score: Raw -472436.696351 + Penalty 1649.392143 = -470787.304209 nChanged 33 SP:Iteration 32Q (7540.646009 sec): 3 clusters Score: Raw -472446.933970 + Penalty 1649.392143 = -470797.541828 nChanged 30 SP:Iteration 33Q (7540.707250 sec): 3 clusters Score: Raw -472455.482996 + Penalty 1649.392143 = -470806.090853 nChanged 25 SP:Iteration 34Q (7540.773015 sec): 3 clusters Score: Raw -472461.349209 + Penalty 1649.392143 = -470811.957067 nChanged 25 SP:Iteration 35Q (7540.827265 sec): 3 clusters Score: Raw -472468.533802 + Penalty 1649.392143 = -470819.141660 nChanged 20 SP:Iteration 36Q (7540.885619 sec): 3 clusters Score: Raw -472473.405248 + Penalty 1649.392143 = -470824.013106 nChanged 16 SP:Iteration 37Q (7540.926649 sec): 3 clusters Score: Raw -472477.460175 + Penalty 1649.392143 = -470828.068033 nChanged 11 SP:Iteration 38Q (7540.988545 sec): 3 clusters Score: Raw -472480.561789 + Penalty 1649.392143 = -470831.169646 nChanged 15 SP:Iteration 39Q (7541.021481 sec): 3 clusters Score: Raw -472484.120319 + Penalty 1649.392143 = -470834.728176 nChanged 12 SP:Iteration 40F (7541.073920 sec): 3 clusters Score: Raw -472487.576565 + Penalty 1649.392143 = -470838.184422 nChanged 9 SP:Iteration 41Q (7541.128430 sec): 3 clusters Score: Raw -472490.164985 + Penalty 1649.392143 = -470840.772842 nChanged 8 SP:Iteration 42Q (7541.183341 sec): 3 clusters Score: Raw -472492.324550 + Penalty 1649.392143 = -470842.932407 nChanged 6 SP:Iteration 43Q (7541.239266 sec): 3 clusters Score: Raw -472493.979987 + Penalty 1649.392143 = -470844.587844 nChanged 8 SP:Iteration 44Q (7541.281450 sec): 3 clusters Score: Raw -472496.641357 + Penalty 1649.392143 = -470847.249215 nChanged 9 SP:Iteration 45Q (7541.333705 sec): 3 clusters Score: Raw -472499.257461 + Penalty 1649.392143 = -470849.865319 nChanged 7 SP:Iteration 46Q (7541.383677 sec): 3 clusters Score: Raw -472501.968056 + Penalty 1649.392143 = -470852.575913 nChanged 4 SP:Iteration 47Q (7541.429798 sec): 3 clusters Score: Raw -472502.946933 + Penalty 1649.392143 = -470853.554790 nChanged 1 SP:Iteration 48Q (7541.481916 sec): 3 clusters Score: Raw -472503.052123 + Penalty 1649.392143 = -470853.659980 nChanged 3 SP:Iteration 49Q (7541.536987 sec): 3 clusters Score: Raw -472503.280353 + Penalty 1649.392143 = -470853.888210 nChanged 1 SP:Iteration 50Q (7541.577595 sec): 3 clusters Score: Raw -472503.553188 + Penalty 1649.392143 = -470854.161045 nChanged 1 SP:Iteration 51Q (7541.624933 sec): 3 clusters Score: Raw -472503.690220 + Penalty 1649.392143 = -470854.298077 nChanged 1 SP:Iteration 52Q (7541.677829 sec): 3 clusters Score: Raw -472503.744019 + Penalty 1649.392143 = -470854.351876 nChanged 0 SP:Iteration 53F (7541.733128 sec): 3 clusters Score: Raw -472503.744019 + Penalty 1649.392143 = -470854.351876 nChanged 0 Trying to split cluster 34 (3719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7541.753375 sec): 2 clusters Score: Raw -335795.399072 + Penalty 781.014959 = -335014.384113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7541.805068 sec): 3 clusters Score: Raw -333814.965143 + Penalty 1562.029918 = -332252.935225 nChanged 1591 SP:Iteration 1F (7541.868350 sec): 3 clusters Score: Raw -334801.726084 + Penalty 1562.029918 = -333239.696167 nChanged 365 SP:Iteration 2F (7541.918037 sec): 3 clusters Score: Raw -335070.563795 + Penalty 1562.029918 = -333508.533877 nChanged 284 SP:Iteration 3F (7541.972795 sec): 3 clusters Score: Raw -335286.811041 + Penalty 1562.029918 = -333724.781123 nChanged 234 SP:Iteration 4F (7542.012973 sec): 3 clusters Score: Raw -335491.375748 + Penalty 1562.029918 = -333929.345830 nChanged 241 SP:Iteration 5F (7542.062575 sec): 3 clusters Score: Raw -335747.130725 + Penalty 1562.029918 = -334185.100807 nChanged 189 SP:Iteration 6F (7542.108479 sec): 3 clusters Score: Raw -335915.311364 + Penalty 1562.029918 = -334353.281446 nChanged 151 SP:Iteration 7Q (7542.169811 sec): 3 clusters Score: Raw -336025.099332 + Penalty 1562.029918 = -334463.069414 nChanged 113 SP:Iteration 8Q (7542.211948 sec): 3 clusters Score: Raw -336082.155220 + Penalty 1562.029918 = -334520.125302 nChanged 70 SP:Iteration 9Q (7542.262381 sec): 3 clusters Score: Raw -336117.042702 + Penalty 1562.029918 = -334555.012784 nChanged 60 SP:Iteration 10Q (7542.310954 sec): 3 clusters Score: Raw -336140.733609 + Penalty 1562.029918 = -334578.703692 nChanged 40 SP:Iteration 11Q (7542.356979 sec): 3 clusters Score: Raw -336156.268143 + Penalty 1562.029918 = -334594.238225 nChanged 42 SP:Iteration 12Q (7542.398593 sec): 3 clusters Score: Raw -336171.686972 + Penalty 1562.029918 = -334609.657055 nChanged 45 SP:Iteration 13Q (7542.447334 sec): 3 clusters Score: Raw -336188.194827 + Penalty 1562.029918 = -334626.164909 nChanged 26 SP:Iteration 14Q (7542.489768 sec): 3 clusters Score: Raw -336195.957995 + Penalty 1562.029918 = -334633.928077 nChanged 20 SP:Iteration 15Q (7542.526344 sec): 3 clusters Score: Raw -336200.734587 + Penalty 1562.029918 = -334638.704669 nChanged 18 SP:Iteration 16Q (7542.584242 sec): 3 clusters Score: Raw -336205.726421 + Penalty 1562.029918 = -334643.696503 nChanged 15 SP:Iteration 17Q (7542.633480 sec): 3 clusters Score: Raw -336208.766318 + Penalty 1562.029918 = -334646.736400 nChanged 8 SP:Iteration 18Q (7542.684597 sec): 3 clusters Score: Raw -336209.869048 + Penalty 1562.029918 = -334647.839130 nChanged 7 SP:Iteration 19Q (7542.735619 sec): 3 clusters Score: Raw -336210.894589 + Penalty 1562.029918 = -334648.864671 nChanged 4 SP:Iteration 20F (7542.780312 sec): 3 clusters Score: Raw -336211.349479 + Penalty 1562.029918 = -334649.319561 nChanged 6 SP:Iteration 21Q (7542.817170 sec): 3 clusters Score: Raw -336211.890583 + Penalty 1562.029918 = -334649.860665 nChanged 5 SP:Iteration 22Q (7542.855613 sec): 3 clusters Score: Raw -336212.343329 + Penalty 1562.029918 = -334650.313411 nChanged 4 SP:Iteration 23Q (7542.903395 sec): 3 clusters Score: Raw -336212.751352 + Penalty 1562.029918 = -334650.721435 nChanged 4 SP:Iteration 24Q (7542.947872 sec): 3 clusters Score: Raw -336213.329953 + Penalty 1562.029918 = -334651.300035 nChanged 5 SP:Iteration 25Q (7542.997892 sec): 3 clusters Score: Raw -336213.802855 + Penalty 1562.029918 = -334651.772937 nChanged 5 SP:Iteration 26Q (7543.047665 sec): 3 clusters Score: Raw -336214.237055 + Penalty 1562.029918 = -334652.207137 nChanged 4 SP:Iteration 27Q (7543.103394 sec): 3 clusters Score: Raw -336214.707276 + Penalty 1562.029918 = -334652.677358 nChanged 2 SP:Iteration 28Q (7543.142733 sec): 3 clusters Score: Raw -336214.906576 + Penalty 1562.029918 = -334652.876658 nChanged 3 SP:Iteration 29Q (7543.199985 sec): 3 clusters Score: Raw -336215.271785 + Penalty 1562.029918 = -334653.241867 nChanged 3 SP:Iteration 30Q (7543.238419 sec): 3 clusters Score: Raw -336215.618730 + Penalty 1562.029918 = -334653.588812 nChanged 3 SP:Iteration 31Q (7543.297992 sec): 3 clusters Score: Raw -336215.850355 + Penalty 1562.029918 = -334653.820438 nChanged 0 SP:Iteration 32F (7543.345405 sec): 3 clusters Score: Raw -336215.850355 + Penalty 1562.029918 = -334653.820438 nChanged 0 Trying to split cluster 35 (16589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7543.391363 sec): 2 clusters Score: Raw -1641066.743227 + Penalty 923.067035 = -1640143.676192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7543.457076 sec): 3 clusters Score: Raw -1630898.550355 + Penalty 1846.134070 = -1629052.416286 nChanged 7594 SP:Iteration 1F (7543.526491 sec): 3 clusters Score: Raw -1635246.983199 + Penalty 1846.134070 = -1633400.849129 nChanged 855 SP:Iteration 2F (7543.590823 sec): 3 clusters Score: Raw -1635584.951727 + Penalty 1846.134070 = -1633738.817658 nChanged 840 SP:Iteration 3F (7543.649927 sec): 3 clusters Score: Raw -1635950.067173 + Penalty 1846.134070 = -1634103.933103 nChanged 897 SP:Iteration 4F (7543.720194 sec): 3 clusters Score: Raw -1636440.219713 + Penalty 1846.134070 = -1634594.085643 nChanged 959 SP:Iteration 5F (7543.787111 sec): 3 clusters Score: Raw -1637041.584533 + Penalty 1846.134070 = -1635195.450464 nChanged 970 SP:Iteration 6F (7543.853070 sec): 3 clusters Score: Raw -1637779.905567 + Penalty 1846.134070 = -1635933.771497 nChanged 981 SP:Iteration 7F (7543.925161 sec): 3 clusters Score: Raw -1638569.917130 + Penalty 1846.134070 = -1636723.783060 nChanged 809 SP:Iteration 8Q (7543.983314 sec): 3 clusters Score: Raw -1639234.188773 + Penalty 1846.134070 = -1637388.054703 nChanged 594 SP:Iteration 9Q (7544.047978 sec): 3 clusters Score: Raw -1639649.039410 + Penalty 1846.134070 = -1637802.905340 nChanged 438 SP:Iteration 10Q (7544.106099 sec): 3 clusters Score: Raw -1639922.645295 + Penalty 1846.134070 = -1638076.511226 nChanged 342 SP:Iteration 11Q (7544.178633 sec): 3 clusters Score: Raw -1640111.917996 + Penalty 1846.134070 = -1638265.783926 nChanged 275 SP:Iteration 12Q (7544.242933 sec): 3 clusters Score: Raw -1640261.021259 + Penalty 1846.134070 = -1638414.887189 nChanged 226 SP:Iteration 13Q (7544.289702 sec): 3 clusters Score: Raw -1640386.940111 + Penalty 1846.134070 = -1638540.806041 nChanged 205 SP:Iteration 14Q (7544.353562 sec): 3 clusters Score: Raw -1640506.709465 + Penalty 1846.134070 = -1638660.575395 nChanged 203 SP:Iteration 15Q (7544.426678 sec): 3 clusters Score: Raw -1640617.311108 + Penalty 1846.134070 = -1638771.177039 nChanged 162 SP:Iteration 16Q (7544.492276 sec): 3 clusters Score: Raw -1640702.778071 + Penalty 1846.134070 = -1638856.644001 nChanged 137 SP:Iteration 17Q (7544.536034 sec): 3 clusters Score: Raw -1640774.402529 + Penalty 1846.134070 = -1638928.268459 nChanged 122 SP:Iteration 18Q (7544.598059 sec): 3 clusters Score: Raw -1640833.626518 + Penalty 1846.134070 = -1638987.492448 nChanged 105 SP:Iteration 19Q (7544.624708 sec): 3 clusters Score: Raw -1640878.023199 + Penalty 1846.134070 = -1639031.889129 nChanged 80 SP:Iteration 20F (7544.687775 sec): 3 clusters Score: Raw -1640909.830842 + Penalty 1846.134070 = -1639063.696772 nChanged 62 SP:Iteration 21Q (7544.750730 sec): 3 clusters Score: Raw -1640937.200763 + Penalty 1846.134070 = -1639091.066693 nChanged 60 SP:Iteration 22Q (7544.801742 sec): 3 clusters Score: Raw -1640966.303278 + Penalty 1846.134070 = -1639120.169208 nChanged 52 SP:Iteration 23Q (7544.859456 sec): 3 clusters Score: Raw -1640991.292736 + Penalty 1846.134070 = -1639145.158666 nChanged 47 SP:Iteration 24Q (7544.931363 sec): 3 clusters Score: Raw -1641011.544771 + Penalty 1846.134070 = -1639165.410701 nChanged 32 SP:Iteration 25Q (7544.973387 sec): 3 clusters Score: Raw -1641026.308856 + Penalty 1846.134070 = -1639180.174786 nChanged 38 SP:Iteration 26Q (7545.034210 sec): 3 clusters Score: Raw -1641041.791290 + Penalty 1846.134070 = -1639195.657220 nChanged 22 SP:Iteration 27Q (7545.098922 sec): 3 clusters Score: Raw -1641052.154814 + Penalty 1846.134070 = -1639206.020744 nChanged 29 SP:Iteration 28Q (7545.146764 sec): 3 clusters Score: Raw -1641066.355697 + Penalty 1846.134070 = -1639220.221628 nChanged 24 SP:Iteration 29Q (7545.198851 sec): 3 clusters Score: Raw -1641075.575558 + Penalty 1846.134070 = -1639229.441489 nChanged 17 SP:Iteration 30Q (7545.253758 sec): 3 clusters Score: Raw -1641083.144258 + Penalty 1846.134070 = -1639237.010188 nChanged 18 SP:Iteration 31Q (7545.327717 sec): 3 clusters Score: Raw -1641089.258774 + Penalty 1846.134070 = -1639243.124705 nChanged 13 SP:Iteration 32Q (7545.368868 sec): 3 clusters Score: Raw -1641095.549320 + Penalty 1846.134070 = -1639249.415250 nChanged 14 SP:Iteration 33Q (7545.420926 sec): 3 clusters Score: Raw -1641102.534627 + Penalty 1846.134070 = -1639256.400557 nChanged 17 SP:Iteration 34Q (7545.482513 sec): 3 clusters Score: Raw -1641110.295367 + Penalty 1846.134070 = -1639264.161297 nChanged 13 SP:Iteration 35Q (7545.548425 sec): 3 clusters Score: Raw -1641115.553560 + Penalty 1846.134070 = -1639269.419490 nChanged 13 SP:Iteration 36Q (7545.600135 sec): 3 clusters Score: Raw -1641120.958698 + Penalty 1846.134070 = -1639274.824628 nChanged 3 SP:Iteration 37Q (7545.659395 sec): 3 clusters Score: Raw -1641122.637041 + Penalty 1846.134070 = -1639276.502971 nChanged 5 SP:Iteration 38Q (7545.712795 sec): 3 clusters Score: Raw -1641126.744675 + Penalty 1846.134070 = -1639280.610606 nChanged 8 SP:Iteration 39Q (7545.770019 sec): 3 clusters Score: Raw -1641131.280533 + Penalty 1846.134070 = -1639285.146463 nChanged 6 SP:Iteration 40F (7545.836646 sec): 3 clusters Score: Raw -1641136.392914 + Penalty 1846.134070 = -1639290.258844 nChanged 12 SP:Iteration 41Q (7545.896434 sec): 3 clusters Score: Raw -1641142.031724 + Penalty 1846.134070 = -1639295.897654 nChanged 6 SP:Iteration 42Q (7545.948379 sec): 3 clusters Score: Raw -1641144.083424 + Penalty 1846.134070 = -1639297.949355 nChanged 4 SP:Iteration 43Q (7546.011582 sec): 3 clusters Score: Raw -1641145.578861 + Penalty 1846.134070 = -1639299.444791 nChanged 7 SP:Iteration 44Q (7546.071196 sec): 3 clusters Score: Raw -1641148.011016 + Penalty 1846.134070 = -1639301.876946 nChanged 5 SP:Iteration 45Q (7546.134727 sec): 3 clusters Score: Raw -1641149.655440 + Penalty 1846.134070 = -1639303.521370 nChanged 5 SP:Iteration 46Q (7546.200339 sec): 3 clusters Score: Raw -1641153.469455 + Penalty 1846.134070 = -1639307.335385 nChanged 3 SP:Iteration 47Q (7546.253447 sec): 3 clusters Score: Raw -1641154.524342 + Penalty 1846.134070 = -1639308.390272 nChanged 5 SP:Iteration 48Q (7546.314027 sec): 3 clusters Score: Raw -1641156.389183 + Penalty 1846.134070 = -1639310.255113 nChanged 3 SP:Iteration 49Q (7546.375103 sec): 3 clusters Score: Raw -1641158.299188 + Penalty 1846.134070 = -1639312.165118 nChanged 6 SP:Iteration 50Q (7546.433218 sec): 3 clusters Score: Raw -1641160.453705 + Penalty 1846.134070 = -1639314.319635 nChanged 5 SP:Iteration 51Q (7546.498082 sec): 3 clusters Score: Raw -1641161.775128 + Penalty 1846.134070 = -1639315.641058 nChanged 3 SP:Iteration 52Q (7546.565939 sec): 3 clusters Score: Raw -1641162.907472 + Penalty 1846.134070 = -1639316.773402 nChanged 5 SP:Iteration 53Q (7546.615175 sec): 3 clusters Score: Raw -1641167.302064 + Penalty 1846.134070 = -1639321.167994 nChanged 4 SP:Iteration 54Q (7546.675739 sec): 3 clusters Score: Raw -1641170.835119 + Penalty 1846.134070 = -1639324.701050 nChanged 4 SP:Iteration 55Q (7546.733347 sec): 3 clusters Score: Raw -1641172.140214 + Penalty 1846.134070 = -1639326.006144 nChanged 1 SP:Iteration 56Q (7546.798341 sec): 3 clusters Score: Raw -1641172.547207 + Penalty 1846.134070 = -1639326.413137 nChanged 0 SP:Iteration 57F (7546.867185 sec): 3 clusters Score: Raw -1641172.547207 + Penalty 1846.134070 = -1639326.413137 nChanged 0 Trying to split cluster 36 (15904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7546.909193 sec): 2 clusters Score: Raw -1587554.501796 + Penalty 919.060963 = -1586635.440832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7546.976988 sec): 3 clusters Score: Raw -1577798.948051 + Penalty 1838.121926 = -1575960.826125 nChanged 7285 SP:Iteration 1F (7547.042587 sec): 3 clusters Score: Raw -1582009.081708 + Penalty 1838.121926 = -1580170.959782 nChanged 987 SP:Iteration 2F (7547.101678 sec): 3 clusters Score: Raw -1582538.635096 + Penalty 1838.121926 = -1580700.513170 nChanged 1016 SP:Iteration 3F (7547.173609 sec): 3 clusters Score: Raw -1583197.154575 + Penalty 1838.121926 = -1581359.032648 nChanged 1081 SP:Iteration 4F (7547.240339 sec): 3 clusters Score: Raw -1583953.564858 + Penalty 1838.121926 = -1582115.442932 nChanged 1086 SP:Iteration 5F (7547.307516 sec): 3 clusters Score: Raw -1584776.852827 + Penalty 1838.121926 = -1582938.730901 nChanged 1023 SP:Iteration 6F (7547.367937 sec): 3 clusters Score: Raw -1585487.276808 + Penalty 1838.121926 = -1583649.154882 nChanged 820 SP:Iteration 7F (7547.433369 sec): 3 clusters Score: Raw -1585943.522283 + Penalty 1838.121926 = -1584105.400357 nChanged 585 SP:Iteration 8Q (7547.509642 sec): 3 clusters Score: Raw -1586197.888278 + Penalty 1838.121926 = -1584359.766352 nChanged 429 SP:Iteration 9Q (7547.564740 sec): 3 clusters Score: Raw -1586349.792882 + Penalty 1838.121926 = -1584511.670955 nChanged 323 SP:Iteration 10Q (7547.626577 sec): 3 clusters Score: Raw -1586446.646554 + Penalty 1838.121926 = -1584608.524627 nChanged 216 SP:Iteration 11Q (7547.698919 sec): 3 clusters Score: Raw -1586500.428449 + Penalty 1838.121926 = -1584662.306522 nChanged 177 SP:Iteration 12Q (7547.756209 sec): 3 clusters Score: Raw -1586545.840643 + Penalty 1838.121926 = -1584707.718716 nChanged 179 SP:Iteration 13Q (7547.825694 sec): 3 clusters Score: Raw -1586587.972487 + Penalty 1838.121926 = -1584749.850561 nChanged 166 SP:Iteration 14Q (7547.892037 sec): 3 clusters Score: Raw -1586624.210183 + Penalty 1838.121926 = -1584786.088256 nChanged 145 SP:Iteration 15Q (7547.950973 sec): 3 clusters Score: Raw -1586653.555475 + Penalty 1838.121926 = -1584815.433548 nChanged 125 SP:Iteration 16Q (7548.014457 sec): 3 clusters Score: Raw -1586679.063273 + Penalty 1838.121926 = -1584840.941347 nChanged 118 SP:Iteration 17Q (7548.088817 sec): 3 clusters Score: Raw -1586702.848934 + Penalty 1838.121926 = -1584864.727007 nChanged 112 SP:Iteration 18Q (7548.154132 sec): 3 clusters Score: Raw -1586723.023444 + Penalty 1838.121926 = -1584884.901518 nChanged 101 SP:Iteration 19Q (7548.224611 sec): 3 clusters Score: Raw -1586742.487487 + Penalty 1838.121926 = -1584904.365561 nChanged 120 SP:Iteration 20F (7548.282813 sec): 3 clusters Score: Raw -1586760.552902 + Penalty 1838.121926 = -1584922.430976 nChanged 98 SP:Iteration 21Q (7548.344015 sec): 3 clusters Score: Raw -1586774.247892 + Penalty 1838.121926 = -1584936.125966 nChanged 79 SP:Iteration 22Q (7548.415062 sec): 3 clusters Score: Raw -1586784.409930 + Penalty 1838.121926 = -1584946.288003 nChanged 72 SP:Iteration 23Q (7548.478053 sec): 3 clusters Score: Raw -1586794.263504 + Penalty 1838.121926 = -1584956.141577 nChanged 57 SP:Iteration 24Q (7548.550450 sec): 3 clusters Score: Raw -1586801.647002 + Penalty 1838.121926 = -1584963.525076 nChanged 62 SP:Iteration 25Q (7548.620017 sec): 3 clusters Score: Raw -1586808.591988 + Penalty 1838.121926 = -1584970.470062 nChanged 55 SP:Iteration 26Q (7548.679127 sec): 3 clusters Score: Raw -1586813.770408 + Penalty 1838.121926 = -1584975.648482 nChanged 46 SP:Iteration 27Q (7548.755024 sec): 3 clusters Score: Raw -1586817.842840 + Penalty 1838.121926 = -1584979.720913 nChanged 46 SP:Iteration 28Q (7548.822694 sec): 3 clusters Score: Raw -1586822.428904 + Penalty 1838.121926 = -1584984.306978 nChanged 35 SP:Iteration 29Q (7548.884858 sec): 3 clusters Score: Raw -1586825.937546 + Penalty 1838.121926 = -1584987.815620 nChanged 40 SP:Iteration 30Q (7548.955004 sec): 3 clusters Score: Raw -1586829.279643 + Penalty 1838.121926 = -1584991.157716 nChanged 38 SP:Iteration 31Q (7549.020774 sec): 3 clusters Score: Raw -1586832.772044 + Penalty 1838.121926 = -1584994.650117 nChanged 35 SP:Iteration 32Q (7549.086215 sec): 3 clusters Score: Raw -1586835.548249 + Penalty 1838.121926 = -1584997.426322 nChanged 39 SP:Iteration 33Q (7549.152436 sec): 3 clusters Score: Raw -1586839.540135 + Penalty 1838.121926 = -1585001.418208 nChanged 40 SP:Iteration 34Q (7549.220106 sec): 3 clusters Score: Raw -1586843.877058 + Penalty 1838.121926 = -1585005.755132 nChanged 50 SP:Iteration 35Q (7549.280280 sec): 3 clusters Score: Raw -1586850.380587 + Penalty 1838.121926 = -1585012.258661 nChanged 45 SP:Iteration 36Q (7549.332425 sec): 3 clusters Score: Raw -1586856.024093 + Penalty 1838.121926 = -1585017.902166 nChanged 45 SP:Iteration 37Q (7549.405548 sec): 3 clusters Score: Raw -1586863.124702 + Penalty 1838.121926 = -1585025.002775 nChanged 54 SP:Iteration 38Q (7549.462457 sec): 3 clusters Score: Raw -1586871.822715 + Penalty 1838.121926 = -1585033.700789 nChanged 61 SP:Iteration 39Q (7549.525226 sec): 3 clusters Score: Raw -1586882.390419 + Penalty 1838.121926 = -1585044.268492 nChanged 73 SP:Iteration 40F (7549.590102 sec): 3 clusters Score: Raw -1586896.906514 + Penalty 1838.121926 = -1585058.784588 nChanged 79 SP:Iteration 41Q (7549.658787 sec): 3 clusters Score: Raw -1586913.369465 + Penalty 1838.121926 = -1585075.247538 nChanged 90 SP:Iteration 42Q (7549.726856 sec): 3 clusters Score: Raw -1586929.548393 + Penalty 1838.121926 = -1585091.426466 nChanged 85 SP:Iteration 43Q (7549.792084 sec): 3 clusters Score: Raw -1586943.053514 + Penalty 1838.121926 = -1585104.931587 nChanged 94 SP:Iteration 44Q (7549.854906 sec): 3 clusters Score: Raw -1586960.315542 + Penalty 1838.121926 = -1585122.193616 nChanged 100 SP:Iteration 45Q (7549.928871 sec): 3 clusters Score: Raw -1586982.985758 + Penalty 1838.121926 = -1585144.863832 nChanged 103 SP:Iteration 46Q (7549.993034 sec): 3 clusters Score: Raw -1587003.481362 + Penalty 1838.121926 = -1585165.359436 nChanged 90 SP:Iteration 47Q (7550.058634 sec): 3 clusters Score: Raw -1587018.552470 + Penalty 1838.121926 = -1585180.430543 nChanged 91 SP:Iteration 48Q (7550.119366 sec): 3 clusters Score: Raw -1587035.042487 + Penalty 1838.121926 = -1585196.920560 nChanged 79 SP:Iteration 49Q (7550.192854 sec): 3 clusters Score: Raw -1587050.742025 + Penalty 1838.121926 = -1585212.620099 nChanged 89 SP:Iteration 50Q (7550.249552 sec): 3 clusters Score: Raw -1587065.155228 + Penalty 1838.121926 = -1585227.033302 nChanged 87 SP:Iteration 51Q (7550.315000 sec): 3 clusters Score: Raw -1587080.316811 + Penalty 1838.121926 = -1585242.194884 nChanged 87 SP:Iteration 52Q (7550.375344 sec): 3 clusters Score: Raw -1587093.907847 + Penalty 1838.121926 = -1585255.785920 nChanged 89 SP:Iteration 53Q (7550.431818 sec): 3 clusters Score: Raw -1587108.826495 + Penalty 1838.121926 = -1585270.704568 nChanged 88 SP:Iteration 54Q (7550.504239 sec): 3 clusters Score: Raw -1587122.828660 + Penalty 1838.121926 = -1585284.706734 nChanged 95 SP:Iteration 55Q (7550.555523 sec): 3 clusters Score: Raw -1587140.979355 + Penalty 1838.121926 = -1585302.857429 nChanged 101 SP:Iteration 56Q (7550.603129 sec): 3 clusters Score: Raw -1587159.124677 + Penalty 1838.121926 = -1585321.002751 nChanged 87 SP:Iteration 57Q (7550.658547 sec): 3 clusters Score: Raw -1587176.915274 + Penalty 1838.121926 = -1585338.793347 nChanged 93 SP:Iteration 58Q (7550.706744 sec): 3 clusters Score: Raw -1587194.733567 + Penalty 1838.121926 = -1585356.611640 nChanged 85 SP:Iteration 59Q (7550.779001 sec): 3 clusters Score: Raw -1587212.151232 + Penalty 1838.121926 = -1585374.029305 nChanged 91 SP:Iteration 60F (7550.833032 sec): 3 clusters Score: Raw -1587229.464063 + Penalty 1838.121926 = -1585391.342137 nChanged 87 SP:Iteration 61Q (7550.894466 sec): 3 clusters Score: Raw -1587244.444630 + Penalty 1838.121926 = -1585406.322703 nChanged 70 SP:Iteration 62Q (7550.951417 sec): 3 clusters Score: Raw -1587254.709305 + Penalty 1838.121926 = -1585416.587379 nChanged 64 SP:Iteration 63Q (7551.014577 sec): 3 clusters Score: Raw -1587262.864425 + Penalty 1838.121926 = -1585424.742498 nChanged 57 SP:Iteration 64Q (7551.079136 sec): 3 clusters Score: Raw -1587270.728816 + Penalty 1838.121926 = -1585432.606890 nChanged 57 SP:Iteration 65Q (7551.145249 sec): 3 clusters Score: Raw -1587278.502775 + Penalty 1838.121926 = -1585440.380848 nChanged 60 SP:Iteration 66Q (7551.211033 sec): 3 clusters Score: Raw -1587286.581465 + Penalty 1838.121926 = -1585448.459538 nChanged 61 SP:Iteration 67Q (7551.272249 sec): 3 clusters Score: Raw -1587295.788621 + Penalty 1838.121926 = -1585457.666695 nChanged 66 SP:Iteration 68Q (7551.329196 sec): 3 clusters Score: Raw -1587305.873683 + Penalty 1838.121926 = -1585467.751757 nChanged 71 SP:Iteration 69Q (7551.394441 sec): 3 clusters Score: Raw -1587316.657464 + Penalty 1838.121926 = -1585478.535538 nChanged 69 SP:Iteration 70Q (7551.457220 sec): 3 clusters Score: Raw -1587328.260581 + Penalty 1838.121926 = -1585490.138654 nChanged 74 SP:Iteration 71Q (7551.512062 sec): 3 clusters Score: Raw -1587338.998077 + Penalty 1838.121926 = -1585500.876151 nChanged 66 SP:Iteration 72Q (7551.582703 sec): 3 clusters Score: Raw -1587348.403489 + Penalty 1838.121926 = -1585510.281563 nChanged 75 SP:Iteration 73Q (7551.636054 sec): 3 clusters Score: Raw -1587359.237425 + Penalty 1838.121926 = -1585521.115499 nChanged 75 SP:Iteration 74Q (7551.707447 sec): 3 clusters Score: Raw -1587372.422989 + Penalty 1838.121926 = -1585534.301062 nChanged 74 SP:Iteration 75Q (7551.765534 sec): 3 clusters Score: Raw -1587384.412942 + Penalty 1838.121926 = -1585546.291015 nChanged 66 SP:Iteration 76Q (7551.827702 sec): 3 clusters Score: Raw -1587393.924636 + Penalty 1838.121926 = -1585555.802710 nChanged 57 SP:Iteration 77Q (7551.901493 sec): 3 clusters Score: Raw -1587402.691911 + Penalty 1838.121926 = -1585564.569984 nChanged 55 SP:Iteration 78Q (7551.967353 sec): 3 clusters Score: Raw -1587409.572576 + Penalty 1838.121926 = -1585571.450649 nChanged 54 SP:Iteration 79Q (7552.022091 sec): 3 clusters Score: Raw -1587416.942481 + Penalty 1838.121926 = -1585578.820554 nChanged 52 SP:Iteration 80F (7552.087872 sec): 3 clusters Score: Raw -1587422.958357 + Penalty 1838.121926 = -1585584.836430 nChanged 47 SP:Iteration 81Q (7552.147488 sec): 3 clusters Score: Raw -1587428.153978 + Penalty 1838.121926 = -1585590.032052 nChanged 47 SP:Iteration 82Q (7552.213056 sec): 3 clusters Score: Raw -1587433.083467 + Penalty 1838.121926 = -1585594.961540 nChanged 43 SP:Iteration 83Q (7552.279440 sec): 3 clusters Score: Raw -1587438.197986 + Penalty 1838.121926 = -1585600.076059 nChanged 46 SP:Iteration 84Q (7552.341312 sec): 3 clusters Score: Raw -1587444.502396 + Penalty 1838.121926 = -1585606.380469 nChanged 50 SP:Iteration 85Q (7552.400910 sec): 3 clusters Score: Raw -1587451.529289 + Penalty 1838.121926 = -1585613.407362 nChanged 53 SP:Iteration 86Q (7552.469742 sec): 3 clusters Score: Raw -1587458.525837 + Penalty 1838.121926 = -1585620.403910 nChanged 62 SP:Iteration 87Q (7552.535587 sec): 3 clusters Score: Raw -1587467.889928 + Penalty 1838.121926 = -1585629.768001 nChanged 62 SP:Iteration 88Q (7552.600361 sec): 3 clusters Score: Raw -1587478.572832 + Penalty 1838.121926 = -1585640.450905 nChanged 68 SP:Iteration 89Q (7552.656659 sec): 3 clusters Score: Raw -1587489.279649 + Penalty 1838.121926 = -1585651.157723 nChanged 69 SP:Iteration 90Q (7552.722803 sec): 3 clusters Score: Raw -1587499.984984 + Penalty 1838.121926 = -1585661.863058 nChanged 64 SP:Iteration 91Q (7552.787740 sec): 3 clusters Score: Raw -1587509.864677 + Penalty 1838.121926 = -1585671.742751 nChanged 60 SP:Iteration 92Q (7552.860803 sec): 3 clusters Score: Raw -1587517.923157 + Penalty 1838.121926 = -1585679.801230 nChanged 51 SP:Iteration 93Q (7552.930853 sec): 3 clusters Score: Raw -1587524.157777 + Penalty 1838.121926 = -1585686.035851 nChanged 50 SP:Iteration 94Q (7552.985037 sec): 3 clusters Score: Raw -1587530.943308 + Penalty 1838.121926 = -1585692.821382 nChanged 55 SP:Iteration 95Q (7553.045761 sec): 3 clusters Score: Raw -1587539.072331 + Penalty 1838.121926 = -1585700.950405 nChanged 61 SP:Iteration 96Q (7553.113617 sec): 3 clusters Score: Raw -1587547.738329 + Penalty 1838.121926 = -1585709.616402 nChanged 55 SP:Iteration 97Q (7553.177415 sec): 3 clusters Score: Raw -1587555.467500 + Penalty 1838.121926 = -1585717.345574 nChanged 49 SP:Iteration 98Q (7553.233336 sec): 3 clusters Score: Raw -1587562.905811 + Penalty 1838.121926 = -1585724.783884 nChanged 51 SP:Iteration 99Q (7553.296767 sec): 3 clusters Score: Raw -1587568.365898 + Penalty 1838.121926 = -1585730.243971 nChanged 36 SP:Iteration 100F (7553.359151 sec): 3 clusters Score: Raw -1587572.302650 + Penalty 1838.121926 = -1585734.180724 nChanged 29 SP:Iteration 101Q (7553.425266 sec): 3 clusters Score: Raw -1587575.455863 + Penalty 1838.121926 = -1585737.333937 nChanged 39 SP:Iteration 102Q (7553.491517 sec): 3 clusters Score: Raw -1587579.829854 + Penalty 1838.121926 = -1585741.707927 nChanged 29 SP:Iteration 103Q (7553.545957 sec): 3 clusters Score: Raw -1587583.176620 + Penalty 1838.121926 = -1585745.054693 nChanged 30 SP:Iteration 104Q (7553.617088 sec): 3 clusters Score: Raw -1587586.578898 + Penalty 1838.121926 = -1585748.456971 nChanged 34 SP:Iteration 105Q (7553.674800 sec): 3 clusters Score: Raw -1587591.939013 + Penalty 1838.121926 = -1585753.817086 nChanged 38 SP:Iteration 106Q (7553.728271 sec): 3 clusters Score: Raw -1587597.516855 + Penalty 1838.121926 = -1585759.394929 nChanged 38 SP:Iteration 107Q (7553.790647 sec): 3 clusters Score: Raw -1587602.320430 + Penalty 1838.121926 = -1585764.198504 nChanged 35 SP:Iteration 108Q (7553.859149 sec): 3 clusters Score: Raw -1587606.015658 + Penalty 1838.121926 = -1585767.893732 nChanged 33 SP:Iteration 109Q (7553.929834 sec): 3 clusters Score: Raw -1587610.640261 + Penalty 1838.121926 = -1585772.518335 nChanged 36 SP:Iteration 110Q (7553.997353 sec): 3 clusters Score: Raw -1587614.196738 + Penalty 1838.121926 = -1585776.074812 nChanged 22 SP:Iteration 111Q (7554.055468 sec): 3 clusters Score: Raw -1587616.371551 + Penalty 1838.121926 = -1585778.249624 nChanged 22 SP:Iteration 112Q (7554.127894 sec): 3 clusters Score: Raw -1587618.693610 + Penalty 1838.121926 = -1585780.571684 nChanged 17 SP:Iteration 113Q (7554.189738 sec): 3 clusters Score: Raw -1587619.845673 + Penalty 1838.121926 = -1585781.723747 nChanged 16 SP:Iteration 114Q (7554.254645 sec): 3 clusters Score: Raw -1587620.956417 + Penalty 1838.121926 = -1585782.834490 nChanged 14 SP:Iteration 115Q (7554.307555 sec): 3 clusters Score: Raw -1587622.058956 + Penalty 1838.121926 = -1585783.937030 nChanged 10 SP:Iteration 116Q (7554.373030 sec): 3 clusters Score: Raw -1587622.935347 + Penalty 1838.121926 = -1585784.813420 nChanged 10 SP:Iteration 117Q (7554.432773 sec): 3 clusters Score: Raw -1587623.976896 + Penalty 1838.121926 = -1585785.854969 nChanged 12 SP:Iteration 118Q (7554.503481 sec): 3 clusters Score: Raw -1587625.544547 + Penalty 1838.121926 = -1585787.422621 nChanged 13 SP:Iteration 119Q (7554.561164 sec): 3 clusters Score: Raw -1587626.751126 + Penalty 1838.121926 = -1585788.629199 nChanged 17 SP:Iteration 120F (7554.620484 sec): 3 clusters Score: Raw -1587629.067894 + Penalty 1838.121926 = -1585790.945967 nChanged 15 SP:Iteration 121Q (7554.685439 sec): 3 clusters Score: Raw -1587630.626257 + Penalty 1838.121926 = -1585792.504330 nChanged 15 SP:Iteration 122Q (7554.739634 sec): 3 clusters Score: Raw -1587632.479174 + Penalty 1838.121926 = -1585794.357248 nChanged 18 SP:Iteration 123Q (7554.789413 sec): 3 clusters Score: Raw -1587634.492021 + Penalty 1838.121926 = -1585796.370095 nChanged 21 SP:Iteration 124Q (7554.855210 sec): 3 clusters Score: Raw -1587636.865766 + Penalty 1838.121926 = -1585798.743839 nChanged 18 SP:Iteration 125Q (7554.920415 sec): 3 clusters Score: Raw -1587638.639625 + Penalty 1838.121926 = -1585800.517699 nChanged 10 SP:Iteration 126Q (7554.983110 sec): 3 clusters Score: Raw -1587639.597980 + Penalty 1838.121926 = -1585801.476054 nChanged 13 SP:Iteration 127Q (7555.043058 sec): 3 clusters Score: Raw -1587641.137554 + Penalty 1838.121926 = -1585803.015627 nChanged 17 SP:Iteration 128Q (7555.100758 sec): 3 clusters Score: Raw -1587642.435085 + Penalty 1838.121926 = -1585804.313159 nChanged 20 SP:Iteration 129Q (7555.173431 sec): 3 clusters Score: Raw -1587644.177987 + Penalty 1838.121926 = -1585806.056060 nChanged 17 SP:Iteration 130Q (7555.198402 sec): 3 clusters Score: Raw -1587645.817313 + Penalty 1838.121926 = -1585807.695387 nChanged 18 SP:Iteration 131Q (7555.227798 sec): 3 clusters Score: Raw -1587647.736373 + Penalty 1838.121926 = -1585809.614446 nChanged 15 SP:Iteration 132Q (7555.255937 sec): 3 clusters Score: Raw -1587649.008009 + Penalty 1838.121926 = -1585810.886082 nChanged 15 SP:Iteration 133Q (7555.283789 sec): 3 clusters Score: Raw -1587650.203365 + Penalty 1838.121926 = -1585812.081439 nChanged 12 SP:Iteration 134Q (7555.317034 sec): 3 clusters Score: Raw -1587651.154757 + Penalty 1838.121926 = -1585813.032830 nChanged 8 SP:Iteration 135Q (7555.347709 sec): 3 clusters Score: Raw -1587651.651226 + Penalty 1838.121926 = -1585813.529299 nChanged 10 SP:Iteration 136Q (7555.392689 sec): 3 clusters Score: Raw -1587652.215729 + Penalty 1838.121926 = -1585814.093803 nChanged 4 SP:Iteration 137Q (7555.449793 sec): 3 clusters Score: Raw -1587652.515480 + Penalty 1838.121926 = -1585814.393554 nChanged 8 SP:Iteration 138Q (7555.477724 sec): 3 clusters Score: Raw -1587653.395195 + Penalty 1838.121926 = -1585815.273268 nChanged 9 SP:Iteration 139Q (7555.535196 sec): 3 clusters Score: Raw -1587654.367072 + Penalty 1838.121926 = -1585816.245146 nChanged 6 SP:Iteration 140F (7555.600650 sec): 3 clusters Score: Raw -1587654.909503 + Penalty 1838.121926 = -1585816.787577 nChanged 10 SP:Iteration 141Q (7555.662808 sec): 3 clusters Score: Raw -1587655.726201 + Penalty 1838.121926 = -1585817.604274 nChanged 13 SP:Iteration 142Q (7555.724973 sec): 3 clusters Score: Raw -1587656.737640 + Penalty 1838.121926 = -1585818.615713 nChanged 13 SP:Iteration 143Q (7555.783671 sec): 3 clusters Score: Raw -1587657.711797 + Penalty 1838.121926 = -1585819.589871 nChanged 9 SP:Iteration 144Q (7555.837363 sec): 3 clusters Score: Raw -1587658.766367 + Penalty 1838.121926 = -1585820.644441 nChanged 11 SP:Iteration 145Q (7555.899560 sec): 3 clusters Score: Raw -1587660.226057 + Penalty 1838.121926 = -1585822.104131 nChanged 16 SP:Iteration 146Q (7555.953633 sec): 3 clusters Score: Raw -1587662.988107 + Penalty 1838.121926 = -1585824.866180 nChanged 17 SP:Iteration 147Q (7556.015688 sec): 3 clusters Score: Raw -1587666.072123 + Penalty 1838.121926 = -1585827.950197 nChanged 28 SP:Iteration 148Q (7556.084711 sec): 3 clusters Score: Raw -1587670.294508 + Penalty 1838.121926 = -1585832.172581 nChanged 27 SP:Iteration 149Q (7556.150209 sec): 3 clusters Score: Raw -1587673.575785 + Penalty 1838.121926 = -1585835.453858 nChanged 25 SP:Iteration 150Q (7556.222154 sec): 3 clusters Score: Raw -1587676.510997 + Penalty 1838.121926 = -1585838.389071 nChanged 19 SP:Iteration 151Q (7556.288422 sec): 3 clusters Score: Raw -1587679.078894 + Penalty 1838.121926 = -1585840.956967 nChanged 18 SP:Iteration 152Q (7556.342092 sec): 3 clusters Score: Raw -1587681.520343 + Penalty 1838.121926 = -1585843.398416 nChanged 24 SP:Iteration 153Q (7556.406032 sec): 3 clusters Score: Raw -1587685.032081 + Penalty 1838.121926 = -1585846.910154 nChanged 32 SP:Iteration 154Q (7556.479908 sec): 3 clusters Score: Raw -1587690.178486 + Penalty 1838.121926 = -1585852.056560 nChanged 37 SP:Iteration 155Q (7556.527058 sec): 3 clusters Score: Raw -1587695.652934 + Penalty 1838.121926 = -1585857.531007 nChanged 30 SP:Iteration 156Q (7556.596167 sec): 3 clusters Score: Raw -1587700.525608 + Penalty 1838.121926 = -1585862.403682 nChanged 31 SP:Iteration 157Q (7556.648150 sec): 3 clusters Score: Raw -1587704.786690 + Penalty 1838.121926 = -1585866.664763 nChanged 28 SP:Iteration 158Q (7556.710124 sec): 3 clusters Score: Raw -1587709.472126 + Penalty 1838.121926 = -1585871.350200 nChanged 25 SP:Iteration 159Q (7556.769778 sec): 3 clusters Score: Raw -1587713.519778 + Penalty 1838.121926 = -1585875.397852 nChanged 20 SP:Iteration 160F (7556.828377 sec): 3 clusters Score: Raw -1587716.550130 + Penalty 1838.121926 = -1585878.428203 nChanged 19 SP:Iteration 161Q (7556.890592 sec): 3 clusters Score: Raw -1587719.015112 + Penalty 1838.121926 = -1585880.893186 nChanged 13 SP:Iteration 162Q (7556.947278 sec): 3 clusters Score: Raw -1587720.223590 + Penalty 1838.121926 = -1585882.101664 nChanged 15 SP:Iteration 163Q (7557.002989 sec): 3 clusters Score: Raw -1587722.936157 + Penalty 1838.121926 = -1585884.814230 nChanged 21 SP:Iteration 164Q (7557.061592 sec): 3 clusters Score: Raw -1587726.297068 + Penalty 1838.121926 = -1585888.175141 nChanged 19 SP:Iteration 165Q (7557.124413 sec): 3 clusters Score: Raw -1587730.560092 + Penalty 1838.121926 = -1585892.438166 nChanged 23 SP:Iteration 166Q (7557.177591 sec): 3 clusters Score: Raw -1587734.402253 + Penalty 1838.121926 = -1585896.280327 nChanged 17 SP:Iteration 167Q (7557.240622 sec): 3 clusters Score: Raw -1587736.795974 + Penalty 1838.121926 = -1585898.674047 nChanged 12 SP:Iteration 168Q (7557.288077 sec): 3 clusters Score: Raw -1587737.850679 + Penalty 1838.121926 = -1585899.728752 nChanged 12 SP:Iteration 169Q (7557.350694 sec): 3 clusters Score: Raw -1587739.099713 + Penalty 1838.121926 = -1585900.977787 nChanged 11 SP:Iteration 170Q (7557.405699 sec): 3 clusters Score: Raw -1587739.961583 + Penalty 1838.121926 = -1585901.839657 nChanged 7 SP:Iteration 171Q (7557.461067 sec): 3 clusters Score: Raw -1587740.458215 + Penalty 1838.121926 = -1585902.336289 nChanged 7 SP:Iteration 172Q (7557.531257 sec): 3 clusters Score: Raw -1587741.223881 + Penalty 1838.121926 = -1585903.101955 nChanged 12 SP:Iteration 173Q (7557.552226 sec): 3 clusters Score: Raw -1587742.765323 + Penalty 1838.121926 = -1585904.643397 nChanged 9 SP:Iteration 174Q (7557.608245 sec): 3 clusters Score: Raw -1587743.704167 + Penalty 1838.121926 = -1585905.582241 nChanged 10 SP:Iteration 175Q (7557.673730 sec): 3 clusters Score: Raw -1587744.752038 + Penalty 1838.121926 = -1585906.630112 nChanged 12 SP:Iteration 176Q (7557.723477 sec): 3 clusters Score: Raw -1587745.905862 + Penalty 1838.121926 = -1585907.783935 nChanged 7 SP:Iteration 177Q (7557.790614 sec): 3 clusters Score: Raw -1587746.938369 + Penalty 1838.121926 = -1585908.816442 nChanged 8 SP:Iteration 178Q (7557.838097 sec): 3 clusters Score: Raw -1587747.672133 + Penalty 1838.121926 = -1585909.550206 nChanged 7 SP:Iteration 179Q (7557.905889 sec): 3 clusters Score: Raw -1587748.420494 + Penalty 1838.121926 = -1585910.298568 nChanged 6 SP:Iteration 180F (7557.969842 sec): 3 clusters Score: Raw -1587748.844965 + Penalty 1838.121926 = -1585910.723038 nChanged 2 SP:Iteration 181Q (7558.018192 sec): 3 clusters Score: Raw -1587748.943318 + Penalty 1838.121926 = -1585910.821392 nChanged 2 SP:Iteration 182Q (7558.079764 sec): 3 clusters Score: Raw -1587749.041892 + Penalty 1838.121926 = -1585910.919966 nChanged 3 SP:Iteration 183Q (7558.139226 sec): 3 clusters Score: Raw -1587749.440796 + Penalty 1838.121926 = -1585911.318870 nChanged 3 SP:Iteration 184Q (7558.191925 sec): 3 clusters Score: Raw -1587749.640370 + Penalty 1838.121926 = -1585911.518444 nChanged 1 SP:Iteration 185Q (7558.240751 sec): 3 clusters Score: Raw -1587749.686693 + Penalty 1838.121926 = -1585911.564766 nChanged 0 SP:Iteration 186F (7558.296104 sec): 3 clusters Score: Raw -1587749.686693 + Penalty 1838.121926 = -1585911.564766 nChanged 0 Trying to split cluster 37 (3801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7558.321121 sec): 2 clusters Score: Raw -365363.256289 + Penalty 783.086850 = -364580.169440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7558.375022 sec): 3 clusters Score: Raw -363358.015653 + Penalty 1566.173699 = -361791.841954 nChanged 1556 SP:Iteration 1F (7558.418245 sec): 3 clusters Score: Raw -364236.401878 + Penalty 1566.173699 = -362670.228179 nChanged 296 SP:Iteration 2F (7558.454481 sec): 3 clusters Score: Raw -364406.217612 + Penalty 1566.173699 = -362840.043913 nChanged 227 SP:Iteration 3F (7558.497005 sec): 3 clusters Score: Raw -364521.793525 + Penalty 1566.173699 = -362955.619826 nChanged 177 SP:Iteration 4Q (7558.546180 sec): 3 clusters Score: Raw -364620.932094 + Penalty 1566.173699 = -363054.758395 nChanged 170 SP:Iteration 5Q (7558.592260 sec): 3 clusters Score: Raw -364724.518915 + Penalty 1566.173699 = -363158.345216 nChanged 177 SP:Iteration 6Q (7558.629244 sec): 3 clusters Score: Raw -364841.567987 + Penalty 1566.173699 = -363275.394288 nChanged 184 SP:Iteration 7Q (7558.668458 sec): 3 clusters Score: Raw -364961.562401 + Penalty 1566.173699 = -363395.388702 nChanged 182 SP:Iteration 8Q (7558.721901 sec): 3 clusters Score: Raw -365082.607918 + Penalty 1566.173699 = -363516.434219 nChanged 157 SP:Iteration 9Q (7558.759183 sec): 3 clusters Score: Raw -365198.266523 + Penalty 1566.173699 = -363632.092824 nChanged 140 SP:Iteration 10Q (7558.797664 sec): 3 clusters Score: Raw -365306.591962 + Penalty 1566.173699 = -363740.418263 nChanged 111 SP:Iteration 11Q (7558.845690 sec): 3 clusters Score: Raw -365392.100803 + Penalty 1566.173699 = -363825.927104 nChanged 102 SP:Iteration 12Q (7558.890058 sec): 3 clusters Score: Raw -365463.079746 + Penalty 1566.173699 = -363896.906047 nChanged 75 SP:Iteration 13Q (7558.936236 sec): 3 clusters Score: Raw -365504.983203 + Penalty 1566.173699 = -363938.809504 nChanged 46 SP:Iteration 14Q (7558.974214 sec): 3 clusters Score: Raw -365529.507305 + Penalty 1566.173699 = -363963.333606 nChanged 38 SP:Iteration 15Q (7559.019661 sec): 3 clusters Score: Raw -365547.221318 + Penalty 1566.173699 = -363981.047619 nChanged 27 SP:Iteration 16Q (7559.071275 sec): 3 clusters Score: Raw -365565.415720 + Penalty 1566.173699 = -363999.242021 nChanged 27 SP:Iteration 17Q (7559.115367 sec): 3 clusters Score: Raw -365576.121694 + Penalty 1566.173699 = -364009.947995 nChanged 23 SP:Iteration 18Q (7559.158801 sec): 3 clusters Score: Raw -365586.721604 + Penalty 1566.173699 = -364020.547905 nChanged 16 SP:Iteration 19Q (7559.195574 sec): 3 clusters Score: Raw -365596.102622 + Penalty 1566.173699 = -364029.928923 nChanged 14 SP:Iteration 20F (7559.243857 sec): 3 clusters Score: Raw -365603.972923 + Penalty 1566.173699 = -364037.799224 nChanged 10 SP:Iteration 21Q (7559.288587 sec): 3 clusters Score: Raw -365609.435050 + Penalty 1566.173699 = -364043.261351 nChanged 9 SP:Iteration 22Q (7559.328910 sec): 3 clusters Score: Raw -365615.050961 + Penalty 1566.173699 = -364048.877262 nChanged 14 SP:Iteration 23Q (7559.371852 sec): 3 clusters Score: Raw -365623.690095 + Penalty 1566.173699 = -364057.516396 nChanged 7 SP:Iteration 24Q (7559.421462 sec): 3 clusters Score: Raw -365625.891897 + Penalty 1566.173699 = -364059.718198 nChanged 6 SP:Iteration 25Q (7559.467445 sec): 3 clusters Score: Raw -365627.934984 + Penalty 1566.173699 = -364061.761285 nChanged 3 SP:Iteration 26Q (7559.503405 sec): 3 clusters Score: Raw -365629.078219 + Penalty 1566.173699 = -364062.904520 nChanged 3 SP:Iteration 27Q (7559.550029 sec): 3 clusters Score: Raw -365631.963313 + Penalty 1566.173699 = -364065.789614 nChanged 3 SP:Iteration 28Q (7559.584728 sec): 3 clusters Score: Raw -365633.853686 + Penalty 1566.173699 = -364067.679987 nChanged 2 SP:Iteration 29Q (7559.635297 sec): 3 clusters Score: Raw -365637.039153 + Penalty 1566.173699 = -364070.865454 nChanged 3 SP:Iteration 30Q (7559.679135 sec): 3 clusters Score: Raw -365637.656655 + Penalty 1566.173699 = -364071.482956 nChanged 0 SP:Iteration 31F (7559.706474 sec): 3 clusters Score: Raw -365637.656655 + Penalty 1566.173699 = -364071.482956 nChanged 0 Trying to split cluster 38 (21105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7559.757484 sec): 2 clusters Score: Raw -2042839.284410 + Penalty 945.940200 = -2041893.344210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7559.814739 sec): 3 clusters Score: Raw -2029679.749973 + Penalty 1891.880399 = -2027787.869574 nChanged 9778 SP:Iteration 1F (7559.882550 sec): 3 clusters Score: Raw -2035076.322464 + Penalty 1891.880399 = -2033184.442065 nChanged 1117 SP:Iteration 2F (7559.945506 sec): 3 clusters Score: Raw -2035468.091623 + Penalty 1891.880399 = -2033576.211224 nChanged 1017 SP:Iteration 3Q (7560.026317 sec): 3 clusters Score: Raw -2035862.941590 + Penalty 1891.880399 = -2033971.061191 nChanged 1042 SP:Iteration 4Q (7560.095819 sec): 3 clusters Score: Raw -2036314.292216 + Penalty 1891.880399 = -2034422.411817 nChanged 1110 SP:Iteration 5F (7560.170369 sec): 3 clusters Score: Raw -2036869.533015 + Penalty 1891.880399 = -2034977.652616 nChanged 1197 SP:Iteration 6F (7560.225774 sec): 3 clusters Score: Raw -2037591.675705 + Penalty 1891.880399 = -2035699.795306 nChanged 1316 SP:Iteration 7F (7560.298245 sec): 3 clusters Score: Raw -2038468.712395 + Penalty 1891.880399 = -2036576.831996 nChanged 1382 SP:Iteration 8F (7560.358211 sec): 3 clusters Score: Raw -2039390.135231 + Penalty 1891.880399 = -2037498.254832 nChanged 1216 SP:Iteration 9F (7560.418216 sec): 3 clusters Score: Raw -2040184.037533 + Penalty 1891.880399 = -2038292.157134 nChanged 982 SP:Iteration 10Q (7560.491891 sec): 3 clusters Score: Raw -2040813.254112 + Penalty 1891.880399 = -2038921.373713 nChanged 748 SP:Iteration 11Q (7560.552655 sec): 3 clusters Score: Raw -2041190.800586 + Penalty 1891.880399 = -2039298.920187 nChanged 578 SP:Iteration 12Q (7560.619806 sec): 3 clusters Score: Raw -2041419.470349 + Penalty 1891.880399 = -2039527.589950 nChanged 429 SP:Iteration 13Q (7560.664763 sec): 3 clusters Score: Raw -2041569.156775 + Penalty 1891.880399 = -2039677.276376 nChanged 351 SP:Iteration 14Q (7560.731945 sec): 3 clusters Score: Raw -2041673.531181 + Penalty 1891.880399 = -2039781.650781 nChanged 295 SP:Iteration 15Q (7560.799410 sec): 3 clusters Score: Raw -2041769.195205 + Penalty 1891.880399 = -2039877.314806 nChanged 285 SP:Iteration 16Q (7560.873839 sec): 3 clusters Score: Raw -2041867.504032 + Penalty 1891.880399 = -2039975.623633 nChanged 304 SP:Iteration 17Q (7560.950399 sec): 3 clusters Score: Raw -2041978.069495 + Penalty 1891.880399 = -2040086.189096 nChanged 285 SP:Iteration 18Q (7561.006005 sec): 3 clusters Score: Raw -2042078.452587 + Penalty 1891.880399 = -2040186.572188 nChanged 268 SP:Iteration 19Q (7561.079023 sec): 3 clusters Score: Raw -2042187.248286 + Penalty 1891.880399 = -2040295.367887 nChanged 290 SP:Iteration 20F (7561.152069 sec): 3 clusters Score: Raw -2042313.747239 + Penalty 1891.880399 = -2040421.866840 nChanged 293 SP:Iteration 21Q (7561.215424 sec): 3 clusters Score: Raw -2042452.489926 + Penalty 1891.880399 = -2040560.609527 nChanged 295 SP:Iteration 22Q (7561.277333 sec): 3 clusters Score: Raw -2042606.065909 + Penalty 1891.880399 = -2040714.185510 nChanged 308 SP:Iteration 23Q (7561.352105 sec): 3 clusters Score: Raw -2042770.055841 + Penalty 1891.880399 = -2040878.175442 nChanged 296 SP:Iteration 24Q (7561.408065 sec): 3 clusters Score: Raw -2042927.308519 + Penalty 1891.880399 = -2041035.428120 nChanged 274 SP:Iteration 25Q (7561.476426 sec): 3 clusters Score: Raw -2043042.634087 + Penalty 1891.880399 = -2041150.753688 nChanged 203 SP:Iteration 26Q (7561.551063 sec): 3 clusters Score: Raw -2043121.017210 + Penalty 1891.880399 = -2041229.136811 nChanged 173 SP:Iteration 27Q (7561.607654 sec): 3 clusters Score: Raw -2043186.048807 + Penalty 1891.880399 = -2041294.168408 nChanged 153 SP:Iteration 28Q (7561.660977 sec): 3 clusters Score: Raw -2043240.524865 + Penalty 1891.880399 = -2041348.644466 nChanged 133 SP:Iteration 29Q (7561.734629 sec): 3 clusters Score: Raw -2043279.247478 + Penalty 1891.880399 = -2041387.367079 nChanged 117 SP:Iteration 30Q (7561.786564 sec): 3 clusters Score: Raw -2043308.785592 + Penalty 1891.880399 = -2041416.905193 nChanged 110 SP:Iteration 31Q (7561.855949 sec): 3 clusters Score: Raw -2043340.600585 + Penalty 1891.880399 = -2041448.720185 nChanged 95 SP:Iteration 32Q (7561.923202 sec): 3 clusters Score: Raw -2043368.536321 + Penalty 1891.880399 = -2041476.655921 nChanged 88 SP:Iteration 33Q (7562.001571 sec): 3 clusters Score: Raw -2043387.995894 + Penalty 1891.880399 = -2041496.115495 nChanged 67 SP:Iteration 34Q (7562.054481 sec): 3 clusters Score: Raw -2043399.492469 + Penalty 1891.880399 = -2041507.612070 nChanged 52 SP:Iteration 35Q (7562.131551 sec): 3 clusters Score: Raw -2043407.113114 + Penalty 1891.880399 = -2041515.232715 nChanged 49 SP:Iteration 36Q (7562.186499 sec): 3 clusters Score: Raw -2043415.222347 + Penalty 1891.880399 = -2041523.341948 nChanged 48 SP:Iteration 37Q (7562.249085 sec): 3 clusters Score: Raw -2043422.872334 + Penalty 1891.880399 = -2041530.991935 nChanged 45 SP:Iteration 38Q (7562.311285 sec): 3 clusters Score: Raw -2043428.631793 + Penalty 1891.880399 = -2041536.751394 nChanged 39 SP:Iteration 39Q (7562.373803 sec): 3 clusters Score: Raw -2043434.745226 + Penalty 1891.880399 = -2041542.864827 nChanged 50 SP:Iteration 40F (7562.437493 sec): 3 clusters Score: Raw -2043442.214398 + Penalty 1891.880399 = -2041550.333999 nChanged 46 SP:Iteration 41Q (7562.504013 sec): 3 clusters Score: Raw -2043449.243666 + Penalty 1891.880399 = -2041557.363267 nChanged 41 SP:Iteration 42Q (7562.560913 sec): 3 clusters Score: Raw -2043455.599002 + Penalty 1891.880399 = -2041563.718603 nChanged 47 SP:Iteration 43Q (7562.618001 sec): 3 clusters Score: Raw -2043464.653007 + Penalty 1891.880399 = -2041572.772608 nChanged 50 SP:Iteration 44Q (7562.685024 sec): 3 clusters Score: Raw -2043473.176707 + Penalty 1891.880399 = -2041581.296308 nChanged 33 SP:Iteration 45Q (7562.749523 sec): 3 clusters Score: Raw -2043477.889094 + Penalty 1891.880399 = -2041586.008695 nChanged 38 SP:Iteration 46Q (7562.810980 sec): 3 clusters Score: Raw -2043483.337846 + Penalty 1891.880399 = -2041591.457447 nChanged 27 SP:Iteration 47Q (7562.875028 sec): 3 clusters Score: Raw -2043486.450215 + Penalty 1891.880399 = -2041594.569816 nChanged 28 SP:Iteration 48Q (7562.942654 sec): 3 clusters Score: Raw -2043489.725978 + Penalty 1891.880399 = -2041597.845579 nChanged 21 SP:Iteration 49Q (7563.010595 sec): 3 clusters Score: Raw -2043492.180542 + Penalty 1891.880399 = -2041600.300143 nChanged 23 SP:Iteration 50Q (7563.069429 sec): 3 clusters Score: Raw -2043494.340699 + Penalty 1891.880399 = -2041602.460300 nChanged 29 SP:Iteration 51Q (7563.136556 sec): 3 clusters Score: Raw -2043497.023430 + Penalty 1891.880399 = -2041605.143031 nChanged 18 SP:Iteration 52Q (7563.213297 sec): 3 clusters Score: Raw -2043499.095086 + Penalty 1891.880399 = -2041607.214687 nChanged 19 SP:Iteration 53Q (7563.267326 sec): 3 clusters Score: Raw -2043501.122016 + Penalty 1891.880399 = -2041609.241617 nChanged 21 SP:Iteration 54Q (7563.321827 sec): 3 clusters Score: Raw -2043503.133575 + Penalty 1891.880399 = -2041611.253176 nChanged 18 SP:Iteration 55Q (7563.386228 sec): 3 clusters Score: Raw -2043505.502076 + Penalty 1891.880399 = -2041613.621677 nChanged 15 SP:Iteration 56Q (7563.450862 sec): 3 clusters Score: Raw -2043506.869045 + Penalty 1891.880399 = -2041614.988646 nChanged 11 SP:Iteration 57Q (7563.506946 sec): 3 clusters Score: Raw -2043507.550875 + Penalty 1891.880399 = -2041615.670476 nChanged 7 SP:Iteration 58Q (7563.573392 sec): 3 clusters Score: Raw -2043507.995968 + Penalty 1891.880399 = -2041616.115569 nChanged 4 SP:Iteration 59Q (7563.632774 sec): 3 clusters Score: Raw -2043508.129000 + Penalty 1891.880399 = -2041616.248601 nChanged 2 SP:Iteration 60F (7563.698816 sec): 3 clusters Score: Raw -2043508.243451 + Penalty 1891.880399 = -2041616.363052 nChanged 4 SP:Iteration 61Q (7563.754993 sec): 3 clusters Score: Raw -2043508.612961 + Penalty 1891.880399 = -2041616.732562 nChanged 3 SP:Iteration 62Q (7563.820743 sec): 3 clusters Score: Raw -2043508.999557 + Penalty 1891.880399 = -2041617.119158 nChanged 4 SP:Iteration 63Q (7563.889439 sec): 3 clusters Score: Raw -2043509.383121 + Penalty 1891.880399 = -2041617.502721 nChanged 7 SP:Iteration 64Q (7563.951296 sec): 3 clusters Score: Raw -2043509.932774 + Penalty 1891.880399 = -2041618.052375 nChanged 13 SP:Iteration 65Q (7564.018524 sec): 3 clusters Score: Raw -2043510.859782 + Penalty 1891.880399 = -2041618.979383 nChanged 7 SP:Iteration 66Q (7564.080737 sec): 3 clusters Score: Raw -2043511.291788 + Penalty 1891.880399 = -2041619.411389 nChanged 8 SP:Iteration 67Q (7564.137059 sec): 3 clusters Score: Raw -2043512.161928 + Penalty 1891.880399 = -2041620.281529 nChanged 8 SP:Iteration 68Q (7564.206730 sec): 3 clusters Score: Raw -2043513.058965 + Penalty 1891.880399 = -2041621.178566 nChanged 10 SP:Iteration 69Q (7564.267121 sec): 3 clusters Score: Raw -2043513.849051 + Penalty 1891.880399 = -2041621.968652 nChanged 11 SP:Iteration 70Q (7564.327404 sec): 3 clusters Score: Raw -2043514.923428 + Penalty 1891.880399 = -2041623.043029 nChanged 12 SP:Iteration 71Q (7564.389335 sec): 3 clusters Score: Raw -2043516.200185 + Penalty 1891.880399 = -2041624.319786 nChanged 15 SP:Iteration 72Q (7564.449013 sec): 3 clusters Score: Raw -2043517.789760 + Penalty 1891.880399 = -2041625.909361 nChanged 8 SP:Iteration 73Q (7564.520876 sec): 3 clusters Score: Raw -2043518.863769 + Penalty 1891.880399 = -2041626.983370 nChanged 10 SP:Iteration 74Q (7564.586849 sec): 3 clusters Score: Raw -2043519.399897 + Penalty 1891.880399 = -2041627.519498 nChanged 5 SP:Iteration 75Q (7564.641247 sec): 3 clusters Score: Raw -2043519.694620 + Penalty 1891.880399 = -2041627.814221 nChanged 4 SP:Iteration 76Q (7564.709035 sec): 3 clusters Score: Raw -2043519.961557 + Penalty 1891.880399 = -2041628.081158 nChanged 5 SP:Iteration 77Q (7564.773238 sec): 3 clusters Score: Raw -2043520.666950 + Penalty 1891.880399 = -2041628.786551 nChanged 5 SP:Iteration 78Q (7564.833598 sec): 3 clusters Score: Raw -2043520.913872 + Penalty 1891.880399 = -2041629.033473 nChanged 3 SP:Iteration 79Q (7564.904441 sec): 3 clusters Score: Raw -2043521.071949 + Penalty 1891.880399 = -2041629.191550 nChanged 3 SP:Iteration 80F (7564.961942 sec): 3 clusters Score: Raw -2043521.192411 + Penalty 1891.880399 = -2041629.312012 nChanged 2 SP:Iteration 81Q (7565.027418 sec): 3 clusters Score: Raw -2043521.326479 + Penalty 1891.880399 = -2041629.446080 nChanged 2 SP:Iteration 82Q (7565.093950 sec): 3 clusters Score: Raw -2043521.533895 + Penalty 1891.880399 = -2041629.653496 nChanged 4 SP:Iteration 83Q (7565.160903 sec): 3 clusters Score: Raw -2043521.819660 + Penalty 1891.880399 = -2041629.939261 nChanged 5 SP:Iteration 84Q (7565.219024 sec): 3 clusters Score: Raw -2043522.036555 + Penalty 1891.880399 = -2041630.156156 nChanged 2 SP:Iteration 85Q (7565.283897 sec): 3 clusters Score: Raw -2043522.109906 + Penalty 1891.880399 = -2041630.229507 nChanged 1 SP:Iteration 86Q (7565.314903 sec): 3 clusters Score: Raw -2043522.136681 + Penalty 1891.880399 = -2041630.256281 nChanged 0 SP:Iteration 87F (7565.390398 sec): 3 clusters Score: Raw -2043522.136681 + Penalty 1891.880399 = -2041630.256281 nChanged 0 Iteration 499Q (7570.989326 sec): 39 clusters Score: Raw -58497848.506135 + Penalty 48163.559074 = -58449684.947061 nChanged 69 Iteration 500F (7582.156830 sec): 39 clusters Score: Raw -58497850.091966 + Penalty 48163.559074 = -58449686.532892 nChanged 71 Iteration 501Q (7587.814616 sec): 39 clusters Score: Raw -58497851.750508 + Penalty 48163.559074 = -58449688.191434 nChanged 64 Iteration 502Q (7593.533983 sec): 39 clusters Score: Raw -58497853.396257 + Penalty 48163.559074 = -58449689.837183 nChanged 62 Iteration 503Q (7599.421263 sec): 39 clusters Score: Raw -58497855.071182 + Penalty 48163.559074 = -58449691.512108 nChanged 76 Iteration 504Q (7605.173327 sec): 39 clusters Score: Raw -58497857.384854 + Penalty 48163.559074 = -58449693.825780 nChanged 83 Iteration 505Q (7611.072115 sec): 39 clusters Score: Raw -58497859.715451 + Penalty 48163.559074 = -58449696.156377 nChanged 80 Iteration 506Q (7616.920591 sec): 39 clusters Score: Raw -58497861.828192 + Penalty 48163.559074 = -58449698.269118 nChanged 74 Iteration 507Q (7622.821950 sec): 39 clusters Score: Raw -58497863.794558 + Penalty 48163.559074 = -58449700.235483 nChanged 65 Iteration 508Q (7628.543635 sec): 39 clusters Score: Raw -58497866.077298 + Penalty 48163.559074 = -58449702.518223 nChanged 74 Iteration 509Q (7634.443419 sec): 39 clusters Score: Raw -58497868.504570 + Penalty 48163.559074 = -58449704.945495 nChanged 72 Iteration 510Q (7640.472521 sec): 39 clusters Score: Raw -58497870.283093 + Penalty 48163.559074 = -58449706.724019 nChanged 68 Iteration 511Q (7646.507876 sec): 39 clusters Score: Raw -58497872.040824 + Penalty 48163.559074 = -58449708.481750 nChanged 62 Iteration 512Q (7652.238852 sec): 39 clusters Score: Raw -58497874.183203 + Penalty 48163.559074 = -58449710.624129 nChanged 62 Iteration 513Q (7657.618858 sec): 39 clusters Score: Raw -58497876.244298 + Penalty 48163.559074 = -58449712.685224 nChanged 70 Iteration 514Q (7663.062158 sec): 39 clusters Score: Raw -58497879.574624 + Penalty 48163.559074 = -58449716.015550 nChanged 91 Iteration 515Q (7668.441871 sec): 39 clusters Score: Raw -58497883.227155 + Penalty 48163.559074 = -58449719.668081 nChanged 98 Iteration 516Q (7674.054062 sec): 39 clusters Score: Raw -58497887.063471 + Penalty 48163.559074 = -58449723.504397 nChanged 92 Iteration 517Q (7679.481413 sec): 39 clusters Score: Raw -58497889.934922 + Penalty 48163.559074 = -58449726.375848 nChanged 86 Iteration 518Q (7685.192942 sec): 39 clusters Score: Raw -58497892.482968 + Penalty 48163.559074 = -58449728.923894 nChanged 78 Iteration 519Q (7690.745184 sec): 39 clusters Score: Raw -58497895.037014 + Penalty 48163.559074 = -58449731.477940 nChanged 67 Iteration 520F (7701.788674 sec): 39 clusters Score: Raw -58497896.810829 + Penalty 48163.559074 = -58449733.251755 nChanged 62 Iteration 521Q (7707.318310 sec): 39 clusters Score: Raw -58497898.392669 + Penalty 48163.559074 = -58449734.833595 nChanged 67 Iteration 522Q (7713.062161 sec): 39 clusters Score: Raw -58497900.188455 + Penalty 48163.559074 = -58449736.629380 nChanged 60 Iteration 523Q (7718.380513 sec): 39 clusters Score: Raw -58497901.730395 + Penalty 48163.559074 = -58449738.171321 nChanged 72 Iteration 524Q (7724.233567 sec): 39 clusters Score: Raw -58497903.385186 + Penalty 48163.559074 = -58449739.826111 nChanged 55 Iteration 525Q (7730.117955 sec): 39 clusters Score: Raw -58497904.600224 + Penalty 48163.559074 = -58449741.041150 nChanged 54 Iteration 526Q (7735.976816 sec): 39 clusters Score: Raw -58497905.997791 + Penalty 48163.559074 = -58449742.438717 nChanged 58 Iteration 527Q (7741.991568 sec): 39 clusters Score: Raw -58497907.337771 + Penalty 48163.559074 = -58449743.778696 nChanged 41 Iteration 528Q (7748.069790 sec): 39 clusters Score: Raw -58497908.343728 + Penalty 48163.559074 = -58449744.784654 nChanged 51 Iteration 529Q (7754.129637 sec): 39 clusters Score: Raw -58497910.500479 + Penalty 48163.559074 = -58449746.941404 nChanged 64 Iteration 530Q (7760.221411 sec): 39 clusters Score: Raw -58497912.415420 + Penalty 48163.559074 = -58449748.856346 nChanged 77 Iteration 531Q (7766.286499 sec): 39 clusters Score: Raw -58497914.387613 + Penalty 48163.559074 = -58449750.828538 nChanged 62 Iteration 532Q (7772.288709 sec): 39 clusters Score: Raw -58497916.978517 + Penalty 48163.559074 = -58449753.419443 nChanged 61 Iteration 533Q (7778.037926 sec): 39 clusters Score: Raw -58497918.925171 + Penalty 48163.559074 = -58449755.366097 nChanged 57 Iteration 534Q (7783.951600 sec): 39 clusters Score: Raw -58497920.759752 + Penalty 48163.559074 = -58449757.200678 nChanged 52 Iteration 535Q (7789.859100 sec): 39 clusters Score: Raw -58497922.558619 + Penalty 48163.559074 = -58449758.999545 nChanged 49 Iteration 536Q (7795.701817 sec): 39 clusters Score: Raw -58497924.053170 + Penalty 48163.559074 = -58449760.494096 nChanged 58 Iteration 537Q (7801.484545 sec): 39 clusters Score: Raw -58497925.883721 + Penalty 48163.559074 = -58449762.324647 nChanged 61 Iteration 538Q (7807.042565 sec): 39 clusters Score: Raw -58497927.864946 + Penalty 48163.559074 = -58449764.305872 nChanged 53 Writing temp clu file Because OldScore, -58449762.324647, is greater than current (better) Score,-58449764.305872 Compute initial score before splitting: Score: Raw -58497927.864946 + Penalty 48163.559074 = -58449764.305872 Trying to split cluster 1 (4482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7807.166577 sec): 2 clusters Score: Raw -422686.029427 + Penalty 798.743342 = -421887.286085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7807.183947 sec): 3 clusters Score: Raw -420168.012144 + Penalty 1597.486684 = -418570.525459 nChanged 1930 SP:Iteration 1F (7807.199972 sec): 3 clusters Score: Raw -421155.001294 + Penalty 1597.486684 = -419557.514609 nChanged 323 SP:Iteration 2F (7807.216050 sec): 3 clusters Score: Raw -421356.712915 + Penalty 1597.486684 = -419759.226230 nChanged 314 SP:Iteration 3F (7807.231861 sec): 3 clusters Score: Raw -421577.698740 + Penalty 1597.486684 = -419980.212056 nChanged 315 SP:Iteration 4F (7807.247762 sec): 3 clusters Score: Raw -421799.043546 + Penalty 1597.486684 = -420201.556862 nChanged 273 SP:Iteration 5F (7807.263753 sec): 3 clusters Score: Raw -421975.523689 + Penalty 1597.486684 = -420378.037005 nChanged 239 SP:Iteration 6F (7807.279570 sec): 3 clusters Score: Raw -422133.671010 + Penalty 1597.486684 = -420536.184326 nChanged 210 SP:Iteration 7Q (7807.295325 sec): 3 clusters Score: Raw -422274.181971 + Penalty 1597.486684 = -420676.695286 nChanged 198 SP:Iteration 8Q (7807.311149 sec): 3 clusters Score: Raw -422406.025855 + Penalty 1597.486684 = -420808.539170 nChanged 157 SP:Iteration 9Q (7807.326998 sec): 3 clusters Score: Raw -422499.158449 + Penalty 1597.486684 = -420901.671764 nChanged 124 SP:Iteration 10Q (7807.342886 sec): 3 clusters Score: Raw -422582.119845 + Penalty 1597.486684 = -420984.633160 nChanged 100 SP:Iteration 11Q (7807.358679 sec): 3 clusters Score: Raw -422646.406316 + Penalty 1597.486684 = -421048.919631 nChanged 74 SP:Iteration 12Q (7807.374365 sec): 3 clusters Score: Raw -422684.148922 + Penalty 1597.486684 = -421086.662238 nChanged 46 SP:Iteration 13Q (7807.389779 sec): 3 clusters Score: Raw -422702.711322 + Penalty 1597.486684 = -421105.224638 nChanged 36 SP:Iteration 14Q (7807.405351 sec): 3 clusters Score: Raw -422721.496927 + Penalty 1597.486684 = -421124.010243 nChanged 40 SP:Iteration 15Q (7807.420670 sec): 3 clusters Score: Raw -422741.912232 + Penalty 1597.486684 = -421144.425547 nChanged 32 SP:Iteration 16Q (7807.435965 sec): 3 clusters Score: Raw -422760.569989 + Penalty 1597.486684 = -421163.083304 nChanged 29 SP:Iteration 17Q (7807.451428 sec): 3 clusters Score: Raw -422777.850015 + Penalty 1597.486684 = -421180.363331 nChanged 33 SP:Iteration 18Q (7807.466850 sec): 3 clusters Score: Raw -422797.072720 + Penalty 1597.486684 = -421199.586036 nChanged 20 SP:Iteration 19Q (7807.482199 sec): 3 clusters Score: Raw -422808.967748 + Penalty 1597.486684 = -421211.481064 nChanged 19 SP:Iteration 20F (7807.497991 sec): 3 clusters Score: Raw -422818.072086 + Penalty 1597.486684 = -421220.585401 nChanged 20 SP:Iteration 21Q (7807.513281 sec): 3 clusters Score: Raw -422827.658526 + Penalty 1597.486684 = -421230.171841 nChanged 17 SP:Iteration 22Q (7807.528583 sec): 3 clusters Score: Raw -422836.589922 + Penalty 1597.486684 = -421239.103237 nChanged 16 SP:Iteration 23Q (7807.543889 sec): 3 clusters Score: Raw -422844.665593 + Penalty 1597.486684 = -421247.178909 nChanged 19 SP:Iteration 24Q (7807.559121 sec): 3 clusters Score: Raw -422855.865457 + Penalty 1597.486684 = -421258.378773 nChanged 18 SP:Iteration 25Q (7807.574174 sec): 3 clusters Score: Raw -422866.014909 + Penalty 1597.486684 = -421268.528225 nChanged 12 SP:Iteration 26Q (7807.589457 sec): 3 clusters Score: Raw -422873.229884 + Penalty 1597.486684 = -421275.743199 nChanged 11 SP:Iteration 27Q (7807.604668 sec): 3 clusters Score: Raw -422879.439360 + Penalty 1597.486684 = -421281.952676 nChanged 13 SP:Iteration 28Q (7807.619869 sec): 3 clusters Score: Raw -422885.428040 + Penalty 1597.486684 = -421287.941356 nChanged 10 SP:Iteration 29Q (7807.635050 sec): 3 clusters Score: Raw -422890.037022 + Penalty 1597.486684 = -421292.550338 nChanged 13 SP:Iteration 30Q (7807.650254 sec): 3 clusters Score: Raw -422895.001925 + Penalty 1597.486684 = -421297.515241 nChanged 8 SP:Iteration 31Q (7807.665411 sec): 3 clusters Score: Raw -422898.845759 + Penalty 1597.486684 = -421301.359075 nChanged 6 SP:Iteration 32Q (7807.680555 sec): 3 clusters Score: Raw -422902.611854 + Penalty 1597.486684 = -421305.125170 nChanged 7 SP:Iteration 33Q (7807.695555 sec): 3 clusters Score: Raw -422905.185477 + Penalty 1597.486684 = -421307.698793 nChanged 4 SP:Iteration 34Q (7807.710621 sec): 3 clusters Score: Raw -422906.815824 + Penalty 1597.486684 = -421309.329140 nChanged 4 SP:Iteration 35Q (7807.725892 sec): 3 clusters Score: Raw -422908.053045 + Penalty 1597.486684 = -421310.566360 nChanged 2 SP:Iteration 36Q (7807.741027 sec): 3 clusters Score: Raw -422908.464126 + Penalty 1597.486684 = -421310.977441 nChanged 2 SP:Iteration 37Q (7807.755999 sec): 3 clusters Score: Raw -422909.754037 + Penalty 1597.486684 = -421312.267352 nChanged 2 SP:Iteration 38Q (7807.771131 sec): 3 clusters Score: Raw -422910.368880 + Penalty 1597.486684 = -421312.882195 nChanged 1 SP:Iteration 39Q (7807.786297 sec): 3 clusters Score: Raw -422910.675508 + Penalty 1597.486684 = -421313.188824 nChanged 0 SP:Iteration 40F (7807.802204 sec): 3 clusters Score: Raw -422910.675508 + Penalty 1597.486684 = -421313.188824 nChanged 0 Trying to split cluster 2 (58201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7807.873484 sec): 2 clusters Score: Raw -5701573.743044 + Penalty 1042.307492 = -5700531.435552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7807.955402 sec): 3 clusters Score: Raw -5663821.561592 + Penalty 2084.614985 = -5661736.946607 nChanged 27714 SP:Iteration 1F (7808.032801 sec): 3 clusters Score: Raw -5680555.558009 + Penalty 2084.614985 = -5678470.943025 nChanged 2890 SP:Iteration 2Q (7808.114794 sec): 3 clusters Score: Raw -5682012.643067 + Penalty 2084.614985 = -5679928.028082 nChanged 3505 SP:Iteration 3F (7808.192165 sec): 3 clusters Score: Raw -5684210.933176 + Penalty 2084.614985 = -5682126.318191 nChanged 3975 SP:Iteration 4F (7808.269509 sec): 3 clusters Score: Raw -5687180.460860 + Penalty 2084.614985 = -5685095.845875 nChanged 4232 SP:Iteration 5F (7808.346884 sec): 3 clusters Score: Raw -5690386.900261 + Penalty 2084.614985 = -5688302.285276 nChanged 3830 SP:Iteration 6F (7808.424234 sec): 3 clusters Score: Raw -5693074.573437 + Penalty 2084.614985 = -5690989.958452 nChanged 3027 SP:Iteration 7F (7808.501610 sec): 3 clusters Score: Raw -5694743.357606 + Penalty 2084.614985 = -5692658.742621 nChanged 1988 SP:Iteration 8Q (7808.581482 sec): 3 clusters Score: Raw -5695585.375695 + Penalty 2084.614985 = -5693500.760710 nChanged 1468 SP:Iteration 9Q (7808.660947 sec): 3 clusters Score: Raw -5696143.604789 + Penalty 2084.614985 = -5694058.989804 nChanged 1236 SP:Iteration 10Q (7808.739861 sec): 3 clusters Score: Raw -5696607.524020 + Penalty 2084.614985 = -5694522.909035 nChanged 1055 SP:Iteration 11Q (7808.818602 sec): 3 clusters Score: Raw -5696979.669301 + Penalty 2084.614985 = -5694895.054316 nChanged 966 SP:Iteration 12Q (7808.897018 sec): 3 clusters Score: Raw -5697293.496432 + Penalty 2084.614985 = -5695208.881447 nChanged 873 SP:Iteration 13Q (7808.975470 sec): 3 clusters Score: Raw -5697544.610485 + Penalty 2084.614985 = -5695459.995500 nChanged 735 SP:Iteration 14Q (7809.053855 sec): 3 clusters Score: Raw -5697735.642501 + Penalty 2084.614985 = -5695651.027516 nChanged 654 SP:Iteration 15Q (7809.131811 sec): 3 clusters Score: Raw -5697882.829913 + Penalty 2084.614985 = -5695798.214928 nChanged 564 SP:Iteration 16Q (7809.209629 sec): 3 clusters Score: Raw -5698000.076747 + Penalty 2084.614985 = -5695915.461762 nChanged 505 SP:Iteration 17Q (7809.287413 sec): 3 clusters Score: Raw -5698092.687346 + Penalty 2084.614985 = -5696008.072361 nChanged 413 SP:Iteration 18Q (7809.365297 sec): 3 clusters Score: Raw -5698165.462856 + Penalty 2084.614985 = -5696080.847871 nChanged 386 SP:Iteration 19Q (7809.442977 sec): 3 clusters Score: Raw -5698221.608523 + Penalty 2084.614985 = -5696136.993538 nChanged 309 SP:Iteration 20F (7809.521216 sec): 3 clusters Score: Raw -5698256.453791 + Penalty 2084.614985 = -5696171.838806 nChanged 243 SP:Iteration 21Q (7809.599420 sec): 3 clusters Score: Raw -5698277.794095 + Penalty 2084.614985 = -5696193.179110 nChanged 204 SP:Iteration 22Q (7809.677537 sec): 3 clusters Score: Raw -5698293.644416 + Penalty 2084.614985 = -5696209.029431 nChanged 166 SP:Iteration 23Q (7809.755552 sec): 3 clusters Score: Raw -5698303.947290 + Penalty 2084.614985 = -5696219.332305 nChanged 122 SP:Iteration 24Q (7809.833805 sec): 3 clusters Score: Raw -5698309.732277 + Penalty 2084.614985 = -5696225.117292 nChanged 86 SP:Iteration 25Q (7809.911597 sec): 3 clusters Score: Raw -5698313.158438 + Penalty 2084.614985 = -5696228.543453 nChanged 71 SP:Iteration 26Q (7810.001484 sec): 3 clusters Score: Raw -5698315.905863 + Penalty 2084.614985 = -5696231.290878 nChanged 54 SP:Iteration 27Q (7810.089012 sec): 3 clusters Score: Raw -5698317.873468 + Penalty 2084.614985 = -5696233.258483 nChanged 58 SP:Iteration 28Q (7810.170611 sec): 3 clusters Score: Raw -5698319.911162 + Penalty 2084.614985 = -5696235.296177 nChanged 56 SP:Iteration 29Q (7810.248446 sec): 3 clusters Score: Raw -5698321.828546 + Penalty 2084.614985 = -5696237.213561 nChanged 49 SP:Iteration 30Q (7810.326231 sec): 3 clusters Score: Raw -5698322.972989 + Penalty 2084.614985 = -5696238.358004 nChanged 36 SP:Iteration 31Q (7810.403974 sec): 3 clusters Score: Raw -5698323.867614 + Penalty 2084.614985 = -5696239.252629 nChanged 35 SP:Iteration 32Q (7810.481598 sec): 3 clusters Score: Raw -5698324.759213 + Penalty 2084.614985 = -5696240.144228 nChanged 34 SP:Iteration 33Q (7810.559466 sec): 3 clusters Score: Raw -5698325.462119 + Penalty 2084.614985 = -5696240.847134 nChanged 31 SP:Iteration 34Q (7810.637458 sec): 3 clusters Score: Raw -5698326.081325 + Penalty 2084.614985 = -5696241.466340 nChanged 28 SP:Iteration 35Q (7810.715470 sec): 3 clusters Score: Raw -5698326.543401 + Penalty 2084.614985 = -5696241.928416 nChanged 13 SP:Iteration 36Q (7810.793207 sec): 3 clusters Score: Raw -5698326.726911 + Penalty 2084.614985 = -5696242.111926 nChanged 7 SP:Iteration 37Q (7810.870818 sec): 3 clusters Score: Raw -5698326.835141 + Penalty 2084.614985 = -5696242.220156 nChanged 6 SP:Iteration 38Q (7810.948245 sec): 3 clusters Score: Raw -5698326.935237 + Penalty 2084.614985 = -5696242.320252 nChanged 6 SP:Iteration 39Q (7811.025542 sec): 3 clusters Score: Raw -5698327.009730 + Penalty 2084.614985 = -5696242.394745 nChanged 7 SP:Iteration 40F (7811.102783 sec): 3 clusters Score: Raw -5698327.102434 + Penalty 2084.614985 = -5696242.487449 nChanged 4 SP:Iteration 41Q (7811.180509 sec): 3 clusters Score: Raw -5698327.172175 + Penalty 2084.614985 = -5696242.557190 nChanged 4 SP:Iteration 42Q (7811.258492 sec): 3 clusters Score: Raw -5698327.216602 + Penalty 2084.614985 = -5696242.601617 nChanged 7 SP:Iteration 43Q (7811.336077 sec): 3 clusters Score: Raw -5698327.304210 + Penalty 2084.614985 = -5696242.689225 nChanged 10 SP:Iteration 44Q (7811.413631 sec): 3 clusters Score: Raw -5698327.395498 + Penalty 2084.614985 = -5696242.780513 nChanged 7 SP:Iteration 45Q (7811.491332 sec): 3 clusters Score: Raw -5698327.460739 + Penalty 2084.614985 = -5696242.845754 nChanged 10 SP:Iteration 46Q (7811.569236 sec): 3 clusters Score: Raw -5698327.576324 + Penalty 2084.614985 = -5696242.961339 nChanged 4 SP:Iteration 47Q (7811.646399 sec): 3 clusters Score: Raw -5698327.628760 + Penalty 2084.614985 = -5696243.013775 nChanged 3 SP:Iteration 48Q (7811.723425 sec): 3 clusters Score: Raw -5698327.646036 + Penalty 2084.614985 = -5696243.031051 nChanged 1 SP:Iteration 49Q (7811.800775 sec): 3 clusters Score: Raw -5698327.648965 + Penalty 2084.614985 = -5696243.033980 nChanged 0 SP:Iteration 50F (7811.877903 sec): 3 clusters Score: Raw -5698327.648965 + Penalty 2084.614985 = -5696243.033980 nChanged 0 Trying to split cluster 3 (5909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7811.887443 sec): 2 clusters Score: Raw -539823.240880 + Penalty 825.002030 = -538998.238851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7811.944530 sec): 3 clusters Score: Raw -536469.490139 + Penalty 1650.004059 = -534819.486079 nChanged 2565 SP:Iteration 1F (7812.006057 sec): 3 clusters Score: Raw -538049.577339 + Penalty 1650.004059 = -536399.573280 nChanged 476 SP:Iteration 2F (7812.067100 sec): 3 clusters Score: Raw -538354.903352 + Penalty 1650.004059 = -536704.899293 nChanged 407 SP:Iteration 3F (7812.116823 sec): 3 clusters Score: Raw -538647.835588 + Penalty 1650.004059 = -536997.831529 nChanged 372 SP:Iteration 4F (7812.184226 sec): 3 clusters Score: Raw -538947.839067 + Penalty 1650.004059 = -537297.835007 nChanged 329 SP:Iteration 5F (7812.239115 sec): 3 clusters Score: Raw -539191.858076 + Penalty 1650.004059 = -537541.854017 nChanged 244 SP:Iteration 6Q (7812.299481 sec): 3 clusters Score: Raw -539361.674186 + Penalty 1650.004059 = -537711.670127 nChanged 171 SP:Iteration 7Q (7812.351064 sec): 3 clusters Score: Raw -539480.520910 + Penalty 1650.004059 = -537830.516850 nChanged 138 SP:Iteration 8Q (7812.401692 sec): 3 clusters Score: Raw -539558.530330 + Penalty 1650.004059 = -537908.526270 nChanged 127 SP:Iteration 9Q (7812.473875 sec): 3 clusters Score: Raw -539628.244282 + Penalty 1650.004059 = -537978.240223 nChanged 109 SP:Iteration 10Q (7812.529216 sec): 3 clusters Score: Raw -539689.037023 + Penalty 1650.004059 = -538039.032963 nChanged 88 SP:Iteration 11Q (7812.585297 sec): 3 clusters Score: Raw -539739.342762 + Penalty 1650.004059 = -538089.338702 nChanged 78 SP:Iteration 12Q (7812.646257 sec): 3 clusters Score: Raw -539777.785563 + Penalty 1650.004059 = -538127.781503 nChanged 57 SP:Iteration 13Q (7812.701568 sec): 3 clusters Score: Raw -539810.172485 + Penalty 1650.004059 = -538160.168425 nChanged 50 SP:Iteration 14Q (7812.745445 sec): 3 clusters Score: Raw -539833.774293 + Penalty 1650.004059 = -538183.770234 nChanged 40 SP:Iteration 15Q (7812.811229 sec): 3 clusters Score: Raw -539853.733130 + Penalty 1650.004059 = -538203.729070 nChanged 38 SP:Iteration 16Q (7812.865815 sec): 3 clusters Score: Raw -539875.447277 + Penalty 1650.004059 = -538225.443218 nChanged 39 SP:Iteration 17Q (7812.923518 sec): 3 clusters Score: Raw -539899.380095 + Penalty 1650.004059 = -538249.376035 nChanged 37 SP:Iteration 18Q (7812.970952 sec): 3 clusters Score: Raw -539918.415666 + Penalty 1650.004059 = -538268.411607 nChanged 26 SP:Iteration 19Q (7813.038599 sec): 3 clusters Score: Raw -539935.487306 + Penalty 1650.004059 = -538285.483247 nChanged 16 SP:Iteration 20F (7813.085754 sec): 3 clusters Score: Raw -539941.476741 + Penalty 1650.004059 = -538291.472682 nChanged 9 SP:Iteration 21Q (7813.146330 sec): 3 clusters Score: Raw -539946.094374 + Penalty 1650.004059 = -538296.090315 nChanged 7 SP:Iteration 22Q (7813.192143 sec): 3 clusters Score: Raw -539949.005484 + Penalty 1650.004059 = -538299.001424 nChanged 6 SP:Iteration 23Q (7813.243615 sec): 3 clusters Score: Raw -539950.981371 + Penalty 1650.004059 = -538300.977312 nChanged 6 SP:Iteration 24Q (7813.302991 sec): 3 clusters Score: Raw -539954.335214 + Penalty 1650.004059 = -538304.331155 nChanged 2 SP:Iteration 25Q (7813.346716 sec): 3 clusters Score: Raw -539955.098782 + Penalty 1650.004059 = -538305.094723 nChanged 3 SP:Iteration 26Q (7813.390034 sec): 3 clusters Score: Raw -539956.326901 + Penalty 1650.004059 = -538306.322842 nChanged 4 SP:Iteration 27Q (7813.435780 sec): 3 clusters Score: Raw -539957.550784 + Penalty 1650.004059 = -538307.546725 nChanged 3 SP:Iteration 28Q (7813.492198 sec): 3 clusters Score: Raw -539959.352638 + Penalty 1650.004059 = -538309.348578 nChanged 1 SP:Iteration 29Q (7813.523902 sec): 3 clusters Score: Raw -539960.759432 + Penalty 1650.004059 = -538310.755373 nChanged 2 SP:Iteration 30Q (7813.578089 sec): 3 clusters Score: Raw -539960.904689 + Penalty 1650.004059 = -538310.900630 nChanged 1 SP:Iteration 31Q (7813.619678 sec): 3 clusters Score: Raw -539961.210060 + Penalty 1650.004059 = -538311.206000 nChanged 1 SP:Iteration 32Q (7813.668407 sec): 3 clusters Score: Raw -539961.464853 + Penalty 1650.004059 = -538311.460794 nChanged 1 SP:Iteration 33Q (7813.721945 sec): 3 clusters Score: Raw -539962.226524 + Penalty 1650.004059 = -538312.222464 nChanged 1 SP:Iteration 34Q (7813.760787 sec): 3 clusters Score: Raw -539962.323699 + Penalty 1650.004059 = -538312.319640 nChanged 0 SP:Iteration 35F (7813.811869 sec): 3 clusters Score: Raw -539962.323699 + Penalty 1650.004059 = -538312.319640 nChanged 0 Trying to split cluster 4 (13521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7813.842511 sec): 2 clusters Score: Raw -1353779.756365 + Penalty 903.639935 = -1352876.116430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7813.899184 sec): 3 clusters Score: Raw -1345559.617699 + Penalty 1807.279869 = -1343752.337830 nChanged 6157 SP:Iteration 1F (7813.960037 sec): 3 clusters Score: Raw -1349288.601345 + Penalty 1807.279869 = -1347481.321476 nChanged 948 SP:Iteration 2F (7814.016992 sec): 3 clusters Score: Raw -1349867.969868 + Penalty 1807.279869 = -1348060.689999 nChanged 977 SP:Iteration 3F (7814.085553 sec): 3 clusters Score: Raw -1350587.830714 + Penalty 1807.279869 = -1348780.550845 nChanged 1011 SP:Iteration 4F (7814.138041 sec): 3 clusters Score: Raw -1351425.541967 + Penalty 1807.279869 = -1349618.262098 nChanged 922 SP:Iteration 5F (7814.196592 sec): 3 clusters Score: Raw -1352204.425410 + Penalty 1807.279869 = -1350397.145541 nChanged 721 SP:Iteration 6F (7814.248684 sec): 3 clusters Score: Raw -1352736.188755 + Penalty 1807.279869 = -1350928.908886 nChanged 556 SP:Iteration 7Q (7814.300379 sec): 3 clusters Score: Raw -1353064.748933 + Penalty 1807.279869 = -1351257.469064 nChanged 377 SP:Iteration 8Q (7814.353171 sec): 3 clusters Score: Raw -1353250.333199 + Penalty 1807.279869 = -1351443.053330 nChanged 281 SP:Iteration 9Q (7814.409539 sec): 3 clusters Score: Raw -1353360.963870 + Penalty 1807.279869 = -1351553.684001 nChanged 203 SP:Iteration 10Q (7814.462404 sec): 3 clusters Score: Raw -1353436.348481 + Penalty 1807.279869 = -1351629.068612 nChanged 183 SP:Iteration 11Q (7814.515340 sec): 3 clusters Score: Raw -1353500.216356 + Penalty 1807.279869 = -1351692.936487 nChanged 177 SP:Iteration 12Q (7814.580897 sec): 3 clusters Score: Raw -1353566.965360 + Penalty 1807.279869 = -1351759.685491 nChanged 184 SP:Iteration 13Q (7814.627128 sec): 3 clusters Score: Raw -1353636.682306 + Penalty 1807.279869 = -1351829.402437 nChanged 180 SP:Iteration 14Q (7814.686811 sec): 3 clusters Score: Raw -1353708.582403 + Penalty 1807.279869 = -1351901.302534 nChanged 153 SP:Iteration 15Q (7814.746969 sec): 3 clusters Score: Raw -1353768.877053 + Penalty 1807.279869 = -1351961.597183 nChanged 157 SP:Iteration 16Q (7814.805398 sec): 3 clusters Score: Raw -1353831.822625 + Penalty 1807.279869 = -1352024.542756 nChanged 139 SP:Iteration 17Q (7814.850533 sec): 3 clusters Score: Raw -1353890.540136 + Penalty 1807.279869 = -1352083.260267 nChanged 122 SP:Iteration 18Q (7814.916002 sec): 3 clusters Score: Raw -1353936.267052 + Penalty 1807.279869 = -1352128.987183 nChanged 118 SP:Iteration 19Q (7814.962273 sec): 3 clusters Score: Raw -1353978.100288 + Penalty 1807.279869 = -1352170.820419 nChanged 94 SP:Iteration 20F (7815.022744 sec): 3 clusters Score: Raw -1354011.108526 + Penalty 1807.279869 = -1352203.828657 nChanged 77 SP:Iteration 21Q (7815.074692 sec): 3 clusters Score: Raw -1354038.176565 + Penalty 1807.279869 = -1352230.896696 nChanged 71 SP:Iteration 22Q (7815.143561 sec): 3 clusters Score: Raw -1354060.136467 + Penalty 1807.279869 = -1352252.856597 nChanged 57 SP:Iteration 23Q (7815.192111 sec): 3 clusters Score: Raw -1354075.943127 + Penalty 1807.279869 = -1352268.663258 nChanged 55 SP:Iteration 24Q (7815.250286 sec): 3 clusters Score: Raw -1354090.405884 + Penalty 1807.279869 = -1352283.126015 nChanged 43 SP:Iteration 25Q (7815.300991 sec): 3 clusters Score: Raw -1354100.888470 + Penalty 1807.279869 = -1352293.608601 nChanged 30 SP:Iteration 26Q (7815.361407 sec): 3 clusters Score: Raw -1354106.853825 + Penalty 1807.279869 = -1352299.573956 nChanged 29 SP:Iteration 27Q (7815.422172 sec): 3 clusters Score: Raw -1354114.190029 + Penalty 1807.279869 = -1352306.910160 nChanged 28 SP:Iteration 28Q (7815.462999 sec): 3 clusters Score: Raw -1354119.894931 + Penalty 1807.279869 = -1352312.615062 nChanged 25 SP:Iteration 29Q (7815.518566 sec): 3 clusters Score: Raw -1354127.420488 + Penalty 1807.279869 = -1352320.140619 nChanged 32 SP:Iteration 30Q (7815.580718 sec): 3 clusters Score: Raw -1354134.726491 + Penalty 1807.279869 = -1352327.446622 nChanged 18 SP:Iteration 31Q (7815.641544 sec): 3 clusters Score: Raw -1354137.294262 + Penalty 1807.279869 = -1352330.014393 nChanged 14 SP:Iteration 32Q (7815.706739 sec): 3 clusters Score: Raw -1354140.103041 + Penalty 1807.279869 = -1352332.823172 nChanged 13 SP:Iteration 33Q (7815.755934 sec): 3 clusters Score: Raw -1354141.996423 + Penalty 1807.279869 = -1352334.716554 nChanged 6 SP:Iteration 34Q (7815.819233 sec): 3 clusters Score: Raw -1354142.887315 + Penalty 1807.279869 = -1352335.607446 nChanged 3 SP:Iteration 35Q (7815.869153 sec): 3 clusters Score: Raw -1354143.219619 + Penalty 1807.279869 = -1352335.939750 nChanged 4 SP:Iteration 36Q (7815.919272 sec): 3 clusters Score: Raw -1354143.539321 + Penalty 1807.279869 = -1352336.259452 nChanged 3 SP:Iteration 37Q (7815.973322 sec): 3 clusters Score: Raw -1354143.876814 + Penalty 1807.279869 = -1352336.596945 nChanged 2 SP:Iteration 38Q (7816.042681 sec): 3 clusters Score: Raw -1354144.068489 + Penalty 1807.279869 = -1352336.788620 nChanged 1 SP:Iteration 39Q (7816.097357 sec): 3 clusters Score: Raw -1354144.093787 + Penalty 1807.279869 = -1352336.813918 nChanged 0 SP:Iteration 40F (7816.142588 sec): 3 clusters Score: Raw -1354144.093787 + Penalty 1807.279869 = -1352336.813918 nChanged 0 Trying to split cluster 5 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7816.178112 sec): 2 clusters Score: Raw -104588.893306 + Penalty 674.580931 = -103914.312374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7816.226883 sec): 3 clusters Score: Raw -104083.539552 + Penalty 1349.161863 = -102734.377689 nChanged 414 SP:Iteration 1F (7816.255069 sec): 3 clusters Score: Raw -104365.600423 + Penalty 1349.161863 = -103016.438561 nChanged 109 SP:Iteration 2F (7816.292228 sec): 3 clusters Score: Raw -104458.229521 + Penalty 1349.161863 = -103109.067659 nChanged 71 SP:Iteration 3F (7816.331405 sec): 3 clusters Score: Raw -104533.923267 + Penalty 1349.161863 = -103184.761404 nChanged 46 SP:Iteration 4Q (7816.371402 sec): 3 clusters Score: Raw -104565.940497 + Penalty 1349.161863 = -103216.778635 nChanged 37 SP:Iteration 5Q (7816.418413 sec): 3 clusters Score: Raw -104608.056335 + Penalty 1349.161863 = -103258.894473 nChanged 44 SP:Iteration 6Q (7816.452740 sec): 3 clusters Score: Raw -104655.688345 + Penalty 1349.161863 = -103306.526483 nChanged 49 SP:Iteration 7Q (7816.500512 sec): 3 clusters Score: Raw -104712.074835 + Penalty 1349.161863 = -103362.912973 nChanged 45 SP:Iteration 8Q (7816.537022 sec): 3 clusters Score: Raw -104755.287838 + Penalty 1349.161863 = -103406.125976 nChanged 39 SP:Iteration 9Q (7816.578960 sec): 3 clusters Score: Raw -104782.180572 + Penalty 1349.161863 = -103433.018710 nChanged 24 SP:Iteration 10Q (7816.614535 sec): 3 clusters Score: Raw -104806.838653 + Penalty 1349.161863 = -103457.676791 nChanged 26 SP:Iteration 11Q (7816.653047 sec): 3 clusters Score: Raw -104834.662084 + Penalty 1349.161863 = -103485.500221 nChanged 29 SP:Iteration 12Q (7816.688860 sec): 3 clusters Score: Raw -104856.867538 + Penalty 1349.161863 = -103507.705676 nChanged 15 SP:Iteration 13Q (7816.735511 sec): 3 clusters Score: Raw -104870.747398 + Penalty 1349.161863 = -103521.585535 nChanged 13 SP:Iteration 14Q (7816.776525 sec): 3 clusters Score: Raw -104883.127036 + Penalty 1349.161863 = -103533.965173 nChanged 9 SP:Iteration 15Q (7816.819140 sec): 3 clusters Score: Raw -104888.840103 + Penalty 1349.161863 = -103539.678240 nChanged 7 SP:Iteration 16Q (7816.859501 sec): 3 clusters Score: Raw -104891.849175 + Penalty 1349.161863 = -103542.687312 nChanged 4 SP:Iteration 17Q (7816.909207 sec): 3 clusters Score: Raw -104894.437464 + Penalty 1349.161863 = -103545.275602 nChanged 4 SP:Iteration 18Q (7816.940637 sec): 3 clusters Score: Raw -104897.116586 + Penalty 1349.161863 = -103547.954723 nChanged 3 SP:Iteration 19Q (7816.989145 sec): 3 clusters Score: Raw -104899.115857 + Penalty 1349.161863 = -103549.953994 nChanged 5 SP:Iteration 20F (7817.039219 sec): 3 clusters Score: Raw -104902.461153 + Penalty 1349.161863 = -103553.299290 nChanged 5 SP:Iteration 21Q (7817.085659 sec): 3 clusters Score: Raw -104905.571933 + Penalty 1349.161863 = -103556.410070 nChanged 4 SP:Iteration 22Q (7817.132855 sec): 3 clusters Score: Raw -104907.423544 + Penalty 1349.161863 = -103558.261682 nChanged 5 SP:Iteration 23Q (7817.170382 sec): 3 clusters Score: Raw -104909.151804 + Penalty 1349.161863 = -103559.989941 nChanged 3 SP:Iteration 24Q (7817.218207 sec): 3 clusters Score: Raw -104910.935825 + Penalty 1349.161863 = -103561.773962 nChanged 2 SP:Iteration 25Q (7817.260954 sec): 3 clusters Score: Raw -104911.980384 + Penalty 1349.161863 = -103562.818521 nChanged 4 SP:Iteration 26Q (7817.305231 sec): 3 clusters Score: Raw -104915.242313 + Penalty 1349.161863 = -103566.080450 nChanged 4 SP:Iteration 27Q (7817.348522 sec): 3 clusters Score: Raw -104919.280123 + Penalty 1349.161863 = -103570.118260 nChanged 6 SP:Iteration 28Q (7817.387254 sec): 3 clusters Score: Raw -104923.544015 + Penalty 1349.161863 = -103574.382153 nChanged 5 SP:Iteration 29Q (7817.426578 sec): 3 clusters Score: Raw -104925.573310 + Penalty 1349.161863 = -103576.411447 nChanged 4 SP:Iteration 30Q (7817.457789 sec): 3 clusters Score: Raw -104927.896074 + Penalty 1349.161863 = -103578.734211 nChanged 3 SP:Iteration 31Q (7817.492283 sec): 3 clusters Score: Raw -104929.191122 + Penalty 1349.161863 = -103580.029259 nChanged 3 SP:Iteration 32Q (7817.535178 sec): 3 clusters Score: Raw -104930.415695 + Penalty 1349.161863 = -103581.253832 nChanged 4 SP:Iteration 33Q (7817.586208 sec): 3 clusters Score: Raw -104932.592935 + Penalty 1349.161863 = -103583.431072 nChanged 4 SP:Iteration 34Q (7817.616610 sec): 3 clusters Score: Raw -104935.406622 + Penalty 1349.161863 = -103586.244759 nChanged 3 SP:Iteration 35Q (7817.661230 sec): 3 clusters Score: Raw -104938.289377 + Penalty 1349.161863 = -103589.127514 nChanged 3 SP:Iteration 36Q (7817.704187 sec): 3 clusters Score: Raw -104939.915248 + Penalty 1349.161863 = -103590.753386 nChanged 2 SP:Iteration 37Q (7817.748139 sec): 3 clusters Score: Raw -104940.943994 + Penalty 1349.161863 = -103591.782132 nChanged 2 SP:Iteration 38Q (7817.794295 sec): 3 clusters Score: Raw -104941.709537 + Penalty 1349.161863 = -103592.547674 nChanged 2 SP:Iteration 39Q (7817.828265 sec): 3 clusters Score: Raw -104942.574677 + Penalty 1349.161863 = -103593.412814 nChanged 2 SP:Iteration 40F (7817.864781 sec): 3 clusters Score: Raw -104943.849819 + Penalty 1349.161863 = -103594.687956 nChanged 0 Trying to split cluster 6 (7081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7817.895993 sec): 2 clusters Score: Raw -677194.437759 + Penalty 842.191190 = -676352.246569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7817.950009 sec): 3 clusters Score: Raw -673201.644289 + Penalty 1684.382380 = -671517.261909 nChanged 3086 SP:Iteration 1F (7817.993361 sec): 3 clusters Score: Raw -675088.447294 + Penalty 1684.382380 = -673404.064914 nChanged 493 SP:Iteration 2F (7818.036733 sec): 3 clusters Score: Raw -675339.252823 + Penalty 1684.382380 = -673654.870443 nChanged 433 SP:Iteration 3F (7818.069037 sec): 3 clusters Score: Raw -675575.699934 + Penalty 1684.382380 = -673891.317554 nChanged 411 SP:Iteration 4F (7818.115628 sec): 3 clusters Score: Raw -675811.660773 + Penalty 1684.382380 = -674127.278393 nChanged 359 SP:Iteration 5F (7818.161815 sec): 3 clusters Score: Raw -676046.030818 + Penalty 1684.382380 = -674361.648438 nChanged 357 SP:Iteration 6F (7818.210429 sec): 3 clusters Score: Raw -676293.130786 + Penalty 1684.382380 = -674608.748406 nChanged 332 SP:Iteration 7Q (7818.244117 sec): 3 clusters Score: Raw -676543.224911 + Penalty 1684.382380 = -674858.842531 nChanged 258 SP:Iteration 8Q (7818.297140 sec): 3 clusters Score: Raw -676720.311707 + Penalty 1684.382380 = -675035.929327 nChanged 215 SP:Iteration 9Q (7818.358241 sec): 3 clusters Score: Raw -676858.889239 + Penalty 1684.382380 = -675174.506859 nChanged 171 SP:Iteration 10Q (7818.387580 sec): 3 clusters Score: Raw -676955.457590 + Penalty 1684.382380 = -675271.075211 nChanged 143 SP:Iteration 11Q (7818.430465 sec): 3 clusters Score: Raw -677022.178260 + Penalty 1684.382380 = -675337.795881 nChanged 94 SP:Iteration 12Q (7818.479859 sec): 3 clusters Score: Raw -677060.673489 + Penalty 1684.382380 = -675376.291109 nChanged 81 SP:Iteration 13Q (7818.523675 sec): 3 clusters Score: Raw -677091.864559 + Penalty 1684.382380 = -675407.482179 nChanged 70 SP:Iteration 14Q (7818.569259 sec): 3 clusters Score: Raw -677121.686495 + Penalty 1684.382380 = -675437.304115 nChanged 80 SP:Iteration 15Q (7818.623768 sec): 3 clusters Score: Raw -677156.310039 + Penalty 1684.382380 = -675471.927659 nChanged 79 SP:Iteration 16Q (7818.668506 sec): 3 clusters Score: Raw -677189.925229 + Penalty 1684.382380 = -675505.542850 nChanged 63 SP:Iteration 17Q (7818.716913 sec): 3 clusters Score: Raw -677220.285953 + Penalty 1684.382380 = -675535.903574 nChanged 68 SP:Iteration 18Q (7818.763828 sec): 3 clusters Score: Raw -677254.023900 + Penalty 1684.382380 = -675569.641521 nChanged 65 SP:Iteration 19Q (7818.822537 sec): 3 clusters Score: Raw -677280.793686 + Penalty 1684.382380 = -675596.411306 nChanged 50 SP:Iteration 20F (7818.865546 sec): 3 clusters Score: Raw -677299.307827 + Penalty 1684.382380 = -675614.925448 nChanged 39 SP:Iteration 21Q (7818.916391 sec): 3 clusters Score: Raw -677312.528931 + Penalty 1684.382380 = -675628.146551 nChanged 37 SP:Iteration 22Q (7818.959774 sec): 3 clusters Score: Raw -677323.733662 + Penalty 1684.382380 = -675639.351282 nChanged 28 SP:Iteration 23Q (7819.014928 sec): 3 clusters Score: Raw -677332.422359 + Penalty 1684.382380 = -675648.039979 nChanged 24 SP:Iteration 24Q (7819.056154 sec): 3 clusters Score: Raw -677339.656480 + Penalty 1684.382380 = -675655.274100 nChanged 20 SP:Iteration 25Q (7819.106078 sec): 3 clusters Score: Raw -677347.064843 + Penalty 1684.382380 = -675662.682463 nChanged 22 SP:Iteration 26Q (7819.159715 sec): 3 clusters Score: Raw -677356.997294 + Penalty 1684.382380 = -675672.614914 nChanged 18 SP:Iteration 27Q (7819.200373 sec): 3 clusters Score: Raw -677361.056971 + Penalty 1684.382380 = -675676.674592 nChanged 14 SP:Iteration 28Q (7819.259608 sec): 3 clusters Score: Raw -677364.225945 + Penalty 1684.382380 = -675679.843565 nChanged 14 SP:Iteration 29Q (7819.295142 sec): 3 clusters Score: Raw -677367.905321 + Penalty 1684.382380 = -675683.522941 nChanged 13 SP:Iteration 30Q (7819.358860 sec): 3 clusters Score: Raw -677371.403851 + Penalty 1684.382380 = -675687.021471 nChanged 11 SP:Iteration 31Q (7819.401913 sec): 3 clusters Score: Raw -677375.464548 + Penalty 1684.382380 = -675691.082168 nChanged 13 SP:Iteration 32Q (7819.458617 sec): 3 clusters Score: Raw -677379.891919 + Penalty 1684.382380 = -675695.509539 nChanged 13 SP:Iteration 33Q (7819.502722 sec): 3 clusters Score: Raw -677383.891610 + Penalty 1684.382380 = -675699.509230 nChanged 18 SP:Iteration 34Q (7819.557466 sec): 3 clusters Score: Raw -677388.844676 + Penalty 1684.382380 = -675704.462296 nChanged 12 SP:Iteration 35Q (7819.596815 sec): 3 clusters Score: Raw -677393.297695 + Penalty 1684.382380 = -675708.915315 nChanged 14 SP:Iteration 36Q (7819.645328 sec): 3 clusters Score: Raw -677398.689826 + Penalty 1684.382380 = -675714.307446 nChanged 14 SP:Iteration 37Q (7819.690522 sec): 3 clusters Score: Raw -677402.890731 + Penalty 1684.382380 = -675718.508351 nChanged 7 SP:Iteration 38Q (7819.746411 sec): 3 clusters Score: Raw -677405.842318 + Penalty 1684.382380 = -675721.459938 nChanged 7 SP:Iteration 39Q (7819.781964 sec): 3 clusters Score: Raw -677407.324995 + Penalty 1684.382380 = -675722.942615 nChanged 4 SP:Iteration 40F (7819.830284 sec): 3 clusters Score: Raw -677408.089867 + Penalty 1684.382380 = -675723.707488 nChanged 5 SP:Iteration 41Q (7819.873051 sec): 3 clusters Score: Raw -677409.407072 + Penalty 1684.382380 = -675725.024692 nChanged 1 SP:Iteration 42Q (7819.923133 sec): 3 clusters Score: Raw -677409.482263 + Penalty 1684.382380 = -675725.099883 nChanged 0 SP:Iteration 43F (7819.962931 sec): 3 clusters Score: Raw -677409.482263 + Penalty 1684.382380 = -675725.099883 nChanged 0 Trying to split cluster 7 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7819.993491 sec): 2 clusters Score: Raw -49294.011463 + Penalty 602.334134 = -48691.677329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7820.030693 sec): 3 clusters Score: Raw -49163.548433 + Penalty 1204.668268 = -47958.880165 nChanged 172 SP:Iteration 1F (7820.079467 sec): 3 clusters Score: Raw -49334.295088 + Penalty 1204.668268 = -48129.626820 nChanged 53 SP:Iteration 2F (7820.131688 sec): 3 clusters Score: Raw -49409.595871 + Penalty 1204.668268 = -48204.927603 nChanged 29 SP:Iteration 3F (7820.164441 sec): 3 clusters Score: Raw -49453.596584 + Penalty 1204.668268 = -48248.928316 nChanged 22 SP:Iteration 4Q (7820.205088 sec): 3 clusters Score: Raw -49492.748227 + Penalty 1204.668268 = -48288.079959 nChanged 17 SP:Iteration 5Q (7820.246218 sec): 3 clusters Score: Raw -49535.635878 + Penalty 1204.668268 = -48330.967611 nChanged 17 SP:Iteration 6Q (7820.292968 sec): 3 clusters Score: Raw -49571.552891 + Penalty 1204.668268 = -48366.884624 nChanged 18 SP:Iteration 7Q (7820.336182 sec): 3 clusters Score: Raw -49599.472310 + Penalty 1204.668268 = -48394.804042 nChanged 24 SP:Iteration 8Q (7820.373355 sec): 3 clusters Score: Raw -49646.828836 + Penalty 1204.668268 = -48442.160568 nChanged 22 SP:Iteration 9Q (7820.421344 sec): 3 clusters Score: Raw -49750.097728 + Penalty 1204.668268 = -48545.429460 nChanged 18 SP:Iteration 10Q (7820.469922 sec): 3 clusters Score: Raw -49873.893225 + Penalty 1204.668268 = -48669.224957 nChanged 8 SP:Iteration 11Q (7820.518563 sec): 3 clusters Score: Raw -49901.130006 + Penalty 1204.668268 = -48696.461738 nChanged 3 SP:Iteration 12Q (7820.541552 sec): 3 clusters Score: Raw -49908.235578 + Penalty 1204.668268 = -48703.567310 nChanged 2 SP:Iteration 13Q (7820.583527 sec): 3 clusters Score: Raw -49911.726210 + Penalty 1204.668268 = -48707.057942 nChanged 0 SP:Iteration 14F (7820.631401 sec): 3 clusters Score: Raw -49914.025321 + Penalty 1204.668268 = -48709.357053 nChanged 1 SP:Iteration 15Q (7820.671744 sec): 3 clusters Score: Raw -49920.989844 + Penalty 1204.668268 = -48716.321576 nChanged 0 SP:Iteration 16F (7820.706820 sec): 3 clusters Score: Raw -49920.989844 + Penalty 1204.668268 = -48716.321576 nChanged 0 Score: Raw -58498556.028957 + Penalty 49431.021155 = -58449125.007802 Splitting cluster 7 changes total score from -58449764.305872 to -58449125.007802 So it's not getting split. Trying to split cluster 8 (24250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7831.938602 sec): 2 clusters Score: Raw -2406738.793892 + Penalty 959.136330 = -2405779.657562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7832.012964 sec): 3 clusters Score: Raw -2391369.271035 + Penalty 1918.272660 = -2389450.998375 nChanged 11426 SP:Iteration 1F (7832.087965 sec): 3 clusters Score: Raw -2398141.186015 + Penalty 1918.272660 = -2396222.913354 nChanged 1232 SP:Iteration 2F (7832.143969 sec): 3 clusters Score: Raw -2398661.115479 + Penalty 1918.272660 = -2396742.842818 nChanged 1370 SP:Iteration 3F (7832.218844 sec): 3 clusters Score: Raw -2399392.349816 + Penalty 1918.272660 = -2397474.077155 nChanged 1656 SP:Iteration 4F (7832.288140 sec): 3 clusters Score: Raw -2400525.935899 + Penalty 1918.272660 = -2398607.663239 nChanged 1869 SP:Iteration 5F (7832.362714 sec): 3 clusters Score: Raw -2402130.317952 + Penalty 1918.272660 = -2400212.045292 nChanged 1747 SP:Iteration 6F (7832.424968 sec): 3 clusters Score: Raw -2403791.477832 + Penalty 1918.272660 = -2401873.205171 nChanged 1252 SP:Iteration 7F (7832.495076 sec): 3 clusters Score: Raw -2405020.561008 + Penalty 1918.272660 = -2403102.288348 nChanged 812 SP:Iteration 8Q (7832.562573 sec): 3 clusters Score: Raw -2405749.474557 + Penalty 1918.272660 = -2403831.201897 nChanged 534 SP:Iteration 9Q (7832.634975 sec): 3 clusters Score: Raw -2406136.052748 + Penalty 1918.272660 = -2404217.780088 nChanged 362 SP:Iteration 10Q (7832.691511 sec): 3 clusters Score: Raw -2406351.743159 + Penalty 1918.272660 = -2404433.470499 nChanged 275 SP:Iteration 11Q (7832.758826 sec): 3 clusters Score: Raw -2406514.544939 + Penalty 1918.272660 = -2404596.272279 nChanged 224 SP:Iteration 12Q (7832.820880 sec): 3 clusters Score: Raw -2406641.633764 + Penalty 1918.272660 = -2404723.361104 nChanged 175 SP:Iteration 13Q (7832.893916 sec): 3 clusters Score: Raw -2406732.765283 + Penalty 1918.272660 = -2404814.492622 nChanged 126 SP:Iteration 14Q (7832.963773 sec): 3 clusters Score: Raw -2406794.026201 + Penalty 1918.272660 = -2404875.753540 nChanged 115 SP:Iteration 15Q (7833.028626 sec): 3 clusters Score: Raw -2406845.174241 + Penalty 1918.272660 = -2404926.901580 nChanged 91 SP:Iteration 16Q (7833.084357 sec): 3 clusters Score: Raw -2406886.141101 + Penalty 1918.272660 = -2404967.868441 nChanged 72 SP:Iteration 17Q (7833.147173 sec): 3 clusters Score: Raw -2406920.073561 + Penalty 1918.272660 = -2405001.800901 nChanged 75 SP:Iteration 18Q (7833.207632 sec): 3 clusters Score: Raw -2406959.934864 + Penalty 1918.272660 = -2405041.662203 nChanged 61 SP:Iteration 19Q (7833.281254 sec): 3 clusters Score: Raw -2406986.895117 + Penalty 1918.272660 = -2405068.622457 nChanged 62 SP:Iteration 20F (7833.357309 sec): 3 clusters Score: Raw -2407013.317245 + Penalty 1918.272660 = -2405095.044585 nChanged 53 SP:Iteration 21Q (7833.412239 sec): 3 clusters Score: Raw -2407041.020606 + Penalty 1918.272660 = -2405122.747946 nChanged 54 SP:Iteration 22Q (7833.477457 sec): 3 clusters Score: Raw -2407068.484039 + Penalty 1918.272660 = -2405150.211379 nChanged 40 SP:Iteration 23Q (7833.542522 sec): 3 clusters Score: Raw -2407085.602669 + Penalty 1918.272660 = -2405167.330009 nChanged 33 SP:Iteration 24Q (7833.593188 sec): 3 clusters Score: Raw -2407096.507894 + Penalty 1918.272660 = -2405178.235233 nChanged 23 SP:Iteration 25Q (7833.665067 sec): 3 clusters Score: Raw -2407104.227009 + Penalty 1918.272660 = -2405185.954348 nChanged 17 SP:Iteration 26Q (7833.727027 sec): 3 clusters Score: Raw -2407108.489804 + Penalty 1918.272660 = -2405190.217144 nChanged 11 SP:Iteration 27Q (7833.790212 sec): 3 clusters Score: Raw -2407111.066401 + Penalty 1918.272660 = -2405192.793741 nChanged 14 SP:Iteration 28Q (7833.866974 sec): 3 clusters Score: Raw -2407114.956626 + Penalty 1918.272660 = -2405196.683966 nChanged 14 SP:Iteration 29Q (7833.932311 sec): 3 clusters Score: Raw -2407118.998749 + Penalty 1918.272660 = -2405200.726089 nChanged 10 SP:Iteration 30Q (7833.987613 sec): 3 clusters Score: Raw -2407121.321160 + Penalty 1918.272660 = -2405203.048500 nChanged 11 SP:Iteration 31Q (7834.044830 sec): 3 clusters Score: Raw -2407124.782629 + Penalty 1918.272660 = -2405206.509969 nChanged 11 SP:Iteration 32Q (7834.110727 sec): 3 clusters Score: Raw -2407128.582571 + Penalty 1918.272660 = -2405210.309911 nChanged 11 SP:Iteration 33Q (7834.175717 sec): 3 clusters Score: Raw -2407130.496852 + Penalty 1918.272660 = -2405212.224191 nChanged 6 SP:Iteration 34Q (7834.248869 sec): 3 clusters Score: Raw -2407131.873198 + Penalty 1918.272660 = -2405213.600537 nChanged 4 SP:Iteration 35Q (7834.307818 sec): 3 clusters Score: Raw -2407132.493520 + Penalty 1918.272660 = -2405214.220859 nChanged 2 SP:Iteration 36Q (7834.355946 sec): 3 clusters Score: Raw -2407132.711853 + Penalty 1918.272660 = -2405214.439193 nChanged 0 SP:Iteration 37F (7834.417838 sec): 3 clusters Score: Raw -2407132.711853 + Penalty 1918.272660 = -2405214.439193 nChanged 0 Trying to split cluster 9 (4370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7834.448163 sec): 2 clusters Score: Raw -432214.562096 + Penalty 796.339237 = -431418.222859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7834.486757 sec): 3 clusters Score: Raw -429755.582005 + Penalty 1592.678475 = -428162.903530 nChanged 1872 SP:Iteration 1F (7834.538447 sec): 3 clusters Score: Raw -430801.269970 + Penalty 1592.678475 = -429208.591496 nChanged 306 SP:Iteration 2F (7834.580263 sec): 3 clusters Score: Raw -430954.461011 + Penalty 1592.678475 = -429361.782536 nChanged 245 SP:Iteration 3F (7834.618641 sec): 3 clusters Score: Raw -431080.903577 + Penalty 1592.678475 = -429488.225102 nChanged 209 SP:Iteration 4Q (7834.669499 sec): 3 clusters Score: Raw -431183.806536 + Penalty 1592.678475 = -429591.128061 nChanged 191 SP:Iteration 5Q (7834.710235 sec): 3 clusters Score: Raw -431270.398003 + Penalty 1592.678475 = -429677.719528 nChanged 146 SP:Iteration 6Q (7834.750224 sec): 3 clusters Score: Raw -431335.917883 + Penalty 1592.678475 = -429743.239408 nChanged 130 SP:Iteration 7Q (7834.806166 sec): 3 clusters Score: Raw -431394.785319 + Penalty 1592.678475 = -429802.106844 nChanged 127 SP:Iteration 8Q (7834.845798 sec): 3 clusters Score: Raw -431459.429242 + Penalty 1592.678475 = -429866.750767 nChanged 130 SP:Iteration 9Q (7834.883316 sec): 3 clusters Score: Raw -431519.740655 + Penalty 1592.678475 = -429927.062180 nChanged 120 SP:Iteration 10Q (7834.927769 sec): 3 clusters Score: Raw -431580.286728 + Penalty 1592.678475 = -429987.608253 nChanged 129 SP:Iteration 11Q (7834.967809 sec): 3 clusters Score: Raw -431647.212072 + Penalty 1592.678475 = -430054.533598 nChanged 120 SP:Iteration 12Q (7835.025261 sec): 3 clusters Score: Raw -431713.027005 + Penalty 1592.678475 = -430120.348530 nChanged 85 SP:Iteration 13Q (7835.066496 sec): 3 clusters Score: Raw -431749.681698 + Penalty 1592.678475 = -430157.003223 nChanged 57 SP:Iteration 14Q (7835.120138 sec): 3 clusters Score: Raw -431771.036935 + Penalty 1592.678475 = -430178.358460 nChanged 54 SP:Iteration 15Q (7835.161408 sec): 3 clusters Score: Raw -431787.494733 + Penalty 1592.678475 = -430194.816258 nChanged 40 SP:Iteration 16Q (7835.204924 sec): 3 clusters Score: Raw -431800.246384 + Penalty 1592.678475 = -430207.567909 nChanged 35 SP:Iteration 17Q (7835.262935 sec): 3 clusters Score: Raw -431809.409390 + Penalty 1592.678475 = -430216.730915 nChanged 31 SP:Iteration 18Q (7835.301006 sec): 3 clusters Score: Raw -431819.276511 + Penalty 1592.678475 = -430226.598037 nChanged 31 SP:Iteration 19Q (7835.342010 sec): 3 clusters Score: Raw -431827.892366 + Penalty 1592.678475 = -430235.213891 nChanged 32 SP:Iteration 20F (7835.388531 sec): 3 clusters Score: Raw -431841.554543 + Penalty 1592.678475 = -430248.876069 nChanged 40 SP:Iteration 21Q (7835.432332 sec): 3 clusters Score: Raw -431857.741142 + Penalty 1592.678475 = -430265.062667 nChanged 43 SP:Iteration 22Q (7835.479247 sec): 3 clusters Score: Raw -431870.328907 + Penalty 1592.678475 = -430277.650432 nChanged 25 SP:Iteration 23Q (7835.526105 sec): 3 clusters Score: Raw -431875.467382 + Penalty 1592.678475 = -430282.788907 nChanged 27 SP:Iteration 24Q (7835.573228 sec): 3 clusters Score: Raw -431881.030823 + Penalty 1592.678475 = -430288.352348 nChanged 18 SP:Iteration 25Q (7835.619891 sec): 3 clusters Score: Raw -431884.931088 + Penalty 1592.678475 = -430292.252614 nChanged 14 SP:Iteration 26Q (7835.658883 sec): 3 clusters Score: Raw -431888.264091 + Penalty 1592.678475 = -430295.585616 nChanged 15 SP:Iteration 27Q (7835.704799 sec): 3 clusters Score: Raw -431891.716874 + Penalty 1592.678475 = -430299.038399 nChanged 21 SP:Iteration 28Q (7835.755293 sec): 3 clusters Score: Raw -431896.018116 + Penalty 1592.678475 = -430303.339641 nChanged 17 SP:Iteration 29Q (7835.795416 sec): 3 clusters Score: Raw -431898.598750 + Penalty 1592.678475 = -430305.920276 nChanged 11 SP:Iteration 30Q (7835.843539 sec): 3 clusters Score: Raw -431900.364261 + Penalty 1592.678475 = -430307.685786 nChanged 7 SP:Iteration 31Q (7835.893930 sec): 3 clusters Score: Raw -431901.193900 + Penalty 1592.678475 = -430308.515426 nChanged 6 SP:Iteration 32Q (7835.936729 sec): 3 clusters Score: Raw -431902.232122 + Penalty 1592.678475 = -430309.553647 nChanged 4 SP:Iteration 33Q (7835.979899 sec): 3 clusters Score: Raw -431903.072383 + Penalty 1592.678475 = -430310.393908 nChanged 6 SP:Iteration 34Q (7836.024569 sec): 3 clusters Score: Raw -431904.589111 + Penalty 1592.678475 = -430311.910636 nChanged 6 SP:Iteration 35Q (7836.065242 sec): 3 clusters Score: Raw -431906.806793 + Penalty 1592.678475 = -430314.128318 nChanged 13 SP:Iteration 36Q (7836.105471 sec): 3 clusters Score: Raw -431910.900007 + Penalty 1592.678475 = -430318.221533 nChanged 13 SP:Iteration 37Q (7836.165885 sec): 3 clusters Score: Raw -431913.923111 + Penalty 1592.678475 = -430321.244636 nChanged 15 SP:Iteration 38Q (7836.209021 sec): 3 clusters Score: Raw -431918.768931 + Penalty 1592.678475 = -430326.090456 nChanged 21 SP:Iteration 39Q (7836.258762 sec): 3 clusters Score: Raw -431923.654277 + Penalty 1592.678475 = -430330.975802 nChanged 17 SP:Iteration 40F (7836.296504 sec): 3 clusters Score: Raw -431926.746541 + Penalty 1592.678475 = -430334.068066 nChanged 16 SP:Iteration 41Q (7836.346761 sec): 3 clusters Score: Raw -431930.105502 + Penalty 1592.678475 = -430337.427027 nChanged 17 SP:Iteration 42Q (7836.396299 sec): 3 clusters Score: Raw -431933.536427 + Penalty 1592.678475 = -430340.857952 nChanged 17 SP:Iteration 43Q (7836.433459 sec): 3 clusters Score: Raw -431936.685680 + Penalty 1592.678475 = -430344.007206 nChanged 15 SP:Iteration 44Q (7836.467837 sec): 3 clusters Score: Raw -431939.568103 + Penalty 1592.678475 = -430346.889628 nChanged 11 SP:Iteration 45Q (7836.501671 sec): 3 clusters Score: Raw -431941.380324 + Penalty 1592.678475 = -430348.701850 nChanged 9 SP:Iteration 46Q (7836.552302 sec): 3 clusters Score: Raw -431942.899763 + Penalty 1592.678475 = -430350.221288 nChanged 10 SP:Iteration 47Q (7836.595087 sec): 3 clusters Score: Raw -431944.180285 + Penalty 1592.678475 = -430351.501810 nChanged 9 SP:Iteration 48Q (7836.648698 sec): 3 clusters Score: Raw -431946.167221 + Penalty 1592.678475 = -430353.488746 nChanged 19 SP:Iteration 49Q (7836.693307 sec): 3 clusters Score: Raw -431948.989631 + Penalty 1592.678475 = -430356.311156 nChanged 13 SP:Iteration 50Q (7836.748008 sec): 3 clusters Score: Raw -431951.284448 + Penalty 1592.678475 = -430358.605973 nChanged 18 SP:Iteration 51Q (7836.795784 sec): 3 clusters Score: Raw -431955.280232 + Penalty 1592.678475 = -430362.601758 nChanged 9 SP:Iteration 52Q (7836.831667 sec): 3 clusters Score: Raw -431956.452701 + Penalty 1592.678475 = -430363.774226 nChanged 4 SP:Iteration 53Q (7836.877535 sec): 3 clusters Score: Raw -431957.234910 + Penalty 1592.678475 = -430364.556436 nChanged 10 SP:Iteration 54Q (7836.923360 sec): 3 clusters Score: Raw -431958.412091 + Penalty 1592.678475 = -430365.733616 nChanged 7 SP:Iteration 55Q (7836.973966 sec): 3 clusters Score: Raw -431959.721917 + Penalty 1592.678475 = -430367.043442 nChanged 8 SP:Iteration 56Q (7837.014250 sec): 3 clusters Score: Raw -431960.945812 + Penalty 1592.678475 = -430368.267337 nChanged 4 SP:Iteration 57Q (7837.058951 sec): 3 clusters Score: Raw -431961.243641 + Penalty 1592.678475 = -430368.565166 nChanged 1 SP:Iteration 58Q (7837.120786 sec): 3 clusters Score: Raw -431961.279537 + Penalty 1592.678475 = -430368.601062 nChanged 2 SP:Iteration 59Q (7837.153069 sec): 3 clusters Score: Raw -431961.509298 + Penalty 1592.678475 = -430368.830824 nChanged 3 SP:Iteration 60F (7837.167539 sec): 3 clusters Score: Raw -431961.781939 + Penalty 1592.678475 = -430369.103464 nChanged 3 SP:Iteration 61Q (7837.189342 sec): 3 clusters Score: Raw -431962.110011 + Penalty 1592.678475 = -430369.431536 nChanged 4 SP:Iteration 62Q (7837.214195 sec): 3 clusters Score: Raw -431962.561685 + Penalty 1592.678475 = -430369.883211 nChanged 5 SP:Iteration 63Q (7837.237415 sec): 3 clusters Score: Raw -431963.206342 + Penalty 1592.678475 = -430370.527868 nChanged 3 SP:Iteration 64Q (7837.257857 sec): 3 clusters Score: Raw -431963.464322 + Penalty 1592.678475 = -430370.785848 nChanged 2 SP:Iteration 65Q (7837.282364 sec): 3 clusters Score: Raw -431963.629011 + Penalty 1592.678475 = -430370.950536 nChanged 3 SP:Iteration 66Q (7837.297762 sec): 3 clusters Score: Raw -431963.820764 + Penalty 1592.678475 = -430371.142289 nChanged 3 SP:Iteration 67Q (7837.318182 sec): 3 clusters Score: Raw -431964.243652 + Penalty 1592.678475 = -430371.565178 nChanged 4 SP:Iteration 68Q (7837.334303 sec): 3 clusters Score: Raw -431964.673307 + Penalty 1592.678475 = -430371.994832 nChanged 1 SP:Iteration 69Q (7837.349635 sec): 3 clusters Score: Raw -431964.764268 + Penalty 1592.678475 = -430372.085793 nChanged 1 SP:Iteration 70Q (7837.364858 sec): 3 clusters Score: Raw -431965.179857 + Penalty 1592.678475 = -430372.501382 nChanged 1 SP:Iteration 71Q (7837.380147 sec): 3 clusters Score: Raw -431965.298756 + Penalty 1592.678475 = -430372.620281 nChanged 3 SP:Iteration 72Q (7837.395452 sec): 3 clusters Score: Raw -431965.661411 + Penalty 1592.678475 = -430372.982936 nChanged 0 SP:Iteration 73F (7837.419247 sec): 3 clusters Score: Raw -431965.661411 + Penalty 1592.678475 = -430372.982936 nChanged 0 Trying to split cluster 10 (4227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7837.447594 sec): 2 clusters Score: Raw -417426.236787 + Penalty 793.178541 = -416633.058246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7837.468623 sec): 3 clusters Score: Raw -415096.862018 + Penalty 1586.357082 = -413510.504936 nChanged 1767 SP:Iteration 1F (7837.485857 sec): 3 clusters Score: Raw -416040.881617 + Penalty 1586.357082 = -414454.524535 nChanged 283 SP:Iteration 2F (7837.501603 sec): 3 clusters Score: Raw -416174.919879 + Penalty 1586.357082 = -414588.562796 nChanged 233 SP:Iteration 3F (7837.517600 sec): 3 clusters Score: Raw -416300.341654 + Penalty 1586.357082 = -414713.984572 nChanged 217 SP:Iteration 4F (7837.533570 sec): 3 clusters Score: Raw -416418.957778 + Penalty 1586.357082 = -414832.600696 nChanged 213 SP:Iteration 5F (7837.550598 sec): 3 clusters Score: Raw -416541.373769 + Penalty 1586.357082 = -414955.016687 nChanged 207 SP:Iteration 6Q (7837.565468 sec): 3 clusters Score: Raw -416668.985223 + Penalty 1586.357082 = -415082.628141 nChanged 190 SP:Iteration 7Q (7837.581364 sec): 3 clusters Score: Raw -416776.682224 + Penalty 1586.357082 = -415190.325142 nChanged 177 SP:Iteration 8Q (7837.597353 sec): 3 clusters Score: Raw -416867.639366 + Penalty 1586.357082 = -415281.282284 nChanged 146 SP:Iteration 9Q (7837.612300 sec): 3 clusters Score: Raw -416936.162987 + Penalty 1586.357082 = -415349.805905 nChanged 114 SP:Iteration 10Q (7837.628695 sec): 3 clusters Score: Raw -416989.963755 + Penalty 1586.357082 = -415403.606673 nChanged 116 SP:Iteration 11Q (7837.645373 sec): 3 clusters Score: Raw -417040.735402 + Penalty 1586.357082 = -415454.378320 nChanged 106 SP:Iteration 12Q (7837.659660 sec): 3 clusters Score: Raw -417094.086754 + Penalty 1586.357082 = -415507.729672 nChanged 101 SP:Iteration 13Q (7837.674609 sec): 3 clusters Score: Raw -417144.084916 + Penalty 1586.357082 = -415557.727833 nChanged 86 SP:Iteration 14Q (7837.689663 sec): 3 clusters Score: Raw -417177.813993 + Penalty 1586.357082 = -415591.456911 nChanged 64 SP:Iteration 15Q (7837.704720 sec): 3 clusters Score: Raw -417204.333930 + Penalty 1586.357082 = -415617.976848 nChanged 55 SP:Iteration 16Q (7837.719750 sec): 3 clusters Score: Raw -417223.986392 + Penalty 1586.357082 = -415637.629310 nChanged 43 SP:Iteration 17Q (7837.740120 sec): 3 clusters Score: Raw -417236.134220 + Penalty 1586.357082 = -415649.777138 nChanged 31 SP:Iteration 18Q (7837.758035 sec): 3 clusters Score: Raw -417244.777176 + Penalty 1586.357082 = -415658.420094 nChanged 29 SP:Iteration 19Q (7837.773948 sec): 3 clusters Score: Raw -417251.980512 + Penalty 1586.357082 = -415665.623430 nChanged 19 SP:Iteration 20F (7837.789038 sec): 3 clusters Score: Raw -417255.684376 + Penalty 1586.357082 = -415669.327294 nChanged 16 SP:Iteration 21Q (7837.806030 sec): 3 clusters Score: Raw -417258.453495 + Penalty 1586.357082 = -415672.096413 nChanged 10 SP:Iteration 22Q (7837.820974 sec): 3 clusters Score: Raw -417261.316356 + Penalty 1586.357082 = -415674.959274 nChanged 14 SP:Iteration 23Q (7837.836960 sec): 3 clusters Score: Raw -417264.319981 + Penalty 1586.357082 = -415677.962899 nChanged 14 SP:Iteration 24Q (7837.871913 sec): 3 clusters Score: Raw -417267.169802 + Penalty 1586.357082 = -415680.812720 nChanged 12 SP:Iteration 25Q (7837.885336 sec): 3 clusters Score: Raw -417269.459166 + Penalty 1586.357082 = -415683.102084 nChanged 11 SP:Iteration 26Q (7837.899106 sec): 3 clusters Score: Raw -417271.175049 + Penalty 1586.357082 = -415684.817967 nChanged 8 SP:Iteration 27Q (7837.913004 sec): 3 clusters Score: Raw -417272.402687 + Penalty 1586.357082 = -415686.045605 nChanged 8 SP:Iteration 28Q (7837.927962 sec): 3 clusters Score: Raw -417274.356754 + Penalty 1586.357082 = -415687.999672 nChanged 10 SP:Iteration 29Q (7837.942943 sec): 3 clusters Score: Raw -417276.285329 + Penalty 1586.357082 = -415689.928247 nChanged 7 SP:Iteration 30Q (7837.958856 sec): 3 clusters Score: Raw -417277.514237 + Penalty 1586.357082 = -415691.157155 nChanged 12 SP:Iteration 31Q (7837.974984 sec): 3 clusters Score: Raw -417279.694883 + Penalty 1586.357082 = -415693.337801 nChanged 7 SP:Iteration 32Q (7837.991843 sec): 3 clusters Score: Raw -417280.661546 + Penalty 1586.357082 = -415694.304463 nChanged 8 SP:Iteration 33Q (7838.009614 sec): 3 clusters Score: Raw -417281.642502 + Penalty 1586.357082 = -415695.285420 nChanged 5 SP:Iteration 34Q (7838.024508 sec): 3 clusters Score: Raw -417282.693012 + Penalty 1586.357082 = -415696.335930 nChanged 6 SP:Iteration 35Q (7838.039298 sec): 3 clusters Score: Raw -417283.608620 + Penalty 1586.357082 = -415697.251538 nChanged 2 SP:Iteration 36Q (7838.061058 sec): 3 clusters Score: Raw -417283.712114 + Penalty 1586.357082 = -415697.355032 nChanged 0 SP:Iteration 37F (7838.075649 sec): 3 clusters Score: Raw -417283.712114 + Penalty 1586.357082 = -415697.355032 nChanged 0 Trying to split cluster 11 (16063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7838.112404 sec): 2 clusters Score: Raw -1486203.289280 + Penalty 920.006008 = -1485283.283272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7838.152377 sec): 3 clusters Score: Raw -1476257.920903 + Penalty 1840.012016 = -1474417.908887 nChanged 7434 SP:Iteration 1F (7838.185627 sec): 3 clusters Score: Raw -1480694.817607 + Penalty 1840.012016 = -1478854.805591 nChanged 1178 SP:Iteration 2F (7838.219509 sec): 3 clusters Score: Raw -1481468.827407 + Penalty 1840.012016 = -1479628.815391 nChanged 1257 SP:Iteration 3F (7838.254507 sec): 3 clusters Score: Raw -1482429.326253 + Penalty 1840.012016 = -1480589.314237 nChanged 1286 SP:Iteration 4F (7838.288978 sec): 3 clusters Score: Raw -1483536.391568 + Penalty 1840.012016 = -1481696.379552 nChanged 1168 SP:Iteration 5F (7838.322636 sec): 3 clusters Score: Raw -1484559.635166 + Penalty 1840.012016 = -1482719.623150 nChanged 913 SP:Iteration 6F (7838.359316 sec): 3 clusters Score: Raw -1485280.165754 + Penalty 1840.012016 = -1483440.153738 nChanged 703 SP:Iteration 7Q (7838.389387 sec): 3 clusters Score: Raw -1485706.718491 + Penalty 1840.012016 = -1483866.706475 nChanged 453 SP:Iteration 8Q (7838.424496 sec): 3 clusters Score: Raw -1485898.409568 + Penalty 1840.012016 = -1484058.397552 nChanged 311 SP:Iteration 9Q (7838.453867 sec): 3 clusters Score: Raw -1486005.274611 + Penalty 1840.012016 = -1484165.262595 nChanged 213 SP:Iteration 10Q (7838.483033 sec): 3 clusters Score: Raw -1486062.325360 + Penalty 1840.012016 = -1484222.313344 nChanged 157 SP:Iteration 11Q (7838.523793 sec): 3 clusters Score: Raw -1486094.410638 + Penalty 1840.012016 = -1484254.398622 nChanged 118 SP:Iteration 12Q (7838.584150 sec): 3 clusters Score: Raw -1486118.081773 + Penalty 1840.012016 = -1484278.069756 nChanged 104 SP:Iteration 13Q (7838.615304 sec): 3 clusters Score: Raw -1486135.382243 + Penalty 1840.012016 = -1484295.370227 nChanged 79 SP:Iteration 14Q (7838.648927 sec): 3 clusters Score: Raw -1486147.510070 + Penalty 1840.012016 = -1484307.498054 nChanged 75 SP:Iteration 15Q (7838.682358 sec): 3 clusters Score: Raw -1486158.420612 + Penalty 1840.012016 = -1484318.408596 nChanged 58 SP:Iteration 16Q (7838.725949 sec): 3 clusters Score: Raw -1486165.910657 + Penalty 1840.012016 = -1484325.898641 nChanged 45 SP:Iteration 17Q (7838.763435 sec): 3 clusters Score: Raw -1486170.030579 + Penalty 1840.012016 = -1484330.018563 nChanged 36 SP:Iteration 18Q (7838.797837 sec): 3 clusters Score: Raw -1486173.387738 + Penalty 1840.012016 = -1484333.375722 nChanged 36 SP:Iteration 19Q (7838.831946 sec): 3 clusters Score: Raw -1486176.681303 + Penalty 1840.012016 = -1484336.669287 nChanged 39 SP:Iteration 20F (7838.867313 sec): 3 clusters Score: Raw -1486179.973181 + Penalty 1840.012016 = -1484339.961165 nChanged 31 SP:Iteration 21Q (7838.896210 sec): 3 clusters Score: Raw -1486183.073044 + Penalty 1840.012016 = -1484343.061028 nChanged 29 SP:Iteration 22Q (7838.925202 sec): 3 clusters Score: Raw -1486185.084637 + Penalty 1840.012016 = -1484345.072621 nChanged 20 SP:Iteration 23Q (7838.958194 sec): 3 clusters Score: Raw -1486186.773503 + Penalty 1840.012016 = -1484346.761487 nChanged 27 SP:Iteration 24Q (7838.987157 sec): 3 clusters Score: Raw -1486189.030092 + Penalty 1840.012016 = -1484349.018076 nChanged 16 SP:Iteration 25Q (7839.016104 sec): 3 clusters Score: Raw -1486189.989723 + Penalty 1840.012016 = -1484349.977707 nChanged 19 SP:Iteration 26Q (7839.044940 sec): 3 clusters Score: Raw -1486191.712305 + Penalty 1840.012016 = -1484351.700289 nChanged 25 SP:Iteration 27Q (7839.080502 sec): 3 clusters Score: Raw -1486193.592887 + Penalty 1840.012016 = -1484353.580871 nChanged 18 SP:Iteration 28Q (7839.114666 sec): 3 clusters Score: Raw -1486194.444622 + Penalty 1840.012016 = -1484354.432606 nChanged 11 SP:Iteration 29Q (7839.143675 sec): 3 clusters Score: Raw -1486195.006645 + Penalty 1840.012016 = -1484354.994629 nChanged 12 SP:Iteration 30Q (7839.172363 sec): 3 clusters Score: Raw -1486195.649463 + Penalty 1840.012016 = -1484355.637447 nChanged 7 SP:Iteration 31Q (7839.201417 sec): 3 clusters Score: Raw -1486195.913278 + Penalty 1840.012016 = -1484355.901261 nChanged 4 SP:Iteration 32Q (7839.233215 sec): 3 clusters Score: Raw -1486196.051857 + Penalty 1840.012016 = -1484356.039841 nChanged 2 SP:Iteration 33Q (7839.270549 sec): 3 clusters Score: Raw -1486196.109195 + Penalty 1840.012016 = -1484356.097179 nChanged 2 SP:Iteration 34Q (7839.305879 sec): 3 clusters Score: Raw -1486196.182453 + Penalty 1840.012016 = -1484356.170437 nChanged 3 SP:Iteration 35Q (7839.338253 sec): 3 clusters Score: Raw -1486196.308489 + Penalty 1840.012016 = -1484356.296473 nChanged 6 SP:Iteration 36Q (7839.371998 sec): 3 clusters Score: Raw -1486196.536322 + Penalty 1840.012016 = -1484356.524306 nChanged 6 SP:Iteration 37Q (7839.405585 sec): 3 clusters Score: Raw -1486196.818718 + Penalty 1840.012016 = -1484356.806702 nChanged 6 SP:Iteration 38Q (7839.439965 sec): 3 clusters Score: Raw -1486197.038691 + Penalty 1840.012016 = -1484357.026675 nChanged 4 SP:Iteration 39Q (7839.473789 sec): 3 clusters Score: Raw -1486197.294627 + Penalty 1840.012016 = -1484357.282611 nChanged 3 SP:Iteration 40F (7839.508839 sec): 3 clusters Score: Raw -1486197.400134 + Penalty 1840.012016 = -1484357.388118 nChanged 3 SP:Iteration 41Q (7839.543477 sec): 3 clusters Score: Raw -1486197.548746 + Penalty 1840.012016 = -1484357.536730 nChanged 4 SP:Iteration 42Q (7839.575460 sec): 3 clusters Score: Raw -1486197.727133 + Penalty 1840.012016 = -1484357.715117 nChanged 5 SP:Iteration 43Q (7839.604516 sec): 3 clusters Score: Raw -1486198.016836 + Penalty 1840.012016 = -1484358.004820 nChanged 9 SP:Iteration 44Q (7839.633505 sec): 3 clusters Score: Raw -1486198.400669 + Penalty 1840.012016 = -1484358.388653 nChanged 7 SP:Iteration 45Q (7839.663233 sec): 3 clusters Score: Raw -1486198.748112 + Penalty 1840.012016 = -1484358.736096 nChanged 6 SP:Iteration 46Q (7839.696341 sec): 3 clusters Score: Raw -1486199.033329 + Penalty 1840.012016 = -1484359.021313 nChanged 9 SP:Iteration 47Q (7839.731194 sec): 3 clusters Score: Raw -1486199.453713 + Penalty 1840.012016 = -1484359.441697 nChanged 2 SP:Iteration 48Q (7839.759569 sec): 3 clusters Score: Raw -1486199.498637 + Penalty 1840.012016 = -1484359.486621 nChanged 2 SP:Iteration 49Q (7839.821842 sec): 3 clusters Score: Raw -1486199.644892 + Penalty 1840.012016 = -1484359.632876 nChanged 9 SP:Iteration 50Q (7839.853499 sec): 3 clusters Score: Raw -1486200.016878 + Penalty 1840.012016 = -1484360.004862 nChanged 4 SP:Iteration 51Q (7839.929555 sec): 3 clusters Score: Raw -1486200.278367 + Penalty 1840.012016 = -1484360.266350 nChanged 5 SP:Iteration 52Q (7839.984406 sec): 3 clusters Score: Raw -1486200.565223 + Penalty 1840.012016 = -1484360.553207 nChanged 6 SP:Iteration 53Q (7840.036975 sec): 3 clusters Score: Raw -1486200.913096 + Penalty 1840.012016 = -1484360.901080 nChanged 3 SP:Iteration 54Q (7840.100948 sec): 3 clusters Score: Raw -1486201.014463 + Penalty 1840.012016 = -1484361.002447 nChanged 0 SP:Iteration 55F (7840.164687 sec): 3 clusters Score: Raw -1486201.014463 + Penalty 1840.012016 = -1484361.002447 nChanged 0 Trying to split cluster 12 (74135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7840.256317 sec): 2 clusters Score: Raw -7054536.925013 + Penalty 1065.296088 = -7053471.628924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7840.391827 sec): 3 clusters Score: Raw -7005776.926126 + Penalty 2130.592177 = -7003646.333949 nChanged 35589 SP:Iteration 1F (7840.520217 sec): 3 clusters Score: Raw -7028493.169137 + Penalty 2130.592177 = -7026362.576960 nChanged 4568 SP:Iteration 2F (7840.639494 sec): 3 clusters Score: Raw -7030790.697913 + Penalty 2130.592177 = -7028660.105736 nChanged 5237 SP:Iteration 3F (7840.770801 sec): 3 clusters Score: Raw -7033986.112055 + Penalty 2130.592177 = -7031855.519878 nChanged 5748 SP:Iteration 4F (7840.895146 sec): 3 clusters Score: Raw -7038053.588201 + Penalty 2130.592177 = -7035922.996025 nChanged 5586 SP:Iteration 5F (7841.028337 sec): 3 clusters Score: Raw -7042574.278539 + Penalty 2130.592177 = -7040443.686362 nChanged 4755 SP:Iteration 6F (7841.159579 sec): 3 clusters Score: Raw -7046870.267293 + Penalty 2130.592177 = -7044739.675116 nChanged 3313 SP:Iteration 7Q (7841.302513 sec): 3 clusters Score: Raw -7050339.746517 + Penalty 2130.592177 = -7048209.154341 nChanged 1927 SP:Iteration 8Q (7841.424162 sec): 3 clusters Score: Raw -7052440.074583 + Penalty 2130.592177 = -7050309.482407 nChanged 1097 SP:Iteration 9Q (7841.540747 sec): 3 clusters Score: Raw -7053395.038463 + Penalty 2130.592177 = -7051264.446286 nChanged 724 SP:Iteration 10Q (7841.665970 sec): 3 clusters Score: Raw -7053834.917398 + Penalty 2130.592177 = -7051704.325221 nChanged 462 SP:Iteration 11Q (7841.777319 sec): 3 clusters Score: Raw -7054057.778204 + Penalty 2130.592177 = -7051927.186027 nChanged 346 SP:Iteration 12Q (7841.893346 sec): 3 clusters Score: Raw -7054208.644198 + Penalty 2130.592177 = -7052078.052021 nChanged 276 SP:Iteration 13Q (7842.002080 sec): 3 clusters Score: Raw -7054310.426369 + Penalty 2130.592177 = -7052179.834193 nChanged 238 SP:Iteration 14Q (7842.104861 sec): 3 clusters Score: Raw -7054393.868044 + Penalty 2130.592177 = -7052263.275868 nChanged 199 SP:Iteration 15Q (7842.218365 sec): 3 clusters Score: Raw -7054454.843339 + Penalty 2130.592177 = -7052324.251162 nChanged 168 SP:Iteration 16Q (7842.331879 sec): 3 clusters Score: Raw -7054499.539836 + Penalty 2130.592177 = -7052368.947660 nChanged 143 SP:Iteration 17Q (7842.452241 sec): 3 clusters Score: Raw -7054536.969602 + Penalty 2130.592177 = -7052406.377425 nChanged 144 SP:Iteration 18Q (7842.565803 sec): 3 clusters Score: Raw -7054580.399768 + Penalty 2130.592177 = -7052449.807591 nChanged 149 SP:Iteration 19Q (7842.679973 sec): 3 clusters Score: Raw -7054623.455225 + Penalty 2130.592177 = -7052492.863049 nChanged 152 SP:Iteration 20F (7842.812996 sec): 3 clusters Score: Raw -7054666.376555 + Penalty 2130.592177 = -7052535.784379 nChanged 112 SP:Iteration 21Q (7842.931364 sec): 3 clusters Score: Raw -7054699.906762 + Penalty 2130.592177 = -7052569.314585 nChanged 105 SP:Iteration 22Q (7843.048599 sec): 3 clusters Score: Raw -7054728.563318 + Penalty 2130.592177 = -7052597.971141 nChanged 88 SP:Iteration 23Q (7843.159759 sec): 3 clusters Score: Raw -7054755.362535 + Penalty 2130.592177 = -7052624.770358 nChanged 88 SP:Iteration 24Q (7843.266245 sec): 3 clusters Score: Raw -7054779.240218 + Penalty 2130.592177 = -7052648.648041 nChanged 75 SP:Iteration 25Q (7843.374672 sec): 3 clusters Score: Raw -7054797.776440 + Penalty 2130.592177 = -7052667.184264 nChanged 67 SP:Iteration 26Q (7843.484595 sec): 3 clusters Score: Raw -7054816.234778 + Penalty 2130.592177 = -7052685.642602 nChanged 65 SP:Iteration 27Q (7843.600850 sec): 3 clusters Score: Raw -7054835.081289 + Penalty 2130.592177 = -7052704.489112 nChanged 58 SP:Iteration 28Q (7843.706504 sec): 3 clusters Score: Raw -7054850.466669 + Penalty 2130.592177 = -7052719.874492 nChanged 53 SP:Iteration 29Q (7843.823793 sec): 3 clusters Score: Raw -7054863.015847 + Penalty 2130.592177 = -7052732.423671 nChanged 50 SP:Iteration 30Q (7843.945343 sec): 3 clusters Score: Raw -7054879.303679 + Penalty 2130.592177 = -7052748.711502 nChanged 55 SP:Iteration 31Q (7844.048333 sec): 3 clusters Score: Raw -7054894.429731 + Penalty 2130.592177 = -7052763.837554 nChanged 42 SP:Iteration 32Q (7844.167181 sec): 3 clusters Score: Raw -7054903.301474 + Penalty 2130.592177 = -7052772.709298 nChanged 37 SP:Iteration 33Q (7844.280291 sec): 3 clusters Score: Raw -7054913.146498 + Penalty 2130.592177 = -7052782.554321 nChanged 40 SP:Iteration 34Q (7844.402226 sec): 3 clusters Score: Raw -7054926.328713 + Penalty 2130.592177 = -7052795.736536 nChanged 40 SP:Iteration 35Q (7844.520269 sec): 3 clusters Score: Raw -7054936.616714 + Penalty 2130.592177 = -7052806.024538 nChanged 28 SP:Iteration 36Q (7844.641444 sec): 3 clusters Score: Raw -7054941.083350 + Penalty 2130.592177 = -7052810.491173 nChanged 18 SP:Iteration 37Q (7844.757296 sec): 3 clusters Score: Raw -7054943.816413 + Penalty 2130.592177 = -7052813.224237 nChanged 14 SP:Iteration 38Q (7844.866853 sec): 3 clusters Score: Raw -7054945.740601 + Penalty 2130.592177 = -7052815.148425 nChanged 7 SP:Iteration 39Q (7844.980173 sec): 3 clusters Score: Raw -7054946.880564 + Penalty 2130.592177 = -7052816.288388 nChanged 9 SP:Iteration 40F (7845.109081 sec): 3 clusters Score: Raw -7054948.441929 + Penalty 2130.592177 = -7052817.849752 nChanged 7 SP:Iteration 41Q (7845.237985 sec): 3 clusters Score: Raw -7054949.931300 + Penalty 2130.592177 = -7052819.339123 nChanged 15 SP:Iteration 42Q (7845.354541 sec): 3 clusters Score: Raw -7054951.725962 + Penalty 2130.592177 = -7052821.133786 nChanged 7 SP:Iteration 43Q (7845.467145 sec): 3 clusters Score: Raw -7054952.716145 + Penalty 2130.592177 = -7052822.123968 nChanged 8 SP:Iteration 44Q (7845.578353 sec): 3 clusters Score: Raw -7054954.095624 + Penalty 2130.592177 = -7052823.503447 nChanged 8 SP:Iteration 45Q (7845.695704 sec): 3 clusters Score: Raw -7054955.328387 + Penalty 2130.592177 = -7052824.736210 nChanged 11 SP:Iteration 46Q (7845.811087 sec): 3 clusters Score: Raw -7054957.886446 + Penalty 2130.592177 = -7052827.294270 nChanged 18 SP:Iteration 47Q (7845.923028 sec): 3 clusters Score: Raw -7054961.756393 + Penalty 2130.592177 = -7052831.164216 nChanged 11 SP:Iteration 48Q (7846.041871 sec): 3 clusters Score: Raw -7054964.206600 + Penalty 2130.592177 = -7052833.614423 nChanged 12 SP:Iteration 49Q (7846.163709 sec): 3 clusters Score: Raw -7054965.640293 + Penalty 2130.592177 = -7052835.048116 nChanged 6 SP:Iteration 50Q (7846.281826 sec): 3 clusters Score: Raw -7054966.928126 + Penalty 2130.592177 = -7052836.335949 nChanged 3 SP:Iteration 51Q (7846.399101 sec): 3 clusters Score: Raw -7054967.344020 + Penalty 2130.592177 = -7052836.751844 nChanged 2 SP:Iteration 52Q (7846.509055 sec): 3 clusters Score: Raw -7054967.738017 + Penalty 2130.592177 = -7052837.145841 nChanged 7 SP:Iteration 53Q (7846.610876 sec): 3 clusters Score: Raw -7054968.692117 + Penalty 2130.592177 = -7052838.099940 nChanged 4 SP:Iteration 54Q (7846.731340 sec): 3 clusters Score: Raw -7054969.061127 + Penalty 2130.592177 = -7052838.468951 nChanged 5 SP:Iteration 55Q (7846.850432 sec): 3 clusters Score: Raw -7054969.775262 + Penalty 2130.592177 = -7052839.183085 nChanged 5 SP:Iteration 56Q (7846.964611 sec): 3 clusters Score: Raw -7054970.266895 + Penalty 2130.592177 = -7052839.674718 nChanged 2 SP:Iteration 57Q (7847.077755 sec): 3 clusters Score: Raw -7054970.753105 + Penalty 2130.592177 = -7052840.160928 nChanged 2 SP:Iteration 58Q (7847.191680 sec): 3 clusters Score: Raw -7054971.161728 + Penalty 2130.592177 = -7052840.569551 nChanged 1 SP:Iteration 59Q (7847.308363 sec): 3 clusters Score: Raw -7054971.296985 + Penalty 2130.592177 = -7052840.704809 nChanged 3 SP:Iteration 60F (7847.432215 sec): 3 clusters Score: Raw -7054971.841063 + Penalty 2130.592177 = -7052841.248887 nChanged 3 SP:Iteration 61Q (7847.547084 sec): 3 clusters Score: Raw -7054972.274816 + Penalty 2130.592177 = -7052841.682640 nChanged 1 SP:Iteration 62Q (7847.668764 sec): 3 clusters Score: Raw -7054972.348489 + Penalty 2130.592177 = -7052841.756313 nChanged 0 SP:Iteration 63F (7847.797128 sec): 3 clusters Score: Raw -7054972.348489 + Penalty 2130.592177 = -7052841.756313 nChanged 0 Trying to split cluster 13 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7847.820175 sec): 2 clusters Score: Raw -22240.685314 + Penalty 524.918029 = -21715.767285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7847.860640 sec): 3 clusters Score: Raw -22233.766789 + Penalty 1049.836058 = -21183.930730 nChanged 48 SP:Iteration 1F (7847.901947 sec): 3 clusters Score: Raw -22325.122965 + Penalty 1049.836058 = -21275.286906 nChanged 19 SP:Iteration 2F (7847.944461 sec): 3 clusters Score: Raw -22368.021958 + Penalty 1049.836058 = -21318.185899 nChanged 11 SP:Iteration 3Q (7847.989018 sec): 3 clusters Score: Raw -22393.065093 + Penalty 1049.836058 = -21343.229035 nChanged 8 SP:Iteration 4Q (7848.029175 sec): 3 clusters Score: Raw -22413.279366 + Penalty 1049.836058 = -21363.443308 nChanged 8 SP:Iteration 5Q (7848.063715 sec): 3 clusters Score: Raw -22426.581463 + Penalty 1049.836058 = -21376.745404 nChanged 6 SP:Iteration 6Q (7848.101271 sec): 3 clusters Score: Raw -22436.293279 + Penalty 1049.836058 = -21386.457220 nChanged 8 SP:Iteration 7Q (7848.151054 sec): 3 clusters Score: Raw -22448.089460 + Penalty 1049.836058 = -21398.253401 nChanged 5 SP:Iteration 8Q (7848.189087 sec): 3 clusters Score: Raw -22458.930459 + Penalty 1049.836058 = -21409.094400 nChanged 5 SP:Iteration 9Q (7848.233360 sec): 3 clusters Score: Raw -22470.923161 + Penalty 1049.836058 = -21421.087102 nChanged 1 SP:Iteration 10Q (7848.276331 sec): 3 clusters Score: Raw -22471.730232 + Penalty 1049.836058 = -21421.894174 nChanged 0 SP:Iteration 11F (7848.319734 sec): 3 clusters Score: Raw -22471.730232 + Penalty 1049.836058 = -21421.894174 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7848.335604 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7848.381391 sec): 3 clusters Score: Raw -10815.836008 + Penalty 979.125403 = -9836.710605 nChanged 47 SP:Iteration 1F (7848.416327 sec): 3 clusters Score: Raw -11146.579269 + Penalty 979.125403 = -10167.453866 nChanged 19 SP:Iteration 2F (7848.455972 sec): 3 clusters Score: Raw -11263.330801 + Penalty 979.125403 = -10284.205398 nChanged 8 SP:Iteration 3Q (7848.496241 sec): 3 clusters Score: Raw -11310.424337 + Penalty 979.125403 = -10331.298934 nChanged 4 SP:Iteration 4Q (7848.537312 sec): 3 clusters Score: Raw -11350.777905 + Penalty 979.125403 = -10371.652502 nChanged 4 SP:Iteration 5Q (7848.573044 sec): 3 clusters Score: Raw -11366.284149 + Penalty 979.125403 = -10387.158746 nChanged 4 SP:Iteration 6Q (7848.605956 sec): 3 clusters Score: Raw -11377.724062 + Penalty 979.125403 = -10398.598659 nChanged 1 SP:Iteration 7Q (7848.650569 sec): 3 clusters Score: Raw -11379.970887 + Penalty 979.125403 = -10400.845484 nChanged 0 SP:Iteration 8F (7848.693540 sec): 3 clusters Score: Raw -11379.970887 + Penalty 979.125403 = -10400.845484 nChanged 0 Score: Raw -58498596.702922 + Penalty 49431.021155 = -58449165.681767 Splitting cluster 14 changes total score from -58449764.305872 to -58449165.681767 So it's not getting split. Trying to split cluster 15 (14615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7860.030694 sec): 2 clusters Score: Raw -1398267.110000 + Penalty 911.031349 = -1397356.078651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7860.089469 sec): 3 clusters Score: Raw -1389388.723080 + Penalty 1822.062699 = -1387566.660381 nChanged 6653 SP:Iteration 1F (7860.154732 sec): 3 clusters Score: Raw -1393162.276359 + Penalty 1822.062699 = -1391340.213660 nChanged 940 SP:Iteration 2F (7860.217763 sec): 3 clusters Score: Raw -1393653.331021 + Penalty 1822.062699 = -1391831.268322 nChanged 1012 SP:Iteration 3F (7860.282096 sec): 3 clusters Score: Raw -1394298.712682 + Penalty 1822.062699 = -1392476.649984 nChanged 1084 SP:Iteration 4F (7860.349380 sec): 3 clusters Score: Raw -1395126.383388 + Penalty 1822.062699 = -1393304.320690 nChanged 1121 SP:Iteration 5F (7860.418658 sec): 3 clusters Score: Raw -1396111.360815 + Penalty 1822.062699 = -1394289.298116 nChanged 997 SP:Iteration 6F (7860.482221 sec): 3 clusters Score: Raw -1397121.496684 + Penalty 1822.062699 = -1395299.433985 nChanged 755 SP:Iteration 7F (7860.542265 sec): 3 clusters Score: Raw -1397872.256326 + Penalty 1822.062699 = -1396050.193627 nChanged 567 SP:Iteration 8Q (7860.611643 sec): 3 clusters Score: Raw -1398338.328869 + Penalty 1822.062699 = -1396516.266171 nChanged 379 SP:Iteration 9Q (7860.673834 sec): 3 clusters Score: Raw -1398587.157288 + Penalty 1822.062699 = -1396765.094589 nChanged 252 SP:Iteration 10Q (7860.732179 sec): 3 clusters Score: Raw -1398748.513285 + Penalty 1822.062699 = -1396926.450586 nChanged 180 SP:Iteration 11Q (7860.799780 sec): 3 clusters Score: Raw -1398845.432338 + Penalty 1822.062699 = -1397023.369639 nChanged 137 SP:Iteration 12Q (7860.867643 sec): 3 clusters Score: Raw -1398905.411555 + Penalty 1822.062699 = -1397083.348857 nChanged 106 SP:Iteration 13Q (7860.934704 sec): 3 clusters Score: Raw -1398939.660579 + Penalty 1822.062699 = -1397117.597880 nChanged 64 SP:Iteration 14Q (7860.987368 sec): 3 clusters Score: Raw -1398959.998982 + Penalty 1822.062699 = -1397137.936283 nChanged 58 SP:Iteration 15Q (7861.054103 sec): 3 clusters Score: Raw -1398977.658392 + Penalty 1822.062699 = -1397155.595693 nChanged 56 SP:Iteration 16Q (7861.120346 sec): 3 clusters Score: Raw -1398993.109496 + Penalty 1822.062699 = -1397171.046798 nChanged 50 SP:Iteration 17Q (7861.185081 sec): 3 clusters Score: Raw -1399004.829958 + Penalty 1822.062699 = -1397182.767260 nChanged 42 SP:Iteration 18Q (7861.245584 sec): 3 clusters Score: Raw -1399011.483825 + Penalty 1822.062699 = -1397189.421126 nChanged 34 SP:Iteration 19Q (7861.307616 sec): 3 clusters Score: Raw -1399015.021411 + Penalty 1822.062699 = -1397192.958712 nChanged 19 SP:Iteration 20F (7861.376113 sec): 3 clusters Score: Raw -1399016.282789 + Penalty 1822.062699 = -1397194.220090 nChanged 10 SP:Iteration 21Q (7861.428670 sec): 3 clusters Score: Raw -1399017.260168 + Penalty 1822.062699 = -1397195.197469 nChanged 14 SP:Iteration 22Q (7861.497483 sec): 3 clusters Score: Raw -1399018.183071 + Penalty 1822.062699 = -1397196.120372 nChanged 5 SP:Iteration 23Q (7861.567367 sec): 3 clusters Score: Raw -1399018.673760 + Penalty 1822.062699 = -1397196.611061 nChanged 5 SP:Iteration 24Q (7861.628998 sec): 3 clusters Score: Raw -1399019.074147 + Penalty 1822.062699 = -1397197.011448 nChanged 8 SP:Iteration 25Q (7861.693221 sec): 3 clusters Score: Raw -1399019.752880 + Penalty 1822.062699 = -1397197.690181 nChanged 6 SP:Iteration 26Q (7861.760791 sec): 3 clusters Score: Raw -1399020.432398 + Penalty 1822.062699 = -1397198.369700 nChanged 4 SP:Iteration 27Q (7861.822335 sec): 3 clusters Score: Raw -1399020.761829 + Penalty 1822.062699 = -1397198.699130 nChanged 4 SP:Iteration 28Q (7861.874712 sec): 3 clusters Score: Raw -1399020.939056 + Penalty 1822.062699 = -1397198.876357 nChanged 3 SP:Iteration 29Q (7861.938065 sec): 3 clusters Score: Raw -1399021.174010 + Penalty 1822.062699 = -1397199.111311 nChanged 1 SP:Iteration 30Q (7861.996362 sec): 3 clusters Score: Raw -1399021.196063 + Penalty 1822.062699 = -1397199.133364 nChanged 0 SP:Iteration 31F (7862.069752 sec): 3 clusters Score: Raw -1399021.196063 + Penalty 1822.062699 = -1397199.133364 nChanged 0 Trying to split cluster 16 (22728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7862.121025 sec): 2 clusters Score: Raw -2134459.058673 + Penalty 952.978528 = -2133506.080145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7862.199743 sec): 3 clusters Score: Raw -2120283.590363 + Penalty 1905.957055 = -2118377.633308 nChanged 10588 SP:Iteration 1F (7862.275673 sec): 3 clusters Score: Raw -2126359.903751 + Penalty 1905.957055 = -2124453.946695 nChanged 1095 SP:Iteration 2Q (7862.348411 sec): 3 clusters Score: Raw -2126726.259365 + Penalty 1905.957055 = -2124820.302310 nChanged 1116 SP:Iteration 3Q (7862.419115 sec): 3 clusters Score: Raw -2127198.937974 + Penalty 1905.957055 = -2125292.980919 nChanged 1307 SP:Iteration 4F (7862.495204 sec): 3 clusters Score: Raw -2127883.482534 + Penalty 1905.957055 = -2125977.525478 nChanged 1534 SP:Iteration 5F (7862.570207 sec): 3 clusters Score: Raw -2128909.907721 + Penalty 1905.957055 = -2127003.950666 nChanged 1644 SP:Iteration 6F (7862.643104 sec): 3 clusters Score: Raw -2130268.478926 + Penalty 1905.957055 = -2128362.521870 nChanged 1626 SP:Iteration 7F (7862.711399 sec): 3 clusters Score: Raw -2131791.334138 + Penalty 1905.957055 = -2129885.377083 nChanged 1294 SP:Iteration 8F (7862.776003 sec): 3 clusters Score: Raw -2133055.413767 + Penalty 1905.957055 = -2131149.456711 nChanged 804 SP:Iteration 9Q (7862.855101 sec): 3 clusters Score: Raw -2133805.281279 + Penalty 1905.957055 = -2131899.324224 nChanged 445 SP:Iteration 10Q (7862.924249 sec): 3 clusters Score: Raw -2134213.751565 + Penalty 1905.957055 = -2132307.794509 nChanged 235 SP:Iteration 11Q (7862.982677 sec): 3 clusters Score: Raw -2134428.537151 + Penalty 1905.957055 = -2132522.580096 nChanged 98 SP:Iteration 12Q (7863.053288 sec): 3 clusters Score: Raw -2134508.451794 + Penalty 1905.957055 = -2132602.494738 nChanged 54 SP:Iteration 13Q (7863.120488 sec): 3 clusters Score: Raw -2134548.823044 + Penalty 1905.957055 = -2132642.865988 nChanged 37 SP:Iteration 14Q (7863.186843 sec): 3 clusters Score: Raw -2134577.486074 + Penalty 1905.957055 = -2132671.529018 nChanged 30 SP:Iteration 15Q (7863.263096 sec): 3 clusters Score: Raw -2134598.799204 + Penalty 1905.957055 = -2132692.842148 nChanged 25 SP:Iteration 16Q (7863.334968 sec): 3 clusters Score: Raw -2134616.363599 + Penalty 1905.957055 = -2132710.406543 nChanged 22 SP:Iteration 17Q (7863.406882 sec): 3 clusters Score: Raw -2134627.013745 + Penalty 1905.957055 = -2132721.056690 nChanged 8 SP:Iteration 18Q (7863.468413 sec): 3 clusters Score: Raw -2134630.460636 + Penalty 1905.957055 = -2132724.503580 nChanged 8 SP:Iteration 19Q (7863.540963 sec): 3 clusters Score: Raw -2134634.882553 + Penalty 1905.957055 = -2132728.925498 nChanged 8 SP:Iteration 20F (7863.617847 sec): 3 clusters Score: Raw -2134638.946624 + Penalty 1905.957055 = -2132732.989568 nChanged 2 SP:Iteration 21Q (7863.689791 sec): 3 clusters Score: Raw -2134639.798463 + Penalty 1905.957055 = -2132733.841408 nChanged 0 SP:Iteration 22F (7863.763391 sec): 3 clusters Score: Raw -2134639.798463 + Penalty 1905.957055 = -2132733.841408 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7863.786586 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7863.830548 sec): 3 clusters Score: Raw -16998.193119 + Penalty 1005.727917 = -15992.465203 nChanged 47 SP:Iteration 1F (7863.868112 sec): 3 clusters Score: Raw -17081.852086 + Penalty 1005.727917 = -16076.124169 nChanged 15 SP:Iteration 2F (7863.913947 sec): 3 clusters Score: Raw -17118.070347 + Penalty 1005.727917 = -16112.342430 nChanged 4 SP:Iteration 3Q (7863.950445 sec): 3 clusters Score: Raw -17131.016150 + Penalty 1005.727917 = -16125.288233 nChanged 4 SP:Iteration 4Q (7864.000812 sec): 3 clusters Score: Raw -17143.071092 + Penalty 1005.727917 = -16137.343176 nChanged 2 SP:Iteration 5Q (7864.045870 sec): 3 clusters Score: Raw -17148.159699 + Penalty 1005.727917 = -16142.431782 nChanged 0 SP:Iteration 6F (7864.090775 sec): 3 clusters Score: Raw -17148.159699 + Penalty 1005.727917 = -16142.431782 nChanged 0 Trying to split cluster 18 (128356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7864.242188 sec): 2 clusters Score: Raw -12772930.933907 + Penalty 1117.443479 = -12771813.490428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7864.426020 sec): 3 clusters Score: Raw -12687678.189537 + Penalty 2234.886957 = -12685443.302580 nChanged 62260 SP:Iteration 1F (7864.631465 sec): 3 clusters Score: Raw -12726232.096344 + Penalty 2234.886957 = -12723997.209387 nChanged 6214 SP:Iteration 2Q (7864.844230 sec): 3 clusters Score: Raw -12729268.072200 + Penalty 2234.886957 = -12727033.185243 nChanged 7581 SP:Iteration 3F (7865.043841 sec): 3 clusters Score: Raw -12734245.264774 + Penalty 2234.886957 = -12732010.377817 nChanged 8935 SP:Iteration 4F (7865.238498 sec): 3 clusters Score: Raw -12741748.207504 + Penalty 2234.886957 = -12739513.320547 nChanged 9672 SP:Iteration 5F (7865.438416 sec): 3 clusters Score: Raw -12750277.805753 + Penalty 2234.886957 = -12748042.918796 nChanged 8385 SP:Iteration 6F (7865.641573 sec): 3 clusters Score: Raw -12755965.984640 + Penalty 2234.886957 = -12753731.097683 nChanged 5555 SP:Iteration 7Q (7865.846679 sec): 3 clusters Score: Raw -12758545.291796 + Penalty 2234.886957 = -12756310.404839 nChanged 3602 SP:Iteration 8Q (7866.049809 sec): 3 clusters Score: Raw -12760104.318072 + Penalty 2234.886957 = -12757869.431115 nChanged 2930 SP:Iteration 9Q (7866.263296 sec): 3 clusters Score: Raw -12761493.050116 + Penalty 2234.886957 = -12759258.163159 nChanged 2872 SP:Iteration 10Q (7866.468877 sec): 3 clusters Score: Raw -12762905.058998 + Penalty 2234.886957 = -12760670.172041 nChanged 2761 SP:Iteration 11Q (7866.676471 sec): 3 clusters Score: Raw -12764237.608145 + Penalty 2234.886957 = -12762002.721188 nChanged 2557 SP:Iteration 12Q (7866.888791 sec): 3 clusters Score: Raw -12765423.966258 + Penalty 2234.886957 = -12763189.079301 nChanged 2307 SP:Iteration 13Q (7867.095953 sec): 3 clusters Score: Raw -12766462.604118 + Penalty 2234.886957 = -12764227.717161 nChanged 2030 SP:Iteration 14Q (7867.303169 sec): 3 clusters Score: Raw -12767318.345392 + Penalty 2234.886957 = -12765083.458435 nChanged 1838 SP:Iteration 15Q (7867.508447 sec): 3 clusters Score: Raw -12767994.628233 + Penalty 2234.886957 = -12765759.741276 nChanged 1552 SP:Iteration 16Q (7867.709187 sec): 3 clusters Score: Raw -12768520.011556 + Penalty 2234.886957 = -12766285.124599 nChanged 1326 SP:Iteration 17Q (7867.914068 sec): 3 clusters Score: Raw -12768906.335397 + Penalty 2234.886957 = -12766671.448440 nChanged 1125 SP:Iteration 18Q (7868.113719 sec): 3 clusters Score: Raw -12769194.387972 + Penalty 2234.886957 = -12766959.501015 nChanged 975 SP:Iteration 19Q (7868.322714 sec): 3 clusters Score: Raw -12769412.780765 + Penalty 2234.886957 = -12767177.893808 nChanged 848 SP:Iteration 20F (7868.521683 sec): 3 clusters Score: Raw -12769578.467422 + Penalty 2234.886957 = -12767343.580465 nChanged 769 SP:Iteration 21Q (7868.718784 sec): 3 clusters Score: Raw -12769707.267744 + Penalty 2234.886957 = -12767472.380787 nChanged 710 SP:Iteration 22Q (7868.921655 sec): 3 clusters Score: Raw -12769818.548660 + Penalty 2234.886957 = -12767583.661703 nChanged 715 SP:Iteration 23Q (7869.123441 sec): 3 clusters Score: Raw -12769928.945929 + Penalty 2234.886957 = -12767694.058972 nChanged 704 SP:Iteration 24Q (7869.314643 sec): 3 clusters Score: Raw -12770029.320971 + Penalty 2234.886957 = -12767794.434013 nChanged 669 SP:Iteration 25Q (7869.525521 sec): 3 clusters Score: Raw -12770119.924353 + Penalty 2234.886957 = -12767885.037396 nChanged 691 SP:Iteration 26Q (7869.718634 sec): 3 clusters Score: Raw -12770211.796043 + Penalty 2234.886957 = -12767976.909086 nChanged 658 SP:Iteration 27Q (7869.925439 sec): 3 clusters Score: Raw -12770297.827109 + Penalty 2234.886957 = -12768062.940152 nChanged 618 SP:Iteration 28Q (7870.126771 sec): 3 clusters Score: Raw -12770375.276265 + Penalty 2234.886957 = -12768140.389308 nChanged 583 SP:Iteration 29Q (7870.316730 sec): 3 clusters Score: Raw -12770446.144842 + Penalty 2234.886957 = -12768211.257885 nChanged 601 SP:Iteration 30Q (7870.519533 sec): 3 clusters Score: Raw -12770516.973270 + Penalty 2234.886957 = -12768282.086313 nChanged 521 SP:Iteration 31Q (7870.706574 sec): 3 clusters Score: Raw -12770574.017299 + Penalty 2234.886957 = -12768339.130342 nChanged 519 SP:Iteration 32Q (7870.889005 sec): 3 clusters Score: Raw -12770629.705382 + Penalty 2234.886957 = -12768394.818425 nChanged 498 SP:Iteration 33Q (7871.071063 sec): 3 clusters Score: Raw -12770684.614149 + Penalty 2234.886957 = -12768449.727192 nChanged 510 SP:Iteration 34Q (7871.252378 sec): 3 clusters Score: Raw -12770740.091352 + Penalty 2234.886957 = -12768505.204394 nChanged 499 SP:Iteration 35Q (7871.431116 sec): 3 clusters Score: Raw -12770794.415837 + Penalty 2234.886957 = -12768559.528880 nChanged 488 SP:Iteration 36Q (7871.626890 sec): 3 clusters Score: Raw -12770847.525602 + Penalty 2234.886957 = -12768612.638645 nChanged 448 SP:Iteration 37Q (7871.822647 sec): 3 clusters Score: Raw -12770892.475526 + Penalty 2234.886957 = -12768657.588568 nChanged 419 SP:Iteration 38Q (7872.012166 sec): 3 clusters Score: Raw -12770932.810732 + Penalty 2234.886957 = -12768697.923775 nChanged 420 SP:Iteration 39Q (7872.206439 sec): 3 clusters Score: Raw -12770970.740036 + Penalty 2234.886957 = -12768735.853079 nChanged 383 SP:Iteration 40F (7872.403872 sec): 3 clusters Score: Raw -12771007.177967 + Penalty 2234.886957 = -12768772.291010 nChanged 389 SP:Iteration 41Q (7872.600233 sec): 3 clusters Score: Raw -12771046.368889 + Penalty 2234.886957 = -12768811.481932 nChanged 417 SP:Iteration 42Q (7872.790350 sec): 3 clusters Score: Raw -12771090.508634 + Penalty 2234.886957 = -12768855.621677 nChanged 445 SP:Iteration 43Q (7872.985676 sec): 3 clusters Score: Raw -12771137.656866 + Penalty 2234.886957 = -12768902.769909 nChanged 427 SP:Iteration 44Q (7873.172354 sec): 3 clusters Score: Raw -12771181.994682 + Penalty 2234.886957 = -12768947.107725 nChanged 404 SP:Iteration 45Q (7873.369881 sec): 3 clusters Score: Raw -12771223.336864 + Penalty 2234.886957 = -12768988.449907 nChanged 374 SP:Iteration 46Q (7873.562853 sec): 3 clusters Score: Raw -12771261.020741 + Penalty 2234.886957 = -12769026.133784 nChanged 367 SP:Iteration 47Q (7873.758799 sec): 3 clusters Score: Raw -12771296.398378 + Penalty 2234.886957 = -12769061.511421 nChanged 366 SP:Iteration 48Q (7873.951893 sec): 3 clusters Score: Raw -12771331.443793 + Penalty 2234.886957 = -12769096.556836 nChanged 338 SP:Iteration 49Q (7874.159193 sec): 3 clusters Score: Raw -12771362.282474 + Penalty 2234.886957 = -12769127.395517 nChanged 352 SP:Iteration 50Q (7874.370831 sec): 3 clusters Score: Raw -12771395.347685 + Penalty 2234.886957 = -12769160.460728 nChanged 331 SP:Iteration 51Q (7874.559449 sec): 3 clusters Score: Raw -12771426.611106 + Penalty 2234.886957 = -12769191.724149 nChanged 325 SP:Iteration 52Q (7874.754209 sec): 3 clusters Score: Raw -12771456.396455 + Penalty 2234.886957 = -12769221.509498 nChanged 316 SP:Iteration 53Q (7874.951465 sec): 3 clusters Score: Raw -12771484.894207 + Penalty 2234.886957 = -12769250.007249 nChanged 309 SP:Iteration 54Q (7875.145448 sec): 3 clusters Score: Raw -12771512.717262 + Penalty 2234.886957 = -12769277.830305 nChanged 306 SP:Iteration 55Q (7875.345131 sec): 3 clusters Score: Raw -12771540.424625 + Penalty 2234.886957 = -12769305.537668 nChanged 299 SP:Iteration 56Q (7875.543696 sec): 3 clusters Score: Raw -12771566.077041 + Penalty 2234.886957 = -12769331.190083 nChanged 270 SP:Iteration 57Q (7875.740764 sec): 3 clusters Score: Raw -12771587.024095 + Penalty 2234.886957 = -12769352.137138 nChanged 235 SP:Iteration 58Q (7875.931658 sec): 3 clusters Score: Raw -12771605.168634 + Penalty 2234.886957 = -12769370.281677 nChanged 237 SP:Iteration 59Q (7876.123473 sec): 3 clusters Score: Raw -12771622.580662 + Penalty 2234.886957 = -12769387.693705 nChanged 238 SP:Iteration 60F (7876.323201 sec): 3 clusters Score: Raw -12771640.688362 + Penalty 2234.886957 = -12769405.801405 nChanged 247 SP:Iteration 61Q (7876.519946 sec): 3 clusters Score: Raw -12771660.241222 + Penalty 2234.886957 = -12769425.354264 nChanged 257 SP:Iteration 62Q (7876.705939 sec): 3 clusters Score: Raw -12771681.885367 + Penalty 2234.886957 = -12769446.998410 nChanged 246 SP:Iteration 63Q (7876.894450 sec): 3 clusters Score: Raw -12771702.803415 + Penalty 2234.886957 = -12769467.916458 nChanged 271 SP:Iteration 64Q (7877.090217 sec): 3 clusters Score: Raw -12771725.232593 + Penalty 2234.886957 = -12769490.345636 nChanged 258 SP:Iteration 65Q (7877.275195 sec): 3 clusters Score: Raw -12771748.261588 + Penalty 2234.886957 = -12769513.374631 nChanged 267 SP:Iteration 66Q (7877.469252 sec): 3 clusters Score: Raw -12771771.726313 + Penalty 2234.886957 = -12769536.839356 nChanged 255 SP:Iteration 67Q (7877.665355 sec): 3 clusters Score: Raw -12771794.164403 + Penalty 2234.886957 = -12769559.277446 nChanged 251 SP:Iteration 68Q (7877.846106 sec): 3 clusters Score: Raw -12771816.893281 + Penalty 2234.886957 = -12769582.006323 nChanged 251 SP:Iteration 69Q (7878.038650 sec): 3 clusters Score: Raw -12771839.980963 + Penalty 2234.886957 = -12769605.094006 nChanged 267 SP:Iteration 70Q (7878.230102 sec): 3 clusters Score: Raw -12771864.486496 + Penalty 2234.886957 = -12769629.599539 nChanged 262 SP:Iteration 71Q (7878.404148 sec): 3 clusters Score: Raw -12771888.189182 + Penalty 2234.886957 = -12769653.302225 nChanged 245 SP:Iteration 72Q (7878.580199 sec): 3 clusters Score: Raw -12771909.652967 + Penalty 2234.886957 = -12769674.766010 nChanged 239 SP:Iteration 73Q (7878.753670 sec): 3 clusters Score: Raw -12771930.279692 + Penalty 2234.886957 = -12769695.392735 nChanged 232 SP:Iteration 74Q (7878.926142 sec): 3 clusters Score: Raw -12771950.215449 + Penalty 2234.886957 = -12769715.328492 nChanged 220 SP:Iteration 75Q (7879.096608 sec): 3 clusters Score: Raw -12771968.840891 + Penalty 2234.886957 = -12769733.953934 nChanged 201 SP:Iteration 76Q (7879.286340 sec): 3 clusters Score: Raw -12771985.727372 + Penalty 2234.886957 = -12769750.840415 nChanged 208 SP:Iteration 77Q (7879.476023 sec): 3 clusters Score: Raw -12772001.232774 + Penalty 2234.886957 = -12769766.345817 nChanged 189 SP:Iteration 78Q (7879.668087 sec): 3 clusters Score: Raw -12772016.216792 + Penalty 2234.886957 = -12769781.329835 nChanged 181 SP:Iteration 79Q (7879.865903 sec): 3 clusters Score: Raw -12772029.686242 + Penalty 2234.886957 = -12769794.799285 nChanged 163 SP:Iteration 80F (7880.070506 sec): 3 clusters Score: Raw -12772041.348357 + Penalty 2234.886957 = -12769806.461400 nChanged 165 SP:Iteration 81Q (7880.265190 sec): 3 clusters Score: Raw -12772053.865830 + Penalty 2234.886957 = -12769818.978873 nChanged 162 SP:Iteration 82Q (7880.455887 sec): 3 clusters Score: Raw -12772064.682192 + Penalty 2234.886957 = -12769829.795235 nChanged 154 SP:Iteration 83Q (7880.644459 sec): 3 clusters Score: Raw -12772075.006163 + Penalty 2234.886957 = -12769840.119206 nChanged 158 SP:Iteration 84Q (7880.839433 sec): 3 clusters Score: Raw -12772085.761097 + Penalty 2234.886957 = -12769850.874139 nChanged 156 SP:Iteration 85Q (7881.029825 sec): 3 clusters Score: Raw -12772097.099948 + Penalty 2234.886957 = -12769862.212991 nChanged 172 SP:Iteration 86Q (7881.209109 sec): 3 clusters Score: Raw -12772110.627393 + Penalty 2234.886957 = -12769875.740436 nChanged 169 SP:Iteration 87Q (7881.398054 sec): 3 clusters Score: Raw -12772123.561782 + Penalty 2234.886957 = -12769888.674825 nChanged 163 SP:Iteration 88Q (7881.586827 sec): 3 clusters Score: Raw -12772135.211393 + Penalty 2234.886957 = -12769900.324436 nChanged 151 SP:Iteration 89Q (7881.756311 sec): 3 clusters Score: Raw -12772146.179820 + Penalty 2234.886957 = -12769911.292863 nChanged 152 SP:Iteration 90Q (7881.931882 sec): 3 clusters Score: Raw -12772159.103756 + Penalty 2234.886957 = -12769924.216799 nChanged 154 SP:Iteration 91Q (7882.128281 sec): 3 clusters Score: Raw -12772171.058996 + Penalty 2234.886957 = -12769936.172039 nChanged 147 SP:Iteration 92Q (7882.300098 sec): 3 clusters Score: Raw -12772182.336829 + Penalty 2234.886957 = -12769947.449872 nChanged 150 SP:Iteration 93Q (7882.466262 sec): 3 clusters Score: Raw -12772193.349487 + Penalty 2234.886957 = -12769958.462530 nChanged 134 SP:Iteration 94Q (7882.629782 sec): 3 clusters Score: Raw -12772203.458412 + Penalty 2234.886957 = -12769968.571454 nChanged 126 SP:Iteration 95Q (7882.793066 sec): 3 clusters Score: Raw -12772213.406522 + Penalty 2234.886957 = -12769978.519565 nChanged 128 SP:Iteration 96Q (7882.961245 sec): 3 clusters Score: Raw -12772222.447040 + Penalty 2234.886957 = -12769987.560083 nChanged 127 SP:Iteration 97Q (7883.133096 sec): 3 clusters Score: Raw -12772229.509976 + Penalty 2234.886957 = -12769994.623019 nChanged 85 SP:Iteration 98Q (7883.314775 sec): 3 clusters Score: Raw -12772233.988354 + Penalty 2234.886957 = -12769999.101397 nChanged 82 SP:Iteration 99Q (7883.495409 sec): 3 clusters Score: Raw -12772238.363128 + Penalty 2234.886957 = -12770003.476170 nChanged 82 SP:Iteration 100F (7883.691754 sec): 3 clusters Score: Raw -12772243.444814 + Penalty 2234.886957 = -12770008.557856 nChanged 94 SP:Iteration 101Q (7883.881106 sec): 3 clusters Score: Raw -12772249.355577 + Penalty 2234.886957 = -12770014.468620 nChanged 98 SP:Iteration 102Q (7884.066808 sec): 3 clusters Score: Raw -12772255.039859 + Penalty 2234.886957 = -12770020.152902 nChanged 100 SP:Iteration 103Q (7884.254283 sec): 3 clusters Score: Raw -12772261.123021 + Penalty 2234.886957 = -12770026.236063 nChanged 90 SP:Iteration 104Q (7884.440000 sec): 3 clusters Score: Raw -12772266.910298 + Penalty 2234.886957 = -12770032.023341 nChanged 98 SP:Iteration 105Q (7884.626130 sec): 3 clusters Score: Raw -12772273.851596 + Penalty 2234.886957 = -12770038.964639 nChanged 88 SP:Iteration 106Q (7884.808940 sec): 3 clusters Score: Raw -12772278.966788 + Penalty 2234.886957 = -12770044.079831 nChanged 96 SP:Iteration 107Q (7884.995657 sec): 3 clusters Score: Raw -12772284.315546 + Penalty 2234.886957 = -12770049.428588 nChanged 87 SP:Iteration 108Q (7885.172182 sec): 3 clusters Score: Raw -12772289.448798 + Penalty 2234.886957 = -12770054.561841 nChanged 83 SP:Iteration 109Q (7885.357088 sec): 3 clusters Score: Raw -12772293.834656 + Penalty 2234.886957 = -12770058.947698 nChanged 84 SP:Iteration 110Q (7885.542773 sec): 3 clusters Score: Raw -12772298.687098 + Penalty 2234.886957 = -12770063.800141 nChanged 82 SP:Iteration 111Q (7885.705177 sec): 3 clusters Score: Raw -12772303.082849 + Penalty 2234.886957 = -12770068.195892 nChanged 85 SP:Iteration 112Q (7885.890713 sec): 3 clusters Score: Raw -12772308.474069 + Penalty 2234.886957 = -12770073.587111 nChanged 88 SP:Iteration 113Q (7886.106585 sec): 3 clusters Score: Raw -12772313.733909 + Penalty 2234.886957 = -12770078.846952 nChanged 85 SP:Iteration 114Q (7886.291968 sec): 3 clusters Score: Raw -12772318.481985 + Penalty 2234.886957 = -12770083.595028 nChanged 87 SP:Iteration 115Q (7886.463215 sec): 3 clusters Score: Raw -12772324.183146 + Penalty 2234.886957 = -12770089.296188 nChanged 95 SP:Iteration 116Q (7886.634433 sec): 3 clusters Score: Raw -12772330.294113 + Penalty 2234.886957 = -12770095.407155 nChanged 98 SP:Iteration 117Q (7886.807921 sec): 3 clusters Score: Raw -12772337.299879 + Penalty 2234.886957 = -12770102.412922 nChanged 109 SP:Iteration 118Q (7886.988029 sec): 3 clusters Score: Raw -12772344.309009 + Penalty 2234.886957 = -12770109.422052 nChanged 94 SP:Iteration 119Q (7887.172769 sec): 3 clusters Score: Raw -12772350.858235 + Penalty 2234.886957 = -12770115.971278 nChanged 90 SP:Iteration 120F (7887.378660 sec): 3 clusters Score: Raw -12772356.214525 + Penalty 2234.886957 = -12770121.327568 nChanged 86 SP:Iteration 121Q (7887.565206 sec): 3 clusters Score: Raw -12772360.816483 + Penalty 2234.886957 = -12770125.929525 nChanged 92 SP:Iteration 122Q (7887.744161 sec): 3 clusters Score: Raw -12772366.093022 + Penalty 2234.886957 = -12770131.206065 nChanged 81 SP:Iteration 123Q (7887.927639 sec): 3 clusters Score: Raw -12772369.968570 + Penalty 2234.886957 = -12770135.081612 nChanged 71 SP:Iteration 124Q (7888.111150 sec): 3 clusters Score: Raw -12772373.635563 + Penalty 2234.886957 = -12770138.748606 nChanged 83 SP:Iteration 125Q (7888.295721 sec): 3 clusters Score: Raw -12772378.294601 + Penalty 2234.886957 = -12770143.407644 nChanged 76 SP:Iteration 126Q (7888.480485 sec): 3 clusters Score: Raw -12772382.632196 + Penalty 2234.886957 = -12770147.745239 nChanged 70 SP:Iteration 127Q (7888.669178 sec): 3 clusters Score: Raw -12772386.579186 + Penalty 2234.886957 = -12770151.692229 nChanged 61 SP:Iteration 128Q (7888.852873 sec): 3 clusters Score: Raw -12772389.935917 + Penalty 2234.886957 = -12770155.048960 nChanged 63 SP:Iteration 129Q (7889.031340 sec): 3 clusters Score: Raw -12772393.299313 + Penalty 2234.886957 = -12770158.412356 nChanged 60 SP:Iteration 130Q (7889.207721 sec): 3 clusters Score: Raw -12772396.919350 + Penalty 2234.886957 = -12770162.032393 nChanged 79 SP:Iteration 131Q (7889.398454 sec): 3 clusters Score: Raw -12772402.445984 + Penalty 2234.886957 = -12770167.559027 nChanged 73 SP:Iteration 132Q (7889.589330 sec): 3 clusters Score: Raw -12772407.583155 + Penalty 2234.886957 = -12770172.696198 nChanged 74 SP:Iteration 133Q (7889.776062 sec): 3 clusters Score: Raw -12772412.095412 + Penalty 2234.886957 = -12770177.208455 nChanged 79 SP:Iteration 134Q (7889.946698 sec): 3 clusters Score: Raw -12772417.551638 + Penalty 2234.886957 = -12770182.664681 nChanged 78 SP:Iteration 135Q (7890.109060 sec): 3 clusters Score: Raw -12772423.652738 + Penalty 2234.886957 = -12770188.765781 nChanged 83 SP:Iteration 136Q (7890.279639 sec): 3 clusters Score: Raw -12772428.902775 + Penalty 2234.886957 = -12770194.015818 nChanged 78 SP:Iteration 137Q (7890.448712 sec): 3 clusters Score: Raw -12772434.244396 + Penalty 2234.886957 = -12770199.357439 nChanged 76 SP:Iteration 138Q (7890.628172 sec): 3 clusters Score: Raw -12772440.187424 + Penalty 2234.886957 = -12770205.300467 nChanged 76 SP:Iteration 139Q (7890.816362 sec): 3 clusters Score: Raw -12772445.881578 + Penalty 2234.886957 = -12770210.994621 nChanged 72 SP:Iteration 140F (7891.028421 sec): 3 clusters Score: Raw -12772451.559987 + Penalty 2234.886957 = -12770216.673030 nChanged 82 SP:Iteration 141Q (7891.212174 sec): 3 clusters Score: Raw -12772457.395692 + Penalty 2234.886957 = -12770222.508735 nChanged 79 SP:Iteration 142Q (7891.389913 sec): 3 clusters Score: Raw -12772462.938450 + Penalty 2234.886957 = -12770228.051493 nChanged 72 SP:Iteration 143Q (7891.571414 sec): 3 clusters Score: Raw -12772467.205138 + Penalty 2234.886957 = -12770232.318181 nChanged 52 SP:Iteration 144Q (7891.763082 sec): 3 clusters Score: Raw -12772470.311085 + Penalty 2234.886957 = -12770235.424128 nChanged 52 SP:Iteration 145Q (7891.947209 sec): 3 clusters Score: Raw -12772473.117808 + Penalty 2234.886957 = -12770238.230851 nChanged 63 SP:Iteration 146Q (7892.134043 sec): 3 clusters Score: Raw -12772477.031614 + Penalty 2234.886957 = -12770242.144656 nChanged 77 SP:Iteration 147Q (7892.315812 sec): 3 clusters Score: Raw -12772482.763240 + Penalty 2234.886957 = -12770247.876283 nChanged 68 SP:Iteration 148Q (7892.497522 sec): 3 clusters Score: Raw -12772487.487010 + Penalty 2234.886957 = -12770252.600053 nChanged 60 SP:Iteration 149Q (7892.688926 sec): 3 clusters Score: Raw -12772490.944274 + Penalty 2234.886957 = -12770256.057317 nChanged 54 SP:Iteration 150Q (7892.872796 sec): 3 clusters Score: Raw -12772494.126690 + Penalty 2234.886957 = -12770259.239733 nChanged 51 SP:Iteration 151Q (7893.047809 sec): 3 clusters Score: Raw -12772496.799119 + Penalty 2234.886957 = -12770261.912162 nChanged 53 SP:Iteration 152Q (7893.221792 sec): 3 clusters Score: Raw -12772500.138980 + Penalty 2234.886957 = -12770265.252023 nChanged 57 SP:Iteration 153Q (7893.389291 sec): 3 clusters Score: Raw -12772503.933629 + Penalty 2234.886957 = -12770269.046671 nChanged 62 SP:Iteration 154Q (7893.562365 sec): 3 clusters Score: Raw -12772507.789661 + Penalty 2234.886957 = -12770272.902704 nChanged 57 SP:Iteration 155Q (7893.751102 sec): 3 clusters Score: Raw -12772510.782848 + Penalty 2234.886957 = -12770275.895891 nChanged 38 SP:Iteration 156Q (7893.912284 sec): 3 clusters Score: Raw -12772512.589099 + Penalty 2234.886957 = -12770277.702142 nChanged 40 SP:Iteration 157Q (7894.075732 sec): 3 clusters Score: Raw -12772514.462682 + Penalty 2234.886957 = -12770279.575725 nChanged 35 SP:Iteration 158Q (7894.240639 sec): 3 clusters Score: Raw -12772516.354655 + Penalty 2234.886957 = -12770281.467698 nChanged 37 SP:Iteration 159Q (7894.407303 sec): 3 clusters Score: Raw -12772518.302313 + Penalty 2234.886957 = -12770283.415356 nChanged 45 SP:Iteration 160F (7894.591867 sec): 3 clusters Score: Raw -12772521.074199 + Penalty 2234.886957 = -12770286.187242 nChanged 43 SP:Iteration 161Q (7894.759611 sec): 3 clusters Score: Raw -12772523.471460 + Penalty 2234.886957 = -12770288.584503 nChanged 35 SP:Iteration 162Q (7894.934350 sec): 3 clusters Score: Raw -12772525.000217 + Penalty 2234.886957 = -12770290.113260 nChanged 22 SP:Iteration 163Q (7895.122425 sec): 3 clusters Score: Raw -12772525.748984 + Penalty 2234.886957 = -12770290.862027 nChanged 16 SP:Iteration 164Q (7895.314781 sec): 3 clusters Score: Raw -12772526.238047 + Penalty 2234.886957 = -12770291.351090 nChanged 20 SP:Iteration 165Q (7895.495362 sec): 3 clusters Score: Raw -12772526.993851 + Penalty 2234.886957 = -12770292.106894 nChanged 17 SP:Iteration 166Q (7895.672651 sec): 3 clusters Score: Raw -12772527.493454 + Penalty 2234.886957 = -12770292.606497 nChanged 13 SP:Iteration 167Q (7895.853378 sec): 3 clusters Score: Raw -12772527.860442 + Penalty 2234.886957 = -12770292.973485 nChanged 14 SP:Iteration 168Q (7896.033621 sec): 3 clusters Score: Raw -12772528.253381 + Penalty 2234.886957 = -12770293.366424 nChanged 11 SP:Iteration 169Q (7896.212358 sec): 3 clusters Score: Raw -12772528.571961 + Penalty 2234.886957 = -12770293.685004 nChanged 10 SP:Iteration 170Q (7896.394483 sec): 3 clusters Score: Raw -12772529.044140 + Penalty 2234.886957 = -12770294.157183 nChanged 14 SP:Iteration 171Q (7896.577991 sec): 3 clusters Score: Raw -12772529.732555 + Penalty 2234.886957 = -12770294.845598 nChanged 16 SP:Iteration 172Q (7896.754273 sec): 3 clusters Score: Raw -12772530.567663 + Penalty 2234.886957 = -12770295.680706 nChanged 19 SP:Iteration 173Q (7896.942782 sec): 3 clusters Score: Raw -12772531.324352 + Penalty 2234.886957 = -12770296.437395 nChanged 17 SP:Iteration 174Q (7897.129479 sec): 3 clusters Score: Raw -12772532.024969 + Penalty 2234.886957 = -12770297.138012 nChanged 18 SP:Iteration 175Q (7897.311092 sec): 3 clusters Score: Raw -12772532.534901 + Penalty 2234.886957 = -12770297.647944 nChanged 12 SP:Iteration 176Q (7897.501833 sec): 3 clusters Score: Raw -12772532.915456 + Penalty 2234.886957 = -12770298.028499 nChanged 10 SP:Iteration 177Q (7897.707631 sec): 3 clusters Score: Raw -12772533.284668 + Penalty 2234.886957 = -12770298.397710 nChanged 12 SP:Iteration 178Q (7897.889005 sec): 3 clusters Score: Raw -12772533.663370 + Penalty 2234.886957 = -12770298.776413 nChanged 10 SP:Iteration 179Q (7898.070993 sec): 3 clusters Score: Raw -12772534.022609 + Penalty 2234.886957 = -12770299.135652 nChanged 12 SP:Iteration 180F (7898.275881 sec): 3 clusters Score: Raw -12772534.349032 + Penalty 2234.886957 = -12770299.462074 nChanged 12 SP:Iteration 181Q (7898.455937 sec): 3 clusters Score: Raw -12772534.713971 + Penalty 2234.886957 = -12770299.827014 nChanged 14 SP:Iteration 182Q (7898.634848 sec): 3 clusters Score: Raw -12772535.052659 + Penalty 2234.886957 = -12770300.165702 nChanged 8 SP:Iteration 183Q (7898.810459 sec): 3 clusters Score: Raw -12772535.252577 + Penalty 2234.886957 = -12770300.365620 nChanged 9 SP:Iteration 184Q (7898.997300 sec): 3 clusters Score: Raw -12772535.514655 + Penalty 2234.886957 = -12770300.627698 nChanged 12 SP:Iteration 185Q (7899.182572 sec): 3 clusters Score: Raw -12772535.804432 + Penalty 2234.886957 = -12770300.917474 nChanged 7 SP:Iteration 186Q (7899.366853 sec): 3 clusters Score: Raw -12772535.951876 + Penalty 2234.886957 = -12770301.064919 nChanged 9 SP:Iteration 187Q (7899.546384 sec): 3 clusters Score: Raw -12772536.193626 + Penalty 2234.886957 = -12770301.306669 nChanged 5 SP:Iteration 188Q (7899.728281 sec): 3 clusters Score: Raw -12772536.448627 + Penalty 2234.886957 = -12770301.561670 nChanged 12 SP:Iteration 189Q (7899.904913 sec): 3 clusters Score: Raw -12772536.950594 + Penalty 2234.886957 = -12770302.063637 nChanged 17 SP:Iteration 190Q (7900.086024 sec): 3 clusters Score: Raw -12772537.661053 + Penalty 2234.886957 = -12770302.774095 nChanged 17 SP:Iteration 191Q (7900.269989 sec): 3 clusters Score: Raw -12772538.300995 + Penalty 2234.886957 = -12770303.414038 nChanged 18 SP:Iteration 192Q (7900.455125 sec): 3 clusters Score: Raw -12772538.989448 + Penalty 2234.886957 = -12770304.102490 nChanged 18 SP:Iteration 193Q (7900.637092 sec): 3 clusters Score: Raw -12772539.804691 + Penalty 2234.886957 = -12770304.917734 nChanged 16 SP:Iteration 194Q (7900.824606 sec): 3 clusters Score: Raw -12772540.436409 + Penalty 2234.886957 = -12770305.549452 nChanged 14 SP:Iteration 195Q (7901.008917 sec): 3 clusters Score: Raw -12772540.959542 + Penalty 2234.886957 = -12770306.072585 nChanged 15 SP:Iteration 196Q (7901.192807 sec): 3 clusters Score: Raw -12772541.546247 + Penalty 2234.886957 = -12770306.659289 nChanged 15 SP:Iteration 197Q (7901.364241 sec): 3 clusters Score: Raw -12772541.967729 + Penalty 2234.886957 = -12770307.080771 nChanged 13 SP:Iteration 198Q (7901.541152 sec): 3 clusters Score: Raw -12772542.401030 + Penalty 2234.886957 = -12770307.514073 nChanged 13 SP:Iteration 199Q (7901.713533 sec): 3 clusters Score: Raw -12772543.006342 + Penalty 2234.886957 = -12770308.119385 nChanged 21 SP:Iteration 200F (7901.893236 sec): 3 clusters Score: Raw -12772544.214852 + Penalty 2234.886957 = -12770309.327895 nChanged 22 SP:Iteration 201Q (7902.059945 sec): 3 clusters Score: Raw -12772545.351544 + Penalty 2234.886957 = -12770310.464587 nChanged 20 SP:Iteration 202Q (7902.226195 sec): 3 clusters Score: Raw -12772546.403398 + Penalty 2234.886957 = -12770311.516441 nChanged 21 SP:Iteration 203Q (7902.395884 sec): 3 clusters Score: Raw -12772547.371002 + Penalty 2234.886957 = -12770312.484045 nChanged 21 SP:Iteration 204Q (7902.576688 sec): 3 clusters Score: Raw -12772548.379466 + Penalty 2234.886957 = -12770313.492509 nChanged 34 SP:Iteration 205Q (7902.760972 sec): 3 clusters Score: Raw -12772550.049462 + Penalty 2234.886957 = -12770315.162505 nChanged 40 SP:Iteration 206Q (7902.932301 sec): 3 clusters Score: Raw -12772551.917759 + Penalty 2234.886957 = -12770317.030802 nChanged 46 SP:Iteration 207Q (7903.113075 sec): 3 clusters Score: Raw -12772554.229476 + Penalty 2234.886957 = -12770319.342519 nChanged 40 SP:Iteration 208Q (7903.292467 sec): 3 clusters Score: Raw -12772556.166797 + Penalty 2234.886957 = -12770321.279840 nChanged 48 SP:Iteration 209Q (7903.471880 sec): 3 clusters Score: Raw -12772558.681114 + Penalty 2234.886957 = -12770323.794156 nChanged 49 SP:Iteration 210Q (7903.653727 sec): 3 clusters Score: Raw -12772561.091192 + Penalty 2234.886957 = -12770326.204235 nChanged 42 SP:Iteration 211Q (7903.828307 sec): 3 clusters Score: Raw -12772563.159110 + Penalty 2234.886957 = -12770328.272152 nChanged 38 SP:Iteration 212Q (7904.019352 sec): 3 clusters Score: Raw -12772565.571370 + Penalty 2234.886957 = -12770330.684413 nChanged 52 SP:Iteration 213Q (7904.196880 sec): 3 clusters Score: Raw -12772569.106688 + Penalty 2234.886957 = -12770334.219731 nChanged 52 SP:Iteration 214Q (7904.368934 sec): 3 clusters Score: Raw -12772572.923265 + Penalty 2234.886957 = -12770338.036308 nChanged 50 SP:Iteration 215Q (7904.550603 sec): 3 clusters Score: Raw -12772576.208080 + Penalty 2234.886957 = -12770341.321122 nChanged 48 SP:Iteration 216Q (7904.724496 sec): 3 clusters Score: Raw -12772579.175046 + Penalty 2234.886957 = -12770344.288089 nChanged 40 SP:Iteration 217Q (7904.899688 sec): 3 clusters Score: Raw -12772581.300081 + Penalty 2234.886957 = -12770346.413124 nChanged 31 SP:Iteration 218Q (7905.069130 sec): 3 clusters Score: Raw -12772582.861671 + Penalty 2234.886957 = -12770347.974714 nChanged 44 SP:Iteration 219Q (7905.238255 sec): 3 clusters Score: Raw -12772585.384072 + Penalty 2234.886957 = -12770350.497115 nChanged 45 SP:Iteration 220F (7905.435315 sec): 3 clusters Score: Raw -12772588.321959 + Penalty 2234.886957 = -12770353.435002 nChanged 52 SP:Iteration 221Q (7905.590367 sec): 3 clusters Score: Raw -12772591.659327 + Penalty 2234.886957 = -12770356.772370 nChanged 53 SP:Iteration 222Q (7905.764550 sec): 3 clusters Score: Raw -12772594.972708 + Penalty 2234.886957 = -12770360.085751 nChanged 46 SP:Iteration 223Q (7905.942612 sec): 3 clusters Score: Raw -12772597.851839 + Penalty 2234.886957 = -12770362.964882 nChanged 38 SP:Iteration 224Q (7906.119401 sec): 3 clusters Score: Raw -12772600.176792 + Penalty 2234.886957 = -12770365.289835 nChanged 38 SP:Iteration 225Q (7906.297006 sec): 3 clusters Score: Raw -12772602.490504 + Penalty 2234.886957 = -12770367.603547 nChanged 25 SP:Iteration 226Q (7906.452997 sec): 3 clusters Score: Raw -12772603.986070 + Penalty 2234.886957 = -12770369.099113 nChanged 35 SP:Iteration 227Q (7906.624259 sec): 3 clusters Score: Raw -12772606.327932 + Penalty 2234.886957 = -12770371.440974 nChanged 40 SP:Iteration 228Q (7906.780887 sec): 3 clusters Score: Raw -12772609.220180 + Penalty 2234.886957 = -12770374.333223 nChanged 42 SP:Iteration 229Q (7906.934814 sec): 3 clusters Score: Raw -12772612.203659 + Penalty 2234.886957 = -12770377.316702 nChanged 53 SP:Iteration 230Q (7907.099980 sec): 3 clusters Score: Raw -12772616.424194 + Penalty 2234.886957 = -12770381.537237 nChanged 59 SP:Iteration 231Q (7907.262459 sec): 3 clusters Score: Raw -12772621.277716 + Penalty 2234.886957 = -12770386.390759 nChanged 60 SP:Iteration 232Q (7907.426446 sec): 3 clusters Score: Raw -12772626.239033 + Penalty 2234.886957 = -12770391.352076 nChanged 63 SP:Iteration 233Q (7907.579252 sec): 3 clusters Score: Raw -12772631.877753 + Penalty 2234.886957 = -12770396.990796 nChanged 67 SP:Iteration 234Q (7907.756015 sec): 3 clusters Score: Raw -12772637.326265 + Penalty 2234.886957 = -12770402.439308 nChanged 73 SP:Iteration 235Q (7907.924710 sec): 3 clusters Score: Raw -12772643.413622 + Penalty 2234.886957 = -12770408.526665 nChanged 61 SP:Iteration 236Q (7908.093140 sec): 3 clusters Score: Raw -12772647.906641 + Penalty 2234.886957 = -12770413.019684 nChanged 45 SP:Iteration 237Q (7908.277480 sec): 3 clusters Score: Raw -12772651.255900 + Penalty 2234.886957 = -12770416.368943 nChanged 53 SP:Iteration 238Q (7908.454358 sec): 3 clusters Score: Raw -12772655.103370 + Penalty 2234.886957 = -12770420.216412 nChanged 56 SP:Iteration 239Q (7908.626849 sec): 3 clusters Score: Raw -12772659.455403 + Penalty 2234.886957 = -12770424.568446 nChanged 55 SP:Iteration 240F (7908.816812 sec): 3 clusters Score: Raw -12772663.846499 + Penalty 2234.886957 = -12770428.959542 nChanged 51 SP:Iteration 241Q (7908.993148 sec): 3 clusters Score: Raw -12772667.290951 + Penalty 2234.886957 = -12770432.403994 nChanged 48 SP:Iteration 242Q (7909.168685 sec): 3 clusters Score: Raw -12772670.734171 + Penalty 2234.886957 = -12770435.847214 nChanged 45 SP:Iteration 243Q (7909.331863 sec): 3 clusters Score: Raw -12772673.873795 + Penalty 2234.886957 = -12770438.986837 nChanged 47 SP:Iteration 244Q (7909.511865 sec): 3 clusters Score: Raw -12772677.268334 + Penalty 2234.886957 = -12770442.381376 nChanged 55 SP:Iteration 245Q (7909.675438 sec): 3 clusters Score: Raw -12772681.924440 + Penalty 2234.886957 = -12770447.037483 nChanged 65 SP:Iteration 246Q (7909.854758 sec): 3 clusters Score: Raw -12772687.817839 + Penalty 2234.886957 = -12770452.930882 nChanged 60 SP:Iteration 247Q (7910.020373 sec): 3 clusters Score: Raw -12772692.938235 + Penalty 2234.886957 = -12770458.051278 nChanged 69 SP:Iteration 248Q (7910.190115 sec): 3 clusters Score: Raw -12772699.656897 + Penalty 2234.886957 = -12770464.769940 nChanged 69 SP:Iteration 249Q (7910.373226 sec): 3 clusters Score: Raw -12772705.655804 + Penalty 2234.886957 = -12770470.768847 nChanged 55 SP:Iteration 250Q (7910.537609 sec): 3 clusters Score: Raw -12772711.163157 + Penalty 2234.886957 = -12770476.276200 nChanged 68 SP:Iteration 251Q (7910.682683 sec): 3 clusters Score: Raw -12772717.900856 + Penalty 2234.886957 = -12770483.013899 nChanged 76 SP:Iteration 252Q (7910.844891 sec): 3 clusters Score: Raw -12772725.558779 + Penalty 2234.886957 = -12770490.671822 nChanged 56 SP:Iteration 253Q (7910.997654 sec): 3 clusters Score: Raw -12772731.005520 + Penalty 2234.886957 = -12770496.118563 nChanged 54 SP:Iteration 254Q (7911.163003 sec): 3 clusters Score: Raw -12772735.626272 + Penalty 2234.886957 = -12770500.739315 nChanged 37 SP:Iteration 255Q (7911.332671 sec): 3 clusters Score: Raw -12772739.173270 + Penalty 2234.886957 = -12770504.286313 nChanged 49 SP:Iteration 256Q (7911.516827 sec): 3 clusters Score: Raw -12772743.412420 + Penalty 2234.886957 = -12770508.525463 nChanged 46 SP:Iteration 257Q (7911.686060 sec): 3 clusters Score: Raw -12772746.915230 + Penalty 2234.886957 = -12770512.028273 nChanged 44 SP:Iteration 258Q (7911.865696 sec): 3 clusters Score: Raw -12772750.343518 + Penalty 2234.886957 = -12770515.456561 nChanged 32 SP:Iteration 259Q (7912.028724 sec): 3 clusters Score: Raw -12772752.925345 + Penalty 2234.886957 = -12770518.038387 nChanged 45 SP:Iteration 260F (7912.218052 sec): 3 clusters Score: Raw -12772757.580897 + Penalty 2234.886957 = -12770522.693939 nChanged 54 SP:Iteration 261Q (7912.388421 sec): 3 clusters Score: Raw -12772763.061577 + Penalty 2234.886957 = -12770528.174620 nChanged 54 SP:Iteration 262Q (7912.561242 sec): 3 clusters Score: Raw -12772768.606482 + Penalty 2234.886957 = -12770533.719525 nChanged 50 SP:Iteration 263Q (7912.738740 sec): 3 clusters Score: Raw -12772772.834014 + Penalty 2234.886957 = -12770537.947057 nChanged 50 SP:Iteration 264Q (7912.921729 sec): 3 clusters Score: Raw -12772776.859465 + Penalty 2234.886957 = -12770541.972508 nChanged 40 SP:Iteration 265Q (7913.097124 sec): 3 clusters Score: Raw -12772779.750759 + Penalty 2234.886957 = -12770544.863802 nChanged 30 SP:Iteration 266Q (7913.263267 sec): 3 clusters Score: Raw -12772782.075362 + Penalty 2234.886957 = -12770547.188404 nChanged 29 SP:Iteration 267Q (7913.440591 sec): 3 clusters Score: Raw -12772784.555467 + Penalty 2234.886957 = -12770549.668510 nChanged 33 SP:Iteration 268Q (7913.610957 sec): 3 clusters Score: Raw -12772787.029948 + Penalty 2234.886957 = -12770552.142991 nChanged 35 SP:Iteration 269Q (7913.788747 sec): 3 clusters Score: Raw -12772789.697777 + Penalty 2234.886957 = -12770554.810820 nChanged 24 SP:Iteration 270Q (7913.966066 sec): 3 clusters Score: Raw -12772791.462874 + Penalty 2234.886957 = -12770556.575917 nChanged 27 SP:Iteration 271Q (7914.135899 sec): 3 clusters Score: Raw -12772793.558483 + Penalty 2234.886957 = -12770558.671526 nChanged 31 SP:Iteration 272Q (7914.319833 sec): 3 clusters Score: Raw -12772796.027664 + Penalty 2234.886957 = -12770561.140707 nChanged 29 SP:Iteration 273Q (7914.477930 sec): 3 clusters Score: Raw -12772798.202029 + Penalty 2234.886957 = -12770563.315072 nChanged 36 SP:Iteration 274Q (7914.641257 sec): 3 clusters Score: Raw -12772801.168666 + Penalty 2234.886957 = -12770566.281709 nChanged 37 SP:Iteration 275Q (7914.803421 sec): 3 clusters Score: Raw -12772804.039364 + Penalty 2234.886957 = -12770569.152407 nChanged 36 SP:Iteration 276Q (7914.964162 sec): 3 clusters Score: Raw -12772807.598075 + Penalty 2234.886957 = -12770572.711118 nChanged 35 SP:Iteration 277Q (7915.125724 sec): 3 clusters Score: Raw -12772811.818018 + Penalty 2234.886957 = -12770576.931061 nChanged 47 SP:Iteration 278Q (7915.301532 sec): 3 clusters Score: Raw -12772816.917247 + Penalty 2234.886957 = -12770582.030290 nChanged 43 SP:Iteration 279Q (7915.475502 sec): 3 clusters Score: Raw -12772821.061095 + Penalty 2234.886957 = -12770586.174138 nChanged 40 SP:Iteration 280F (7915.674611 sec): 3 clusters Score: Raw -12772826.217585 + Penalty 2234.886957 = -12770591.330628 nChanged 42 SP:Iteration 281Q (7915.879740 sec): 3 clusters Score: Raw -12772832.134656 + Penalty 2234.886957 = -12770597.247699 nChanged 51 SP:Iteration 282Q (7916.050406 sec): 3 clusters Score: Raw -12772837.783286 + Penalty 2234.886957 = -12770602.896329 nChanged 45 SP:Iteration 283Q (7916.223756 sec): 3 clusters Score: Raw -12772842.426653 + Penalty 2234.886957 = -12770607.539696 nChanged 47 SP:Iteration 284Q (7916.391766 sec): 3 clusters Score: Raw -12772847.548301 + Penalty 2234.886957 = -12770612.661344 nChanged 47 SP:Iteration 285Q (7916.564882 sec): 3 clusters Score: Raw -12772852.494885 + Penalty 2234.886957 = -12770617.607928 nChanged 36 SP:Iteration 286Q (7916.735686 sec): 3 clusters Score: Raw -12772856.097958 + Penalty 2234.886957 = -12770621.211001 nChanged 35 SP:Iteration 287Q (7916.896770 sec): 3 clusters Score: Raw -12772859.902737 + Penalty 2234.886957 = -12770625.015780 nChanged 41 SP:Iteration 288Q (7917.067961 sec): 3 clusters Score: Raw -12772864.080225 + Penalty 2234.886957 = -12770629.193267 nChanged 42 SP:Iteration 289Q (7917.245814 sec): 3 clusters Score: Raw -12772868.644411 + Penalty 2234.886957 = -12770633.757454 nChanged 48 SP:Iteration 290Q (7917.427833 sec): 3 clusters Score: Raw -12772873.707595 + Penalty 2234.886957 = -12770638.820638 nChanged 42 SP:Iteration 291Q (7917.588165 sec): 3 clusters Score: Raw -12772878.695137 + Penalty 2234.886957 = -12770643.808180 nChanged 35 SP:Iteration 292Q (7917.743196 sec): 3 clusters Score: Raw -12772882.130999 + Penalty 2234.886957 = -12770647.244042 nChanged 30 SP:Iteration 293Q (7917.922056 sec): 3 clusters Score: Raw -12772884.896928 + Penalty 2234.886957 = -12770650.009971 nChanged 25 SP:Iteration 294Q (7918.070445 sec): 3 clusters Score: Raw -12772887.326644 + Penalty 2234.886957 = -12770652.439687 nChanged 23 SP:Iteration 295Q (7918.230298 sec): 3 clusters Score: Raw -12772889.304623 + Penalty 2234.886957 = -12770654.417666 nChanged 18 SP:Iteration 296Q (7918.392680 sec): 3 clusters Score: Raw -12772890.907342 + Penalty 2234.886957 = -12770656.020385 nChanged 23 SP:Iteration 297Q (7918.548190 sec): 3 clusters Score: Raw -12772892.946265 + Penalty 2234.886957 = -12770658.059307 nChanged 21 SP:Iteration 298Q (7918.708756 sec): 3 clusters Score: Raw -12772894.520404 + Penalty 2234.886957 = -12770659.633447 nChanged 23 SP:Iteration 299Q (7918.882639 sec): 3 clusters Score: Raw -12772896.521381 + Penalty 2234.886957 = -12770661.634424 nChanged 25 SP:Iteration 300F (7919.084892 sec): 3 clusters Score: Raw -12772898.967491 + Penalty 2234.886957 = -12770664.080534 nChanged 20 SP:Iteration 301Q (7919.247495 sec): 3 clusters Score: Raw -12772900.626599 + Penalty 2234.886957 = -12770665.739642 nChanged 19 SP:Iteration 302Q (7919.428629 sec): 3 clusters Score: Raw -12772901.978934 + Penalty 2234.886957 = -12770667.091976 nChanged 13 SP:Iteration 303Q (7919.606394 sec): 3 clusters Score: Raw -12772902.990437 + Penalty 2234.886957 = -12770668.103480 nChanged 10 SP:Iteration 304Q (7919.775638 sec): 3 clusters Score: Raw -12772903.862179 + Penalty 2234.886957 = -12770668.975222 nChanged 8 SP:Iteration 305Q (7919.949931 sec): 3 clusters Score: Raw -12772904.409532 + Penalty 2234.886957 = -12770669.522575 nChanged 9 SP:Iteration 306Q (7920.121266 sec): 3 clusters Score: Raw -12772904.910622 + Penalty 2234.886957 = -12770670.023665 nChanged 8 SP:Iteration 307Q (7920.299830 sec): 3 clusters Score: Raw -12772905.440534 + Penalty 2234.886957 = -12770670.553577 nChanged 11 SP:Iteration 308Q (7920.452576 sec): 3 clusters Score: Raw -12772906.312156 + Penalty 2234.886957 = -12770671.425199 nChanged 13 SP:Iteration 309Q (7920.626585 sec): 3 clusters Score: Raw -12772907.654068 + Penalty 2234.886957 = -12770672.767111 nChanged 10 SP:Iteration 310Q (7920.804590 sec): 3 clusters Score: Raw -12772908.479459 + Penalty 2234.886957 = -12770673.592502 nChanged 14 SP:Iteration 311Q (7920.982445 sec): 3 clusters Score: Raw -12772909.565052 + Penalty 2234.886957 = -12770674.678095 nChanged 16 SP:Iteration 312Q (7921.137346 sec): 3 clusters Score: Raw -12772910.992611 + Penalty 2234.886957 = -12770676.105654 nChanged 11 SP:Iteration 313Q (7921.303450 sec): 3 clusters Score: Raw -12772911.687762 + Penalty 2234.886957 = -12770676.800805 nChanged 8 SP:Iteration 314Q (7921.480584 sec): 3 clusters Score: Raw -12772912.156801 + Penalty 2234.886957 = -12770677.269844 nChanged 7 SP:Iteration 315Q (7921.637601 sec): 3 clusters Score: Raw -12772912.581156 + Penalty 2234.886957 = -12770677.694199 nChanged 6 SP:Iteration 316Q (7921.796099 sec): 3 clusters Score: Raw -12772912.915361 + Penalty 2234.886957 = -12770678.028404 nChanged 3 SP:Iteration 317Q (7921.947317 sec): 3 clusters Score: Raw -12772913.079260 + Penalty 2234.886957 = -12770678.192303 nChanged 5 SP:Iteration 318Q (7922.107156 sec): 3 clusters Score: Raw -12772913.490808 + Penalty 2234.886957 = -12770678.603851 nChanged 5 SP:Iteration 319Q (7922.268852 sec): 3 clusters Score: Raw -12772913.760633 + Penalty 2234.886957 = -12770678.873676 nChanged 0 SP:Iteration 320F (7922.470129 sec): 3 clusters Score: Raw -12772913.760633 + Penalty 2234.886957 = -12770678.873676 nChanged 0 Trying to split cluster 19 (3326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7922.503719 sec): 2 clusters Score: Raw -287844.518469 + Penalty 770.404938 = -287074.113531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7922.559475 sec): 3 clusters Score: Raw -286153.718547 + Penalty 1540.809875 = -284612.908671 nChanged 1358 SP:Iteration 1F (7922.605202 sec): 3 clusters Score: Raw -286943.047078 + Penalty 1540.809875 = -285402.237203 nChanged 272 SP:Iteration 2F (7922.659491 sec): 3 clusters Score: Raw -287144.971536 + Penalty 1540.809875 = -285604.161660 nChanged 253 SP:Iteration 3F (7922.707133 sec): 3 clusters Score: Raw -287317.981368 + Penalty 1540.809875 = -285777.171493 nChanged 194 SP:Iteration 4F (7922.752969 sec): 3 clusters Score: Raw -287443.269179 + Penalty 1540.809875 = -285902.459303 nChanged 137 SP:Iteration 5Q (7922.798439 sec): 3 clusters Score: Raw -287509.903779 + Penalty 1540.809875 = -285969.093904 nChanged 113 SP:Iteration 6Q (7922.849293 sec): 3 clusters Score: Raw -287565.468153 + Penalty 1540.809875 = -286024.658277 nChanged 105 SP:Iteration 7Q (7922.890060 sec): 3 clusters Score: Raw -287619.683993 + Penalty 1540.809875 = -286078.874118 nChanged 73 SP:Iteration 8Q (7922.945332 sec): 3 clusters Score: Raw -287657.635597 + Penalty 1540.809875 = -286116.825722 nChanged 79 SP:Iteration 9Q (7922.994154 sec): 3 clusters Score: Raw -287693.280440 + Penalty 1540.809875 = -286152.470565 nChanged 59 SP:Iteration 10Q (7923.039639 sec): 3 clusters Score: Raw -287719.034090 + Penalty 1540.809875 = -286178.224214 nChanged 54 SP:Iteration 11Q (7923.087972 sec): 3 clusters Score: Raw -287742.615783 + Penalty 1540.809875 = -286201.805908 nChanged 53 SP:Iteration 12Q (7923.130498 sec): 3 clusters Score: Raw -287758.326578 + Penalty 1540.809875 = -286217.516703 nChanged 36 SP:Iteration 13Q (7923.174576 sec): 3 clusters Score: Raw -287768.201226 + Penalty 1540.809875 = -286227.391351 nChanged 30 SP:Iteration 14Q (7923.227911 sec): 3 clusters Score: Raw -287775.564016 + Penalty 1540.809875 = -286234.754141 nChanged 19 SP:Iteration 15Q (7923.274313 sec): 3 clusters Score: Raw -287779.052676 + Penalty 1540.809875 = -286238.242801 nChanged 11 SP:Iteration 16Q (7923.317228 sec): 3 clusters Score: Raw -287781.738759 + Penalty 1540.809875 = -286240.928883 nChanged 9 SP:Iteration 17Q (7923.325876 sec): 3 clusters Score: Raw -287783.653766 + Penalty 1540.809875 = -286242.843890 nChanged 7 SP:Iteration 18Q (7923.346908 sec): 3 clusters Score: Raw -287784.954287 + Penalty 1540.809875 = -286244.144412 nChanged 6 SP:Iteration 19Q (7923.403143 sec): 3 clusters Score: Raw -287785.589044 + Penalty 1540.809875 = -286244.779169 nChanged 1 SP:Iteration 20F (7923.450270 sec): 3 clusters Score: Raw -287785.781082 + Penalty 1540.809875 = -286244.971206 nChanged 2 SP:Iteration 21Q (7923.500977 sec): 3 clusters Score: Raw -287786.095023 + Penalty 1540.809875 = -286245.285147 nChanged 5 SP:Iteration 22Q (7923.538127 sec): 3 clusters Score: Raw -287786.894621 + Penalty 1540.809875 = -286246.084746 nChanged 2 SP:Iteration 23Q (7923.584797 sec): 3 clusters Score: Raw -287787.364369 + Penalty 1540.809875 = -286246.554493 nChanged 2 SP:Iteration 24Q (7923.633052 sec): 3 clusters Score: Raw -287787.588504 + Penalty 1540.809875 = -286246.778628 nChanged 2 SP:Iteration 25Q (7923.679346 sec): 3 clusters Score: Raw -287787.840275 + Penalty 1540.809875 = -286247.030400 nChanged 0 SP:Iteration 26F (7923.730840 sec): 3 clusters Score: Raw -287787.840275 + Penalty 1540.809875 = -286247.030400 nChanged 0 Trying to split cluster 20 (28979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7923.788095 sec): 2 clusters Score: Raw -2530833.677412 + Penalty 976.061037 = -2529857.616375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7923.858768 sec): 3 clusters Score: Raw -2512415.979093 + Penalty 1952.122075 = -2510463.857018 nChanged 13545 SP:Iteration 1F (7923.945881 sec): 3 clusters Score: Raw -2520590.010316 + Penalty 1952.122075 = -2518637.888241 nChanged 1834 SP:Iteration 2F (7924.017497 sec): 3 clusters Score: Raw -2521510.408536 + Penalty 1952.122075 = -2519558.286461 nChanged 2037 SP:Iteration 3F (7924.086873 sec): 3 clusters Score: Raw -2522727.563131 + Penalty 1952.122075 = -2520775.441056 nChanged 2156 SP:Iteration 4F (7924.177109 sec): 3 clusters Score: Raw -2524199.672689 + Penalty 1952.122075 = -2522247.550614 nChanged 2096 SP:Iteration 5F (7924.261715 sec): 3 clusters Score: Raw -2525802.165948 + Penalty 1952.122075 = -2523850.043873 nChanged 1835 SP:Iteration 6F (7924.343565 sec): 3 clusters Score: Raw -2527358.137629 + Penalty 1952.122075 = -2525406.015554 nChanged 1518 SP:Iteration 7F (7924.425152 sec): 3 clusters Score: Raw -2528758.251304 + Penalty 1952.122075 = -2526806.129230 nChanged 1107 SP:Iteration 8Q (7924.501879 sec): 3 clusters Score: Raw -2529788.699420 + Penalty 1952.122075 = -2527836.577346 nChanged 670 SP:Iteration 9Q (7924.589189 sec): 3 clusters Score: Raw -2530382.499182 + Penalty 1952.122075 = -2528430.377108 nChanged 370 SP:Iteration 10Q (7924.663375 sec): 3 clusters Score: Raw -2530694.352972 + Penalty 1952.122075 = -2528742.230898 nChanged 215 SP:Iteration 11Q (7924.740909 sec): 3 clusters Score: Raw -2530868.568856 + Penalty 1952.122075 = -2528916.446781 nChanged 133 SP:Iteration 12Q (7924.808874 sec): 3 clusters Score: Raw -2530965.464788 + Penalty 1952.122075 = -2529013.342714 nChanged 84 SP:Iteration 13Q (7924.888532 sec): 3 clusters Score: Raw -2531027.540843 + Penalty 1952.122075 = -2529075.418768 nChanged 58 SP:Iteration 14Q (7924.974753 sec): 3 clusters Score: Raw -2531070.621198 + Penalty 1952.122075 = -2529118.499124 nChanged 32 SP:Iteration 15Q (7925.042025 sec): 3 clusters Score: Raw -2531092.002202 + Penalty 1952.122075 = -2529139.880128 nChanged 31 SP:Iteration 16Q (7925.111394 sec): 3 clusters Score: Raw -2531109.002204 + Penalty 1952.122075 = -2529156.880129 nChanged 22 SP:Iteration 17Q (7925.193496 sec): 3 clusters Score: Raw -2531129.410401 + Penalty 1952.122075 = -2529177.288326 nChanged 32 SP:Iteration 18Q (7925.265640 sec): 3 clusters Score: Raw -2531151.481408 + Penalty 1952.122075 = -2529199.359333 nChanged 20 SP:Iteration 19Q (7925.338965 sec): 3 clusters Score: Raw -2531162.277593 + Penalty 1952.122075 = -2529210.155519 nChanged 11 SP:Iteration 20F (7925.408126 sec): 3 clusters Score: Raw -2531169.061698 + Penalty 1952.122075 = -2529216.939623 nChanged 15 SP:Iteration 21Q (7925.466509 sec): 3 clusters Score: Raw -2531176.519574 + Penalty 1952.122075 = -2529224.397500 nChanged 8 SP:Iteration 22Q (7925.541963 sec): 3 clusters Score: Raw -2531184.790999 + Penalty 1952.122075 = -2529232.668924 nChanged 8 SP:Iteration 23Q (7925.614341 sec): 3 clusters Score: Raw -2531190.420055 + Penalty 1952.122075 = -2529238.297980 nChanged 5 SP:Iteration 24Q (7925.682670 sec): 3 clusters Score: Raw -2531193.661377 + Penalty 1952.122075 = -2529241.539303 nChanged 3 SP:Iteration 25Q (7925.756953 sec): 3 clusters Score: Raw -2531194.852740 + Penalty 1952.122075 = -2529242.730666 nChanged 3 SP:Iteration 26Q (7925.829656 sec): 3 clusters Score: Raw -2531197.138879 + Penalty 1952.122075 = -2529245.016804 nChanged 2 SP:Iteration 27Q (7925.894474 sec): 3 clusters Score: Raw -2531198.353430 + Penalty 1952.122075 = -2529246.231356 nChanged 7 SP:Iteration 28Q (7925.968470 sec): 3 clusters Score: Raw -2531201.383364 + Penalty 1952.122075 = -2529249.261289 nChanged 2 SP:Iteration 29Q (7926.041222 sec): 3 clusters Score: Raw -2531202.931059 + Penalty 1952.122075 = -2529250.808984 nChanged 3 SP:Iteration 30Q (7926.102023 sec): 3 clusters Score: Raw -2531203.693173 + Penalty 1952.122075 = -2529251.571099 nChanged 0 SP:Iteration 31F (7926.178209 sec): 3 clusters Score: Raw -2531203.693173 + Penalty 1952.122075 = -2529251.571099 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7926.200850 sec): 2 clusters Score: Raw -266268.837657 + Penalty 753.403756 = -265515.433901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7926.244833 sec): 3 clusters Score: Raw -264856.783129 + Penalty 1506.807512 = -263349.975617 nChanged 1126 SP:Iteration 1F (7926.302766 sec): 3 clusters Score: Raw -265639.447899 + Penalty 1506.807512 = -264132.640387 nChanged 281 SP:Iteration 2F (7926.341285 sec): 3 clusters Score: Raw -265926.837114 + Penalty 1506.807512 = -264420.029601 nChanged 221 SP:Iteration 3F (7926.382522 sec): 3 clusters Score: Raw -266164.917898 + Penalty 1506.807512 = -264658.110386 nChanged 163 SP:Iteration 4F (7926.432053 sec): 3 clusters Score: Raw -266322.349902 + Penalty 1506.807512 = -264815.542390 nChanged 133 SP:Iteration 5Q (7926.472348 sec): 3 clusters Score: Raw -266454.304245 + Penalty 1506.807512 = -264947.496733 nChanged 103 SP:Iteration 6Q (7926.519578 sec): 3 clusters Score: Raw -266539.930288 + Penalty 1506.807512 = -265033.122775 nChanged 84 SP:Iteration 7Q (7926.539103 sec): 3 clusters Score: Raw -266598.210315 + Penalty 1506.807512 = -265091.402803 nChanged 50 SP:Iteration 8Q (7926.585880 sec): 3 clusters Score: Raw -266640.901728 + Penalty 1506.807512 = -265134.094215 nChanged 34 SP:Iteration 9Q (7926.637052 sec): 3 clusters Score: Raw -266662.686871 + Penalty 1506.807512 = -265155.879359 nChanged 25 SP:Iteration 10Q (7926.687886 sec): 3 clusters Score: Raw -266676.369988 + Penalty 1506.807512 = -265169.562476 nChanged 15 SP:Iteration 11Q (7926.736582 sec): 3 clusters Score: Raw -266684.111140 + Penalty 1506.807512 = -265177.303628 nChanged 6 SP:Iteration 12Q (7926.780082 sec): 3 clusters Score: Raw -266686.437034 + Penalty 1506.807512 = -265179.629522 nChanged 4 SP:Iteration 13Q (7926.827037 sec): 3 clusters Score: Raw -266688.271856 + Penalty 1506.807512 = -265181.464343 nChanged 3 SP:Iteration 14Q (7926.875741 sec): 3 clusters Score: Raw -266689.553950 + Penalty 1506.807512 = -265182.746438 nChanged 3 SP:Iteration 15Q (7926.918661 sec): 3 clusters Score: Raw -266690.692213 + Penalty 1506.807512 = -265183.884700 nChanged 2 SP:Iteration 16Q (7926.965279 sec): 3 clusters Score: Raw -266692.188820 + Penalty 1506.807512 = -265185.381308 nChanged 4 SP:Iteration 17Q (7927.015023 sec): 3 clusters Score: Raw -266693.756653 + Penalty 1506.807512 = -265186.949140 nChanged 2 SP:Iteration 18Q (7927.062472 sec): 3 clusters Score: Raw -266694.757649 + Penalty 1506.807512 = -265187.950137 nChanged 1 SP:Iteration 19Q (7927.110947 sec): 3 clusters Score: Raw -266695.343129 + Penalty 1506.807512 = -265188.535617 nChanged 3 SP:Iteration 20F (7927.159563 sec): 3 clusters Score: Raw -266696.105946 + Penalty 1506.807512 = -265189.298434 nChanged 3 SP:Iteration 21Q (7927.200864 sec): 3 clusters Score: Raw -266696.847874 + Penalty 1506.807512 = -265190.040362 nChanged 3 SP:Iteration 22Q (7927.258441 sec): 3 clusters Score: Raw -266697.573984 + Penalty 1506.807512 = -265190.766472 nChanged 3 SP:Iteration 23Q (7927.304870 sec): 3 clusters Score: Raw -266698.136056 + Penalty 1506.807512 = -265191.328544 nChanged 0 SP:Iteration 24F (7927.351723 sec): 3 clusters Score: Raw -266698.136056 + Penalty 1506.807512 = -265191.328544 nChanged 0 Trying to split cluster 22 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7927.376349 sec): 2 clusters Score: Raw -95234.297610 + Penalty 649.342536 = -94584.955075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7927.414005 sec): 3 clusters Score: Raw -94889.901518 + Penalty 1298.685071 = -93591.216447 nChanged 308 SP:Iteration 1F (7927.470721 sec): 3 clusters Score: Raw -95153.456391 + Penalty 1298.685071 = -93854.771320 nChanged 54 SP:Iteration 2F (7927.516715 sec): 3 clusters Score: Raw -95199.071080 + Penalty 1298.685071 = -93900.386009 nChanged 29 SP:Iteration 3Q (7927.564663 sec): 3 clusters Score: Raw -95230.171083 + Penalty 1298.685071 = -93931.486011 nChanged 26 SP:Iteration 4Q (7927.611086 sec): 3 clusters Score: Raw -95252.965781 + Penalty 1298.685071 = -93954.280709 nChanged 14 SP:Iteration 5Q (7927.653527 sec): 3 clusters Score: Raw -95266.179756 + Penalty 1298.685071 = -93967.494685 nChanged 16 SP:Iteration 6Q (7927.692842 sec): 3 clusters Score: Raw -95283.371954 + Penalty 1298.685071 = -93984.686882 nChanged 11 SP:Iteration 7Q (7927.743258 sec): 3 clusters Score: Raw -95289.988386 + Penalty 1298.685071 = -93991.303315 nChanged 10 SP:Iteration 8Q (7927.778859 sec): 3 clusters Score: Raw -95298.036372 + Penalty 1298.685071 = -93999.351301 nChanged 2 SP:Iteration 9Q (7927.825387 sec): 3 clusters Score: Raw -95299.363165 + Penalty 1298.685071 = -94000.678094 nChanged 3 SP:Iteration 10Q (7927.871669 sec): 3 clusters Score: Raw -95300.341795 + Penalty 1298.685071 = -94001.656723 nChanged 1 SP:Iteration 11Q (7927.919629 sec): 3 clusters Score: Raw -95300.579589 + Penalty 1298.685071 = -94001.894518 nChanged 2 SP:Iteration 12Q (7927.968014 sec): 3 clusters Score: Raw -95301.755904 + Penalty 1298.685071 = -94003.070832 nChanged 1 SP:Iteration 13Q (7928.017442 sec): 3 clusters Score: Raw -95302.295373 + Penalty 1298.685071 = -94003.610302 nChanged 0 SP:Iteration 14F (7928.068978 sec): 3 clusters Score: Raw -95302.295373 + Penalty 1298.685071 = -94003.610302 nChanged 0 Trying to split cluster 23 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7928.097174 sec): 2 clusters Score: Raw -44495.693583 + Penalty 591.333051 = -43904.360532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7928.144780 sec): 3 clusters Score: Raw -44364.072244 + Penalty 1182.666102 = -43181.406142 nChanged 149 SP:Iteration 1F (7928.187867 sec): 3 clusters Score: Raw -44507.669011 + Penalty 1182.666102 = -43325.002910 nChanged 44 SP:Iteration 2F (7928.226108 sec): 3 clusters Score: Raw -44584.541775 + Penalty 1182.666102 = -43401.875673 nChanged 30 SP:Iteration 3F (7928.255683 sec): 3 clusters Score: Raw -44655.499866 + Penalty 1182.666102 = -43472.833764 nChanged 32 SP:Iteration 4F (7928.308956 sec): 3 clusters Score: Raw -44702.380317 + Penalty 1182.666102 = -43519.714216 nChanged 24 SP:Iteration 5Q (7928.351972 sec): 3 clusters Score: Raw -44729.865038 + Penalty 1182.666102 = -43547.198936 nChanged 11 SP:Iteration 6Q (7928.400377 sec): 3 clusters Score: Raw -44748.465743 + Penalty 1182.666102 = -43565.799641 nChanged 9 SP:Iteration 7Q (7928.443351 sec): 3 clusters Score: Raw -44759.808166 + Penalty 1182.666102 = -43577.142065 nChanged 8 SP:Iteration 8Q (7928.493060 sec): 3 clusters Score: Raw -44770.783559 + Penalty 1182.666102 = -43588.117458 nChanged 2 SP:Iteration 9Q (7928.540449 sec): 3 clusters Score: Raw -44772.107562 + Penalty 1182.666102 = -43589.441460 nChanged 3 SP:Iteration 10Q (7928.587940 sec): 3 clusters Score: Raw -44774.406279 + Penalty 1182.666102 = -43591.740178 nChanged 3 SP:Iteration 11Q (7928.635871 sec): 3 clusters Score: Raw -44777.771640 + Penalty 1182.666102 = -43595.105538 nChanged 3 SP:Iteration 12Q (7928.677751 sec): 3 clusters Score: Raw -44783.407131 + Penalty 1182.666102 = -43600.741029 nChanged 2 SP:Iteration 13Q (7928.722150 sec): 3 clusters Score: Raw -44785.140033 + Penalty 1182.666102 = -43602.473932 nChanged 1 SP:Iteration 14Q (7928.757438 sec): 3 clusters Score: Raw -44785.525101 + Penalty 1182.666102 = -43602.858999 nChanged 0 SP:Iteration 15F (7928.805876 sec): 3 clusters Score: Raw -44785.525101 + Penalty 1182.666102 = -43602.858999 nChanged 0 Trying to split cluster 24 (5777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7928.839460 sec): 2 clusters Score: Raw -574630.352082 + Penalty 822.855781 = -573807.496302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7928.892174 sec): 3 clusters Score: Raw -571336.808381 + Penalty 1645.711561 = -569691.096819 nChanged 2527 SP:Iteration 1F (7928.936968 sec): 3 clusters Score: Raw -572658.097284 + Penalty 1645.711561 = -571012.385723 nChanged 355 SP:Iteration 2F (7928.976131 sec): 3 clusters Score: Raw -572802.336762 + Penalty 1645.711561 = -571156.625201 nChanged 264 SP:Iteration 3Q (7929.030420 sec): 3 clusters Score: Raw -572900.810048 + Penalty 1645.711561 = -571255.098487 nChanged 241 SP:Iteration 4Q (7929.072743 sec): 3 clusters Score: Raw -572982.861399 + Penalty 1645.711561 = -571337.149838 nChanged 214 SP:Iteration 5Q (7929.121245 sec): 3 clusters Score: Raw -573064.908752 + Penalty 1645.711561 = -571419.197191 nChanged 219 SP:Iteration 6Q (7929.186590 sec): 3 clusters Score: Raw -573162.560861 + Penalty 1645.711561 = -571516.849300 nChanged 237 SP:Iteration 7Q (7929.232865 sec): 3 clusters Score: Raw -573271.182864 + Penalty 1645.711561 = -571625.471303 nChanged 259 SP:Iteration 8Q (7929.288109 sec): 3 clusters Score: Raw -573406.033298 + Penalty 1645.711561 = -571760.321737 nChanged 275 SP:Iteration 9Q (7929.343655 sec): 3 clusters Score: Raw -573568.484945 + Penalty 1645.711561 = -571922.773384 nChanged 288 SP:Iteration 10Q (7929.406689 sec): 3 clusters Score: Raw -573764.447062 + Penalty 1645.711561 = -572118.735501 nChanged 262 SP:Iteration 11Q (7929.448146 sec): 3 clusters Score: Raw -573939.027932 + Penalty 1645.711561 = -572293.316370 nChanged 254 SP:Iteration 12Q (7929.498041 sec): 3 clusters Score: Raw -574122.214463 + Penalty 1645.711561 = -572476.502902 nChanged 225 SP:Iteration 13Q (7929.563820 sec): 3 clusters Score: Raw -574312.437956 + Penalty 1645.711561 = -572666.726395 nChanged 187 SP:Iteration 14Q (7929.608419 sec): 3 clusters Score: Raw -574465.699112 + Penalty 1645.711561 = -572819.987551 nChanged 127 SP:Iteration 15Q (7929.661665 sec): 3 clusters Score: Raw -574562.338621 + Penalty 1645.711561 = -572916.627060 nChanged 84 SP:Iteration 16Q (7929.713238 sec): 3 clusters Score: Raw -574625.942093 + Penalty 1645.711561 = -572980.230532 nChanged 55 SP:Iteration 17Q (7929.765428 sec): 3 clusters Score: Raw -574661.552420 + Penalty 1645.711561 = -573015.840859 nChanged 42 SP:Iteration 18Q (7929.823309 sec): 3 clusters Score: Raw -574687.877212 + Penalty 1645.711561 = -573042.165650 nChanged 35 SP:Iteration 19Q (7929.878276 sec): 3 clusters Score: Raw -574707.817215 + Penalty 1645.711561 = -573062.105654 nChanged 30 SP:Iteration 20F (7929.934116 sec): 3 clusters Score: Raw -574722.509942 + Penalty 1645.711561 = -573076.798381 nChanged 18 SP:Iteration 21Q (7929.968088 sec): 3 clusters Score: Raw -574734.469113 + Penalty 1645.711561 = -573088.757552 nChanged 29 SP:Iteration 22Q (7930.016918 sec): 3 clusters Score: Raw -574754.891144 + Penalty 1645.711561 = -573109.179583 nChanged 32 SP:Iteration 23Q (7930.070200 sec): 3 clusters Score: Raw -574775.411928 + Penalty 1645.711561 = -573129.700367 nChanged 21 SP:Iteration 24Q (7930.121291 sec): 3 clusters Score: Raw -574790.356519 + Penalty 1645.711561 = -573144.644958 nChanged 24 SP:Iteration 25Q (7930.168965 sec): 3 clusters Score: Raw -574809.052811 + Penalty 1645.711561 = -573163.341249 nChanged 16 SP:Iteration 26Q (7930.218396 sec): 3 clusters Score: Raw -574818.274310 + Penalty 1645.711561 = -573172.562749 nChanged 8 SP:Iteration 27Q (7930.279908 sec): 3 clusters Score: Raw -574823.761794 + Penalty 1645.711561 = -573178.050233 nChanged 9 SP:Iteration 28Q (7930.314394 sec): 3 clusters Score: Raw -574829.808860 + Penalty 1645.711561 = -573184.097299 nChanged 4 SP:Iteration 29Q (7930.365032 sec): 3 clusters Score: Raw -574831.338326 + Penalty 1645.711561 = -573185.626765 nChanged 4 SP:Iteration 30Q (7930.427331 sec): 3 clusters Score: Raw -574833.422327 + Penalty 1645.711561 = -573187.710766 nChanged 3 SP:Iteration 31Q (7930.475659 sec): 3 clusters Score: Raw -574834.910874 + Penalty 1645.711561 = -573189.199312 nChanged 3 SP:Iteration 32Q (7930.517314 sec): 3 clusters Score: Raw -574836.612694 + Penalty 1645.711561 = -573190.901133 nChanged 2 SP:Iteration 33Q (7930.568989 sec): 3 clusters Score: Raw -574837.230300 + Penalty 1645.711561 = -573191.518739 nChanged 0 SP:Iteration 34F (7930.632437 sec): 3 clusters Score: Raw -574837.230300 + Penalty 1645.711561 = -573191.518739 nChanged 0 Trying to split cluster 25 (14242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7930.659935 sec): 2 clusters Score: Raw -1393252.515807 + Penalty 908.575309 = -1392343.940498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7930.726521 sec): 3 clusters Score: Raw -1384572.121241 + Penalty 1817.150619 = -1382754.970622 nChanged 6563 SP:Iteration 1F (7930.779767 sec): 3 clusters Score: Raw -1388354.569816 + Penalty 1817.150619 = -1386537.419197 nChanged 840 SP:Iteration 2F (7930.837965 sec): 3 clusters Score: Raw -1388837.235061 + Penalty 1817.150619 = -1387020.084442 nChanged 883 SP:Iteration 3F (7930.900265 sec): 3 clusters Score: Raw -1389464.085856 + Penalty 1817.150619 = -1387646.935238 nChanged 901 SP:Iteration 4F (7930.962689 sec): 3 clusters Score: Raw -1390150.542746 + Penalty 1817.150619 = -1388333.392127 nChanged 878 SP:Iteration 5F (7931.021560 sec): 3 clusters Score: Raw -1390794.752961 + Penalty 1817.150619 = -1388977.602342 nChanged 747 SP:Iteration 6F (7931.077494 sec): 3 clusters Score: Raw -1391318.365323 + Penalty 1817.150619 = -1389501.214704 nChanged 610 SP:Iteration 7Q (7931.140976 sec): 3 clusters Score: Raw -1391631.045072 + Penalty 1817.150619 = -1389813.894453 nChanged 451 SP:Iteration 8Q (7931.201634 sec): 3 clusters Score: Raw -1391814.626650 + Penalty 1817.150619 = -1389997.476031 nChanged 330 SP:Iteration 9Q (7931.265222 sec): 3 clusters Score: Raw -1391933.620471 + Penalty 1817.150619 = -1390116.469853 nChanged 263 SP:Iteration 10Q (7931.335606 sec): 3 clusters Score: Raw -1392033.210811 + Penalty 1817.150619 = -1390216.060192 nChanged 228 SP:Iteration 11Q (7931.384042 sec): 3 clusters Score: Raw -1392126.812256 + Penalty 1817.150619 = -1390309.661637 nChanged 244 SP:Iteration 12Q (7931.448953 sec): 3 clusters Score: Raw -1392228.530521 + Penalty 1817.150619 = -1390411.379903 nChanged 235 SP:Iteration 13Q (7931.506838 sec): 3 clusters Score: Raw -1392326.576957 + Penalty 1817.150619 = -1390509.426338 nChanged 230 SP:Iteration 14Q (7931.571458 sec): 3 clusters Score: Raw -1392436.699222 + Penalty 1817.150619 = -1390619.548603 nChanged 242 SP:Iteration 15Q (7931.636085 sec): 3 clusters Score: Raw -1392539.976209 + Penalty 1817.150619 = -1390722.825590 nChanged 229 SP:Iteration 16Q (7931.690250 sec): 3 clusters Score: Raw -1392648.250099 + Penalty 1817.150619 = -1390831.099481 nChanged 234 SP:Iteration 17Q (7931.756813 sec): 3 clusters Score: Raw -1392757.870922 + Penalty 1817.150619 = -1390940.720303 nChanged 217 SP:Iteration 18Q (7931.825958 sec): 3 clusters Score: Raw -1392854.799670 + Penalty 1817.150619 = -1391037.649051 nChanged 229 SP:Iteration 19Q (7931.873072 sec): 3 clusters Score: Raw -1392949.009028 + Penalty 1817.150619 = -1391131.858410 nChanged 194 SP:Iteration 20F (7931.932484 sec): 3 clusters Score: Raw -1393044.310868 + Penalty 1817.150619 = -1391227.160250 nChanged 192 SP:Iteration 21Q (7931.995772 sec): 3 clusters Score: Raw -1393130.294730 + Penalty 1817.150619 = -1391313.144111 nChanged 196 SP:Iteration 22Q (7932.064806 sec): 3 clusters Score: Raw -1393206.629123 + Penalty 1817.150619 = -1391389.478505 nChanged 156 SP:Iteration 23Q (7932.117797 sec): 3 clusters Score: Raw -1393262.104039 + Penalty 1817.150619 = -1391444.953421 nChanged 144 SP:Iteration 24Q (7932.176200 sec): 3 clusters Score: Raw -1393315.225331 + Penalty 1817.150619 = -1391498.074713 nChanged 139 SP:Iteration 25Q (7932.247594 sec): 3 clusters Score: Raw -1393360.772806 + Penalty 1817.150619 = -1391543.622187 nChanged 120 SP:Iteration 26Q (7932.298699 sec): 3 clusters Score: Raw -1393398.986454 + Penalty 1817.150619 = -1391581.835835 nChanged 102 SP:Iteration 27Q (7932.368568 sec): 3 clusters Score: Raw -1393426.713217 + Penalty 1817.150619 = -1391609.562598 nChanged 94 SP:Iteration 28Q (7932.421814 sec): 3 clusters Score: Raw -1393452.507835 + Penalty 1817.150619 = -1391635.357216 nChanged 87 SP:Iteration 29Q (7932.486305 sec): 3 clusters Score: Raw -1393476.336163 + Penalty 1817.150619 = -1391659.185545 nChanged 78 SP:Iteration 30Q (7932.547230 sec): 3 clusters Score: Raw -1393494.816882 + Penalty 1817.150619 = -1391677.666264 nChanged 59 SP:Iteration 31Q (7932.616187 sec): 3 clusters Score: Raw -1393505.494087 + Penalty 1817.150619 = -1391688.343468 nChanged 57 SP:Iteration 32Q (7932.671609 sec): 3 clusters Score: Raw -1393517.811303 + Penalty 1817.150619 = -1391700.660685 nChanged 54 SP:Iteration 33Q (7932.721567 sec): 3 clusters Score: Raw -1393526.953421 + Penalty 1817.150619 = -1391709.802802 nChanged 35 SP:Iteration 34Q (7932.793789 sec): 3 clusters Score: Raw -1393532.447064 + Penalty 1817.150619 = -1391715.296446 nChanged 38 SP:Iteration 35Q (7932.843691 sec): 3 clusters Score: Raw -1393539.144559 + Penalty 1817.150619 = -1391721.993940 nChanged 33 SP:Iteration 36Q (7932.908907 sec): 3 clusters Score: Raw -1393544.987475 + Penalty 1817.150619 = -1391727.836856 nChanged 27 SP:Iteration 37Q (7932.959795 sec): 3 clusters Score: Raw -1393548.772886 + Penalty 1817.150619 = -1391731.622268 nChanged 18 SP:Iteration 38Q (7933.021364 sec): 3 clusters Score: Raw -1393551.445636 + Penalty 1817.150619 = -1391734.295017 nChanged 17 SP:Iteration 39Q (7933.077485 sec): 3 clusters Score: Raw -1393554.714299 + Penalty 1817.150619 = -1391737.563681 nChanged 26 SP:Iteration 40F (7933.143239 sec): 3 clusters Score: Raw -1393561.002289 + Penalty 1817.150619 = -1391743.851670 nChanged 33 SP:Iteration 41Q (7933.209647 sec): 3 clusters Score: Raw -1393568.822397 + Penalty 1817.150619 = -1391751.671778 nChanged 35 SP:Iteration 42Q (7933.271893 sec): 3 clusters Score: Raw -1393574.206082 + Penalty 1817.150619 = -1391757.055463 nChanged 27 SP:Iteration 43Q (7933.323656 sec): 3 clusters Score: Raw -1393579.086940 + Penalty 1817.150619 = -1391761.936322 nChanged 35 SP:Iteration 44Q (7933.385451 sec): 3 clusters Score: Raw -1393587.724711 + Penalty 1817.150619 = -1391770.574093 nChanged 45 SP:Iteration 45Q (7933.439198 sec): 3 clusters Score: Raw -1393596.199290 + Penalty 1817.150619 = -1391779.048672 nChanged 34 SP:Iteration 46Q (7933.496768 sec): 3 clusters Score: Raw -1393601.758459 + Penalty 1817.150619 = -1391784.607840 nChanged 23 SP:Iteration 47Q (7933.568902 sec): 3 clusters Score: Raw -1393605.501015 + Penalty 1817.150619 = -1391788.350396 nChanged 20 SP:Iteration 48Q (7933.630472 sec): 3 clusters Score: Raw -1393608.753608 + Penalty 1817.150619 = -1391791.602989 nChanged 22 SP:Iteration 49Q (7933.694304 sec): 3 clusters Score: Raw -1393612.552335 + Penalty 1817.150619 = -1391795.401717 nChanged 16 SP:Iteration 50Q (7933.742226 sec): 3 clusters Score: Raw -1393615.276738 + Penalty 1817.150619 = -1391798.126120 nChanged 17 SP:Iteration 51Q (7933.794690 sec): 3 clusters Score: Raw -1393617.719412 + Penalty 1817.150619 = -1391800.568793 nChanged 16 SP:Iteration 52Q (7933.846850 sec): 3 clusters Score: Raw -1393619.729409 + Penalty 1817.150619 = -1391802.578790 nChanged 15 SP:Iteration 53Q (7933.909744 sec): 3 clusters Score: Raw -1393621.359729 + Penalty 1817.150619 = -1391804.209110 nChanged 10 SP:Iteration 54Q (7933.982235 sec): 3 clusters Score: Raw -1393622.861835 + Penalty 1817.150619 = -1391805.711217 nChanged 12 SP:Iteration 55Q (7934.046852 sec): 3 clusters Score: Raw -1393624.322316 + Penalty 1817.150619 = -1391807.171697 nChanged 14 SP:Iteration 56Q (7934.111128 sec): 3 clusters Score: Raw -1393625.805509 + Penalty 1817.150619 = -1391808.654891 nChanged 9 SP:Iteration 57Q (7934.160020 sec): 3 clusters Score: Raw -1393627.556684 + Penalty 1817.150619 = -1391810.406065 nChanged 15 SP:Iteration 58Q (7934.223352 sec): 3 clusters Score: Raw -1393629.840693 + Penalty 1817.150619 = -1391812.690075 nChanged 15 SP:Iteration 59Q (7934.279920 sec): 3 clusters Score: Raw -1393631.989281 + Penalty 1817.150619 = -1391814.838663 nChanged 11 SP:Iteration 60F (7934.335094 sec): 3 clusters Score: Raw -1393633.295166 + Penalty 1817.150619 = -1391816.144548 nChanged 8 SP:Iteration 61Q (7934.398368 sec): 3 clusters Score: Raw -1393634.248741 + Penalty 1817.150619 = -1391817.098123 nChanged 7 SP:Iteration 62Q (7934.462104 sec): 3 clusters Score: Raw -1393635.332876 + Penalty 1817.150619 = -1391818.182257 nChanged 7 SP:Iteration 63Q (7934.517209 sec): 3 clusters Score: Raw -1393636.050339 + Penalty 1817.150619 = -1391818.899720 nChanged 7 SP:Iteration 64Q (7934.580295 sec): 3 clusters Score: Raw -1393637.266853 + Penalty 1817.150619 = -1391820.116234 nChanged 10 SP:Iteration 65Q (7934.640546 sec): 3 clusters Score: Raw -1393638.921700 + Penalty 1817.150619 = -1391821.771081 nChanged 9 SP:Iteration 66Q (7934.703439 sec): 3 clusters Score: Raw -1393640.450771 + Penalty 1817.150619 = -1391823.300153 nChanged 12 SP:Iteration 67Q (7934.752028 sec): 3 clusters Score: Raw -1393641.965132 + Penalty 1817.150619 = -1391824.814513 nChanged 9 SP:Iteration 68Q (7934.810112 sec): 3 clusters Score: Raw -1393643.098251 + Penalty 1817.150619 = -1391825.947633 nChanged 9 SP:Iteration 69Q (7934.868841 sec): 3 clusters Score: Raw -1393644.656973 + Penalty 1817.150619 = -1391827.506355 nChanged 16 SP:Iteration 70Q (7934.939441 sec): 3 clusters Score: Raw -1393647.023564 + Penalty 1817.150619 = -1391829.872945 nChanged 10 SP:Iteration 71Q (7934.995800 sec): 3 clusters Score: Raw -1393648.698796 + Penalty 1817.150619 = -1391831.548177 nChanged 12 SP:Iteration 72Q (7935.049034 sec): 3 clusters Score: Raw -1393650.330641 + Penalty 1817.150619 = -1391833.180022 nChanged 7 SP:Iteration 73Q (7935.116258 sec): 3 clusters Score: Raw -1393651.287765 + Penalty 1817.150619 = -1391834.137146 nChanged 6 SP:Iteration 74Q (7935.182041 sec): 3 clusters Score: Raw -1393652.182875 + Penalty 1817.150619 = -1391835.032256 nChanged 7 SP:Iteration 75Q (7935.242459 sec): 3 clusters Score: Raw -1393652.998342 + Penalty 1817.150619 = -1391835.847723 nChanged 10 SP:Iteration 76Q (7935.303473 sec): 3 clusters Score: Raw -1393654.222168 + Penalty 1817.150619 = -1391837.071549 nChanged 6 SP:Iteration 77Q (7935.362468 sec): 3 clusters Score: Raw -1393654.921393 + Penalty 1817.150619 = -1391837.770774 nChanged 3 SP:Iteration 78Q (7935.422698 sec): 3 clusters Score: Raw -1393655.205537 + Penalty 1817.150619 = -1391838.054919 nChanged 3 SP:Iteration 79Q (7935.471854 sec): 3 clusters Score: Raw -1393655.518322 + Penalty 1817.150619 = -1391838.367703 nChanged 2 SP:Iteration 80F (7935.538470 sec): 3 clusters Score: Raw -1393655.907152 + Penalty 1817.150619 = -1391838.756534 nChanged 4 SP:Iteration 81Q (7935.598998 sec): 3 clusters Score: Raw -1393656.429993 + Penalty 1817.150619 = -1391839.279374 nChanged 2 SP:Iteration 82Q (7935.658096 sec): 3 clusters Score: Raw -1393656.784899 + Penalty 1817.150619 = -1391839.634280 nChanged 2 SP:Iteration 83Q (7935.713438 sec): 3 clusters Score: Raw -1393657.010930 + Penalty 1817.150619 = -1391839.860311 nChanged 0 SP:Iteration 84F (7935.771834 sec): 3 clusters Score: Raw -1393657.010930 + Penalty 1817.150619 = -1391839.860311 nChanged 0 Trying to split cluster 26 (3637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7935.798865 sec): 2 clusters Score: Raw -348426.763506 + Penalty 778.896872 = -347647.866633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7935.847948 sec): 3 clusters Score: Raw -346449.336847 + Penalty 1557.793745 = -344891.543103 nChanged 1510 SP:Iteration 1F (7935.900033 sec): 3 clusters Score: Raw -347374.246365 + Penalty 1557.793745 = -345816.452621 nChanged 271 SP:Iteration 2F (7935.937259 sec): 3 clusters Score: Raw -347525.497526 + Penalty 1557.793745 = -345967.703781 nChanged 200 SP:Iteration 3F (7935.999077 sec): 3 clusters Score: Raw -347651.657498 + Penalty 1557.793745 = -346093.863754 nChanged 196 SP:Iteration 4F (7936.045123 sec): 3 clusters Score: Raw -347774.610865 + Penalty 1557.793745 = -346216.817121 nChanged 175 SP:Iteration 5Q (7936.077620 sec): 3 clusters Score: Raw -347887.317601 + Penalty 1557.793745 = -346329.523857 nChanged 136 SP:Iteration 6Q (7936.129901 sec): 3 clusters Score: Raw -347966.875159 + Penalty 1557.793745 = -346409.081415 nChanged 105 SP:Iteration 7Q (7936.176011 sec): 3 clusters Score: Raw -348023.241520 + Penalty 1557.793745 = -346465.447775 nChanged 83 SP:Iteration 8Q (7936.225331 sec): 3 clusters Score: Raw -348064.077476 + Penalty 1557.793745 = -346506.283732 nChanged 66 SP:Iteration 9Q (7936.267491 sec): 3 clusters Score: Raw -348092.189347 + Penalty 1557.793745 = -346534.395603 nChanged 54 SP:Iteration 10Q (7936.318960 sec): 3 clusters Score: Raw -348112.499654 + Penalty 1557.793745 = -346554.705909 nChanged 39 SP:Iteration 11Q (7936.370949 sec): 3 clusters Score: Raw -348126.501649 + Penalty 1557.793745 = -346568.707904 nChanged 37 SP:Iteration 12Q (7936.422823 sec): 3 clusters Score: Raw -348142.058314 + Penalty 1557.793745 = -346584.264569 nChanged 38 SP:Iteration 13Q (7936.464377 sec): 3 clusters Score: Raw -348165.518264 + Penalty 1557.793745 = -346607.724520 nChanged 39 SP:Iteration 14Q (7936.514688 sec): 3 clusters Score: Raw -348186.827460 + Penalty 1557.793745 = -346629.033716 nChanged 41 SP:Iteration 15Q (7936.564385 sec): 3 clusters Score: Raw -348209.494201 + Penalty 1557.793745 = -346651.700456 nChanged 34 SP:Iteration 16Q (7936.614883 sec): 3 clusters Score: Raw -348230.026291 + Penalty 1557.793745 = -346672.232547 nChanged 37 SP:Iteration 17Q (7936.663982 sec): 3 clusters Score: Raw -348261.574004 + Penalty 1557.793745 = -346703.780259 nChanged 41 SP:Iteration 18Q (7936.706406 sec): 3 clusters Score: Raw -348297.421360 + Penalty 1557.793745 = -346739.627616 nChanged 39 SP:Iteration 19Q (7936.755701 sec): 3 clusters Score: Raw -348338.490279 + Penalty 1557.793745 = -346780.696534 nChanged 44 SP:Iteration 20F (7936.797440 sec): 3 clusters Score: Raw -348376.528810 + Penalty 1557.793745 = -346818.735066 nChanged 40 SP:Iteration 21Q (7936.846990 sec): 3 clusters Score: Raw -348404.136167 + Penalty 1557.793745 = -346846.342423 nChanged 36 SP:Iteration 22Q (7936.904528 sec): 3 clusters Score: Raw -348426.627936 + Penalty 1557.793745 = -346868.834191 nChanged 33 SP:Iteration 23Q (7936.957276 sec): 3 clusters Score: Raw -348443.669313 + Penalty 1557.793745 = -346885.875569 nChanged 23 SP:Iteration 24Q (7936.993961 sec): 3 clusters Score: Raw -348455.690660 + Penalty 1557.793745 = -346897.896916 nChanged 16 SP:Iteration 25Q (7937.044926 sec): 3 clusters Score: Raw -348463.869003 + Penalty 1557.793745 = -346906.075258 nChanged 15 SP:Iteration 26Q (7937.080625 sec): 3 clusters Score: Raw -348473.038232 + Penalty 1557.793745 = -346915.244488 nChanged 12 SP:Iteration 27Q (7937.133428 sec): 3 clusters Score: Raw -348482.648258 + Penalty 1557.793745 = -346924.854514 nChanged 15 SP:Iteration 28Q (7937.176696 sec): 3 clusters Score: Raw -348491.676154 + Penalty 1557.793745 = -346933.882409 nChanged 14 SP:Iteration 29Q (7937.225717 sec): 3 clusters Score: Raw -348497.925075 + Penalty 1557.793745 = -346940.131330 nChanged 16 SP:Iteration 30Q (7937.269124 sec): 3 clusters Score: Raw -348506.539237 + Penalty 1557.793745 = -346948.745492 nChanged 10 SP:Iteration 31Q (7937.309053 sec): 3 clusters Score: Raw -348509.853155 + Penalty 1557.793745 = -346952.059410 nChanged 7 SP:Iteration 32Q (7937.352310 sec): 3 clusters Score: Raw -348512.703713 + Penalty 1557.793745 = -346954.909969 nChanged 7 SP:Iteration 33Q (7937.406822 sec): 3 clusters Score: Raw -348516.298480 + Penalty 1557.793745 = -346958.504736 nChanged 8 SP:Iteration 34Q (7937.456947 sec): 3 clusters Score: Raw -348519.959450 + Penalty 1557.793745 = -346962.165706 nChanged 7 SP:Iteration 35Q (7937.504814 sec): 3 clusters Score: Raw -348523.725944 + Penalty 1557.793745 = -346965.932200 nChanged 10 SP:Iteration 36Q (7937.545920 sec): 3 clusters Score: Raw -348525.636985 + Penalty 1557.793745 = -346967.843241 nChanged 5 SP:Iteration 37Q (7937.588953 sec): 3 clusters Score: Raw -348528.197941 + Penalty 1557.793745 = -346970.404196 nChanged 1 SP:Iteration 38Q (7937.630817 sec): 3 clusters Score: Raw -348528.515335 + Penalty 1557.793745 = -346970.721590 nChanged 3 SP:Iteration 39Q (7937.649668 sec): 3 clusters Score: Raw -348529.129151 + Penalty 1557.793745 = -346971.335407 nChanged 1 SP:Iteration 40F (7937.665666 sec): 3 clusters Score: Raw -348529.398243 + Penalty 1557.793745 = -346971.604498 nChanged 1 SP:Iteration 41Q (7937.681568 sec): 3 clusters Score: Raw -348529.714681 + Penalty 1557.793745 = -346971.920936 nChanged 1 SP:Iteration 42Q (7937.728749 sec): 3 clusters Score: Raw -348529.798337 + Penalty 1557.793745 = -346972.004593 nChanged 0 SP:Iteration 43F (7937.777242 sec): 3 clusters Score: Raw -348529.798337 + Penalty 1557.793745 = -346972.004593 nChanged 0 Trying to split cluster 27 (100907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7937.904995 sec): 2 clusters Score: Raw -9905992.279999 + Penalty 1094.585685 = -9904897.694314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7938.073460 sec): 3 clusters Score: Raw -9839154.608000 + Penalty 2189.171370 = -9836965.436630 nChanged 48898 SP:Iteration 1F (7938.242862 sec): 3 clusters Score: Raw -9868864.525934 + Penalty 2189.171370 = -9866675.354564 nChanged 4318 SP:Iteration 2Q (7938.418678 sec): 3 clusters Score: Raw -9870403.516877 + Penalty 2189.171370 = -9868214.345507 nChanged 4740 SP:Iteration 3Q (7938.579453 sec): 3 clusters Score: Raw -9872311.254469 + Penalty 2189.171370 = -9870122.083099 nChanged 5022 SP:Iteration 4Q (7938.759567 sec): 3 clusters Score: Raw -9874681.158937 + Penalty 2189.171370 = -9872491.987567 nChanged 5388 SP:Iteration 5F (7938.917074 sec): 3 clusters Score: Raw -9877637.168335 + Penalty 2189.171370 = -9875447.996965 nChanged 5753 SP:Iteration 6F (7939.096595 sec): 3 clusters Score: Raw -9881114.484310 + Penalty 2189.171370 = -9878925.312940 nChanged 5940 SP:Iteration 7F (7939.268860 sec): 3 clusters Score: Raw -9884850.491756 + Penalty 2189.171370 = -9882661.320386 nChanged 5614 SP:Iteration 8F (7939.436333 sec): 3 clusters Score: Raw -9888292.398755 + Penalty 2189.171370 = -9886103.227385 nChanged 4958 SP:Iteration 9Q (7939.617957 sec): 3 clusters Score: Raw -9891123.348068 + Penalty 2189.171370 = -9888934.176698 nChanged 4157 SP:Iteration 10Q (7939.782084 sec): 3 clusters Score: Raw -9893375.185606 + Penalty 2189.171370 = -9891186.014236 nChanged 3528 SP:Iteration 11Q (7939.955223 sec): 3 clusters Score: Raw -9895208.811241 + Penalty 2189.171370 = -9893019.639871 nChanged 3033 SP:Iteration 12Q (7940.113442 sec): 3 clusters Score: Raw -9896695.861616 + Penalty 2189.171370 = -9894506.690246 nChanged 2724 SP:Iteration 13Q (7940.283956 sec): 3 clusters Score: Raw -9898014.452006 + Penalty 2189.171370 = -9895825.280636 nChanged 2493 SP:Iteration 14Q (7940.445450 sec): 3 clusters Score: Raw -9899200.324142 + Penalty 2189.171370 = -9897011.152772 nChanged 2262 SP:Iteration 15Q (7940.612534 sec): 3 clusters Score: Raw -9900289.972977 + Penalty 2189.171370 = -9898100.801607 nChanged 2044 SP:Iteration 16Q (7940.773844 sec): 3 clusters Score: Raw -9901323.945774 + Penalty 2189.171370 = -9899134.774404 nChanged 1846 SP:Iteration 17Q (7940.934795 sec): 3 clusters Score: Raw -9902280.041352 + Penalty 2189.171370 = -9900090.869982 nChanged 1636 SP:Iteration 18Q (7941.091512 sec): 3 clusters Score: Raw -9903135.858690 + Penalty 2189.171370 = -9900946.687320 nChanged 1370 SP:Iteration 19Q (7941.227962 sec): 3 clusters Score: Raw -9903862.940144 + Penalty 2189.171370 = -9901673.768774 nChanged 1177 SP:Iteration 20F (7941.395204 sec): 3 clusters Score: Raw -9904524.780030 + Penalty 2189.171370 = -9902335.608660 nChanged 949 SP:Iteration 21Q (7941.552848 sec): 3 clusters Score: Raw -9905071.574956 + Penalty 2189.171370 = -9902882.403585 nChanged 677 SP:Iteration 22Q (7941.706382 sec): 3 clusters Score: Raw -9905466.974796 + Penalty 2189.171370 = -9903277.803426 nChanged 526 SP:Iteration 23Q (7941.856015 sec): 3 clusters Score: Raw -9905782.618402 + Penalty 2189.171370 = -9903593.447031 nChanged 379 SP:Iteration 24Q (7941.996605 sec): 3 clusters Score: Raw -9906002.394348 + Penalty 2189.171370 = -9903813.222978 nChanged 279 SP:Iteration 25Q (7942.131508 sec): 3 clusters Score: Raw -9906154.596008 + Penalty 2189.171370 = -9903965.424637 nChanged 189 SP:Iteration 26Q (7942.277865 sec): 3 clusters Score: Raw -9906240.233073 + Penalty 2189.171370 = -9904051.061703 nChanged 121 SP:Iteration 27Q (7942.443938 sec): 3 clusters Score: Raw -9906288.338930 + Penalty 2189.171370 = -9904099.167560 nChanged 75 SP:Iteration 28Q (7942.594083 sec): 3 clusters Score: Raw -9906314.367765 + Penalty 2189.171370 = -9904125.196395 nChanged 64 SP:Iteration 29Q (7942.737153 sec): 3 clusters Score: Raw -9906333.526215 + Penalty 2189.171370 = -9904144.354845 nChanged 56 SP:Iteration 30Q (7942.886934 sec): 3 clusters Score: Raw -9906348.600848 + Penalty 2189.171370 = -9904159.429478 nChanged 44 SP:Iteration 31Q (7943.035821 sec): 3 clusters Score: Raw -9906359.917602 + Penalty 2189.171370 = -9904170.746232 nChanged 43 SP:Iteration 32Q (7943.184353 sec): 3 clusters Score: Raw -9906370.420603 + Penalty 2189.171370 = -9904181.249232 nChanged 23 SP:Iteration 33Q (7943.336649 sec): 3 clusters Score: Raw -9906375.584431 + Penalty 2189.171370 = -9904186.413061 nChanged 25 SP:Iteration 34Q (7943.472170 sec): 3 clusters Score: Raw -9906381.859613 + Penalty 2189.171370 = -9904192.688243 nChanged 22 SP:Iteration 35Q (7943.625965 sec): 3 clusters Score: Raw -9906386.075454 + Penalty 2189.171370 = -9904196.904084 nChanged 17 SP:Iteration 36Q (7943.774976 sec): 3 clusters Score: Raw -9906389.135436 + Penalty 2189.171370 = -9904199.964066 nChanged 16 SP:Iteration 37Q (7943.915301 sec): 3 clusters Score: Raw -9906392.196013 + Penalty 2189.171370 = -9904203.024643 nChanged 15 SP:Iteration 38Q (7944.064451 sec): 3 clusters Score: Raw -9906395.602572 + Penalty 2189.171370 = -9904206.431202 nChanged 19 SP:Iteration 39Q (7944.216613 sec): 3 clusters Score: Raw -9906398.704339 + Penalty 2189.171370 = -9904209.532969 nChanged 6 SP:Iteration 40F (7944.375189 sec): 3 clusters Score: Raw -9906400.338971 + Penalty 2189.171370 = -9904211.167601 nChanged 16 SP:Iteration 41Q (7944.514110 sec): 3 clusters Score: Raw -9906403.242356 + Penalty 2189.171370 = -9904214.070986 nChanged 11 SP:Iteration 42Q (7944.653151 sec): 3 clusters Score: Raw -9906404.960530 + Penalty 2189.171370 = -9904215.789160 nChanged 11 SP:Iteration 43Q (7944.800178 sec): 3 clusters Score: Raw -9906406.419269 + Penalty 2189.171370 = -9904217.247898 nChanged 6 SP:Iteration 44Q (7944.936199 sec): 3 clusters Score: Raw -9906407.270911 + Penalty 2189.171370 = -9904218.099541 nChanged 4 SP:Iteration 45Q (7945.077357 sec): 3 clusters Score: Raw -9906407.789855 + Penalty 2189.171370 = -9904218.618485 nChanged 0 SP:Iteration 46F (7945.242041 sec): 3 clusters Score: Raw -9906407.789855 + Penalty 2189.171370 = -9904218.618485 nChanged 0 Trying to split cluster 28 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7945.280225 sec): 2 clusters Score: Raw -120016.238838 + Penalty 686.074403 = -119330.164434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7945.325291 sec): 3 clusters Score: Raw -119416.477315 + Penalty 1372.148807 = -118044.328508 nChanged 508 SP:Iteration 1F (7945.372729 sec): 3 clusters Score: Raw -119739.976901 + Penalty 1372.148807 = -118367.828094 nChanged 97 SP:Iteration 2F (7945.408558 sec): 3 clusters Score: Raw -119814.183702 + Penalty 1372.148807 = -118442.034895 nChanged 70 SP:Iteration 3F (7945.461561 sec): 3 clusters Score: Raw -119861.642267 + Penalty 1372.148807 = -118489.493460 nChanged 55 SP:Iteration 4Q (7945.506268 sec): 3 clusters Score: Raw -119898.033714 + Penalty 1372.148807 = -118525.884907 nChanged 57 SP:Iteration 5Q (7945.543784 sec): 3 clusters Score: Raw -119935.687117 + Penalty 1372.148807 = -118563.538310 nChanged 46 SP:Iteration 6Q (7945.591170 sec): 3 clusters Score: Raw -119964.486616 + Penalty 1372.148807 = -118592.337809 nChanged 30 SP:Iteration 7Q (7945.649964 sec): 3 clusters Score: Raw -119987.013034 + Penalty 1372.148807 = -118614.864228 nChanged 28 SP:Iteration 8Q (7945.694511 sec): 3 clusters Score: Raw -120006.488494 + Penalty 1372.148807 = -118634.339687 nChanged 29 SP:Iteration 9Q (7945.745498 sec): 3 clusters Score: Raw -120028.579592 + Penalty 1372.148807 = -118656.430785 nChanged 25 SP:Iteration 10Q (7945.784280 sec): 3 clusters Score: Raw -120045.713902 + Penalty 1372.148807 = -118673.565096 nChanged 20 SP:Iteration 11Q (7945.831716 sec): 3 clusters Score: Raw -120058.130764 + Penalty 1372.148807 = -118685.981958 nChanged 19 SP:Iteration 12Q (7945.893469 sec): 3 clusters Score: Raw -120068.012590 + Penalty 1372.148807 = -118695.863783 nChanged 9 SP:Iteration 13Q (7945.942670 sec): 3 clusters Score: Raw -120076.910024 + Penalty 1372.148807 = -118704.761217 nChanged 4 SP:Iteration 14Q (7945.993832 sec): 3 clusters Score: Raw -120080.416455 + Penalty 1372.148807 = -118708.267648 nChanged 6 SP:Iteration 15Q (7946.044722 sec): 3 clusters Score: Raw -120085.241151 + Penalty 1372.148807 = -118713.092345 nChanged 8 SP:Iteration 16Q (7946.093130 sec): 3 clusters Score: Raw -120091.553739 + Penalty 1372.148807 = -118719.404933 nChanged 8 SP:Iteration 17Q (7946.128484 sec): 3 clusters Score: Raw -120100.843011 + Penalty 1372.148807 = -118728.694204 nChanged 7 SP:Iteration 18Q (7946.180781 sec): 3 clusters Score: Raw -120104.192637 + Penalty 1372.148807 = -118732.043830 nChanged 6 SP:Iteration 19Q (7946.214731 sec): 3 clusters Score: Raw -120106.827861 + Penalty 1372.148807 = -118734.679054 nChanged 0 SP:Iteration 20F (7946.265304 sec): 3 clusters Score: Raw -120106.827861 + Penalty 1372.148807 = -118734.679054 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7946.278794 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7946.327703 sec): 3 clusters Score: Raw -7860.132270 + Penalty 992.891868 = -6867.240402 nChanged 41 SP:Iteration 1F (7946.364997 sec): 3 clusters Score: Raw -7999.819275 + Penalty 992.891868 = -7006.927407 nChanged 17 SP:Iteration 2F (7946.410352 sec): 3 clusters Score: Raw -8070.306913 + Penalty 992.891868 = -7077.415045 nChanged 9 SP:Iteration 3Q (7946.468608 sec): 3 clusters Score: Raw -8085.921715 + Penalty 992.891868 = -7093.029847 nChanged 1 SP:Iteration 4Q (7946.512447 sec): 3 clusters Score: Raw -8089.251058 + Penalty 992.891868 = -7096.359190 nChanged 0 SP:Iteration 5F (7946.547408 sec): 3 clusters Score: Raw -8089.251058 + Penalty 992.891868 = -7096.359190 nChanged 0 Trying to split cluster 30 (7922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7946.588678 sec): 2 clusters Score: Raw -731249.947138 + Penalty 852.852903 = -730397.094235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7946.647971 sec): 3 clusters Score: Raw -726581.401576 + Penalty 1705.705806 = -724875.695770 nChanged 3508 SP:Iteration 1F (7946.705854 sec): 3 clusters Score: Raw -728742.724322 + Penalty 1705.705806 = -727037.018516 nChanged 532 SP:Iteration 2F (7946.761678 sec): 3 clusters Score: Raw -729015.984604 + Penalty 1705.705806 = -727310.278798 nChanged 489 SP:Iteration 3F (7946.805784 sec): 3 clusters Score: Raw -729345.805513 + Penalty 1705.705806 = -727640.099707 nChanged 490 SP:Iteration 4F (7946.873912 sec): 3 clusters Score: Raw -729715.701605 + Penalty 1705.705806 = -728009.995799 nChanged 458 SP:Iteration 5F (7946.923045 sec): 3 clusters Score: Raw -730108.306637 + Penalty 1705.705806 = -728402.600831 nChanged 446 SP:Iteration 6F (7946.974292 sec): 3 clusters Score: Raw -730552.237786 + Penalty 1705.705806 = -728846.531980 nChanged 343 SP:Iteration 7Q (7947.024206 sec): 3 clusters Score: Raw -730884.489035 + Penalty 1705.705806 = -729178.783230 nChanged 284 SP:Iteration 8Q (7947.077223 sec): 3 clusters Score: Raw -731094.050312 + Penalty 1705.705806 = -729388.344506 nChanged 182 SP:Iteration 9Q (7947.131932 sec): 3 clusters Score: Raw -731182.711131 + Penalty 1705.705806 = -729477.005325 nChanged 108 SP:Iteration 10Q (7947.190234 sec): 3 clusters Score: Raw -731223.069911 + Penalty 1705.705806 = -729517.364105 nChanged 74 SP:Iteration 11Q (7947.242313 sec): 3 clusters Score: Raw -731245.548317 + Penalty 1705.705806 = -729539.842511 nChanged 56 SP:Iteration 12Q (7947.296762 sec): 3 clusters Score: Raw -731264.215132 + Penalty 1705.705806 = -729558.509326 nChanged 39 SP:Iteration 13Q (7947.346657 sec): 3 clusters Score: Raw -731273.774255 + Penalty 1705.705806 = -729568.068449 nChanged 32 SP:Iteration 14Q (7947.408396 sec): 3 clusters Score: Raw -731282.466935 + Penalty 1705.705806 = -729576.761129 nChanged 28 SP:Iteration 15Q (7947.469391 sec): 3 clusters Score: Raw -731290.237028 + Penalty 1705.705806 = -729584.531222 nChanged 32 SP:Iteration 16Q (7947.525661 sec): 3 clusters Score: Raw -731299.961776 + Penalty 1705.705806 = -729594.255970 nChanged 31 SP:Iteration 17Q (7947.571620 sec): 3 clusters Score: Raw -731309.482954 + Penalty 1705.705806 = -729603.777149 nChanged 28 SP:Iteration 18Q (7947.631858 sec): 3 clusters Score: Raw -731317.322581 + Penalty 1705.705806 = -729611.616775 nChanged 24 SP:Iteration 19Q (7947.692624 sec): 3 clusters Score: Raw -731322.691689 + Penalty 1705.705806 = -729616.985883 nChanged 19 SP:Iteration 20F (7947.739021 sec): 3 clusters Score: Raw -731325.681901 + Penalty 1705.705806 = -729619.976095 nChanged 17 SP:Iteration 21Q (7947.798450 sec): 3 clusters Score: Raw -731329.172839 + Penalty 1705.705806 = -729623.467034 nChanged 16 SP:Iteration 22Q (7947.856027 sec): 3 clusters Score: Raw -731331.763358 + Penalty 1705.705806 = -729626.057553 nChanged 11 SP:Iteration 23Q (7947.903357 sec): 3 clusters Score: Raw -731335.329827 + Penalty 1705.705806 = -729629.624021 nChanged 19 SP:Iteration 24Q (7947.955944 sec): 3 clusters Score: Raw -731340.066961 + Penalty 1705.705806 = -729634.361155 nChanged 20 SP:Iteration 25Q (7948.010189 sec): 3 clusters Score: Raw -731344.111915 + Penalty 1705.705806 = -729638.406109 nChanged 16 SP:Iteration 26Q (7948.065698 sec): 3 clusters Score: Raw -731347.401855 + Penalty 1705.705806 = -729641.696050 nChanged 15 SP:Iteration 27Q (7948.127473 sec): 3 clusters Score: Raw -731350.742708 + Penalty 1705.705806 = -729645.036903 nChanged 17 SP:Iteration 28Q (7948.173460 sec): 3 clusters Score: Raw -731353.803500 + Penalty 1705.705806 = -729648.097694 nChanged 15 SP:Iteration 29Q (7948.233414 sec): 3 clusters Score: Raw -731356.499251 + Penalty 1705.705806 = -729650.793445 nChanged 11 SP:Iteration 30Q (7948.285414 sec): 3 clusters Score: Raw -731358.369949 + Penalty 1705.705806 = -729652.664143 nChanged 10 SP:Iteration 31Q (7948.339255 sec): 3 clusters Score: Raw -731359.572778 + Penalty 1705.705806 = -729653.866972 nChanged 7 SP:Iteration 32Q (7948.388776 sec): 3 clusters Score: Raw -731360.503571 + Penalty 1705.705806 = -729654.797765 nChanged 11 SP:Iteration 33Q (7948.432630 sec): 3 clusters Score: Raw -731362.575361 + Penalty 1705.705806 = -729656.869555 nChanged 12 SP:Iteration 34Q (7948.470536 sec): 3 clusters Score: Raw -731364.699412 + Penalty 1705.705806 = -729658.993606 nChanged 7 SP:Iteration 35Q (7948.521003 sec): 3 clusters Score: Raw -731366.022688 + Penalty 1705.705806 = -729660.316882 nChanged 6 SP:Iteration 36Q (7948.573197 sec): 3 clusters Score: Raw -731367.440880 + Penalty 1705.705806 = -729661.735074 nChanged 10 SP:Iteration 37Q (7948.629322 sec): 3 clusters Score: Raw -731369.667366 + Penalty 1705.705806 = -729663.961560 nChanged 9 SP:Iteration 38Q (7948.683082 sec): 3 clusters Score: Raw -731371.252769 + Penalty 1705.705806 = -729665.546963 nChanged 5 SP:Iteration 39Q (7948.724625 sec): 3 clusters Score: Raw -731372.550999 + Penalty 1705.705806 = -729666.845193 nChanged 8 SP:Iteration 40F (7948.777773 sec): 3 clusters Score: Raw -731373.857094 + Penalty 1705.705806 = -729668.151288 nChanged 2 SP:Iteration 41Q (7948.829085 sec): 3 clusters Score: Raw -731374.087063 + Penalty 1705.705806 = -729668.381257 nChanged 4 SP:Iteration 42Q (7948.882598 sec): 3 clusters Score: Raw -731375.248039 + Penalty 1705.705806 = -729669.542233 nChanged 5 SP:Iteration 43Q (7948.931235 sec): 3 clusters Score: Raw -731377.094148 + Penalty 1705.705806 = -729671.388343 nChanged 7 SP:Iteration 44Q (7948.990522 sec): 3 clusters Score: Raw -731378.015674 + Penalty 1705.705806 = -729672.309868 nChanged 5 SP:Iteration 45Q (7949.034060 sec): 3 clusters Score: Raw -731379.194897 + Penalty 1705.705806 = -729673.489091 nChanged 5 SP:Iteration 46Q (7949.088196 sec): 3 clusters Score: Raw -731380.283737 + Penalty 1705.705806 = -729674.577932 nChanged 6 SP:Iteration 47Q (7949.131999 sec): 3 clusters Score: Raw -731381.577987 + Penalty 1705.705806 = -729675.872181 nChanged 3 SP:Iteration 48Q (7949.176341 sec): 3 clusters Score: Raw -731382.486761 + Penalty 1705.705806 = -729676.780955 nChanged 8 SP:Iteration 49Q (7949.236674 sec): 3 clusters Score: Raw -731384.033192 + Penalty 1705.705806 = -729678.327386 nChanged 8 SP:Iteration 50Q (7949.279267 sec): 3 clusters Score: Raw -731387.127086 + Penalty 1705.705806 = -729681.421280 nChanged 12 SP:Iteration 51Q (7949.340597 sec): 3 clusters Score: Raw -731391.461575 + Penalty 1705.705806 = -729685.755769 nChanged 12 SP:Iteration 52Q (7949.387253 sec): 3 clusters Score: Raw -731395.095247 + Penalty 1705.705806 = -729689.389442 nChanged 14 SP:Iteration 53Q (7949.436445 sec): 3 clusters Score: Raw -731398.242819 + Penalty 1705.705806 = -729692.537013 nChanged 9 SP:Iteration 54Q (7949.470001 sec): 3 clusters Score: Raw -731400.306767 + Penalty 1705.705806 = -729694.600962 nChanged 8 SP:Iteration 55Q (7949.521975 sec): 3 clusters Score: Raw -731402.813976 + Penalty 1705.705806 = -729697.108170 nChanged 4 SP:Iteration 56Q (7949.583224 sec): 3 clusters Score: Raw -731403.820441 + Penalty 1705.705806 = -729698.114636 nChanged 5 SP:Iteration 57Q (7949.635494 sec): 3 clusters Score: Raw -731404.519144 + Penalty 1705.705806 = -729698.813338 nChanged 7 SP:Iteration 58Q (7949.679211 sec): 3 clusters Score: Raw -731406.122486 + Penalty 1705.705806 = -729700.416680 nChanged 6 SP:Iteration 59Q (7949.727556 sec): 3 clusters Score: Raw -731407.786014 + Penalty 1705.705806 = -729702.080208 nChanged 6 SP:Iteration 60F (7949.788367 sec): 3 clusters Score: Raw -731408.767698 + Penalty 1705.705806 = -729703.061892 nChanged 8 SP:Iteration 61Q (7949.829502 sec): 3 clusters Score: Raw -731409.988837 + Penalty 1705.705806 = -729704.283031 nChanged 5 SP:Iteration 62Q (7949.878012 sec): 3 clusters Score: Raw -731411.086003 + Penalty 1705.705806 = -729705.380197 nChanged 5 SP:Iteration 63Q (7949.927745 sec): 3 clusters Score: Raw -731412.355350 + Penalty 1705.705806 = -729706.649544 nChanged 5 SP:Iteration 64Q (7949.979973 sec): 3 clusters Score: Raw -731414.250133 + Penalty 1705.705806 = -729708.544327 nChanged 7 SP:Iteration 65Q (7950.031838 sec): 3 clusters Score: Raw -731415.968717 + Penalty 1705.705806 = -729710.262911 nChanged 2 SP:Iteration 66Q (7950.083589 sec): 3 clusters Score: Raw -731416.172125 + Penalty 1705.705806 = -729710.466319 nChanged 2 SP:Iteration 67Q (7950.134161 sec): 3 clusters Score: Raw -731416.589715 + Penalty 1705.705806 = -729710.883909 nChanged 3 SP:Iteration 68Q (7950.193561 sec): 3 clusters Score: Raw -731417.036617 + Penalty 1705.705806 = -729711.330811 nChanged 4 SP:Iteration 69Q (7950.235525 sec): 3 clusters Score: Raw -731417.437487 + Penalty 1705.705806 = -729711.731681 nChanged 2 SP:Iteration 70Q (7950.287380 sec): 3 clusters Score: Raw -731417.737327 + Penalty 1705.705806 = -729712.031522 nChanged 0 SP:Iteration 71F (7950.340370 sec): 3 clusters Score: Raw -731417.737327 + Penalty 1705.705806 = -729712.031522 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7950.360260 sec): 2 clusters Score: Raw -14839.423622 + Penalty 504.285431 = -14335.138191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7950.400221 sec): 3 clusters Score: Raw -14869.168147 + Penalty 1008.570863 = -13860.597284 nChanged 43 SP:Iteration 1F (7950.441979 sec): 3 clusters Score: Raw -14949.845386 + Penalty 1008.570863 = -13941.274523 nChanged 15 SP:Iteration 2F (7950.484597 sec): 3 clusters Score: Raw -14990.020534 + Penalty 1008.570863 = -13981.449671 nChanged 11 SP:Iteration 3F (7950.532477 sec): 3 clusters Score: Raw -15039.234959 + Penalty 1008.570863 = -14030.664096 nChanged 13 SP:Iteration 4F (7950.574033 sec): 3 clusters Score: Raw -15059.686462 + Penalty 1008.570863 = -14051.115599 nChanged 7 SP:Iteration 5Q (7950.618537 sec): 3 clusters Score: Raw -15080.549923 + Penalty 1008.570863 = -14071.979060 nChanged 6 SP:Iteration 6Q (7950.663737 sec): 3 clusters Score: Raw -15092.325669 + Penalty 1008.570863 = -14083.754806 nChanged 3 SP:Iteration 7Q (7950.711838 sec): 3 clusters Score: Raw -15105.707522 + Penalty 1008.570863 = -14097.136659 nChanged 4 SP:Iteration 8Q (7950.760503 sec): 3 clusters Score: Raw -15115.596354 + Penalty 1008.570863 = -14107.025491 nChanged 0 SP:Iteration 9F (7950.794298 sec): 3 clusters Score: Raw -15115.596354 + Penalty 1008.570863 = -14107.025491 nChanged 0 Trying to split cluster 32 (4642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7950.835344 sec): 2 clusters Score: Raw -444611.175168 + Penalty 802.075556 = -443809.099612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7950.869578 sec): 3 clusters Score: Raw -442038.417065 + Penalty 1604.151111 = -440434.265954 nChanged 1981 SP:Iteration 1F (7950.931579 sec): 3 clusters Score: Raw -443193.889868 + Penalty 1604.151111 = -441589.738756 nChanged 321 SP:Iteration 2F (7950.980961 sec): 3 clusters Score: Raw -443381.875105 + Penalty 1604.151111 = -441777.723993 nChanged 266 SP:Iteration 3F (7951.030729 sec): 3 clusters Score: Raw -443530.241821 + Penalty 1604.151111 = -441926.090710 nChanged 241 SP:Iteration 4F (7951.075269 sec): 3 clusters Score: Raw -443698.714819 + Penalty 1604.151111 = -442094.563707 nChanged 215 SP:Iteration 5Q (7951.124984 sec): 3 clusters Score: Raw -443863.107761 + Penalty 1604.151111 = -442258.956649 nChanged 231 SP:Iteration 6Q (7951.177878 sec): 3 clusters Score: Raw -444022.251463 + Penalty 1604.151111 = -442418.100351 nChanged 191 SP:Iteration 7Q (7951.225641 sec): 3 clusters Score: Raw -444155.867324 + Penalty 1604.151111 = -442551.716212 nChanged 172 SP:Iteration 8Q (7951.285600 sec): 3 clusters Score: Raw -444284.679875 + Penalty 1604.151111 = -442680.528764 nChanged 156 SP:Iteration 9Q (7951.342877 sec): 3 clusters Score: Raw -444379.241551 + Penalty 1604.151111 = -442775.090440 nChanged 114 SP:Iteration 10Q (7951.394121 sec): 3 clusters Score: Raw -444432.389325 + Penalty 1604.151111 = -442828.238213 nChanged 75 SP:Iteration 11Q (7951.450560 sec): 3 clusters Score: Raw -444470.207559 + Penalty 1604.151111 = -442866.056448 nChanged 67 SP:Iteration 12Q (7951.501398 sec): 3 clusters Score: Raw -444496.821370 + Penalty 1604.151111 = -442892.670258 nChanged 46 SP:Iteration 13Q (7951.559096 sec): 3 clusters Score: Raw -444512.416894 + Penalty 1604.151111 = -442908.265782 nChanged 54 SP:Iteration 14Q (7951.597022 sec): 3 clusters Score: Raw -444530.823807 + Penalty 1604.151111 = -442926.672696 nChanged 37 SP:Iteration 15Q (7951.656667 sec): 3 clusters Score: Raw -444541.106980 + Penalty 1604.151111 = -442936.955869 nChanged 30 SP:Iteration 16Q (7951.705338 sec): 3 clusters Score: Raw -444551.733568 + Penalty 1604.151111 = -442947.582457 nChanged 30 SP:Iteration 17Q (7951.749314 sec): 3 clusters Score: Raw -444561.805775 + Penalty 1604.151111 = -442957.654664 nChanged 26 SP:Iteration 18Q (7951.800496 sec): 3 clusters Score: Raw -444570.940172 + Penalty 1604.151111 = -442966.789060 nChanged 26 SP:Iteration 19Q (7951.853350 sec): 3 clusters Score: Raw -444580.013180 + Penalty 1604.151111 = -442975.862068 nChanged 27 SP:Iteration 20F (7951.901551 sec): 3 clusters Score: Raw -444592.016936 + Penalty 1604.151111 = -442987.865824 nChanged 20 SP:Iteration 21Q (7951.960379 sec): 3 clusters Score: Raw -444599.838378 + Penalty 1604.151111 = -442995.687267 nChanged 13 SP:Iteration 22Q (7952.003346 sec): 3 clusters Score: Raw -444604.667364 + Penalty 1604.151111 = -443000.516253 nChanged 12 SP:Iteration 23Q (7952.060340 sec): 3 clusters Score: Raw -444609.567488 + Penalty 1604.151111 = -443005.416377 nChanged 9 SP:Iteration 24Q (7952.099998 sec): 3 clusters Score: Raw -444614.863868 + Penalty 1604.151111 = -443010.712757 nChanged 15 SP:Iteration 25Q (7952.147715 sec): 3 clusters Score: Raw -444621.527039 + Penalty 1604.151111 = -443017.375928 nChanged 15 SP:Iteration 26Q (7952.198158 sec): 3 clusters Score: Raw -444628.958850 + Penalty 1604.151111 = -443024.807739 nChanged 21 SP:Iteration 27Q (7952.244352 sec): 3 clusters Score: Raw -444640.462691 + Penalty 1604.151111 = -443036.311579 nChanged 21 SP:Iteration 28Q (7952.290275 sec): 3 clusters Score: Raw -444650.049314 + Penalty 1604.151111 = -443045.898203 nChanged 17 SP:Iteration 29Q (7952.353624 sec): 3 clusters Score: Raw -444655.686574 + Penalty 1604.151111 = -443051.535462 nChanged 16 SP:Iteration 30Q (7952.402472 sec): 3 clusters Score: Raw -444662.820063 + Penalty 1604.151111 = -443058.668951 nChanged 18 SP:Iteration 31Q (7952.445387 sec): 3 clusters Score: Raw -444675.834980 + Penalty 1604.151111 = -443071.683869 nChanged 21 SP:Iteration 32Q (7952.505312 sec): 3 clusters Score: Raw -444685.825982 + Penalty 1604.151111 = -443081.674871 nChanged 14 SP:Iteration 33Q (7952.560380 sec): 3 clusters Score: Raw -444691.607650 + Penalty 1604.151111 = -443087.456538 nChanged 13 SP:Iteration 34Q (7952.613496 sec): 3 clusters Score: Raw -444697.732463 + Penalty 1604.151111 = -443093.581352 nChanged 11 SP:Iteration 35Q (7952.663300 sec): 3 clusters Score: Raw -444701.236504 + Penalty 1604.151111 = -443097.085392 nChanged 9 SP:Iteration 36Q (7952.713564 sec): 3 clusters Score: Raw -444705.389707 + Penalty 1604.151111 = -443101.238596 nChanged 7 SP:Iteration 37Q (7952.760001 sec): 3 clusters Score: Raw -444708.407355 + Penalty 1604.151111 = -443104.256243 nChanged 4 SP:Iteration 38Q (7952.821101 sec): 3 clusters Score: Raw -444709.253509 + Penalty 1604.151111 = -443105.102398 nChanged 2 SP:Iteration 39Q (7952.872955 sec): 3 clusters Score: Raw -444709.740553 + Penalty 1604.151111 = -443105.589441 nChanged 1 SP:Iteration 40F (7952.921884 sec): 3 clusters Score: Raw -444710.113747 + Penalty 1604.151111 = -443105.962636 nChanged 1 SP:Iteration 41Q (7952.954894 sec): 3 clusters Score: Raw -444710.329980 + Penalty 1604.151111 = -443106.178869 nChanged 0 SP:Iteration 42F (7952.998938 sec): 3 clusters Score: Raw -444710.329980 + Penalty 1604.151111 = -443106.178869 nChanged 0 Trying to split cluster 33 (5599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7953.031495 sec): 2 clusters Score: Raw -448173.512930 + Penalty 819.882612 = -447353.630318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7953.089933 sec): 3 clusters Score: Raw -445036.790047 + Penalty 1639.765225 = -443397.024822 nChanged 2452 SP:Iteration 1F (7953.140904 sec): 3 clusters Score: Raw -446495.180319 + Penalty 1639.765225 = -444855.415094 nChanged 445 SP:Iteration 2F (7953.198662 sec): 3 clusters Score: Raw -446784.807830 + Penalty 1639.765225 = -445145.042605 nChanged 434 SP:Iteration 3F (7953.248713 sec): 3 clusters Score: Raw -447107.070120 + Penalty 1639.765225 = -445467.304895 nChanged 404 SP:Iteration 4F (7953.291055 sec): 3 clusters Score: Raw -447436.244238 + Penalty 1639.765225 = -445796.479013 nChanged 352 SP:Iteration 5F (7953.355514 sec): 3 clusters Score: Raw -447700.595910 + Penalty 1639.765225 = -446060.830685 nChanged 281 SP:Iteration 6F (7953.405657 sec): 3 clusters Score: Raw -447903.129813 + Penalty 1639.765225 = -446263.364588 nChanged 231 SP:Iteration 7Q (7953.448321 sec): 3 clusters Score: Raw -448061.949548 + Penalty 1639.765225 = -446422.184323 nChanged 173 SP:Iteration 8Q (7953.499211 sec): 3 clusters Score: Raw -448169.914865 + Penalty 1639.765225 = -446530.149640 nChanged 129 SP:Iteration 9Q (7953.557383 sec): 3 clusters Score: Raw -448246.395144 + Penalty 1639.765225 = -446606.629919 nChanged 101 SP:Iteration 10Q (7953.606256 sec): 3 clusters Score: Raw -448312.113402 + Penalty 1639.765225 = -446672.348177 nChanged 81 SP:Iteration 11Q (7953.647224 sec): 3 clusters Score: Raw -448371.762523 + Penalty 1639.765225 = -446731.997298 nChanged 64 SP:Iteration 12Q (7953.700503 sec): 3 clusters Score: Raw -448423.015099 + Penalty 1639.765225 = -446783.249874 nChanged 53 SP:Iteration 13Q (7953.739519 sec): 3 clusters Score: Raw -448470.047119 + Penalty 1639.765225 = -446830.281894 nChanged 49 SP:Iteration 14Q (7953.786011 sec): 3 clusters Score: Raw -448509.746582 + Penalty 1639.765225 = -446869.981358 nChanged 42 SP:Iteration 15Q (7953.834207 sec): 3 clusters Score: Raw -448540.387850 + Penalty 1639.765225 = -446900.622625 nChanged 39 SP:Iteration 16Q (7953.888515 sec): 3 clusters Score: Raw -448562.368039 + Penalty 1639.765225 = -446922.602814 nChanged 30 SP:Iteration 17Q (7953.927166 sec): 3 clusters Score: Raw -448584.740635 + Penalty 1639.765225 = -446944.975410 nChanged 25 SP:Iteration 18Q (7953.968531 sec): 3 clusters Score: Raw -448602.726177 + Penalty 1639.765225 = -446962.960952 nChanged 25 SP:Iteration 19Q (7954.021200 sec): 3 clusters Score: Raw -448619.766549 + Penalty 1639.765225 = -446980.001324 nChanged 16 SP:Iteration 20F (7954.077587 sec): 3 clusters Score: Raw -448630.855429 + Penalty 1639.765225 = -446991.090204 nChanged 24 SP:Iteration 21Q (7954.120122 sec): 3 clusters Score: Raw -448651.054819 + Penalty 1639.765225 = -447011.289594 nChanged 13 SP:Iteration 22Q (7954.157930 sec): 3 clusters Score: Raw -448661.900090 + Penalty 1639.765225 = -447022.134865 nChanged 17 SP:Iteration 23Q (7954.211571 sec): 3 clusters Score: Raw -448668.258917 + Penalty 1639.765225 = -447028.493692 nChanged 15 SP:Iteration 24Q (7954.253344 sec): 3 clusters Score: Raw -448676.082365 + Penalty 1639.765225 = -447036.317140 nChanged 14 SP:Iteration 25Q (7954.299597 sec): 3 clusters Score: Raw -448682.929798 + Penalty 1639.765225 = -447043.164573 nChanged 12 SP:Iteration 26Q (7954.346233 sec): 3 clusters Score: Raw -448686.589383 + Penalty 1639.765225 = -447046.824158 nChanged 14 SP:Iteration 27Q (7954.395973 sec): 3 clusters Score: Raw -448691.223232 + Penalty 1639.765225 = -447051.458007 nChanged 9 SP:Iteration 28Q (7954.443962 sec): 3 clusters Score: Raw -448693.804824 + Penalty 1639.765225 = -447054.039599 nChanged 3 SP:Iteration 29Q (7954.492546 sec): 3 clusters Score: Raw -448694.381351 + Penalty 1639.765225 = -447054.616126 nChanged 2 SP:Iteration 30Q (7954.540399 sec): 3 clusters Score: Raw -448695.384065 + Penalty 1639.765225 = -447055.618840 nChanged 3 SP:Iteration 31Q (7954.585994 sec): 3 clusters Score: Raw -448696.303063 + Penalty 1639.765225 = -447056.537838 nChanged 1 SP:Iteration 32Q (7954.636099 sec): 3 clusters Score: Raw -448696.442313 + Penalty 1639.765225 = -447056.677088 nChanged 0 SP:Iteration 33F (7954.682736 sec): 3 clusters Score: Raw -448696.442313 + Penalty 1639.765225 = -447056.677088 nChanged 0 Trying to split cluster 34 (3718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7954.719204 sec): 2 clusters Score: Raw -335705.495219 + Penalty 780.989411 = -334924.505808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7954.764195 sec): 3 clusters Score: Raw -333696.356009 + Penalty 1561.978822 = -332134.377187 nChanged 1551 SP:Iteration 1F (7954.805624 sec): 3 clusters Score: Raw -334640.175967 + Penalty 1561.978822 = -333078.197145 nChanged 303 SP:Iteration 2F (7954.837316 sec): 3 clusters Score: Raw -334860.545260 + Penalty 1561.978822 = -333298.566438 nChanged 248 SP:Iteration 3F (7954.878814 sec): 3 clusters Score: Raw -335022.682295 + Penalty 1561.978822 = -333460.703473 nChanged 195 SP:Iteration 4F (7954.922275 sec): 3 clusters Score: Raw -335134.474046 + Penalty 1561.978822 = -333572.495224 nChanged 162 SP:Iteration 5Q (7954.967455 sec): 3 clusters Score: Raw -335219.832931 + Penalty 1561.978822 = -333657.854109 nChanged 133 SP:Iteration 6Q (7955.011824 sec): 3 clusters Score: Raw -335284.881578 + Penalty 1561.978822 = -333722.902756 nChanged 130 SP:Iteration 7Q (7955.058018 sec): 3 clusters Score: Raw -335343.692270 + Penalty 1561.978822 = -333781.713448 nChanged 124 SP:Iteration 8Q (7955.101822 sec): 3 clusters Score: Raw -335412.074692 + Penalty 1561.978822 = -333850.095870 nChanged 116 SP:Iteration 9Q (7955.142944 sec): 3 clusters Score: Raw -335471.570800 + Penalty 1561.978822 = -333909.591978 nChanged 120 SP:Iteration 10Q (7955.194779 sec): 3 clusters Score: Raw -335531.493225 + Penalty 1561.978822 = -333969.514403 nChanged 97 SP:Iteration 11Q (7955.242521 sec): 3 clusters Score: Raw -335570.042217 + Penalty 1561.978822 = -334008.063395 nChanged 71 SP:Iteration 12Q (7955.278857 sec): 3 clusters Score: Raw -335597.523110 + Penalty 1561.978822 = -334035.544288 nChanged 74 SP:Iteration 13Q (7955.319888 sec): 3 clusters Score: Raw -335627.560620 + Penalty 1561.978822 = -334065.581798 nChanged 71 SP:Iteration 14Q (7955.363333 sec): 3 clusters Score: Raw -335661.971593 + Penalty 1561.978822 = -334099.992771 nChanged 70 SP:Iteration 15Q (7955.405765 sec): 3 clusters Score: Raw -335688.007422 + Penalty 1561.978822 = -334126.028600 nChanged 62 SP:Iteration 16Q (7955.453546 sec): 3 clusters Score: Raw -335712.746941 + Penalty 1561.978822 = -334150.768119 nChanged 56 SP:Iteration 17Q (7955.501653 sec): 3 clusters Score: Raw -335732.049998 + Penalty 1561.978822 = -334170.071176 nChanged 36 SP:Iteration 18Q (7955.554100 sec): 3 clusters Score: Raw -335745.014222 + Penalty 1561.978822 = -334183.035400 nChanged 40 SP:Iteration 19Q (7955.594575 sec): 3 clusters Score: Raw -335758.209921 + Penalty 1561.978822 = -334196.231099 nChanged 40 SP:Iteration 20F (7955.629096 sec): 3 clusters Score: Raw -335772.497136 + Penalty 1561.978822 = -334210.518314 nChanged 35 SP:Iteration 21Q (7955.673896 sec): 3 clusters Score: Raw -335787.693511 + Penalty 1561.978822 = -334225.714689 nChanged 34 SP:Iteration 22Q (7955.718483 sec): 3 clusters Score: Raw -335798.857570 + Penalty 1561.978822 = -334236.878748 nChanged 33 SP:Iteration 23Q (7955.759281 sec): 3 clusters Score: Raw -335808.271107 + Penalty 1561.978822 = -334246.292285 nChanged 26 SP:Iteration 24Q (7955.803711 sec): 3 clusters Score: Raw -335817.082314 + Penalty 1561.978822 = -334255.103492 nChanged 21 SP:Iteration 25Q (7955.838828 sec): 3 clusters Score: Raw -335824.389267 + Penalty 1561.978822 = -334262.410445 nChanged 21 SP:Iteration 26Q (7955.894580 sec): 3 clusters Score: Raw -335831.397758 + Penalty 1561.978822 = -334269.418936 nChanged 22 SP:Iteration 27Q (7955.942067 sec): 3 clusters Score: Raw -335835.615863 + Penalty 1561.978822 = -334273.637041 nChanged 15 SP:Iteration 28Q (7955.978340 sec): 3 clusters Score: Raw -335838.568989 + Penalty 1561.978822 = -334276.590167 nChanged 16 SP:Iteration 29Q (7956.027430 sec): 3 clusters Score: Raw -335842.666003 + Penalty 1561.978822 = -334280.687181 nChanged 12 SP:Iteration 30Q (7956.061055 sec): 3 clusters Score: Raw -335846.190399 + Penalty 1561.978822 = -334284.211577 nChanged 14 SP:Iteration 31Q (7956.108653 sec): 3 clusters Score: Raw -335848.649270 + Penalty 1561.978822 = -334286.670448 nChanged 15 SP:Iteration 32Q (7956.153989 sec): 3 clusters Score: Raw -335851.718834 + Penalty 1561.978822 = -334289.740012 nChanged 20 SP:Iteration 33Q (7956.202357 sec): 3 clusters Score: Raw -335856.264485 + Penalty 1561.978822 = -334294.285664 nChanged 13 SP:Iteration 34Q (7956.252908 sec): 3 clusters Score: Raw -335858.525079 + Penalty 1561.978822 = -334296.546257 nChanged 6 SP:Iteration 35Q (7956.305710 sec): 3 clusters Score: Raw -335859.275084 + Penalty 1561.978822 = -334297.296262 nChanged 6 SP:Iteration 36Q (7956.347374 sec): 3 clusters Score: Raw -335860.356795 + Penalty 1561.978822 = -334298.377973 nChanged 3 SP:Iteration 37Q (7956.399770 sec): 3 clusters Score: Raw -335860.702641 + Penalty 1561.978822 = -334298.723819 nChanged 1 SP:Iteration 38Q (7956.446961 sec): 3 clusters Score: Raw -335860.753906 + Penalty 1561.978822 = -334298.775084 nChanged 0 SP:Iteration 39F (7956.495907 sec): 3 clusters Score: Raw -335860.753906 + Penalty 1561.978822 = -334298.775084 nChanged 0 Trying to split cluster 35 (16580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7956.543608 sec): 2 clusters Score: Raw -1640200.947569 + Penalty 923.015481 = -1639277.932088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7956.612110 sec): 3 clusters Score: Raw -1630015.877338 + Penalty 1846.030961 = -1628169.846377 nChanged 7655 SP:Iteration 1F (7956.675768 sec): 3 clusters Score: Raw -1634564.116287 + Penalty 1846.030961 = -1632718.085325 nChanged 816 SP:Iteration 2Q (7956.747270 sec): 3 clusters Score: Raw -1634919.105275 + Penalty 1846.030961 = -1633073.074314 nChanged 794 SP:Iteration 3Q (7956.807608 sec): 3 clusters Score: Raw -1635273.854982 + Penalty 1846.030961 = -1633427.824020 nChanged 800 SP:Iteration 4Q (7956.887029 sec): 3 clusters Score: Raw -1635675.827707 + Penalty 1846.030961 = -1633829.796745 nChanged 834 SP:Iteration 5F (7956.956627 sec): 3 clusters Score: Raw -1636201.169624 + Penalty 1846.030961 = -1634355.138662 nChanged 920 SP:Iteration 6F (7957.024251 sec): 3 clusters Score: Raw -1636872.230428 + Penalty 1846.030961 = -1635026.199467 nChanged 901 SP:Iteration 7F (7957.092231 sec): 3 clusters Score: Raw -1637560.239599 + Penalty 1846.030961 = -1635714.208638 nChanged 871 SP:Iteration 8F (7957.158730 sec): 3 clusters Score: Raw -1638135.254630 + Penalty 1846.030961 = -1636289.223668 nChanged 671 SP:Iteration 9Q (7957.219249 sec): 3 clusters Score: Raw -1638508.784803 + Penalty 1846.030961 = -1636662.753842 nChanged 515 SP:Iteration 10Q (7957.287850 sec): 3 clusters Score: Raw -1638738.844029 + Penalty 1846.030961 = -1636892.813068 nChanged 362 SP:Iteration 11Q (7957.357526 sec): 3 clusters Score: Raw -1638869.829006 + Penalty 1846.030961 = -1637023.798045 nChanged 268 SP:Iteration 12Q (7957.422035 sec): 3 clusters Score: Raw -1638951.206246 + Penalty 1846.030961 = -1637105.175284 nChanged 219 SP:Iteration 13Q (7957.501554 sec): 3 clusters Score: Raw -1639008.581146 + Penalty 1846.030961 = -1637162.550184 nChanged 190 SP:Iteration 14Q (7957.559575 sec): 3 clusters Score: Raw -1639053.841283 + Penalty 1846.030961 = -1637207.810322 nChanged 181 SP:Iteration 15Q (7957.621444 sec): 3 clusters Score: Raw -1639091.649645 + Penalty 1846.030961 = -1637245.618684 nChanged 130 SP:Iteration 16Q (7957.689416 sec): 3 clusters Score: Raw -1639114.539679 + Penalty 1846.030961 = -1637268.508717 nChanged 133 SP:Iteration 17Q (7957.748232 sec): 3 clusters Score: Raw -1639136.245834 + Penalty 1846.030961 = -1637290.214873 nChanged 111 SP:Iteration 18Q (7957.806494 sec): 3 clusters Score: Raw -1639154.952217 + Penalty 1846.030961 = -1637308.921255 nChanged 98 SP:Iteration 19Q (7957.866810 sec): 3 clusters Score: Raw -1639175.260589 + Penalty 1846.030961 = -1637329.229627 nChanged 110 SP:Iteration 20F (7957.932128 sec): 3 clusters Score: Raw -1639195.047713 + Penalty 1846.030961 = -1637349.016751 nChanged 110 SP:Iteration 21Q (7958.010995 sec): 3 clusters Score: Raw -1639215.782955 + Penalty 1846.030961 = -1637369.751993 nChanged 105 SP:Iteration 22Q (7958.070649 sec): 3 clusters Score: Raw -1639236.005015 + Penalty 1846.030961 = -1637389.974053 nChanged 95 SP:Iteration 23Q (7958.144177 sec): 3 clusters Score: Raw -1639255.516933 + Penalty 1846.030961 = -1637409.485971 nChanged 104 SP:Iteration 24Q (7958.207876 sec): 3 clusters Score: Raw -1639271.729274 + Penalty 1846.030961 = -1637425.698312 nChanged 87 SP:Iteration 25Q (7958.277539 sec): 3 clusters Score: Raw -1639282.167503 + Penalty 1846.030961 = -1637436.136541 nChanged 67 SP:Iteration 26Q (7958.349351 sec): 3 clusters Score: Raw -1639291.147249 + Penalty 1846.030961 = -1637445.116288 nChanged 61 SP:Iteration 27Q (7958.417893 sec): 3 clusters Score: Raw -1639300.760673 + Penalty 1846.030961 = -1637454.729711 nChanged 64 SP:Iteration 28Q (7958.486473 sec): 3 clusters Score: Raw -1639309.128073 + Penalty 1846.030961 = -1637463.097112 nChanged 52 SP:Iteration 29Q (7958.554483 sec): 3 clusters Score: Raw -1639315.648734 + Penalty 1846.030961 = -1637469.617772 nChanged 59 SP:Iteration 30Q (7958.623634 sec): 3 clusters Score: Raw -1639322.636441 + Penalty 1846.030961 = -1637476.605480 nChanged 57 SP:Iteration 31Q (7958.692844 sec): 3 clusters Score: Raw -1639329.167812 + Penalty 1846.030961 = -1637483.136851 nChanged 65 SP:Iteration 32Q (7958.760543 sec): 3 clusters Score: Raw -1639336.117136 + Penalty 1846.030961 = -1637490.086174 nChanged 51 SP:Iteration 33Q (7958.830044 sec): 3 clusters Score: Raw -1639342.209874 + Penalty 1846.030961 = -1637496.178913 nChanged 55 SP:Iteration 34Q (7958.895844 sec): 3 clusters Score: Raw -1639348.875048 + Penalty 1846.030961 = -1637502.844086 nChanged 60 SP:Iteration 35Q (7958.962889 sec): 3 clusters Score: Raw -1639357.034767 + Penalty 1846.030961 = -1637511.003806 nChanged 56 SP:Iteration 36Q (7959.031448 sec): 3 clusters Score: Raw -1639362.919259 + Penalty 1846.030961 = -1637516.888298 nChanged 41 SP:Iteration 37Q (7959.087947 sec): 3 clusters Score: Raw -1639366.651196 + Penalty 1846.030961 = -1637520.620234 nChanged 37 SP:Iteration 38Q (7959.165630 sec): 3 clusters Score: Raw -1639370.525478 + Penalty 1846.030961 = -1637524.494517 nChanged 44 SP:Iteration 39Q (7959.222339 sec): 3 clusters Score: Raw -1639375.931848 + Penalty 1846.030961 = -1637529.900886 nChanged 44 SP:Iteration 40F (7959.298773 sec): 3 clusters Score: Raw -1639381.691977 + Penalty 1846.030961 = -1637535.661015 nChanged 48 SP:Iteration 41Q (7959.355831 sec): 3 clusters Score: Raw -1639388.101308 + Penalty 1846.030961 = -1637542.070347 nChanged 47 SP:Iteration 42Q (7959.423758 sec): 3 clusters Score: Raw -1639394.131234 + Penalty 1846.030961 = -1637548.100273 nChanged 47 SP:Iteration 43Q (7959.477180 sec): 3 clusters Score: Raw -1639401.566489 + Penalty 1846.030961 = -1637555.535528 nChanged 60 SP:Iteration 44Q (7959.547061 sec): 3 clusters Score: Raw -1639410.084923 + Penalty 1846.030961 = -1637564.053961 nChanged 54 SP:Iteration 45Q (7959.600801 sec): 3 clusters Score: Raw -1639417.347756 + Penalty 1846.030961 = -1637571.316794 nChanged 66 SP:Iteration 46Q (7959.668543 sec): 3 clusters Score: Raw -1639427.589468 + Penalty 1846.030961 = -1637581.558506 nChanged 67 SP:Iteration 47Q (7959.725121 sec): 3 clusters Score: Raw -1639437.523981 + Penalty 1846.030961 = -1637591.493019 nChanged 51 SP:Iteration 48Q (7959.796990 sec): 3 clusters Score: Raw -1639444.662827 + Penalty 1846.030961 = -1637598.631866 nChanged 49 SP:Iteration 49Q (7959.861355 sec): 3 clusters Score: Raw -1639451.377246 + Penalty 1846.030961 = -1637605.346285 nChanged 47 SP:Iteration 50Q (7959.918723 sec): 3 clusters Score: Raw -1639457.924645 + Penalty 1846.030961 = -1637611.893684 nChanged 48 SP:Iteration 51Q (7959.988109 sec): 3 clusters Score: Raw -1639464.051755 + Penalty 1846.030961 = -1637618.020794 nChanged 48 SP:Iteration 52Q (7960.050451 sec): 3 clusters Score: Raw -1639472.228534 + Penalty 1846.030961 = -1637626.197573 nChanged 54 SP:Iteration 53Q (7960.121624 sec): 3 clusters Score: Raw -1639480.641504 + Penalty 1846.030961 = -1637634.610543 nChanged 54 SP:Iteration 54Q (7960.180240 sec): 3 clusters Score: Raw -1639490.207675 + Penalty 1846.030961 = -1637644.176713 nChanged 66 SP:Iteration 55Q (7960.243357 sec): 3 clusters Score: Raw -1639501.364087 + Penalty 1846.030961 = -1637655.333125 nChanged 86 SP:Iteration 56Q (7960.308865 sec): 3 clusters Score: Raw -1639517.268186 + Penalty 1846.030961 = -1637671.237225 nChanged 86 SP:Iteration 57Q (7960.368992 sec): 3 clusters Score: Raw -1639534.978734 + Penalty 1846.030961 = -1637688.947772 nChanged 89 SP:Iteration 58Q (7960.439761 sec): 3 clusters Score: Raw -1639554.517040 + Penalty 1846.030961 = -1637708.486079 nChanged 90 SP:Iteration 59Q (7960.495922 sec): 3 clusters Score: Raw -1639576.849103 + Penalty 1846.030961 = -1637730.818142 nChanged 87 SP:Iteration 60F (7960.558887 sec): 3 clusters Score: Raw -1639601.241791 + Penalty 1846.030961 = -1637755.210830 nChanged 96 SP:Iteration 61Q (7960.620571 sec): 3 clusters Score: Raw -1639629.148684 + Penalty 1846.030961 = -1637783.117723 nChanged 89 SP:Iteration 62Q (7960.669038 sec): 3 clusters Score: Raw -1639653.692584 + Penalty 1846.030961 = -1637807.661622 nChanged 90 SP:Iteration 63Q (7960.725878 sec): 3 clusters Score: Raw -1639678.236450 + Penalty 1846.030961 = -1637832.205489 nChanged 99 SP:Iteration 64Q (7960.785993 sec): 3 clusters Score: Raw -1639706.757714 + Penalty 1846.030961 = -1637860.726752 nChanged 100 SP:Iteration 65Q (7960.851908 sec): 3 clusters Score: Raw -1639734.152414 + Penalty 1846.030961 = -1637888.121453 nChanged 92 SP:Iteration 66Q (7960.908447 sec): 3 clusters Score: Raw -1639759.061135 + Penalty 1846.030961 = -1637913.030174 nChanged 88 SP:Iteration 67Q (7960.969794 sec): 3 clusters Score: Raw -1639780.867843 + Penalty 1846.030961 = -1637934.836882 nChanged 87 SP:Iteration 68Q (7961.039550 sec): 3 clusters Score: Raw -1639801.932397 + Penalty 1846.030961 = -1637955.901435 nChanged 80 SP:Iteration 69Q (7961.091985 sec): 3 clusters Score: Raw -1639823.062487 + Penalty 1846.030961 = -1637977.031525 nChanged 73 SP:Iteration 70Q (7961.154966 sec): 3 clusters Score: Raw -1639841.226029 + Penalty 1846.030961 = -1637995.195068 nChanged 68 SP:Iteration 71Q (7961.216058 sec): 3 clusters Score: Raw -1639858.060814 + Penalty 1846.030961 = -1638012.029852 nChanged 67 SP:Iteration 72Q (7961.272737 sec): 3 clusters Score: Raw -1639873.628829 + Penalty 1846.030961 = -1638027.597867 nChanged 62 SP:Iteration 73Q (7961.341794 sec): 3 clusters Score: Raw -1639889.618062 + Penalty 1846.030961 = -1638043.587101 nChanged 60 SP:Iteration 74Q (7961.402549 sec): 3 clusters Score: Raw -1639906.302687 + Penalty 1846.030961 = -1638060.271725 nChanged 69 SP:Iteration 75Q (7961.455798 sec): 3 clusters Score: Raw -1639928.265277 + Penalty 1846.030961 = -1638082.234316 nChanged 70 SP:Iteration 76Q (7961.526760 sec): 3 clusters Score: Raw -1639949.328972 + Penalty 1846.030961 = -1638103.298011 nChanged 59 SP:Iteration 77Q (7961.587008 sec): 3 clusters Score: Raw -1639967.175184 + Penalty 1846.030961 = -1638121.144223 nChanged 62 SP:Iteration 78Q (7961.659758 sec): 3 clusters Score: Raw -1639987.815253 + Penalty 1846.030961 = -1638141.784292 nChanged 78 SP:Iteration 79Q (7961.728364 sec): 3 clusters Score: Raw -1640017.091578 + Penalty 1846.030961 = -1638171.060616 nChanged 83 SP:Iteration 80F (7961.785783 sec): 3 clusters Score: Raw -1640048.269318 + Penalty 1846.030961 = -1638202.238357 nChanged 71 SP:Iteration 81Q (7961.846110 sec): 3 clusters Score: Raw -1640074.962843 + Penalty 1846.030961 = -1638228.931881 nChanged 63 SP:Iteration 82Q (7961.910165 sec): 3 clusters Score: Raw -1640096.681097 + Penalty 1846.030961 = -1638250.650135 nChanged 57 SP:Iteration 83Q (7961.971461 sec): 3 clusters Score: Raw -1640119.109754 + Penalty 1846.030961 = -1638273.078793 nChanged 53 SP:Iteration 84Q (7962.041867 sec): 3 clusters Score: Raw -1640136.500728 + Penalty 1846.030961 = -1638290.469767 nChanged 53 SP:Iteration 85Q (7962.101830 sec): 3 clusters Score: Raw -1640156.620153 + Penalty 1846.030961 = -1638310.589191 nChanged 43 SP:Iteration 86Q (7962.175180 sec): 3 clusters Score: Raw -1640171.746377 + Penalty 1846.030961 = -1638325.715416 nChanged 35 SP:Iteration 87Q (7962.241008 sec): 3 clusters Score: Raw -1640182.957254 + Penalty 1846.030961 = -1638336.926292 nChanged 32 SP:Iteration 88Q (7962.303316 sec): 3 clusters Score: Raw -1640194.761247 + Penalty 1846.030961 = -1638348.730286 nChanged 31 SP:Iteration 89Q (7962.351479 sec): 3 clusters Score: Raw -1640205.159947 + Penalty 1846.030961 = -1638359.128985 nChanged 23 SP:Iteration 90Q (7962.411882 sec): 3 clusters Score: Raw -1640211.985587 + Penalty 1846.030961 = -1638365.954625 nChanged 22 SP:Iteration 91Q (7962.480388 sec): 3 clusters Score: Raw -1640219.673140 + Penalty 1846.030961 = -1638373.642178 nChanged 27 SP:Iteration 92Q (7962.543947 sec): 3 clusters Score: Raw -1640229.469178 + Penalty 1846.030961 = -1638383.438217 nChanged 14 SP:Iteration 93Q (7962.603753 sec): 3 clusters Score: Raw -1640233.690583 + Penalty 1846.030961 = -1638387.659622 nChanged 14 SP:Iteration 94Q (7962.668652 sec): 3 clusters Score: Raw -1640238.667497 + Penalty 1846.030961 = -1638392.636536 nChanged 19 SP:Iteration 95Q (7962.727593 sec): 3 clusters Score: Raw -1640244.736241 + Penalty 1846.030961 = -1638398.705280 nChanged 17 SP:Iteration 96Q (7962.781635 sec): 3 clusters Score: Raw -1640250.837613 + Penalty 1846.030961 = -1638404.806652 nChanged 17 SP:Iteration 97Q (7962.849825 sec): 3 clusters Score: Raw -1640257.981394 + Penalty 1846.030961 = -1638411.950433 nChanged 19 SP:Iteration 98Q (7962.922535 sec): 3 clusters Score: Raw -1640269.204687 + Penalty 1846.030961 = -1638423.173725 nChanged 18 SP:Iteration 99Q (7962.982216 sec): 3 clusters Score: Raw -1640279.487885 + Penalty 1846.030961 = -1638433.456924 nChanged 20 SP:Iteration 100F (7963.057567 sec): 3 clusters Score: Raw -1640289.440457 + Penalty 1846.030961 = -1638443.409496 nChanged 20 SP:Iteration 101Q (7963.124943 sec): 3 clusters Score: Raw -1640299.555435 + Penalty 1846.030961 = -1638453.524473 nChanged 19 SP:Iteration 102Q (7963.188160 sec): 3 clusters Score: Raw -1640308.350251 + Penalty 1846.030961 = -1638462.319289 nChanged 14 SP:Iteration 103Q (7963.254229 sec): 3 clusters Score: Raw -1640314.244367 + Penalty 1846.030961 = -1638468.213405 nChanged 8 SP:Iteration 104Q (7963.316687 sec): 3 clusters Score: Raw -1640317.344733 + Penalty 1846.030961 = -1638471.313772 nChanged 4 SP:Iteration 105Q (7963.373473 sec): 3 clusters Score: Raw -1640319.164878 + Penalty 1846.030961 = -1638473.133916 nChanged 7 SP:Iteration 106Q (7963.446607 sec): 3 clusters Score: Raw -1640321.669392 + Penalty 1846.030961 = -1638475.638431 nChanged 7 SP:Iteration 107Q (7963.502302 sec): 3 clusters Score: Raw -1640323.845503 + Penalty 1846.030961 = -1638477.814541 nChanged 6 SP:Iteration 108Q (7963.573414 sec): 3 clusters Score: Raw -1640326.523759 + Penalty 1846.030961 = -1638480.492797 nChanged 5 SP:Iteration 109Q (7963.642734 sec): 3 clusters Score: Raw -1640328.681802 + Penalty 1846.030961 = -1638482.650841 nChanged 5 SP:Iteration 110Q (7963.708780 sec): 3 clusters Score: Raw -1640331.270635 + Penalty 1846.030961 = -1638485.239674 nChanged 4 SP:Iteration 111Q (7963.774617 sec): 3 clusters Score: Raw -1640333.095036 + Penalty 1846.030961 = -1638487.064074 nChanged 4 SP:Iteration 112Q (7963.837865 sec): 3 clusters Score: Raw -1640334.386452 + Penalty 1846.030961 = -1638488.355491 nChanged 3 SP:Iteration 113Q (7963.902778 sec): 3 clusters Score: Raw -1640335.772455 + Penalty 1846.030961 = -1638489.741494 nChanged 5 SP:Iteration 114Q (7963.962165 sec): 3 clusters Score: Raw -1640338.401998 + Penalty 1846.030961 = -1638492.371037 nChanged 9 SP:Iteration 115Q (7964.033302 sec): 3 clusters Score: Raw -1640342.290154 + Penalty 1846.030961 = -1638496.259192 nChanged 6 SP:Iteration 116Q (7964.101647 sec): 3 clusters Score: Raw -1640344.270838 + Penalty 1846.030961 = -1638498.239877 nChanged 4 SP:Iteration 117Q (7964.163636 sec): 3 clusters Score: Raw -1640345.556698 + Penalty 1846.030961 = -1638499.525736 nChanged 5 SP:Iteration 118Q (7964.229301 sec): 3 clusters Score: Raw -1640346.451200 + Penalty 1846.030961 = -1638500.420239 nChanged 2 SP:Iteration 119Q (7964.292560 sec): 3 clusters Score: Raw -1640346.895462 + Penalty 1846.030961 = -1638500.864501 nChanged 1 SP:Iteration 120F (7964.365323 sec): 3 clusters Score: Raw -1640347.160757 + Penalty 1846.030961 = -1638501.129795 nChanged 2 SP:Iteration 121Q (7964.427692 sec): 3 clusters Score: Raw -1640347.664740 + Penalty 1846.030961 = -1638501.633778 nChanged 0 SP:Iteration 122F (7964.486762 sec): 3 clusters Score: Raw -1640347.664740 + Penalty 1846.030961 = -1638501.633778 nChanged 0 Trying to split cluster 36 (15893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7964.523436 sec): 2 clusters Score: Raw -1586466.455958 + Penalty 918.995234 = -1585547.460725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7964.587538 sec): 3 clusters Score: Raw -1576724.418167 + Penalty 1837.990468 = -1574886.427699 nChanged 7323 SP:Iteration 1F (7964.650517 sec): 3 clusters Score: Raw -1580693.135920 + Penalty 1837.990468 = -1578855.145452 nChanged 780 SP:Iteration 2Q (7964.710855 sec): 3 clusters Score: Raw -1581017.293389 + Penalty 1837.990468 = -1579179.302921 nChanged 804 SP:Iteration 3F (7964.781260 sec): 3 clusters Score: Raw -1581430.989294 + Penalty 1837.990468 = -1579592.998826 nChanged 981 SP:Iteration 4F (7964.834946 sec): 3 clusters Score: Raw -1582064.423660 + Penalty 1837.990468 = -1580226.433192 nChanged 1172 SP:Iteration 5F (7964.898149 sec): 3 clusters Score: Raw -1582959.786509 + Penalty 1837.990468 = -1581121.796041 nChanged 1253 SP:Iteration 6F (7964.961683 sec): 3 clusters Score: Raw -1584010.422912 + Penalty 1837.990468 = -1582172.432445 nChanged 1054 SP:Iteration 7F (7965.027196 sec): 3 clusters Score: Raw -1584905.662926 + Penalty 1837.990468 = -1583067.672458 nChanged 836 SP:Iteration 8F (7965.095224 sec): 3 clusters Score: Raw -1585505.220797 + Penalty 1837.990468 = -1583667.230330 nChanged 518 SP:Iteration 9Q (7965.154007 sec): 3 clusters Score: Raw -1585779.491339 + Penalty 1837.990468 = -1583941.500872 nChanged 313 SP:Iteration 10Q (7965.223067 sec): 3 clusters Score: Raw -1585953.769602 + Penalty 1837.990468 = -1584115.779135 nChanged 246 SP:Iteration 11Q (7965.277815 sec): 3 clusters Score: Raw -1586074.271120 + Penalty 1837.990468 = -1584236.280652 nChanged 210 SP:Iteration 12Q (7965.342628 sec): 3 clusters Score: Raw -1586159.004085 + Penalty 1837.990468 = -1584321.013617 nChanged 183 SP:Iteration 13Q (7965.388806 sec): 3 clusters Score: Raw -1586231.192675 + Penalty 1837.990468 = -1584393.202208 nChanged 178 SP:Iteration 14Q (7965.446608 sec): 3 clusters Score: Raw -1586292.700039 + Penalty 1837.990468 = -1584454.709571 nChanged 145 SP:Iteration 15Q (7965.505427 sec): 3 clusters Score: Raw -1586336.900298 + Penalty 1837.990468 = -1584498.909831 nChanged 129 SP:Iteration 16Q (7965.565476 sec): 3 clusters Score: Raw -1586381.826374 + Penalty 1837.990468 = -1584543.835907 nChanged 131 SP:Iteration 17Q (7965.622494 sec): 3 clusters Score: Raw -1586426.347339 + Penalty 1837.990468 = -1584588.356871 nChanged 110 SP:Iteration 18Q (7965.688580 sec): 3 clusters Score: Raw -1586455.527642 + Penalty 1837.990468 = -1584617.537175 nChanged 93 SP:Iteration 19Q (7965.740947 sec): 3 clusters Score: Raw -1586477.285202 + Penalty 1837.990468 = -1584639.294735 nChanged 79 SP:Iteration 20F (7965.794335 sec): 3 clusters Score: Raw -1586493.291351 + Penalty 1837.990468 = -1584655.300883 nChanged 55 SP:Iteration 21Q (7965.851863 sec): 3 clusters Score: Raw -1586502.075236 + Penalty 1837.990468 = -1584664.084768 nChanged 51 SP:Iteration 22Q (7965.910391 sec): 3 clusters Score: Raw -1586510.045883 + Penalty 1837.990468 = -1584672.055416 nChanged 45 SP:Iteration 23Q (7965.962318 sec): 3 clusters Score: Raw -1586517.346153 + Penalty 1837.990468 = -1584679.355686 nChanged 37 SP:Iteration 24Q (7966.019984 sec): 3 clusters Score: Raw -1586523.413341 + Penalty 1837.990468 = -1584685.422873 nChanged 24 SP:Iteration 25Q (7966.074401 sec): 3 clusters Score: Raw -1586526.505838 + Penalty 1837.990468 = -1584688.515370 nChanged 24 SP:Iteration 26Q (7966.131224 sec): 3 clusters Score: Raw -1586528.729141 + Penalty 1837.990468 = -1584690.738673 nChanged 20 SP:Iteration 27Q (7966.183905 sec): 3 clusters Score: Raw -1586530.402257 + Penalty 1837.990468 = -1584692.411789 nChanged 16 SP:Iteration 28Q (7966.242538 sec): 3 clusters Score: Raw -1586532.640535 + Penalty 1837.990468 = -1584694.650068 nChanged 18 SP:Iteration 29Q (7966.310130 sec): 3 clusters Score: Raw -1586535.140446 + Penalty 1837.990468 = -1584697.149978 nChanged 22 SP:Iteration 30Q (7966.362216 sec): 3 clusters Score: Raw -1586538.169440 + Penalty 1837.990468 = -1584700.178972 nChanged 19 SP:Iteration 31Q (7966.430382 sec): 3 clusters Score: Raw -1586541.166009 + Penalty 1837.990468 = -1584703.175541 nChanged 19 SP:Iteration 32Q (7966.480788 sec): 3 clusters Score: Raw -1586543.408341 + Penalty 1837.990468 = -1584705.417874 nChanged 19 SP:Iteration 33Q (7966.538679 sec): 3 clusters Score: Raw -1586546.082160 + Penalty 1837.990468 = -1584708.091693 nChanged 20 SP:Iteration 34Q (7966.604857 sec): 3 clusters Score: Raw -1586548.969411 + Penalty 1837.990468 = -1584710.978944 nChanged 26 SP:Iteration 35Q (7966.657063 sec): 3 clusters Score: Raw -1586551.933539 + Penalty 1837.990468 = -1584713.943071 nChanged 32 SP:Iteration 36Q (7966.717466 sec): 3 clusters Score: Raw -1586556.139888 + Penalty 1837.990468 = -1584718.149421 nChanged 28 SP:Iteration 37Q (7966.780906 sec): 3 clusters Score: Raw -1586561.272411 + Penalty 1837.990468 = -1584723.281943 nChanged 29 SP:Iteration 38Q (7966.847976 sec): 3 clusters Score: Raw -1586566.480556 + Penalty 1837.990468 = -1584728.490088 nChanged 32 SP:Iteration 39Q (7966.914426 sec): 3 clusters Score: Raw -1586572.293416 + Penalty 1837.990468 = -1584734.302949 nChanged 32 SP:Iteration 40F (7966.979694 sec): 3 clusters Score: Raw -1586577.784398 + Penalty 1837.990468 = -1584739.793930 nChanged 39 SP:Iteration 41Q (7967.043794 sec): 3 clusters Score: Raw -1586583.761678 + Penalty 1837.990468 = -1584745.771211 nChanged 31 SP:Iteration 42Q (7967.105946 sec): 3 clusters Score: Raw -1586588.589799 + Penalty 1837.990468 = -1584750.599332 nChanged 31 SP:Iteration 43Q (7967.166609 sec): 3 clusters Score: Raw -1586591.764819 + Penalty 1837.990468 = -1584753.774351 nChanged 16 SP:Iteration 44Q (7967.232776 sec): 3 clusters Score: Raw -1586593.226790 + Penalty 1837.990468 = -1584755.236322 nChanged 16 SP:Iteration 45Q (7967.300189 sec): 3 clusters Score: Raw -1586594.419676 + Penalty 1837.990468 = -1584756.429208 nChanged 12 SP:Iteration 46Q (7967.355114 sec): 3 clusters Score: Raw -1586595.901717 + Penalty 1837.990468 = -1584757.911249 nChanged 15 SP:Iteration 47Q (7967.429600 sec): 3 clusters Score: Raw -1586596.922046 + Penalty 1837.990468 = -1584758.931579 nChanged 7 SP:Iteration 48Q (7967.490687 sec): 3 clusters Score: Raw -1586597.557715 + Penalty 1837.990468 = -1584759.567247 nChanged 9 SP:Iteration 49Q (7967.550976 sec): 3 clusters Score: Raw -1586598.219396 + Penalty 1837.990468 = -1584760.228929 nChanged 7 SP:Iteration 50Q (7967.619667 sec): 3 clusters Score: Raw -1586598.584558 + Penalty 1837.990468 = -1584760.594090 nChanged 8 SP:Iteration 51Q (7967.684340 sec): 3 clusters Score: Raw -1586599.010623 + Penalty 1837.990468 = -1584761.020155 nChanged 7 SP:Iteration 52Q (7967.737686 sec): 3 clusters Score: Raw -1586599.555925 + Penalty 1837.990468 = -1584761.565458 nChanged 8 SP:Iteration 53Q (7967.808416 sec): 3 clusters Score: Raw -1586600.625688 + Penalty 1837.990468 = -1584762.635220 nChanged 11 SP:Iteration 54Q (7967.875492 sec): 3 clusters Score: Raw -1586601.641568 + Penalty 1837.990468 = -1584763.651100 nChanged 11 SP:Iteration 55Q (7967.945446 sec): 3 clusters Score: Raw -1586602.698780 + Penalty 1837.990468 = -1584764.708313 nChanged 10 SP:Iteration 56Q (7968.006497 sec): 3 clusters Score: Raw -1586603.517419 + Penalty 1837.990468 = -1584765.526951 nChanged 8 SP:Iteration 57Q (7968.078521 sec): 3 clusters Score: Raw -1586604.146039 + Penalty 1837.990468 = -1584766.155571 nChanged 6 SP:Iteration 58Q (7968.139826 sec): 3 clusters Score: Raw -1586604.562184 + Penalty 1837.990468 = -1584766.571717 nChanged 3 SP:Iteration 59Q (7968.215516 sec): 3 clusters Score: Raw -1586604.730899 + Penalty 1837.990468 = -1584766.740431 nChanged 4 SP:Iteration 60F (7968.272713 sec): 3 clusters Score: Raw -1586604.954252 + Penalty 1837.990468 = -1584766.963784 nChanged 6 SP:Iteration 61Q (7968.300500 sec): 3 clusters Score: Raw -1586605.700524 + Penalty 1837.990468 = -1584767.710056 nChanged 11 SP:Iteration 62Q (7968.368029 sec): 3 clusters Score: Raw -1586607.538250 + Penalty 1837.990468 = -1584769.547783 nChanged 17 SP:Iteration 63Q (7968.434871 sec): 3 clusters Score: Raw -1586609.313076 + Penalty 1837.990468 = -1584771.322608 nChanged 14 SP:Iteration 64Q (7968.499104 sec): 3 clusters Score: Raw -1586610.835187 + Penalty 1837.990468 = -1584772.844719 nChanged 15 SP:Iteration 65Q (7968.564469 sec): 3 clusters Score: Raw -1586612.264494 + Penalty 1837.990468 = -1584774.274026 nChanged 12 SP:Iteration 66Q (7968.631687 sec): 3 clusters Score: Raw -1586613.591172 + Penalty 1837.990468 = -1584775.600704 nChanged 18 SP:Iteration 67Q (7968.698769 sec): 3 clusters Score: Raw -1586616.064036 + Penalty 1837.990468 = -1584778.073569 nChanged 18 SP:Iteration 68Q (7968.762838 sec): 3 clusters Score: Raw -1586618.759405 + Penalty 1837.990468 = -1584780.768937 nChanged 21 SP:Iteration 69Q (7968.832089 sec): 3 clusters Score: Raw -1586622.728906 + Penalty 1837.990468 = -1584784.738438 nChanged 22 SP:Iteration 70Q (7968.892285 sec): 3 clusters Score: Raw -1586626.318135 + Penalty 1837.990468 = -1584788.327667 nChanged 24 SP:Iteration 71Q (7968.953180 sec): 3 clusters Score: Raw -1586630.076603 + Penalty 1837.990468 = -1584792.086135 nChanged 22 SP:Iteration 72Q (7969.017711 sec): 3 clusters Score: Raw -1586633.151629 + Penalty 1837.990468 = -1584795.161161 nChanged 24 SP:Iteration 73Q (7969.078607 sec): 3 clusters Score: Raw -1586637.554364 + Penalty 1837.990468 = -1584799.563897 nChanged 23 SP:Iteration 74Q (7969.142753 sec): 3 clusters Score: Raw -1586641.486236 + Penalty 1837.990468 = -1584803.495769 nChanged 21 SP:Iteration 75Q (7969.214372 sec): 3 clusters Score: Raw -1586645.119387 + Penalty 1837.990468 = -1584807.128919 nChanged 29 SP:Iteration 76Q (7969.272221 sec): 3 clusters Score: Raw -1586649.315824 + Penalty 1837.990468 = -1584811.325357 nChanged 27 SP:Iteration 77Q (7969.347063 sec): 3 clusters Score: Raw -1586652.708209 + Penalty 1837.990468 = -1584814.717741 nChanged 18 SP:Iteration 78Q (7969.412207 sec): 3 clusters Score: Raw -1586654.905258 + Penalty 1837.990468 = -1584816.914790 nChanged 15 SP:Iteration 79Q (7969.466031 sec): 3 clusters Score: Raw -1586656.637815 + Penalty 1837.990468 = -1584818.647347 nChanged 11 SP:Iteration 80F (7969.532314 sec): 3 clusters Score: Raw -1586658.019843 + Penalty 1837.990468 = -1584820.029375 nChanged 11 SP:Iteration 81Q (7969.594202 sec): 3 clusters Score: Raw -1586659.016551 + Penalty 1837.990468 = -1584821.026083 nChanged 10 SP:Iteration 82Q (7969.652221 sec): 3 clusters Score: Raw -1586659.891269 + Penalty 1837.990468 = -1584821.900801 nChanged 6 SP:Iteration 83Q (7969.721488 sec): 3 clusters Score: Raw -1586660.500174 + Penalty 1837.990468 = -1584822.509707 nChanged 5 SP:Iteration 84Q (7969.790515 sec): 3 clusters Score: Raw -1586660.700945 + Penalty 1837.990468 = -1584822.710478 nChanged 2 SP:Iteration 85Q (7969.855959 sec): 3 clusters Score: Raw -1586660.821938 + Penalty 1837.990468 = -1584822.831470 nChanged 2 SP:Iteration 86Q (7969.922874 sec): 3 clusters Score: Raw -1586660.952750 + Penalty 1837.990468 = -1584822.962283 nChanged 2 SP:Iteration 87Q (7969.981679 sec): 3 clusters Score: Raw -1586661.134200 + Penalty 1837.990468 = -1584823.143733 nChanged 4 SP:Iteration 88Q (7970.042295 sec): 3 clusters Score: Raw -1586661.627367 + Penalty 1837.990468 = -1584823.636900 nChanged 5 SP:Iteration 89Q (7970.106539 sec): 3 clusters Score: Raw -1586661.922061 + Penalty 1837.990468 = -1584823.931594 nChanged 3 SP:Iteration 90Q (7970.170107 sec): 3 clusters Score: Raw -1586662.043005 + Penalty 1837.990468 = -1584824.052538 nChanged 2 SP:Iteration 91Q (7970.224804 sec): 3 clusters Score: Raw -1586662.152462 + Penalty 1837.990468 = -1584824.161994 nChanged 2 SP:Iteration 92Q (7970.287404 sec): 3 clusters Score: Raw -1586662.439110 + Penalty 1837.990468 = -1584824.448642 nChanged 4 SP:Iteration 93Q (7970.357279 sec): 3 clusters Score: Raw -1586662.741679 + Penalty 1837.990468 = -1584824.751212 nChanged 3 SP:Iteration 94Q (7970.418336 sec): 3 clusters Score: Raw -1586663.319062 + Penalty 1837.990468 = -1584825.328594 nChanged 5 SP:Iteration 95Q (7970.486822 sec): 3 clusters Score: Raw -1586664.082573 + Penalty 1837.990468 = -1584826.092105 nChanged 4 SP:Iteration 96Q (7970.541345 sec): 3 clusters Score: Raw -1586664.545775 + Penalty 1837.990468 = -1584826.555307 nChanged 4 SP:Iteration 97Q (7970.589435 sec): 3 clusters Score: Raw -1586664.827436 + Penalty 1837.990468 = -1584826.836969 nChanged 3 SP:Iteration 98Q (7970.657393 sec): 3 clusters Score: Raw -1586664.999926 + Penalty 1837.990468 = -1584827.009458 nChanged 3 SP:Iteration 99Q (7970.717627 sec): 3 clusters Score: Raw -1586665.146114 + Penalty 1837.990468 = -1584827.155646 nChanged 3 SP:Iteration 100F (7970.771691 sec): 3 clusters Score: Raw -1586665.356246 + Penalty 1837.990468 = -1584827.365778 nChanged 2 SP:Iteration 101Q (7970.829472 sec): 3 clusters Score: Raw -1586665.629872 + Penalty 1837.990468 = -1584827.639405 nChanged 1 SP:Iteration 102Q (7970.886377 sec): 3 clusters Score: Raw -1586665.703856 + Penalty 1837.990468 = -1584827.713388 nChanged 1 SP:Iteration 103Q (7970.955514 sec): 3 clusters Score: Raw -1586665.725766 + Penalty 1837.990468 = -1584827.735298 nChanged 0 SP:Iteration 104F (7971.009557 sec): 3 clusters Score: Raw -1586665.725766 + Penalty 1837.990468 = -1584827.735298 nChanged 0 Trying to split cluster 37 (3802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7971.034469 sec): 2 clusters Score: Raw -365449.954576 + Penalty 783.111840 = -364666.842736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7971.079650 sec): 3 clusters Score: Raw -363362.400653 + Penalty 1566.223679 = -361796.176973 nChanged 1625 SP:Iteration 1F (7971.120291 sec): 3 clusters Score: Raw -364264.596511 + Penalty 1566.223679 = -362698.372832 nChanged 302 SP:Iteration 2F (7971.174719 sec): 3 clusters Score: Raw -364447.010949 + Penalty 1566.223679 = -362880.787269 nChanged 228 SP:Iteration 3F (7971.212188 sec): 3 clusters Score: Raw -364598.294955 + Penalty 1566.223679 = -363032.071276 nChanged 210 SP:Iteration 4F (7971.260226 sec): 3 clusters Score: Raw -364725.440085 + Penalty 1566.223679 = -363159.216406 nChanged 193 SP:Iteration 5F (7971.307770 sec): 3 clusters Score: Raw -364858.965366 + Penalty 1566.223679 = -363292.741687 nChanged 169 SP:Iteration 6Q (7971.354044 sec): 3 clusters Score: Raw -364962.122427 + Penalty 1566.223679 = -363395.898748 nChanged 166 SP:Iteration 7Q (7971.391038 sec): 3 clusters Score: Raw -365068.153820 + Penalty 1566.223679 = -363501.930140 nChanged 131 SP:Iteration 8Q (7971.436352 sec): 3 clusters Score: Raw -365155.666783 + Penalty 1566.223679 = -363589.443104 nChanged 123 SP:Iteration 9Q (7971.481387 sec): 3 clusters Score: Raw -365216.850846 + Penalty 1566.223679 = -363650.627166 nChanged 85 SP:Iteration 10Q (7971.519375 sec): 3 clusters Score: Raw -365249.043248 + Penalty 1566.223679 = -363682.819568 nChanged 64 SP:Iteration 11Q (7971.565043 sec): 3 clusters Score: Raw -365280.346157 + Penalty 1566.223679 = -363714.122478 nChanged 58 SP:Iteration 12Q (7971.611974 sec): 3 clusters Score: Raw -365304.863909 + Penalty 1566.223679 = -363738.640230 nChanged 43 SP:Iteration 13Q (7971.664819 sec): 3 clusters Score: Raw -365321.000445 + Penalty 1566.223679 = -363754.776766 nChanged 34 SP:Iteration 14Q (7971.697854 sec): 3 clusters Score: Raw -365332.026316 + Penalty 1566.223679 = -363765.802637 nChanged 29 SP:Iteration 15Q (7971.743376 sec): 3 clusters Score: Raw -365340.911891 + Penalty 1566.223679 = -363774.688212 nChanged 24 SP:Iteration 16Q (7971.786978 sec): 3 clusters Score: Raw -365346.917391 + Penalty 1566.223679 = -363780.693712 nChanged 21 SP:Iteration 17Q (7971.831804 sec): 3 clusters Score: Raw -365352.327704 + Penalty 1566.223679 = -363786.104024 nChanged 16 SP:Iteration 18Q (7971.875742 sec): 3 clusters Score: Raw -365355.437363 + Penalty 1566.223679 = -363789.213684 nChanged 14 SP:Iteration 19Q (7971.925634 sec): 3 clusters Score: Raw -365358.335845 + Penalty 1566.223679 = -363792.112165 nChanged 10 SP:Iteration 20F (7971.972606 sec): 3 clusters Score: Raw -365359.993236 + Penalty 1566.223679 = -363793.769557 nChanged 8 SP:Iteration 21Q (7972.017361 sec): 3 clusters Score: Raw -365361.061490 + Penalty 1566.223679 = -363794.837811 nChanged 7 SP:Iteration 22Q (7972.063470 sec): 3 clusters Score: Raw -365362.036470 + Penalty 1566.223679 = -363795.812791 nChanged 4 SP:Iteration 23Q (7972.100201 sec): 3 clusters Score: Raw -365362.415040 + Penalty 1566.223679 = -363796.191360 nChanged 6 SP:Iteration 24Q (7972.154926 sec): 3 clusters Score: Raw -365363.390862 + Penalty 1566.223679 = -363797.167183 nChanged 3 SP:Iteration 25Q (7972.191568 sec): 3 clusters Score: Raw -365363.737824 + Penalty 1566.223679 = -363797.514145 nChanged 2 SP:Iteration 26Q (7972.236679 sec): 3 clusters Score: Raw -365363.962191 + Penalty 1566.223679 = -363797.738512 nChanged 1 SP:Iteration 27Q (7972.283025 sec): 3 clusters Score: Raw -365364.112424 + Penalty 1566.223679 = -363797.888745 nChanged 1 SP:Iteration 28Q (7972.328683 sec): 3 clusters Score: Raw -365364.198725 + Penalty 1566.223679 = -363797.975045 nChanged 0 SP:Iteration 29F (7972.373866 sec): 3 clusters Score: Raw -365364.198725 + Penalty 1566.223679 = -363797.975045 nChanged 0 Trying to split cluster 38 (21197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7972.425067 sec): 2 clusters Score: Raw -2051850.764062 + Penalty 946.353419 = -2050904.410642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7972.502447 sec): 3 clusters Score: Raw -2038676.495582 + Penalty 1892.706839 = -2036783.788744 nChanged 9894 SP:Iteration 1F (7972.566114 sec): 3 clusters Score: Raw -2044640.279145 + Penalty 1892.706839 = -2042747.572306 nChanged 1323 SP:Iteration 2F (7972.645868 sec): 3 clusters Score: Raw -2045457.506316 + Penalty 1892.706839 = -2043564.799477 nChanged 1570 SP:Iteration 3F (7972.708077 sec): 3 clusters Score: Raw -2046608.060027 + Penalty 1892.706839 = -2044715.353188 nChanged 1683 SP:Iteration 4F (7972.787549 sec): 3 clusters Score: Raw -2047995.089973 + Penalty 1892.706839 = -2046102.383134 nChanged 1552 SP:Iteration 5F (7972.845994 sec): 3 clusters Score: Raw -2049243.351242 + Penalty 1892.706839 = -2047350.644403 nChanged 1187 SP:Iteration 6F (7972.924127 sec): 3 clusters Score: Raw -2050102.163718 + Penalty 1892.706839 = -2048209.456879 nChanged 888 SP:Iteration 7Q (7972.992015 sec): 3 clusters Score: Raw -2050723.076558 + Penalty 1892.706839 = -2048830.369719 nChanged 610 SP:Iteration 8Q (7973.064782 sec): 3 clusters Score: Raw -2051148.101409 + Penalty 1892.706839 = -2049255.394570 nChanged 451 SP:Iteration 9Q (7973.139996 sec): 3 clusters Score: Raw -2051556.749332 + Penalty 1892.706839 = -2049664.042493 nChanged 408 SP:Iteration 10Q (7973.218808 sec): 3 clusters Score: Raw -2051903.717541 + Penalty 1892.706839 = -2050011.010702 nChanged 347 SP:Iteration 11Q (7973.294135 sec): 3 clusters Score: Raw -2052127.172837 + Penalty 1892.706839 = -2050234.465998 nChanged 279 SP:Iteration 12Q (7973.363942 sec): 3 clusters Score: Raw -2052275.029553 + Penalty 1892.706839 = -2050382.322714 nChanged 200 SP:Iteration 13Q (7973.436560 sec): 3 clusters Score: Raw -2052361.277684 + Penalty 1892.706839 = -2050468.570845 nChanged 149 SP:Iteration 14Q (7973.510928 sec): 3 clusters Score: Raw -2052407.609587 + Penalty 1892.706839 = -2050514.902748 nChanged 102 SP:Iteration 15Q (7973.580715 sec): 3 clusters Score: Raw -2052432.479226 + Penalty 1892.706839 = -2050539.772387 nChanged 74 SP:Iteration 16Q (7973.647126 sec): 3 clusters Score: Raw -2052447.941489 + Penalty 1892.706839 = -2050555.234651 nChanged 70 SP:Iteration 17Q (7973.720889 sec): 3 clusters Score: Raw -2052464.363018 + Penalty 1892.706839 = -2050571.656180 nChanged 59 SP:Iteration 18Q (7973.794252 sec): 3 clusters Score: Raw -2052478.338204 + Penalty 1892.706839 = -2050585.631366 nChanged 57 SP:Iteration 19Q (7973.857024 sec): 3 clusters Score: Raw -2052489.801340 + Penalty 1892.706839 = -2050597.094501 nChanged 50 SP:Iteration 20F (7973.924652 sec): 3 clusters Score: Raw -2052499.911568 + Penalty 1892.706839 = -2050607.204729 nChanged 52 SP:Iteration 21Q (7973.996659 sec): 3 clusters Score: Raw -2052508.363588 + Penalty 1892.706839 = -2050615.656750 nChanged 40 SP:Iteration 22Q (7974.071043 sec): 3 clusters Score: Raw -2052515.099604 + Penalty 1892.706839 = -2050622.392765 nChanged 27 SP:Iteration 23Q (7974.153363 sec): 3 clusters Score: Raw -2052518.381356 + Penalty 1892.706839 = -2050625.674517 nChanged 29 SP:Iteration 24Q (7974.223316 sec): 3 clusters Score: Raw -2052521.532733 + Penalty 1892.706839 = -2050628.825894 nChanged 21 SP:Iteration 25Q (7974.294086 sec): 3 clusters Score: Raw -2052523.292067 + Penalty 1892.706839 = -2050630.585228 nChanged 14 SP:Iteration 26Q (7974.365806 sec): 3 clusters Score: Raw -2052524.629293 + Penalty 1892.706839 = -2050631.922454 nChanged 19 SP:Iteration 27Q (7974.436842 sec): 3 clusters Score: Raw -2052527.170471 + Penalty 1892.706839 = -2050634.463632 nChanged 20 SP:Iteration 28Q (7974.513107 sec): 3 clusters Score: Raw -2052529.067523 + Penalty 1892.706839 = -2050636.360684 nChanged 18 SP:Iteration 29Q (7974.585344 sec): 3 clusters Score: Raw -2052530.501030 + Penalty 1892.706839 = -2050637.794191 nChanged 11 SP:Iteration 30Q (7974.660375 sec): 3 clusters Score: Raw -2052531.276243 + Penalty 1892.706839 = -2050638.569404 nChanged 10 SP:Iteration 31Q (7974.732122 sec): 3 clusters Score: Raw -2052531.983465 + Penalty 1892.706839 = -2050639.276627 nChanged 8 SP:Iteration 32Q (7974.806664 sec): 3 clusters Score: Raw -2052532.473685 + Penalty 1892.706839 = -2050639.766847 nChanged 7 SP:Iteration 33Q (7974.868225 sec): 3 clusters Score: Raw -2052533.022197 + Penalty 1892.706839 = -2050640.315358 nChanged 9 SP:Iteration 34Q (7974.947009 sec): 3 clusters Score: Raw -2052533.684743 + Penalty 1892.706839 = -2050640.977904 nChanged 7 SP:Iteration 35Q (7975.015554 sec): 3 clusters Score: Raw -2052534.078007 + Penalty 1892.706839 = -2050641.371168 nChanged 8 SP:Iteration 36Q (7975.081644 sec): 3 clusters Score: Raw -2052534.585226 + Penalty 1892.706839 = -2050641.878387 nChanged 6 SP:Iteration 37Q (7975.144662 sec): 3 clusters Score: Raw -2052534.988069 + Penalty 1892.706839 = -2050642.281230 nChanged 5 SP:Iteration 38Q (7975.215114 sec): 3 clusters Score: Raw -2052535.286428 + Penalty 1892.706839 = -2050642.579589 nChanged 6 SP:Iteration 39Q (7975.281549 sec): 3 clusters Score: Raw -2052535.752836 + Penalty 1892.706839 = -2050643.045997 nChanged 9 SP:Iteration 40F (7975.358358 sec): 3 clusters Score: Raw -2052536.625836 + Penalty 1892.706839 = -2050643.918997 nChanged 6 SP:Iteration 41Q (7975.430803 sec): 3 clusters Score: Raw -2052537.150064 + Penalty 1892.706839 = -2050644.443226 nChanged 6 SP:Iteration 42Q (7975.483477 sec): 3 clusters Score: Raw -2052537.493854 + Penalty 1892.706839 = -2050644.787015 nChanged 3 SP:Iteration 43Q (7975.551844 sec): 3 clusters Score: Raw -2052537.665969 + Penalty 1892.706839 = -2050644.959130 nChanged 2 SP:Iteration 44Q (7975.616361 sec): 3 clusters Score: Raw -2052537.748115 + Penalty 1892.706839 = -2050645.041276 nChanged 1 SP:Iteration 45Q (7975.680990 sec): 3 clusters Score: Raw -2052537.784858 + Penalty 1892.706839 = -2050645.078019 nChanged 2 SP:Iteration 46Q (7975.746021 sec): 3 clusters Score: Raw -2052538.100937 + Penalty 1892.706839 = -2050645.394098 nChanged 2 SP:Iteration 47Q (7975.817977 sec): 3 clusters Score: Raw -2052538.215930 + Penalty 1892.706839 = -2050645.509092 nChanged 2 SP:Iteration 48Q (7975.883687 sec): 3 clusters Score: Raw -2052538.270588 + Penalty 1892.706839 = -2050645.563749 nChanged 0 SP:Iteration 49F (7975.949993 sec): 3 clusters Score: Raw -2052538.270588 + Penalty 1892.706839 = -2050645.563749 nChanged 0 Iteration 539Q (7981.728349 sec): 39 clusters Score: Raw -58497929.568413 + Penalty 48163.559074 = -58449766.009339 nChanged 56 Iteration 540F (7992.969766 sec): 39 clusters Score: Raw -58497931.673849 + Penalty 48163.559074 = -58449768.114775 nChanged 47 Iteration 541Q (7998.805861 sec): 39 clusters Score: Raw -58497933.252576 + Penalty 48163.559074 = -58449769.693502 nChanged 52 Iteration 542Q (8004.376352 sec): 39 clusters Score: Raw -58497934.763042 + Penalty 48163.559074 = -58449771.203967 nChanged 46 Iteration 543Q (8009.854410 sec): 39 clusters Score: Raw -58497935.938123 + Penalty 48163.559074 = -58449772.379049 nChanged 44 Iteration 544Q (8015.547984 sec): 39 clusters Score: Raw -58497937.253132 + Penalty 48163.559074 = -58449773.694057 nChanged 48 Iteration 545Q (8020.844276 sec): 39 clusters Score: Raw -58497938.990008 + Penalty 48163.559074 = -58449775.430933 nChanged 64 Iteration 546Q (8026.363503 sec): 39 clusters Score: Raw -58497941.149804 + Penalty 48163.559074 = -58449777.590730 nChanged 71 Iteration 547Q (8031.915291 sec): 39 clusters Score: Raw -58497943.510719 + Penalty 48163.559074 = -58449779.951645 nChanged 61 Iteration 548Q (8037.570229 sec): 39 clusters Score: Raw -58497944.973936 + Penalty 48163.559074 = -58449781.414861 nChanged 54 Iteration 549Q (8043.103927 sec): 39 clusters Score: Raw -58497946.336515 + Penalty 48163.559074 = -58449782.777440 nChanged 60 Iteration 550Q (8048.770774 sec): 39 clusters Score: Raw -58497947.609931 + Penalty 48163.559074 = -58449784.050856 nChanged 54 Iteration 551Q (8054.539664 sec): 39 clusters Score: Raw -58497948.748551 + Penalty 48163.559074 = -58449785.189477 nChanged 57 Iteration 552Q (8060.226471 sec): 39 clusters Score: Raw -58497949.987677 + Penalty 48163.559074 = -58449786.428602 nChanged 56 Iteration 553Q (8066.112430 sec): 39 clusters Score: Raw -58497951.247393 + Penalty 48163.559074 = -58449787.688318 nChanged 56 Iteration 554Q (8072.209998 sec): 39 clusters Score: Raw -58497952.496257 + Penalty 48163.559074 = -58449788.937182 nChanged 57 Iteration 555Q (8078.201511 sec): 39 clusters Score: Raw -58497953.479755 + Penalty 48163.559074 = -58449789.920681 nChanged 40 Iteration 556Q (8084.290119 sec): 39 clusters Score: Raw -58497954.136048 + Penalty 48163.559074 = -58449790.576974 nChanged 33 Iteration 557Q (8090.281857 sec): 39 clusters Score: Raw -58497954.577539 + Penalty 48163.559074 = -58449791.018465 nChanged 33 Iteration 558Q (8096.267124 sec): 39 clusters Score: Raw -58497955.279481 + Penalty 48163.559074 = -58449791.720407 nChanged 27 Iteration 559Q (8102.020945 sec): 39 clusters Score: Raw -58497955.887662 + Penalty 48163.559074 = -58449792.328587 nChanged 30 Iteration 560F (8113.198751 sec): 39 clusters Score: Raw -58497956.551591 + Penalty 48163.559074 = -58449792.992517 nChanged 29 Iteration 561Q (8119.079836 sec): 39 clusters Score: Raw -58497957.208119 + Penalty 48163.559074 = -58449793.649045 nChanged 32 Iteration 562Q (8123.901469 sec): 39 clusters Score: Raw -58497958.018949 + Penalty 48163.559074 = -58449794.459875 nChanged 33 Iteration 563Q (8129.449734 sec): 39 clusters Score: Raw -58497959.071623 + Penalty 48163.559074 = -58449795.512549 nChanged 40 Iteration 564Q (8134.828231 sec): 39 clusters Score: Raw -58497960.033898 + Penalty 48163.559074 = -58449796.474823 nChanged 42 Iteration 565Q (8140.170922 sec): 39 clusters Score: Raw -58497961.339528 + Penalty 48163.559074 = -58449797.780453 nChanged 41 Iteration 566Q (8145.534462 sec): 39 clusters Score: Raw -58497962.171066 + Penalty 48163.559074 = -58449798.611992 nChanged 50 Iteration 567Q (8150.913424 sec): 39 clusters Score: Raw -58497963.154119 + Penalty 48163.559074 = -58449799.595045 nChanged 41 Iteration 568Q (8156.226076 sec): 39 clusters Score: Raw -58497963.927997 + Penalty 48163.559074 = -58449800.368922 nChanged 51 Iteration 569Q (8161.647614 sec): 39 clusters Score: Raw -58497965.149946 + Penalty 48163.559074 = -58449801.590871 nChanged 50 Iteration 570Q (8167.033785 sec): 39 clusters Score: Raw -58497966.222131 + Penalty 48163.559074 = -58449802.663057 nChanged 47 Iteration 571Q (8172.397711 sec): 39 clusters Score: Raw -58497967.304815 + Penalty 48163.559074 = -58449803.745740 nChanged 56 Iteration 572Q (8177.771516 sec): 39 clusters Score: Raw -58497968.531026 + Penalty 48163.559074 = -58449804.971952 nChanged 58 Iteration 573Q (8183.122843 sec): 39 clusters Score: Raw -58497969.945069 + Penalty 48163.559074 = -58449806.385994 nChanged 57 Iteration 574Q (8188.528486 sec): 39 clusters Score: Raw -58497971.243331 + Penalty 48163.559074 = -58449807.684256 nChanged 45 Iteration 575Q (8194.385807 sec): 39 clusters Score: Raw -58497972.282777 + Penalty 48163.559074 = -58449808.723702 nChanged 57 Iteration 576Q (8200.577193 sec): 39 clusters Score: Raw -58497973.465422 + Penalty 48163.559074 = -58449809.906348 nChanged 40 Iteration 577Q (8206.824242 sec): 39 clusters Score: Raw -58497974.271519 + Penalty 48163.559074 = -58449810.712444 nChanged 38 Iteration 578Q (8213.000157 sec): 39 clusters Score: Raw -58497975.380964 + Penalty 48163.559074 = -58449811.821890 nChanged 35 Writing temp clu file Because OldScore, -58449810.712444, is greater than current (better) Score,-58449811.821890 Compute initial score before splitting: Score: Raw -58497975.380964 + Penalty 48163.559074 = -58449811.821890 Trying to split cluster 1 (4422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8213.208206 sec): 2 clusters Score: Raw -416992.443426 + Penalty 797.462999 = -416194.980427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8213.260511 sec): 3 clusters Score: Raw -414551.652287 + Penalty 1594.925999 = -412956.726289 nChanged 1854 SP:Iteration 1F (8213.317336 sec): 3 clusters Score: Raw -415564.260943 + Penalty 1594.925999 = -413969.334944 nChanged 322 SP:Iteration 2F (8213.354595 sec): 3 clusters Score: Raw -415737.261603 + Penalty 1594.925999 = -414142.335604 nChanged 269 SP:Iteration 3F (8213.398047 sec): 3 clusters Score: Raw -415904.208845 + Penalty 1594.925999 = -414309.282847 nChanged 262 SP:Iteration 4F (8213.449754 sec): 3 clusters Score: Raw -416088.701657 + Penalty 1594.925999 = -414493.775658 nChanged 269 SP:Iteration 5F (8213.492880 sec): 3 clusters Score: Raw -416275.593462 + Penalty 1594.925999 = -414680.667464 nChanged 226 SP:Iteration 6F (8213.545929 sec): 3 clusters Score: Raw -416436.117646 + Penalty 1594.925999 = -414841.191647 nChanged 199 SP:Iteration 7Q (8213.586906 sec): 3 clusters Score: Raw -416554.223838 + Penalty 1594.925999 = -414959.297840 nChanged 169 SP:Iteration 8Q (8213.629838 sec): 3 clusters Score: Raw -416639.765769 + Penalty 1594.925999 = -415044.839770 nChanged 133 SP:Iteration 9Q (8213.668637 sec): 3 clusters Score: Raw -416710.680153 + Penalty 1594.925999 = -415115.754155 nChanged 116 SP:Iteration 10Q (8213.705392 sec): 3 clusters Score: Raw -416779.530118 + Penalty 1594.925999 = -415184.604120 nChanged 101 SP:Iteration 11Q (8213.747055 sec): 3 clusters Score: Raw -416844.503803 + Penalty 1594.925999 = -415249.577804 nChanged 86 SP:Iteration 12Q (8213.792914 sec): 3 clusters Score: Raw -416889.611082 + Penalty 1594.925999 = -415294.685083 nChanged 64 SP:Iteration 13Q (8213.834516 sec): 3 clusters Score: Raw -416915.611715 + Penalty 1594.925999 = -415320.685717 nChanged 50 SP:Iteration 14Q (8213.886276 sec): 3 clusters Score: Raw -416934.047811 + Penalty 1594.925999 = -415339.121813 nChanged 39 SP:Iteration 15Q (8213.932599 sec): 3 clusters Score: Raw -416947.795699 + Penalty 1594.925999 = -415352.869700 nChanged 31 SP:Iteration 16Q (8213.978414 sec): 3 clusters Score: Raw -416960.209579 + Penalty 1594.925999 = -415365.283580 nChanged 17 SP:Iteration 17Q (8214.028935 sec): 3 clusters Score: Raw -416964.961448 + Penalty 1594.925999 = -415370.035449 nChanged 23 SP:Iteration 18Q (8214.078677 sec): 3 clusters Score: Raw -416971.613842 + Penalty 1594.925999 = -415376.687844 nChanged 24 SP:Iteration 19Q (8214.126513 sec): 3 clusters Score: Raw -416979.328905 + Penalty 1594.925999 = -415384.402906 nChanged 19 SP:Iteration 20F (8214.179339 sec): 3 clusters Score: Raw -416984.169941 + Penalty 1594.925999 = -415389.243942 nChanged 15 SP:Iteration 21Q (8214.221176 sec): 3 clusters Score: Raw -416988.674474 + Penalty 1594.925999 = -415393.748475 nChanged 14 SP:Iteration 22Q (8214.274380 sec): 3 clusters Score: Raw -416993.855927 + Penalty 1594.925999 = -415398.929928 nChanged 18 SP:Iteration 23Q (8214.318407 sec): 3 clusters Score: Raw -416998.830889 + Penalty 1594.925999 = -415403.904891 nChanged 15 SP:Iteration 24Q (8214.355835 sec): 3 clusters Score: Raw -417004.532277 + Penalty 1594.925999 = -415409.606279 nChanged 20 SP:Iteration 25Q (8214.393005 sec): 3 clusters Score: Raw -417014.201306 + Penalty 1594.925999 = -415419.275308 nChanged 28 SP:Iteration 26Q (8214.428937 sec): 3 clusters Score: Raw -417024.023896 + Penalty 1594.925999 = -415429.097897 nChanged 21 SP:Iteration 27Q (8214.479296 sec): 3 clusters Score: Raw -417032.680659 + Penalty 1594.925999 = -415437.754661 nChanged 25 SP:Iteration 28Q (8214.525746 sec): 3 clusters Score: Raw -417040.952461 + Penalty 1594.925999 = -415446.026463 nChanged 26 SP:Iteration 29Q (8214.578621 sec): 3 clusters Score: Raw -417050.509502 + Penalty 1594.925999 = -415455.583504 nChanged 20 SP:Iteration 30Q (8214.622692 sec): 3 clusters Score: Raw -417058.860138 + Penalty 1594.925999 = -415463.934139 nChanged 20 SP:Iteration 31Q (8214.675312 sec): 3 clusters Score: Raw -417066.884721 + Penalty 1594.925999 = -415471.958723 nChanged 17 SP:Iteration 32Q (8214.728307 sec): 3 clusters Score: Raw -417070.744327 + Penalty 1594.925999 = -415475.818329 nChanged 9 SP:Iteration 33Q (8214.767536 sec): 3 clusters Score: Raw -417073.890405 + Penalty 1594.925999 = -415478.964406 nChanged 8 SP:Iteration 34Q (8214.809354 sec): 3 clusters Score: Raw -417076.424409 + Penalty 1594.925999 = -415481.498410 nChanged 11 SP:Iteration 35Q (8214.850698 sec): 3 clusters Score: Raw -417079.616666 + Penalty 1594.925999 = -415484.690668 nChanged 9 SP:Iteration 36Q (8214.898468 sec): 3 clusters Score: Raw -417081.600792 + Penalty 1594.925999 = -415486.674793 nChanged 8 SP:Iteration 37Q (8214.948316 sec): 3 clusters Score: Raw -417083.583322 + Penalty 1594.925999 = -415488.657323 nChanged 9 SP:Iteration 38Q (8215.001115 sec): 3 clusters Score: Raw -417085.213926 + Penalty 1594.925999 = -415490.287927 nChanged 4 SP:Iteration 39Q (8215.054285 sec): 3 clusters Score: Raw -417086.173291 + Penalty 1594.925999 = -415491.247293 nChanged 3 SP:Iteration 40F (8215.108204 sec): 3 clusters Score: Raw -417087.362145 + Penalty 1594.925999 = -415492.436147 nChanged 6 SP:Iteration 41Q (8215.161480 sec): 3 clusters Score: Raw -417089.170844 + Penalty 1594.925999 = -415494.244846 nChanged 3 SP:Iteration 42Q (8215.215057 sec): 3 clusters Score: Raw -417089.611087 + Penalty 1594.925999 = -415494.685089 nChanged 4 SP:Iteration 43Q (8215.267909 sec): 3 clusters Score: Raw -417090.441035 + Penalty 1594.925999 = -415495.515036 nChanged 4 SP:Iteration 44Q (8215.311794 sec): 3 clusters Score: Raw -417091.130920 + Penalty 1594.925999 = -415496.204922 nChanged 4 SP:Iteration 45Q (8215.356802 sec): 3 clusters Score: Raw -417091.805066 + Penalty 1594.925999 = -415496.879068 nChanged 2 SP:Iteration 46Q (8215.406086 sec): 3 clusters Score: Raw -417091.944448 + Penalty 1594.925999 = -415497.018450 nChanged 0 SP:Iteration 47F (8215.458574 sec): 3 clusters Score: Raw -417091.944448 + Penalty 1594.925999 = -415497.018450 nChanged 0 Trying to split cluster 2 (58203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8215.546456 sec): 2 clusters Score: Raw -5701748.394085 + Penalty 1042.310757 = -5700706.083328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8215.657750 sec): 3 clusters Score: Raw -5663671.867884 + Penalty 2084.621514 = -5661587.246370 nChanged 27974 SP:Iteration 1F (8215.767131 sec): 3 clusters Score: Raw -5681222.077669 + Penalty 2084.621514 = -5679137.456155 nChanged 3226 SP:Iteration 2F (8215.880571 sec): 3 clusters Score: Raw -5682878.086678 + Penalty 2084.621514 = -5680793.465164 nChanged 3870 SP:Iteration 3F (8215.994504 sec): 3 clusters Score: Raw -5685253.947710 + Penalty 2084.621514 = -5683169.326196 nChanged 4283 SP:Iteration 4F (8216.099100 sec): 3 clusters Score: Raw -5688349.097711 + Penalty 2084.621514 = -5686264.476197 nChanged 4292 SP:Iteration 5F (8216.216619 sec): 3 clusters Score: Raw -5691835.793893 + Penalty 2084.621514 = -5689751.172379 nChanged 3694 SP:Iteration 6F (8216.331296 sec): 3 clusters Score: Raw -5694978.054462 + Penalty 2084.621514 = -5692893.432948 nChanged 2906 SP:Iteration 7Q (8216.434140 sec): 3 clusters Score: Raw -5697399.982806 + Penalty 2084.621514 = -5695315.361292 nChanged 2076 SP:Iteration 8Q (8216.545291 sec): 3 clusters Score: Raw -5698994.894945 + Penalty 2084.621514 = -5696910.273431 nChanged 1507 SP:Iteration 9Q (8216.658878 sec): 3 clusters Score: Raw -5700070.047877 + Penalty 2084.621514 = -5697985.426363 nChanged 1123 SP:Iteration 10Q (8216.770197 sec): 3 clusters Score: Raw -5700858.175739 + Penalty 2084.621514 = -5698773.554225 nChanged 771 SP:Iteration 11Q (8216.881345 sec): 3 clusters Score: Raw -5701363.220456 + Penalty 2084.621514 = -5699278.598942 nChanged 507 SP:Iteration 12Q (8216.992344 sec): 3 clusters Score: Raw -5701695.763274 + Penalty 2084.621514 = -5699611.141760 nChanged 347 SP:Iteration 13Q (8217.101322 sec): 3 clusters Score: Raw -5701917.995645 + Penalty 2084.621514 = -5699833.374131 nChanged 229 SP:Iteration 14Q (8217.208437 sec): 3 clusters Score: Raw -5702052.610550 + Penalty 2084.621514 = -5699967.989036 nChanged 182 SP:Iteration 15Q (8217.315809 sec): 3 clusters Score: Raw -5702162.780726 + Penalty 2084.621514 = -5700078.159212 nChanged 133 SP:Iteration 16Q (8217.421800 sec): 3 clusters Score: Raw -5702242.128296 + Penalty 2084.621514 = -5700157.506782 nChanged 112 SP:Iteration 17Q (8217.513125 sec): 3 clusters Score: Raw -5702300.709543 + Penalty 2084.621514 = -5700216.088029 nChanged 83 SP:Iteration 18Q (8217.619483 sec): 3 clusters Score: Raw -5702352.509457 + Penalty 2084.621514 = -5700267.887943 nChanged 65 SP:Iteration 19Q (8217.723991 sec): 3 clusters Score: Raw -5702396.208449 + Penalty 2084.621514 = -5700311.586935 nChanged 69 SP:Iteration 20F (8217.840809 sec): 3 clusters Score: Raw -5702440.263510 + Penalty 2084.621514 = -5700355.641996 nChanged 58 SP:Iteration 21Q (8217.941362 sec): 3 clusters Score: Raw -5702470.630284 + Penalty 2084.621514 = -5700386.008770 nChanged 54 SP:Iteration 22Q (8218.046350 sec): 3 clusters Score: Raw -5702494.541388 + Penalty 2084.621514 = -5700409.919874 nChanged 53 SP:Iteration 23Q (8218.137902 sec): 3 clusters Score: Raw -5702513.673750 + Penalty 2084.621514 = -5700429.052236 nChanged 38 SP:Iteration 24Q (8218.240086 sec): 3 clusters Score: Raw -5702530.176433 + Penalty 2084.621514 = -5700445.554919 nChanged 27 SP:Iteration 25Q (8218.335518 sec): 3 clusters Score: Raw -5702539.223137 + Penalty 2084.621514 = -5700454.601623 nChanged 24 SP:Iteration 26Q (8218.441746 sec): 3 clusters Score: Raw -5702548.319453 + Penalty 2084.621514 = -5700463.697939 nChanged 30 SP:Iteration 27Q (8218.555538 sec): 3 clusters Score: Raw -5702558.580761 + Penalty 2084.621514 = -5700473.959247 nChanged 30 SP:Iteration 28Q (8218.667433 sec): 3 clusters Score: Raw -5702568.526414 + Penalty 2084.621514 = -5700483.904900 nChanged 36 SP:Iteration 29Q (8218.779220 sec): 3 clusters Score: Raw -5702581.760706 + Penalty 2084.621514 = -5700497.139192 nChanged 33 SP:Iteration 30Q (8218.884161 sec): 3 clusters Score: Raw -5702596.056238 + Penalty 2084.621514 = -5700511.434724 nChanged 41 SP:Iteration 31Q (8218.986392 sec): 3 clusters Score: Raw -5702609.224550 + Penalty 2084.621514 = -5700524.603036 nChanged 29 SP:Iteration 32Q (8219.092139 sec): 3 clusters Score: Raw -5702616.745814 + Penalty 2084.621514 = -5700532.124300 nChanged 19 SP:Iteration 33Q (8219.195361 sec): 3 clusters Score: Raw -5702620.616892 + Penalty 2084.621514 = -5700535.995378 nChanged 14 SP:Iteration 34Q (8219.298210 sec): 3 clusters Score: Raw -5702624.106774 + Penalty 2084.621514 = -5700539.485260 nChanged 11 SP:Iteration 35Q (8219.399081 sec): 3 clusters Score: Raw -5702626.849909 + Penalty 2084.621514 = -5700542.228395 nChanged 10 SP:Iteration 36Q (8219.502313 sec): 3 clusters Score: Raw -5702628.708220 + Penalty 2084.621514 = -5700544.086706 nChanged 11 SP:Iteration 37Q (8219.614072 sec): 3 clusters Score: Raw -5702630.593291 + Penalty 2084.621514 = -5700545.971777 nChanged 5 SP:Iteration 38Q (8219.725918 sec): 3 clusters Score: Raw -5702631.397339 + Penalty 2084.621514 = -5700546.775825 nChanged 4 SP:Iteration 39Q (8219.837856 sec): 3 clusters Score: Raw -5702631.781850 + Penalty 2084.621514 = -5700547.160336 nChanged 3 SP:Iteration 40F (8219.959065 sec): 3 clusters Score: Raw -5702632.071526 + Penalty 2084.621514 = -5700547.450012 nChanged 1 SP:Iteration 41Q (8220.068633 sec): 3 clusters Score: Raw -5702632.233828 + Penalty 2084.621514 = -5700547.612314 nChanged 1 SP:Iteration 42Q (8220.170327 sec): 3 clusters Score: Raw -5702632.311201 + Penalty 2084.621514 = -5700547.689687 nChanged 0 SP:Iteration 43F (8220.291693 sec): 3 clusters Score: Raw -5702632.311201 + Penalty 2084.621514 = -5700547.689687 nChanged 0 Trying to split cluster 3 (5969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8220.317552 sec): 2 clusters Score: Raw -545557.512123 + Penalty 825.961795 = -544731.550328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8220.371041 sec): 3 clusters Score: Raw -542164.349586 + Penalty 1651.923591 = -540512.425995 nChanged 2610 SP:Iteration 1F (8220.426975 sec): 3 clusters Score: Raw -543781.665032 + Penalty 1651.923591 = -542129.741442 nChanged 404 SP:Iteration 2F (8220.482862 sec): 3 clusters Score: Raw -543994.005588 + Penalty 1651.923591 = -542342.081997 nChanged 337 SP:Iteration 3F (8220.525978 sec): 3 clusters Score: Raw -544175.572455 + Penalty 1651.923591 = -542523.648864 nChanged 291 SP:Iteration 4Q (8220.578723 sec): 3 clusters Score: Raw -544322.718136 + Penalty 1651.923591 = -542670.794546 nChanged 273 SP:Iteration 5Q (8220.642843 sec): 3 clusters Score: Raw -544469.931722 + Penalty 1651.923591 = -542818.008131 nChanged 236 SP:Iteration 6Q (8220.686389 sec): 3 clusters Score: Raw -544584.437471 + Penalty 1651.923591 = -542932.513880 nChanged 205 SP:Iteration 7Q (8220.742657 sec): 3 clusters Score: Raw -544686.926322 + Penalty 1651.923591 = -543035.002731 nChanged 213 SP:Iteration 8Q (8220.798344 sec): 3 clusters Score: Raw -544792.000564 + Penalty 1651.923591 = -543140.076973 nChanged 169 SP:Iteration 9Q (8220.863603 sec): 3 clusters Score: Raw -544876.662961 + Penalty 1651.923591 = -543224.739370 nChanged 165 SP:Iteration 10Q (8220.906475 sec): 3 clusters Score: Raw -544954.194698 + Penalty 1651.923591 = -543302.271108 nChanged 145 SP:Iteration 11Q (8220.962345 sec): 3 clusters Score: Raw -545020.803017 + Penalty 1651.923591 = -543368.879427 nChanged 142 SP:Iteration 12Q (8221.015647 sec): 3 clusters Score: Raw -545084.053862 + Penalty 1651.923591 = -543432.130271 nChanged 128 SP:Iteration 13Q (8221.071324 sec): 3 clusters Score: Raw -545149.308889 + Penalty 1651.923591 = -543497.385299 nChanged 123 SP:Iteration 14Q (8221.126524 sec): 3 clusters Score: Raw -545213.294056 + Penalty 1651.923591 = -543561.370465 nChanged 115 SP:Iteration 15Q (8221.181869 sec): 3 clusters Score: Raw -545270.211300 + Penalty 1651.923591 = -543618.287710 nChanged 94 SP:Iteration 16Q (8221.228734 sec): 3 clusters Score: Raw -545315.731323 + Penalty 1651.923591 = -543663.807732 nChanged 100 SP:Iteration 17Q (8221.279891 sec): 3 clusters Score: Raw -545367.005665 + Penalty 1651.923591 = -543715.082074 nChanged 85 SP:Iteration 18Q (8221.332775 sec): 3 clusters Score: Raw -545404.674385 + Penalty 1651.923591 = -543752.750794 nChanged 73 SP:Iteration 19Q (8221.395629 sec): 3 clusters Score: Raw -545434.295001 + Penalty 1651.923591 = -543782.371411 nChanged 59 SP:Iteration 20F (8221.438745 sec): 3 clusters Score: Raw -545456.189674 + Penalty 1651.923591 = -543804.266083 nChanged 51 SP:Iteration 21Q (8221.488016 sec): 3 clusters Score: Raw -545473.090556 + Penalty 1651.923591 = -543821.166966 nChanged 43 SP:Iteration 22Q (8221.526688 sec): 3 clusters Score: Raw -545489.212208 + Penalty 1651.923591 = -543837.288617 nChanged 35 SP:Iteration 23Q (8221.580123 sec): 3 clusters Score: Raw -545502.928004 + Penalty 1651.923591 = -543851.004413 nChanged 26 SP:Iteration 24Q (8221.631255 sec): 3 clusters Score: Raw -545510.921520 + Penalty 1651.923591 = -543858.997929 nChanged 25 SP:Iteration 25Q (8221.694968 sec): 3 clusters Score: Raw -545518.818997 + Penalty 1651.923591 = -543866.895406 nChanged 22 SP:Iteration 26Q (8221.737193 sec): 3 clusters Score: Raw -545524.988188 + Penalty 1651.923591 = -543873.064597 nChanged 17 SP:Iteration 27Q (8221.792041 sec): 3 clusters Score: Raw -545531.512626 + Penalty 1651.923591 = -543879.589035 nChanged 19 SP:Iteration 28Q (8221.836929 sec): 3 clusters Score: Raw -545538.998631 + Penalty 1651.923591 = -543887.075040 nChanged 22 SP:Iteration 29Q (8221.900045 sec): 3 clusters Score: Raw -545543.581733 + Penalty 1651.923591 = -543891.658142 nChanged 14 SP:Iteration 30Q (8221.945330 sec): 3 clusters Score: Raw -545547.654119 + Penalty 1651.923591 = -543895.730528 nChanged 12 SP:Iteration 31Q (8222.010298 sec): 3 clusters Score: Raw -545550.542292 + Penalty 1651.923591 = -543898.618701 nChanged 9 SP:Iteration 32Q (8222.051581 sec): 3 clusters Score: Raw -545553.813081 + Penalty 1651.923591 = -543901.889491 nChanged 16 SP:Iteration 33Q (8222.101274 sec): 3 clusters Score: Raw -545560.399389 + Penalty 1651.923591 = -543908.475799 nChanged 16 SP:Iteration 34Q (8222.147549 sec): 3 clusters Score: Raw -545566.000113 + Penalty 1651.923591 = -543914.076522 nChanged 21 SP:Iteration 35Q (8222.202059 sec): 3 clusters Score: Raw -545575.154252 + Penalty 1651.923591 = -543923.230661 nChanged 19 SP:Iteration 36Q (8222.256746 sec): 3 clusters Score: Raw -545586.282835 + Penalty 1651.923591 = -543934.359245 nChanged 23 SP:Iteration 37Q (8222.301644 sec): 3 clusters Score: Raw -545594.795530 + Penalty 1651.923591 = -543942.871940 nChanged 18 SP:Iteration 38Q (8222.355180 sec): 3 clusters Score: Raw -545602.909253 + Penalty 1651.923591 = -543950.985662 nChanged 20 SP:Iteration 39Q (8222.409575 sec): 3 clusters Score: Raw -545611.962587 + Penalty 1651.923591 = -543960.038996 nChanged 25 SP:Iteration 40F (8222.465005 sec): 3 clusters Score: Raw -545625.539079 + Penalty 1651.923591 = -543973.615489 nChanged 28 SP:Iteration 41Q (8222.519226 sec): 3 clusters Score: Raw -545641.472554 + Penalty 1651.923591 = -543989.548963 nChanged 28 SP:Iteration 42Q (8222.572968 sec): 3 clusters Score: Raw -545654.672748 + Penalty 1651.923591 = -544002.749157 nChanged 27 SP:Iteration 43Q (8222.617352 sec): 3 clusters Score: Raw -545668.488744 + Penalty 1651.923591 = -544016.565153 nChanged 23 SP:Iteration 44Q (8222.662322 sec): 3 clusters Score: Raw -545684.462237 + Penalty 1651.923591 = -544032.538646 nChanged 14 SP:Iteration 45Q (8222.703375 sec): 3 clusters Score: Raw -545691.301740 + Penalty 1651.923591 = -544039.378150 nChanged 14 SP:Iteration 46Q (8222.757304 sec): 3 clusters Score: Raw -545695.912660 + Penalty 1651.923591 = -544043.989070 nChanged 8 SP:Iteration 47Q (8222.798430 sec): 3 clusters Score: Raw -545698.853255 + Penalty 1651.923591 = -544046.929664 nChanged 6 SP:Iteration 48Q (8222.847514 sec): 3 clusters Score: Raw -545699.951702 + Penalty 1651.923591 = -544048.028111 nChanged 3 SP:Iteration 49Q (8222.891977 sec): 3 clusters Score: Raw -545700.455024 + Penalty 1651.923591 = -544048.531433 nChanged 3 SP:Iteration 50Q (8222.927191 sec): 3 clusters Score: Raw -545701.044396 + Penalty 1651.923591 = -544049.120806 nChanged 1 SP:Iteration 51Q (8222.975725 sec): 3 clusters Score: Raw -545701.216424 + Penalty 1651.923591 = -544049.292834 nChanged 3 SP:Iteration 52Q (8223.023738 sec): 3 clusters Score: Raw -545702.519922 + Penalty 1651.923591 = -544050.596332 nChanged 9 SP:Iteration 53Q (8223.078248 sec): 3 clusters Score: Raw -545705.785589 + Penalty 1651.923591 = -544053.861998 nChanged 13 SP:Iteration 54Q (8223.133036 sec): 3 clusters Score: Raw -545710.235921 + Penalty 1651.923591 = -544058.312330 nChanged 9 SP:Iteration 55Q (8223.168810 sec): 3 clusters Score: Raw -545713.802382 + Penalty 1651.923591 = -544061.878791 nChanged 4 SP:Iteration 56Q (8223.210843 sec): 3 clusters Score: Raw -545715.387265 + Penalty 1651.923591 = -544063.463674 nChanged 1 SP:Iteration 57Q (8223.257908 sec): 3 clusters Score: Raw -545716.132871 + Penalty 1651.923591 = -544064.209280 nChanged 3 SP:Iteration 58Q (8223.302334 sec): 3 clusters Score: Raw -545717.498116 + Penalty 1651.923591 = -544065.574525 nChanged 2 SP:Iteration 59Q (8223.340058 sec): 3 clusters Score: Raw -545718.172367 + Penalty 1651.923591 = -544066.248777 nChanged 2 SP:Iteration 60F (8223.387423 sec): 3 clusters Score: Raw -545720.312853 + Penalty 1651.923591 = -544068.389262 nChanged 5 SP:Iteration 61Q (8223.441718 sec): 3 clusters Score: Raw -545723.545868 + Penalty 1651.923591 = -544071.622277 nChanged 7 SP:Iteration 62Q (8223.500142 sec): 3 clusters Score: Raw -545726.088375 + Penalty 1651.923591 = -544074.164785 nChanged 3 SP:Iteration 63Q (8223.544035 sec): 3 clusters Score: Raw -545726.709752 + Penalty 1651.923591 = -544074.786161 nChanged 3 SP:Iteration 64Q (8223.598461 sec): 3 clusters Score: Raw -545728.112246 + Penalty 1651.923591 = -544076.188655 nChanged 4 SP:Iteration 65Q (8223.654430 sec): 3 clusters Score: Raw -545731.785637 + Penalty 1651.923591 = -544079.862046 nChanged 3 SP:Iteration 66Q (8223.709396 sec): 3 clusters Score: Raw -545734.646856 + Penalty 1651.923591 = -544082.723266 nChanged 3 SP:Iteration 67Q (8223.764528 sec): 3 clusters Score: Raw -545739.097788 + Penalty 1651.923591 = -544087.174197 nChanged 9 SP:Iteration 68Q (8223.825406 sec): 3 clusters Score: Raw -545743.920744 + Penalty 1651.923591 = -544091.997154 nChanged 8 SP:Iteration 69Q (8223.857917 sec): 3 clusters Score: Raw -545748.862023 + Penalty 1651.923591 = -544096.938432 nChanged 10 SP:Iteration 70Q (8223.912541 sec): 3 clusters Score: Raw -545755.335921 + Penalty 1651.923591 = -544103.412330 nChanged 7 SP:Iteration 71Q (8223.963012 sec): 3 clusters Score: Raw -545758.140142 + Penalty 1651.923591 = -544106.216551 nChanged 5 SP:Iteration 72Q (8224.008165 sec): 3 clusters Score: Raw -545760.366219 + Penalty 1651.923591 = -544108.442628 nChanged 5 SP:Iteration 73Q (8224.062488 sec): 3 clusters Score: Raw -545763.800897 + Penalty 1651.923591 = -544111.877306 nChanged 4 SP:Iteration 74Q (8224.111458 sec): 3 clusters Score: Raw -545765.932953 + Penalty 1651.923591 = -544114.009362 nChanged 6 SP:Iteration 75Q (8224.175461 sec): 3 clusters Score: Raw -545768.176193 + Penalty 1651.923591 = -544116.252602 nChanged 4 SP:Iteration 76Q (8224.211012 sec): 3 clusters Score: Raw -545769.259650 + Penalty 1651.923591 = -544117.336060 nChanged 2 SP:Iteration 77Q (8224.266460 sec): 3 clusters Score: Raw -545770.036066 + Penalty 1651.923591 = -544118.112475 nChanged 2 SP:Iteration 78Q (8224.321976 sec): 3 clusters Score: Raw -545771.141275 + Penalty 1651.923591 = -544119.217684 nChanged 1 SP:Iteration 79Q (8224.377284 sec): 3 clusters Score: Raw -545771.713444 + Penalty 1651.923591 = -544119.789853 nChanged 2 SP:Iteration 80F (8224.433145 sec): 3 clusters Score: Raw -545772.302187 + Penalty 1651.923591 = -544120.378596 nChanged 0 Trying to split cluster 4 (13521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8224.471714 sec): 2 clusters Score: Raw -1353779.756365 + Penalty 903.639935 = -1352876.116430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8224.526997 sec): 3 clusters Score: Raw -1345539.374515 + Penalty 1807.279869 = -1343732.094646 nChanged 6112 SP:Iteration 1F (8224.582409 sec): 3 clusters Score: Raw -1349060.033393 + Penalty 1807.279869 = -1347252.753524 nChanged 849 SP:Iteration 2F (8224.645162 sec): 3 clusters Score: Raw -1349515.954731 + Penalty 1807.279869 = -1347708.674862 nChanged 901 SP:Iteration 3F (8224.706713 sec): 3 clusters Score: Raw -1350034.600148 + Penalty 1807.279869 = -1348227.320279 nChanged 892 SP:Iteration 4F (8224.771791 sec): 3 clusters Score: Raw -1350607.989989 + Penalty 1807.279869 = -1348800.710120 nChanged 880 SP:Iteration 5F (8224.843576 sec): 3 clusters Score: Raw -1351217.051041 + Penalty 1807.279869 = -1349409.771172 nChanged 840 SP:Iteration 6F (8224.908938 sec): 3 clusters Score: Raw -1351810.772263 + Penalty 1807.279869 = -1350003.492394 nChanged 699 SP:Iteration 7F (8224.954750 sec): 3 clusters Score: Raw -1352283.634824 + Penalty 1807.279869 = -1350476.354955 nChanged 575 SP:Iteration 8Q (8225.020836 sec): 3 clusters Score: Raw -1352605.393966 + Penalty 1807.279869 = -1350798.114097 nChanged 454 SP:Iteration 9Q (8225.073472 sec): 3 clusters Score: Raw -1352821.347138 + Penalty 1807.279869 = -1351014.067269 nChanged 345 SP:Iteration 10Q (8225.128544 sec): 3 clusters Score: Raw -1352961.747728 + Penalty 1807.279869 = -1351154.467859 nChanged 292 SP:Iteration 11Q (8225.193482 sec): 3 clusters Score: Raw -1353066.153296 + Penalty 1807.279869 = -1351258.873426 nChanged 246 SP:Iteration 12Q (8225.254350 sec): 3 clusters Score: Raw -1353151.281789 + Penalty 1807.279869 = -1351344.001919 nChanged 206 SP:Iteration 13Q (8225.326186 sec): 3 clusters Score: Raw -1353212.205379 + Penalty 1807.279869 = -1351404.925510 nChanged 172 SP:Iteration 14Q (8225.374647 sec): 3 clusters Score: Raw -1353254.222750 + Penalty 1807.279869 = -1351446.942881 nChanged 148 SP:Iteration 15Q (8225.433449 sec): 3 clusters Score: Raw -1353295.023619 + Penalty 1807.279869 = -1351487.743750 nChanged 139 SP:Iteration 16Q (8225.498662 sec): 3 clusters Score: Raw -1353326.682525 + Penalty 1807.279869 = -1351519.402656 nChanged 130 SP:Iteration 17Q (8225.561482 sec): 3 clusters Score: Raw -1353353.915348 + Penalty 1807.279869 = -1351546.635478 nChanged 118 SP:Iteration 18Q (8225.618158 sec): 3 clusters Score: Raw -1353374.853769 + Penalty 1807.279869 = -1351567.573900 nChanged 107 SP:Iteration 19Q (8225.662277 sec): 3 clusters Score: Raw -1353396.871384 + Penalty 1807.279869 = -1351589.591515 nChanged 105 SP:Iteration 20F (8225.728846 sec): 3 clusters Score: Raw -1353415.391720 + Penalty 1807.279869 = -1351608.111850 nChanged 92 SP:Iteration 21Q (8225.794148 sec): 3 clusters Score: Raw -1353429.881211 + Penalty 1807.279869 = -1351622.601342 nChanged 92 SP:Iteration 22Q (8225.859079 sec): 3 clusters Score: Raw -1353446.932381 + Penalty 1807.279869 = -1351639.652512 nChanged 93 SP:Iteration 23Q (8225.914877 sec): 3 clusters Score: Raw -1353467.370813 + Penalty 1807.279869 = -1351660.090944 nChanged 98 SP:Iteration 24Q (8225.964902 sec): 3 clusters Score: Raw -1353487.366675 + Penalty 1807.279869 = -1351680.086806 nChanged 80 SP:Iteration 25Q (8226.029664 sec): 3 clusters Score: Raw -1353501.102100 + Penalty 1807.279869 = -1351693.822230 nChanged 80 SP:Iteration 26Q (8226.094957 sec): 3 clusters Score: Raw -1353514.939792 + Penalty 1807.279869 = -1351707.659923 nChanged 79 SP:Iteration 27Q (8226.148342 sec): 3 clusters Score: Raw -1353528.905093 + Penalty 1807.279869 = -1351721.625223 nChanged 82 SP:Iteration 28Q (8226.214648 sec): 3 clusters Score: Raw -1353543.967090 + Penalty 1807.279869 = -1351736.687221 nChanged 86 SP:Iteration 29Q (8226.268666 sec): 3 clusters Score: Raw -1353558.883254 + Penalty 1807.279869 = -1351751.603385 nChanged 69 SP:Iteration 30Q (8226.341979 sec): 3 clusters Score: Raw -1353572.741741 + Penalty 1807.279869 = -1351765.461872 nChanged 91 SP:Iteration 31Q (8226.392800 sec): 3 clusters Score: Raw -1353591.302005 + Penalty 1807.279869 = -1351784.022136 nChanged 85 SP:Iteration 32Q (8226.457826 sec): 3 clusters Score: Raw -1353607.043138 + Penalty 1807.279869 = -1351799.763269 nChanged 82 SP:Iteration 33Q (8226.509688 sec): 3 clusters Score: Raw -1353619.614299 + Penalty 1807.279869 = -1351812.334430 nChanged 73 SP:Iteration 34Q (8226.572332 sec): 3 clusters Score: Raw -1353630.870928 + Penalty 1807.279869 = -1351823.591059 nChanged 86 SP:Iteration 35Q (8226.633929 sec): 3 clusters Score: Raw -1353646.238089 + Penalty 1807.279869 = -1351838.958220 nChanged 86 SP:Iteration 36Q (8226.688265 sec): 3 clusters Score: Raw -1353663.707856 + Penalty 1807.279869 = -1351856.427987 nChanged 91 SP:Iteration 37Q (8226.759584 sec): 3 clusters Score: Raw -1353682.530248 + Penalty 1807.279869 = -1351875.250379 nChanged 91 SP:Iteration 38Q (8226.815966 sec): 3 clusters Score: Raw -1353699.179445 + Penalty 1807.279869 = -1351891.899576 nChanged 78 SP:Iteration 39Q (8226.880759 sec): 3 clusters Score: Raw -1353712.475178 + Penalty 1807.279869 = -1351905.195309 nChanged 71 SP:Iteration 40F (8226.945097 sec): 3 clusters Score: Raw -1353724.745575 + Penalty 1807.279869 = -1351917.465706 nChanged 71 SP:Iteration 41Q (8227.008171 sec): 3 clusters Score: Raw -1353735.698026 + Penalty 1807.279869 = -1351928.418157 nChanged 62 SP:Iteration 42Q (8227.068721 sec): 3 clusters Score: Raw -1353744.822423 + Penalty 1807.279869 = -1351937.542554 nChanged 53 SP:Iteration 43Q (8227.126869 sec): 3 clusters Score: Raw -1353753.411287 + Penalty 1807.279869 = -1351946.131418 nChanged 62 SP:Iteration 44Q (8227.189597 sec): 3 clusters Score: Raw -1353763.361255 + Penalty 1807.279869 = -1351956.081385 nChanged 64 SP:Iteration 45Q (8227.245303 sec): 3 clusters Score: Raw -1353773.134527 + Penalty 1807.279869 = -1351965.854658 nChanged 63 SP:Iteration 46Q (8227.311097 sec): 3 clusters Score: Raw -1353782.939599 + Penalty 1807.279869 = -1351975.659730 nChanged 59 SP:Iteration 47Q (8227.370005 sec): 3 clusters Score: Raw -1353792.832099 + Penalty 1807.279869 = -1351985.552229 nChanged 54 SP:Iteration 48Q (8227.433369 sec): 3 clusters Score: Raw -1353801.823014 + Penalty 1807.279869 = -1351994.543145 nChanged 69 SP:Iteration 49Q (8227.488961 sec): 3 clusters Score: Raw -1353815.406923 + Penalty 1807.279869 = -1352008.127054 nChanged 64 SP:Iteration 50Q (8227.539961 sec): 3 clusters Score: Raw -1353828.296282 + Penalty 1807.279869 = -1352021.016413 nChanged 69 SP:Iteration 51Q (8227.614807 sec): 3 clusters Score: Raw -1353842.878500 + Penalty 1807.279869 = -1352035.598631 nChanged 77 SP:Iteration 52Q (8227.674511 sec): 3 clusters Score: Raw -1353860.294544 + Penalty 1807.279869 = -1352053.014675 nChanged 72 SP:Iteration 53Q (8227.733041 sec): 3 clusters Score: Raw -1353875.485654 + Penalty 1807.279869 = -1352068.205785 nChanged 69 SP:Iteration 54Q (8227.788283 sec): 3 clusters Score: Raw -1353891.749089 + Penalty 1807.279869 = -1352084.469220 nChanged 71 SP:Iteration 55Q (8227.853376 sec): 3 clusters Score: Raw -1353909.022603 + Penalty 1807.279869 = -1352101.742733 nChanged 64 SP:Iteration 56Q (8227.916733 sec): 3 clusters Score: Raw -1353924.195595 + Penalty 1807.279869 = -1352116.915726 nChanged 67 SP:Iteration 57Q (8227.980622 sec): 3 clusters Score: Raw -1353936.799655 + Penalty 1807.279869 = -1352129.519786 nChanged 57 SP:Iteration 58Q (8228.045420 sec): 3 clusters Score: Raw -1353947.103874 + Penalty 1807.279869 = -1352139.824004 nChanged 48 SP:Iteration 59Q (8228.103385 sec): 3 clusters Score: Raw -1353956.304310 + Penalty 1807.279869 = -1352149.024441 nChanged 55 SP:Iteration 60F (8228.164755 sec): 3 clusters Score: Raw -1353966.695471 + Penalty 1807.279869 = -1352159.415602 nChanged 54 SP:Iteration 61Q (8228.238101 sec): 3 clusters Score: Raw -1353976.484587 + Penalty 1807.279869 = -1352169.204717 nChanged 43 SP:Iteration 62Q (8228.293041 sec): 3 clusters Score: Raw -1353983.257684 + Penalty 1807.279869 = -1352175.977815 nChanged 38 SP:Iteration 63Q (8228.349706 sec): 3 clusters Score: Raw -1353989.997698 + Penalty 1807.279869 = -1352182.717829 nChanged 45 SP:Iteration 64Q (8228.413480 sec): 3 clusters Score: Raw -1353998.100533 + Penalty 1807.279869 = -1352190.820663 nChanged 35 SP:Iteration 65Q (8228.477021 sec): 3 clusters Score: Raw -1354003.838174 + Penalty 1807.279869 = -1352196.558305 nChanged 37 SP:Iteration 66Q (8228.538674 sec): 3 clusters Score: Raw -1354009.650170 + Penalty 1807.279869 = -1352202.370301 nChanged 40 SP:Iteration 67Q (8228.602155 sec): 3 clusters Score: Raw -1354016.040159 + Penalty 1807.279869 = -1352208.760290 nChanged 33 SP:Iteration 68Q (8228.661975 sec): 3 clusters Score: Raw -1354021.389672 + Penalty 1807.279869 = -1352214.109803 nChanged 35 SP:Iteration 69Q (8228.717478 sec): 3 clusters Score: Raw -1354026.080552 + Penalty 1807.279869 = -1352218.800683 nChanged 32 SP:Iteration 70Q (8228.777272 sec): 3 clusters Score: Raw -1354031.547766 + Penalty 1807.279869 = -1352224.267897 nChanged 30 SP:Iteration 71Q (8228.820924 sec): 3 clusters Score: Raw -1354036.220356 + Penalty 1807.279869 = -1352228.940487 nChanged 39 SP:Iteration 72Q (8228.881954 sec): 3 clusters Score: Raw -1354043.789430 + Penalty 1807.279869 = -1352236.509561 nChanged 46 SP:Iteration 73Q (8228.943383 sec): 3 clusters Score: Raw -1354053.130996 + Penalty 1807.279869 = -1352245.851127 nChanged 41 SP:Iteration 74Q (8228.998051 sec): 3 clusters Score: Raw -1354061.893090 + Penalty 1807.279869 = -1352254.613221 nChanged 47 SP:Iteration 75Q (8229.040486 sec): 3 clusters Score: Raw -1354074.429881 + Penalty 1807.279869 = -1352267.150012 nChanged 57 SP:Iteration 76Q (8229.104034 sec): 3 clusters Score: Raw -1354089.939652 + Penalty 1807.279869 = -1352282.659783 nChanged 60 SP:Iteration 77Q (8229.160370 sec): 3 clusters Score: Raw -1354108.952885 + Penalty 1807.279869 = -1352301.673016 nChanged 49 SP:Iteration 78Q (8229.230462 sec): 3 clusters Score: Raw -1354123.935606 + Penalty 1807.279869 = -1352316.655737 nChanged 43 SP:Iteration 79Q (8229.283553 sec): 3 clusters Score: Raw -1354134.278524 + Penalty 1807.279869 = -1352326.998655 nChanged 39 SP:Iteration 80F (8229.348270 sec): 3 clusters Score: Raw -1354144.698305 + Penalty 1807.279869 = -1352337.418435 nChanged 36 SP:Iteration 81Q (8229.405800 sec): 3 clusters Score: Raw -1354153.243933 + Penalty 1807.279869 = -1352345.964064 nChanged 34 SP:Iteration 82Q (8229.469114 sec): 3 clusters Score: Raw -1354161.522342 + Penalty 1807.279869 = -1352354.242473 nChanged 38 SP:Iteration 83Q (8229.531441 sec): 3 clusters Score: Raw -1354169.722647 + Penalty 1807.279869 = -1352362.442778 nChanged 28 SP:Iteration 84Q (8229.594552 sec): 3 clusters Score: Raw -1354175.876469 + Penalty 1807.279869 = -1352368.596600 nChanged 25 SP:Iteration 85Q (8229.657897 sec): 3 clusters Score: Raw -1354181.387985 + Penalty 1807.279869 = -1352374.108116 nChanged 27 SP:Iteration 86Q (8229.719628 sec): 3 clusters Score: Raw -1354190.578892 + Penalty 1807.279869 = -1352383.299023 nChanged 23 SP:Iteration 87Q (8229.790979 sec): 3 clusters Score: Raw -1354198.532286 + Penalty 1807.279869 = -1352391.252416 nChanged 28 SP:Iteration 88Q (8229.845676 sec): 3 clusters Score: Raw -1354207.693537 + Penalty 1807.279869 = -1352400.413668 nChanged 24 SP:Iteration 89Q (8229.908720 sec): 3 clusters Score: Raw -1354213.204597 + Penalty 1807.279869 = -1352405.924728 nChanged 23 SP:Iteration 90Q (8229.966733 sec): 3 clusters Score: Raw -1354218.255019 + Penalty 1807.279869 = -1352410.975150 nChanged 16 SP:Iteration 91Q (8230.024105 sec): 3 clusters Score: Raw -1354221.272244 + Penalty 1807.279869 = -1352413.992375 nChanged 11 SP:Iteration 92Q (8230.085932 sec): 3 clusters Score: Raw -1354223.785658 + Penalty 1807.279869 = -1352416.505789 nChanged 8 SP:Iteration 93Q (8230.149253 sec): 3 clusters Score: Raw -1354226.038175 + Penalty 1807.279869 = -1352418.758306 nChanged 8 SP:Iteration 94Q (8230.200333 sec): 3 clusters Score: Raw -1354228.510177 + Penalty 1807.279869 = -1352421.230307 nChanged 12 SP:Iteration 95Q (8230.263439 sec): 3 clusters Score: Raw -1354232.973053 + Penalty 1807.279869 = -1352425.693184 nChanged 9 SP:Iteration 96Q (8230.327183 sec): 3 clusters Score: Raw -1354236.018366 + Penalty 1807.279869 = -1352428.738497 nChanged 11 SP:Iteration 97Q (8230.389046 sec): 3 clusters Score: Raw -1354239.053734 + Penalty 1807.279869 = -1352431.773865 nChanged 10 SP:Iteration 98Q (8230.452160 sec): 3 clusters Score: Raw -1354240.575392 + Penalty 1807.279869 = -1352433.295523 nChanged 3 SP:Iteration 99Q (8230.506199 sec): 3 clusters Score: Raw -1354241.063604 + Penalty 1807.279869 = -1352433.783734 nChanged 3 SP:Iteration 100F (8230.565360 sec): 3 clusters Score: Raw -1354241.516023 + Penalty 1807.279869 = -1352434.236154 nChanged 2 SP:Iteration 101Q (8230.621283 sec): 3 clusters Score: Raw -1354241.974483 + Penalty 1807.279869 = -1352434.694614 nChanged 3 SP:Iteration 102Q (8230.684172 sec): 3 clusters Score: Raw -1354242.352184 + Penalty 1807.279869 = -1352435.072314 nChanged 2 SP:Iteration 103Q (8230.746883 sec): 3 clusters Score: Raw -1354242.636937 + Penalty 1807.279869 = -1352435.357067 nChanged 1 SP:Iteration 104Q (8230.799294 sec): 3 clusters Score: Raw -1354242.733501 + Penalty 1807.279869 = -1352435.453632 nChanged 1 SP:Iteration 105Q (8230.857093 sec): 3 clusters Score: Raw -1354242.869573 + Penalty 1807.279869 = -1352435.589704 nChanged 1 SP:Iteration 106Q (8230.919634 sec): 3 clusters Score: Raw -1354243.041625 + Penalty 1807.279869 = -1352435.761756 nChanged 0 SP:Iteration 107F (8230.972327 sec): 3 clusters Score: Raw -1354243.041625 + Penalty 1807.279869 = -1352435.761756 nChanged 0 Trying to split cluster 5 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8230.989240 sec): 2 clusters Score: Raw -104059.039183 + Penalty 674.109856 = -103384.929327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8231.040130 sec): 3 clusters Score: Raw -103533.332130 + Penalty 1348.219712 = -102185.112418 nChanged 434 SP:Iteration 1F (8231.083192 sec): 3 clusters Score: Raw -103809.913457 + Penalty 1348.219712 = -102461.693745 nChanged 107 SP:Iteration 2F (8231.116394 sec): 3 clusters Score: Raw -103908.344675 + Penalty 1348.219712 = -102560.124963 nChanged 70 SP:Iteration 3F (8231.166321 sec): 3 clusters Score: Raw -103968.933570 + Penalty 1348.219712 = -102620.713858 nChanged 58 SP:Iteration 4Q (8231.208490 sec): 3 clusters Score: Raw -104005.407354 + Penalty 1348.219712 = -102657.187642 nChanged 31 SP:Iteration 5Q (8231.266308 sec): 3 clusters Score: Raw -104023.721123 + Penalty 1348.219712 = -102675.501411 nChanged 21 SP:Iteration 6Q (8231.315606 sec): 3 clusters Score: Raw -104035.291238 + Penalty 1348.219712 = -102687.071526 nChanged 19 SP:Iteration 7Q (8231.354700 sec): 3 clusters Score: Raw -104046.861439 + Penalty 1348.219712 = -102698.641727 nChanged 20 SP:Iteration 8Q (8231.405831 sec): 3 clusters Score: Raw -104057.383399 + Penalty 1348.219712 = -102709.163687 nChanged 14 SP:Iteration 9Q (8231.456695 sec): 3 clusters Score: Raw -104064.979283 + Penalty 1348.219712 = -102716.759571 nChanged 10 SP:Iteration 10Q (8231.507793 sec): 3 clusters Score: Raw -104068.424003 + Penalty 1348.219712 = -102720.204291 nChanged 5 SP:Iteration 11Q (8231.558783 sec): 3 clusters Score: Raw -104071.544306 + Penalty 1348.219712 = -102723.324594 nChanged 9 SP:Iteration 12Q (8231.605828 sec): 3 clusters Score: Raw -104074.434558 + Penalty 1348.219712 = -102726.214846 nChanged 5 SP:Iteration 13Q (8231.656364 sec): 3 clusters Score: Raw -104076.189177 + Penalty 1348.219712 = -102727.969465 nChanged 6 SP:Iteration 14Q (8231.688377 sec): 3 clusters Score: Raw -104078.172117 + Penalty 1348.219712 = -102729.952405 nChanged 4 SP:Iteration 15Q (8231.729027 sec): 3 clusters Score: Raw -104081.150451 + Penalty 1348.219712 = -102732.930739 nChanged 6 SP:Iteration 16Q (8231.769395 sec): 3 clusters Score: Raw -104083.877306 + Penalty 1348.219712 = -102735.657594 nChanged 3 SP:Iteration 17Q (8231.811978 sec): 3 clusters Score: Raw -104085.973527 + Penalty 1348.219712 = -102737.753815 nChanged 5 SP:Iteration 18Q (8231.851887 sec): 3 clusters Score: Raw -104088.976936 + Penalty 1348.219712 = -102740.757224 nChanged 9 SP:Iteration 19Q (8231.882090 sec): 3 clusters Score: Raw -104092.367094 + Penalty 1348.219712 = -102744.147382 nChanged 7 SP:Iteration 20F (8231.931926 sec): 3 clusters Score: Raw -104095.447638 + Penalty 1348.219712 = -102747.227926 nChanged 8 SP:Iteration 21Q (8231.968595 sec): 3 clusters Score: Raw -104099.781184 + Penalty 1348.219712 = -102751.561472 nChanged 11 SP:Iteration 22Q (8232.019504 sec): 3 clusters Score: Raw -104103.372827 + Penalty 1348.219712 = -102755.153115 nChanged 6 SP:Iteration 23Q (8232.082234 sec): 3 clusters Score: Raw -104105.357810 + Penalty 1348.219712 = -102757.138098 nChanged 8 SP:Iteration 24Q (8232.127160 sec): 3 clusters Score: Raw -104107.952243 + Penalty 1348.219712 = -102759.732531 nChanged 5 SP:Iteration 25Q (8232.180835 sec): 3 clusters Score: Raw -104109.328114 + Penalty 1348.219712 = -102761.108402 nChanged 7 SP:Iteration 26Q (8232.213601 sec): 3 clusters Score: Raw -104112.190640 + Penalty 1348.219712 = -102763.970928 nChanged 4 SP:Iteration 27Q (8232.263774 sec): 3 clusters Score: Raw -104114.724044 + Penalty 1348.219712 = -102766.504332 nChanged 7 SP:Iteration 28Q (8232.308384 sec): 3 clusters Score: Raw -104121.780606 + Penalty 1348.219712 = -102773.560894 nChanged 12 SP:Iteration 29Q (8232.352943 sec): 3 clusters Score: Raw -104128.328244 + Penalty 1348.219712 = -102780.108532 nChanged 9 SP:Iteration 30Q (8232.404165 sec): 3 clusters Score: Raw -104133.104285 + Penalty 1348.219712 = -102784.884573 nChanged 8 SP:Iteration 31Q (8232.445311 sec): 3 clusters Score: Raw -104135.718456 + Penalty 1348.219712 = -102787.498744 nChanged 7 SP:Iteration 32Q (8232.506655 sec): 3 clusters Score: Raw -104138.331483 + Penalty 1348.219712 = -102790.111771 nChanged 5 SP:Iteration 33Q (8232.545985 sec): 3 clusters Score: Raw -104141.383834 + Penalty 1348.219712 = -102793.164122 nChanged 8 SP:Iteration 34Q (8232.596001 sec): 3 clusters Score: Raw -104146.471544 + Penalty 1348.219712 = -102798.251832 nChanged 9 SP:Iteration 35Q (8232.645330 sec): 3 clusters Score: Raw -104152.107781 + Penalty 1348.219712 = -102803.888069 nChanged 12 SP:Iteration 36Q (8232.691672 sec): 3 clusters Score: Raw -104159.703351 + Penalty 1348.219712 = -102811.483639 nChanged 9 SP:Iteration 37Q (8232.740312 sec): 3 clusters Score: Raw -104164.795075 + Penalty 1348.219712 = -102816.575363 nChanged 8 SP:Iteration 38Q (8232.790222 sec): 3 clusters Score: Raw -104170.815079 + Penalty 1348.219712 = -102822.595367 nChanged 8 SP:Iteration 39Q (8232.839641 sec): 3 clusters Score: Raw -104176.133875 + Penalty 1348.219712 = -102827.914163 nChanged 9 SP:Iteration 40F (8232.889277 sec): 3 clusters Score: Raw -104183.010197 + Penalty 1348.219712 = -102834.790485 nChanged 10 SP:Iteration 41Q (8232.928980 sec): 3 clusters Score: Raw -104192.245579 + Penalty 1348.219712 = -102844.025867 nChanged 6 SP:Iteration 42Q (8232.973268 sec): 3 clusters Score: Raw -104195.920280 + Penalty 1348.219712 = -102847.700568 nChanged 3 SP:Iteration 43Q (8233.023182 sec): 3 clusters Score: Raw -104197.574994 + Penalty 1348.219712 = -102849.355282 nChanged 2 SP:Iteration 44Q (8233.071905 sec): 3 clusters Score: Raw -104199.454809 + Penalty 1348.219712 = -102851.235097 nChanged 2 SP:Iteration 45Q (8233.121595 sec): 3 clusters Score: Raw -104200.700754 + Penalty 1348.219712 = -102852.481042 nChanged 0 SP:Iteration 46F (8233.170075 sec): 3 clusters Score: Raw -104200.700754 + Penalty 1348.219712 = -102852.481042 nChanged 0 Trying to split cluster 6 (7090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8233.215017 sec): 2 clusters Score: Raw -678025.604063 + Penalty 842.311859 = -677183.292204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8233.257853 sec): 3 clusters Score: Raw -674006.001707 + Penalty 1684.623718 = -672321.377990 nChanged 3084 SP:Iteration 1F (8233.308953 sec): 3 clusters Score: Raw -675796.176505 + Penalty 1684.623718 = -674111.552787 nChanged 505 SP:Iteration 2F (8233.359120 sec): 3 clusters Score: Raw -676088.685470 + Penalty 1684.623718 = -674404.061752 nChanged 469 SP:Iteration 3F (8233.411128 sec): 3 clusters Score: Raw -676366.697402 + Penalty 1684.623718 = -674682.073684 nChanged 425 SP:Iteration 4F (8233.465090 sec): 3 clusters Score: Raw -676640.313397 + Penalty 1684.623718 = -674955.689679 nChanged 391 SP:Iteration 5F (8233.510699 sec): 3 clusters Score: Raw -676916.620826 + Penalty 1684.623718 = -675231.997108 nChanged 362 SP:Iteration 6F (8233.560775 sec): 3 clusters Score: Raw -677159.327607 + Penalty 1684.623718 = -675474.703889 nChanged 320 SP:Iteration 7Q (8233.614164 sec): 3 clusters Score: Raw -677426.683932 + Penalty 1684.623718 = -675742.060215 nChanged 283 SP:Iteration 8Q (8233.683409 sec): 3 clusters Score: Raw -677670.740615 + Penalty 1684.623718 = -675986.116897 nChanged 214 SP:Iteration 9Q (8233.725195 sec): 3 clusters Score: Raw -677839.830776 + Penalty 1684.623718 = -676155.207058 nChanged 148 SP:Iteration 10Q (8233.782471 sec): 3 clusters Score: Raw -677926.638688 + Penalty 1684.623718 = -676242.014970 nChanged 100 SP:Iteration 11Q (8233.839656 sec): 3 clusters Score: Raw -677972.718543 + Penalty 1684.623718 = -676288.094825 nChanged 73 SP:Iteration 12Q (8233.884311 sec): 3 clusters Score: Raw -678003.914300 + Penalty 1684.623718 = -676319.290583 nChanged 49 SP:Iteration 13Q (8233.931652 sec): 3 clusters Score: Raw -678028.841242 + Penalty 1684.623718 = -676344.217524 nChanged 52 SP:Iteration 14Q (8233.988379 sec): 3 clusters Score: Raw -678045.675936 + Penalty 1684.623718 = -676361.052218 nChanged 41 SP:Iteration 15Q (8234.039422 sec): 3 clusters Score: Raw -678061.310830 + Penalty 1684.623718 = -676376.687113 nChanged 46 SP:Iteration 16Q (8234.095866 sec): 3 clusters Score: Raw -678076.914393 + Penalty 1684.623718 = -676392.290675 nChanged 31 SP:Iteration 17Q (8234.150721 sec): 3 clusters Score: Raw -678086.782820 + Penalty 1684.623718 = -676402.159102 nChanged 25 SP:Iteration 18Q (8234.203984 sec): 3 clusters Score: Raw -678093.983557 + Penalty 1684.623718 = -676409.359839 nChanged 20 SP:Iteration 19Q (8234.254648 sec): 3 clusters Score: Raw -678099.905300 + Penalty 1684.623718 = -676415.281583 nChanged 19 SP:Iteration 20F (8234.310325 sec): 3 clusters Score: Raw -678105.468536 + Penalty 1684.623718 = -676420.844818 nChanged 22 SP:Iteration 21Q (8234.361775 sec): 3 clusters Score: Raw -678113.126706 + Penalty 1684.623718 = -676428.502988 nChanged 19 SP:Iteration 22Q (8234.428082 sec): 3 clusters Score: Raw -678119.708049 + Penalty 1684.623718 = -676435.084332 nChanged 19 SP:Iteration 23Q (8234.468663 sec): 3 clusters Score: Raw -678126.282432 + Penalty 1684.623718 = -676441.658714 nChanged 16 SP:Iteration 24Q (8234.525298 sec): 3 clusters Score: Raw -678133.212842 + Penalty 1684.623718 = -676448.589124 nChanged 15 SP:Iteration 25Q (8234.569792 sec): 3 clusters Score: Raw -678137.194511 + Penalty 1684.623718 = -676452.570793 nChanged 7 SP:Iteration 26Q (8234.619092 sec): 3 clusters Score: Raw -678138.647733 + Penalty 1684.623718 = -676454.024015 nChanged 6 SP:Iteration 27Q (8234.675361 sec): 3 clusters Score: Raw -678140.646625 + Penalty 1684.623718 = -676456.022907 nChanged 10 SP:Iteration 28Q (8234.731996 sec): 3 clusters Score: Raw -678142.844299 + Penalty 1684.623718 = -676458.220581 nChanged 12 SP:Iteration 29Q (8234.783399 sec): 3 clusters Score: Raw -678146.073989 + Penalty 1684.623718 = -676461.450271 nChanged 11 SP:Iteration 30Q (8234.833750 sec): 3 clusters Score: Raw -678148.883568 + Penalty 1684.623718 = -676464.259850 nChanged 11 SP:Iteration 31Q (8234.872484 sec): 3 clusters Score: Raw -678152.227432 + Penalty 1684.623718 = -676467.603714 nChanged 15 SP:Iteration 32Q (8234.922633 sec): 3 clusters Score: Raw -678158.336243 + Penalty 1684.623718 = -676473.712526 nChanged 18 SP:Iteration 33Q (8234.971451 sec): 3 clusters Score: Raw -678166.016423 + Penalty 1684.623718 = -676481.392706 nChanged 16 SP:Iteration 34Q (8235.018323 sec): 3 clusters Score: Raw -678171.244665 + Penalty 1684.623718 = -676486.620947 nChanged 13 SP:Iteration 35Q (8235.074561 sec): 3 clusters Score: Raw -678174.662955 + Penalty 1684.623718 = -676490.039238 nChanged 11 SP:Iteration 36Q (8235.129242 sec): 3 clusters Score: Raw -678178.741145 + Penalty 1684.623718 = -676494.117427 nChanged 11 SP:Iteration 37Q (8235.185738 sec): 3 clusters Score: Raw -678181.348083 + Penalty 1684.623718 = -676496.724365 nChanged 10 SP:Iteration 38Q (8235.205228 sec): 3 clusters Score: Raw -678183.680716 + Penalty 1684.623718 = -676499.056998 nChanged 7 SP:Iteration 39Q (8235.274606 sec): 3 clusters Score: Raw -678185.265600 + Penalty 1684.623718 = -676500.641883 nChanged 7 SP:Iteration 40F (8235.322328 sec): 3 clusters Score: Raw -678186.913064 + Penalty 1684.623718 = -676502.289346 nChanged 7 SP:Iteration 41Q (8235.371538 sec): 3 clusters Score: Raw -678188.747099 + Penalty 1684.623718 = -676504.123382 nChanged 4 SP:Iteration 42Q (8235.415699 sec): 3 clusters Score: Raw -678189.438284 + Penalty 1684.623718 = -676504.814567 nChanged 2 SP:Iteration 43Q (8235.459691 sec): 3 clusters Score: Raw -678189.657244 + Penalty 1684.623718 = -676505.033527 nChanged 0 SP:Iteration 44F (8235.512565 sec): 3 clusters Score: Raw -678189.657244 + Penalty 1684.623718 = -676505.033527 nChanged 0 Trying to split cluster 7 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8235.526990 sec): 2 clusters Score: Raw -49206.201658 + Penalty 602.166437 = -48604.035220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8235.570982 sec): 3 clusters Score: Raw -49037.946364 + Penalty 1204.332875 = -47833.613489 nChanged 182 SP:Iteration 1F (8235.602560 sec): 3 clusters Score: Raw -49239.367565 + Penalty 1204.332875 = -48035.034690 nChanged 61 SP:Iteration 2F (8235.646674 sec): 3 clusters Score: Raw -49370.978645 + Penalty 1204.332875 = -48166.645770 nChanged 40 SP:Iteration 3F (8235.685245 sec): 3 clusters Score: Raw -49435.511646 + Penalty 1204.332875 = -48231.178771 nChanged 20 SP:Iteration 4Q (8235.728298 sec): 3 clusters Score: Raw -49468.954760 + Penalty 1204.332875 = -48264.621885 nChanged 19 SP:Iteration 5Q (8235.763252 sec): 3 clusters Score: Raw -49495.268980 + Penalty 1204.332875 = -48290.936105 nChanged 15 SP:Iteration 6Q (8235.808408 sec): 3 clusters Score: Raw -49522.352913 + Penalty 1204.332875 = -48318.020038 nChanged 17 SP:Iteration 7Q (8235.843717 sec): 3 clusters Score: Raw -49596.534241 + Penalty 1204.332875 = -48392.201366 nChanged 25 SP:Iteration 8Q (8235.883339 sec): 3 clusters Score: Raw -49736.082896 + Penalty 1204.332875 = -48531.750021 nChanged 20 SP:Iteration 9Q (8235.923280 sec): 3 clusters Score: Raw -49814.591445 + Penalty 1204.332875 = -48610.258570 nChanged 14 SP:Iteration 10Q (8235.972598 sec): 3 clusters Score: Raw -49850.517500 + Penalty 1204.332875 = -48646.184625 nChanged 10 SP:Iteration 11Q (8236.006622 sec): 3 clusters Score: Raw -49864.311090 + Penalty 1204.332875 = -48659.978215 nChanged 1 SP:Iteration 12Q (8236.049643 sec): 3 clusters Score: Raw -49866.049961 + Penalty 1204.332875 = -48661.717086 nChanged 1 SP:Iteration 13Q (8236.089574 sec): 3 clusters Score: Raw -49867.365727 + Penalty 1204.332875 = -48663.032852 nChanged 0 SP:Iteration 14F (8236.138758 sec): 3 clusters Score: Raw -49867.365727 + Penalty 1204.332875 = -48663.032852 nChanged 0 Score: Raw -58498637.219810 + Penalty 49431.021155 = -58449206.198654 Splitting cluster 7 changes total score from -58449811.821890 to -58449206.198654 So it's not getting split. Trying to split cluster 8 (24246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8247.829713 sec): 2 clusters Score: Raw -2406357.917608 + Penalty 959.120659 = -2405398.796949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8247.904124 sec): 3 clusters Score: Raw -2391084.252187 + Penalty 1918.241318 = -2389166.010869 nChanged 11283 SP:Iteration 1F (8247.981356 sec): 3 clusters Score: Raw -2397783.142608 + Penalty 1918.241318 = -2395864.901290 nChanged 1342 SP:Iteration 2F (8248.053611 sec): 3 clusters Score: Raw -2398390.877736 + Penalty 1918.241318 = -2396472.636418 nChanged 1522 SP:Iteration 3F (8248.125773 sec): 3 clusters Score: Raw -2399230.974115 + Penalty 1918.241318 = -2397312.732798 nChanged 1733 SP:Iteration 4F (8248.199642 sec): 3 clusters Score: Raw -2400452.660197 + Penalty 1918.241318 = -2398534.418879 nChanged 1862 SP:Iteration 5F (8248.268931 sec): 3 clusters Score: Raw -2401927.900411 + Penalty 1918.241318 = -2400009.659093 nChanged 1689 SP:Iteration 6F (8248.349782 sec): 3 clusters Score: Raw -2403334.988570 + Penalty 1918.241318 = -2401416.747252 nChanged 1228 SP:Iteration 7F (8248.410867 sec): 3 clusters Score: Raw -2404375.397070 + Penalty 1918.241318 = -2402457.155753 nChanged 834 SP:Iteration 8Q (8248.483539 sec): 3 clusters Score: Raw -2405128.849334 + Penalty 1918.241318 = -2403210.608016 nChanged 540 SP:Iteration 9Q (8248.550970 sec): 3 clusters Score: Raw -2405627.023095 + Penalty 1918.241318 = -2403708.781778 nChanged 338 SP:Iteration 10Q (8248.623252 sec): 3 clusters Score: Raw -2405953.150831 + Penalty 1918.241318 = -2404034.909513 nChanged 207 SP:Iteration 11Q (8248.695221 sec): 3 clusters Score: Raw -2406100.098510 + Penalty 1918.241318 = -2404181.857192 nChanged 155 SP:Iteration 12Q (8248.759875 sec): 3 clusters Score: Raw -2406189.892306 + Penalty 1918.241318 = -2404271.650988 nChanged 109 SP:Iteration 13Q (8248.825953 sec): 3 clusters Score: Raw -2406256.126407 + Penalty 1918.241318 = -2404337.885090 nChanged 87 SP:Iteration 14Q (8248.899368 sec): 3 clusters Score: Raw -2406296.683491 + Penalty 1918.241318 = -2404378.442173 nChanged 74 SP:Iteration 15Q (8248.966757 sec): 3 clusters Score: Raw -2406336.129414 + Penalty 1918.241318 = -2404417.888097 nChanged 64 SP:Iteration 16Q (8249.022743 sec): 3 clusters Score: Raw -2406371.067407 + Penalty 1918.241318 = -2404452.826090 nChanged 65 SP:Iteration 17Q (8249.089287 sec): 3 clusters Score: Raw -2406407.393097 + Penalty 1918.241318 = -2404489.151779 nChanged 54 SP:Iteration 18Q (8249.160285 sec): 3 clusters Score: Raw -2406433.680594 + Penalty 1918.241318 = -2404515.439276 nChanged 40 SP:Iteration 19Q (8249.218374 sec): 3 clusters Score: Raw -2406450.857364 + Penalty 1918.241318 = -2404532.616046 nChanged 35 SP:Iteration 20F (8249.290646 sec): 3 clusters Score: Raw -2406463.313170 + Penalty 1918.241318 = -2404545.071853 nChanged 22 SP:Iteration 21Q (8249.356773 sec): 3 clusters Score: Raw -2406471.710753 + Penalty 1918.241318 = -2404553.469435 nChanged 16 SP:Iteration 22Q (8249.421819 sec): 3 clusters Score: Raw -2406476.666941 + Penalty 1918.241318 = -2404558.425623 nChanged 19 SP:Iteration 23Q (8249.491908 sec): 3 clusters Score: Raw -2406483.689025 + Penalty 1918.241318 = -2404565.447708 nChanged 16 SP:Iteration 24Q (8249.557437 sec): 3 clusters Score: Raw -2406489.617510 + Penalty 1918.241318 = -2404571.376192 nChanged 11 SP:Iteration 25Q (8249.614702 sec): 3 clusters Score: Raw -2406492.648695 + Penalty 1918.241318 = -2404574.407378 nChanged 8 SP:Iteration 26Q (8249.670666 sec): 3 clusters Score: Raw -2406495.659104 + Penalty 1918.241318 = -2404577.417786 nChanged 9 SP:Iteration 27Q (8249.735119 sec): 3 clusters Score: Raw -2406498.868137 + Penalty 1918.241318 = -2404580.626819 nChanged 10 SP:Iteration 28Q (8249.792675 sec): 3 clusters Score: Raw -2406503.537868 + Penalty 1918.241318 = -2404585.296551 nChanged 8 SP:Iteration 29Q (8249.863639 sec): 3 clusters Score: Raw -2406506.170669 + Penalty 1918.241318 = -2404587.929352 nChanged 11 SP:Iteration 30Q (8249.922728 sec): 3 clusters Score: Raw -2406508.720669 + Penalty 1918.241318 = -2404590.479351 nChanged 8 SP:Iteration 31Q (8249.988336 sec): 3 clusters Score: Raw -2406510.857315 + Penalty 1918.241318 = -2404592.615998 nChanged 9 SP:Iteration 32Q (8250.043205 sec): 3 clusters Score: Raw -2406513.134919 + Penalty 1918.241318 = -2404594.893601 nChanged 5 SP:Iteration 33Q (8250.108993 sec): 3 clusters Score: Raw -2406514.724390 + Penalty 1918.241318 = -2404596.483072 nChanged 7 SP:Iteration 34Q (8250.174602 sec): 3 clusters Score: Raw -2406516.535170 + Penalty 1918.241318 = -2404598.293852 nChanged 2 SP:Iteration 35Q (8250.237029 sec): 3 clusters Score: Raw -2406517.066523 + Penalty 1918.241318 = -2404598.825205 nChanged 1 SP:Iteration 36Q (8250.301511 sec): 3 clusters Score: Raw -2406517.401076 + Penalty 1918.241318 = -2404599.159758 nChanged 1 SP:Iteration 37Q (8250.364088 sec): 3 clusters Score: Raw -2406517.876160 + Penalty 1918.241318 = -2404599.634842 nChanged 1 SP:Iteration 38Q (8250.435394 sec): 3 clusters Score: Raw -2406518.196328 + Penalty 1918.241318 = -2404599.955011 nChanged 2 SP:Iteration 39Q (8250.509452 sec): 3 clusters Score: Raw -2406518.713608 + Penalty 1918.241318 = -2404600.472290 nChanged 2 SP:Iteration 40F (8250.579078 sec): 3 clusters Score: Raw -2406519.195574 + Penalty 1918.241318 = -2404600.954256 nChanged 1 SP:Iteration 41Q (8250.643265 sec): 3 clusters Score: Raw -2406519.885777 + Penalty 1918.241318 = -2404601.644459 nChanged 2 SP:Iteration 42Q (8250.697190 sec): 3 clusters Score: Raw -2406520.472120 + Penalty 1918.241318 = -2404602.230803 nChanged 3 SP:Iteration 43Q (8250.779896 sec): 3 clusters Score: Raw -2406521.099190 + Penalty 1918.241318 = -2404602.857873 nChanged 0 SP:Iteration 44F (8250.859793 sec): 3 clusters Score: Raw -2406521.099190 + Penalty 1918.241318 = -2404602.857873 nChanged 0 Trying to split cluster 9 (4371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8250.892487 sec): 2 clusters Score: Raw -432315.763040 + Penalty 796.360974 = -431519.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8250.948250 sec): 3 clusters Score: Raw -429960.125781 + Penalty 1592.721948 = -428367.403833 nChanged 1820 SP:Iteration 1F (8251.003808 sec): 3 clusters Score: Raw -430903.377212 + Penalty 1592.721948 = -429310.655263 nChanged 309 SP:Iteration 2F (8251.046618 sec): 3 clusters Score: Raw -431054.842547 + Penalty 1592.721948 = -429462.120599 nChanged 254 SP:Iteration 3F (8251.105713 sec): 3 clusters Score: Raw -431175.344409 + Penalty 1592.721948 = -429582.622461 nChanged 213 SP:Iteration 4Q (8251.155076 sec): 3 clusters Score: Raw -431287.052084 + Penalty 1592.721948 = -429694.330136 nChanged 194 SP:Iteration 5Q (8251.193190 sec): 3 clusters Score: Raw -431405.383346 + Penalty 1592.721948 = -429812.661398 nChanged 209 SP:Iteration 6Q (8251.246936 sec): 3 clusters Score: Raw -431530.702753 + Penalty 1592.721948 = -429937.980805 nChanged 203 SP:Iteration 7Q (8251.289142 sec): 3 clusters Score: Raw -431649.880636 + Penalty 1592.721948 = -430057.158688 nChanged 167 SP:Iteration 8Q (8251.352836 sec): 3 clusters Score: Raw -431746.857317 + Penalty 1592.721948 = -430154.135369 nChanged 167 SP:Iteration 9Q (8251.386967 sec): 3 clusters Score: Raw -431857.916238 + Penalty 1592.721948 = -430265.194290 nChanged 164 SP:Iteration 10Q (8251.451492 sec): 3 clusters Score: Raw -431953.807594 + Penalty 1592.721948 = -430361.085646 nChanged 132 SP:Iteration 11Q (8251.501456 sec): 3 clusters Score: Raw -432039.222036 + Penalty 1592.721948 = -430446.500088 nChanged 115 SP:Iteration 12Q (8251.550327 sec): 3 clusters Score: Raw -432112.633983 + Penalty 1592.721948 = -430519.912035 nChanged 106 SP:Iteration 13Q (8251.610428 sec): 3 clusters Score: Raw -432168.446993 + Penalty 1592.721948 = -430575.725045 nChanged 63 SP:Iteration 14Q (8251.666048 sec): 3 clusters Score: Raw -432201.592948 + Penalty 1592.721948 = -430608.871000 nChanged 60 SP:Iteration 15Q (8251.711762 sec): 3 clusters Score: Raw -432231.637577 + Penalty 1592.721948 = -430638.915629 nChanged 51 SP:Iteration 16Q (8251.755661 sec): 3 clusters Score: Raw -432254.102420 + Penalty 1592.721948 = -430661.380472 nChanged 40 SP:Iteration 17Q (8251.807180 sec): 3 clusters Score: Raw -432268.773631 + Penalty 1592.721948 = -430676.051683 nChanged 33 SP:Iteration 18Q (8251.861674 sec): 3 clusters Score: Raw -432280.726382 + Penalty 1592.721948 = -430688.004434 nChanged 37 SP:Iteration 19Q (8251.912517 sec): 3 clusters Score: Raw -432299.122271 + Penalty 1592.721948 = -430706.400323 nChanged 34 SP:Iteration 20F (8251.965257 sec): 3 clusters Score: Raw -432313.263320 + Penalty 1592.721948 = -430720.541372 nChanged 24 SP:Iteration 21Q (8252.014939 sec): 3 clusters Score: Raw -432323.336072 + Penalty 1592.721948 = -430730.614124 nChanged 26 SP:Iteration 22Q (8252.068877 sec): 3 clusters Score: Raw -432337.543989 + Penalty 1592.721948 = -430744.822041 nChanged 19 SP:Iteration 23Q (8252.119474 sec): 3 clusters Score: Raw -432345.082275 + Penalty 1592.721948 = -430752.360327 nChanged 12 SP:Iteration 24Q (8252.162723 sec): 3 clusters Score: Raw -432350.094279 + Penalty 1592.721948 = -430757.372331 nChanged 12 SP:Iteration 25Q (8252.216007 sec): 3 clusters Score: Raw -432356.403741 + Penalty 1592.721948 = -430763.681793 nChanged 18 SP:Iteration 26Q (8252.271769 sec): 3 clusters Score: Raw -432363.588628 + Penalty 1592.721948 = -430770.866680 nChanged 15 SP:Iteration 27Q (8252.313531 sec): 3 clusters Score: Raw -432368.917767 + Penalty 1592.721948 = -430776.195819 nChanged 11 SP:Iteration 28Q (8252.370803 sec): 3 clusters Score: Raw -432372.021123 + Penalty 1592.721948 = -430779.299175 nChanged 10 SP:Iteration 29Q (8252.415278 sec): 3 clusters Score: Raw -432373.935880 + Penalty 1592.721948 = -430781.213932 nChanged 5 SP:Iteration 30Q (8252.470050 sec): 3 clusters Score: Raw -432375.336398 + Penalty 1592.721948 = -430782.614450 nChanged 5 SP:Iteration 31Q (8252.511280 sec): 3 clusters Score: Raw -432377.710009 + Penalty 1592.721948 = -430784.988061 nChanged 5 SP:Iteration 32Q (8252.563211 sec): 3 clusters Score: Raw -432378.792561 + Penalty 1592.721948 = -430786.070613 nChanged 4 SP:Iteration 33Q (8252.606259 sec): 3 clusters Score: Raw -432380.506693 + Penalty 1592.721948 = -430787.784745 nChanged 5 SP:Iteration 34Q (8252.657276 sec): 3 clusters Score: Raw -432382.543648 + Penalty 1592.721948 = -430789.821700 nChanged 4 SP:Iteration 35Q (8252.721846 sec): 3 clusters Score: Raw -432383.380056 + Penalty 1592.721948 = -430790.658108 nChanged 3 SP:Iteration 36Q (8252.775231 sec): 3 clusters Score: Raw -432383.978080 + Penalty 1592.721948 = -430791.256132 nChanged 1 SP:Iteration 37Q (8252.826796 sec): 3 clusters Score: Raw -432384.106179 + Penalty 1592.721948 = -430791.384231 nChanged 0 SP:Iteration 38F (8252.864149 sec): 3 clusters Score: Raw -432384.106179 + Penalty 1592.721948 = -430791.384231 nChanged 0 Trying to split cluster 10 (4227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8252.906553 sec): 2 clusters Score: Raw -417453.492316 + Penalty 793.178541 = -416660.313775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8252.957106 sec): 3 clusters Score: Raw -415114.946846 + Penalty 1586.357082 = -413528.589764 nChanged 1743 SP:Iteration 1F (8253.010095 sec): 3 clusters Score: Raw -416020.474887 + Penalty 1586.357082 = -414434.117805 nChanged 323 SP:Iteration 2F (8253.060546 sec): 3 clusters Score: Raw -416229.376155 + Penalty 1586.357082 = -414643.019073 nChanged 292 SP:Iteration 3F (8253.115129 sec): 3 clusters Score: Raw -416425.839886 + Penalty 1586.357082 = -414839.482804 nChanged 270 SP:Iteration 4F (8253.171425 sec): 3 clusters Score: Raw -416611.602609 + Penalty 1586.357082 = -415025.245527 nChanged 245 SP:Iteration 5F (8253.212928 sec): 3 clusters Score: Raw -416774.719534 + Penalty 1586.357082 = -415188.362452 nChanged 213 SP:Iteration 6F (8253.271674 sec): 3 clusters Score: Raw -416919.478949 + Penalty 1586.357082 = -415333.121867 nChanged 174 SP:Iteration 7Q (8253.330908 sec): 3 clusters Score: Raw -417013.964141 + Penalty 1586.357082 = -415427.607059 nChanged 134 SP:Iteration 8Q (8253.379172 sec): 3 clusters Score: Raw -417091.722535 + Penalty 1586.357082 = -415505.365453 nChanged 145 SP:Iteration 9Q (8253.441870 sec): 3 clusters Score: Raw -417175.634707 + Penalty 1586.357082 = -415589.277625 nChanged 122 SP:Iteration 10Q (8253.491914 sec): 3 clusters Score: Raw -417237.867167 + Penalty 1586.357082 = -415651.510085 nChanged 96 SP:Iteration 11Q (8253.550935 sec): 3 clusters Score: Raw -417279.683343 + Penalty 1586.357082 = -415693.326261 nChanged 79 SP:Iteration 12Q (8253.591546 sec): 3 clusters Score: Raw -417307.670392 + Penalty 1586.357082 = -415721.313310 nChanged 56 SP:Iteration 13Q (8253.654952 sec): 3 clusters Score: Raw -417326.012898 + Penalty 1586.357082 = -415739.655815 nChanged 60 SP:Iteration 14Q (8253.702228 sec): 3 clusters Score: Raw -417347.217337 + Penalty 1586.357082 = -415760.860255 nChanged 49 SP:Iteration 15Q (8253.754677 sec): 3 clusters Score: Raw -417363.803415 + Penalty 1586.357082 = -415777.446333 nChanged 44 SP:Iteration 16Q (8253.804458 sec): 3 clusters Score: Raw -417377.692388 + Penalty 1586.357082 = -415791.335306 nChanged 34 SP:Iteration 17Q (8253.861881 sec): 3 clusters Score: Raw -417389.404831 + Penalty 1586.357082 = -415803.047748 nChanged 33 SP:Iteration 18Q (8253.916356 sec): 3 clusters Score: Raw -417400.327343 + Penalty 1586.357082 = -415813.970261 nChanged 30 SP:Iteration 19Q (8253.968114 sec): 3 clusters Score: Raw -417408.153966 + Penalty 1586.357082 = -415821.796884 nChanged 30 SP:Iteration 20F (8254.005551 sec): 3 clusters Score: Raw -417419.145216 + Penalty 1586.357082 = -415832.788134 nChanged 31 SP:Iteration 21Q (8254.063435 sec): 3 clusters Score: Raw -417429.046842 + Penalty 1586.357082 = -415842.689760 nChanged 30 SP:Iteration 22Q (8254.107415 sec): 3 clusters Score: Raw -417439.630747 + Penalty 1586.357082 = -415853.273665 nChanged 25 SP:Iteration 23Q (8254.172782 sec): 3 clusters Score: Raw -417450.002846 + Penalty 1586.357082 = -415863.645764 nChanged 33 SP:Iteration 24Q (8254.215120 sec): 3 clusters Score: Raw -417463.657433 + Penalty 1586.357082 = -415877.300351 nChanged 37 SP:Iteration 25Q (8254.278469 sec): 3 clusters Score: Raw -417477.500723 + Penalty 1586.357082 = -415891.143641 nChanged 38 SP:Iteration 26Q (8254.332734 sec): 3 clusters Score: Raw -417488.827710 + Penalty 1586.357082 = -415902.470628 nChanged 20 SP:Iteration 27Q (8254.385621 sec): 3 clusters Score: Raw -417494.786734 + Penalty 1586.357082 = -415908.429651 nChanged 23 SP:Iteration 28Q (8254.443202 sec): 3 clusters Score: Raw -417500.619824 + Penalty 1586.357082 = -415914.262742 nChanged 14 SP:Iteration 29Q (8254.491326 sec): 3 clusters Score: Raw -417505.555871 + Penalty 1586.357082 = -415919.198789 nChanged 14 SP:Iteration 30Q (8254.549363 sec): 3 clusters Score: Raw -417508.027338 + Penalty 1586.357082 = -415921.670256 nChanged 9 SP:Iteration 31Q (8254.603205 sec): 3 clusters Score: Raw -417510.259283 + Penalty 1586.357082 = -415923.902201 nChanged 11 SP:Iteration 32Q (8254.654613 sec): 3 clusters Score: Raw -417512.671575 + Penalty 1586.357082 = -415926.314493 nChanged 11 SP:Iteration 33Q (8254.698789 sec): 3 clusters Score: Raw -417515.766557 + Penalty 1586.357082 = -415929.409475 nChanged 13 SP:Iteration 34Q (8254.762069 sec): 3 clusters Score: Raw -417518.753866 + Penalty 1586.357082 = -415932.396784 nChanged 9 SP:Iteration 35Q (8254.804471 sec): 3 clusters Score: Raw -417521.077511 + Penalty 1586.357082 = -415934.720429 nChanged 11 SP:Iteration 36Q (8254.861344 sec): 3 clusters Score: Raw -417523.648806 + Penalty 1586.357082 = -415937.291723 nChanged 8 SP:Iteration 37Q (8254.916395 sec): 3 clusters Score: Raw -417525.717889 + Penalty 1586.357082 = -415939.360807 nChanged 11 SP:Iteration 38Q (8254.973737 sec): 3 clusters Score: Raw -417528.200323 + Penalty 1586.357082 = -415941.843241 nChanged 9 SP:Iteration 39Q (8255.030949 sec): 3 clusters Score: Raw -417529.416845 + Penalty 1586.357082 = -415943.059763 nChanged 3 SP:Iteration 40F (8255.082499 sec): 3 clusters Score: Raw -417530.133335 + Penalty 1586.357082 = -415943.776253 nChanged 2 SP:Iteration 41Q (8255.138195 sec): 3 clusters Score: Raw -417530.713634 + Penalty 1586.357082 = -415944.356552 nChanged 6 SP:Iteration 42Q (8255.193737 sec): 3 clusters Score: Raw -417531.421958 + Penalty 1586.357082 = -415945.064876 nChanged 3 SP:Iteration 43Q (8255.248132 sec): 3 clusters Score: Raw -417532.210206 + Penalty 1586.357082 = -415945.853124 nChanged 5 SP:Iteration 44Q (8255.303439 sec): 3 clusters Score: Raw -417533.332812 + Penalty 1586.357082 = -415946.975730 nChanged 4 SP:Iteration 45Q (8255.357334 sec): 3 clusters Score: Raw -417534.124668 + Penalty 1586.357082 = -415947.767586 nChanged 7 SP:Iteration 46Q (8255.419682 sec): 3 clusters Score: Raw -417535.301988 + Penalty 1586.357082 = -415948.944906 nChanged 8 SP:Iteration 47Q (8255.472796 sec): 3 clusters Score: Raw -417536.939010 + Penalty 1586.357082 = -415950.581928 nChanged 7 SP:Iteration 48Q (8255.528443 sec): 3 clusters Score: Raw -417538.623956 + Penalty 1586.357082 = -415952.266873 nChanged 10 SP:Iteration 49Q (8255.573010 sec): 3 clusters Score: Raw -417541.326836 + Penalty 1586.357082 = -415954.969754 nChanged 10 SP:Iteration 50Q (8255.636619 sec): 3 clusters Score: Raw -417542.725016 + Penalty 1586.357082 = -415956.367934 nChanged 6 SP:Iteration 51Q (8255.686246 sec): 3 clusters Score: Raw -417543.563570 + Penalty 1586.357082 = -415957.206488 nChanged 5 SP:Iteration 52Q (8255.733189 sec): 3 clusters Score: Raw -417544.637835 + Penalty 1586.357082 = -415958.280753 nChanged 4 SP:Iteration 53Q (8255.785943 sec): 3 clusters Score: Raw -417545.612994 + Penalty 1586.357082 = -415959.255911 nChanged 10 SP:Iteration 54Q (8255.834042 sec): 3 clusters Score: Raw -417548.043416 + Penalty 1586.357082 = -415961.686333 nChanged 7 SP:Iteration 55Q (8255.891923 sec): 3 clusters Score: Raw -417549.156212 + Penalty 1586.357082 = -415962.799130 nChanged 3 SP:Iteration 56Q (8255.944674 sec): 3 clusters Score: Raw -417549.490555 + Penalty 1586.357082 = -415963.133473 nChanged 1 SP:Iteration 57Q (8256.000847 sec): 3 clusters Score: Raw -417549.534243 + Penalty 1586.357082 = -415963.177161 nChanged 0 SP:Iteration 58F (8256.055498 sec): 3 clusters Score: Raw -417549.534243 + Penalty 1586.357082 = -415963.177161 nChanged 0 Trying to split cluster 11 (16063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8256.097164 sec): 2 clusters Score: Raw -1486260.528234 + Penalty 920.006008 = -1485340.522226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8256.152241 sec): 3 clusters Score: Raw -1476441.820514 + Penalty 1840.012016 = -1474601.808498 nChanged 7329 SP:Iteration 1F (8256.232013 sec): 3 clusters Score: Raw -1480715.953007 + Penalty 1840.012016 = -1478875.940991 nChanged 1027 SP:Iteration 2F (8256.292852 sec): 3 clusters Score: Raw -1481327.061599 + Penalty 1840.012016 = -1479487.049583 nChanged 1087 SP:Iteration 3F (8256.367603 sec): 3 clusters Score: Raw -1482076.033404 + Penalty 1840.012016 = -1480236.021388 nChanged 1085 SP:Iteration 4F (8256.430062 sec): 3 clusters Score: Raw -1482938.294787 + Penalty 1840.012016 = -1481098.282771 nChanged 1107 SP:Iteration 5F (8256.488338 sec): 3 clusters Score: Raw -1483784.204484 + Penalty 1840.012016 = -1481944.192468 nChanged 955 SP:Iteration 6F (8256.550070 sec): 3 clusters Score: Raw -1484395.912461 + Penalty 1840.012016 = -1482555.900444 nChanged 760 SP:Iteration 7Q (8256.618550 sec): 3 clusters Score: Raw -1484763.315280 + Penalty 1840.012016 = -1482923.303264 nChanged 546 SP:Iteration 8Q (8256.674357 sec): 3 clusters Score: Raw -1484981.879120 + Penalty 1840.012016 = -1483141.867103 nChanged 402 SP:Iteration 9Q (8256.740914 sec): 3 clusters Score: Raw -1485108.563208 + Penalty 1840.012016 = -1483268.551192 nChanged 280 SP:Iteration 10Q (8256.803490 sec): 3 clusters Score: Raw -1485178.033871 + Penalty 1840.012016 = -1483338.021854 nChanged 216 SP:Iteration 11Q (8256.856631 sec): 3 clusters Score: Raw -1485224.389541 + Penalty 1840.012016 = -1483384.377525 nChanged 156 SP:Iteration 12Q (8256.932950 sec): 3 clusters Score: Raw -1485260.177125 + Penalty 1840.012016 = -1483420.165109 nChanged 172 SP:Iteration 13Q (8256.989751 sec): 3 clusters Score: Raw -1485301.396213 + Penalty 1840.012016 = -1483461.384197 nChanged 164 SP:Iteration 14Q (8257.055977 sec): 3 clusters Score: Raw -1485336.129612 + Penalty 1840.012016 = -1483496.117595 nChanged 146 SP:Iteration 15Q (8257.118411 sec): 3 clusters Score: Raw -1485366.859154 + Penalty 1840.012016 = -1483526.847138 nChanged 134 SP:Iteration 16Q (8257.180578 sec): 3 clusters Score: Raw -1485396.999195 + Penalty 1840.012016 = -1483556.987179 nChanged 147 SP:Iteration 17Q (8257.244629 sec): 3 clusters Score: Raw -1485426.904654 + Penalty 1840.012016 = -1483586.892638 nChanged 132 SP:Iteration 18Q (8257.308107 sec): 3 clusters Score: Raw -1485448.018171 + Penalty 1840.012016 = -1483608.006155 nChanged 115 SP:Iteration 19Q (8257.378821 sec): 3 clusters Score: Raw -1485467.123463 + Penalty 1840.012016 = -1483627.111446 nChanged 116 SP:Iteration 20F (8257.430785 sec): 3 clusters Score: Raw -1485487.386473 + Penalty 1840.012016 = -1483647.374456 nChanged 118 SP:Iteration 21Q (8257.494693 sec): 3 clusters Score: Raw -1485505.450441 + Penalty 1840.012016 = -1483665.438425 nChanged 117 SP:Iteration 22Q (8257.559002 sec): 3 clusters Score: Raw -1485528.026696 + Penalty 1840.012016 = -1483688.014680 nChanged 112 SP:Iteration 23Q (8257.619375 sec): 3 clusters Score: Raw -1485549.173795 + Penalty 1840.012016 = -1483709.161778 nChanged 101 SP:Iteration 24Q (8257.686705 sec): 3 clusters Score: Raw -1485567.024485 + Penalty 1840.012016 = -1483727.012469 nChanged 99 SP:Iteration 25Q (8257.747919 sec): 3 clusters Score: Raw -1485583.672666 + Penalty 1840.012016 = -1483743.660650 nChanged 100 SP:Iteration 26Q (8257.819937 sec): 3 clusters Score: Raw -1485598.919444 + Penalty 1840.012016 = -1483758.907428 nChanged 111 SP:Iteration 27Q (8257.888519 sec): 3 clusters Score: Raw -1485619.055898 + Penalty 1840.012016 = -1483779.043881 nChanged 109 SP:Iteration 28Q (8257.947331 sec): 3 clusters Score: Raw -1485638.046730 + Penalty 1840.012016 = -1483798.034714 nChanged 113 SP:Iteration 29Q (8258.011114 sec): 3 clusters Score: Raw -1485659.486768 + Penalty 1840.012016 = -1483819.474751 nChanged 127 SP:Iteration 30Q (8258.073984 sec): 3 clusters Score: Raw -1485681.680450 + Penalty 1840.012016 = -1483841.668433 nChanged 109 SP:Iteration 31Q (8258.125801 sec): 3 clusters Score: Raw -1485701.331176 + Penalty 1840.012016 = -1483861.319160 nChanged 117 SP:Iteration 32Q (8258.199061 sec): 3 clusters Score: Raw -1485723.269977 + Penalty 1840.012016 = -1483883.257960 nChanged 127 SP:Iteration 33Q (8258.262275 sec): 3 clusters Score: Raw -1485747.030586 + Penalty 1840.012016 = -1483907.018570 nChanged 124 SP:Iteration 34Q (8258.325663 sec): 3 clusters Score: Raw -1485770.285985 + Penalty 1840.012016 = -1483930.273969 nChanged 107 SP:Iteration 35Q (8258.386517 sec): 3 clusters Score: Raw -1485786.104105 + Penalty 1840.012016 = -1483946.092089 nChanged 91 SP:Iteration 36Q (8258.448510 sec): 3 clusters Score: Raw -1485800.708396 + Penalty 1840.012016 = -1483960.696380 nChanged 78 SP:Iteration 37Q (8258.507214 sec): 3 clusters Score: Raw -1485811.387998 + Penalty 1840.012016 = -1483971.375982 nChanged 82 SP:Iteration 38Q (8258.579371 sec): 3 clusters Score: Raw -1485824.500301 + Penalty 1840.012016 = -1483984.488285 nChanged 100 SP:Iteration 39Q (8258.635535 sec): 3 clusters Score: Raw -1485839.961263 + Penalty 1840.012016 = -1483999.949247 nChanged 71 SP:Iteration 40F (8258.706111 sec): 3 clusters Score: Raw -1485849.492602 + Penalty 1840.012016 = -1484009.480585 nChanged 67 SP:Iteration 41Q (8258.761598 sec): 3 clusters Score: Raw -1485857.735926 + Penalty 1840.012016 = -1484017.723909 nChanged 57 SP:Iteration 42Q (8258.825671 sec): 3 clusters Score: Raw -1485865.205733 + Penalty 1840.012016 = -1484025.193717 nChanged 61 SP:Iteration 43Q (8258.889368 sec): 3 clusters Score: Raw -1485873.061360 + Penalty 1840.012016 = -1484033.049344 nChanged 60 SP:Iteration 44Q (8258.950542 sec): 3 clusters Score: Raw -1485879.870144 + Penalty 1840.012016 = -1484039.858127 nChanged 54 SP:Iteration 45Q (8259.015718 sec): 3 clusters Score: Raw -1485886.749401 + Penalty 1840.012016 = -1484046.737384 nChanged 57 SP:Iteration 46Q (8259.088902 sec): 3 clusters Score: Raw -1485894.912890 + Penalty 1840.012016 = -1484054.900874 nChanged 71 SP:Iteration 47Q (8259.158033 sec): 3 clusters Score: Raw -1485904.392838 + Penalty 1840.012016 = -1484064.380822 nChanged 55 SP:Iteration 48Q (8259.219963 sec): 3 clusters Score: Raw -1485911.871567 + Penalty 1840.012016 = -1484071.859551 nChanged 57 SP:Iteration 49Q (8259.281201 sec): 3 clusters Score: Raw -1485918.106931 + Penalty 1840.012016 = -1484078.094915 nChanged 52 SP:Iteration 50Q (8259.352252 sec): 3 clusters Score: Raw -1485925.061039 + Penalty 1840.012016 = -1484085.049023 nChanged 57 SP:Iteration 51Q (8259.407827 sec): 3 clusters Score: Raw -1485931.918270 + Penalty 1840.012016 = -1484091.906254 nChanged 51 SP:Iteration 52Q (8259.471362 sec): 3 clusters Score: Raw -1485937.102656 + Penalty 1840.012016 = -1484097.090640 nChanged 53 SP:Iteration 53Q (8259.535921 sec): 3 clusters Score: Raw -1485942.141824 + Penalty 1840.012016 = -1484102.129808 nChanged 66 SP:Iteration 54Q (8259.601557 sec): 3 clusters Score: Raw -1485951.468693 + Penalty 1840.012016 = -1484111.456677 nChanged 72 SP:Iteration 55Q (8259.663733 sec): 3 clusters Score: Raw -1485961.383563 + Penalty 1840.012016 = -1484121.371547 nChanged 87 SP:Iteration 56Q (8259.732850 sec): 3 clusters Score: Raw -1485974.614182 + Penalty 1840.012016 = -1484134.602166 nChanged 95 SP:Iteration 57Q (8259.788878 sec): 3 clusters Score: Raw -1485988.426813 + Penalty 1840.012016 = -1484148.414796 nChanged 84 SP:Iteration 58Q (8259.852662 sec): 3 clusters Score: Raw -1486000.810164 + Penalty 1840.012016 = -1484160.798148 nChanged 79 SP:Iteration 59Q (8259.915313 sec): 3 clusters Score: Raw -1486015.257849 + Penalty 1840.012016 = -1484175.245833 nChanged 76 SP:Iteration 60F (8259.971141 sec): 3 clusters Score: Raw -1486029.174437 + Penalty 1840.012016 = -1484189.162421 nChanged 76 SP:Iteration 61Q (8260.032853 sec): 3 clusters Score: Raw -1486042.691426 + Penalty 1840.012016 = -1484202.679410 nChanged 85 SP:Iteration 62Q (8260.104032 sec): 3 clusters Score: Raw -1486056.591987 + Penalty 1840.012016 = -1484216.579971 nChanged 79 SP:Iteration 63Q (8260.170091 sec): 3 clusters Score: Raw -1486071.433862 + Penalty 1840.012016 = -1484231.421846 nChanged 90 SP:Iteration 64Q (8260.223793 sec): 3 clusters Score: Raw -1486087.322672 + Penalty 1840.012016 = -1484247.310656 nChanged 90 SP:Iteration 65Q (8260.295139 sec): 3 clusters Score: Raw -1486102.608957 + Penalty 1840.012016 = -1484262.596941 nChanged 91 SP:Iteration 66Q (8260.355549 sec): 3 clusters Score: Raw -1486117.208887 + Penalty 1840.012016 = -1484277.196871 nChanged 99 SP:Iteration 67Q (8260.409299 sec): 3 clusters Score: Raw -1486134.832102 + Penalty 1840.012016 = -1484294.820086 nChanged 96 SP:Iteration 68Q (8260.475463 sec): 3 clusters Score: Raw -1486153.634641 + Penalty 1840.012016 = -1484313.622625 nChanged 100 SP:Iteration 69Q (8260.532417 sec): 3 clusters Score: Raw -1486171.120659 + Penalty 1840.012016 = -1484331.108643 nChanged 103 SP:Iteration 70Q (8260.603179 sec): 3 clusters Score: Raw -1486189.813465 + Penalty 1840.012016 = -1484349.801449 nChanged 101 SP:Iteration 71Q (8260.656073 sec): 3 clusters Score: Raw -1486210.431282 + Penalty 1840.012016 = -1484370.419266 nChanged 120 SP:Iteration 72Q (8260.719885 sec): 3 clusters Score: Raw -1486237.826334 + Penalty 1840.012016 = -1484397.814318 nChanged 109 SP:Iteration 73Q (8260.780281 sec): 3 clusters Score: Raw -1486264.122071 + Penalty 1840.012016 = -1484424.110054 nChanged 109 SP:Iteration 74Q (8260.844685 sec): 3 clusters Score: Raw -1486292.212758 + Penalty 1840.012016 = -1484452.200741 nChanged 117 SP:Iteration 75Q (8260.908156 sec): 3 clusters Score: Raw -1486326.944611 + Penalty 1840.012016 = -1484486.932595 nChanged 118 SP:Iteration 76Q (8260.970548 sec): 3 clusters Score: Raw -1486365.857204 + Penalty 1840.012016 = -1484525.845188 nChanged 110 SP:Iteration 77Q (8261.037750 sec): 3 clusters Score: Raw -1486407.310449 + Penalty 1840.012016 = -1484567.298433 nChanged 129 SP:Iteration 78Q (8261.101836 sec): 3 clusters Score: Raw -1486476.173035 + Penalty 1840.012016 = -1484636.161018 nChanged 163 SP:Iteration 79Q (8261.166856 sec): 3 clusters Score: Raw -1486563.437142 + Penalty 1840.012016 = -1484723.425126 nChanged 198 SP:Iteration 80F (8261.226728 sec): 3 clusters Score: Raw -1486667.699611 + Penalty 1840.012016 = -1484827.687595 nChanged 185 SP:Iteration 81Q (8261.290379 sec): 3 clusters Score: Raw -1486771.417007 + Penalty 1840.012016 = -1484931.404991 nChanged 177 SP:Iteration 82Q (8261.343707 sec): 3 clusters Score: Raw -1486859.851324 + Penalty 1840.012016 = -1485019.839308 nChanged 170 SP:Iteration 83Q (8261.417083 sec): 3 clusters Score: Raw -1486930.403724 + Penalty 1840.012016 = -1485090.391708 nChanged 162 SP:Iteration 84Q (8261.464882 sec): 3 clusters Score: Raw -1486984.494078 + Penalty 1840.012016 = -1485144.482062 nChanged 144 SP:Iteration 85Q (8261.529035 sec): 3 clusters Score: Raw -1487031.340429 + Penalty 1840.012016 = -1485191.328412 nChanged 137 SP:Iteration 86Q (8261.592688 sec): 3 clusters Score: Raw -1487072.651205 + Penalty 1840.012016 = -1485232.639189 nChanged 108 SP:Iteration 87Q (8261.658220 sec): 3 clusters Score: Raw -1487100.841922 + Penalty 1840.012016 = -1485260.829905 nChanged 90 SP:Iteration 88Q (8261.713610 sec): 3 clusters Score: Raw -1487118.675212 + Penalty 1840.012016 = -1485278.663196 nChanged 73 SP:Iteration 89Q (8261.778400 sec): 3 clusters Score: Raw -1487131.334003 + Penalty 1840.012016 = -1485291.321987 nChanged 71 SP:Iteration 90Q (8261.845419 sec): 3 clusters Score: Raw -1487143.775301 + Penalty 1840.012016 = -1485303.763284 nChanged 59 SP:Iteration 91Q (8261.904212 sec): 3 clusters Score: Raw -1487150.940330 + Penalty 1840.012016 = -1485310.928313 nChanged 38 SP:Iteration 92Q (8261.977726 sec): 3 clusters Score: Raw -1487154.964661 + Penalty 1840.012016 = -1485314.952644 nChanged 36 SP:Iteration 93Q (8262.031952 sec): 3 clusters Score: Raw -1487158.881636 + Penalty 1840.012016 = -1485318.869620 nChanged 29 SP:Iteration 94Q (8262.095131 sec): 3 clusters Score: Raw -1487161.917902 + Penalty 1840.012016 = -1485321.905885 nChanged 31 SP:Iteration 95Q (8262.145084 sec): 3 clusters Score: Raw -1487165.492616 + Penalty 1840.012016 = -1485325.480599 nChanged 23 SP:Iteration 96Q (8262.207432 sec): 3 clusters Score: Raw -1487167.525770 + Penalty 1840.012016 = -1485327.513754 nChanged 20 SP:Iteration 97Q (8262.267538 sec): 3 clusters Score: Raw -1487169.128187 + Penalty 1840.012016 = -1485329.116171 nChanged 20 SP:Iteration 98Q (8262.318748 sec): 3 clusters Score: Raw -1487170.840956 + Penalty 1840.012016 = -1485330.828940 nChanged 22 SP:Iteration 99Q (8262.387357 sec): 3 clusters Score: Raw -1487173.116371 + Penalty 1840.012016 = -1485333.104355 nChanged 21 SP:Iteration 100F (8262.439215 sec): 3 clusters Score: Raw -1487174.648165 + Penalty 1840.012016 = -1485334.636149 nChanged 9 SP:Iteration 101Q (8262.504845 sec): 3 clusters Score: Raw -1487175.169765 + Penalty 1840.012016 = -1485335.157749 nChanged 7 SP:Iteration 102Q (8262.559317 sec): 3 clusters Score: Raw -1487175.594770 + Penalty 1840.012016 = -1485335.582753 nChanged 5 SP:Iteration 103Q (8262.623905 sec): 3 clusters Score: Raw -1487175.978571 + Penalty 1840.012016 = -1485335.966555 nChanged 3 SP:Iteration 104Q (8262.683919 sec): 3 clusters Score: Raw -1487176.084479 + Penalty 1840.012016 = -1485336.072462 nChanged 1 SP:Iteration 105Q (8262.745660 sec): 3 clusters Score: Raw -1487176.108159 + Penalty 1840.012016 = -1485336.096143 nChanged 1 SP:Iteration 106Q (8262.812626 sec): 3 clusters Score: Raw -1487176.143490 + Penalty 1840.012016 = -1485336.131474 nChanged 1 SP:Iteration 107Q (8262.873309 sec): 3 clusters Score: Raw -1487176.284736 + Penalty 1840.012016 = -1485336.272720 nChanged 2 SP:Iteration 108Q (8262.945267 sec): 3 clusters Score: Raw -1487176.436668 + Penalty 1840.012016 = -1485336.424651 nChanged 1 SP:Iteration 109Q (8262.992807 sec): 3 clusters Score: Raw -1487176.460004 + Penalty 1840.012016 = -1485336.447988 nChanged 1 SP:Iteration 110Q (8263.056885 sec): 3 clusters Score: Raw -1487176.491948 + Penalty 1840.012016 = -1485336.479931 nChanged 1 SP:Iteration 111Q (8263.112311 sec): 3 clusters Score: Raw -1487176.509700 + Penalty 1840.012016 = -1485336.497684 nChanged 2 SP:Iteration 112Q (8263.178710 sec): 3 clusters Score: Raw -1487176.614005 + Penalty 1840.012016 = -1485336.601989 nChanged 0 SP:Iteration 113F (8263.240497 sec): 3 clusters Score: Raw -1487176.614005 + Penalty 1840.012016 = -1485336.601989 nChanged 0 Trying to split cluster 12 (74332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8263.342906 sec): 2 clusters Score: Raw -7072001.282177 + Penalty 1065.548198 = -7070935.733979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8263.474526 sec): 3 clusters Score: Raw -7023579.104764 + Penalty 2131.096397 = -7021448.008367 nChanged 35585 SP:Iteration 1F (8263.607186 sec): 3 clusters Score: Raw -7045446.862898 + Penalty 2131.096397 = -7043315.766502 nChanged 4216 SP:Iteration 2F (8263.740706 sec): 3 clusters Score: Raw -7047501.653291 + Penalty 2131.096397 = -7045370.556894 nChanged 4948 SP:Iteration 3F (8263.854096 sec): 3 clusters Score: Raw -7050454.215012 + Penalty 2131.096397 = -7048323.118615 nChanged 5598 SP:Iteration 4F (8263.983496 sec): 3 clusters Score: Raw -7054342.070930 + Penalty 2131.096397 = -7052210.974533 nChanged 5536 SP:Iteration 5F (8264.114910 sec): 3 clusters Score: Raw -7058818.051194 + Penalty 2131.096397 = -7056686.954797 nChanged 5033 SP:Iteration 6F (8264.246091 sec): 3 clusters Score: Raw -7063363.142297 + Penalty 2131.096397 = -7061232.045901 nChanged 3825 SP:Iteration 7F (8264.379038 sec): 3 clusters Score: Raw -7067031.167266 + Penalty 2131.096397 = -7064900.070869 nChanged 2393 SP:Iteration 8Q (8264.518445 sec): 3 clusters Score: Raw -7069218.351617 + Penalty 2131.096397 = -7067087.255221 nChanged 1380 SP:Iteration 9Q (8264.638978 sec): 3 clusters Score: Raw -7070318.491765 + Penalty 2131.096397 = -7068187.395369 nChanged 856 SP:Iteration 10Q (8264.757973 sec): 3 clusters Score: Raw -7070893.775422 + Penalty 2131.096397 = -7068762.679025 nChanged 586 SP:Iteration 11Q (8264.880187 sec): 3 clusters Score: Raw -7071237.789204 + Penalty 2131.096397 = -7069106.692808 nChanged 418 SP:Iteration 12Q (8264.989165 sec): 3 clusters Score: Raw -7071460.601543 + Penalty 2131.096397 = -7069329.505146 nChanged 311 SP:Iteration 13Q (8265.105751 sec): 3 clusters Score: Raw -7071615.932800 + Penalty 2131.096397 = -7069484.836404 nChanged 259 SP:Iteration 14Q (8265.225923 sec): 3 clusters Score: Raw -7071742.439365 + Penalty 2131.096397 = -7069611.342968 nChanged 217 SP:Iteration 15Q (8265.342721 sec): 3 clusters Score: Raw -7071845.014595 + Penalty 2131.096397 = -7069713.918198 nChanged 153 SP:Iteration 16Q (8265.455345 sec): 3 clusters Score: Raw -7071905.495930 + Penalty 2131.096397 = -7069774.399533 nChanged 113 SP:Iteration 17Q (8265.576398 sec): 3 clusters Score: Raw -7071949.779791 + Penalty 2131.096397 = -7069818.683394 nChanged 102 SP:Iteration 18Q (8265.687966 sec): 3 clusters Score: Raw -7071991.628607 + Penalty 2131.096397 = -7069860.532211 nChanged 82 SP:Iteration 19Q (8265.798684 sec): 3 clusters Score: Raw -7072021.079821 + Penalty 2131.096397 = -7069889.983424 nChanged 62 SP:Iteration 20F (8265.930477 sec): 3 clusters Score: Raw -7072042.272179 + Penalty 2131.096397 = -7069911.175782 nChanged 47 SP:Iteration 21Q (8266.050464 sec): 3 clusters Score: Raw -7072060.972990 + Penalty 2131.096397 = -7069929.876593 nChanged 44 SP:Iteration 22Q (8266.178223 sec): 3 clusters Score: Raw -7072080.619328 + Penalty 2131.096397 = -7069949.522931 nChanged 43 SP:Iteration 23Q (8266.282614 sec): 3 clusters Score: Raw -7072100.444289 + Penalty 2131.096397 = -7069969.347892 nChanged 39 SP:Iteration 24Q (8266.395451 sec): 3 clusters Score: Raw -7072118.685990 + Penalty 2131.096397 = -7069987.589593 nChanged 35 SP:Iteration 25Q (8266.513402 sec): 3 clusters Score: Raw -7072135.534700 + Penalty 2131.096397 = -7070004.438303 nChanged 28 SP:Iteration 26Q (8266.625367 sec): 3 clusters Score: Raw -7072146.231523 + Penalty 2131.096397 = -7070015.135126 nChanged 21 SP:Iteration 27Q (8266.742067 sec): 3 clusters Score: Raw -7072155.397889 + Penalty 2131.096397 = -7070024.301492 nChanged 18 SP:Iteration 28Q (8266.854162 sec): 3 clusters Score: Raw -7072162.642534 + Penalty 2131.096397 = -7070031.546137 nChanged 14 SP:Iteration 29Q (8266.977133 sec): 3 clusters Score: Raw -7072168.737435 + Penalty 2131.096397 = -7070037.641038 nChanged 13 SP:Iteration 30Q (8267.091862 sec): 3 clusters Score: Raw -7072175.300309 + Penalty 2131.096397 = -7070044.203912 nChanged 18 SP:Iteration 31Q (8267.199355 sec): 3 clusters Score: Raw -7072183.563864 + Penalty 2131.096397 = -7070052.467468 nChanged 19 SP:Iteration 32Q (8267.311556 sec): 3 clusters Score: Raw -7072190.272648 + Penalty 2131.096397 = -7070059.176252 nChanged 9 SP:Iteration 33Q (8267.417269 sec): 3 clusters Score: Raw -7072193.268269 + Penalty 2131.096397 = -7070062.171872 nChanged 7 SP:Iteration 34Q (8267.530950 sec): 3 clusters Score: Raw -7072196.352496 + Penalty 2131.096397 = -7070065.256099 nChanged 8 SP:Iteration 35Q (8267.641048 sec): 3 clusters Score: Raw -7072198.203136 + Penalty 2131.096397 = -7070067.106739 nChanged 5 SP:Iteration 36Q (8267.749552 sec): 3 clusters Score: Raw -7072200.103653 + Penalty 2131.096397 = -7070069.007256 nChanged 4 SP:Iteration 37Q (8267.857121 sec): 3 clusters Score: Raw -7072201.773030 + Penalty 2131.096397 = -7070070.676634 nChanged 5 SP:Iteration 38Q (8267.973481 sec): 3 clusters Score: Raw -7072203.255650 + Penalty 2131.096397 = -7070072.159254 nChanged 5 SP:Iteration 39Q (8268.088460 sec): 3 clusters Score: Raw -7072204.725805 + Penalty 2131.096397 = -7070073.629408 nChanged 2 SP:Iteration 40F (8268.222084 sec): 3 clusters Score: Raw -7072205.169857 + Penalty 2131.096397 = -7070074.073460 nChanged 2 SP:Iteration 41Q (8268.326723 sec): 3 clusters Score: Raw -7072205.864563 + Penalty 2131.096397 = -7070074.768166 nChanged 1 SP:Iteration 42Q (8268.434371 sec): 3 clusters Score: Raw -7072206.194587 + Penalty 2131.096397 = -7070075.098190 nChanged 0 SP:Iteration 43F (8268.564214 sec): 3 clusters Score: Raw -7072206.194587 + Penalty 2131.096397 = -7070075.098190 nChanged 0 Trying to split cluster 13 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8268.582349 sec): 2 clusters Score: Raw -22240.685314 + Penalty 524.918029 = -21715.767285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8268.627060 sec): 3 clusters Score: Raw -22281.664290 + Penalty 1049.836058 = -21231.828232 nChanged 60 SP:Iteration 1F (8268.673820 sec): 3 clusters Score: Raw -22363.512047 + Penalty 1049.836058 = -21313.675989 nChanged 8 SP:Iteration 2Q (8268.718393 sec): 3 clusters Score: Raw -22376.526987 + Penalty 1049.836058 = -21326.690929 nChanged 6 SP:Iteration 3Q (8268.763754 sec): 3 clusters Score: Raw -22383.886466 + Penalty 1049.836058 = -21334.050408 nChanged 2 SP:Iteration 4Q (8268.799244 sec): 3 clusters Score: Raw -22384.866948 + Penalty 1049.836058 = -21335.030890 nChanged 2 SP:Iteration 5Q (8268.851292 sec): 3 clusters Score: Raw -22386.102950 + Penalty 1049.836058 = -21336.266891 nChanged 0 SP:Iteration 6F (8268.882481 sec): 3 clusters Score: Raw -22386.102950 + Penalty 1049.836058 = -21336.266891 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8268.905740 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8268.946101 sec): 3 clusters Score: Raw -10810.402756 + Penalty 979.125403 = -9831.277353 nChanged 41 SP:Iteration 1F (8268.980958 sec): 3 clusters Score: Raw -11068.970317 + Penalty 979.125403 = -10089.844914 nChanged 20 SP:Iteration 2F (8269.015712 sec): 3 clusters Score: Raw -11270.695287 + Penalty 979.125403 = -10291.569884 nChanged 15 SP:Iteration 3F (8269.049177 sec): 3 clusters Score: Raw -11340.822472 + Penalty 979.125403 = -10361.697069 nChanged 2 SP:Iteration 4Q (8269.085738 sec): 3 clusters Score: Raw -11349.774142 + Penalty 979.125403 = -10370.648739 nChanged 0 SP:Iteration 5F (8269.130834 sec): 3 clusters Score: Raw -11349.774142 + Penalty 979.125403 = -10370.648739 nChanged 0 Score: Raw -58498613.511342 + Penalty 49431.021155 = -58449182.490186 Splitting cluster 14 changes total score from -58449811.821890 to -58449182.490186 So it's not getting split. Trying to split cluster 15 (14613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8280.593915 sec): 2 clusters Score: Raw -1398090.829844 + Penalty 911.018348 = -1397179.811496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8280.636145 sec): 3 clusters Score: Raw -1389194.631433 + Penalty 1822.036696 = -1387372.594737 nChanged 6623 SP:Iteration 1F (8280.699707 sec): 3 clusters Score: Raw -1393193.364777 + Penalty 1822.036696 = -1391371.328081 nChanged 1016 SP:Iteration 2F (8280.764209 sec): 3 clusters Score: Raw -1393777.846008 + Penalty 1822.036696 = -1391955.809312 nChanged 1000 SP:Iteration 3F (8280.829827 sec): 3 clusters Score: Raw -1394437.007646 + Penalty 1822.036696 = -1392614.970950 nChanged 1057 SP:Iteration 4F (8280.901316 sec): 3 clusters Score: Raw -1395297.611962 + Penalty 1822.036696 = -1393475.575266 nChanged 1031 SP:Iteration 5F (8280.962365 sec): 3 clusters Score: Raw -1396175.839752 + Penalty 1822.036696 = -1394353.803056 nChanged 937 SP:Iteration 6F (8281.005899 sec): 3 clusters Score: Raw -1396978.361963 + Penalty 1822.036696 = -1395156.325267 nChanged 747 SP:Iteration 7F (8281.076190 sec): 3 clusters Score: Raw -1397572.902015 + Penalty 1822.036696 = -1395750.865319 nChanged 545 SP:Iteration 8Q (8281.131618 sec): 3 clusters Score: Raw -1397923.036987 + Penalty 1822.036696 = -1396101.000291 nChanged 362 SP:Iteration 9Q (8281.180567 sec): 3 clusters Score: Raw -1398093.787554 + Penalty 1822.036696 = -1396271.750857 nChanged 220 SP:Iteration 10Q (8281.241406 sec): 3 clusters Score: Raw -1398178.536811 + Penalty 1822.036696 = -1396356.500115 nChanged 180 SP:Iteration 11Q (8281.307590 sec): 3 clusters Score: Raw -1398258.406089 + Penalty 1822.036696 = -1396436.369393 nChanged 194 SP:Iteration 12Q (8281.363288 sec): 3 clusters Score: Raw -1398360.431744 + Penalty 1822.036696 = -1396538.395048 nChanged 179 SP:Iteration 13Q (8281.428056 sec): 3 clusters Score: Raw -1398461.479404 + Penalty 1822.036696 = -1396639.442707 nChanged 169 SP:Iteration 14Q (8281.494865 sec): 3 clusters Score: Raw -1398558.900491 + Penalty 1822.036696 = -1396736.863795 nChanged 153 SP:Iteration 15Q (8281.561232 sec): 3 clusters Score: Raw -1398638.665563 + Penalty 1822.036696 = -1396816.628867 nChanged 144 SP:Iteration 16Q (8281.616018 sec): 3 clusters Score: Raw -1398710.167896 + Penalty 1822.036696 = -1396888.131199 nChanged 117 SP:Iteration 17Q (8281.681184 sec): 3 clusters Score: Raw -1398754.400346 + Penalty 1822.036696 = -1396932.363650 nChanged 88 SP:Iteration 18Q (8281.741413 sec): 3 clusters Score: Raw -1398778.078439 + Penalty 1822.036696 = -1396956.041742 nChanged 70 SP:Iteration 19Q (8281.804682 sec): 3 clusters Score: Raw -1398793.558024 + Penalty 1822.036696 = -1396971.521328 nChanged 55 SP:Iteration 20F (8281.874599 sec): 3 clusters Score: Raw -1398804.404007 + Penalty 1822.036696 = -1396982.367311 nChanged 43 SP:Iteration 21Q (8281.933003 sec): 3 clusters Score: Raw -1398812.842666 + Penalty 1822.036696 = -1396990.805969 nChanged 41 SP:Iteration 22Q (8281.987071 sec): 3 clusters Score: Raw -1398820.534538 + Penalty 1822.036696 = -1396998.497842 nChanged 42 SP:Iteration 23Q (8282.043146 sec): 3 clusters Score: Raw -1398826.906641 + Penalty 1822.036696 = -1397004.869945 nChanged 32 SP:Iteration 24Q (8282.088542 sec): 3 clusters Score: Raw -1398832.424339 + Penalty 1822.036696 = -1397010.387643 nChanged 28 SP:Iteration 25Q (8282.148113 sec): 3 clusters Score: Raw -1398836.822077 + Penalty 1822.036696 = -1397014.785380 nChanged 16 SP:Iteration 26Q (8282.212346 sec): 3 clusters Score: Raw -1398838.391614 + Penalty 1822.036696 = -1397016.354918 nChanged 15 SP:Iteration 27Q (8282.264191 sec): 3 clusters Score: Raw -1398839.788059 + Penalty 1822.036696 = -1397017.751363 nChanged 9 SP:Iteration 28Q (8282.323142 sec): 3 clusters Score: Raw -1398840.305876 + Penalty 1822.036696 = -1397018.269180 nChanged 5 SP:Iteration 29Q (8282.386835 sec): 3 clusters Score: Raw -1398840.589767 + Penalty 1822.036696 = -1397018.553071 nChanged 3 SP:Iteration 30Q (8282.441111 sec): 3 clusters Score: Raw -1398840.768637 + Penalty 1822.036696 = -1397018.731940 nChanged 1 SP:Iteration 31Q (8282.500955 sec): 3 clusters Score: Raw -1398840.815690 + Penalty 1822.036696 = -1397018.778994 nChanged 1 SP:Iteration 32Q (8282.562754 sec): 3 clusters Score: Raw -1398840.882296 + Penalty 1822.036696 = -1397018.845600 nChanged 0 SP:Iteration 33F (8282.633252 sec): 3 clusters Score: Raw -1398840.882296 + Penalty 1822.036696 = -1397018.845600 nChanged 0 Trying to split cluster 16 (22829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8282.678086 sec): 2 clusters Score: Raw -2142860.734457 + Penalty 953.399759 = -2141907.334698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8282.738818 sec): 3 clusters Score: Raw -2128432.112960 + Penalty 1906.799518 = -2126525.313442 nChanged 10761 SP:Iteration 1F (8282.813641 sec): 3 clusters Score: Raw -2134632.759674 + Penalty 1906.799518 = -2132725.960156 nChanged 1218 SP:Iteration 2F (8282.892312 sec): 3 clusters Score: Raw -2135193.305308 + Penalty 1906.799518 = -2133286.505790 nChanged 1342 SP:Iteration 3F (8282.967124 sec): 3 clusters Score: Raw -2135991.133375 + Penalty 1906.799518 = -2134084.333857 nChanged 1494 SP:Iteration 4F (8283.032154 sec): 3 clusters Score: Raw -2137078.824262 + Penalty 1906.799518 = -2135172.024744 nChanged 1527 SP:Iteration 5F (8283.106514 sec): 3 clusters Score: Raw -2138389.579671 + Penalty 1906.799518 = -2136482.780153 nChanged 1374 SP:Iteration 6F (8283.176551 sec): 3 clusters Score: Raw -2139653.045132 + Penalty 1906.799518 = -2137746.245614 nChanged 1114 SP:Iteration 7Q (8283.233901 sec): 3 clusters Score: Raw -2140637.704702 + Penalty 1906.799518 = -2138730.905184 nChanged 865 SP:Iteration 8Q (8283.303923 sec): 3 clusters Score: Raw -2141284.251308 + Penalty 1906.799518 = -2139377.451790 nChanged 608 SP:Iteration 9Q (8283.386026 sec): 3 clusters Score: Raw -2141714.874725 + Penalty 1906.799518 = -2139808.075207 nChanged 503 SP:Iteration 10Q (8283.448482 sec): 3 clusters Score: Raw -2142039.162864 + Penalty 1906.799518 = -2140132.363346 nChanged 390 SP:Iteration 11Q (8283.525552 sec): 3 clusters Score: Raw -2142264.890169 + Penalty 1906.799518 = -2140358.090651 nChanged 307 SP:Iteration 12Q (8283.584943 sec): 3 clusters Score: Raw -2142425.898153 + Penalty 1906.799518 = -2140519.098636 nChanged 229 SP:Iteration 13Q (8283.653367 sec): 3 clusters Score: Raw -2142548.762784 + Penalty 1906.799518 = -2140641.963266 nChanged 216 SP:Iteration 14Q (8283.726129 sec): 3 clusters Score: Raw -2142654.974202 + Penalty 1906.799518 = -2140748.174684 nChanged 188 SP:Iteration 15Q (8283.782887 sec): 3 clusters Score: Raw -2142754.633233 + Penalty 1906.799518 = -2140847.833715 nChanged 155 SP:Iteration 16Q (8283.848722 sec): 3 clusters Score: Raw -2142836.848108 + Penalty 1906.799518 = -2140930.048590 nChanged 103 SP:Iteration 17Q (8283.918863 sec): 3 clusters Score: Raw -2142881.826282 + Penalty 1906.799518 = -2140975.026764 nChanged 73 SP:Iteration 18Q (8283.974558 sec): 3 clusters Score: Raw -2142910.296196 + Penalty 1906.799518 = -2141003.496678 nChanged 46 SP:Iteration 19Q (8284.042657 sec): 3 clusters Score: Raw -2142925.848597 + Penalty 1906.799518 = -2141019.049079 nChanged 36 SP:Iteration 20F (8284.120306 sec): 3 clusters Score: Raw -2142945.172449 + Penalty 1906.799518 = -2141038.372931 nChanged 40 SP:Iteration 21Q (8284.176529 sec): 3 clusters Score: Raw -2142968.997473 + Penalty 1906.799518 = -2141062.197955 nChanged 49 SP:Iteration 22Q (8284.241141 sec): 3 clusters Score: Raw -2142989.874933 + Penalty 1906.799518 = -2141083.075415 nChanged 26 SP:Iteration 23Q (8284.305748 sec): 3 clusters Score: Raw -2142997.117636 + Penalty 1906.799518 = -2141090.318118 nChanged 15 SP:Iteration 24Q (8284.369199 sec): 3 clusters Score: Raw -2143001.430895 + Penalty 1906.799518 = -2141094.631377 nChanged 15 SP:Iteration 25Q (8284.436153 sec): 3 clusters Score: Raw -2143005.905619 + Penalty 1906.799518 = -2141099.106101 nChanged 11 SP:Iteration 26Q (8284.506598 sec): 3 clusters Score: Raw -2143008.660112 + Penalty 1906.799518 = -2141101.860594 nChanged 5 SP:Iteration 27Q (8284.577023 sec): 3 clusters Score: Raw -2143010.393854 + Penalty 1906.799518 = -2141103.594336 nChanged 5 SP:Iteration 28Q (8284.635412 sec): 3 clusters Score: Raw -2143011.971300 + Penalty 1906.799518 = -2141105.171782 nChanged 4 SP:Iteration 29Q (8284.698932 sec): 3 clusters Score: Raw -2143013.124719 + Penalty 1906.799518 = -2141106.325201 nChanged 3 SP:Iteration 30Q (8284.757558 sec): 3 clusters Score: Raw -2143013.652381 + Penalty 1906.799518 = -2141106.852863 nChanged 2 SP:Iteration 31Q (8284.823312 sec): 3 clusters Score: Raw -2143014.222227 + Penalty 1906.799518 = -2141107.422709 nChanged 2 SP:Iteration 32Q (8284.889095 sec): 3 clusters Score: Raw -2143014.543145 + Penalty 1906.799518 = -2141107.743627 nChanged 1 SP:Iteration 33Q (8284.945361 sec): 3 clusters Score: Raw -2143014.674333 + Penalty 1906.799518 = -2141107.874815 nChanged 1 SP:Iteration 34Q (8285.004321 sec): 3 clusters Score: Raw -2143014.856153 + Penalty 1906.799518 = -2141108.056635 nChanged 2 SP:Iteration 35Q (8285.073645 sec): 3 clusters Score: Raw -2143015.251680 + Penalty 1906.799518 = -2141108.452162 nChanged 3 SP:Iteration 36Q (8285.141921 sec): 3 clusters Score: Raw -2143015.927073 + Penalty 1906.799518 = -2141109.127556 nChanged 2 SP:Iteration 37Q (8285.208801 sec): 3 clusters Score: Raw -2143016.466911 + Penalty 1906.799518 = -2141109.667393 nChanged 2 SP:Iteration 38Q (8285.277462 sec): 3 clusters Score: Raw -2143016.913206 + Penalty 1906.799518 = -2141110.113688 nChanged 1 SP:Iteration 39Q (8285.342304 sec): 3 clusters Score: Raw -2143017.099738 + Penalty 1906.799518 = -2141110.300220 nChanged 0 SP:Iteration 40F (8285.417227 sec): 3 clusters Score: Raw -2143017.099738 + Penalty 1906.799518 = -2141110.300220 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8285.433771 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8285.481621 sec): 3 clusters Score: Raw -17006.022736 + Penalty 1005.727917 = -16000.294819 nChanged 56 SP:Iteration 1F (8285.513881 sec): 3 clusters Score: Raw -17159.508396 + Penalty 1005.727917 = -16153.780480 nChanged 17 SP:Iteration 2F (8285.559090 sec): 3 clusters Score: Raw -17213.075820 + Penalty 1005.727917 = -16207.347903 nChanged 15 SP:Iteration 3F (8285.609764 sec): 3 clusters Score: Raw -17252.726692 + Penalty 1005.727917 = -16246.998775 nChanged 1 SP:Iteration 4Q (8285.652612 sec): 3 clusters Score: Raw -17259.944230 + Penalty 1005.727917 = -16254.216313 nChanged 1 SP:Iteration 5Q (8285.696675 sec): 3 clusters Score: Raw -17267.537921 + Penalty 1005.727917 = -16261.810005 nChanged 2 SP:Iteration 6Q (8285.747136 sec): 3 clusters Score: Raw -17278.232249 + Penalty 1005.727917 = -16272.504332 nChanged 0 SP:Iteration 7F (8285.794871 sec): 3 clusters Score: Raw -17278.232249 + Penalty 1005.727917 = -16272.504332 nChanged 0 Trying to split cluster 18 (128348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8285.956230 sec): 2 clusters Score: Raw -12772177.787980 + Penalty 1117.437557 = -12771060.350423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8286.155486 sec): 3 clusters Score: Raw -12686917.041664 + Penalty 2234.875115 = -12684682.166549 nChanged 62267 SP:Iteration 1F (8286.353872 sec): 3 clusters Score: Raw -12724241.466424 + Penalty 2234.875115 = -12722006.591309 nChanged 5312 SP:Iteration 2Q (8286.558744 sec): 3 clusters Score: Raw -12726205.095129 + Penalty 2234.875115 = -12723970.220014 nChanged 6541 SP:Iteration 3F (8286.746448 sec): 3 clusters Score: Raw -12729515.556096 + Penalty 2234.875115 = -12727280.680981 nChanged 8156 SP:Iteration 4F (8286.942588 sec): 3 clusters Score: Raw -12734895.430744 + Penalty 2234.875115 = -12732660.555629 nChanged 9321 SP:Iteration 5F (8287.124785 sec): 3 clusters Score: Raw -12742486.543813 + Penalty 2234.875115 = -12740251.668698 nChanged 9752 SP:Iteration 6F (8287.318838 sec): 3 clusters Score: Raw -12751430.304298 + Penalty 2234.875115 = -12749195.429184 nChanged 8627 SP:Iteration 7F (8287.504737 sec): 3 clusters Score: Raw -12758769.992696 + Penalty 2234.875115 = -12756535.117581 nChanged 6056 SP:Iteration 8Q (8287.704367 sec): 3 clusters Score: Raw -12762549.740450 + Penalty 2234.875115 = -12760314.865335 nChanged 3615 SP:Iteration 9Q (8287.899026 sec): 3 clusters Score: Raw -12764410.517281 + Penalty 2234.875115 = -12762175.642166 nChanged 2503 SP:Iteration 10Q (8288.093065 sec): 3 clusters Score: Raw -12765691.481246 + Penalty 2234.875115 = -12763456.606131 nChanged 2106 SP:Iteration 11Q (8288.298934 sec): 3 clusters Score: Raw -12766679.365878 + Penalty 2234.875115 = -12764444.490763 nChanged 1843 SP:Iteration 12Q (8288.480972 sec): 3 clusters Score: Raw -12767364.595427 + Penalty 2234.875115 = -12765129.720312 nChanged 1486 SP:Iteration 13Q (8288.680157 sec): 3 clusters Score: Raw -12767820.731476 + Penalty 2234.875115 = -12765585.856362 nChanged 1271 SP:Iteration 14Q (8288.870226 sec): 3 clusters Score: Raw -12768123.414936 + Penalty 2234.875115 = -12765888.539821 nChanged 985 SP:Iteration 15Q (8289.049338 sec): 3 clusters Score: Raw -12768313.759198 + Penalty 2234.875115 = -12766078.884083 nChanged 833 SP:Iteration 16Q (8289.241163 sec): 3 clusters Score: Raw -12768457.611712 + Penalty 2234.875115 = -12766222.736598 nChanged 726 SP:Iteration 17Q (8289.415320 sec): 3 clusters Score: Raw -12768580.645267 + Penalty 2234.875115 = -12766345.770153 nChanged 747 SP:Iteration 18Q (8289.598274 sec): 3 clusters Score: Raw -12768702.876139 + Penalty 2234.875115 = -12766468.001024 nChanged 763 SP:Iteration 19Q (8289.788368 sec): 3 clusters Score: Raw -12768822.067470 + Penalty 2234.875115 = -12766587.192355 nChanged 722 SP:Iteration 20F (8289.992607 sec): 3 clusters Score: Raw -12768919.129596 + Penalty 2234.875115 = -12766684.254481 nChanged 667 SP:Iteration 21Q (8290.187298 sec): 3 clusters Score: Raw -12769004.592215 + Penalty 2234.875115 = -12766769.717100 nChanged 669 SP:Iteration 22Q (8290.354130 sec): 3 clusters Score: Raw -12769091.114939 + Penalty 2234.875115 = -12766856.239824 nChanged 677 SP:Iteration 23Q (8290.540602 sec): 3 clusters Score: Raw -12769177.242504 + Penalty 2234.875115 = -12766942.367390 nChanged 637 SP:Iteration 24Q (8290.716278 sec): 3 clusters Score: Raw -12769252.758789 + Penalty 2234.875115 = -12767017.883674 nChanged 604 SP:Iteration 25Q (8290.902743 sec): 3 clusters Score: Raw -12769326.594300 + Penalty 2234.875115 = -12767091.719185 nChanged 658 SP:Iteration 26Q (8291.083023 sec): 3 clusters Score: Raw -12769413.486345 + Penalty 2234.875115 = -12767178.611231 nChanged 678 SP:Iteration 27Q (8291.273972 sec): 3 clusters Score: Raw -12769501.426081 + Penalty 2234.875115 = -12767266.550966 nChanged 639 SP:Iteration 28Q (8291.461804 sec): 3 clusters Score: Raw -12769584.903060 + Penalty 2234.875115 = -12767350.027945 nChanged 615 SP:Iteration 29Q (8291.644635 sec): 3 clusters Score: Raw -12769661.164986 + Penalty 2234.875115 = -12767426.289872 nChanged 587 SP:Iteration 30Q (8291.835434 sec): 3 clusters Score: Raw -12769728.690281 + Penalty 2234.875115 = -12767493.815166 nChanged 549 SP:Iteration 31Q (8292.013984 sec): 3 clusters Score: Raw -12769790.454440 + Penalty 2234.875115 = -12767555.579325 nChanged 520 SP:Iteration 32Q (8292.198445 sec): 3 clusters Score: Raw -12769848.347399 + Penalty 2234.875115 = -12767613.472284 nChanged 508 SP:Iteration 33Q (8292.374859 sec): 3 clusters Score: Raw -12769902.157133 + Penalty 2234.875115 = -12767667.282019 nChanged 511 SP:Iteration 34Q (8292.563468 sec): 3 clusters Score: Raw -12769958.164022 + Penalty 2234.875115 = -12767723.288907 nChanged 506 SP:Iteration 35Q (8292.743985 sec): 3 clusters Score: Raw -12770011.736675 + Penalty 2234.875115 = -12767776.861560 nChanged 479 SP:Iteration 36Q (8292.934819 sec): 3 clusters Score: Raw -12770064.469978 + Penalty 2234.875115 = -12767829.594864 nChanged 477 SP:Iteration 37Q (8293.101194 sec): 3 clusters Score: Raw -12770114.613845 + Penalty 2234.875115 = -12767879.738730 nChanged 445 SP:Iteration 38Q (8293.278467 sec): 3 clusters Score: Raw -12770159.097833 + Penalty 2234.875115 = -12767924.222718 nChanged 424 SP:Iteration 39Q (8293.453113 sec): 3 clusters Score: Raw -12770199.026868 + Penalty 2234.875115 = -12767964.151753 nChanged 405 SP:Iteration 40F (8293.635727 sec): 3 clusters Score: Raw -12770236.356182 + Penalty 2234.875115 = -12768001.481067 nChanged 403 SP:Iteration 41Q (8293.809220 sec): 3 clusters Score: Raw -12770275.437799 + Penalty 2234.875115 = -12768040.562685 nChanged 427 SP:Iteration 42Q (8293.994085 sec): 3 clusters Score: Raw -12770319.921867 + Penalty 2234.875115 = -12768085.046753 nChanged 437 SP:Iteration 43Q (8294.165977 sec): 3 clusters Score: Raw -12770366.942412 + Penalty 2234.875115 = -12768132.067298 nChanged 442 SP:Iteration 44Q (8294.339564 sec): 3 clusters Score: Raw -12770412.939009 + Penalty 2234.875115 = -12768178.063894 nChanged 407 SP:Iteration 45Q (8294.530945 sec): 3 clusters Score: Raw -12770454.917079 + Penalty 2234.875115 = -12768220.041964 nChanged 395 SP:Iteration 46Q (8294.711515 sec): 3 clusters Score: Raw -12770494.464847 + Penalty 2234.875115 = -12768259.589732 nChanged 375 SP:Iteration 47Q (8294.894289 sec): 3 clusters Score: Raw -12770531.265389 + Penalty 2234.875115 = -12768296.390274 nChanged 366 SP:Iteration 48Q (8295.060245 sec): 3 clusters Score: Raw -12770565.952289 + Penalty 2234.875115 = -12768331.077174 nChanged 353 SP:Iteration 49Q (8295.251334 sec): 3 clusters Score: Raw -12770598.910476 + Penalty 2234.875115 = -12768364.035361 nChanged 332 SP:Iteration 50Q (8295.422002 sec): 3 clusters Score: Raw -12770630.185696 + Penalty 2234.875115 = -12768395.310581 nChanged 330 SP:Iteration 51Q (8295.603826 sec): 3 clusters Score: Raw -12770661.038628 + Penalty 2234.875115 = -12768426.163513 nChanged 326 SP:Iteration 52Q (8295.770065 sec): 3 clusters Score: Raw -12770690.673452 + Penalty 2234.875115 = -12768455.798337 nChanged 322 SP:Iteration 53Q (8295.960364 sec): 3 clusters Score: Raw -12770720.120142 + Penalty 2234.875115 = -12768485.245027 nChanged 311 SP:Iteration 54Q (8296.145949 sec): 3 clusters Score: Raw -12770748.178930 + Penalty 2234.875115 = -12768513.303815 nChanged 311 SP:Iteration 55Q (8296.316881 sec): 3 clusters Score: Raw -12770775.445965 + Penalty 2234.875115 = -12768540.570850 nChanged 303 SP:Iteration 56Q (8296.506895 sec): 3 clusters Score: Raw -12770802.658677 + Penalty 2234.875115 = -12768567.783563 nChanged 276 SP:Iteration 57Q (8296.679943 sec): 3 clusters Score: Raw -12770825.043944 + Penalty 2234.875115 = -12768590.168829 nChanged 255 SP:Iteration 58Q (8296.860866 sec): 3 clusters Score: Raw -12770843.980999 + Penalty 2234.875115 = -12768609.105884 nChanged 233 SP:Iteration 59Q (8297.029472 sec): 3 clusters Score: Raw -12770861.581754 + Penalty 2234.875115 = -12768626.706639 nChanged 235 SP:Iteration 60F (8297.214749 sec): 3 clusters Score: Raw -12770879.205531 + Penalty 2234.875115 = -12768644.330416 nChanged 250 SP:Iteration 61Q (8297.383788 sec): 3 clusters Score: Raw -12770898.752382 + Penalty 2234.875115 = -12768663.877267 nChanged 246 SP:Iteration 62Q (8297.551601 sec): 3 clusters Score: Raw -12770919.180840 + Penalty 2234.875115 = -12768684.305725 nChanged 247 SP:Iteration 63Q (8297.739238 sec): 3 clusters Score: Raw -12770939.824071 + Penalty 2234.875115 = -12768704.948956 nChanged 263 SP:Iteration 64Q (8297.910673 sec): 3 clusters Score: Raw -12770962.481614 + Penalty 2234.875115 = -12768727.606500 nChanged 260 SP:Iteration 65Q (8298.076173 sec): 3 clusters Score: Raw -12770984.271097 + Penalty 2234.875115 = -12768749.395982 nChanged 256 SP:Iteration 66Q (8298.245618 sec): 3 clusters Score: Raw -12771007.390692 + Penalty 2234.875115 = -12768772.515577 nChanged 259 SP:Iteration 67Q (8298.421669 sec): 3 clusters Score: Raw -12771029.470385 + Penalty 2234.875115 = -12768794.595271 nChanged 261 SP:Iteration 68Q (8298.592722 sec): 3 clusters Score: Raw -12771052.734287 + Penalty 2234.875115 = -12768817.859172 nChanged 256 SP:Iteration 69Q (8298.764368 sec): 3 clusters Score: Raw -12771075.892844 + Penalty 2234.875115 = -12768841.017730 nChanged 263 SP:Iteration 70Q (8298.943702 sec): 3 clusters Score: Raw -12771100.252630 + Penalty 2234.875115 = -12768865.377515 nChanged 264 SP:Iteration 71Q (8299.121649 sec): 3 clusters Score: Raw -12771123.724457 + Penalty 2234.875115 = -12768888.849343 nChanged 248 SP:Iteration 72Q (8299.304953 sec): 3 clusters Score: Raw -12771146.015549 + Penalty 2234.875115 = -12768911.140434 nChanged 241 SP:Iteration 73Q (8299.477450 sec): 3 clusters Score: Raw -12771167.148123 + Penalty 2234.875115 = -12768932.273008 nChanged 236 SP:Iteration 74Q (8299.660722 sec): 3 clusters Score: Raw -12771186.831605 + Penalty 2234.875115 = -12768951.956490 nChanged 224 SP:Iteration 75Q (8299.843920 sec): 3 clusters Score: Raw -12771206.657221 + Penalty 2234.875115 = -12768971.782106 nChanged 209 SP:Iteration 76Q (8300.030478 sec): 3 clusters Score: Raw -12771223.957383 + Penalty 2234.875115 = -12768989.082269 nChanged 212 SP:Iteration 77Q (8300.204387 sec): 3 clusters Score: Raw -12771240.844000 + Penalty 2234.875115 = -12769005.968885 nChanged 185 SP:Iteration 78Q (8300.392172 sec): 3 clusters Score: Raw -12771254.925667 + Penalty 2234.875115 = -12769020.050552 nChanged 196 SP:Iteration 79Q (8300.574323 sec): 3 clusters Score: Raw -12771269.881634 + Penalty 2234.875115 = -12769035.006519 nChanged 182 SP:Iteration 80F (8300.765352 sec): 3 clusters Score: Raw -12771283.181875 + Penalty 2234.875115 = -12769048.306761 nChanged 159 SP:Iteration 81Q (8300.953664 sec): 3 clusters Score: Raw -12771294.612231 + Penalty 2234.875115 = -12769059.737117 nChanged 166 SP:Iteration 82Q (8301.130389 sec): 3 clusters Score: Raw -12771306.587032 + Penalty 2234.875115 = -12769071.711917 nChanged 144 SP:Iteration 83Q (8301.319577 sec): 3 clusters Score: Raw -12771316.081992 + Penalty 2234.875115 = -12769081.206878 nChanged 149 SP:Iteration 84Q (8301.503153 sec): 3 clusters Score: Raw -12771326.151462 + Penalty 2234.875115 = -12769091.276347 nChanged 155 SP:Iteration 85Q (8301.653980 sec): 3 clusters Score: Raw -12771337.007050 + Penalty 2234.875115 = -12769102.131935 nChanged 161 SP:Iteration 86Q (8301.821081 sec): 3 clusters Score: Raw -12771349.215663 + Penalty 2234.875115 = -12769114.340548 nChanged 173 SP:Iteration 87Q (8301.993649 sec): 3 clusters Score: Raw -12771362.596431 + Penalty 2234.875115 = -12769127.721316 nChanged 160 SP:Iteration 88Q (8302.175820 sec): 3 clusters Score: Raw -12771374.789678 + Penalty 2234.875115 = -12769139.914563 nChanged 158 SP:Iteration 89Q (8302.366241 sec): 3 clusters Score: Raw -12771385.562540 + Penalty 2234.875115 = -12769150.687425 nChanged 142 SP:Iteration 90Q (8302.560140 sec): 3 clusters Score: Raw -12771396.964715 + Penalty 2234.875115 = -12769162.089600 nChanged 156 SP:Iteration 91Q (8302.736202 sec): 3 clusters Score: Raw -12771409.441534 + Penalty 2234.875115 = -12769174.566419 nChanged 162 SP:Iteration 92Q (8302.926831 sec): 3 clusters Score: Raw -12771421.964140 + Penalty 2234.875115 = -12769187.089025 nChanged 154 SP:Iteration 93Q (8303.115192 sec): 3 clusters Score: Raw -12771433.970647 + Penalty 2234.875115 = -12769199.095532 nChanged 141 SP:Iteration 94Q (8303.301471 sec): 3 clusters Score: Raw -12771443.875247 + Penalty 2234.875115 = -12769209.000132 nChanged 132 SP:Iteration 95Q (8303.486613 sec): 3 clusters Score: Raw -12771454.344267 + Penalty 2234.875115 = -12769219.469152 nChanged 137 SP:Iteration 96Q (8303.656537 sec): 3 clusters Score: Raw -12771464.922356 + Penalty 2234.875115 = -12769230.047242 nChanged 128 SP:Iteration 97Q (8303.834345 sec): 3 clusters Score: Raw -12771472.751532 + Penalty 2234.875115 = -12769237.876417 nChanged 95 SP:Iteration 98Q (8304.004989 sec): 3 clusters Score: Raw -12771477.541733 + Penalty 2234.875115 = -12769242.666618 nChanged 87 SP:Iteration 99Q (8304.179490 sec): 3 clusters Score: Raw -12771482.402678 + Penalty 2234.875115 = -12769247.527563 nChanged 86 SP:Iteration 100F (8304.366996 sec): 3 clusters Score: Raw -12771487.270905 + Penalty 2234.875115 = -12769252.395791 nChanged 104 SP:Iteration 101Q (8304.541903 sec): 3 clusters Score: Raw -12771493.763545 + Penalty 2234.875115 = -12769258.888431 nChanged 92 SP:Iteration 102Q (8304.715011 sec): 3 clusters Score: Raw -12771499.199885 + Penalty 2234.875115 = -12769264.324770 nChanged 100 SP:Iteration 103Q (8304.892362 sec): 3 clusters Score: Raw -12771505.007188 + Penalty 2234.875115 = -12769270.132073 nChanged 101 SP:Iteration 104Q (8305.077461 sec): 3 clusters Score: Raw -12771511.480096 + Penalty 2234.875115 = -12769276.604981 nChanged 94 SP:Iteration 105Q (8305.251258 sec): 3 clusters Score: Raw -12771518.048153 + Penalty 2234.875115 = -12769283.173038 nChanged 91 SP:Iteration 106Q (8305.421806 sec): 3 clusters Score: Raw -12771523.571474 + Penalty 2234.875115 = -12769288.696360 nChanged 98 SP:Iteration 107Q (8305.602650 sec): 3 clusters Score: Raw -12771529.386506 + Penalty 2234.875115 = -12769294.511391 nChanged 92 SP:Iteration 108Q (8305.780016 sec): 3 clusters Score: Raw -12771534.419487 + Penalty 2234.875115 = -12769299.544372 nChanged 81 SP:Iteration 109Q (8305.974265 sec): 3 clusters Score: Raw -12771538.781964 + Penalty 2234.875115 = -12769303.906850 nChanged 84 SP:Iteration 110Q (8306.140969 sec): 3 clusters Score: Raw -12771543.550964 + Penalty 2234.875115 = -12769308.675849 nChanged 70 SP:Iteration 111Q (8306.314890 sec): 3 clusters Score: Raw -12771547.279682 + Penalty 2234.875115 = -12769312.404568 nChanged 79 SP:Iteration 112Q (8306.484927 sec): 3 clusters Score: Raw -12771551.842283 + Penalty 2234.875115 = -12769316.967168 nChanged 87 SP:Iteration 113Q (8306.662666 sec): 3 clusters Score: Raw -12771557.344564 + Penalty 2234.875115 = -12769322.469449 nChanged 84 SP:Iteration 114Q (8306.829266 sec): 3 clusters Score: Raw -12771562.267577 + Penalty 2234.875115 = -12769327.392462 nChanged 84 SP:Iteration 115Q (8307.018298 sec): 3 clusters Score: Raw -12771567.313166 + Penalty 2234.875115 = -12769332.438051 nChanged 95 SP:Iteration 116Q (8307.181113 sec): 3 clusters Score: Raw -12771573.390805 + Penalty 2234.875115 = -12769338.515690 nChanged 96 SP:Iteration 117Q (8307.362652 sec): 3 clusters Score: Raw -12771579.995965 + Penalty 2234.875115 = -12769345.120850 nChanged 103 SP:Iteration 118Q (8307.539871 sec): 3 clusters Score: Raw -12771587.247564 + Penalty 2234.875115 = -12769352.372450 nChanged 106 SP:Iteration 119Q (8307.708759 sec): 3 clusters Score: Raw -12771594.623502 + Penalty 2234.875115 = -12769359.748387 nChanged 89 SP:Iteration 120F (8307.899662 sec): 3 clusters Score: Raw -12771599.846303 + Penalty 2234.875115 = -12769364.971188 nChanged 89 SP:Iteration 121Q (8308.074199 sec): 3 clusters Score: Raw -12771604.864764 + Penalty 2234.875115 = -12769369.989649 nChanged 85 SP:Iteration 122Q (8308.251668 sec): 3 clusters Score: Raw -12771609.566364 + Penalty 2234.875115 = -12769374.691249 nChanged 85 SP:Iteration 123Q (8308.423223 sec): 3 clusters Score: Raw -12771614.287047 + Penalty 2234.875115 = -12769379.411932 nChanged 83 SP:Iteration 124Q (8308.600415 sec): 3 clusters Score: Raw -12771618.477281 + Penalty 2234.875115 = -12769383.602167 nChanged 73 SP:Iteration 125Q (8308.767082 sec): 3 clusters Score: Raw -12771622.364052 + Penalty 2234.875115 = -12769387.488937 nChanged 71 SP:Iteration 126Q (8308.942880 sec): 3 clusters Score: Raw -12771626.456726 + Penalty 2234.875115 = -12769391.581612 nChanged 76 SP:Iteration 127Q (8309.114296 sec): 3 clusters Score: Raw -12771630.921765 + Penalty 2234.875115 = -12769396.046651 nChanged 71 SP:Iteration 128Q (8309.297049 sec): 3 clusters Score: Raw -12771634.617297 + Penalty 2234.875115 = -12769399.742182 nChanged 72 SP:Iteration 129Q (8309.472181 sec): 3 clusters Score: Raw -12771638.649589 + Penalty 2234.875115 = -12769403.774474 nChanged 68 SP:Iteration 130Q (8309.659237 sec): 3 clusters Score: Raw -12771642.862719 + Penalty 2234.875115 = -12769407.987604 nChanged 79 SP:Iteration 131Q (8309.825656 sec): 3 clusters Score: Raw -12771648.567020 + Penalty 2234.875115 = -12769413.691905 nChanged 65 SP:Iteration 132Q (8310.013647 sec): 3 clusters Score: Raw -12771652.771013 + Penalty 2234.875115 = -12769417.895898 nChanged 73 SP:Iteration 133Q (8310.186319 sec): 3 clusters Score: Raw -12771657.508367 + Penalty 2234.875115 = -12769422.633253 nChanged 89 SP:Iteration 134Q (8310.357462 sec): 3 clusters Score: Raw -12771663.992588 + Penalty 2234.875115 = -12769429.117474 nChanged 84 SP:Iteration 135Q (8310.526640 sec): 3 clusters Score: Raw -12771670.004533 + Penalty 2234.875115 = -12769435.129418 nChanged 74 SP:Iteration 136Q (8310.699647 sec): 3 clusters Score: Raw -12771674.793207 + Penalty 2234.875115 = -12769439.918092 nChanged 74 SP:Iteration 137Q (8310.888441 sec): 3 clusters Score: Raw -12771680.087646 + Penalty 2234.875115 = -12769445.212532 nChanged 83 SP:Iteration 138Q (8311.060312 sec): 3 clusters Score: Raw -12771686.024019 + Penalty 2234.875115 = -12769451.148904 nChanged 75 SP:Iteration 139Q (8311.242187 sec): 3 clusters Score: Raw -12771691.334741 + Penalty 2234.875115 = -12769456.459626 nChanged 80 SP:Iteration 140F (8311.445869 sec): 3 clusters Score: Raw -12771697.606277 + Penalty 2234.875115 = -12769462.731162 nChanged 87 SP:Iteration 141Q (8311.633063 sec): 3 clusters Score: Raw -12771704.259418 + Penalty 2234.875115 = -12769469.384303 nChanged 77 SP:Iteration 142Q (8311.810797 sec): 3 clusters Score: Raw -12771710.032172 + Penalty 2234.875115 = -12769475.157057 nChanged 61 SP:Iteration 143Q (8311.982932 sec): 3 clusters Score: Raw -12771713.521047 + Penalty 2234.875115 = -12769478.645933 nChanged 54 SP:Iteration 144Q (8312.161828 sec): 3 clusters Score: Raw -12771716.881697 + Penalty 2234.875115 = -12769482.006582 nChanged 53 SP:Iteration 145Q (8312.349013 sec): 3 clusters Score: Raw -12771719.992298 + Penalty 2234.875115 = -12769485.117183 nChanged 60 SP:Iteration 146Q (8312.518195 sec): 3 clusters Score: Raw -12771723.689973 + Penalty 2234.875115 = -12769488.814858 nChanged 69 SP:Iteration 147Q (8312.689047 sec): 3 clusters Score: Raw -12771728.849283 + Penalty 2234.875115 = -12769493.974168 nChanged 73 SP:Iteration 148Q (8312.862947 sec): 3 clusters Score: Raw -12771733.715980 + Penalty 2234.875115 = -12769498.840865 nChanged 47 SP:Iteration 149Q (8313.028826 sec): 3 clusters Score: Raw -12771736.470691 + Penalty 2234.875115 = -12769501.595576 nChanged 60 SP:Iteration 150Q (8313.199330 sec): 3 clusters Score: Raw -12771740.216424 + Penalty 2234.875115 = -12769505.341310 nChanged 54 SP:Iteration 151Q (8313.387365 sec): 3 clusters Score: Raw -12771743.432156 + Penalty 2234.875115 = -12769508.557041 nChanged 66 SP:Iteration 152Q (8313.567052 sec): 3 clusters Score: Raw -12771747.540290 + Penalty 2234.875115 = -12769512.665175 nChanged 53 SP:Iteration 153Q (8313.742943 sec): 3 clusters Score: Raw -12771750.971950 + Penalty 2234.875115 = -12769516.096835 nChanged 60 SP:Iteration 154Q (8313.927614 sec): 3 clusters Score: Raw -12771754.535503 + Penalty 2234.875115 = -12769519.660389 nChanged 57 SP:Iteration 155Q (8314.094905 sec): 3 clusters Score: Raw -12771757.645627 + Penalty 2234.875115 = -12769522.770513 nChanged 40 SP:Iteration 156Q (8314.264735 sec): 3 clusters Score: Raw -12771759.771988 + Penalty 2234.875115 = -12769524.896873 nChanged 37 SP:Iteration 157Q (8314.429503 sec): 3 clusters Score: Raw -12771761.646332 + Penalty 2234.875115 = -12769526.771217 nChanged 41 SP:Iteration 158Q (8314.606237 sec): 3 clusters Score: Raw -12771763.793875 + Penalty 2234.875115 = -12769528.918760 nChanged 36 SP:Iteration 159Q (8314.787229 sec): 3 clusters Score: Raw -12771765.650037 + Penalty 2234.875115 = -12769530.774923 nChanged 41 SP:Iteration 160F (8314.985093 sec): 3 clusters Score: Raw -12771768.283874 + Penalty 2234.875115 = -12769533.408759 nChanged 38 SP:Iteration 161Q (8315.149918 sec): 3 clusters Score: Raw -12771770.169227 + Penalty 2234.875115 = -12769535.294112 nChanged 38 SP:Iteration 162Q (8315.317827 sec): 3 clusters Score: Raw -12771771.601791 + Penalty 2234.875115 = -12769536.726676 nChanged 31 SP:Iteration 163Q (8315.497957 sec): 3 clusters Score: Raw -12771772.862554 + Penalty 2234.875115 = -12769537.987440 nChanged 23 SP:Iteration 164Q (8315.670299 sec): 3 clusters Score: Raw -12771773.771341 + Penalty 2234.875115 = -12769538.896226 nChanged 16 SP:Iteration 165Q (8315.850754 sec): 3 clusters Score: Raw -12771774.447795 + Penalty 2234.875115 = -12769539.572680 nChanged 22 SP:Iteration 166Q (8316.017691 sec): 3 clusters Score: Raw -12771775.262444 + Penalty 2234.875115 = -12769540.387330 nChanged 20 SP:Iteration 167Q (8316.189869 sec): 3 clusters Score: Raw -12771775.885978 + Penalty 2234.875115 = -12769541.010863 nChanged 20 SP:Iteration 168Q (8316.362630 sec): 3 clusters Score: Raw -12771776.653127 + Penalty 2234.875115 = -12769541.778012 nChanged 20 SP:Iteration 169Q (8316.544825 sec): 3 clusters Score: Raw -12771777.345470 + Penalty 2234.875115 = -12769542.470356 nChanged 20 SP:Iteration 170Q (8316.715553 sec): 3 clusters Score: Raw -12771778.140814 + Penalty 2234.875115 = -12769543.265699 nChanged 22 SP:Iteration 171Q (8316.882110 sec): 3 clusters Score: Raw -12771779.014689 + Penalty 2234.875115 = -12769544.139574 nChanged 19 SP:Iteration 172Q (8317.054507 sec): 3 clusters Score: Raw -12771779.859538 + Penalty 2234.875115 = -12769544.984423 nChanged 17 SP:Iteration 173Q (8317.221455 sec): 3 clusters Score: Raw -12771780.342433 + Penalty 2234.875115 = -12769545.467318 nChanged 14 SP:Iteration 174Q (8317.409946 sec): 3 clusters Score: Raw -12771780.773139 + Penalty 2234.875115 = -12769545.898024 nChanged 11 SP:Iteration 175Q (8317.577233 sec): 3 clusters Score: Raw -12771781.117733 + Penalty 2234.875115 = -12769546.242619 nChanged 13 SP:Iteration 176Q (8317.746877 sec): 3 clusters Score: Raw -12771781.562697 + Penalty 2234.875115 = -12769546.687582 nChanged 16 SP:Iteration 177Q (8317.911596 sec): 3 clusters Score: Raw -12771782.294343 + Penalty 2234.875115 = -12769547.419228 nChanged 24 SP:Iteration 178Q (8318.080413 sec): 3 clusters Score: Raw -12771783.580610 + Penalty 2234.875115 = -12769548.705495 nChanged 20 SP:Iteration 179Q (8318.251564 sec): 3 clusters Score: Raw -12771784.460568 + Penalty 2234.875115 = -12769549.585454 nChanged 23 SP:Iteration 180F (8318.440879 sec): 3 clusters Score: Raw -12771785.303288 + Penalty 2234.875115 = -12769550.428173 nChanged 20 SP:Iteration 181Q (8318.626734 sec): 3 clusters Score: Raw -12771785.981728 + Penalty 2234.875115 = -12769551.106613 nChanged 20 SP:Iteration 182Q (8318.794750 sec): 3 clusters Score: Raw -12771786.598671 + Penalty 2234.875115 = -12769551.723557 nChanged 16 SP:Iteration 183Q (8318.962725 sec): 3 clusters Score: Raw -12771787.257869 + Penalty 2234.875115 = -12769552.382755 nChanged 16 SP:Iteration 184Q (8319.123081 sec): 3 clusters Score: Raw -12771787.975306 + Penalty 2234.875115 = -12769553.100191 nChanged 21 SP:Iteration 185Q (8319.306457 sec): 3 clusters Score: Raw -12771788.852502 + Penalty 2234.875115 = -12769553.977387 nChanged 23 SP:Iteration 186Q (8319.480540 sec): 3 clusters Score: Raw -12771789.585281 + Penalty 2234.875115 = -12769554.710166 nChanged 19 SP:Iteration 187Q (8319.643769 sec): 3 clusters Score: Raw -12771790.607552 + Penalty 2234.875115 = -12769555.732437 nChanged 18 SP:Iteration 188Q (8319.814085 sec): 3 clusters Score: Raw -12771791.498288 + Penalty 2234.875115 = -12769556.623173 nChanged 19 SP:Iteration 189Q (8319.980866 sec): 3 clusters Score: Raw -12771792.265778 + Penalty 2234.875115 = -12769557.390664 nChanged 21 SP:Iteration 190Q (8320.148574 sec): 3 clusters Score: Raw -12771793.349063 + Penalty 2234.875115 = -12769558.473948 nChanged 22 SP:Iteration 191Q (8320.330097 sec): 3 clusters Score: Raw -12771794.458309 + Penalty 2234.875115 = -12769559.583194 nChanged 26 SP:Iteration 192Q (8320.493400 sec): 3 clusters Score: Raw -12771795.673918 + Penalty 2234.875115 = -12769560.798803 nChanged 27 SP:Iteration 193Q (8320.661987 sec): 3 clusters Score: Raw -12771797.117353 + Penalty 2234.875115 = -12769562.242238 nChanged 46 SP:Iteration 194Q (8320.819880 sec): 3 clusters Score: Raw -12771799.644459 + Penalty 2234.875115 = -12769564.769345 nChanged 47 SP:Iteration 195Q (8320.988581 sec): 3 clusters Score: Raw -12771802.100502 + Penalty 2234.875115 = -12769567.225388 nChanged 36 SP:Iteration 196Q (8321.152352 sec): 3 clusters Score: Raw -12771803.606420 + Penalty 2234.875115 = -12769568.731305 nChanged 34 SP:Iteration 197Q (8321.328790 sec): 3 clusters Score: Raw -12771805.136311 + Penalty 2234.875115 = -12769570.261196 nChanged 36 SP:Iteration 198Q (8321.491447 sec): 3 clusters Score: Raw -12771807.074717 + Penalty 2234.875115 = -12769572.199602 nChanged 40 SP:Iteration 199Q (8321.663424 sec): 3 clusters Score: Raw -12771809.187835 + Penalty 2234.875115 = -12769574.312721 nChanged 42 SP:Iteration 200F (8321.861629 sec): 3 clusters Score: Raw -12771811.774062 + Penalty 2234.875115 = -12769576.898947 nChanged 41 SP:Iteration 201Q (8322.022242 sec): 3 clusters Score: Raw -12771814.258278 + Penalty 2234.875115 = -12769579.383164 nChanged 39 SP:Iteration 202Q (8322.188177 sec): 3 clusters Score: Raw -12771816.542291 + Penalty 2234.875115 = -12769581.667177 nChanged 40 SP:Iteration 203Q (8322.377119 sec): 3 clusters Score: Raw -12771818.257911 + Penalty 2234.875115 = -12769583.382796 nChanged 24 SP:Iteration 204Q (8322.561274 sec): 3 clusters Score: Raw -12771819.415446 + Penalty 2234.875115 = -12769584.540331 nChanged 28 SP:Iteration 205Q (8322.725268 sec): 3 clusters Score: Raw -12771820.578004 + Penalty 2234.875115 = -12769585.702890 nChanged 23 SP:Iteration 206Q (8322.897330 sec): 3 clusters Score: Raw -12771821.451531 + Penalty 2234.875115 = -12769586.576416 nChanged 28 SP:Iteration 207Q (8323.081095 sec): 3 clusters Score: Raw -12771822.679783 + Penalty 2234.875115 = -12769587.804668 nChanged 30 SP:Iteration 208Q (8323.257686 sec): 3 clusters Score: Raw -12771824.426100 + Penalty 2234.875115 = -12769589.550985 nChanged 32 SP:Iteration 209Q (8323.447813 sec): 3 clusters Score: Raw -12771826.597101 + Penalty 2234.875115 = -12769591.721987 nChanged 47 SP:Iteration 210Q (8323.626911 sec): 3 clusters Score: Raw -12771829.938834 + Penalty 2234.875115 = -12769595.063719 nChanged 48 SP:Iteration 211Q (8323.792820 sec): 3 clusters Score: Raw -12771832.693988 + Penalty 2234.875115 = -12769597.818873 nChanged 44 SP:Iteration 212Q (8323.979423 sec): 3 clusters Score: Raw -12771835.307259 + Penalty 2234.875115 = -12769600.432145 nChanged 45 SP:Iteration 213Q (8324.149705 sec): 3 clusters Score: Raw -12771838.546210 + Penalty 2234.875115 = -12769603.671095 nChanged 46 SP:Iteration 214Q (8324.340822 sec): 3 clusters Score: Raw -12771842.225724 + Penalty 2234.875115 = -12769607.350609 nChanged 51 SP:Iteration 215Q (8324.524798 sec): 3 clusters Score: Raw -12771845.955876 + Penalty 2234.875115 = -12769611.080761 nChanged 48 SP:Iteration 216Q (8324.690624 sec): 3 clusters Score: Raw -12771849.389309 + Penalty 2234.875115 = -12769614.514195 nChanged 43 SP:Iteration 217Q (8324.865415 sec): 3 clusters Score: Raw -12771852.182272 + Penalty 2234.875115 = -12769617.307157 nChanged 48 SP:Iteration 218Q (8325.043224 sec): 3 clusters Score: Raw -12771855.226710 + Penalty 2234.875115 = -12769620.351595 nChanged 47 SP:Iteration 219Q (8325.210539 sec): 3 clusters Score: Raw -12771858.616112 + Penalty 2234.875115 = -12769623.740997 nChanged 51 SP:Iteration 220F (8325.404622 sec): 3 clusters Score: Raw -12771862.674629 + Penalty 2234.875115 = -12769627.799514 nChanged 63 SP:Iteration 221Q (8325.579828 sec): 3 clusters Score: Raw -12771867.397329 + Penalty 2234.875115 = -12769632.522215 nChanged 60 SP:Iteration 222Q (8325.755967 sec): 3 clusters Score: Raw -12771872.256586 + Penalty 2234.875115 = -12769637.381471 nChanged 55 SP:Iteration 223Q (8325.933638 sec): 3 clusters Score: Raw -12771876.833252 + Penalty 2234.875115 = -12769641.958137 nChanged 62 SP:Iteration 224Q (8326.110338 sec): 3 clusters Score: Raw -12771882.490889 + Penalty 2234.875115 = -12769647.615774 nChanged 73 SP:Iteration 225Q (8326.290148 sec): 3 clusters Score: Raw -12771887.898445 + Penalty 2234.875115 = -12769653.023330 nChanged 52 SP:Iteration 226Q (8326.467353 sec): 3 clusters Score: Raw -12771891.163113 + Penalty 2234.875115 = -12769656.287999 nChanged 44 SP:Iteration 227Q (8326.635257 sec): 3 clusters Score: Raw -12771894.397470 + Penalty 2234.875115 = -12769659.522355 nChanged 53 SP:Iteration 228Q (8326.814278 sec): 3 clusters Score: Raw -12771899.115853 + Penalty 2234.875115 = -12769664.240738 nChanged 50 SP:Iteration 229Q (8326.991205 sec): 3 clusters Score: Raw -12771902.458797 + Penalty 2234.875115 = -12769667.583683 nChanged 47 SP:Iteration 230Q (8327.167410 sec): 3 clusters Score: Raw -12771905.756433 + Penalty 2234.875115 = -12769670.881318 nChanged 55 SP:Iteration 231Q (8327.343712 sec): 3 clusters Score: Raw -12771910.705243 + Penalty 2234.875115 = -12769675.830128 nChanged 50 SP:Iteration 232Q (8327.516960 sec): 3 clusters Score: Raw -12771914.615177 + Penalty 2234.875115 = -12769679.740062 nChanged 50 SP:Iteration 233Q (8327.693991 sec): 3 clusters Score: Raw -12771918.159853 + Penalty 2234.875115 = -12769683.284739 nChanged 51 SP:Iteration 234Q (8327.859555 sec): 3 clusters Score: Raw -12771922.364533 + Penalty 2234.875115 = -12769687.489418 nChanged 53 SP:Iteration 235Q (8328.040116 sec): 3 clusters Score: Raw -12771926.297985 + Penalty 2234.875115 = -12769691.422871 nChanged 55 SP:Iteration 236Q (8328.217741 sec): 3 clusters Score: Raw -12771930.933769 + Penalty 2234.875115 = -12769696.058654 nChanged 61 SP:Iteration 237Q (8328.396478 sec): 3 clusters Score: Raw -12771936.474702 + Penalty 2234.875115 = -12769701.599588 nChanged 70 SP:Iteration 238Q (8328.580399 sec): 3 clusters Score: Raw -12771942.890666 + Penalty 2234.875115 = -12769708.015551 nChanged 67 SP:Iteration 239Q (8328.756978 sec): 3 clusters Score: Raw -12771948.962209 + Penalty 2234.875115 = -12769714.087094 nChanged 68 SP:Iteration 240F (8328.951934 sec): 3 clusters Score: Raw -12771956.306032 + Penalty 2234.875115 = -12769721.430917 nChanged 72 SP:Iteration 241Q (8329.128586 sec): 3 clusters Score: Raw -12771963.865691 + Penalty 2234.875115 = -12769728.990576 nChanged 83 SP:Iteration 242Q (8329.301899 sec): 3 clusters Score: Raw -12771972.461666 + Penalty 2234.875115 = -12769737.586552 nChanged 63 SP:Iteration 243Q (8329.459511 sec): 3 clusters Score: Raw -12771978.426591 + Penalty 2234.875115 = -12769743.551476 nChanged 58 SP:Iteration 244Q (8329.625926 sec): 3 clusters Score: Raw -12771983.103523 + Penalty 2234.875115 = -12769748.228408 nChanged 46 SP:Iteration 245Q (8329.798464 sec): 3 clusters Score: Raw -12771986.326544 + Penalty 2234.875115 = -12769751.451430 nChanged 42 SP:Iteration 246Q (8329.967963 sec): 3 clusters Score: Raw -12771990.150759 + Penalty 2234.875115 = -12769755.275645 nChanged 46 SP:Iteration 247Q (8330.141785 sec): 3 clusters Score: Raw -12771994.233788 + Penalty 2234.875115 = -12769759.358673 nChanged 47 SP:Iteration 248Q (8330.313603 sec): 3 clusters Score: Raw -12771997.553915 + Penalty 2234.875115 = -12769762.678800 nChanged 39 SP:Iteration 249Q (8330.478861 sec): 3 clusters Score: Raw -12772000.889740 + Penalty 2234.875115 = -12769766.014625 nChanged 44 SP:Iteration 250Q (8330.650546 sec): 3 clusters Score: Raw -12772005.112435 + Penalty 2234.875115 = -12769770.237320 nChanged 57 SP:Iteration 251Q (8330.825189 sec): 3 clusters Score: Raw -12772011.243816 + Penalty 2234.875115 = -12769776.368702 nChanged 54 SP:Iteration 252Q (8330.996254 sec): 3 clusters Score: Raw -12772017.144649 + Penalty 2234.875115 = -12769782.269535 nChanged 49 SP:Iteration 253Q (8331.161839 sec): 3 clusters Score: Raw -12772021.039057 + Penalty 2234.875115 = -12769786.163942 nChanged 43 SP:Iteration 254Q (8331.329447 sec): 3 clusters Score: Raw -12772024.601289 + Penalty 2234.875115 = -12769789.726174 nChanged 45 SP:Iteration 255Q (8331.507713 sec): 3 clusters Score: Raw -12772027.948093 + Penalty 2234.875115 = -12769793.072978 nChanged 39 SP:Iteration 256Q (8331.662406 sec): 3 clusters Score: Raw -12772030.996624 + Penalty 2234.875115 = -12769796.121509 nChanged 40 SP:Iteration 257Q (8331.840457 sec): 3 clusters Score: Raw -12772034.368586 + Penalty 2234.875115 = -12769799.493471 nChanged 37 SP:Iteration 258Q (8332.011252 sec): 3 clusters Score: Raw -12772037.312506 + Penalty 2234.875115 = -12769802.437391 nChanged 40 SP:Iteration 259Q (8332.181452 sec): 3 clusters Score: Raw -12772040.219485 + Penalty 2234.875115 = -12769805.344370 nChanged 32 SP:Iteration 260F (8332.378784 sec): 3 clusters Score: Raw -12772042.482436 + Penalty 2234.875115 = -12769807.607322 nChanged 27 SP:Iteration 261Q (8332.546610 sec): 3 clusters Score: Raw -12772044.809539 + Penalty 2234.875115 = -12769809.934424 nChanged 29 SP:Iteration 262Q (8332.728132 sec): 3 clusters Score: Raw -12772047.133031 + Penalty 2234.875115 = -12769812.257916 nChanged 31 SP:Iteration 263Q (8332.905185 sec): 3 clusters Score: Raw -12772049.493308 + Penalty 2234.875115 = -12769814.618194 nChanged 31 SP:Iteration 264Q (8333.078318 sec): 3 clusters Score: Raw -12772051.964241 + Penalty 2234.875115 = -12769817.089127 nChanged 36 SP:Iteration 265Q (8333.252671 sec): 3 clusters Score: Raw -12772054.933675 + Penalty 2234.875115 = -12769820.058560 nChanged 32 SP:Iteration 266Q (8333.424512 sec): 3 clusters Score: Raw -12772058.169014 + Penalty 2234.875115 = -12769823.293900 nChanged 44 SP:Iteration 267Q (8333.604526 sec): 3 clusters Score: Raw -12772062.947440 + Penalty 2234.875115 = -12769828.072325 nChanged 50 SP:Iteration 268Q (8333.772771 sec): 3 clusters Score: Raw -12772068.151532 + Penalty 2234.875115 = -12769833.276418 nChanged 45 SP:Iteration 269Q (8333.940487 sec): 3 clusters Score: Raw -12772073.956647 + Penalty 2234.875115 = -12769839.081533 nChanged 52 SP:Iteration 270Q (8334.114921 sec): 3 clusters Score: Raw -12772080.362773 + Penalty 2234.875115 = -12769845.487658 nChanged 41 SP:Iteration 271Q (8334.280022 sec): 3 clusters Score: Raw -12772084.973073 + Penalty 2234.875115 = -12769850.097959 nChanged 53 SP:Iteration 272Q (8334.462188 sec): 3 clusters Score: Raw -12772090.854830 + Penalty 2234.875115 = -12769855.979715 nChanged 47 SP:Iteration 273Q (8334.625601 sec): 3 clusters Score: Raw -12772095.818494 + Penalty 2234.875115 = -12769860.943379 nChanged 41 SP:Iteration 274Q (8334.789107 sec): 3 clusters Score: Raw -12772100.053912 + Penalty 2234.875115 = -12769865.178797 nChanged 33 SP:Iteration 275Q (8334.969641 sec): 3 clusters Score: Raw -12772103.567854 + Penalty 2234.875115 = -12769868.692740 nChanged 37 SP:Iteration 276Q (8335.137303 sec): 3 clusters Score: Raw -12772107.122318 + Penalty 2234.875115 = -12769872.247203 nChanged 39 SP:Iteration 277Q (8335.323879 sec): 3 clusters Score: Raw -12772110.987004 + Penalty 2234.875115 = -12769876.111889 nChanged 35 SP:Iteration 278Q (8335.502628 sec): 3 clusters Score: Raw -12772114.706074 + Penalty 2234.875115 = -12769879.830959 nChanged 42 SP:Iteration 279Q (8335.659953 sec): 3 clusters Score: Raw -12772118.961600 + Penalty 2234.875115 = -12769884.086486 nChanged 48 SP:Iteration 280F (8335.852417 sec): 3 clusters Score: Raw -12772124.288771 + Penalty 2234.875115 = -12769889.413656 nChanged 38 SP:Iteration 281Q (8336.022264 sec): 3 clusters Score: Raw -12772128.624665 + Penalty 2234.875115 = -12769893.749550 nChanged 30 SP:Iteration 282Q (8336.202677 sec): 3 clusters Score: Raw -12772131.197105 + Penalty 2234.875115 = -12769896.321990 nChanged 21 SP:Iteration 283Q (8336.375059 sec): 3 clusters Score: Raw -12772132.825214 + Penalty 2234.875115 = -12769897.950099 nChanged 17 SP:Iteration 284Q (8336.550915 sec): 3 clusters Score: Raw -12772134.659671 + Penalty 2234.875115 = -12769899.784556 nChanged 19 SP:Iteration 285Q (8336.722965 sec): 3 clusters Score: Raw -12772136.219916 + Penalty 2234.875115 = -12769901.344801 nChanged 17 SP:Iteration 286Q (8336.882568 sec): 3 clusters Score: Raw -12772137.572008 + Penalty 2234.875115 = -12769902.696894 nChanged 17 SP:Iteration 287Q (8337.051903 sec): 3 clusters Score: Raw -12772138.856124 + Penalty 2234.875115 = -12769903.981009 nChanged 13 SP:Iteration 288Q (8337.235579 sec): 3 clusters Score: Raw -12772139.810624 + Penalty 2234.875115 = -12769904.935509 nChanged 20 SP:Iteration 289Q (8337.406362 sec): 3 clusters Score: Raw -12772141.457535 + Penalty 2234.875115 = -12769906.582420 nChanged 28 SP:Iteration 290Q (8337.577236 sec): 3 clusters Score: Raw -12772144.060519 + Penalty 2234.875115 = -12769909.185404 nChanged 30 SP:Iteration 291Q (8337.736712 sec): 3 clusters Score: Raw -12772146.273546 + Penalty 2234.875115 = -12769911.398431 nChanged 17 SP:Iteration 292Q (8337.906592 sec): 3 clusters Score: Raw -12772148.098989 + Penalty 2234.875115 = -12769913.223874 nChanged 20 SP:Iteration 293Q (8338.071594 sec): 3 clusters Score: Raw -12772149.943530 + Penalty 2234.875115 = -12769915.068416 nChanged 20 SP:Iteration 294Q (8338.240779 sec): 3 clusters Score: Raw -12772151.865492 + Penalty 2234.875115 = -12769916.990377 nChanged 16 SP:Iteration 295Q (8338.412985 sec): 3 clusters Score: Raw -12772153.215640 + Penalty 2234.875115 = -12769918.340526 nChanged 15 SP:Iteration 296Q (8338.577385 sec): 3 clusters Score: Raw -12772154.342396 + Penalty 2234.875115 = -12769919.467281 nChanged 14 SP:Iteration 297Q (8338.740212 sec): 3 clusters Score: Raw -12772155.499187 + Penalty 2234.875115 = -12769920.624073 nChanged 12 SP:Iteration 298Q (8338.918787 sec): 3 clusters Score: Raw -12772156.437615 + Penalty 2234.875115 = -12769921.562500 nChanged 13 SP:Iteration 299Q (8339.084099 sec): 3 clusters Score: Raw -12772157.528295 + Penalty 2234.875115 = -12769922.653181 nChanged 6 SP:Iteration 300F (8339.292018 sec): 3 clusters Score: Raw -12772157.982339 + Penalty 2234.875115 = -12769923.107225 nChanged 11 SP:Iteration 301Q (8339.452433 sec): 3 clusters Score: Raw -12772158.688956 + Penalty 2234.875115 = -12769923.813842 nChanged 6 SP:Iteration 302Q (8339.620419 sec): 3 clusters Score: Raw -12772159.147239 + Penalty 2234.875115 = -12769924.272124 nChanged 6 SP:Iteration 303Q (8339.789140 sec): 3 clusters Score: Raw -12772159.440255 + Penalty 2234.875115 = -12769924.565140 nChanged 3 SP:Iteration 304Q (8339.956392 sec): 3 clusters Score: Raw -12772159.703158 + Penalty 2234.875115 = -12769924.828043 nChanged 4 SP:Iteration 305Q (8340.132390 sec): 3 clusters Score: Raw -12772159.963667 + Penalty 2234.875115 = -12769925.088553 nChanged 5 SP:Iteration 306Q (8340.291094 sec): 3 clusters Score: Raw -12772160.248946 + Penalty 2234.875115 = -12769925.373832 nChanged 6 SP:Iteration 307Q (8340.462738 sec): 3 clusters Score: Raw -12772160.598670 + Penalty 2234.875115 = -12769925.723556 nChanged 7 SP:Iteration 308Q (8340.628227 sec): 3 clusters Score: Raw -12772161.122085 + Penalty 2234.875115 = -12769926.246970 nChanged 7 SP:Iteration 309Q (8340.790191 sec): 3 clusters Score: Raw -12772161.571611 + Penalty 2234.875115 = -12769926.696496 nChanged 9 SP:Iteration 310Q (8340.964880 sec): 3 clusters Score: Raw -12772162.197968 + Penalty 2234.875115 = -12769927.322853 nChanged 6 SP:Iteration 311Q (8341.140251 sec): 3 clusters Score: Raw -12772162.668176 + Penalty 2234.875115 = -12769927.793061 nChanged 8 SP:Iteration 312Q (8341.308352 sec): 3 clusters Score: Raw -12772163.276503 + Penalty 2234.875115 = -12769928.401388 nChanged 8 SP:Iteration 313Q (8341.461003 sec): 3 clusters Score: Raw -12772163.845462 + Penalty 2234.875115 = -12769928.970348 nChanged 4 SP:Iteration 314Q (8341.607197 sec): 3 clusters Score: Raw -12772164.322053 + Penalty 2234.875115 = -12769929.446938 nChanged 11 SP:Iteration 315Q (8341.732645 sec): 3 clusters Score: Raw -12772165.420288 + Penalty 2234.875115 = -12769930.545173 nChanged 8 SP:Iteration 316Q (8341.868044 sec): 3 clusters Score: Raw -12772166.394438 + Penalty 2234.875115 = -12769931.519324 nChanged 9 SP:Iteration 317Q (8341.993587 sec): 3 clusters Score: Raw -12772167.145130 + Penalty 2234.875115 = -12769932.270015 nChanged 13 SP:Iteration 318Q (8342.150728 sec): 3 clusters Score: Raw -12772168.323581 + Penalty 2234.875115 = -12769933.448466 nChanged 8 SP:Iteration 319Q (8342.308203 sec): 3 clusters Score: Raw -12772169.163389 + Penalty 2234.875115 = -12769934.288275 nChanged 14 SP:Iteration 320F (8342.492522 sec): 3 clusters Score: Raw -12772170.668663 + Penalty 2234.875115 = -12769935.793548 nChanged 13 SP:Iteration 321Q (8342.649679 sec): 3 clusters Score: Raw -12772171.897007 + Penalty 2234.875115 = -12769937.021892 nChanged 13 SP:Iteration 322Q (8342.806456 sec): 3 clusters Score: Raw -12772172.883801 + Penalty 2234.875115 = -12769938.008686 nChanged 9 SP:Iteration 323Q (8342.973870 sec): 3 clusters Score: Raw -12772173.540673 + Penalty 2234.875115 = -12769938.665558 nChanged 9 SP:Iteration 324Q (8343.129104 sec): 3 clusters Score: Raw -12772174.279632 + Penalty 2234.875115 = -12769939.404517 nChanged 12 SP:Iteration 325Q (8343.280219 sec): 3 clusters Score: Raw -12772175.641854 + Penalty 2234.875115 = -12769940.766740 nChanged 15 SP:Iteration 326Q (8343.452440 sec): 3 clusters Score: Raw -12772177.350204 + Penalty 2234.875115 = -12769942.475090 nChanged 20 SP:Iteration 327Q (8343.616523 sec): 3 clusters Score: Raw -12772179.310222 + Penalty 2234.875115 = -12769944.435107 nChanged 22 SP:Iteration 328Q (8343.787948 sec): 3 clusters Score: Raw -12772181.718804 + Penalty 2234.875115 = -12769946.843689 nChanged 18 SP:Iteration 329Q (8343.951651 sec): 3 clusters Score: Raw -12772183.694975 + Penalty 2234.875115 = -12769948.819861 nChanged 19 SP:Iteration 330Q (8344.125927 sec): 3 clusters Score: Raw -12772186.303500 + Penalty 2234.875115 = -12769951.428385 nChanged 21 SP:Iteration 331Q (8344.280959 sec): 3 clusters Score: Raw -12772189.588267 + Penalty 2234.875115 = -12769954.713152 nChanged 31 SP:Iteration 332Q (8344.447296 sec): 3 clusters Score: Raw -12772193.080152 + Penalty 2234.875115 = -12769958.205038 nChanged 24 SP:Iteration 333Q (8344.613142 sec): 3 clusters Score: Raw -12772195.702103 + Penalty 2234.875115 = -12769960.826988 nChanged 23 SP:Iteration 334Q (8344.773101 sec): 3 clusters Score: Raw -12772198.360586 + Penalty 2234.875115 = -12769963.485471 nChanged 32 SP:Iteration 335Q (8344.941277 sec): 3 clusters Score: Raw -12772202.380201 + Penalty 2234.875115 = -12769967.505087 nChanged 36 SP:Iteration 336Q (8345.099982 sec): 3 clusters Score: Raw -12772207.692587 + Penalty 2234.875115 = -12769972.817472 nChanged 35 SP:Iteration 337Q (8345.255098 sec): 3 clusters Score: Raw -12772213.004744 + Penalty 2234.875115 = -12769978.129630 nChanged 38 SP:Iteration 338Q (8345.413462 sec): 3 clusters Score: Raw -12772218.680358 + Penalty 2234.875115 = -12769983.805244 nChanged 33 SP:Iteration 339Q (8345.568994 sec): 3 clusters Score: Raw -12772222.632198 + Penalty 2234.875115 = -12769987.757083 nChanged 30 SP:Iteration 340F (8345.753935 sec): 3 clusters Score: Raw -12772226.726216 + Penalty 2234.875115 = -12769991.851102 nChanged 28 SP:Iteration 341Q (8345.915061 sec): 3 clusters Score: Raw -12772230.367822 + Penalty 2234.875115 = -12769995.492707 nChanged 26 SP:Iteration 342Q (8346.078680 sec): 3 clusters Score: Raw -12772233.565341 + Penalty 2234.875115 = -12769998.690226 nChanged 18 SP:Iteration 343Q (8346.244764 sec): 3 clusters Score: Raw -12772236.322668 + Penalty 2234.875115 = -12770001.447554 nChanged 24 SP:Iteration 344Q (8346.413337 sec): 3 clusters Score: Raw -12772239.793034 + Penalty 2234.875115 = -12770004.917920 nChanged 26 SP:Iteration 345Q (8346.580714 sec): 3 clusters Score: Raw -12772244.393646 + Penalty 2234.875115 = -12770009.518531 nChanged 30 SP:Iteration 346Q (8346.743974 sec): 3 clusters Score: Raw -12772248.498669 + Penalty 2234.875115 = -12770013.623555 nChanged 33 SP:Iteration 347Q (8346.910211 sec): 3 clusters Score: Raw -12772252.726313 + Penalty 2234.875115 = -12770017.851198 nChanged 39 SP:Iteration 348Q (8347.083163 sec): 3 clusters Score: Raw -12772259.177987 + Penalty 2234.875115 = -12770024.302872 nChanged 35 SP:Iteration 349Q (8347.237851 sec): 3 clusters Score: Raw -12772264.209137 + Penalty 2234.875115 = -12770029.334022 nChanged 25 SP:Iteration 350Q (8347.403745 sec): 3 clusters Score: Raw -12772267.557806 + Penalty 2234.875115 = -12770032.682691 nChanged 24 SP:Iteration 351Q (8347.566584 sec): 3 clusters Score: Raw -12772271.011479 + Penalty 2234.875115 = -12770036.136365 nChanged 25 SP:Iteration 352Q (8347.723112 sec): 3 clusters Score: Raw -12772274.841438 + Penalty 2234.875115 = -12770039.966324 nChanged 19 SP:Iteration 353Q (8347.885998 sec): 3 clusters Score: Raw -12772276.696468 + Penalty 2234.875115 = -12770041.821353 nChanged 16 SP:Iteration 354Q (8348.045811 sec): 3 clusters Score: Raw -12772279.125986 + Penalty 2234.875115 = -12770044.250871 nChanged 18 SP:Iteration 355Q (8348.200706 sec): 3 clusters Score: Raw -12772281.138419 + Penalty 2234.875115 = -12770046.263304 nChanged 14 SP:Iteration 356Q (8348.360586 sec): 3 clusters Score: Raw -12772282.872797 + Penalty 2234.875115 = -12770047.997683 nChanged 11 SP:Iteration 357Q (8348.534015 sec): 3 clusters Score: Raw -12772284.085109 + Penalty 2234.875115 = -12770049.209994 nChanged 11 SP:Iteration 358Q (8348.697446 sec): 3 clusters Score: Raw -12772285.166765 + Penalty 2234.875115 = -12770050.291651 nChanged 13 SP:Iteration 359Q (8348.863807 sec): 3 clusters Score: Raw -12772286.235861 + Penalty 2234.875115 = -12770051.360746 nChanged 11 SP:Iteration 360F (8349.054869 sec): 3 clusters Score: Raw -12772287.287791 + Penalty 2234.875115 = -12770052.412676 nChanged 6 SP:Iteration 361Q (8349.213160 sec): 3 clusters Score: Raw -12772288.103629 + Penalty 2234.875115 = -12770053.228514 nChanged 14 SP:Iteration 362Q (8349.381274 sec): 3 clusters Score: Raw -12772289.918267 + Penalty 2234.875115 = -12770055.043152 nChanged 12 SP:Iteration 363Q (8349.531512 sec): 3 clusters Score: Raw -12772291.170319 + Penalty 2234.875115 = -12770056.295204 nChanged 7 SP:Iteration 364Q (8349.690048 sec): 3 clusters Score: Raw -12772292.308928 + Penalty 2234.875115 = -12770057.433813 nChanged 17 SP:Iteration 365Q (8349.862175 sec): 3 clusters Score: Raw -12772295.487989 + Penalty 2234.875115 = -12770060.612874 nChanged 15 SP:Iteration 366Q (8350.033404 sec): 3 clusters Score: Raw -12772297.717582 + Penalty 2234.875115 = -12770062.842468 nChanged 20 SP:Iteration 367Q (8350.198226 sec): 3 clusters Score: Raw -12772301.124454 + Penalty 2234.875115 = -12770066.249339 nChanged 18 SP:Iteration 368Q (8350.341220 sec): 3 clusters Score: Raw -12772304.217086 + Penalty 2234.875115 = -12770069.341971 nChanged 21 SP:Iteration 369Q (8350.508370 sec): 3 clusters Score: Raw -12772307.862386 + Penalty 2234.875115 = -12770072.987271 nChanged 16 SP:Iteration 370Q (8350.674397 sec): 3 clusters Score: Raw -12772310.355524 + Penalty 2234.875115 = -12770075.480409 nChanged 16 SP:Iteration 371Q (8350.836234 sec): 3 clusters Score: Raw -12772313.151729 + Penalty 2234.875115 = -12770078.276614 nChanged 17 SP:Iteration 372Q (8350.994851 sec): 3 clusters Score: Raw -12772315.113072 + Penalty 2234.875115 = -12770080.237957 nChanged 15 SP:Iteration 373Q (8351.163741 sec): 3 clusters Score: Raw -12772317.237563 + Penalty 2234.875115 = -12770082.362448 nChanged 18 SP:Iteration 374Q (8351.324889 sec): 3 clusters Score: Raw -12772320.120218 + Penalty 2234.875115 = -12770085.245104 nChanged 16 SP:Iteration 375Q (8351.489650 sec): 3 clusters Score: Raw -12772321.998877 + Penalty 2234.875115 = -12770087.123762 nChanged 13 SP:Iteration 376Q (8351.632907 sec): 3 clusters Score: Raw -12772323.839530 + Penalty 2234.875115 = -12770088.964415 nChanged 15 SP:Iteration 377Q (8351.794092 sec): 3 clusters Score: Raw -12772326.297539 + Penalty 2234.875115 = -12770091.422424 nChanged 17 SP:Iteration 378Q (8351.968636 sec): 3 clusters Score: Raw -12772328.423909 + Penalty 2234.875115 = -12770093.548795 nChanged 12 SP:Iteration 379Q (8352.121889 sec): 3 clusters Score: Raw -12772330.174168 + Penalty 2234.875115 = -12770095.299054 nChanged 11 SP:Iteration 380F (8352.321488 sec): 3 clusters Score: Raw -12772331.668887 + Penalty 2234.875115 = -12770096.793772 nChanged 9 SP:Iteration 381Q (8352.480328 sec): 3 clusters Score: Raw -12772333.063582 + Penalty 2234.875115 = -12770098.188468 nChanged 10 SP:Iteration 382Q (8352.646828 sec): 3 clusters Score: Raw -12772334.412026 + Penalty 2234.875115 = -12770099.536911 nChanged 6 SP:Iteration 383Q (8352.796859 sec): 3 clusters Score: Raw -12772335.325393 + Penalty 2234.875115 = -12770100.450278 nChanged 6 SP:Iteration 384Q (8352.963939 sec): 3 clusters Score: Raw -12772336.130636 + Penalty 2234.875115 = -12770101.255521 nChanged 7 SP:Iteration 385Q (8353.127648 sec): 3 clusters Score: Raw -12772336.825630 + Penalty 2234.875115 = -12770101.950515 nChanged 7 SP:Iteration 386Q (8353.291240 sec): 3 clusters Score: Raw -12772337.742987 + Penalty 2234.875115 = -12770102.867872 nChanged 5 SP:Iteration 387Q (8353.447116 sec): 3 clusters Score: Raw -12772338.397851 + Penalty 2234.875115 = -12770103.522736 nChanged 6 SP:Iteration 388Q (8353.617589 sec): 3 clusters Score: Raw -12772339.060480 + Penalty 2234.875115 = -12770104.185365 nChanged 7 SP:Iteration 389Q (8353.772626 sec): 3 clusters Score: Raw -12772339.958148 + Penalty 2234.875115 = -12770105.083033 nChanged 4 SP:Iteration 390Q (8353.929644 sec): 3 clusters Score: Raw -12772340.546692 + Penalty 2234.875115 = -12770105.671578 nChanged 8 SP:Iteration 391Q (8354.064116 sec): 3 clusters Score: Raw -12772341.693307 + Penalty 2234.875115 = -12770106.818193 nChanged 7 SP:Iteration 392Q (8354.221681 sec): 3 clusters Score: Raw -12772342.886058 + Penalty 2234.875115 = -12770108.010943 nChanged 3 SP:Iteration 393Q (8354.388041 sec): 3 clusters Score: Raw -12772343.268196 + Penalty 2234.875115 = -12770108.393081 nChanged 4 SP:Iteration 394Q (8354.542817 sec): 3 clusters Score: Raw -12772343.829978 + Penalty 2234.875115 = -12770108.954863 nChanged 3 SP:Iteration 395Q (8354.710304 sec): 3 clusters Score: Raw -12772344.183345 + Penalty 2234.875115 = -12770109.308230 nChanged 5 SP:Iteration 396Q (8354.872701 sec): 3 clusters Score: Raw -12772345.091381 + Penalty 2234.875115 = -12770110.216266 nChanged 5 SP:Iteration 397Q (8355.025307 sec): 3 clusters Score: Raw -12772345.645841 + Penalty 2234.875115 = -12770110.770726 nChanged 1 SP:Iteration 398Q (8355.185345 sec): 3 clusters Score: Raw -12772345.706529 + Penalty 2234.875115 = -12770110.831414 nChanged 0 SP:Iteration 399F (8355.361669 sec): 3 clusters Score: Raw -12772345.706529 + Penalty 2234.875115 = -12770110.831414 nChanged 0 Trying to split cluster 19 (3291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8355.395215 sec): 2 clusters Score: Raw -284803.887822 + Penalty 769.399941 = -284034.487881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8355.430891 sec): 3 clusters Score: Raw -283088.802826 + Penalty 1538.799882 = -281550.002943 nChanged 1350 SP:Iteration 1F (8355.475059 sec): 3 clusters Score: Raw -283920.538729 + Penalty 1538.799882 = -282381.738847 nChanged 305 SP:Iteration 2F (8355.526138 sec): 3 clusters Score: Raw -284167.012654 + Penalty 1538.799882 = -282628.212772 nChanged 248 SP:Iteration 3F (8355.573014 sec): 3 clusters Score: Raw -284372.989528 + Penalty 1538.799882 = -282834.189646 nChanged 224 SP:Iteration 4F (8355.614526 sec): 3 clusters Score: Raw -284554.597410 + Penalty 1538.799882 = -283015.797528 nChanged 187 SP:Iteration 5F (8355.655307 sec): 3 clusters Score: Raw -284689.957540 + Penalty 1538.799882 = -283151.157658 nChanged 136 SP:Iteration 6Q (8355.703323 sec): 3 clusters Score: Raw -284781.919247 + Penalty 1538.799882 = -283243.119365 nChanged 106 SP:Iteration 7Q (8355.745264 sec): 3 clusters Score: Raw -284843.958612 + Penalty 1538.799882 = -283305.158730 nChanged 64 SP:Iteration 8Q (8355.767645 sec): 3 clusters Score: Raw -284883.244749 + Penalty 1538.799882 = -283344.444867 nChanged 61 SP:Iteration 9Q (8355.807359 sec): 3 clusters Score: Raw -284919.222506 + Penalty 1538.799882 = -283380.422624 nChanged 39 SP:Iteration 10Q (8355.857616 sec): 3 clusters Score: Raw -284941.447030 + Penalty 1538.799882 = -283402.647148 nChanged 35 SP:Iteration 11Q (8355.907715 sec): 3 clusters Score: Raw -284958.429092 + Penalty 1538.799882 = -283419.629210 nChanged 21 SP:Iteration 12Q (8355.951861 sec): 3 clusters Score: Raw -284966.363982 + Penalty 1538.799882 = -283427.564099 nChanged 10 SP:Iteration 13Q (8355.994459 sec): 3 clusters Score: Raw -284970.470687 + Penalty 1538.799882 = -283431.670805 nChanged 7 SP:Iteration 14Q (8356.030030 sec): 3 clusters Score: Raw -284972.569474 + Penalty 1538.799882 = -283433.769591 nChanged 7 SP:Iteration 15Q (8356.072905 sec): 3 clusters Score: Raw -284975.082107 + Penalty 1538.799882 = -283436.282225 nChanged 2 SP:Iteration 16Q (8356.109390 sec): 3 clusters Score: Raw -284975.250840 + Penalty 1538.799882 = -283436.450958 nChanged 1 SP:Iteration 17Q (8356.147340 sec): 3 clusters Score: Raw -284975.451384 + Penalty 1538.799882 = -283436.651501 nChanged 0 SP:Iteration 18F (8356.190978 sec): 3 clusters Score: Raw -284975.451384 + Penalty 1538.799882 = -283436.651501 nChanged 0 Trying to split cluster 20 (28635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8356.248407 sec): 2 clusters Score: Raw -2498536.371900 + Penalty 974.926577 = -2497561.445323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8356.319832 sec): 3 clusters Score: Raw -2480297.426740 + Penalty 1949.853155 = -2478347.573586 nChanged 13549 SP:Iteration 1F (8356.403375 sec): 3 clusters Score: Raw -2488455.686239 + Penalty 1949.853155 = -2486505.833084 nChanged 1547 SP:Iteration 2F (8356.480420 sec): 3 clusters Score: Raw -2489057.879885 + Penalty 1949.853155 = -2487108.026731 nChanged 1552 SP:Iteration 3F (8356.541579 sec): 3 clusters Score: Raw -2489699.184554 + Penalty 1949.853155 = -2487749.331400 nChanged 1565 SP:Iteration 4F (8356.622852 sec): 3 clusters Score: Raw -2490421.786436 + Penalty 1949.853155 = -2488471.933281 nChanged 1496 SP:Iteration 5F (8356.686684 sec): 3 clusters Score: Raw -2491153.690211 + Penalty 1949.853155 = -2489203.837056 nChanged 1464 SP:Iteration 6F (8356.754516 sec): 3 clusters Score: Raw -2491904.304857 + Penalty 1949.853155 = -2489954.451702 nChanged 1338 SP:Iteration 7Q (8356.844865 sec): 3 clusters Score: Raw -2492632.873073 + Penalty 1949.853155 = -2490683.019918 nChanged 1282 SP:Iteration 8Q (8356.911634 sec): 3 clusters Score: Raw -2493376.553516 + Penalty 1949.853155 = -2491426.700361 nChanged 1203 SP:Iteration 9Q (8356.977851 sec): 3 clusters Score: Raw -2494023.744096 + Penalty 1949.853155 = -2492073.890941 nChanged 1053 SP:Iteration 10Q (8357.062994 sec): 3 clusters Score: Raw -2494526.007503 + Penalty 1949.853155 = -2492576.154348 nChanged 835 SP:Iteration 11Q (8357.137402 sec): 3 clusters Score: Raw -2494839.182919 + Penalty 1949.853155 = -2492889.329764 nChanged 597 SP:Iteration 12Q (8357.200508 sec): 3 clusters Score: Raw -2494994.410635 + Penalty 1949.853155 = -2493044.557480 nChanged 404 SP:Iteration 13Q (8357.274150 sec): 3 clusters Score: Raw -2495080.439360 + Penalty 1949.853155 = -2493130.586206 nChanged 309 SP:Iteration 14Q (8357.352406 sec): 3 clusters Score: Raw -2495144.069666 + Penalty 1949.853155 = -2493194.216511 nChanged 279 SP:Iteration 15Q (8357.417452 sec): 3 clusters Score: Raw -2495205.036095 + Penalty 1949.853155 = -2493255.182940 nChanged 273 SP:Iteration 16Q (8357.484008 sec): 3 clusters Score: Raw -2495254.921316 + Penalty 1949.853155 = -2493305.068162 nChanged 239 SP:Iteration 17Q (8357.559261 sec): 3 clusters Score: Raw -2495299.013239 + Penalty 1949.853155 = -2493349.160084 nChanged 240 SP:Iteration 18Q (8357.638129 sec): 3 clusters Score: Raw -2495342.978840 + Penalty 1949.853155 = -2493393.125685 nChanged 260 SP:Iteration 19Q (8357.716812 sec): 3 clusters Score: Raw -2495389.851776 + Penalty 1949.853155 = -2493439.998621 nChanged 257 SP:Iteration 20F (8357.776659 sec): 3 clusters Score: Raw -2495438.324606 + Penalty 1949.853155 = -2493488.471451 nChanged 236 SP:Iteration 21Q (8357.845196 sec): 3 clusters Score: Raw -2495488.000204 + Penalty 1949.853155 = -2493538.147050 nChanged 279 SP:Iteration 22Q (8357.928221 sec): 3 clusters Score: Raw -2495552.737578 + Penalty 1949.853155 = -2493602.884424 nChanged 303 SP:Iteration 23Q (8358.004265 sec): 3 clusters Score: Raw -2495633.626538 + Penalty 1949.853155 = -2493683.773383 nChanged 336 SP:Iteration 24Q (8358.084282 sec): 3 clusters Score: Raw -2495722.673858 + Penalty 1949.853155 = -2493772.820704 nChanged 324 SP:Iteration 25Q (8358.155817 sec): 3 clusters Score: Raw -2495803.612562 + Penalty 1949.853155 = -2493853.759407 nChanged 309 SP:Iteration 26Q (8358.218990 sec): 3 clusters Score: Raw -2495882.678782 + Penalty 1949.853155 = -2493932.825628 nChanged 315 SP:Iteration 27Q (8358.299421 sec): 3 clusters Score: Raw -2495982.754896 + Penalty 1949.853155 = -2494032.901741 nChanged 365 SP:Iteration 28Q (8358.376628 sec): 3 clusters Score: Raw -2496093.760929 + Penalty 1949.853155 = -2494143.907775 nChanged 370 SP:Iteration 29Q (8358.447386 sec): 3 clusters Score: Raw -2496219.343736 + Penalty 1949.853155 = -2494269.490581 nChanged 394 SP:Iteration 30Q (8358.524482 sec): 3 clusters Score: Raw -2496370.606156 + Penalty 1949.853155 = -2494420.753001 nChanged 416 SP:Iteration 31Q (8358.600288 sec): 3 clusters Score: Raw -2496531.378306 + Penalty 1949.853155 = -2494581.525151 nChanged 417 SP:Iteration 32Q (8358.659294 sec): 3 clusters Score: Raw -2496691.426078 + Penalty 1949.853155 = -2494741.572923 nChanged 394 SP:Iteration 33Q (8358.733621 sec): 3 clusters Score: Raw -2496838.775847 + Penalty 1949.853155 = -2494888.922692 nChanged 387 SP:Iteration 34Q (8358.809100 sec): 3 clusters Score: Raw -2496984.938622 + Penalty 1949.853155 = -2495035.085467 nChanged 363 SP:Iteration 35Q (8358.878158 sec): 3 clusters Score: Raw -2497107.141279 + Penalty 1949.853155 = -2495157.288124 nChanged 344 SP:Iteration 36Q (8358.945371 sec): 3 clusters Score: Raw -2497229.165475 + Penalty 1949.853155 = -2495279.312320 nChanged 354 SP:Iteration 37Q (8359.016970 sec): 3 clusters Score: Raw -2497372.894926 + Penalty 1949.853155 = -2495423.041771 nChanged 330 SP:Iteration 38Q (8359.091444 sec): 3 clusters Score: Raw -2497508.238115 + Penalty 1949.853155 = -2495558.384961 nChanged 296 SP:Iteration 39Q (8359.156296 sec): 3 clusters Score: Raw -2497617.227318 + Penalty 1949.853155 = -2495667.374164 nChanged 262 SP:Iteration 40F (8359.245926 sec): 3 clusters Score: Raw -2497720.228417 + Penalty 1949.853155 = -2495770.375262 nChanged 252 SP:Iteration 41Q (8359.296282 sec): 3 clusters Score: Raw -2497826.101356 + Penalty 1949.853155 = -2495876.248202 nChanged 239 SP:Iteration 42Q (8359.372961 sec): 3 clusters Score: Raw -2497927.029151 + Penalty 1949.853155 = -2495977.175996 nChanged 233 SP:Iteration 43Q (8359.447136 sec): 3 clusters Score: Raw -2498024.513048 + Penalty 1949.853155 = -2496074.659893 nChanged 221 SP:Iteration 44Q (8359.518075 sec): 3 clusters Score: Raw -2498111.614692 + Penalty 1949.853155 = -2496161.761538 nChanged 188 SP:Iteration 45Q (8359.592472 sec): 3 clusters Score: Raw -2498185.807925 + Penalty 1949.853155 = -2496235.954771 nChanged 162 SP:Iteration 46Q (8359.662713 sec): 3 clusters Score: Raw -2498253.375448 + Penalty 1949.853155 = -2496303.522293 nChanged 147 SP:Iteration 47Q (8359.723805 sec): 3 clusters Score: Raw -2498314.553928 + Penalty 1949.853155 = -2496364.700774 nChanged 150 SP:Iteration 48Q (8359.795435 sec): 3 clusters Score: Raw -2498374.084437 + Penalty 1949.853155 = -2496424.231282 nChanged 128 SP:Iteration 49Q (8359.858938 sec): 3 clusters Score: Raw -2498423.104563 + Penalty 1949.853155 = -2496473.251408 nChanged 126 SP:Iteration 50Q (8359.929922 sec): 3 clusters Score: Raw -2498466.345822 + Penalty 1949.853155 = -2496516.492667 nChanged 111 SP:Iteration 51Q (8360.002536 sec): 3 clusters Score: Raw -2498499.870810 + Penalty 1949.853155 = -2496550.017656 nChanged 96 SP:Iteration 52Q (8360.072201 sec): 3 clusters Score: Raw -2498536.823666 + Penalty 1949.853155 = -2496586.970511 nChanged 105 SP:Iteration 53Q (8360.142173 sec): 3 clusters Score: Raw -2498578.670911 + Penalty 1949.853155 = -2496628.817757 nChanged 106 SP:Iteration 54Q (8360.211383 sec): 3 clusters Score: Raw -2498632.166406 + Penalty 1949.853155 = -2496682.313251 nChanged 92 SP:Iteration 55Q (8360.282293 sec): 3 clusters Score: Raw -2498664.719707 + Penalty 1949.853155 = -2496714.866552 nChanged 68 SP:Iteration 56Q (8360.343366 sec): 3 clusters Score: Raw -2498688.722673 + Penalty 1949.853155 = -2496738.869519 nChanged 70 SP:Iteration 57Q (8360.419795 sec): 3 clusters Score: Raw -2498712.669655 + Penalty 1949.853155 = -2496762.816500 nChanged 71 SP:Iteration 58Q (8360.483736 sec): 3 clusters Score: Raw -2498741.036600 + Penalty 1949.853155 = -2496791.183445 nChanged 58 SP:Iteration 59Q (8360.555562 sec): 3 clusters Score: Raw -2498765.072672 + Penalty 1949.853155 = -2496815.219517 nChanged 47 SP:Iteration 60F (8360.634741 sec): 3 clusters Score: Raw -2498779.395154 + Penalty 1949.853155 = -2496829.542000 nChanged 43 SP:Iteration 61Q (8360.694669 sec): 3 clusters Score: Raw -2498791.196812 + Penalty 1949.853155 = -2496841.343657 nChanged 30 SP:Iteration 62Q (8360.762672 sec): 3 clusters Score: Raw -2498798.701883 + Penalty 1949.853155 = -2496848.848728 nChanged 22 SP:Iteration 63Q (8360.827313 sec): 3 clusters Score: Raw -2498802.833230 + Penalty 1949.853155 = -2496852.980075 nChanged 18 SP:Iteration 64Q (8360.882655 sec): 3 clusters Score: Raw -2498806.946214 + Penalty 1949.853155 = -2496857.093059 nChanged 11 SP:Iteration 65Q (8360.954302 sec): 3 clusters Score: Raw -2498809.375066 + Penalty 1949.853155 = -2496859.521911 nChanged 8 SP:Iteration 66Q (8361.026766 sec): 3 clusters Score: Raw -2498810.807211 + Penalty 1949.853155 = -2496860.954057 nChanged 4 SP:Iteration 67Q (8361.097710 sec): 3 clusters Score: Raw -2498811.603584 + Penalty 1949.853155 = -2496861.750429 nChanged 5 SP:Iteration 68Q (8361.176169 sec): 3 clusters Score: Raw -2498812.455912 + Penalty 1949.853155 = -2496862.602757 nChanged 6 SP:Iteration 69Q (8361.240282 sec): 3 clusters Score: Raw -2498813.229902 + Penalty 1949.853155 = -2496863.376748 nChanged 3 SP:Iteration 70Q (8361.313830 sec): 3 clusters Score: Raw -2498813.955761 + Penalty 1949.853155 = -2496864.102606 nChanged 4 SP:Iteration 71Q (8361.394130 sec): 3 clusters Score: Raw -2498814.447151 + Penalty 1949.853155 = -2496864.593997 nChanged 2 SP:Iteration 72Q (8361.453826 sec): 3 clusters Score: Raw -2498814.870180 + Penalty 1949.853155 = -2496865.017025 nChanged 4 SP:Iteration 73Q (8361.525260 sec): 3 clusters Score: Raw -2498815.560982 + Penalty 1949.853155 = -2496865.707828 nChanged 2 SP:Iteration 74Q (8361.587701 sec): 3 clusters Score: Raw -2498815.778235 + Penalty 1949.853155 = -2496865.925080 nChanged 2 SP:Iteration 75Q (8361.661798 sec): 3 clusters Score: Raw -2498816.292795 + Penalty 1949.853155 = -2496866.439640 nChanged 2 SP:Iteration 76Q (8361.725090 sec): 3 clusters Score: Raw -2498816.710075 + Penalty 1949.853155 = -2496866.856921 nChanged 1 SP:Iteration 77Q (8361.792039 sec): 3 clusters Score: Raw -2498816.870650 + Penalty 1949.853155 = -2496867.017496 nChanged 0 SP:Iteration 78F (8361.845348 sec): 3 clusters Score: Raw -2498816.870650 + Penalty 1949.853155 = -2496867.017496 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8361.862423 sec): 2 clusters Score: Raw -266268.837657 + Penalty 753.403756 = -265515.433901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8361.873793 sec): 3 clusters Score: Raw -264900.025802 + Penalty 1506.807512 = -263393.218290 nChanged 1110 SP:Iteration 1F (8361.889978 sec): 3 clusters Score: Raw -265523.903217 + Penalty 1506.807512 = -264017.095704 nChanged 228 SP:Iteration 2F (8361.906002 sec): 3 clusters Score: Raw -265654.512006 + Penalty 1506.807512 = -264147.704494 nChanged 158 SP:Iteration 3F (8361.947295 sec): 3 clusters Score: Raw -265766.650352 + Penalty 1506.807512 = -264259.842840 nChanged 140 SP:Iteration 4F (8361.984775 sec): 3 clusters Score: Raw -265861.956859 + Penalty 1506.807512 = -264355.149347 nChanged 146 SP:Iteration 5F (8362.019217 sec): 3 clusters Score: Raw -265987.704078 + Penalty 1506.807512 = -264480.896566 nChanged 154 SP:Iteration 6F (8362.062721 sec): 3 clusters Score: Raw -266159.274921 + Penalty 1506.807512 = -264652.467409 nChanged 160 SP:Iteration 7F (8362.103766 sec): 3 clusters Score: Raw -266339.611322 + Penalty 1506.807512 = -264832.803810 nChanged 139 SP:Iteration 8Q (8362.139097 sec): 3 clusters Score: Raw -266495.565418 + Penalty 1506.807512 = -264988.757905 nChanged 95 SP:Iteration 9Q (8362.182164 sec): 3 clusters Score: Raw -266580.056974 + Penalty 1506.807512 = -265073.249462 nChanged 69 SP:Iteration 10Q (8362.225099 sec): 3 clusters Score: Raw -266639.114110 + Penalty 1506.807512 = -265132.306598 nChanged 49 SP:Iteration 11Q (8362.271483 sec): 3 clusters Score: Raw -266667.208027 + Penalty 1506.807512 = -265160.400514 nChanged 26 SP:Iteration 12Q (8362.318222 sec): 3 clusters Score: Raw -266679.939914 + Penalty 1506.807512 = -265173.132402 nChanged 22 SP:Iteration 13Q (8362.369390 sec): 3 clusters Score: Raw -266689.258768 + Penalty 1506.807512 = -265182.451255 nChanged 13 SP:Iteration 14Q (8362.413605 sec): 3 clusters Score: Raw -266693.456756 + Penalty 1506.807512 = -265186.649244 nChanged 2 SP:Iteration 15Q (8362.453505 sec): 3 clusters Score: Raw -266694.256584 + Penalty 1506.807512 = -265187.449072 nChanged 4 SP:Iteration 16Q (8362.493812 sec): 3 clusters Score: Raw -266695.828866 + Penalty 1506.807512 = -265189.021353 nChanged 7 SP:Iteration 17Q (8362.526245 sec): 3 clusters Score: Raw -266698.357243 + Penalty 1506.807512 = -265191.549731 nChanged 4 SP:Iteration 18Q (8362.568030 sec): 3 clusters Score: Raw -266700.383251 + Penalty 1506.807512 = -265193.575738 nChanged 4 SP:Iteration 19Q (8362.602870 sec): 3 clusters Score: Raw -266701.538672 + Penalty 1506.807512 = -265194.731160 nChanged 3 SP:Iteration 20F (8362.642407 sec): 3 clusters Score: Raw -266702.590109 + Penalty 1506.807512 = -265195.782596 nChanged 5 SP:Iteration 21Q (8362.685491 sec): 3 clusters Score: Raw -266703.407899 + Penalty 1506.807512 = -265196.600387 nChanged 2 SP:Iteration 22Q (8362.726632 sec): 3 clusters Score: Raw -266704.151019 + Penalty 1506.807512 = -265197.343507 nChanged 0 SP:Iteration 23F (8362.775729 sec): 3 clusters Score: Raw -266704.151019 + Penalty 1506.807512 = -265197.343507 nChanged 0 Trying to split cluster 22 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8362.790293 sec): 2 clusters Score: Raw -95234.297610 + Penalty 649.342536 = -94584.955075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8362.816352 sec): 3 clusters Score: Raw -94862.663085 + Penalty 1298.685071 = -93563.978014 nChanged 325 SP:Iteration 1F (8362.861148 sec): 3 clusters Score: Raw -95118.313169 + Penalty 1298.685071 = -93819.628098 nChanged 61 SP:Iteration 2F (8362.902668 sec): 3 clusters Score: Raw -95169.393965 + Penalty 1298.685071 = -93870.708893 nChanged 35 SP:Iteration 3Q (8362.950655 sec): 3 clusters Score: Raw -95198.472838 + Penalty 1298.685071 = -93899.787766 nChanged 25 SP:Iteration 4Q (8362.994709 sec): 3 clusters Score: Raw -95216.068189 + Penalty 1298.685071 = -93917.383117 nChanged 21 SP:Iteration 5Q (8363.036485 sec): 3 clusters Score: Raw -95229.650057 + Penalty 1298.685071 = -93930.964985 nChanged 24 SP:Iteration 6Q (8363.081921 sec): 3 clusters Score: Raw -95245.118467 + Penalty 1298.685071 = -93946.433395 nChanged 18 SP:Iteration 7Q (8363.129055 sec): 3 clusters Score: Raw -95256.466572 + Penalty 1298.685071 = -93957.781501 nChanged 15 SP:Iteration 8Q (8363.171847 sec): 3 clusters Score: Raw -95264.091783 + Penalty 1298.685071 = -93965.406711 nChanged 12 SP:Iteration 9Q (8363.217570 sec): 3 clusters Score: Raw -95271.071121 + Penalty 1298.685071 = -93972.386050 nChanged 11 SP:Iteration 10Q (8363.266093 sec): 3 clusters Score: Raw -95279.984477 + Penalty 1298.685071 = -93981.299406 nChanged 4 SP:Iteration 11Q (8363.310673 sec): 3 clusters Score: Raw -95282.105851 + Penalty 1298.685071 = -93983.420780 nChanged 4 SP:Iteration 12Q (8363.357653 sec): 3 clusters Score: Raw -95284.219165 + Penalty 1298.685071 = -93985.534093 nChanged 0 SP:Iteration 13F (8363.403544 sec): 3 clusters Score: Raw -95284.219165 + Penalty 1298.685071 = -93985.534093 nChanged 0 Trying to split cluster 23 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8363.428614 sec): 2 clusters Score: Raw -44580.618149 + Penalty 591.520984 = -43989.097166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8363.474782 sec): 3 clusters Score: Raw -44499.962674 + Penalty 1183.041967 = -43316.920706 nChanged 142 SP:Iteration 1F (8363.523442 sec): 3 clusters Score: Raw -44702.053209 + Penalty 1183.041967 = -43519.011242 nChanged 37 SP:Iteration 2F (8363.568271 sec): 3 clusters Score: Raw -44757.634972 + Penalty 1183.041967 = -43574.593005 nChanged 27 SP:Iteration 3F (8363.614835 sec): 3 clusters Score: Raw -44792.465637 + Penalty 1183.041967 = -43609.423670 nChanged 22 SP:Iteration 4Q (8363.655821 sec): 3 clusters Score: Raw -44825.641159 + Penalty 1183.041967 = -43642.599192 nChanged 15 SP:Iteration 5Q (8363.697606 sec): 3 clusters Score: Raw -44844.860952 + Penalty 1183.041967 = -43661.818985 nChanged 8 SP:Iteration 6Q (8363.735610 sec): 3 clusters Score: Raw -44857.818917 + Penalty 1183.041967 = -43674.776950 nChanged 4 SP:Iteration 7Q (8363.778988 sec): 3 clusters Score: Raw -44862.723035 + Penalty 1183.041967 = -43679.681068 nChanged 2 SP:Iteration 8Q (8363.824814 sec): 3 clusters Score: Raw -44864.310849 + Penalty 1183.041967 = -43681.268881 nChanged 0 SP:Iteration 9F (8363.868470 sec): 3 clusters Score: Raw -44864.310849 + Penalty 1183.041967 = -43681.268881 nChanged 0 Trying to split cluster 24 (5777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8363.910380 sec): 2 clusters Score: Raw -574630.352082 + Penalty 822.855781 = -573807.496302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8363.954595 sec): 3 clusters Score: Raw -571423.279917 + Penalty 1645.711561 = -569777.568356 nChanged 2521 SP:Iteration 1F (8364.005638 sec): 3 clusters Score: Raw -573030.332975 + Penalty 1645.711561 = -571384.621414 nChanged 512 SP:Iteration 2F (8364.057366 sec): 3 clusters Score: Raw -573395.299062 + Penalty 1645.711561 = -571749.587501 nChanged 420 SP:Iteration 3F (8364.107150 sec): 3 clusters Score: Raw -573701.878594 + Penalty 1645.711561 = -572056.167032 nChanged 351 SP:Iteration 4F (8364.172371 sec): 3 clusters Score: Raw -573935.619694 + Penalty 1645.711561 = -572289.908133 nChanged 273 SP:Iteration 5Q (8364.227801 sec): 3 clusters Score: Raw -574121.390255 + Penalty 1645.711561 = -572475.678694 nChanged 213 SP:Iteration 6Q (8364.271888 sec): 3 clusters Score: Raw -574269.772279 + Penalty 1645.711561 = -572624.060718 nChanged 170 SP:Iteration 7Q (8364.320163 sec): 3 clusters Score: Raw -574397.580699 + Penalty 1645.711561 = -572751.869138 nChanged 144 SP:Iteration 8Q (8364.370553 sec): 3 clusters Score: Raw -574503.170346 + Penalty 1645.711561 = -572857.458785 nChanged 96 SP:Iteration 9Q (8364.416952 sec): 3 clusters Score: Raw -574576.565340 + Penalty 1645.711561 = -572930.853778 nChanged 67 SP:Iteration 10Q (8364.470524 sec): 3 clusters Score: Raw -574617.620898 + Penalty 1645.711561 = -572971.909337 nChanged 55 SP:Iteration 11Q (8364.522371 sec): 3 clusters Score: Raw -574650.951921 + Penalty 1645.711561 = -573005.240360 nChanged 62 SP:Iteration 12Q (8364.574498 sec): 3 clusters Score: Raw -574683.047090 + Penalty 1645.711561 = -573037.335529 nChanged 43 SP:Iteration 13Q (8364.608890 sec): 3 clusters Score: Raw -574701.838154 + Penalty 1645.711561 = -573056.126593 nChanged 28 SP:Iteration 14Q (8364.647049 sec): 3 clusters Score: Raw -574715.911648 + Penalty 1645.711561 = -573070.200087 nChanged 24 SP:Iteration 15Q (8364.697782 sec): 3 clusters Score: Raw -574725.421185 + Penalty 1645.711561 = -573079.709624 nChanged 21 SP:Iteration 16Q (8364.736485 sec): 3 clusters Score: Raw -574732.197943 + Penalty 1645.711561 = -573086.486382 nChanged 22 SP:Iteration 17Q (8364.789561 sec): 3 clusters Score: Raw -574740.264451 + Penalty 1645.711561 = -573094.552890 nChanged 18 SP:Iteration 18Q (8364.829697 sec): 3 clusters Score: Raw -574747.927407 + Penalty 1645.711561 = -573102.215846 nChanged 15 SP:Iteration 19Q (8364.873151 sec): 3 clusters Score: Raw -574753.074880 + Penalty 1645.711561 = -573107.363319 nChanged 14 SP:Iteration 20F (8364.935635 sec): 3 clusters Score: Raw -574758.163395 + Penalty 1645.711561 = -573112.451834 nChanged 13 SP:Iteration 21Q (8364.979375 sec): 3 clusters Score: Raw -574761.599204 + Penalty 1645.711561 = -573115.887643 nChanged 14 SP:Iteration 22Q (8365.034763 sec): 3 clusters Score: Raw -574766.257926 + Penalty 1645.711561 = -573120.546364 nChanged 15 SP:Iteration 23Q (8365.080635 sec): 3 clusters Score: Raw -574772.150901 + Penalty 1645.711561 = -573126.439340 nChanged 18 SP:Iteration 24Q (8365.124530 sec): 3 clusters Score: Raw -574779.630996 + Penalty 1645.711561 = -573133.919435 nChanged 16 SP:Iteration 25Q (8365.180139 sec): 3 clusters Score: Raw -574786.054460 + Penalty 1645.711561 = -573140.342899 nChanged 8 SP:Iteration 26Q (8365.236167 sec): 3 clusters Score: Raw -574788.121886 + Penalty 1645.711561 = -573142.410324 nChanged 5 SP:Iteration 27Q (8365.292054 sec): 3 clusters Score: Raw -574789.601185 + Penalty 1645.711561 = -573143.889624 nChanged 6 SP:Iteration 28Q (8365.356025 sec): 3 clusters Score: Raw -574792.825632 + Penalty 1645.711561 = -573147.114070 nChanged 13 SP:Iteration 29Q (8365.407440 sec): 3 clusters Score: Raw -574800.065770 + Penalty 1645.711561 = -573154.354209 nChanged 10 SP:Iteration 30Q (8365.463416 sec): 3 clusters Score: Raw -574804.293865 + Penalty 1645.711561 = -573158.582304 nChanged 11 SP:Iteration 31Q (8365.518702 sec): 3 clusters Score: Raw -574810.010497 + Penalty 1645.711561 = -573164.298936 nChanged 9 SP:Iteration 32Q (8365.566240 sec): 3 clusters Score: Raw -574814.556564 + Penalty 1645.711561 = -573168.845003 nChanged 7 SP:Iteration 33Q (8365.623293 sec): 3 clusters Score: Raw -574816.371061 + Penalty 1645.711561 = -573170.659500 nChanged 4 SP:Iteration 34Q (8365.671907 sec): 3 clusters Score: Raw -574818.248111 + Penalty 1645.711561 = -573172.536550 nChanged 8 SP:Iteration 35Q (8365.715049 sec): 3 clusters Score: Raw -574822.585060 + Penalty 1645.711561 = -573176.873499 nChanged 7 SP:Iteration 36Q (8365.768093 sec): 3 clusters Score: Raw -574826.739607 + Penalty 1645.711561 = -573181.028046 nChanged 7 SP:Iteration 37Q (8365.821815 sec): 3 clusters Score: Raw -574829.397232 + Penalty 1645.711561 = -573183.685671 nChanged 7 SP:Iteration 38Q (8365.870318 sec): 3 clusters Score: Raw -574833.889162 + Penalty 1645.711561 = -573188.177601 nChanged 4 SP:Iteration 39Q (8365.890729 sec): 3 clusters Score: Raw -574835.348809 + Penalty 1645.711561 = -573189.637248 nChanged 3 SP:Iteration 40F (8365.944455 sec): 3 clusters Score: Raw -574836.937847 + Penalty 1645.711561 = -573191.226286 nChanged 3 SP:Iteration 41Q (8365.998835 sec): 3 clusters Score: Raw -574839.081943 + Penalty 1645.711561 = -573193.370382 nChanged 3 SP:Iteration 42Q (8366.060297 sec): 3 clusters Score: Raw -574840.504075 + Penalty 1645.711561 = -573194.792514 nChanged 3 SP:Iteration 43Q (8366.113384 sec): 3 clusters Score: Raw -574842.323500 + Penalty 1645.711561 = -573196.611939 nChanged 5 SP:Iteration 44Q (8366.161557 sec): 3 clusters Score: Raw -574843.899870 + Penalty 1645.711561 = -573198.188309 nChanged 1 SP:Iteration 45Q (8366.215952 sec): 3 clusters Score: Raw -574844.885821 + Penalty 1645.711561 = -573199.174259 nChanged 1 SP:Iteration 46Q (8366.273007 sec): 3 clusters Score: Raw -574845.531503 + Penalty 1645.711561 = -573199.819942 nChanged 2 SP:Iteration 47Q (8366.321690 sec): 3 clusters Score: Raw -574845.939799 + Penalty 1645.711561 = -573200.228238 nChanged 1 SP:Iteration 48Q (8366.370154 sec): 3 clusters Score: Raw -574846.532759 + Penalty 1645.711561 = -573200.821198 nChanged 4 SP:Iteration 49Q (8366.417973 sec): 3 clusters Score: Raw -574848.823825 + Penalty 1645.711561 = -573203.112264 nChanged 4 SP:Iteration 50Q (8366.469817 sec): 3 clusters Score: Raw -574850.404084 + Penalty 1645.711561 = -573204.692523 nChanged 2 SP:Iteration 51Q (8366.533389 sec): 3 clusters Score: Raw -574851.094939 + Penalty 1645.711561 = -573205.383377 nChanged 1 SP:Iteration 52Q (8366.577829 sec): 3 clusters Score: Raw -574851.603957 + Penalty 1645.711561 = -573205.892396 nChanged 1 SP:Iteration 53Q (8366.632845 sec): 3 clusters Score: Raw -574852.345536 + Penalty 1645.711561 = -573206.633975 nChanged 1 SP:Iteration 54Q (8366.687373 sec): 3 clusters Score: Raw -574852.799248 + Penalty 1645.711561 = -573207.087687 nChanged 1 SP:Iteration 55Q (8366.751467 sec): 3 clusters Score: Raw -574853.179818 + Penalty 1645.711561 = -573207.468257 nChanged 1 SP:Iteration 56Q (8366.810585 sec): 3 clusters Score: Raw -574853.590595 + Penalty 1645.711561 = -573207.879034 nChanged 1 SP:Iteration 57Q (8366.853584 sec): 3 clusters Score: Raw -574854.206178 + Penalty 1645.711561 = -573208.494616 nChanged 0 SP:Iteration 58F (8366.915904 sec): 3 clusters Score: Raw -574854.206178 + Penalty 1645.711561 = -573208.494616 nChanged 0 Trying to split cluster 25 (14244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8366.958811 sec): 2 clusters Score: Raw -1393419.582027 + Penalty 908.588649 = -1392510.993378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8367.026614 sec): 3 clusters Score: Raw -1384630.181983 + Penalty 1817.177298 = -1382813.004685 nChanged 6499 SP:Iteration 1F (8367.092296 sec): 3 clusters Score: Raw -1388330.823822 + Penalty 1817.177298 = -1386513.646523 nChanged 817 SP:Iteration 2F (8367.159174 sec): 3 clusters Score: Raw -1388680.567335 + Penalty 1817.177298 = -1386863.390037 nChanged 793 SP:Iteration 3F (8367.215918 sec): 3 clusters Score: Raw -1389058.268068 + Penalty 1817.177298 = -1387241.090769 nChanged 839 SP:Iteration 4F (8367.284400 sec): 3 clusters Score: Raw -1389531.339933 + Penalty 1817.177298 = -1387714.162634 nChanged 887 SP:Iteration 5F (8367.340829 sec): 3 clusters Score: Raw -1390120.729400 + Penalty 1817.177298 = -1388303.552102 nChanged 950 SP:Iteration 6F (8367.407305 sec): 3 clusters Score: Raw -1390846.547906 + Penalty 1817.177298 = -1389029.370607 nChanged 935 SP:Iteration 7F (8367.476528 sec): 3 clusters Score: Raw -1391605.007895 + Penalty 1817.177298 = -1389787.830596 nChanged 723 SP:Iteration 8F (8367.535704 sec): 3 clusters Score: Raw -1392214.533345 + Penalty 1817.177298 = -1390397.356047 nChanged 544 SP:Iteration 9Q (8367.604117 sec): 3 clusters Score: Raw -1392691.529555 + Penalty 1817.177298 = -1390874.352256 nChanged 371 SP:Iteration 10Q (8367.672102 sec): 3 clusters Score: Raw -1393005.683706 + Penalty 1817.177298 = -1391188.506408 nChanged 245 SP:Iteration 11Q (8367.727590 sec): 3 clusters Score: Raw -1393226.779650 + Penalty 1817.177298 = -1391409.602351 nChanged 160 SP:Iteration 12Q (8367.801201 sec): 3 clusters Score: Raw -1393375.948289 + Penalty 1817.177298 = -1391558.770990 nChanged 92 SP:Iteration 13Q (8367.864791 sec): 3 clusters Score: Raw -1393441.152282 + Penalty 1817.177298 = -1391623.974984 nChanged 62 SP:Iteration 14Q (8367.925300 sec): 3 clusters Score: Raw -1393501.606804 + Penalty 1817.177298 = -1391684.429506 nChanged 46 SP:Iteration 15Q (8367.989265 sec): 3 clusters Score: Raw -1393539.124065 + Penalty 1817.177298 = -1391721.946767 nChanged 47 SP:Iteration 16Q (8368.043184 sec): 3 clusters Score: Raw -1393568.225382 + Penalty 1817.177298 = -1391751.048084 nChanged 35 SP:Iteration 17Q (8368.106902 sec): 3 clusters Score: Raw -1393590.910488 + Penalty 1817.177298 = -1391773.733189 nChanged 28 SP:Iteration 18Q (8368.170788 sec): 3 clusters Score: Raw -1393607.257351 + Penalty 1817.177298 = -1391790.080053 nChanged 18 SP:Iteration 19Q (8368.234655 sec): 3 clusters Score: Raw -1393615.831410 + Penalty 1817.177298 = -1391798.654112 nChanged 8 SP:Iteration 20F (8368.308542 sec): 3 clusters Score: Raw -1393619.095531 + Penalty 1817.177298 = -1391801.918232 nChanged 8 SP:Iteration 21Q (8368.370385 sec): 3 clusters Score: Raw -1393621.892121 + Penalty 1817.177298 = -1391804.714823 nChanged 7 SP:Iteration 22Q (8368.433056 sec): 3 clusters Score: Raw -1393625.642206 + Penalty 1817.177298 = -1391808.464907 nChanged 5 SP:Iteration 23Q (8368.497683 sec): 3 clusters Score: Raw -1393627.776690 + Penalty 1817.177298 = -1391810.599391 nChanged 4 SP:Iteration 24Q (8368.556254 sec): 3 clusters Score: Raw -1393629.816836 + Penalty 1817.177298 = -1391812.639537 nChanged 2 SP:Iteration 25Q (8368.616694 sec): 3 clusters Score: Raw -1393631.267261 + Penalty 1817.177298 = -1391814.089963 nChanged 3 SP:Iteration 26Q (8368.670923 sec): 3 clusters Score: Raw -1393632.110381 + Penalty 1817.177298 = -1391814.933082 nChanged 1 SP:Iteration 27Q (8368.730577 sec): 3 clusters Score: Raw -1393632.207335 + Penalty 1817.177298 = -1391815.030036 nChanged 1 SP:Iteration 28Q (8368.802983 sec): 3 clusters Score: Raw -1393632.458720 + Penalty 1817.177298 = -1391815.281422 nChanged 1 SP:Iteration 29Q (8368.856298 sec): 3 clusters Score: Raw -1393632.769627 + Penalty 1817.177298 = -1391815.592328 nChanged 1 SP:Iteration 30Q (8368.918232 sec): 3 clusters Score: Raw -1393633.018543 + Penalty 1817.177298 = -1391815.841245 nChanged 3 SP:Iteration 31Q (8368.970063 sec): 3 clusters Score: Raw -1393633.897006 + Penalty 1817.177298 = -1391816.719708 nChanged 3 SP:Iteration 32Q (8369.025712 sec): 3 clusters Score: Raw -1393634.944472 + Penalty 1817.177298 = -1391817.767174 nChanged 1 SP:Iteration 33Q (8369.089271 sec): 3 clusters Score: Raw -1393635.325219 + Penalty 1817.177298 = -1391818.147921 nChanged 1 SP:Iteration 34Q (8369.158211 sec): 3 clusters Score: Raw -1393635.463716 + Penalty 1817.177298 = -1391818.286418 nChanged 0 SP:Iteration 35F (8369.227366 sec): 3 clusters Score: Raw -1393635.463716 + Penalty 1817.177298 = -1391818.286418 nChanged 0 Trying to split cluster 26 (3633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8369.257626 sec): 2 clusters Score: Raw -348067.778583 + Penalty 778.792333 = -347288.986250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8369.300072 sec): 3 clusters Score: Raw -346107.333839 + Penalty 1557.584666 = -344549.749173 nChanged 1516 SP:Iteration 1F (8369.353740 sec): 3 clusters Score: Raw -346996.771880 + Penalty 1557.584666 = -345439.187213 nChanged 315 SP:Iteration 2F (8369.416719 sec): 3 clusters Score: Raw -347204.003109 + Penalty 1557.584666 = -345646.418443 nChanged 253 SP:Iteration 3F (8369.469018 sec): 3 clusters Score: Raw -347376.673996 + Penalty 1557.584666 = -345819.089330 nChanged 206 SP:Iteration 4F (8369.523746 sec): 3 clusters Score: Raw -347507.137817 + Penalty 1557.584666 = -345949.553151 nChanged 147 SP:Iteration 5Q (8369.564479 sec): 3 clusters Score: Raw -347600.211103 + Penalty 1557.584666 = -346042.626437 nChanged 119 SP:Iteration 6Q (8369.616558 sec): 3 clusters Score: Raw -347667.871756 + Penalty 1557.584666 = -346110.287090 nChanged 93 SP:Iteration 7Q (8369.669076 sec): 3 clusters Score: Raw -347714.848410 + Penalty 1557.584666 = -346157.263744 nChanged 77 SP:Iteration 8Q (8369.719764 sec): 3 clusters Score: Raw -347752.850753 + Penalty 1557.584666 = -346195.266087 nChanged 57 SP:Iteration 9Q (8369.769576 sec): 3 clusters Score: Raw -347775.869365 + Penalty 1557.584666 = -346218.284699 nChanged 38 SP:Iteration 10Q (8369.816551 sec): 3 clusters Score: Raw -347789.244806 + Penalty 1557.584666 = -346231.660140 nChanged 34 SP:Iteration 11Q (8369.879362 sec): 3 clusters Score: Raw -347797.788779 + Penalty 1557.584666 = -346240.204113 nChanged 26 SP:Iteration 12Q (8369.932213 sec): 3 clusters Score: Raw -347804.289463 + Penalty 1557.584666 = -346246.704797 nChanged 20 SP:Iteration 13Q (8369.984702 sec): 3 clusters Score: Raw -347809.655633 + Penalty 1557.584666 = -346252.070967 nChanged 29 SP:Iteration 14Q (8370.038435 sec): 3 clusters Score: Raw -347819.915898 + Penalty 1557.584666 = -346262.331232 nChanged 31 SP:Iteration 15Q (8370.088747 sec): 3 clusters Score: Raw -347829.576949 + Penalty 1557.584666 = -346271.992283 nChanged 30 SP:Iteration 16Q (8370.143232 sec): 3 clusters Score: Raw -347839.349846 + Penalty 1557.584666 = -346281.765180 nChanged 29 SP:Iteration 17Q (8370.193118 sec): 3 clusters Score: Raw -347849.064718 + Penalty 1557.584666 = -346291.480052 nChanged 31 SP:Iteration 18Q (8370.234236 sec): 3 clusters Score: Raw -347862.174045 + Penalty 1557.584666 = -346304.589379 nChanged 24 SP:Iteration 19Q (8370.284784 sec): 3 clusters Score: Raw -347872.690547 + Penalty 1557.584666 = -346315.105880 nChanged 25 SP:Iteration 20F (8370.335937 sec): 3 clusters Score: Raw -347880.042384 + Penalty 1557.584666 = -346322.457718 nChanged 29 SP:Iteration 21Q (8370.384771 sec): 3 clusters Score: Raw -347891.602228 + Penalty 1557.584666 = -346334.017562 nChanged 32 SP:Iteration 22Q (8370.432319 sec): 3 clusters Score: Raw -347904.399111 + Penalty 1557.584666 = -346346.814445 nChanged 30 SP:Iteration 23Q (8370.494315 sec): 3 clusters Score: Raw -347918.728085 + Penalty 1557.584666 = -346361.143419 nChanged 28 SP:Iteration 24Q (8370.537359 sec): 3 clusters Score: Raw -347931.795996 + Penalty 1557.584666 = -346374.211330 nChanged 29 SP:Iteration 25Q (8370.598414 sec): 3 clusters Score: Raw -347945.451961 + Penalty 1557.584666 = -346387.867295 nChanged 27 SP:Iteration 26Q (8370.649141 sec): 3 clusters Score: Raw -347956.743017 + Penalty 1557.584666 = -346399.158351 nChanged 30 SP:Iteration 27Q (8370.696790 sec): 3 clusters Score: Raw -347969.568767 + Penalty 1557.584666 = -346411.984101 nChanged 22 SP:Iteration 28Q (8370.754026 sec): 3 clusters Score: Raw -347978.706824 + Penalty 1557.584666 = -346421.122158 nChanged 28 SP:Iteration 29Q (8370.804688 sec): 3 clusters Score: Raw -347989.458954 + Penalty 1557.584666 = -346431.874288 nChanged 20 SP:Iteration 30Q (8370.853723 sec): 3 clusters Score: Raw -347996.292833 + Penalty 1557.584666 = -346438.708167 nChanged 21 SP:Iteration 31Q (8370.906025 sec): 3 clusters Score: Raw -348003.124428 + Penalty 1557.584666 = -346445.539762 nChanged 22 SP:Iteration 32Q (8370.945584 sec): 3 clusters Score: Raw -348012.401767 + Penalty 1557.584666 = -346454.817101 nChanged 29 SP:Iteration 33Q (8370.993758 sec): 3 clusters Score: Raw -348025.894271 + Penalty 1557.584666 = -346468.309604 nChanged 33 SP:Iteration 34Q (8371.047221 sec): 3 clusters Score: Raw -348043.928331 + Penalty 1557.584666 = -346486.343665 nChanged 37 SP:Iteration 35Q (8371.078854 sec): 3 clusters Score: Raw -348061.788045 + Penalty 1557.584666 = -346504.203378 nChanged 31 SP:Iteration 36Q (8371.128184 sec): 3 clusters Score: Raw -348073.798276 + Penalty 1557.584666 = -346516.213610 nChanged 22 SP:Iteration 37Q (8371.181658 sec): 3 clusters Score: Raw -348086.539151 + Penalty 1557.584666 = -346528.954485 nChanged 26 SP:Iteration 38Q (8371.214121 sec): 3 clusters Score: Raw -348097.922913 + Penalty 1557.584666 = -346540.338247 nChanged 25 SP:Iteration 39Q (8371.258456 sec): 3 clusters Score: Raw -348106.042938 + Penalty 1557.584666 = -346548.458272 nChanged 14 SP:Iteration 40F (8371.297181 sec): 3 clusters Score: Raw -348110.789902 + Penalty 1557.584666 = -346553.205236 nChanged 11 SP:Iteration 41Q (8371.331051 sec): 3 clusters Score: Raw -348114.866782 + Penalty 1557.584666 = -346557.282116 nChanged 9 SP:Iteration 42Q (8371.370022 sec): 3 clusters Score: Raw -348116.694844 + Penalty 1557.584666 = -346559.110178 nChanged 4 SP:Iteration 43Q (8371.409168 sec): 3 clusters Score: Raw -348117.637647 + Penalty 1557.584666 = -346560.052980 nChanged 3 SP:Iteration 44Q (8371.456914 sec): 3 clusters Score: Raw -348118.200248 + Penalty 1557.584666 = -346560.615582 nChanged 4 SP:Iteration 45Q (8371.507339 sec): 3 clusters Score: Raw -348118.944896 + Penalty 1557.584666 = -346561.360230 nChanged 2 SP:Iteration 46Q (8371.545927 sec): 3 clusters Score: Raw -348119.706281 + Penalty 1557.584666 = -346562.121615 nChanged 4 SP:Iteration 47Q (8371.586757 sec): 3 clusters Score: Raw -348121.078238 + Penalty 1557.584666 = -346563.493572 nChanged 7 SP:Iteration 48Q (8371.629718 sec): 3 clusters Score: Raw -348122.992699 + Penalty 1557.584666 = -346565.408033 nChanged 4 SP:Iteration 49Q (8371.680610 sec): 3 clusters Score: Raw -348123.645535 + Penalty 1557.584666 = -346566.060869 nChanged 0 SP:Iteration 50F (8371.691628 sec): 3 clusters Score: Raw -348123.645535 + Penalty 1557.584666 = -346566.060869 nChanged 0 Trying to split cluster 27 (101090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8371.815744 sec): 2 clusters Score: Raw -9923594.192066 + Penalty 1094.757816 = -9922499.434249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8371.975807 sec): 3 clusters Score: Raw -9856691.834773 + Penalty 2189.515633 = -9854502.319140 nChanged 48813 SP:Iteration 1F (8372.139357 sec): 3 clusters Score: Raw -9886739.922045 + Penalty 2189.515633 = -9884550.406412 nChanged 4388 SP:Iteration 2Q (8372.306289 sec): 3 clusters Score: Raw -9888502.272784 + Penalty 2189.515633 = -9886312.757151 nChanged 4905 SP:Iteration 3Q (8372.473427 sec): 3 clusters Score: Raw -9890888.593462 + Penalty 2189.515633 = -9888699.077830 nChanged 5523 SP:Iteration 4F (8372.636248 sec): 3 clusters Score: Raw -9894111.438417 + Penalty 2189.515633 = -9891921.922785 nChanged 6139 SP:Iteration 5F (8372.789140 sec): 3 clusters Score: Raw -9898385.313398 + Penalty 2189.515633 = -9896195.797766 nChanged 6362 SP:Iteration 6F (8372.954341 sec): 3 clusters Score: Raw -9903263.699777 + Penalty 2189.515633 = -9901074.184145 nChanged 5710 SP:Iteration 7F (8373.117915 sec): 3 clusters Score: Raw -9907345.419809 + Penalty 2189.515633 = -9905155.904176 nChanged 4542 SP:Iteration 8Q (8373.290120 sec): 3 clusters Score: Raw -9909859.021827 + Penalty 2189.515633 = -9907669.506194 nChanged 3158 SP:Iteration 9Q (8373.446137 sec): 3 clusters Score: Raw -9911264.927997 + Penalty 2189.515633 = -9909075.412365 nChanged 2321 SP:Iteration 10Q (8373.601574 sec): 3 clusters Score: Raw -9912235.692931 + Penalty 2189.515633 = -9910046.177298 nChanged 2070 SP:Iteration 11Q (8373.761146 sec): 3 clusters Score: Raw -9913130.110385 + Penalty 2189.515633 = -9910940.594753 nChanged 1958 SP:Iteration 12Q (8373.918306 sec): 3 clusters Score: Raw -9914012.407162 + Penalty 2189.515633 = -9911822.891530 nChanged 1952 SP:Iteration 13Q (8374.080981 sec): 3 clusters Score: Raw -9914884.267764 + Penalty 2189.515633 = -9912694.752131 nChanged 1872 SP:Iteration 14Q (8374.233454 sec): 3 clusters Score: Raw -9915726.674934 + Penalty 2189.515633 = -9913537.159301 nChanged 1821 SP:Iteration 15Q (8374.360101 sec): 3 clusters Score: Raw -9916597.938672 + Penalty 2189.515633 = -9914408.423039 nChanged 1728 SP:Iteration 16Q (8374.496938 sec): 3 clusters Score: Raw -9917454.923496 + Penalty 2189.515633 = -9915265.407863 nChanged 1673 SP:Iteration 17Q (8374.629837 sec): 3 clusters Score: Raw -9918311.681972 + Penalty 2189.515633 = -9916122.166339 nChanged 1563 SP:Iteration 18Q (8374.784778 sec): 3 clusters Score: Raw -9919133.707170 + Penalty 2189.515633 = -9916944.191537 nChanged 1443 SP:Iteration 19Q (8374.940352 sec): 3 clusters Score: Raw -9919889.459826 + Penalty 2189.515633 = -9917699.944194 nChanged 1289 SP:Iteration 20F (8375.102979 sec): 3 clusters Score: Raw -9920584.434450 + Penalty 2189.515633 = -9918394.918817 nChanged 1189 SP:Iteration 21Q (8375.259044 sec): 3 clusters Score: Raw -9921284.981838 + Penalty 2189.515633 = -9919095.466205 nChanged 1037 SP:Iteration 22Q (8375.408545 sec): 3 clusters Score: Raw -9921891.065101 + Penalty 2189.515633 = -9919701.549469 nChanged 831 SP:Iteration 23Q (8375.545815 sec): 3 clusters Score: Raw -9922355.178436 + Penalty 2189.515633 = -9920165.662803 nChanged 669 SP:Iteration 24Q (8375.696352 sec): 3 clusters Score: Raw -9922721.867411 + Penalty 2189.515633 = -9920532.351779 nChanged 541 SP:Iteration 25Q (8375.847037 sec): 3 clusters Score: Raw -9923016.530642 + Penalty 2189.515633 = -9920827.015009 nChanged 407 SP:Iteration 26Q (8375.979357 sec): 3 clusters Score: Raw -9923234.295883 + Penalty 2189.515633 = -9921044.780250 nChanged 308 SP:Iteration 27Q (8376.106402 sec): 3 clusters Score: Raw -9923385.078304 + Penalty 2189.515633 = -9921195.562671 nChanged 231 SP:Iteration 28Q (8376.252504 sec): 3 clusters Score: Raw -9923495.057120 + Penalty 2189.515633 = -9921305.541488 nChanged 173 SP:Iteration 29Q (8376.386494 sec): 3 clusters Score: Raw -9923575.770675 + Penalty 2189.515633 = -9921386.255042 nChanged 141 SP:Iteration 30Q (8376.516357 sec): 3 clusters Score: Raw -9923636.466065 + Penalty 2189.515633 = -9921446.950432 nChanged 96 SP:Iteration 31Q (8376.654104 sec): 3 clusters Score: Raw -9923676.192548 + Penalty 2189.515633 = -9921486.676916 nChanged 72 SP:Iteration 32Q (8376.774255 sec): 3 clusters Score: Raw -9923705.435292 + Penalty 2189.515633 = -9921515.919659 nChanged 49 SP:Iteration 33Q (8376.886072 sec): 3 clusters Score: Raw -9923723.824429 + Penalty 2189.515633 = -9921534.308797 nChanged 37 SP:Iteration 34Q (8377.024923 sec): 3 clusters Score: Raw -9923738.828164 + Penalty 2189.515633 = -9921549.312531 nChanged 36 SP:Iteration 35Q (8377.159544 sec): 3 clusters Score: Raw -9923752.910594 + Penalty 2189.515633 = -9921563.394961 nChanged 24 SP:Iteration 36Q (8377.292007 sec): 3 clusters Score: Raw -9923763.141245 + Penalty 2189.515633 = -9921573.625612 nChanged 21 SP:Iteration 37Q (8377.435510 sec): 3 clusters Score: Raw -9923773.049595 + Penalty 2189.515633 = -9921583.533962 nChanged 25 SP:Iteration 38Q (8377.577154 sec): 3 clusters Score: Raw -9923783.126597 + Penalty 2189.515633 = -9921593.610964 nChanged 19 SP:Iteration 39Q (8377.713889 sec): 3 clusters Score: Raw -9923790.524255 + Penalty 2189.515633 = -9921601.008622 nChanged 14 SP:Iteration 40F (8377.877464 sec): 3 clusters Score: Raw -9923795.538469 + Penalty 2189.515633 = -9921606.022837 nChanged 7 SP:Iteration 41Q (8378.020352 sec): 3 clusters Score: Raw -9923797.812437 + Penalty 2189.515633 = -9921608.296804 nChanged 8 SP:Iteration 42Q (8378.158419 sec): 3 clusters Score: Raw -9923802.184664 + Penalty 2189.515633 = -9921612.669031 nChanged 10 SP:Iteration 43Q (8378.297215 sec): 3 clusters Score: Raw -9923804.981411 + Penalty 2189.515633 = -9921615.465778 nChanged 6 SP:Iteration 44Q (8378.448689 sec): 3 clusters Score: Raw -9923806.729255 + Penalty 2189.515633 = -9921617.213622 nChanged 7 SP:Iteration 45Q (8378.591049 sec): 3 clusters Score: Raw -9923809.205744 + Penalty 2189.515633 = -9921619.690111 nChanged 8 SP:Iteration 46Q (8378.729324 sec): 3 clusters Score: Raw -9923811.257852 + Penalty 2189.515633 = -9921621.742220 nChanged 6 SP:Iteration 47Q (8378.876713 sec): 3 clusters Score: Raw -9923814.122367 + Penalty 2189.515633 = -9921624.606734 nChanged 6 SP:Iteration 48Q (8379.006896 sec): 3 clusters Score: Raw -9923816.031923 + Penalty 2189.515633 = -9921626.516290 nChanged 2 SP:Iteration 49Q (8379.150684 sec): 3 clusters Score: Raw -9923816.419308 + Penalty 2189.515633 = -9921626.903676 nChanged 1 SP:Iteration 50Q (8379.270350 sec): 3 clusters Score: Raw -9923817.503292 + Penalty 2189.515633 = -9921627.987659 nChanged 1 SP:Iteration 51Q (8379.410039 sec): 3 clusters Score: Raw -9923817.874005 + Penalty 2189.515633 = -9921628.358372 nChanged 3 SP:Iteration 52Q (8379.550504 sec): 3 clusters Score: Raw -9923819.040448 + Penalty 2189.515633 = -9921629.524815 nChanged 1 SP:Iteration 53Q (8379.696614 sec): 3 clusters Score: Raw -9923820.517203 + Penalty 2189.515633 = -9921631.001570 nChanged 2 SP:Iteration 54Q (8379.838930 sec): 3 clusters Score: Raw -9923821.065951 + Penalty 2189.515633 = -9921631.550318 nChanged 2 SP:Iteration 55Q (8379.982095 sec): 3 clusters Score: Raw -9923821.706153 + Penalty 2189.515633 = -9921632.190520 nChanged 1 SP:Iteration 56Q (8380.122428 sec): 3 clusters Score: Raw -9923821.932689 + Penalty 2189.515633 = -9921632.417056 nChanged 0 SP:Iteration 57F (8380.285072 sec): 3 clusters Score: Raw -9923821.932689 + Penalty 2189.515633 = -9921632.417056 nChanged 0 Trying to split cluster 28 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8380.317316 sec): 2 clusters Score: Raw -119467.328664 + Penalty 685.657126 = -118781.671538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8380.351116 sec): 3 clusters Score: Raw -118856.619933 + Penalty 1371.314252 = -117485.305681 nChanged 498 SP:Iteration 1F (8380.399378 sec): 3 clusters Score: Raw -119140.168733 + Penalty 1371.314252 = -117768.854481 nChanged 111 SP:Iteration 2F (8380.435823 sec): 3 clusters Score: Raw -119226.185201 + Penalty 1371.314252 = -117854.870949 nChanged 70 SP:Iteration 3F (8380.481123 sec): 3 clusters Score: Raw -119271.361142 + Penalty 1371.314252 = -117900.046889 nChanged 60 SP:Iteration 4Q (8380.507933 sec): 3 clusters Score: Raw -119316.209430 + Penalty 1371.314252 = -117944.895178 nChanged 50 SP:Iteration 5Q (8380.560650 sec): 3 clusters Score: Raw -119351.556104 + Penalty 1371.314252 = -117980.241852 nChanged 37 SP:Iteration 6Q (8380.604509 sec): 3 clusters Score: Raw -119375.992120 + Penalty 1371.314252 = -118004.677868 nChanged 33 SP:Iteration 7Q (8380.634822 sec): 3 clusters Score: Raw -119398.010911 + Penalty 1371.314252 = -118026.696659 nChanged 28 SP:Iteration 8Q (8380.675366 sec): 3 clusters Score: Raw -119421.938127 + Penalty 1371.314252 = -118050.623875 nChanged 33 SP:Iteration 9Q (8380.719251 sec): 3 clusters Score: Raw -119440.469162 + Penalty 1371.314252 = -118069.154910 nChanged 25 SP:Iteration 10Q (8380.762234 sec): 3 clusters Score: Raw -119453.777678 + Penalty 1371.314252 = -118082.463426 nChanged 17 SP:Iteration 11Q (8380.805447 sec): 3 clusters Score: Raw -119467.384990 + Penalty 1371.314252 = -118096.070738 nChanged 19 SP:Iteration 12Q (8380.856430 sec): 3 clusters Score: Raw -119479.614302 + Penalty 1371.314252 = -118108.300050 nChanged 20 SP:Iteration 13Q (8380.888523 sec): 3 clusters Score: Raw -119489.512478 + Penalty 1371.314252 = -118118.198226 nChanged 9 SP:Iteration 14Q (8380.927698 sec): 3 clusters Score: Raw -119493.343398 + Penalty 1371.314252 = -118122.029145 nChanged 7 SP:Iteration 15Q (8380.968948 sec): 3 clusters Score: Raw -119498.405739 + Penalty 1371.314252 = -118127.091487 nChanged 11 SP:Iteration 16Q (8381.011106 sec): 3 clusters Score: Raw -119503.317367 + Penalty 1371.314252 = -118132.003115 nChanged 8 SP:Iteration 17Q (8381.054628 sec): 3 clusters Score: Raw -119506.617878 + Penalty 1371.314252 = -118135.303626 nChanged 4 SP:Iteration 18Q (8381.095582 sec): 3 clusters Score: Raw -119507.947291 + Penalty 1371.314252 = -118136.633039 nChanged 3 SP:Iteration 19Q (8381.138106 sec): 3 clusters Score: Raw -119509.007514 + Penalty 1371.314252 = -118137.693262 nChanged 3 SP:Iteration 20F (8381.175935 sec): 3 clusters Score: Raw -119510.257108 + Penalty 1371.314252 = -118138.942856 nChanged 1 SP:Iteration 21Q (8381.215097 sec): 3 clusters Score: Raw -119510.726795 + Penalty 1371.314252 = -118139.412543 nChanged 1 SP:Iteration 22Q (8381.264734 sec): 3 clusters Score: Raw -119511.003093 + Penalty 1371.314252 = -118139.688841 nChanged 1 SP:Iteration 23Q (8381.309575 sec): 3 clusters Score: Raw -119511.253096 + Penalty 1371.314252 = -118139.938844 nChanged 1 SP:Iteration 24Q (8381.337019 sec): 3 clusters Score: Raw -119511.386394 + Penalty 1371.314252 = -118140.072142 nChanged 0 SP:Iteration 25F (8381.377937 sec): 3 clusters Score: Raw -119511.386394 + Penalty 1371.314252 = -118140.072142 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8381.395230 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8381.434707 sec): 3 clusters Score: Raw -7809.432885 + Penalty 992.891868 = -6816.541017 nChanged 47 SP:Iteration 1F (8381.478290 sec): 3 clusters Score: Raw -7988.781683 + Penalty 992.891868 = -6995.889815 nChanged 17 SP:Iteration 2F (8381.526413 sec): 3 clusters Score: Raw -8046.815512 + Penalty 992.891868 = -7053.923644 nChanged 4 SP:Iteration 3Q (8381.563814 sec): 3 clusters Score: Raw -8083.728029 + Penalty 992.891868 = -7090.836161 nChanged 5 SP:Iteration 4Q (8381.594094 sec): 3 clusters Score: Raw -8092.581994 + Penalty 992.891868 = -7099.690126 nChanged 0 SP:Iteration 5F (8381.628203 sec): 3 clusters Score: Raw -8092.581994 + Penalty 992.891868 = -7099.690126 nChanged 0 Trying to split cluster 30 (8002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8381.661127 sec): 2 clusters Score: Raw -737826.544831 + Penalty 853.807445 = -736972.737386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8381.713940 sec): 3 clusters Score: Raw -733162.881113 + Penalty 1707.614890 = -731455.266223 nChanged 3520 SP:Iteration 1F (8381.767996 sec): 3 clusters Score: Raw -735210.969447 + Penalty 1707.614890 = -733503.354557 nChanged 551 SP:Iteration 2F (8381.814787 sec): 3 clusters Score: Raw -735498.636402 + Penalty 1707.614890 = -733791.021512 nChanged 499 SP:Iteration 3F (8381.866908 sec): 3 clusters Score: Raw -735810.865048 + Penalty 1707.614890 = -734103.250158 nChanged 515 SP:Iteration 4F (8381.919604 sec): 3 clusters Score: Raw -736172.601707 + Penalty 1707.614890 = -734464.986817 nChanged 487 SP:Iteration 5F (8381.983807 sec): 3 clusters Score: Raw -736537.323933 + Penalty 1707.614890 = -734829.709043 nChanged 445 SP:Iteration 6F (8382.029208 sec): 3 clusters Score: Raw -736859.323180 + Penalty 1707.614890 = -735151.708290 nChanged 353 SP:Iteration 7Q (8382.080560 sec): 3 clusters Score: Raw -737129.058993 + Penalty 1707.614890 = -735421.444103 nChanged 289 SP:Iteration 8Q (8382.136127 sec): 3 clusters Score: Raw -737354.861460 + Penalty 1707.614890 = -735647.246570 nChanged 227 SP:Iteration 9Q (8382.184125 sec): 3 clusters Score: Raw -737516.578870 + Penalty 1707.614890 = -735808.963980 nChanged 173 SP:Iteration 10Q (8382.234834 sec): 3 clusters Score: Raw -737628.769743 + Penalty 1707.614890 = -735921.154853 nChanged 127 SP:Iteration 11Q (8382.285807 sec): 3 clusters Score: Raw -737707.893649 + Penalty 1707.614890 = -736000.278759 nChanged 103 SP:Iteration 12Q (8382.340891 sec): 3 clusters Score: Raw -737764.526943 + Penalty 1707.614890 = -736056.912053 nChanged 85 SP:Iteration 13Q (8382.392979 sec): 3 clusters Score: Raw -737797.329752 + Penalty 1707.614890 = -736089.714863 nChanged 61 SP:Iteration 14Q (8382.447185 sec): 3 clusters Score: Raw -737816.678254 + Penalty 1707.614890 = -736109.063364 nChanged 52 SP:Iteration 15Q (8382.487549 sec): 3 clusters Score: Raw -737838.122279 + Penalty 1707.614890 = -736130.507389 nChanged 55 SP:Iteration 16Q (8382.531250 sec): 3 clusters Score: Raw -737863.044116 + Penalty 1707.614890 = -736155.429226 nChanged 51 SP:Iteration 17Q (8382.589357 sec): 3 clusters Score: Raw -737885.019570 + Penalty 1707.614890 = -736177.404680 nChanged 45 SP:Iteration 18Q (8382.632454 sec): 3 clusters Score: Raw -737904.276530 + Penalty 1707.614890 = -736196.661640 nChanged 39 SP:Iteration 19Q (8382.680639 sec): 3 clusters Score: Raw -737921.426096 + Penalty 1707.614890 = -736213.811206 nChanged 29 SP:Iteration 20F (8382.720761 sec): 3 clusters Score: Raw -737935.050206 + Penalty 1707.614890 = -736227.435316 nChanged 21 SP:Iteration 21Q (8382.770632 sec): 3 clusters Score: Raw -737945.763753 + Penalty 1707.614890 = -736238.148863 nChanged 26 SP:Iteration 22Q (8382.827844 sec): 3 clusters Score: Raw -737957.102362 + Penalty 1707.614890 = -736249.487472 nChanged 17 SP:Iteration 23Q (8382.868792 sec): 3 clusters Score: Raw -737962.433092 + Penalty 1707.614890 = -736254.818202 nChanged 11 SP:Iteration 24Q (8382.918081 sec): 3 clusters Score: Raw -737965.554622 + Penalty 1707.614890 = -736257.939732 nChanged 9 SP:Iteration 25Q (8382.969077 sec): 3 clusters Score: Raw -737968.478714 + Penalty 1707.614890 = -736260.863824 nChanged 11 SP:Iteration 26Q (8383.020011 sec): 3 clusters Score: Raw -737971.581795 + Penalty 1707.614890 = -736263.966905 nChanged 6 SP:Iteration 27Q (8383.068303 sec): 3 clusters Score: Raw -737973.545979 + Penalty 1707.614890 = -736265.931089 nChanged 6 SP:Iteration 28Q (8383.118686 sec): 3 clusters Score: Raw -737975.205036 + Penalty 1707.614890 = -736267.590147 nChanged 3 SP:Iteration 29Q (8383.167341 sec): 3 clusters Score: Raw -737975.893239 + Penalty 1707.614890 = -736268.278349 nChanged 2 SP:Iteration 30Q (8383.214231 sec): 3 clusters Score: Raw -737976.638409 + Penalty 1707.614890 = -736269.023519 nChanged 3 SP:Iteration 31Q (8383.253686 sec): 3 clusters Score: Raw -737977.211037 + Penalty 1707.614890 = -736269.596147 nChanged 3 SP:Iteration 32Q (8383.307470 sec): 3 clusters Score: Raw -737978.030783 + Penalty 1707.614890 = -736270.415893 nChanged 1 SP:Iteration 33Q (8383.359757 sec): 3 clusters Score: Raw -737978.199684 + Penalty 1707.614890 = -736270.584794 nChanged 0 SP:Iteration 34F (8383.403343 sec): 3 clusters Score: Raw -737978.199684 + Penalty 1707.614890 = -736270.584794 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8383.434186 sec): 2 clusters Score: Raw -14839.423622 + Penalty 504.285431 = -14335.138191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8383.465294 sec): 3 clusters Score: Raw -14938.061907 + Penalty 1008.570863 = -13929.491045 nChanged 51 SP:Iteration 1F (8383.501091 sec): 3 clusters Score: Raw -15052.779305 + Penalty 1008.570863 = -14044.208443 nChanged 13 SP:Iteration 2F (8383.551226 sec): 3 clusters Score: Raw -15088.589047 + Penalty 1008.570863 = -14080.018184 nChanged 6 SP:Iteration 3Q (8383.578641 sec): 3 clusters Score: Raw -15107.714786 + Penalty 1008.570863 = -14099.143923 nChanged 4 SP:Iteration 4Q (8383.623506 sec): 3 clusters Score: Raw -15115.276653 + Penalty 1008.570863 = -14106.705790 nChanged 1 SP:Iteration 5Q (8383.660585 sec): 3 clusters Score: Raw -15115.847827 + Penalty 1008.570863 = -14107.276965 nChanged 0 SP:Iteration 6F (8383.702648 sec): 3 clusters Score: Raw -15115.847827 + Penalty 1008.570863 = -14107.276965 nChanged 0 Trying to split cluster 32 (4642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8383.731048 sec): 2 clusters Score: Raw -444611.175168 + Penalty 802.075556 = -443809.099612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8383.767869 sec): 3 clusters Score: Raw -442096.205305 + Penalty 1604.151111 = -440492.054194 nChanged 1969 SP:Iteration 1F (8383.822169 sec): 3 clusters Score: Raw -443172.337616 + Penalty 1604.151111 = -441568.186504 nChanged 320 SP:Iteration 2F (8383.867892 sec): 3 clusters Score: Raw -443360.701092 + Penalty 1604.151111 = -441756.549980 nChanged 255 SP:Iteration 3F (8383.907436 sec): 3 clusters Score: Raw -443491.032243 + Penalty 1604.151111 = -441886.881131 nChanged 211 SP:Iteration 4Q (8383.951728 sec): 3 clusters Score: Raw -443597.317647 + Penalty 1604.151111 = -441993.166536 nChanged 203 SP:Iteration 5Q (8383.990521 sec): 3 clusters Score: Raw -443707.468176 + Penalty 1604.151111 = -442103.317065 nChanged 189 SP:Iteration 6Q (8384.041311 sec): 3 clusters Score: Raw -443803.293109 + Penalty 1604.151111 = -442199.141997 nChanged 170 SP:Iteration 7Q (8384.089808 sec): 3 clusters Score: Raw -443911.167872 + Penalty 1604.151111 = -442307.016761 nChanged 188 SP:Iteration 8Q (8384.127748 sec): 3 clusters Score: Raw -444051.144821 + Penalty 1604.151111 = -442446.993709 nChanged 170 SP:Iteration 9Q (8384.170414 sec): 3 clusters Score: Raw -444167.090046 + Penalty 1604.151111 = -442562.938934 nChanged 152 SP:Iteration 10Q (8384.213360 sec): 3 clusters Score: Raw -444275.260792 + Penalty 1604.151111 = -442671.109680 nChanged 141 SP:Iteration 11Q (8384.258176 sec): 3 clusters Score: Raw -444364.935298 + Penalty 1604.151111 = -442760.784187 nChanged 109 SP:Iteration 12Q (8384.316274 sec): 3 clusters Score: Raw -444426.335077 + Penalty 1604.151111 = -442822.183965 nChanged 93 SP:Iteration 13Q (8384.353322 sec): 3 clusters Score: Raw -444479.121580 + Penalty 1604.151111 = -442874.970468 nChanged 90 SP:Iteration 14Q (8384.395717 sec): 3 clusters Score: Raw -444531.050284 + Penalty 1604.151111 = -442926.899172 nChanged 88 SP:Iteration 15Q (8384.450203 sec): 3 clusters Score: Raw -444575.109331 + Penalty 1604.151111 = -442970.958220 nChanged 73 SP:Iteration 16Q (8384.492950 sec): 3 clusters Score: Raw -444612.101555 + Penalty 1604.151111 = -443007.950444 nChanged 60 SP:Iteration 17Q (8384.544357 sec): 3 clusters Score: Raw -444640.262788 + Penalty 1604.151111 = -443036.111677 nChanged 49 SP:Iteration 18Q (8384.582069 sec): 3 clusters Score: Raw -444657.582135 + Penalty 1604.151111 = -443053.431023 nChanged 49 SP:Iteration 19Q (8384.638340 sec): 3 clusters Score: Raw -444678.789067 + Penalty 1604.151111 = -443074.637955 nChanged 50 SP:Iteration 20F (8384.682158 sec): 3 clusters Score: Raw -444702.698352 + Penalty 1604.151111 = -443098.547241 nChanged 50 SP:Iteration 21Q (8384.731810 sec): 3 clusters Score: Raw -444724.395530 + Penalty 1604.151111 = -443120.244418 nChanged 46 SP:Iteration 22Q (8384.771363 sec): 3 clusters Score: Raw -444742.737308 + Penalty 1604.151111 = -443138.586196 nChanged 38 SP:Iteration 23Q (8384.819388 sec): 3 clusters Score: Raw -444754.886226 + Penalty 1604.151111 = -443150.735115 nChanged 28 SP:Iteration 24Q (8384.855241 sec): 3 clusters Score: Raw -444762.536211 + Penalty 1604.151111 = -443158.385099 nChanged 23 SP:Iteration 25Q (8384.900363 sec): 3 clusters Score: Raw -444773.664069 + Penalty 1604.151111 = -443169.512958 nChanged 24 SP:Iteration 26Q (8384.944634 sec): 3 clusters Score: Raw -444782.046031 + Penalty 1604.151111 = -443177.894920 nChanged 21 SP:Iteration 27Q (8385.002329 sec): 3 clusters Score: Raw -444787.733638 + Penalty 1604.151111 = -443183.582527 nChanged 14 SP:Iteration 28Q (8385.037336 sec): 3 clusters Score: Raw -444792.320627 + Penalty 1604.151111 = -443188.169515 nChanged 15 SP:Iteration 29Q (8385.089809 sec): 3 clusters Score: Raw -444796.762800 + Penalty 1604.151111 = -443192.611688 nChanged 11 SP:Iteration 30Q (8385.136171 sec): 3 clusters Score: Raw -444800.196187 + Penalty 1604.151111 = -443196.045075 nChanged 7 SP:Iteration 31Q (8385.178696 sec): 3 clusters Score: Raw -444801.523287 + Penalty 1604.151111 = -443197.372175 nChanged 6 SP:Iteration 32Q (8385.234778 sec): 3 clusters Score: Raw -444802.618758 + Penalty 1604.151111 = -443198.467646 nChanged 8 SP:Iteration 33Q (8385.282935 sec): 3 clusters Score: Raw -444805.262877 + Penalty 1604.151111 = -443201.111766 nChanged 5 SP:Iteration 34Q (8385.321714 sec): 3 clusters Score: Raw -444806.371775 + Penalty 1604.151111 = -443202.220664 nChanged 3 SP:Iteration 35Q (8385.370074 sec): 3 clusters Score: Raw -444806.954708 + Penalty 1604.151111 = -443202.803597 nChanged 5 SP:Iteration 36Q (8385.407839 sec): 3 clusters Score: Raw -444807.677299 + Penalty 1604.151111 = -443203.526187 nChanged 5 SP:Iteration 37Q (8385.453573 sec): 3 clusters Score: Raw -444808.212811 + Penalty 1604.151111 = -443204.061699 nChanged 3 SP:Iteration 38Q (8385.500620 sec): 3 clusters Score: Raw -444808.646498 + Penalty 1604.151111 = -443204.495386 nChanged 5 SP:Iteration 39Q (8385.548303 sec): 3 clusters Score: Raw -444809.701259 + Penalty 1604.151111 = -443205.550147 nChanged 7 SP:Iteration 40F (8385.609062 sec): 3 clusters Score: Raw -444810.760651 + Penalty 1604.151111 = -443206.609539 nChanged 3 SP:Iteration 41Q (8385.649679 sec): 3 clusters Score: Raw -444811.474727 + Penalty 1604.151111 = -443207.323616 nChanged 3 SP:Iteration 42Q (8385.699551 sec): 3 clusters Score: Raw -444812.196520 + Penalty 1604.151111 = -443208.045408 nChanged 2 SP:Iteration 43Q (8385.744580 sec): 3 clusters Score: Raw -444812.644873 + Penalty 1604.151111 = -443208.493761 nChanged 0 SP:Iteration 44F (8385.792458 sec): 3 clusters Score: Raw -444812.644873 + Penalty 1604.151111 = -443208.493761 nChanged 0 Trying to split cluster 33 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8385.815658 sec): 2 clusters Score: Raw -436521.125578 + Penalty 817.442174 = -435703.683404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8385.872344 sec): 3 clusters Score: Raw -433494.755118 + Penalty 1634.884349 = -431859.870769 nChanged 2344 SP:Iteration 1F (8385.914719 sec): 3 clusters Score: Raw -435064.564969 + Penalty 1634.884349 = -433429.680620 nChanged 432 SP:Iteration 2F (8385.964971 sec): 3 clusters Score: Raw -435354.972668 + Penalty 1634.884349 = -433720.088319 nChanged 400 SP:Iteration 3F (8386.006508 sec): 3 clusters Score: Raw -435625.173938 + Penalty 1634.884349 = -433990.289589 nChanged 335 SP:Iteration 4F (8386.043475 sec): 3 clusters Score: Raw -435831.898802 + Penalty 1634.884349 = -434197.014453 nChanged 307 SP:Iteration 5F (8386.093502 sec): 3 clusters Score: Raw -436026.475129 + Penalty 1634.884349 = -434391.590781 nChanged 250 SP:Iteration 6Q (8386.140990 sec): 3 clusters Score: Raw -436160.070287 + Penalty 1634.884349 = -434525.185938 nChanged 197 SP:Iteration 7Q (8386.185553 sec): 3 clusters Score: Raw -436247.291463 + Penalty 1634.884349 = -434612.407114 nChanged 158 SP:Iteration 8Q (8386.226818 sec): 3 clusters Score: Raw -436308.808645 + Penalty 1634.884349 = -434673.924297 nChanged 120 SP:Iteration 9Q (8386.277279 sec): 3 clusters Score: Raw -436354.246858 + Penalty 1634.884349 = -434719.362509 nChanged 118 SP:Iteration 10Q (8386.324598 sec): 3 clusters Score: Raw -436394.140300 + Penalty 1634.884349 = -434759.255951 nChanged 91 SP:Iteration 11Q (8386.372670 sec): 3 clusters Score: Raw -436421.737916 + Penalty 1634.884349 = -434786.853568 nChanged 84 SP:Iteration 12Q (8386.417009 sec): 3 clusters Score: Raw -436450.013563 + Penalty 1634.884349 = -434815.129214 nChanged 86 SP:Iteration 13Q (8386.473043 sec): 3 clusters Score: Raw -436474.064523 + Penalty 1634.884349 = -434839.180174 nChanged 81 SP:Iteration 14Q (8386.527196 sec): 3 clusters Score: Raw -436503.340350 + Penalty 1634.884349 = -434868.456001 nChanged 91 SP:Iteration 15Q (8386.564713 sec): 3 clusters Score: Raw -436537.028184 + Penalty 1634.884349 = -434902.143836 nChanged 80 SP:Iteration 16Q (8386.613665 sec): 3 clusters Score: Raw -436566.722946 + Penalty 1634.884349 = -434931.838597 nChanged 82 SP:Iteration 17Q (8386.666381 sec): 3 clusters Score: Raw -436606.044196 + Penalty 1634.884349 = -434971.159848 nChanged 101 SP:Iteration 18Q (8386.715227 sec): 3 clusters Score: Raw -436658.689151 + Penalty 1634.884349 = -435023.804803 nChanged 100 SP:Iteration 19Q (8386.759495 sec): 3 clusters Score: Raw -436713.742800 + Penalty 1634.884349 = -435078.858451 nChanged 104 SP:Iteration 20F (8386.804374 sec): 3 clusters Score: Raw -436763.772352 + Penalty 1634.884349 = -435128.888004 nChanged 81 SP:Iteration 21Q (8386.854838 sec): 3 clusters Score: Raw -436805.811204 + Penalty 1634.884349 = -435170.926856 nChanged 68 SP:Iteration 22Q (8386.902834 sec): 3 clusters Score: Raw -436830.535706 + Penalty 1634.884349 = -435195.651358 nChanged 50 SP:Iteration 23Q (8386.950492 sec): 3 clusters Score: Raw -436852.855748 + Penalty 1634.884349 = -435217.971399 nChanged 42 SP:Iteration 24Q (8386.999514 sec): 3 clusters Score: Raw -436869.430265 + Penalty 1634.884349 = -435234.545916 nChanged 41 SP:Iteration 25Q (8387.046509 sec): 3 clusters Score: Raw -436882.925427 + Penalty 1634.884349 = -435248.041078 nChanged 36 SP:Iteration 26Q (8387.100730 sec): 3 clusters Score: Raw -436896.912250 + Penalty 1634.884349 = -435262.027901 nChanged 32 SP:Iteration 27Q (8387.150116 sec): 3 clusters Score: Raw -436912.523077 + Penalty 1634.884349 = -435277.638728 nChanged 29 SP:Iteration 28Q (8387.191737 sec): 3 clusters Score: Raw -436927.733296 + Penalty 1634.884349 = -435292.848948 nChanged 24 SP:Iteration 29Q (8387.237204 sec): 3 clusters Score: Raw -436935.585102 + Penalty 1634.884349 = -435300.700753 nChanged 19 SP:Iteration 30Q (8387.287046 sec): 3 clusters Score: Raw -436942.605587 + Penalty 1634.884349 = -435307.721238 nChanged 19 SP:Iteration 31Q (8387.331480 sec): 3 clusters Score: Raw -436948.644509 + Penalty 1634.884349 = -435313.760160 nChanged 15 SP:Iteration 32Q (8387.386164 sec): 3 clusters Score: Raw -436954.282597 + Penalty 1634.884349 = -435319.398248 nChanged 13 SP:Iteration 33Q (8387.438173 sec): 3 clusters Score: Raw -436958.610773 + Penalty 1634.884349 = -435323.726424 nChanged 11 SP:Iteration 34Q (8387.479408 sec): 3 clusters Score: Raw -436963.100069 + Penalty 1634.884349 = -435328.215720 nChanged 11 SP:Iteration 35Q (8387.526689 sec): 3 clusters Score: Raw -436965.559115 + Penalty 1634.884349 = -435330.674766 nChanged 10 SP:Iteration 36Q (8387.584147 sec): 3 clusters Score: Raw -436967.917877 + Penalty 1634.884349 = -435333.033528 nChanged 7 SP:Iteration 37Q (8387.623332 sec): 3 clusters Score: Raw -436970.402850 + Penalty 1634.884349 = -435335.518501 nChanged 6 SP:Iteration 38Q (8387.670172 sec): 3 clusters Score: Raw -436972.161133 + Penalty 1634.884349 = -435337.276784 nChanged 6 SP:Iteration 39Q (8387.726880 sec): 3 clusters Score: Raw -436973.237382 + Penalty 1634.884349 = -435338.353033 nChanged 4 SP:Iteration 40F (8387.771557 sec): 3 clusters Score: Raw -436974.148068 + Penalty 1634.884349 = -435339.263719 nChanged 6 SP:Iteration 41Q (8387.822482 sec): 3 clusters Score: Raw -436975.026482 + Penalty 1634.884349 = -435340.142134 nChanged 2 SP:Iteration 42Q (8387.864644 sec): 3 clusters Score: Raw -436975.539726 + Penalty 1634.884349 = -435340.655377 nChanged 3 SP:Iteration 43Q (8387.919770 sec): 3 clusters Score: Raw -436976.681937 + Penalty 1634.884349 = -435341.797588 nChanged 5 SP:Iteration 44Q (8387.952166 sec): 3 clusters Score: Raw -436978.441473 + Penalty 1634.884349 = -435343.557124 nChanged 3 SP:Iteration 45Q (8388.000218 sec): 3 clusters Score: Raw -436979.473236 + Penalty 1634.884349 = -435344.588887 nChanged 5 SP:Iteration 46Q (8388.045105 sec): 3 clusters Score: Raw -436980.674403 + Penalty 1634.884349 = -435345.790054 nChanged 5 SP:Iteration 47Q (8388.090927 sec): 3 clusters Score: Raw -436981.468188 + Penalty 1634.884349 = -435346.583839 nChanged 3 SP:Iteration 48Q (8388.138636 sec): 3 clusters Score: Raw -436982.065895 + Penalty 1634.884349 = -435347.181546 nChanged 3 SP:Iteration 49Q (8388.184040 sec): 3 clusters Score: Raw -436982.979733 + Penalty 1634.884349 = -435348.095384 nChanged 4 SP:Iteration 50Q (8388.233097 sec): 3 clusters Score: Raw -436983.703955 + Penalty 1634.884349 = -435348.819606 nChanged 2 SP:Iteration 51Q (8388.281360 sec): 3 clusters Score: Raw -436984.420258 + Penalty 1634.884349 = -435349.535909 nChanged 6 SP:Iteration 52Q (8388.331002 sec): 3 clusters Score: Raw -436985.688310 + Penalty 1634.884349 = -435350.803962 nChanged 6 SP:Iteration 53Q (8388.381180 sec): 3 clusters Score: Raw -436987.000500 + Penalty 1634.884349 = -435352.116151 nChanged 6 SP:Iteration 54Q (8388.428929 sec): 3 clusters Score: Raw -436988.981291 + Penalty 1634.884349 = -435354.096942 nChanged 5 SP:Iteration 55Q (8388.485169 sec): 3 clusters Score: Raw -436990.209844 + Penalty 1634.884349 = -435355.325495 nChanged 2 SP:Iteration 56Q (8388.534561 sec): 3 clusters Score: Raw -436990.666307 + Penalty 1634.884349 = -435355.781958 nChanged 3 SP:Iteration 57Q (8388.578140 sec): 3 clusters Score: Raw -436992.683675 + Penalty 1634.884349 = -435357.799326 nChanged 5 SP:Iteration 58Q (8388.617988 sec): 3 clusters Score: Raw -436994.665004 + Penalty 1634.884349 = -435359.780655 nChanged 2 SP:Iteration 59Q (8388.665125 sec): 3 clusters Score: Raw -436995.448790 + Penalty 1634.884349 = -435360.564441 nChanged 3 SP:Iteration 60F (8388.713535 sec): 3 clusters Score: Raw -436996.525747 + Penalty 1634.884349 = -435361.641398 nChanged 0 Trying to split cluster 34 (3720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8388.741346 sec): 2 clusters Score: Raw -335879.698732 + Penalty 781.040500 = -335098.658232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8388.786415 sec): 3 clusters Score: Raw -333938.212902 + Penalty 1562.081000 = -332376.131902 nChanged 1545 SP:Iteration 1F (8388.821169 sec): 3 clusters Score: Raw -334874.441003 + Penalty 1562.081000 = -333312.360003 nChanged 305 SP:Iteration 2F (8388.869467 sec): 3 clusters Score: Raw -335064.669535 + Penalty 1562.081000 = -333502.588535 nChanged 229 SP:Iteration 3F (8388.916552 sec): 3 clusters Score: Raw -335195.458263 + Penalty 1562.081000 = -333633.377263 nChanged 189 SP:Iteration 4F (8388.962162 sec): 3 clusters Score: Raw -335294.955848 + Penalty 1562.081000 = -333732.874848 nChanged 146 SP:Iteration 5Q (8389.007998 sec): 3 clusters Score: Raw -335385.038949 + Penalty 1562.081000 = -333822.957949 nChanged 134 SP:Iteration 6Q (8389.055207 sec): 3 clusters Score: Raw -335464.267084 + Penalty 1562.081000 = -333902.186084 nChanged 130 SP:Iteration 7Q (8389.099336 sec): 3 clusters Score: Raw -335530.002596 + Penalty 1562.081000 = -333967.921596 nChanged 113 SP:Iteration 8Q (8389.147881 sec): 3 clusters Score: Raw -335581.180578 + Penalty 1562.081000 = -334019.099578 nChanged 112 SP:Iteration 9Q (8389.188853 sec): 3 clusters Score: Raw -335632.891933 + Penalty 1562.081000 = -334070.810933 nChanged 94 SP:Iteration 10Q (8389.225652 sec): 3 clusters Score: Raw -335682.271784 + Penalty 1562.081000 = -334120.190784 nChanged 104 SP:Iteration 11Q (8389.269538 sec): 3 clusters Score: Raw -335742.020144 + Penalty 1562.081000 = -334179.939144 nChanged 113 SP:Iteration 12Q (8389.313118 sec): 3 clusters Score: Raw -335813.133449 + Penalty 1562.081000 = -334251.052449 nChanged 107 SP:Iteration 13Q (8389.356769 sec): 3 clusters Score: Raw -335884.996396 + Penalty 1562.081000 = -334322.915396 nChanged 115 SP:Iteration 14Q (8389.401790 sec): 3 clusters Score: Raw -335945.350722 + Penalty 1562.081000 = -334383.269722 nChanged 100 SP:Iteration 15Q (8389.447594 sec): 3 clusters Score: Raw -335988.406982 + Penalty 1562.081000 = -334426.325982 nChanged 94 SP:Iteration 16Q (8389.493297 sec): 3 clusters Score: Raw -336030.319779 + Penalty 1562.081000 = -334468.238779 nChanged 87 SP:Iteration 17Q (8389.546529 sec): 3 clusters Score: Raw -336068.246563 + Penalty 1562.081000 = -334506.165563 nChanged 80 SP:Iteration 18Q (8389.583590 sec): 3 clusters Score: Raw -336099.514367 + Penalty 1562.081000 = -334537.433367 nChanged 64 SP:Iteration 19Q (8389.627634 sec): 3 clusters Score: Raw -336127.868195 + Penalty 1562.081000 = -334565.787195 nChanged 64 SP:Iteration 20F (8389.670078 sec): 3 clusters Score: Raw -336159.748570 + Penalty 1562.081000 = -334597.667570 nChanged 55 SP:Iteration 21Q (8389.731168 sec): 3 clusters Score: Raw -336178.434184 + Penalty 1562.081000 = -334616.353184 nChanged 48 SP:Iteration 22Q (8389.778299 sec): 3 clusters Score: Raw -336195.088734 + Penalty 1562.081000 = -334633.007734 nChanged 42 SP:Iteration 23Q (8389.823316 sec): 3 clusters Score: Raw -336206.883512 + Penalty 1562.081000 = -334644.802512 nChanged 32 SP:Iteration 24Q (8389.875106 sec): 3 clusters Score: Raw -336214.775603 + Penalty 1562.081000 = -334652.694603 nChanged 20 SP:Iteration 25Q (8389.923553 sec): 3 clusters Score: Raw -336220.133960 + Penalty 1562.081000 = -334658.052960 nChanged 21 SP:Iteration 26Q (8389.963639 sec): 3 clusters Score: Raw -336225.307950 + Penalty 1562.081000 = -334663.226950 nChanged 13 SP:Iteration 27Q (8390.013189 sec): 3 clusters Score: Raw -336228.962498 + Penalty 1562.081000 = -334666.881498 nChanged 13 SP:Iteration 28Q (8390.068418 sec): 3 clusters Score: Raw -336231.957019 + Penalty 1562.081000 = -334669.876019 nChanged 10 SP:Iteration 29Q (8390.112443 sec): 3 clusters Score: Raw -336233.332384 + Penalty 1562.081000 = -334671.251384 nChanged 8 SP:Iteration 30Q (8390.163521 sec): 3 clusters Score: Raw -336235.004847 + Penalty 1562.081000 = -334672.923847 nChanged 9 SP:Iteration 31Q (8390.222413 sec): 3 clusters Score: Raw -336236.610276 + Penalty 1562.081000 = -334674.529276 nChanged 8 SP:Iteration 32Q (8390.276012 sec): 3 clusters Score: Raw -336237.827277 + Penalty 1562.081000 = -334675.746277 nChanged 5 SP:Iteration 33Q (8390.328148 sec): 3 clusters Score: Raw -336238.716941 + Penalty 1562.081000 = -334676.635941 nChanged 5 SP:Iteration 34Q (8390.367703 sec): 3 clusters Score: Raw -336239.756248 + Penalty 1562.081000 = -334677.675248 nChanged 3 SP:Iteration 35Q (8390.417950 sec): 3 clusters Score: Raw -336240.632986 + Penalty 1562.081000 = -334678.551986 nChanged 6 SP:Iteration 36Q (8390.474587 sec): 3 clusters Score: Raw -336242.396871 + Penalty 1562.081000 = -334680.315871 nChanged 5 SP:Iteration 37Q (8390.518373 sec): 3 clusters Score: Raw -336243.470603 + Penalty 1562.081000 = -334681.389603 nChanged 4 SP:Iteration 38Q (8390.570555 sec): 3 clusters Score: Raw -336244.012596 + Penalty 1562.081000 = -334681.931596 nChanged 2 SP:Iteration 39Q (8390.608651 sec): 3 clusters Score: Raw -336244.267657 + Penalty 1562.081000 = -334682.186657 nChanged 1 SP:Iteration 40F (8390.658760 sec): 3 clusters Score: Raw -336244.439090 + Penalty 1562.081000 = -334682.358090 nChanged 0 Trying to split cluster 35 (16568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8390.712436 sec): 2 clusters Score: Raw -1639021.941113 + Penalty 922.946698 = -1638098.994415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8390.774026 sec): 3 clusters Score: Raw -1628770.000731 + Penalty 1845.893397 = -1626924.107334 nChanged 7699 SP:Iteration 1F (8390.842299 sec): 3 clusters Score: Raw -1633115.239498 + Penalty 1845.893397 = -1631269.346102 nChanged 970 SP:Iteration 2F (8390.906363 sec): 3 clusters Score: Raw -1633561.142281 + Penalty 1845.893397 = -1631715.248884 nChanged 998 SP:Iteration 3F (8390.968385 sec): 3 clusters Score: Raw -1634048.703861 + Penalty 1845.893397 = -1632202.810465 nChanged 945 SP:Iteration 4F (8391.039971 sec): 3 clusters Score: Raw -1634494.321390 + Penalty 1845.893397 = -1632648.427993 nChanged 928 SP:Iteration 5F (8391.112040 sec): 3 clusters Score: Raw -1634937.220363 + Penalty 1845.893397 = -1633091.326967 nChanged 880 SP:Iteration 6F (8391.179348 sec): 3 clusters Score: Raw -1635432.805886 + Penalty 1845.893397 = -1633586.912489 nChanged 848 SP:Iteration 7F (8391.249722 sec): 3 clusters Score: Raw -1636006.262166 + Penalty 1845.893397 = -1634160.368769 nChanged 760 SP:Iteration 8Q (8391.315833 sec): 3 clusters Score: Raw -1636609.530496 + Penalty 1845.893397 = -1634763.637100 nChanged 683 SP:Iteration 9Q (8391.383180 sec): 3 clusters Score: Raw -1637119.354491 + Penalty 1845.893397 = -1635273.461094 nChanged 575 SP:Iteration 10Q (8391.448963 sec): 3 clusters Score: Raw -1637531.812275 + Penalty 1845.893397 = -1635685.918879 nChanged 469 SP:Iteration 11Q (8391.521346 sec): 3 clusters Score: Raw -1637802.784771 + Penalty 1845.893397 = -1635956.891375 nChanged 357 SP:Iteration 12Q (8391.587598 sec): 3 clusters Score: Raw -1637975.808813 + Penalty 1845.893397 = -1636129.915417 nChanged 300 SP:Iteration 13Q (8391.649317 sec): 3 clusters Score: Raw -1638118.260653 + Penalty 1845.893397 = -1636272.367257 nChanged 301 SP:Iteration 14Q (8391.720519 sec): 3 clusters Score: Raw -1638255.640180 + Penalty 1845.893397 = -1636409.746783 nChanged 290 SP:Iteration 15Q (8391.784183 sec): 3 clusters Score: Raw -1638385.189029 + Penalty 1845.893397 = -1636539.295633 nChanged 243 SP:Iteration 16Q (8391.863565 sec): 3 clusters Score: Raw -1638489.219071 + Penalty 1845.893397 = -1636643.325675 nChanged 188 SP:Iteration 17Q (8391.927888 sec): 3 clusters Score: Raw -1638566.327186 + Penalty 1845.893397 = -1636720.433789 nChanged 180 SP:Iteration 18Q (8391.980800 sec): 3 clusters Score: Raw -1638648.806375 + Penalty 1845.893397 = -1636802.912978 nChanged 170 SP:Iteration 19Q (8392.045680 sec): 3 clusters Score: Raw -1638724.502541 + Penalty 1845.893397 = -1636878.609144 nChanged 150 SP:Iteration 20F (8392.118124 sec): 3 clusters Score: Raw -1638788.824575 + Penalty 1845.893397 = -1636942.931179 nChanged 121 SP:Iteration 21Q (8392.184271 sec): 3 clusters Score: Raw -1638840.945333 + Penalty 1845.893397 = -1636995.051936 nChanged 106 SP:Iteration 22Q (8392.244016 sec): 3 clusters Score: Raw -1638892.509607 + Penalty 1845.893397 = -1637046.616211 nChanged 107 SP:Iteration 23Q (8392.315198 sec): 3 clusters Score: Raw -1638946.294104 + Penalty 1845.893397 = -1637100.400708 nChanged 109 SP:Iteration 24Q (8392.374188 sec): 3 clusters Score: Raw -1639008.743408 + Penalty 1845.893397 = -1637162.850011 nChanged 81 SP:Iteration 25Q (8392.435379 sec): 3 clusters Score: Raw -1639055.325396 + Penalty 1845.893397 = -1637209.431999 nChanged 76 SP:Iteration 26Q (8392.487375 sec): 3 clusters Score: Raw -1639091.529346 + Penalty 1845.893397 = -1637245.635949 nChanged 60 SP:Iteration 27Q (8392.557838 sec): 3 clusters Score: Raw -1639116.622115 + Penalty 1845.893397 = -1637270.728718 nChanged 43 SP:Iteration 28Q (8392.612608 sec): 3 clusters Score: Raw -1639133.603048 + Penalty 1845.893397 = -1637287.709652 nChanged 34 SP:Iteration 29Q (8392.667524 sec): 3 clusters Score: Raw -1639150.910738 + Penalty 1845.893397 = -1637305.017341 nChanged 32 SP:Iteration 30Q (8392.734283 sec): 3 clusters Score: Raw -1639164.937629 + Penalty 1845.893397 = -1637319.044232 nChanged 32 SP:Iteration 31Q (8392.798164 sec): 3 clusters Score: Raw -1639185.346444 + Penalty 1845.893397 = -1637339.453047 nChanged 27 SP:Iteration 32Q (8392.851873 sec): 3 clusters Score: Raw -1639205.133395 + Penalty 1845.893397 = -1637359.239998 nChanged 25 SP:Iteration 33Q (8392.917920 sec): 3 clusters Score: Raw -1639221.604133 + Penalty 1845.893397 = -1637375.710736 nChanged 26 SP:Iteration 34Q (8392.974438 sec): 3 clusters Score: Raw -1639238.935990 + Penalty 1845.893397 = -1637393.042594 nChanged 24 SP:Iteration 35Q (8393.039209 sec): 3 clusters Score: Raw -1639250.911382 + Penalty 1845.893397 = -1637405.017985 nChanged 17 SP:Iteration 36Q (8393.100458 sec): 3 clusters Score: Raw -1639260.282819 + Penalty 1845.893397 = -1637414.389423 nChanged 16 SP:Iteration 37Q (8393.157494 sec): 3 clusters Score: Raw -1639270.344009 + Penalty 1845.893397 = -1637424.450612 nChanged 6 SP:Iteration 38Q (8393.222683 sec): 3 clusters Score: Raw -1639273.636861 + Penalty 1845.893397 = -1637427.743464 nChanged 9 SP:Iteration 39Q (8393.279783 sec): 3 clusters Score: Raw -1639279.003550 + Penalty 1845.893397 = -1637433.110153 nChanged 8 SP:Iteration 40F (8393.338493 sec): 3 clusters Score: Raw -1639282.223582 + Penalty 1845.893397 = -1637436.330185 nChanged 8 SP:Iteration 41Q (8393.398985 sec): 3 clusters Score: Raw -1639285.215449 + Penalty 1845.893397 = -1637439.322052 nChanged 7 SP:Iteration 42Q (8393.458876 sec): 3 clusters Score: Raw -1639289.321516 + Penalty 1845.893397 = -1637443.428120 nChanged 7 SP:Iteration 43Q (8393.522046 sec): 3 clusters Score: Raw -1639292.500454 + Penalty 1845.893397 = -1637446.607058 nChanged 8 SP:Iteration 44Q (8393.578747 sec): 3 clusters Score: Raw -1639295.711730 + Penalty 1845.893397 = -1637449.818334 nChanged 5 SP:Iteration 45Q (8393.638625 sec): 3 clusters Score: Raw -1639297.239348 + Penalty 1845.893397 = -1637451.345951 nChanged 5 SP:Iteration 46Q (8393.701436 sec): 3 clusters Score: Raw -1639298.540337 + Penalty 1845.893397 = -1637452.646941 nChanged 3 SP:Iteration 47Q (8393.760130 sec): 3 clusters Score: Raw -1639300.281492 + Penalty 1845.893397 = -1637454.388095 nChanged 3 SP:Iteration 48Q (8393.818738 sec): 3 clusters Score: Raw -1639301.614001 + Penalty 1845.893397 = -1637455.720604 nChanged 3 SP:Iteration 49Q (8393.870759 sec): 3 clusters Score: Raw -1639302.594991 + Penalty 1845.893397 = -1637456.701594 nChanged 1 SP:Iteration 50Q (8393.926915 sec): 3 clusters Score: Raw -1639302.787329 + Penalty 1845.893397 = -1637456.893932 nChanged 0 SP:Iteration 51F (8393.989475 sec): 3 clusters Score: Raw -1639302.787329 + Penalty 1845.893397 = -1637456.893932 nChanged 0 Trying to split cluster 36 (15888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8394.026710 sec): 2 clusters Score: Raw -1585963.872602 + Penalty 918.965342 = -1585044.907260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8394.089069 sec): 3 clusters Score: Raw -1576193.815052 + Penalty 1837.930683 = -1574355.884369 nChanged 7291 SP:Iteration 1F (8394.152780 sec): 3 clusters Score: Raw -1580286.053760 + Penalty 1837.930683 = -1578448.123076 nChanged 872 SP:Iteration 2F (8394.220563 sec): 3 clusters Score: Raw -1580594.568693 + Penalty 1837.930683 = -1578756.638010 nChanged 769 SP:Iteration 3Q (8394.284658 sec): 3 clusters Score: Raw -1580862.125549 + Penalty 1837.930683 = -1579024.194866 nChanged 697 SP:Iteration 4Q (8394.339951 sec): 3 clusters Score: Raw -1581122.124950 + Penalty 1837.930683 = -1579284.194267 nChanged 687 SP:Iteration 5Q (8394.399132 sec): 3 clusters Score: Raw -1581367.702085 + Penalty 1837.930683 = -1579529.771402 nChanged 630 SP:Iteration 6Q (8394.461834 sec): 3 clusters Score: Raw -1581575.683699 + Penalty 1837.930683 = -1579737.753016 nChanged 573 SP:Iteration 7Q (8394.533505 sec): 3 clusters Score: Raw -1581796.637129 + Penalty 1837.930683 = -1579958.706445 nChanged 590 SP:Iteration 8Q (8394.593690 sec): 3 clusters Score: Raw -1582058.209688 + Penalty 1837.930683 = -1580220.279005 nChanged 633 SP:Iteration 9Q (8394.660906 sec): 3 clusters Score: Raw -1582367.175603 + Penalty 1837.930683 = -1580529.244919 nChanged 719 SP:Iteration 10Q (8394.734186 sec): 3 clusters Score: Raw -1582739.323829 + Penalty 1837.930683 = -1580901.393146 nChanged 780 SP:Iteration 11Q (8394.795292 sec): 3 clusters Score: Raw -1583199.190485 + Penalty 1837.930683 = -1581361.259801 nChanged 872 SP:Iteration 12F (8394.861235 sec): 3 clusters Score: Raw -1583796.708567 + Penalty 1837.930683 = -1581958.777883 nChanged 843 SP:Iteration 13F (8394.934363 sec): 3 clusters Score: Raw -1584418.239269 + Penalty 1837.930683 = -1582580.308586 nChanged 726 SP:Iteration 14Q (8395.007708 sec): 3 clusters Score: Raw -1584968.441544 + Penalty 1837.930683 = -1583130.510861 nChanged 540 SP:Iteration 15Q (8395.064397 sec): 3 clusters Score: Raw -1585384.171492 + Penalty 1837.930683 = -1583546.240809 nChanged 385 SP:Iteration 16Q (8395.127616 sec): 3 clusters Score: Raw -1585665.292792 + Penalty 1837.930683 = -1583827.362108 nChanged 248 SP:Iteration 17Q (8395.187683 sec): 3 clusters Score: Raw -1585842.416224 + Penalty 1837.930683 = -1584004.485541 nChanged 187 SP:Iteration 18Q (8395.253385 sec): 3 clusters Score: Raw -1585956.523100 + Penalty 1837.930683 = -1584118.592416 nChanged 136 SP:Iteration 19Q (8395.322622 sec): 3 clusters Score: Raw -1586030.316462 + Penalty 1837.930683 = -1584192.385778 nChanged 95 SP:Iteration 20F (8395.390288 sec): 3 clusters Score: Raw -1586075.207135 + Penalty 1837.930683 = -1584237.276451 nChanged 65 SP:Iteration 21Q (8395.457669 sec): 3 clusters Score: Raw -1586105.752140 + Penalty 1837.930683 = -1584267.821456 nChanged 34 SP:Iteration 22Q (8395.522297 sec): 3 clusters Score: Raw -1586119.091260 + Penalty 1837.930683 = -1584281.160576 nChanged 25 SP:Iteration 23Q (8395.574792 sec): 3 clusters Score: Raw -1586126.702766 + Penalty 1837.930683 = -1584288.772083 nChanged 24 SP:Iteration 24Q (8395.641277 sec): 3 clusters Score: Raw -1586137.330255 + Penalty 1837.930683 = -1584299.399572 nChanged 27 SP:Iteration 25Q (8395.707166 sec): 3 clusters Score: Raw -1586148.039632 + Penalty 1837.930683 = -1584310.108948 nChanged 21 SP:Iteration 26Q (8395.773781 sec): 3 clusters Score: Raw -1586156.643493 + Penalty 1837.930683 = -1584318.712809 nChanged 18 SP:Iteration 27Q (8395.847910 sec): 3 clusters Score: Raw -1586164.965874 + Penalty 1837.930683 = -1584327.035191 nChanged 15 SP:Iteration 28Q (8395.917294 sec): 3 clusters Score: Raw -1586173.170046 + Penalty 1837.930683 = -1584335.239363 nChanged 13 SP:Iteration 29Q (8395.980681 sec): 3 clusters Score: Raw -1586180.853191 + Penalty 1837.930683 = -1584342.922508 nChanged 12 SP:Iteration 30Q (8396.046103 sec): 3 clusters Score: Raw -1586187.134551 + Penalty 1837.930683 = -1584349.203868 nChanged 9 SP:Iteration 31Q (8396.111859 sec): 3 clusters Score: Raw -1586190.034403 + Penalty 1837.930683 = -1584352.103719 nChanged 5 SP:Iteration 32Q (8396.168247 sec): 3 clusters Score: Raw -1586192.469832 + Penalty 1837.930683 = -1584354.539149 nChanged 7 SP:Iteration 33Q (8396.242829 sec): 3 clusters Score: Raw -1586196.275973 + Penalty 1837.930683 = -1584358.345289 nChanged 3 SP:Iteration 34Q (8396.309411 sec): 3 clusters Score: Raw -1586197.763072 + Penalty 1837.930683 = -1584359.832389 nChanged 1 SP:Iteration 35Q (8396.375503 sec): 3 clusters Score: Raw -1586198.321549 + Penalty 1837.930683 = -1584360.390865 nChanged 3 SP:Iteration 36Q (8396.440971 sec): 3 clusters Score: Raw -1586199.202073 + Penalty 1837.930683 = -1584361.271390 nChanged 4 SP:Iteration 37Q (8396.504651 sec): 3 clusters Score: Raw -1586201.115051 + Penalty 1837.930683 = -1584363.184368 nChanged 2 SP:Iteration 38Q (8396.569225 sec): 3 clusters Score: Raw -1586201.631670 + Penalty 1837.930683 = -1584363.700986 nChanged 4 SP:Iteration 39Q (8396.622842 sec): 3 clusters Score: Raw -1586202.588137 + Penalty 1837.930683 = -1584364.657453 nChanged 0 SP:Iteration 40F (8396.691973 sec): 3 clusters Score: Raw -1586202.588137 + Penalty 1837.930683 = -1584364.657453 nChanged 0 Trying to split cluster 37 (3802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8396.733246 sec): 2 clusters Score: Raw -365449.954576 + Penalty 783.111840 = -364666.842736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8396.781683 sec): 3 clusters Score: Raw -363435.387005 + Penalty 1566.223679 = -361869.163325 nChanged 1568 SP:Iteration 1F (8396.830944 sec): 3 clusters Score: Raw -364387.717413 + Penalty 1566.223679 = -362821.493733 nChanged 325 SP:Iteration 2F (8396.891249 sec): 3 clusters Score: Raw -364613.318699 + Penalty 1566.223679 = -363047.095020 nChanged 290 SP:Iteration 3F (8396.935908 sec): 3 clusters Score: Raw -364827.293318 + Penalty 1566.223679 = -363261.069639 nChanged 266 SP:Iteration 4F (8396.995035 sec): 3 clusters Score: Raw -365025.207096 + Penalty 1566.223679 = -363458.983417 nChanged 215 SP:Iteration 5F (8397.055148 sec): 3 clusters Score: Raw -365208.783962 + Penalty 1566.223679 = -363642.560283 nChanged 180 SP:Iteration 6Q (8397.108885 sec): 3 clusters Score: Raw -365321.618186 + Penalty 1566.223679 = -363755.394507 nChanged 145 SP:Iteration 7Q (8397.163427 sec): 3 clusters Score: Raw -365404.668948 + Penalty 1566.223679 = -363838.445268 nChanged 117 SP:Iteration 8Q (8397.216667 sec): 3 clusters Score: Raw -365472.608294 + Penalty 1566.223679 = -363906.384614 nChanged 87 SP:Iteration 9Q (8397.259106 sec): 3 clusters Score: Raw -365514.901936 + Penalty 1566.223679 = -363948.678257 nChanged 67 SP:Iteration 10Q (8397.319305 sec): 3 clusters Score: Raw -365547.066312 + Penalty 1566.223679 = -363980.842632 nChanged 63 SP:Iteration 11Q (8397.375626 sec): 3 clusters Score: Raw -365576.130251 + Penalty 1566.223679 = -364009.906572 nChanged 47 SP:Iteration 12Q (8397.421504 sec): 3 clusters Score: Raw -365596.471380 + Penalty 1566.223679 = -364030.247700 nChanged 36 SP:Iteration 13Q (8397.481649 sec): 3 clusters Score: Raw -365613.202639 + Penalty 1566.223679 = -364046.978960 nChanged 30 SP:Iteration 14Q (8397.529720 sec): 3 clusters Score: Raw -365625.589658 + Penalty 1566.223679 = -364059.365979 nChanged 19 SP:Iteration 15Q (8397.583508 sec): 3 clusters Score: Raw -365632.266208 + Penalty 1566.223679 = -364066.042528 nChanged 24 SP:Iteration 16Q (8397.619788 sec): 3 clusters Score: Raw -365640.220614 + Penalty 1566.223679 = -364073.996935 nChanged 19 SP:Iteration 17Q (8397.667565 sec): 3 clusters Score: Raw -365649.130344 + Penalty 1566.223679 = -364082.906664 nChanged 21 SP:Iteration 18Q (8397.731388 sec): 3 clusters Score: Raw -365660.430885 + Penalty 1566.223679 = -364094.207205 nChanged 15 SP:Iteration 19Q (8397.783814 sec): 3 clusters Score: Raw -365667.051957 + Penalty 1566.223679 = -364100.828277 nChanged 17 SP:Iteration 20F (8397.825202 sec): 3 clusters Score: Raw -365678.928886 + Penalty 1566.223679 = -364112.705207 nChanged 16 SP:Iteration 21Q (8397.876536 sec): 3 clusters Score: Raw -365694.259118 + Penalty 1566.223679 = -364128.035439 nChanged 20 SP:Iteration 22Q (8397.928142 sec): 3 clusters Score: Raw -365708.059421 + Penalty 1566.223679 = -364141.835742 nChanged 12 SP:Iteration 23Q (8397.965619 sec): 3 clusters Score: Raw -365713.151875 + Penalty 1566.223679 = -364146.928195 nChanged 9 SP:Iteration 24Q (8398.008116 sec): 3 clusters Score: Raw -365716.920852 + Penalty 1566.223679 = -364150.697172 nChanged 8 SP:Iteration 25Q (8398.061269 sec): 3 clusters Score: Raw -365719.604466 + Penalty 1566.223679 = -364153.380787 nChanged 6 SP:Iteration 26Q (8398.103643 sec): 3 clusters Score: Raw -365723.330491 + Penalty 1566.223679 = -364157.106812 nChanged 6 SP:Iteration 27Q (8398.156543 sec): 3 clusters Score: Raw -365726.499857 + Penalty 1566.223679 = -364160.276178 nChanged 4 SP:Iteration 28Q (8398.216618 sec): 3 clusters Score: Raw -365730.004650 + Penalty 1566.223679 = -364163.780971 nChanged 3 SP:Iteration 29Q (8398.270501 sec): 3 clusters Score: Raw -365730.656033 + Penalty 1566.223679 = -364164.432353 nChanged 0 SP:Iteration 30F (8398.318032 sec): 3 clusters Score: Raw -365730.656033 + Penalty 1566.223679 = -364164.432353 nChanged 0 Trying to split cluster 38 (21188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8398.377266 sec): 2 clusters Score: Raw -2051056.357248 + Penalty 946.313075 = -2050110.044173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8398.450034 sec): 3 clusters Score: Raw -2037800.073600 + Penalty 1892.626150 = -2035907.447450 nChanged 9894 SP:Iteration 1F (8398.524726 sec): 3 clusters Score: Raw -2043535.387487 + Penalty 1892.626150 = -2041642.761337 nChanged 1046 SP:Iteration 2Q (8398.596365 sec): 3 clusters Score: Raw -2043934.241488 + Penalty 1892.626150 = -2042041.615338 nChanged 1012 SP:Iteration 3Q (8398.669893 sec): 3 clusters Score: Raw -2044359.564201 + Penalty 1892.626150 = -2042466.938051 nChanged 978 SP:Iteration 4Q (8398.742591 sec): 3 clusters Score: Raw -2044823.560981 + Penalty 1892.626150 = -2042930.934831 nChanged 997 SP:Iteration 5Q (8398.812166 sec): 3 clusters Score: Raw -2045381.126265 + Penalty 1892.626150 = -2043488.500115 nChanged 1126 SP:Iteration 6F (8398.867106 sec): 3 clusters Score: Raw -2046055.725396 + Penalty 1892.626150 = -2044163.099246 nChanged 1158 SP:Iteration 7F (8398.944997 sec): 3 clusters Score: Raw -2046783.394634 + Penalty 1892.626150 = -2044890.768484 nChanged 1096 SP:Iteration 8F (8399.022850 sec): 3 clusters Score: Raw -2047473.967633 + Penalty 1892.626150 = -2045581.341483 nChanged 966 SP:Iteration 9Q (8399.097102 sec): 3 clusters Score: Raw -2048074.839639 + Penalty 1892.626150 = -2046182.213489 nChanged 849 SP:Iteration 10Q (8399.163231 sec): 3 clusters Score: Raw -2048611.627167 + Penalty 1892.626150 = -2046719.001017 nChanged 768 SP:Iteration 11Q (8399.250080 sec): 3 clusters Score: Raw -2049081.182487 + Penalty 1892.626150 = -2047188.556337 nChanged 657 SP:Iteration 12Q (8399.323580 sec): 3 clusters Score: Raw -2049491.043695 + Penalty 1892.626150 = -2047598.417545 nChanged 593 SP:Iteration 13Q (8399.383180 sec): 3 clusters Score: Raw -2049895.065494 + Penalty 1892.626150 = -2048002.439344 nChanged 543 SP:Iteration 14Q (8399.467018 sec): 3 clusters Score: Raw -2050307.351422 + Penalty 1892.626150 = -2048414.725272 nChanged 457 SP:Iteration 15Q (8399.536780 sec): 3 clusters Score: Raw -2050684.065200 + Penalty 1892.626150 = -2048791.439050 nChanged 364 SP:Iteration 16Q (8399.612715 sec): 3 clusters Score: Raw -2050995.576166 + Penalty 1892.626150 = -2049102.950016 nChanged 293 SP:Iteration 17Q (8399.686354 sec): 3 clusters Score: Raw -2051198.504740 + Penalty 1892.626150 = -2049305.878590 nChanged 236 SP:Iteration 18Q (8399.755524 sec): 3 clusters Score: Raw -2051344.795885 + Penalty 1892.626150 = -2049452.169735 nChanged 196 SP:Iteration 19Q (8399.828827 sec): 3 clusters Score: Raw -2051451.962663 + Penalty 1892.626150 = -2049559.336513 nChanged 161 SP:Iteration 20F (8399.891862 sec): 3 clusters Score: Raw -2051533.413679 + Penalty 1892.626150 = -2049640.787529 nChanged 133 SP:Iteration 21Q (8399.956154 sec): 3 clusters Score: Raw -2051583.532098 + Penalty 1892.626150 = -2049690.905948 nChanged 107 SP:Iteration 22Q (8400.037117 sec): 3 clusters Score: Raw -2051617.216243 + Penalty 1892.626150 = -2049724.590093 nChanged 82 SP:Iteration 23Q (8400.109416 sec): 3 clusters Score: Raw -2051645.660328 + Penalty 1892.626150 = -2049753.034178 nChanged 76 SP:Iteration 24Q (8400.181024 sec): 3 clusters Score: Raw -2051669.592471 + Penalty 1892.626150 = -2049776.966321 nChanged 66 SP:Iteration 25Q (8400.252477 sec): 3 clusters Score: Raw -2051686.610960 + Penalty 1892.626150 = -2049793.984810 nChanged 52 SP:Iteration 26Q (8400.323642 sec): 3 clusters Score: Raw -2051698.188813 + Penalty 1892.626150 = -2049805.562663 nChanged 41 SP:Iteration 27Q (8400.388629 sec): 3 clusters Score: Raw -2051705.623916 + Penalty 1892.626150 = -2049812.997767 nChanged 29 SP:Iteration 28Q (8400.451253 sec): 3 clusters Score: Raw -2051713.081868 + Penalty 1892.626150 = -2049820.455718 nChanged 40 SP:Iteration 29Q (8400.533955 sec): 3 clusters Score: Raw -2051719.298300 + Penalty 1892.626150 = -2049826.672150 nChanged 28 SP:Iteration 30Q (8400.607689 sec): 3 clusters Score: Raw -2051725.327432 + Penalty 1892.626150 = -2049832.701282 nChanged 25 SP:Iteration 31Q (8400.676019 sec): 3 clusters Score: Raw -2051729.789463 + Penalty 1892.626150 = -2049837.163313 nChanged 22 SP:Iteration 32Q (8400.751571 sec): 3 clusters Score: Raw -2051733.736840 + Penalty 1892.626150 = -2049841.110690 nChanged 18 SP:Iteration 33Q (8400.822302 sec): 3 clusters Score: Raw -2051735.852735 + Penalty 1892.626150 = -2049843.226585 nChanged 9 SP:Iteration 34Q (8400.887708 sec): 3 clusters Score: Raw -2051736.506850 + Penalty 1892.626150 = -2049843.880700 nChanged 6 SP:Iteration 35Q (8400.953801 sec): 3 clusters Score: Raw -2051736.797732 + Penalty 1892.626150 = -2049844.171582 nChanged 2 SP:Iteration 36Q (8401.017350 sec): 3 clusters Score: Raw -2051737.037735 + Penalty 1892.626150 = -2049844.411585 nChanged 3 SP:Iteration 37Q (8401.075929 sec): 3 clusters Score: Raw -2051737.209858 + Penalty 1892.626150 = -2049844.583708 nChanged 3 SP:Iteration 38Q (8401.139751 sec): 3 clusters Score: Raw -2051737.548895 + Penalty 1892.626150 = -2049844.922745 nChanged 3 SP:Iteration 39Q (8401.213071 sec): 3 clusters Score: Raw -2051737.823402 + Penalty 1892.626150 = -2049845.197252 nChanged 3 SP:Iteration 40F (8401.280255 sec): 3 clusters Score: Raw -2051738.115369 + Penalty 1892.626150 = -2049845.489219 nChanged 5 SP:Iteration 41Q (8401.342686 sec): 3 clusters Score: Raw -2051738.559952 + Penalty 1892.626150 = -2049845.933802 nChanged 6 SP:Iteration 42Q (8401.415395 sec): 3 clusters Score: Raw -2051738.847549 + Penalty 1892.626150 = -2049846.221399 nChanged 2 SP:Iteration 43Q (8401.476417 sec): 3 clusters Score: Raw -2051738.992229 + Penalty 1892.626150 = -2049846.366079 nChanged 4 SP:Iteration 44Q (8401.548476 sec): 3 clusters Score: Raw -2051739.365546 + Penalty 1892.626150 = -2049846.739396 nChanged 1 SP:Iteration 45Q (8401.616709 sec): 3 clusters Score: Raw -2051739.399525 + Penalty 1892.626150 = -2049846.773375 nChanged 3 SP:Iteration 46Q (8401.686550 sec): 3 clusters Score: Raw -2051739.537724 + Penalty 1892.626150 = -2049846.911575 nChanged 0 SP:Iteration 47F (8401.742158 sec): 3 clusters Score: Raw -2051739.537724 + Penalty 1892.626150 = -2049846.911575 nChanged 0 Iteration 579Q (8407.469572 sec): 39 clusters Score: Raw -58497976.167264 + Penalty 48163.559074 = -58449812.608190 nChanged 31 Iteration 580F (8418.682397 sec): 39 clusters Score: Raw -58497976.752119 + Penalty 48163.559074 = -58449813.193045 nChanged 35 Iteration 581Q (8424.588028 sec): 39 clusters Score: Raw -58497977.400956 + Penalty 48163.559074 = -58449813.841881 nChanged 30 Iteration 582Q (8430.245453 sec): 39 clusters Score: Raw -58497978.130747 + Penalty 48163.559074 = -58449814.571673 nChanged 32 Iteration 583Q (8436.098106 sec): 39 clusters Score: Raw -58497978.861663 + Penalty 48163.559074 = -58449815.302589 nChanged 30 Iteration 584Q (8442.059128 sec): 39 clusters Score: Raw -58497979.996814 + Penalty 48163.559074 = -58449816.437740 nChanged 33 Iteration 585Q (8447.657220 sec): 39 clusters Score: Raw -58497980.760617 + Penalty 48163.559074 = -58449817.201543 nChanged 41 Iteration 586Q (8453.578897 sec): 39 clusters Score: Raw -58497981.503714 + Penalty 48163.559074 = -58449817.944640 nChanged 35 Iteration 587Q (8459.553830 sec): 39 clusters Score: Raw -58497982.260021 + Penalty 48163.559074 = -58449818.700947 nChanged 41 Iteration 588Q (8465.386364 sec): 39 clusters Score: Raw -58497982.863580 + Penalty 48163.559074 = -58449819.304505 nChanged 30 Iteration 589Q (8470.637762 sec): 39 clusters Score: Raw -58497983.456455 + Penalty 48163.559074 = -58449819.897381 nChanged 32 Iteration 590Q (8476.254371 sec): 39 clusters Score: Raw -58497984.070297 + Penalty 48163.559074 = -58449820.511223 nChanged 31 Iteration 591Q (8481.811467 sec): 39 clusters Score: Raw -58497984.615050 + Penalty 48163.559074 = -58449821.055975 nChanged 33 Iteration 592Q (8487.286542 sec): 39 clusters Score: Raw -58497985.187195 + Penalty 48163.559074 = -58449821.628121 nChanged 25 Iteration 593Q (8492.989743 sec): 39 clusters Score: Raw -58497985.876845 + Penalty 48163.559074 = -58449822.317771 nChanged 18 Iteration 594Q (8498.911786 sec): 39 clusters Score: Raw -58497986.212768 + Penalty 48163.559074 = -58449822.653693 nChanged 13 Iteration 595Q (8504.900537 sec): 39 clusters Score: Raw -58497986.362427 + Penalty 48163.559074 = -58449822.803353 nChanged 10 Iteration 596Q (8510.942067 sec): 39 clusters Score: Raw -58497986.456424 + Penalty 48163.559074 = -58449822.897349 nChanged 11 Iteration 597Q (8516.710646 sec): 39 clusters Score: Raw -58497986.560046 + Penalty 48163.559074 = -58449823.000971 nChanged 9 Iteration 598Q (8522.604716 sec): 39 clusters Score: Raw -58497986.713573 + Penalty 48163.559074 = -58449823.154499 nChanged 5 Iteration 599Q (8528.404812 sec): 39 clusters Score: Raw -58497986.787290 + Penalty 48163.559074 = -58449823.228216 nChanged 9 Iteration 600F (8539.676208 sec): 39 clusters Score: Raw -58497986.870564 + Penalty 48163.559074 = -58449823.311490 nChanged 10 Iteration 601Q (8545.353191 sec): 39 clusters Score: Raw -58497986.948596 + Penalty 48163.559074 = -58449823.389522 nChanged 15 Iteration 602Q (8551.318457 sec): 39 clusters Score: Raw -58497987.046283 + Penalty 48163.559074 = -58449823.487208 nChanged 15 Iteration 603Q (8557.398337 sec): 39 clusters Score: Raw -58497987.218106 + Penalty 48163.559074 = -58449823.659032 nChanged 21 Iteration 604Q (8563.493797 sec): 39 clusters Score: Raw -58497987.455304 + Penalty 48163.559074 = -58449823.896230 nChanged 16 Iteration 605Q (8569.244089 sec): 39 clusters Score: Raw -58497987.611198 + Penalty 48163.559074 = -58449824.052124 nChanged 6 Iteration 606Q (8574.788545 sec): 39 clusters Score: Raw -58497987.650557 + Penalty 48163.559074 = -58449824.091483 nChanged 6 Iteration 607Q (8580.450474 sec): 39 clusters Score: Raw -58497987.692204 + Penalty 48163.559074 = -58449824.133130 nChanged 5 Iteration 608Q (8585.928394 sec): 39 clusters Score: Raw -58497987.759773 + Penalty 48163.559074 = -58449824.200699 nChanged 9 Iteration 609Q (8591.782396 sec): 39 clusters Score: Raw -58497987.902503 + Penalty 48163.559074 = -58449824.343429 nChanged 14 Iteration 610Q (8597.793287 sec): 39 clusters Score: Raw -58497988.086087 + Penalty 48163.559074 = -58449824.527013 nChanged 12 Iteration 611Q (8602.795765 sec): 39 clusters Score: Raw -58497988.207565 + Penalty 48163.559074 = -58449824.648491 nChanged 11 Iteration 612Q (8608.264078 sec): 39 clusters Score: Raw -58497988.402595 + Penalty 48163.559074 = -58449824.843520 nChanged 14 Iteration 613Q (8613.778942 sec): 39 clusters Score: Raw -58497988.612839 + Penalty 48163.559074 = -58449825.053765 nChanged 14 Iteration 614Q (8619.326204 sec): 39 clusters Score: Raw -58497988.806618 + Penalty 48163.559074 = -58449825.247543 nChanged 9 Iteration 615Q (8624.965457 sec): 39 clusters Score: Raw -58497988.984932 + Penalty 48163.559074 = -58449825.425858 nChanged 9 Iteration 616Q (8630.234963 sec): 39 clusters Score: Raw -58497989.204009 + Penalty 48163.559074 = -58449825.644935 nChanged 6 Iteration 617Q (8635.828817 sec): 39 clusters Score: Raw -58497989.259017 + Penalty 48163.559074 = -58449825.699943 nChanged 5 Iteration 618Q (8641.328558 sec): 39 clusters Score: Raw -58497989.296100 + Penalty 48163.559074 = -58449825.737026 nChanged 4 Writing temp clu file Because OldScore, -58449825.699943, is greater than current (better) Score,-58449825.737026 Compute initial score before splitting: Score: Raw -58497989.296100 + Penalty 48163.559074 = -58449825.737026 Trying to split cluster 1 (4418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8641.500499 sec): 2 clusters Score: Raw -416618.699080 + Penalty 797.377026 = -415821.322053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8641.562320 sec): 3 clusters Score: Raw -414252.305753 + Penalty 1594.754053 = -412657.551700 nChanged 1824 SP:Iteration 1F (8641.613073 sec): 3 clusters Score: Raw -415302.022560 + Penalty 1594.754053 = -413707.268507 nChanged 339 SP:Iteration 2F (8641.654144 sec): 3 clusters Score: Raw -415518.931591 + Penalty 1594.754053 = -413924.177538 nChanged 281 SP:Iteration 3F (8641.690437 sec): 3 clusters Score: Raw -415697.809394 + Penalty 1594.754053 = -414103.055341 nChanged 231 SP:Iteration 4F (8641.738472 sec): 3 clusters Score: Raw -415839.542534 + Penalty 1594.754053 = -414244.788481 nChanged 206 SP:Iteration 5Q (8641.776503 sec): 3 clusters Score: Raw -416003.238201 + Penalty 1594.754053 = -414408.484148 nChanged 205 SP:Iteration 6Q (8641.821985 sec): 3 clusters Score: Raw -416170.634924 + Penalty 1594.754053 = -414575.880871 nChanged 157 SP:Iteration 7Q (8641.872913 sec): 3 clusters Score: Raw -416307.163464 + Penalty 1594.754053 = -414712.409411 nChanged 138 SP:Iteration 8Q (8641.924859 sec): 3 clusters Score: Raw -416423.775833 + Penalty 1594.754053 = -414829.021780 nChanged 117 SP:Iteration 9Q (8641.962753 sec): 3 clusters Score: Raw -416513.096721 + Penalty 1594.754053 = -414918.342668 nChanged 73 SP:Iteration 10Q (8642.014836 sec): 3 clusters Score: Raw -416574.276703 + Penalty 1594.754053 = -414979.522651 nChanged 50 SP:Iteration 11Q (8642.055876 sec): 3 clusters Score: Raw -416612.246538 + Penalty 1594.754053 = -415017.492486 nChanged 49 SP:Iteration 12Q (8642.100115 sec): 3 clusters Score: Raw -416651.835086 + Penalty 1594.754053 = -415057.081033 nChanged 33 SP:Iteration 13Q (8642.140526 sec): 3 clusters Score: Raw -416678.739781 + Penalty 1594.754053 = -415083.985728 nChanged 31 SP:Iteration 14Q (8642.189354 sec): 3 clusters Score: Raw -416710.584890 + Penalty 1594.754053 = -415115.830837 nChanged 38 SP:Iteration 15Q (8642.224340 sec): 3 clusters Score: Raw -416736.819925 + Penalty 1594.754053 = -415142.065872 nChanged 25 SP:Iteration 16Q (8642.277353 sec): 3 clusters Score: Raw -416752.322271 + Penalty 1594.754053 = -415157.568218 nChanged 16 SP:Iteration 17Q (8642.313098 sec): 3 clusters Score: Raw -416761.740724 + Penalty 1594.754053 = -415166.986671 nChanged 11 SP:Iteration 18Q (8642.359133 sec): 3 clusters Score: Raw -416768.747344 + Penalty 1594.754053 = -415173.993291 nChanged 11 SP:Iteration 19Q (8642.399642 sec): 3 clusters Score: Raw -416772.494221 + Penalty 1594.754053 = -415177.740168 nChanged 3 SP:Iteration 20F (8642.443592 sec): 3 clusters Score: Raw -416773.360895 + Penalty 1594.754053 = -415178.606842 nChanged 2 SP:Iteration 21Q (8642.493342 sec): 3 clusters Score: Raw -416774.397205 + Penalty 1594.754053 = -415179.643152 nChanged 3 SP:Iteration 22Q (8642.537865 sec): 3 clusters Score: Raw -416774.873451 + Penalty 1594.754053 = -415180.119398 nChanged 3 SP:Iteration 23Q (8642.571026 sec): 3 clusters Score: Raw -416775.965147 + Penalty 1594.754053 = -415181.211094 nChanged 4 SP:Iteration 24Q (8642.600528 sec): 3 clusters Score: Raw -416777.012770 + Penalty 1594.754053 = -415182.258717 nChanged 2 SP:Iteration 25Q (8642.642363 sec): 3 clusters Score: Raw -416778.076588 + Penalty 1594.754053 = -415183.322535 nChanged 5 SP:Iteration 26Q (8642.684134 sec): 3 clusters Score: Raw -416780.795089 + Penalty 1594.754053 = -415186.041036 nChanged 7 SP:Iteration 27Q (8642.724877 sec): 3 clusters Score: Raw -416783.716214 + Penalty 1594.754053 = -415188.962161 nChanged 4 SP:Iteration 28Q (8642.763761 sec): 3 clusters Score: Raw -416786.036799 + Penalty 1594.754053 = -415191.282746 nChanged 4 SP:Iteration 29Q (8642.804185 sec): 3 clusters Score: Raw -416787.776759 + Penalty 1594.754053 = -415193.022707 nChanged 3 SP:Iteration 30Q (8642.844295 sec): 3 clusters Score: Raw -416788.713159 + Penalty 1594.754053 = -415193.959106 nChanged 2 SP:Iteration 31Q (8642.884088 sec): 3 clusters Score: Raw -416789.970265 + Penalty 1594.754053 = -415195.216212 nChanged 3 SP:Iteration 32Q (8642.930385 sec): 3 clusters Score: Raw -416790.550320 + Penalty 1594.754053 = -415195.796267 nChanged 2 SP:Iteration 33Q (8642.978407 sec): 3 clusters Score: Raw -416791.342742 + Penalty 1594.754053 = -415196.588689 nChanged 1 SP:Iteration 34Q (8643.015817 sec): 3 clusters Score: Raw -416792.046802 + Penalty 1594.754053 = -415197.292749 nChanged 1 SP:Iteration 35Q (8643.049982 sec): 3 clusters Score: Raw -416792.235457 + Penalty 1594.754053 = -415197.481404 nChanged 0 SP:Iteration 36F (8643.093269 sec): 3 clusters Score: Raw -416792.235457 + Penalty 1594.754053 = -415197.481404 nChanged 0 Trying to split cluster 2 (58203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8643.183619 sec): 2 clusters Score: Raw -5701748.394085 + Penalty 1042.310757 = -5700706.083328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8643.295992 sec): 3 clusters Score: Raw -5664149.263813 + Penalty 2084.621514 = -5662064.642300 nChanged 27709 SP:Iteration 1F (8643.408098 sec): 3 clusters Score: Raw -5679945.403802 + Penalty 2084.621514 = -5677860.782288 nChanged 2140 SP:Iteration 2Q (8643.524159 sec): 3 clusters Score: Raw -5680631.672207 + Penalty 2084.621514 = -5678547.050693 nChanged 2437 SP:Iteration 3Q (8643.638720 sec): 3 clusters Score: Raw -5681501.248582 + Penalty 2084.621514 = -5679416.627068 nChanged 2596 SP:Iteration 4Q (8643.761758 sec): 3 clusters Score: Raw -5682505.456316 + Penalty 2084.621514 = -5680420.834802 nChanged 2797 SP:Iteration 5Q (8643.878953 sec): 3 clusters Score: Raw -5683658.406068 + Penalty 2084.621514 = -5681573.784554 nChanged 2901 SP:Iteration 6Q (8643.994473 sec): 3 clusters Score: Raw -5684900.313232 + Penalty 2084.621514 = -5682815.691718 nChanged 2873 SP:Iteration 7Q (8644.114107 sec): 3 clusters Score: Raw -5686250.131461 + Penalty 2084.621514 = -5684165.509947 nChanged 2826 SP:Iteration 8Q (8644.226458 sec): 3 clusters Score: Raw -5687729.422089 + Penalty 2084.621514 = -5685644.800575 nChanged 2815 SP:Iteration 9Q (8644.322432 sec): 3 clusters Score: Raw -5689406.579063 + Penalty 2084.621514 = -5687321.957549 nChanged 2819 SP:Iteration 10Q (8644.428452 sec): 3 clusters Score: Raw -5691301.840759 + Penalty 2084.621514 = -5689217.219246 nChanged 2652 SP:Iteration 11Q (8644.549857 sec): 3 clusters Score: Raw -5693029.886313 + Penalty 2084.621514 = -5690945.264799 nChanged 2231 SP:Iteration 12Q (8644.663340 sec): 3 clusters Score: Raw -5694248.390183 + Penalty 2084.621514 = -5692163.768669 nChanged 1719 SP:Iteration 13Q (8644.754946 sec): 3 clusters Score: Raw -5695064.822991 + Penalty 2084.621514 = -5692980.201477 nChanged 1452 SP:Iteration 14Q (8644.873605 sec): 3 clusters Score: Raw -5695742.631835 + Penalty 2084.621514 = -5693658.010321 nChanged 1352 SP:Iteration 15Q (8644.954486 sec): 3 clusters Score: Raw -5696395.091197 + Penalty 2084.621514 = -5694310.469683 nChanged 1233 SP:Iteration 16Q (8645.056810 sec): 3 clusters Score: Raw -5697012.429103 + Penalty 2084.621514 = -5694927.807589 nChanged 1254 SP:Iteration 17Q (8645.141282 sec): 3 clusters Score: Raw -5697662.900963 + Penalty 2084.621514 = -5695578.279449 nChanged 1232 SP:Iteration 18Q (8645.258107 sec): 3 clusters Score: Raw -5698342.605233 + Penalty 2084.621514 = -5696257.983719 nChanged 1141 SP:Iteration 19Q (8645.365743 sec): 3 clusters Score: Raw -5698975.808883 + Penalty 2084.621514 = -5696891.187369 nChanged 1071 SP:Iteration 20F (8645.482342 sec): 3 clusters Score: Raw -5699580.931772 + Penalty 2084.621514 = -5697496.310258 nChanged 955 SP:Iteration 21Q (8645.579489 sec): 3 clusters Score: Raw -5700069.591529 + Penalty 2084.621514 = -5697984.970015 nChanged 876 SP:Iteration 22Q (8645.684058 sec): 3 clusters Score: Raw -5700462.419247 + Penalty 2084.621514 = -5698377.797733 nChanged 740 SP:Iteration 23Q (8645.803757 sec): 3 clusters Score: Raw -5700749.180759 + Penalty 2084.621514 = -5698664.559245 nChanged 627 SP:Iteration 24Q (8645.906453 sec): 3 clusters Score: Raw -5700963.488748 + Penalty 2084.621514 = -5698878.867234 nChanged 556 SP:Iteration 25Q (8646.006213 sec): 3 clusters Score: Raw -5701133.256796 + Penalty 2084.621514 = -5699048.635282 nChanged 471 SP:Iteration 26Q (8646.111099 sec): 3 clusters Score: Raw -5701257.340020 + Penalty 2084.621514 = -5699172.718506 nChanged 392 SP:Iteration 27Q (8646.215335 sec): 3 clusters Score: Raw -5701346.467350 + Penalty 2084.621514 = -5699261.845836 nChanged 350 SP:Iteration 28Q (8646.324545 sec): 3 clusters Score: Raw -5701410.649203 + Penalty 2084.621514 = -5699326.027689 nChanged 284 SP:Iteration 29Q (8646.427879 sec): 3 clusters Score: Raw -5701452.412586 + Penalty 2084.621514 = -5699367.791072 nChanged 256 SP:Iteration 30Q (8646.537163 sec): 3 clusters Score: Raw -5701489.416033 + Penalty 2084.621514 = -5699404.794519 nChanged 229 SP:Iteration 31Q (8646.649698 sec): 3 clusters Score: Raw -5701518.884905 + Penalty 2084.621514 = -5699434.263391 nChanged 205 SP:Iteration 32Q (8646.761396 sec): 3 clusters Score: Raw -5701542.894747 + Penalty 2084.621514 = -5699458.273233 nChanged 205 SP:Iteration 33Q (8646.875934 sec): 3 clusters Score: Raw -5701567.850507 + Penalty 2084.621514 = -5699483.228993 nChanged 196 SP:Iteration 34Q (8646.975980 sec): 3 clusters Score: Raw -5701590.601952 + Penalty 2084.621514 = -5699505.980438 nChanged 202 SP:Iteration 35Q (8647.087158 sec): 3 clusters Score: Raw -5701613.990797 + Penalty 2084.621514 = -5699529.369283 nChanged 199 SP:Iteration 36Q (8647.191843 sec): 3 clusters Score: Raw -5701635.982858 + Penalty 2084.621514 = -5699551.361344 nChanged 181 SP:Iteration 37Q (8647.275454 sec): 3 clusters Score: Raw -5701655.126296 + Penalty 2084.621514 = -5699570.504782 nChanged 183 SP:Iteration 38Q (8647.352954 sec): 3 clusters Score: Raw -5701675.370547 + Penalty 2084.621514 = -5699590.749033 nChanged 177 SP:Iteration 39Q (8647.460092 sec): 3 clusters Score: Raw -5701694.291058 + Penalty 2084.621514 = -5699609.669544 nChanged 170 SP:Iteration 40F (8647.579369 sec): 3 clusters Score: Raw -5701713.715689 + Penalty 2084.621514 = -5699629.094175 nChanged 171 SP:Iteration 41Q (8647.673604 sec): 3 clusters Score: Raw -5701733.380971 + Penalty 2084.621514 = -5699648.759457 nChanged 157 SP:Iteration 42Q (8647.755522 sec): 3 clusters Score: Raw -5701749.986361 + Penalty 2084.621514 = -5699665.364847 nChanged 154 SP:Iteration 43Q (8647.866472 sec): 3 clusters Score: Raw -5701765.661579 + Penalty 2084.621514 = -5699681.040065 nChanged 141 SP:Iteration 44Q (8647.966783 sec): 3 clusters Score: Raw -5701779.449227 + Penalty 2084.621514 = -5699694.827713 nChanged 140 SP:Iteration 45Q (8648.070250 sec): 3 clusters Score: Raw -5701792.951511 + Penalty 2084.621514 = -5699708.329997 nChanged 135 SP:Iteration 46Q (8648.173115 sec): 3 clusters Score: Raw -5701807.164877 + Penalty 2084.621514 = -5699722.543363 nChanged 145 SP:Iteration 47Q (8648.281765 sec): 3 clusters Score: Raw -5701822.132371 + Penalty 2084.621514 = -5699737.510857 nChanged 127 SP:Iteration 48Q (8648.391030 sec): 3 clusters Score: Raw -5701834.033570 + Penalty 2084.621514 = -5699749.412056 nChanged 117 SP:Iteration 49Q (8648.495196 sec): 3 clusters Score: Raw -5701844.882917 + Penalty 2084.621514 = -5699760.261403 nChanged 118 SP:Iteration 50Q (8648.599669 sec): 3 clusters Score: Raw -5701856.098245 + Penalty 2084.621514 = -5699771.476731 nChanged 104 SP:Iteration 51Q (8648.700613 sec): 3 clusters Score: Raw -5701865.062093 + Penalty 2084.621514 = -5699780.440579 nChanged 96 SP:Iteration 52Q (8648.807831 sec): 3 clusters Score: Raw -5701872.323585 + Penalty 2084.621514 = -5699787.702071 nChanged 96 SP:Iteration 53Q (8648.889728 sec): 3 clusters Score: Raw -5701880.357260 + Penalty 2084.621514 = -5699795.735747 nChanged 101 SP:Iteration 54Q (8648.984878 sec): 3 clusters Score: Raw -5701888.465879 + Penalty 2084.621514 = -5699803.844366 nChanged 94 SP:Iteration 55Q (8649.086735 sec): 3 clusters Score: Raw -5701895.408983 + Penalty 2084.621514 = -5699810.787469 nChanged 87 SP:Iteration 56Q (8649.187946 sec): 3 clusters Score: Raw -5701902.176964 + Penalty 2084.621514 = -5699817.555450 nChanged 98 SP:Iteration 57Q (8649.289266 sec): 3 clusters Score: Raw -5701910.342076 + Penalty 2084.621514 = -5699825.720562 nChanged 85 SP:Iteration 58Q (8649.392614 sec): 3 clusters Score: Raw -5701917.365520 + Penalty 2084.621514 = -5699832.744006 nChanged 92 SP:Iteration 59Q (8649.492779 sec): 3 clusters Score: Raw -5701924.387092 + Penalty 2084.621514 = -5699839.765578 nChanged 78 SP:Iteration 60F (8649.596969 sec): 3 clusters Score: Raw -5701930.914504 + Penalty 2084.621514 = -5699846.292990 nChanged 74 SP:Iteration 61Q (8649.694038 sec): 3 clusters Score: Raw -5701936.836187 + Penalty 2084.621514 = -5699852.214673 nChanged 63 SP:Iteration 62Q (8649.802095 sec): 3 clusters Score: Raw -5701941.437680 + Penalty 2084.621514 = -5699856.816166 nChanged 65 SP:Iteration 63Q (8649.896750 sec): 3 clusters Score: Raw -5701946.392524 + Penalty 2084.621514 = -5699861.771010 nChanged 68 SP:Iteration 64Q (8649.998555 sec): 3 clusters Score: Raw -5701951.451684 + Penalty 2084.621514 = -5699866.830170 nChanged 68 SP:Iteration 65Q (8650.096735 sec): 3 clusters Score: Raw -5701957.003019 + Penalty 2084.621514 = -5699872.381505 nChanged 64 SP:Iteration 66Q (8650.183522 sec): 3 clusters Score: Raw -5701961.688066 + Penalty 2084.621514 = -5699877.066552 nChanged 61 SP:Iteration 67Q (8650.281089 sec): 3 clusters Score: Raw -5701965.785372 + Penalty 2084.621514 = -5699881.163858 nChanged 61 SP:Iteration 68Q (8650.392856 sec): 3 clusters Score: Raw -5701970.794532 + Penalty 2084.621514 = -5699886.173018 nChanged 62 SP:Iteration 69Q (8650.493985 sec): 3 clusters Score: Raw -5701975.992845 + Penalty 2084.621514 = -5699891.371331 nChanged 59 SP:Iteration 70Q (8650.600059 sec): 3 clusters Score: Raw -5701981.035106 + Penalty 2084.621514 = -5699896.413592 nChanged 65 SP:Iteration 71Q (8650.703745 sec): 3 clusters Score: Raw -5701985.669928 + Penalty 2084.621514 = -5699901.048414 nChanged 59 SP:Iteration 72Q (8650.778434 sec): 3 clusters Score: Raw -5701990.300235 + Penalty 2084.621514 = -5699905.678721 nChanged 58 SP:Iteration 73Q (8650.881792 sec): 3 clusters Score: Raw -5701994.413728 + Penalty 2084.621514 = -5699909.792214 nChanged 65 SP:Iteration 74Q (8650.996008 sec): 3 clusters Score: Raw -5701999.132794 + Penalty 2084.621514 = -5699914.511280 nChanged 52 SP:Iteration 75Q (8651.095424 sec): 3 clusters Score: Raw -5702002.856189 + Penalty 2084.621514 = -5699918.234675 nChanged 45 SP:Iteration 76Q (8651.169294 sec): 3 clusters Score: Raw -5702005.846444 + Penalty 2084.621514 = -5699921.224930 nChanged 50 SP:Iteration 77Q (8651.278625 sec): 3 clusters Score: Raw -5702009.499684 + Penalty 2084.621514 = -5699924.878170 nChanged 48 SP:Iteration 78Q (8651.385266 sec): 3 clusters Score: Raw -5702013.484806 + Penalty 2084.621514 = -5699928.863292 nChanged 57 SP:Iteration 79Q (8651.488033 sec): 3 clusters Score: Raw -5702017.275110 + Penalty 2084.621514 = -5699932.653596 nChanged 55 SP:Iteration 80F (8651.609852 sec): 3 clusters Score: Raw -5702020.488672 + Penalty 2084.621514 = -5699935.867158 nChanged 46 SP:Iteration 81Q (8651.711063 sec): 3 clusters Score: Raw -5702022.967327 + Penalty 2084.621514 = -5699938.345813 nChanged 49 SP:Iteration 82Q (8651.822495 sec): 3 clusters Score: Raw -5702025.634253 + Penalty 2084.621514 = -5699941.012739 nChanged 35 SP:Iteration 83Q (8651.928033 sec): 3 clusters Score: Raw -5702027.415673 + Penalty 2084.621514 = -5699942.794159 nChanged 36 SP:Iteration 84Q (8652.034050 sec): 3 clusters Score: Raw -5702029.007465 + Penalty 2084.621514 = -5699944.385951 nChanged 26 SP:Iteration 85Q (8652.131266 sec): 3 clusters Score: Raw -5702030.411274 + Penalty 2084.621514 = -5699945.789760 nChanged 31 SP:Iteration 86Q (8652.240062 sec): 3 clusters Score: Raw -5702031.925305 + Penalty 2084.621514 = -5699947.303791 nChanged 23 SP:Iteration 87Q (8652.341332 sec): 3 clusters Score: Raw -5702033.381726 + Penalty 2084.621514 = -5699948.760212 nChanged 22 SP:Iteration 88Q (8652.451998 sec): 3 clusters Score: Raw -5702034.482640 + Penalty 2084.621514 = -5699949.861126 nChanged 18 SP:Iteration 89Q (8652.557984 sec): 3 clusters Score: Raw -5702035.323138 + Penalty 2084.621514 = -5699950.701624 nChanged 17 SP:Iteration 90Q (8652.662655 sec): 3 clusters Score: Raw -5702035.907296 + Penalty 2084.621514 = -5699951.285782 nChanged 12 SP:Iteration 91Q (8652.761122 sec): 3 clusters Score: Raw -5702036.370953 + Penalty 2084.621514 = -5699951.749440 nChanged 10 SP:Iteration 92Q (8652.864757 sec): 3 clusters Score: Raw -5702036.744772 + Penalty 2084.621514 = -5699952.123258 nChanged 8 SP:Iteration 93Q (8652.961142 sec): 3 clusters Score: Raw -5702037.041403 + Penalty 2084.621514 = -5699952.419889 nChanged 7 SP:Iteration 94Q (8653.071362 sec): 3 clusters Score: Raw -5702037.326790 + Penalty 2084.621514 = -5699952.705276 nChanged 12 SP:Iteration 95Q (8653.187934 sec): 3 clusters Score: Raw -5702037.793401 + Penalty 2084.621514 = -5699953.171887 nChanged 9 SP:Iteration 96Q (8653.295603 sec): 3 clusters Score: Raw -5702038.069707 + Penalty 2084.621514 = -5699953.448193 nChanged 8 SP:Iteration 97Q (8653.390912 sec): 3 clusters Score: Raw -5702038.251959 + Penalty 2084.621514 = -5699953.630445 nChanged 7 SP:Iteration 98Q (8653.497642 sec): 3 clusters Score: Raw -5702038.492872 + Penalty 2084.621514 = -5699953.871358 nChanged 9 SP:Iteration 99Q (8653.598226 sec): 3 clusters Score: Raw -5702038.995810 + Penalty 2084.621514 = -5699954.374296 nChanged 12 SP:Iteration 100F (8653.708276 sec): 3 clusters Score: Raw -5702039.516637 + Penalty 2084.621514 = -5699954.895124 nChanged 7 SP:Iteration 101Q (8653.809662 sec): 3 clusters Score: Raw -5702039.766095 + Penalty 2084.621514 = -5699955.144581 nChanged 6 SP:Iteration 102Q (8653.916273 sec): 3 clusters Score: Raw -5702039.983163 + Penalty 2084.621514 = -5699955.361649 nChanged 6 SP:Iteration 103Q (8654.014855 sec): 3 clusters Score: Raw -5702040.157026 + Penalty 2084.621514 = -5699955.535512 nChanged 6 SP:Iteration 104Q (8654.120446 sec): 3 clusters Score: Raw -5702040.328678 + Penalty 2084.621514 = -5699955.707164 nChanged 8 SP:Iteration 105Q (8654.229563 sec): 3 clusters Score: Raw -5702040.541798 + Penalty 2084.621514 = -5699955.920284 nChanged 3 SP:Iteration 106Q (8654.337140 sec): 3 clusters Score: Raw -5702040.615258 + Penalty 2084.621514 = -5699955.993744 nChanged 3 SP:Iteration 107Q (8654.441918 sec): 3 clusters Score: Raw -5702040.702252 + Penalty 2084.621514 = -5699956.080738 nChanged 4 SP:Iteration 108Q (8654.554100 sec): 3 clusters Score: Raw -5702040.762488 + Penalty 2084.621514 = -5699956.140974 nChanged 1 SP:Iteration 109Q (8654.670874 sec): 3 clusters Score: Raw -5702040.813602 + Penalty 2084.621514 = -5699956.192088 nChanged 1 SP:Iteration 110Q (8654.783120 sec): 3 clusters Score: Raw -5702040.927823 + Penalty 2084.621514 = -5699956.306309 nChanged 4 SP:Iteration 111Q (8654.869762 sec): 3 clusters Score: Raw -5702041.002268 + Penalty 2084.621514 = -5699956.380754 nChanged 0 SP:Iteration 112F (8654.981131 sec): 3 clusters Score: Raw -5702041.002268 + Penalty 2084.621514 = -5699956.380754 nChanged 0 Trying to split cluster 3 (5976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8655.027554 sec): 2 clusters Score: Raw -546171.851917 + Penalty 826.073139 = -545345.778778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8655.083147 sec): 3 clusters Score: Raw -542838.655644 + Penalty 1652.146278 = -541186.509366 nChanged 2629 SP:Iteration 1F (8655.134211 sec): 3 clusters Score: Raw -544380.573669 + Penalty 1652.146278 = -542728.427391 nChanged 451 SP:Iteration 2F (8655.179504 sec): 3 clusters Score: Raw -544666.461454 + Penalty 1652.146278 = -543014.315176 nChanged 388 SP:Iteration 3F (8655.246022 sec): 3 clusters Score: Raw -544867.114898 + Penalty 1652.146278 = -543214.968620 nChanged 287 SP:Iteration 4Q (8655.302961 sec): 3 clusters Score: Raw -545000.788213 + Penalty 1652.146278 = -543348.641935 nChanged 235 SP:Iteration 5Q (8655.360578 sec): 3 clusters Score: Raw -545106.416345 + Penalty 1652.146278 = -543454.270067 nChanged 210 SP:Iteration 6Q (8655.414660 sec): 3 clusters Score: Raw -545201.690596 + Penalty 1652.146278 = -543549.544318 nChanged 191 SP:Iteration 7Q (8655.469716 sec): 3 clusters Score: Raw -545289.330767 + Penalty 1652.146278 = -543637.184489 nChanged 164 SP:Iteration 8Q (8655.513251 sec): 3 clusters Score: Raw -545363.558605 + Penalty 1652.146278 = -543711.412327 nChanged 162 SP:Iteration 9Q (8655.565948 sec): 3 clusters Score: Raw -545437.804238 + Penalty 1652.146278 = -543785.657960 nChanged 140 SP:Iteration 10Q (8655.626711 sec): 3 clusters Score: Raw -545495.246998 + Penalty 1652.146278 = -543843.100720 nChanged 141 SP:Iteration 11Q (8655.672846 sec): 3 clusters Score: Raw -545552.508102 + Penalty 1652.146278 = -543900.361824 nChanged 123 SP:Iteration 12Q (8655.723855 sec): 3 clusters Score: Raw -545595.751384 + Penalty 1652.146278 = -543943.605106 nChanged 120 SP:Iteration 13Q (8655.769016 sec): 3 clusters Score: Raw -545636.030552 + Penalty 1652.146278 = -543983.884274 nChanged 108 SP:Iteration 14Q (8655.824685 sec): 3 clusters Score: Raw -545666.100866 + Penalty 1652.146278 = -544013.954588 nChanged 86 SP:Iteration 15Q (8655.883352 sec): 3 clusters Score: Raw -545687.767683 + Penalty 1652.146278 = -544035.621405 nChanged 67 SP:Iteration 16Q (8655.930104 sec): 3 clusters Score: Raw -545706.024644 + Penalty 1652.146278 = -544053.878366 nChanged 65 SP:Iteration 17Q (8655.987167 sec): 3 clusters Score: Raw -545722.803549 + Penalty 1652.146278 = -544070.657271 nChanged 71 SP:Iteration 18Q (8656.039935 sec): 3 clusters Score: Raw -545742.821587 + Penalty 1652.146278 = -544090.675309 nChanged 64 SP:Iteration 19Q (8656.098507 sec): 3 clusters Score: Raw -545763.319807 + Penalty 1652.146278 = -544111.173529 nChanged 71 SP:Iteration 20F (8656.152971 sec): 3 clusters Score: Raw -545790.654673 + Penalty 1652.146278 = -544138.508395 nChanged 66 SP:Iteration 21Q (8656.206018 sec): 3 clusters Score: Raw -545812.105044 + Penalty 1652.146278 = -544159.958766 nChanged 57 SP:Iteration 22Q (8656.260928 sec): 3 clusters Score: Raw -545829.102315 + Penalty 1652.146278 = -544176.956037 nChanged 50 SP:Iteration 23Q (8656.307840 sec): 3 clusters Score: Raw -545843.338881 + Penalty 1652.146278 = -544191.192603 nChanged 55 SP:Iteration 24Q (8656.352473 sec): 3 clusters Score: Raw -545861.927000 + Penalty 1652.146278 = -544209.780722 nChanged 49 SP:Iteration 25Q (8656.407358 sec): 3 clusters Score: Raw -545876.441973 + Penalty 1652.146278 = -544224.295694 nChanged 56 SP:Iteration 26Q (8656.463110 sec): 3 clusters Score: Raw -545892.848044 + Penalty 1652.146278 = -544240.701766 nChanged 60 SP:Iteration 27Q (8656.519490 sec): 3 clusters Score: Raw -545909.698999 + Penalty 1652.146278 = -544257.552721 nChanged 54 SP:Iteration 28Q (8656.574215 sec): 3 clusters Score: Raw -545925.567352 + Penalty 1652.146278 = -544273.421074 nChanged 50 SP:Iteration 29Q (8656.630168 sec): 3 clusters Score: Raw -545939.101096 + Penalty 1652.146278 = -544286.954818 nChanged 49 SP:Iteration 30Q (8656.670241 sec): 3 clusters Score: Raw -545951.848380 + Penalty 1652.146278 = -544299.702102 nChanged 41 SP:Iteration 31Q (8656.731328 sec): 3 clusters Score: Raw -545962.976346 + Penalty 1652.146278 = -544310.830068 nChanged 38 SP:Iteration 32Q (8656.775084 sec): 3 clusters Score: Raw -545975.079508 + Penalty 1652.146278 = -544322.933230 nChanged 39 SP:Iteration 33Q (8656.826763 sec): 3 clusters Score: Raw -545988.642759 + Penalty 1652.146278 = -544336.496480 nChanged 48 SP:Iteration 34Q (8656.881963 sec): 3 clusters Score: Raw -546010.000325 + Penalty 1652.146278 = -544357.854047 nChanged 55 SP:Iteration 35Q (8656.921513 sec): 3 clusters Score: Raw -546033.943057 + Penalty 1652.146278 = -544381.796778 nChanged 49 SP:Iteration 36Q (8656.979787 sec): 3 clusters Score: Raw -546051.104597 + Penalty 1652.146278 = -544398.958319 nChanged 40 SP:Iteration 37Q (8657.035191 sec): 3 clusters Score: Raw -546064.121477 + Penalty 1652.146278 = -544411.975199 nChanged 36 SP:Iteration 38Q (8657.082005 sec): 3 clusters Score: Raw -546078.120321 + Penalty 1652.146278 = -544425.974042 nChanged 41 SP:Iteration 39Q (8657.138874 sec): 3 clusters Score: Raw -546096.291917 + Penalty 1652.146278 = -544444.145639 nChanged 41 SP:Iteration 40F (8657.182684 sec): 3 clusters Score: Raw -546114.456597 + Penalty 1652.146278 = -544462.310319 nChanged 37 SP:Iteration 41Q (8657.246157 sec): 3 clusters Score: Raw -546130.693034 + Penalty 1652.146278 = -544478.546756 nChanged 39 SP:Iteration 42Q (8657.296039 sec): 3 clusters Score: Raw -546145.889114 + Penalty 1652.146278 = -544493.742836 nChanged 24 SP:Iteration 43Q (8657.355403 sec): 3 clusters Score: Raw -546154.677454 + Penalty 1652.146278 = -544502.531176 nChanged 25 SP:Iteration 44Q (8657.406874 sec): 3 clusters Score: Raw -546163.784990 + Penalty 1652.146278 = -544511.638712 nChanged 23 SP:Iteration 45Q (8657.459118 sec): 3 clusters Score: Raw -546171.877737 + Penalty 1652.146278 = -544519.731459 nChanged 15 SP:Iteration 46Q (8657.517286 sec): 3 clusters Score: Raw -546176.109050 + Penalty 1652.146278 = -544523.962772 nChanged 15 SP:Iteration 47Q (8657.570939 sec): 3 clusters Score: Raw -546182.463605 + Penalty 1652.146278 = -544530.317327 nChanged 12 SP:Iteration 48Q (8657.625447 sec): 3 clusters Score: Raw -546186.754220 + Penalty 1652.146278 = -544534.607942 nChanged 10 SP:Iteration 49Q (8657.668643 sec): 3 clusters Score: Raw -546190.844118 + Penalty 1652.146278 = -544538.697840 nChanged 11 SP:Iteration 50Q (8657.728826 sec): 3 clusters Score: Raw -546195.814123 + Penalty 1652.146278 = -544543.667845 nChanged 13 SP:Iteration 51Q (8657.784146 sec): 3 clusters Score: Raw -546199.926249 + Penalty 1652.146278 = -544547.779971 nChanged 10 SP:Iteration 52Q (8657.833533 sec): 3 clusters Score: Raw -546204.158278 + Penalty 1652.146278 = -544552.012000 nChanged 17 SP:Iteration 53Q (8657.882408 sec): 3 clusters Score: Raw -546211.778676 + Penalty 1652.146278 = -544559.632398 nChanged 17 SP:Iteration 54Q (8657.935162 sec): 3 clusters Score: Raw -546218.957747 + Penalty 1652.146278 = -544566.811469 nChanged 16 SP:Iteration 55Q (8657.998990 sec): 3 clusters Score: Raw -546226.477961 + Penalty 1652.146278 = -544574.331683 nChanged 23 SP:Iteration 56Q (8658.052307 sec): 3 clusters Score: Raw -546242.062260 + Penalty 1652.146278 = -544589.915982 nChanged 23 SP:Iteration 57Q (8658.110806 sec): 3 clusters Score: Raw -546256.575283 + Penalty 1652.146278 = -544604.429005 nChanged 20 SP:Iteration 58Q (8658.159952 sec): 3 clusters Score: Raw -546271.130011 + Penalty 1652.146278 = -544618.983732 nChanged 23 SP:Iteration 59Q (8658.206149 sec): 3 clusters Score: Raw -546284.592662 + Penalty 1652.146278 = -544632.446384 nChanged 22 SP:Iteration 60F (8658.261751 sec): 3 clusters Score: Raw -546298.428529 + Penalty 1652.146278 = -544646.282251 nChanged 23 SP:Iteration 61Q (8658.328090 sec): 3 clusters Score: Raw -546309.572143 + Penalty 1652.146278 = -544657.425864 nChanged 16 SP:Iteration 62Q (8658.384690 sec): 3 clusters Score: Raw -546315.448530 + Penalty 1652.146278 = -544663.302252 nChanged 7 SP:Iteration 63Q (8658.438676 sec): 3 clusters Score: Raw -546318.672358 + Penalty 1652.146278 = -544666.526080 nChanged 4 SP:Iteration 64Q (8658.496612 sec): 3 clusters Score: Raw -546319.930918 + Penalty 1652.146278 = -544667.784640 nChanged 1 SP:Iteration 65Q (8658.554596 sec): 3 clusters Score: Raw -546320.160616 + Penalty 1652.146278 = -544668.014338 nChanged 3 SP:Iteration 66Q (8658.604240 sec): 3 clusters Score: Raw -546321.059608 + Penalty 1652.146278 = -544668.913330 nChanged 5 SP:Iteration 67Q (8658.665645 sec): 3 clusters Score: Raw -546321.866492 + Penalty 1652.146278 = -544669.720214 nChanged 2 SP:Iteration 68Q (8658.714006 sec): 3 clusters Score: Raw -546322.205820 + Penalty 1652.146278 = -544670.059541 nChanged 2 SP:Iteration 69Q (8658.782852 sec): 3 clusters Score: Raw -546322.497420 + Penalty 1652.146278 = -544670.351142 nChanged 2 SP:Iteration 70Q (8658.832842 sec): 3 clusters Score: Raw -546323.166387 + Penalty 1652.146278 = -544671.020109 nChanged 0 SP:Iteration 71F (8658.878744 sec): 3 clusters Score: Raw -546323.166387 + Penalty 1652.146278 = -544671.020109 nChanged 0 Trying to split cluster 4 (13521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8658.919001 sec): 2 clusters Score: Raw -1353779.756365 + Penalty 903.639935 = -1352876.116430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8658.980363 sec): 3 clusters Score: Raw -1345547.116618 + Penalty 1807.279869 = -1343739.836748 nChanged 6174 SP:Iteration 1F (8659.040680 sec): 3 clusters Score: Raw -1349083.253039 + Penalty 1807.279869 = -1347275.973170 nChanged 824 SP:Iteration 2F (8659.101873 sec): 3 clusters Score: Raw -1349471.548944 + Penalty 1807.279869 = -1347664.269075 nChanged 811 SP:Iteration 3F (8659.157239 sec): 3 clusters Score: Raw -1349893.606852 + Penalty 1807.279869 = -1348086.326983 nChanged 734 SP:Iteration 4F (8659.209293 sec): 3 clusters Score: Raw -1350324.852431 + Penalty 1807.279869 = -1348517.572562 nChanged 757 SP:Iteration 5F (8659.273971 sec): 3 clusters Score: Raw -1350775.087537 + Penalty 1807.279869 = -1348967.807668 nChanged 780 SP:Iteration 6F (8659.350617 sec): 3 clusters Score: Raw -1351295.231103 + Penalty 1807.279869 = -1349487.951234 nChanged 808 SP:Iteration 7F (8659.417509 sec): 3 clusters Score: Raw -1351888.622958 + Penalty 1807.279869 = -1350081.343089 nChanged 784 SP:Iteration 8F (8659.474459 sec): 3 clusters Score: Raw -1352383.286121 + Penalty 1807.279869 = -1350576.006252 nChanged 600 SP:Iteration 9Q (8659.547493 sec): 3 clusters Score: Raw -1352664.800605 + Penalty 1807.279869 = -1350857.520736 nChanged 405 SP:Iteration 10Q (8659.617448 sec): 3 clusters Score: Raw -1352800.696945 + Penalty 1807.279869 = -1350993.417076 nChanged 271 SP:Iteration 11Q (8659.689006 sec): 3 clusters Score: Raw -1352880.603437 + Penalty 1807.279869 = -1351073.323568 nChanged 184 SP:Iteration 12Q (8659.737973 sec): 3 clusters Score: Raw -1352926.251240 + Penalty 1807.279869 = -1351118.971371 nChanged 159 SP:Iteration 13Q (8659.815795 sec): 3 clusters Score: Raw -1352965.822258 + Penalty 1807.279869 = -1351158.542389 nChanged 141 SP:Iteration 14Q (8659.880533 sec): 3 clusters Score: Raw -1352997.152593 + Penalty 1807.279869 = -1351189.872724 nChanged 144 SP:Iteration 15Q (8659.946142 sec): 3 clusters Score: Raw -1353030.984826 + Penalty 1807.279869 = -1351223.704956 nChanged 142 SP:Iteration 16Q (8660.011815 sec): 3 clusters Score: Raw -1353067.182202 + Penalty 1807.279869 = -1351259.902333 nChanged 166 SP:Iteration 17Q (8660.077842 sec): 3 clusters Score: Raw -1353116.983784 + Penalty 1807.279869 = -1351309.703915 nChanged 155 SP:Iteration 18Q (8660.133022 sec): 3 clusters Score: Raw -1353157.949136 + Penalty 1807.279869 = -1351350.669266 nChanged 143 SP:Iteration 19Q (8660.198804 sec): 3 clusters Score: Raw -1353192.350894 + Penalty 1807.279869 = -1351385.071025 nChanged 146 SP:Iteration 20F (8660.275727 sec): 3 clusters Score: Raw -1353226.086529 + Penalty 1807.279869 = -1351418.806660 nChanged 140 SP:Iteration 21Q (8660.339094 sec): 3 clusters Score: Raw -1353257.427897 + Penalty 1807.279869 = -1351450.148027 nChanged 130 SP:Iteration 22Q (8660.400609 sec): 3 clusters Score: Raw -1353289.580706 + Penalty 1807.279869 = -1351482.300837 nChanged 155 SP:Iteration 23Q (8660.449048 sec): 3 clusters Score: Raw -1353324.971034 + Penalty 1807.279869 = -1351517.691164 nChanged 140 SP:Iteration 24Q (8660.511152 sec): 3 clusters Score: Raw -1353355.702821 + Penalty 1807.279869 = -1351548.422951 nChanged 142 SP:Iteration 25Q (8660.569567 sec): 3 clusters Score: Raw -1353386.399330 + Penalty 1807.279869 = -1351579.119461 nChanged 140 SP:Iteration 26Q (8660.632654 sec): 3 clusters Score: Raw -1353417.169068 + Penalty 1807.279869 = -1351609.889199 nChanged 131 SP:Iteration 27Q (8660.694476 sec): 3 clusters Score: Raw -1353445.489449 + Penalty 1807.279869 = -1351638.209579 nChanged 115 SP:Iteration 28Q (8660.749012 sec): 3 clusters Score: Raw -1353467.397642 + Penalty 1807.279869 = -1351660.117773 nChanged 108 SP:Iteration 29Q (8660.810873 sec): 3 clusters Score: Raw -1353491.327105 + Penalty 1807.279869 = -1351684.047236 nChanged 116 SP:Iteration 30Q (8660.866792 sec): 3 clusters Score: Raw -1353515.081144 + Penalty 1807.279869 = -1351707.801275 nChanged 106 SP:Iteration 31Q (8660.934901 sec): 3 clusters Score: Raw -1353532.993128 + Penalty 1807.279869 = -1351725.713259 nChanged 99 SP:Iteration 32Q (8660.986423 sec): 3 clusters Score: Raw -1353550.425480 + Penalty 1807.279869 = -1351743.145611 nChanged 95 SP:Iteration 33Q (8661.042470 sec): 3 clusters Score: Raw -1353567.949761 + Penalty 1807.279869 = -1351760.669891 nChanged 99 SP:Iteration 34Q (8661.101753 sec): 3 clusters Score: Raw -1353588.412657 + Penalty 1807.279869 = -1351781.132788 nChanged 108 SP:Iteration 35Q (8661.169973 sec): 3 clusters Score: Raw -1353613.422867 + Penalty 1807.279869 = -1351806.142998 nChanged 98 SP:Iteration 36Q (8661.223276 sec): 3 clusters Score: Raw -1353637.743971 + Penalty 1807.279869 = -1351830.464102 nChanged 105 SP:Iteration 37Q (8661.276774 sec): 3 clusters Score: Raw -1353664.787024 + Penalty 1807.279869 = -1351857.507155 nChanged 114 SP:Iteration 38Q (8661.338187 sec): 3 clusters Score: Raw -1353690.902254 + Penalty 1807.279869 = -1351883.622385 nChanged 109 SP:Iteration 39Q (8661.388452 sec): 3 clusters Score: Raw -1353715.481190 + Penalty 1807.279869 = -1351908.201320 nChanged 104 SP:Iteration 40F (8661.458981 sec): 3 clusters Score: Raw -1353741.769507 + Penalty 1807.279869 = -1351934.489638 nChanged 104 SP:Iteration 41Q (8661.505296 sec): 3 clusters Score: Raw -1353773.293717 + Penalty 1807.279869 = -1351966.013848 nChanged 133 SP:Iteration 42Q (8661.573081 sec): 3 clusters Score: Raw -1353814.989503 + Penalty 1807.279869 = -1352007.709634 nChanged 127 SP:Iteration 43Q (8661.627395 sec): 3 clusters Score: Raw -1353848.336154 + Penalty 1807.279869 = -1352041.056285 nChanged 96 SP:Iteration 44Q (8661.685300 sec): 3 clusters Score: Raw -1353871.508548 + Penalty 1807.279869 = -1352064.228679 nChanged 82 SP:Iteration 45Q (8661.740855 sec): 3 clusters Score: Raw -1353892.421474 + Penalty 1807.279869 = -1352085.141605 nChanged 82 SP:Iteration 46Q (8661.807727 sec): 3 clusters Score: Raw -1353912.794197 + Penalty 1807.279869 = -1352105.514327 nChanged 74 SP:Iteration 47Q (8661.856071 sec): 3 clusters Score: Raw -1353930.335644 + Penalty 1807.279869 = -1352123.055775 nChanged 78 SP:Iteration 48Q (8661.918184 sec): 3 clusters Score: Raw -1353948.886498 + Penalty 1807.279869 = -1352141.606629 nChanged 83 SP:Iteration 49Q (8661.978226 sec): 3 clusters Score: Raw -1353970.575031 + Penalty 1807.279869 = -1352163.295161 nChanged 85 SP:Iteration 50Q (8662.048965 sec): 3 clusters Score: Raw -1353994.245504 + Penalty 1807.279869 = -1352186.965635 nChanged 84 SP:Iteration 51Q (8662.109115 sec): 3 clusters Score: Raw -1354018.184630 + Penalty 1807.279869 = -1352210.904761 nChanged 86 SP:Iteration 52Q (8662.160511 sec): 3 clusters Score: Raw -1354040.808450 + Penalty 1807.279869 = -1352233.528581 nChanged 84 SP:Iteration 53Q (8662.213944 sec): 3 clusters Score: Raw -1354060.476456 + Penalty 1807.279869 = -1352253.196587 nChanged 68 SP:Iteration 54Q (8662.274618 sec): 3 clusters Score: Raw -1354074.047504 + Penalty 1807.279869 = -1352266.767635 nChanged 50 SP:Iteration 55Q (8662.331316 sec): 3 clusters Score: Raw -1354083.798905 + Penalty 1807.279869 = -1352276.519036 nChanged 44 SP:Iteration 56Q (8662.382642 sec): 3 clusters Score: Raw -1354092.960839 + Penalty 1807.279869 = -1352285.680970 nChanged 39 SP:Iteration 57Q (8662.438912 sec): 3 clusters Score: Raw -1354100.349666 + Penalty 1807.279869 = -1352293.069797 nChanged 29 SP:Iteration 58Q (8662.488651 sec): 3 clusters Score: Raw -1354104.886283 + Penalty 1807.279869 = -1352297.606414 nChanged 28 SP:Iteration 59Q (8662.555702 sec): 3 clusters Score: Raw -1354109.134685 + Penalty 1807.279869 = -1352301.854816 nChanged 16 SP:Iteration 60F (8662.609370 sec): 3 clusters Score: Raw -1354111.334040 + Penalty 1807.279869 = -1352304.054171 nChanged 13 SP:Iteration 61Q (8662.662583 sec): 3 clusters Score: Raw -1354112.809348 + Penalty 1807.279869 = -1352305.529478 nChanged 12 SP:Iteration 62Q (8662.723197 sec): 3 clusters Score: Raw -1354114.408204 + Penalty 1807.279869 = -1352307.128335 nChanged 12 SP:Iteration 63Q (8662.787467 sec): 3 clusters Score: Raw -1354115.996653 + Penalty 1807.279869 = -1352308.716783 nChanged 7 SP:Iteration 64Q (8662.843752 sec): 3 clusters Score: Raw -1354116.520172 + Penalty 1807.279869 = -1352309.240302 nChanged 3 SP:Iteration 65Q (8662.895897 sec): 3 clusters Score: Raw -1354116.745025 + Penalty 1807.279869 = -1352309.465156 nChanged 2 SP:Iteration 66Q (8662.941532 sec): 3 clusters Score: Raw -1354116.872586 + Penalty 1807.279869 = -1352309.592717 nChanged 4 SP:Iteration 67Q (8662.999758 sec): 3 clusters Score: Raw -1354117.258727 + Penalty 1807.279869 = -1352309.978858 nChanged 2 SP:Iteration 68Q (8663.046563 sec): 3 clusters Score: Raw -1354117.415548 + Penalty 1807.279869 = -1352310.135679 nChanged 2 SP:Iteration 69Q (8663.109136 sec): 3 clusters Score: Raw -1354117.702481 + Penalty 1807.279869 = -1352310.422612 nChanged 2 SP:Iteration 70Q (8663.162302 sec): 3 clusters Score: Raw -1354117.946420 + Penalty 1807.279869 = -1352310.666551 nChanged 2 SP:Iteration 71Q (8663.222701 sec): 3 clusters Score: Raw -1354118.107747 + Penalty 1807.279869 = -1352310.827878 nChanged 3 SP:Iteration 72Q (8663.280318 sec): 3 clusters Score: Raw -1354118.345987 + Penalty 1807.279869 = -1352311.066118 nChanged 2 SP:Iteration 73Q (8663.348008 sec): 3 clusters Score: Raw -1354118.518006 + Penalty 1807.279869 = -1352311.238137 nChanged 3 SP:Iteration 74Q (8663.388582 sec): 3 clusters Score: Raw -1354118.847842 + Penalty 1807.279869 = -1352311.567973 nChanged 5 SP:Iteration 75Q (8663.447994 sec): 3 clusters Score: Raw -1354119.430960 + Penalty 1807.279869 = -1352312.151091 nChanged 4 SP:Iteration 76Q (8663.510703 sec): 3 clusters Score: Raw -1354119.721713 + Penalty 1807.279869 = -1352312.441844 nChanged 3 SP:Iteration 77Q (8663.564998 sec): 3 clusters Score: Raw -1354119.905134 + Penalty 1807.279869 = -1352312.625265 nChanged 3 SP:Iteration 78Q (8663.614771 sec): 3 clusters Score: Raw -1354120.016288 + Penalty 1807.279869 = -1352312.736419 nChanged 0 SP:Iteration 79F (8663.673792 sec): 3 clusters Score: Raw -1354120.016288 + Penalty 1807.279869 = -1352312.736419 nChanged 0 Trying to split cluster 5 (1206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8663.704350 sec): 2 clusters Score: Raw -103970.633668 + Penalty 674.031116 = -103296.602552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8663.737800 sec): 3 clusters Score: Raw -103469.060563 + Penalty 1348.062232 = -102120.998331 nChanged 428 SP:Iteration 1F (8663.791024 sec): 3 clusters Score: Raw -103758.191689 + Penalty 1348.062232 = -102410.129458 nChanged 108 SP:Iteration 2F (8663.821604 sec): 3 clusters Score: Raw -103856.053469 + Penalty 1348.062232 = -102507.991237 nChanged 55 SP:Iteration 3Q (8663.862325 sec): 3 clusters Score: Raw -103895.989814 + Penalty 1348.062232 = -102547.927582 nChanged 51 SP:Iteration 4Q (8663.909089 sec): 3 clusters Score: Raw -103944.370108 + Penalty 1348.062232 = -102596.307876 nChanged 41 SP:Iteration 5Q (8663.958554 sec): 3 clusters Score: Raw -103991.748278 + Penalty 1348.062232 = -102643.686047 nChanged 45 SP:Iteration 6Q (8664.000326 sec): 3 clusters Score: Raw -104029.718771 + Penalty 1348.062232 = -102681.656539 nChanged 30 SP:Iteration 7Q (8664.044348 sec): 3 clusters Score: Raw -104057.354632 + Penalty 1348.062232 = -102709.292400 nChanged 31 SP:Iteration 8Q (8664.078908 sec): 3 clusters Score: Raw -104089.764252 + Penalty 1348.062232 = -102741.702020 nChanged 29 SP:Iteration 9Q (8664.115061 sec): 3 clusters Score: Raw -104115.615865 + Penalty 1348.062232 = -102767.553634 nChanged 21 SP:Iteration 10Q (8664.153805 sec): 3 clusters Score: Raw -104127.392041 + Penalty 1348.062232 = -102779.329809 nChanged 16 SP:Iteration 11Q (8664.205906 sec): 3 clusters Score: Raw -104137.434663 + Penalty 1348.062232 = -102789.372432 nChanged 15 SP:Iteration 12Q (8664.250668 sec): 3 clusters Score: Raw -104150.690135 + Penalty 1348.062232 = -102802.627903 nChanged 21 SP:Iteration 13Q (8664.286774 sec): 3 clusters Score: Raw -104167.826332 + Penalty 1348.062232 = -102819.764100 nChanged 18 SP:Iteration 14Q (8664.326364 sec): 3 clusters Score: Raw -104185.404181 + Penalty 1348.062232 = -102837.341949 nChanged 19 SP:Iteration 15Q (8664.366372 sec): 3 clusters Score: Raw -104210.660044 + Penalty 1348.062232 = -102862.597813 nChanged 26 SP:Iteration 16Q (8664.415736 sec): 3 clusters Score: Raw -104243.330982 + Penalty 1348.062232 = -102895.268750 nChanged 27 SP:Iteration 17Q (8664.450710 sec): 3 clusters Score: Raw -104263.824942 + Penalty 1348.062232 = -102915.762710 nChanged 16 SP:Iteration 18Q (8664.493678 sec): 3 clusters Score: Raw -104275.955037 + Penalty 1348.062232 = -102927.892806 nChanged 10 SP:Iteration 19Q (8664.534431 sec): 3 clusters Score: Raw -104281.212228 + Penalty 1348.062232 = -102933.149996 nChanged 9 SP:Iteration 20F (8664.579984 sec): 3 clusters Score: Raw -104285.453278 + Penalty 1348.062232 = -102937.391046 nChanged 10 SP:Iteration 21Q (8664.620535 sec): 3 clusters Score: Raw -104294.772015 + Penalty 1348.062232 = -102946.709783 nChanged 9 SP:Iteration 22Q (8664.664322 sec): 3 clusters Score: Raw -104303.269947 + Penalty 1348.062232 = -102955.207715 nChanged 5 SP:Iteration 23Q (8664.696742 sec): 3 clusters Score: Raw -104305.405027 + Penalty 1348.062232 = -102957.342795 nChanged 1 SP:Iteration 24Q (8664.738199 sec): 3 clusters Score: Raw -104305.782198 + Penalty 1348.062232 = -102957.719966 nChanged 2 SP:Iteration 25Q (8664.780856 sec): 3 clusters Score: Raw -104306.339936 + Penalty 1348.062232 = -102958.277704 nChanged 1 SP:Iteration 26Q (8664.827558 sec): 3 clusters Score: Raw -104306.503078 + Penalty 1348.062232 = -102958.440847 nChanged 2 SP:Iteration 27Q (8664.875712 sec): 3 clusters Score: Raw -104307.194010 + Penalty 1348.062232 = -102959.131778 nChanged 3 SP:Iteration 28Q (8664.907390 sec): 3 clusters Score: Raw -104309.112076 + Penalty 1348.062232 = -102961.049845 nChanged 4 SP:Iteration 29Q (8664.949093 sec): 3 clusters Score: Raw -104312.029510 + Penalty 1348.062232 = -102963.967278 nChanged 5 SP:Iteration 30Q (8664.995636 sec): 3 clusters Score: Raw -104314.634167 + Penalty 1348.062232 = -102966.571935 nChanged 1 SP:Iteration 31Q (8665.037974 sec): 3 clusters Score: Raw -104314.948043 + Penalty 1348.062232 = -102966.885811 nChanged 0 SP:Iteration 32F (8665.088817 sec): 3 clusters Score: Raw -104314.948043 + Penalty 1348.062232 = -102966.885811 nChanged 0 Trying to split cluster 6 (7092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8665.103233 sec): 2 clusters Score: Raw -678208.598659 + Penalty 842.338653 = -677366.260006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8665.150557 sec): 3 clusters Score: Raw -674126.878193 + Penalty 1684.677307 = -672442.200886 nChanged 3081 SP:Iteration 1F (8665.202463 sec): 3 clusters Score: Raw -676056.519669 + Penalty 1684.677307 = -674371.842362 nChanged 517 SP:Iteration 2F (8665.247950 sec): 3 clusters Score: Raw -676369.270324 + Penalty 1684.677307 = -674684.593017 nChanged 445 SP:Iteration 3F (8665.296354 sec): 3 clusters Score: Raw -676623.872583 + Penalty 1684.677307 = -674939.195276 nChanged 392 SP:Iteration 4F (8665.351137 sec): 3 clusters Score: Raw -676892.188499 + Penalty 1684.677307 = -675207.511193 nChanged 376 SP:Iteration 5F (8665.393974 sec): 3 clusters Score: Raw -677144.088839 + Penalty 1684.677307 = -675459.411532 nChanged 322 SP:Iteration 6Q (8665.445866 sec): 3 clusters Score: Raw -677364.504262 + Penalty 1684.677307 = -675679.826955 nChanged 280 SP:Iteration 7Q (8665.498801 sec): 3 clusters Score: Raw -677563.663893 + Penalty 1684.677307 = -675878.986586 nChanged 220 SP:Iteration 8Q (8665.550434 sec): 3 clusters Score: Raw -677732.252630 + Penalty 1684.677307 = -676047.575323 nChanged 184 SP:Iteration 9Q (8665.589571 sec): 3 clusters Score: Raw -677845.403627 + Penalty 1684.677307 = -676160.726320 nChanged 151 SP:Iteration 10Q (8665.641491 sec): 3 clusters Score: Raw -677932.019795 + Penalty 1684.677307 = -676247.342488 nChanged 118 SP:Iteration 11Q (8665.688878 sec): 3 clusters Score: Raw -677996.136233 + Penalty 1684.677307 = -676311.458926 nChanged 92 SP:Iteration 12Q (8665.739491 sec): 3 clusters Score: Raw -678038.343335 + Penalty 1684.677307 = -676353.666028 nChanged 61 SP:Iteration 13Q (8665.788925 sec): 3 clusters Score: Raw -678069.543684 + Penalty 1684.677307 = -676384.866377 nChanged 67 SP:Iteration 14Q (8665.843756 sec): 3 clusters Score: Raw -678101.631260 + Penalty 1684.677307 = -676416.953954 nChanged 50 SP:Iteration 15Q (8665.883247 sec): 3 clusters Score: Raw -678126.883463 + Penalty 1684.677307 = -676442.206156 nChanged 43 SP:Iteration 16Q (8665.928452 sec): 3 clusters Score: Raw -678142.963785 + Penalty 1684.677307 = -676458.286478 nChanged 26 SP:Iteration 17Q (8665.981063 sec): 3 clusters Score: Raw -678152.242309 + Penalty 1684.677307 = -676467.565002 nChanged 26 SP:Iteration 18Q (8666.035024 sec): 3 clusters Score: Raw -678161.160086 + Penalty 1684.677307 = -676476.482780 nChanged 30 SP:Iteration 19Q (8666.077261 sec): 3 clusters Score: Raw -678171.497718 + Penalty 1684.677307 = -676486.820411 nChanged 21 SP:Iteration 20F (8666.128367 sec): 3 clusters Score: Raw -678177.559488 + Penalty 1684.677307 = -676492.882181 nChanged 15 SP:Iteration 21Q (8666.176905 sec): 3 clusters Score: Raw -678181.570921 + Penalty 1684.677307 = -676496.893615 nChanged 15 SP:Iteration 22Q (8666.220226 sec): 3 clusters Score: Raw -678185.210255 + Penalty 1684.677307 = -676500.532948 nChanged 10 SP:Iteration 23Q (8666.266522 sec): 3 clusters Score: Raw -678187.440584 + Penalty 1684.677307 = -676502.763278 nChanged 9 SP:Iteration 24Q (8666.312372 sec): 3 clusters Score: Raw -678189.654763 + Penalty 1684.677307 = -676504.977456 nChanged 11 SP:Iteration 25Q (8666.357231 sec): 3 clusters Score: Raw -678192.956906 + Penalty 1684.677307 = -676508.279599 nChanged 17 SP:Iteration 26Q (8666.408292 sec): 3 clusters Score: Raw -678199.576975 + Penalty 1684.677307 = -676514.899668 nChanged 17 SP:Iteration 27Q (8666.451418 sec): 3 clusters Score: Raw -678207.889101 + Penalty 1684.677307 = -676523.211795 nChanged 26 SP:Iteration 28Q (8666.491524 sec): 3 clusters Score: Raw -678220.159166 + Penalty 1684.677307 = -676535.481859 nChanged 21 SP:Iteration 29Q (8666.550694 sec): 3 clusters Score: Raw -678229.786556 + Penalty 1684.677307 = -676545.109249 nChanged 21 SP:Iteration 30Q (8666.590224 sec): 3 clusters Score: Raw -678239.582340 + Penalty 1684.677307 = -676554.905033 nChanged 19 SP:Iteration 31Q (8666.638444 sec): 3 clusters Score: Raw -678251.062564 + Penalty 1684.677307 = -676566.385258 nChanged 18 SP:Iteration 32Q (8666.697185 sec): 3 clusters Score: Raw -678259.758488 + Penalty 1684.677307 = -676575.081181 nChanged 22 SP:Iteration 33Q (8666.739743 sec): 3 clusters Score: Raw -678270.881935 + Penalty 1684.677307 = -676586.204628 nChanged 24 SP:Iteration 34Q (8666.794667 sec): 3 clusters Score: Raw -678281.138369 + Penalty 1684.677307 = -676596.461062 nChanged 17 SP:Iteration 35Q (8666.834947 sec): 3 clusters Score: Raw -678287.518773 + Penalty 1684.677307 = -676602.841467 nChanged 12 SP:Iteration 36Q (8666.890482 sec): 3 clusters Score: Raw -678292.733323 + Penalty 1684.677307 = -676608.056016 nChanged 8 SP:Iteration 37Q (8666.937902 sec): 3 clusters Score: Raw -678295.211739 + Penalty 1684.677307 = -676610.534432 nChanged 6 SP:Iteration 38Q (8666.989448 sec): 3 clusters Score: Raw -678297.534033 + Penalty 1684.677307 = -676612.856726 nChanged 8 SP:Iteration 39Q (8667.026715 sec): 3 clusters Score: Raw -678300.361708 + Penalty 1684.677307 = -676615.684402 nChanged 12 SP:Iteration 40F (8667.077224 sec): 3 clusters Score: Raw -678304.348088 + Penalty 1684.677307 = -676619.670781 nChanged 10 SP:Iteration 41Q (8667.133045 sec): 3 clusters Score: Raw -678308.060188 + Penalty 1684.677307 = -676623.382881 nChanged 11 SP:Iteration 42Q (8667.171199 sec): 3 clusters Score: Raw -678313.300860 + Penalty 1684.677307 = -676628.623553 nChanged 9 SP:Iteration 43Q (8667.220816 sec): 3 clusters Score: Raw -678316.394621 + Penalty 1684.677307 = -676631.717315 nChanged 8 SP:Iteration 44Q (8667.271640 sec): 3 clusters Score: Raw -678319.368777 + Penalty 1684.677307 = -676634.691470 nChanged 5 SP:Iteration 45Q (8667.329833 sec): 3 clusters Score: Raw -678320.887361 + Penalty 1684.677307 = -676636.210054 nChanged 5 SP:Iteration 46Q (8667.372670 sec): 3 clusters Score: Raw -678322.177441 + Penalty 1684.677307 = -676637.500134 nChanged 8 SP:Iteration 47Q (8667.428489 sec): 3 clusters Score: Raw -678325.761687 + Penalty 1684.677307 = -676641.084380 nChanged 7 SP:Iteration 48Q (8667.469801 sec): 3 clusters Score: Raw -678328.560501 + Penalty 1684.677307 = -676643.883195 nChanged 5 SP:Iteration 49Q (8667.523390 sec): 3 clusters Score: Raw -678330.017841 + Penalty 1684.677307 = -676645.340535 nChanged 3 SP:Iteration 50Q (8667.578691 sec): 3 clusters Score: Raw -678331.070912 + Penalty 1684.677307 = -676646.393605 nChanged 3 SP:Iteration 51Q (8667.616533 sec): 3 clusters Score: Raw -678331.868562 + Penalty 1684.677307 = -676647.191255 nChanged 3 SP:Iteration 52Q (8667.664005 sec): 3 clusters Score: Raw -678332.636846 + Penalty 1684.677307 = -676647.959539 nChanged 0 SP:Iteration 53F (8667.712487 sec): 3 clusters Score: Raw -678332.636846 + Penalty 1684.677307 = -676647.959539 nChanged 0 Trying to split cluster 7 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8667.737751 sec): 2 clusters Score: Raw -49206.201658 + Penalty 602.166437 = -48604.035220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8667.767889 sec): 3 clusters Score: Raw -49034.106890 + Penalty 1204.332875 = -47829.774015 nChanged 186 SP:Iteration 1F (8667.807646 sec): 3 clusters Score: Raw -49220.057827 + Penalty 1204.332875 = -48015.724952 nChanged 53 SP:Iteration 2F (8667.847970 sec): 3 clusters Score: Raw -49282.991208 + Penalty 1204.332875 = -48078.658334 nChanged 25 SP:Iteration 3Q (8667.908868 sec): 3 clusters Score: Raw -49306.210996 + Penalty 1204.332875 = -48101.878122 nChanged 12 SP:Iteration 4Q (8667.948995 sec): 3 clusters Score: Raw -49319.183596 + Penalty 1204.332875 = -48114.850721 nChanged 11 SP:Iteration 5Q (8667.984244 sec): 3 clusters Score: Raw -49328.214843 + Penalty 1204.332875 = -48123.881968 nChanged 8 SP:Iteration 6Q (8668.026388 sec): 3 clusters Score: Raw -49336.418398 + Penalty 1204.332875 = -48132.085524 nChanged 7 SP:Iteration 7Q (8668.069306 sec): 3 clusters Score: Raw -49344.299428 + Penalty 1204.332875 = -48139.966554 nChanged 7 SP:Iteration 8Q (8668.112632 sec): 3 clusters Score: Raw -49351.508644 + Penalty 1204.332875 = -48147.175769 nChanged 6 SP:Iteration 9Q (8668.155097 sec): 3 clusters Score: Raw -49360.072241 + Penalty 1204.332875 = -48155.739366 nChanged 3 SP:Iteration 10Q (8668.195922 sec): 3 clusters Score: Raw -49363.824865 + Penalty 1204.332875 = -48159.491990 nChanged 5 SP:Iteration 11Q (8668.247711 sec): 3 clusters Score: Raw -49371.322793 + Penalty 1204.332875 = -48166.989918 nChanged 7 SP:Iteration 12Q (8668.279421 sec): 3 clusters Score: Raw -49392.294881 + Penalty 1204.332875 = -48187.962006 nChanged 8 SP:Iteration 13Q (8668.317312 sec): 3 clusters Score: Raw -49414.124532 + Penalty 1204.332875 = -48209.791657 nChanged 9 SP:Iteration 14Q (8668.360514 sec): 3 clusters Score: Raw -49445.054980 + Penalty 1204.332875 = -48240.722105 nChanged 12 SP:Iteration 15Q (8668.403639 sec): 3 clusters Score: Raw -49472.485012 + Penalty 1204.332875 = -48268.152137 nChanged 16 SP:Iteration 16Q (8668.446395 sec): 3 clusters Score: Raw -49498.668398 + Penalty 1204.332875 = -48294.335523 nChanged 13 SP:Iteration 17Q (8668.482274 sec): 3 clusters Score: Raw -49551.358706 + Penalty 1204.332875 = -48347.025831 nChanged 18 SP:Iteration 18Q (8668.516388 sec): 3 clusters Score: Raw -49635.833958 + Penalty 1204.332875 = -48431.501083 nChanged 23 SP:Iteration 19Q (8668.556710 sec): 3 clusters Score: Raw -49696.022413 + Penalty 1204.332875 = -48491.689538 nChanged 20 SP:Iteration 20F (8668.595518 sec): 3 clusters Score: Raw -49720.239929 + Penalty 1204.332875 = -48515.907054 nChanged 10 SP:Iteration 21Q (8668.644326 sec): 3 clusters Score: Raw -49731.986988 + Penalty 1204.332875 = -48527.654113 nChanged 4 SP:Iteration 22Q (8668.689124 sec): 3 clusters Score: Raw -49739.809298 + Penalty 1204.332875 = -48535.476423 nChanged 4 SP:Iteration 23Q (8668.721705 sec): 3 clusters Score: Raw -49744.074067 + Penalty 1204.332875 = -48539.741192 nChanged 7 SP:Iteration 24Q (8668.760416 sec): 3 clusters Score: Raw -49754.620343 + Penalty 1204.332875 = -48550.287468 nChanged 4 SP:Iteration 25Q (8668.812034 sec): 3 clusters Score: Raw -49766.478211 + Penalty 1204.332875 = -48562.145336 nChanged 9 SP:Iteration 26Q (8668.851016 sec): 3 clusters Score: Raw -49785.007416 + Penalty 1204.332875 = -48580.674541 nChanged 8 SP:Iteration 27Q (8668.882296 sec): 3 clusters Score: Raw -49803.115145 + Penalty 1204.332875 = -48598.782270 nChanged 4 SP:Iteration 28Q (8668.930012 sec): 3 clusters Score: Raw -49812.237941 + Penalty 1204.332875 = -48607.905066 nChanged 6 SP:Iteration 29Q (8668.962119 sec): 3 clusters Score: Raw -49821.437674 + Penalty 1204.332875 = -48617.104799 nChanged 3 SP:Iteration 30Q (8669.005183 sec): 3 clusters Score: Raw -49824.858996 + Penalty 1204.332875 = -48620.526121 nChanged 2 SP:Iteration 31Q (8669.038259 sec): 3 clusters Score: Raw -49826.343218 + Penalty 1204.332875 = -48622.010343 nChanged 2 SP:Iteration 32Q (8669.084491 sec): 3 clusters Score: Raw -49827.822502 + Penalty 1204.332875 = -48623.489627 nChanged 1 SP:Iteration 33Q (8669.122860 sec): 3 clusters Score: Raw -49828.418683 + Penalty 1204.332875 = -48624.085808 nChanged 0 SP:Iteration 34F (8669.165971 sec): 3 clusters Score: Raw -49828.418683 + Penalty 1204.332875 = -48624.085808 nChanged 0 Score: Raw -58498611.536407 + Penalty 49431.021155 = -58449180.515251 Splitting cluster 7 changes total score from -58449825.737026 to -58449180.515251 So it's not getting split. Trying to split cluster 8 (24245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8680.625462 sec): 2 clusters Score: Raw -2406260.462733 + Penalty 959.116741 = -2405301.345992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8680.707495 sec): 3 clusters Score: Raw -2390963.501087 + Penalty 1918.233481 = -2389045.267606 nChanged 11405 SP:Iteration 1F (8680.778060 sec): 3 clusters Score: Raw -2397814.387793 + Penalty 1918.233481 = -2395896.154312 nChanged 1408 SP:Iteration 2F (8680.848356 sec): 3 clusters Score: Raw -2398635.004388 + Penalty 1918.233481 = -2396716.770907 nChanged 1596 SP:Iteration 3F (8680.926854 sec): 3 clusters Score: Raw -2399759.524867 + Penalty 1918.233481 = -2397841.291386 nChanged 1700 SP:Iteration 4F (8680.996995 sec): 3 clusters Score: Raw -2401120.268506 + Penalty 1918.233481 = -2399202.035025 nChanged 1571 SP:Iteration 5F (8681.073243 sec): 3 clusters Score: Raw -2402352.263100 + Penalty 1918.233481 = -2400434.029619 nChanged 1350 SP:Iteration 6F (8681.142689 sec): 3 clusters Score: Raw -2403295.652054 + Penalty 1918.233481 = -2401377.418573 nChanged 1080 SP:Iteration 7Q (8681.214008 sec): 3 clusters Score: Raw -2403892.644800 + Penalty 1918.233481 = -2401974.411319 nChanged 800 SP:Iteration 8Q (8681.287272 sec): 3 clusters Score: Raw -2404258.446103 + Penalty 1918.233481 = -2402340.212622 nChanged 631 SP:Iteration 9Q (8681.362705 sec): 3 clusters Score: Raw -2404506.296659 + Penalty 1918.233481 = -2402588.063178 nChanged 532 SP:Iteration 10Q (8681.443852 sec): 3 clusters Score: Raw -2404706.894907 + Penalty 1918.233481 = -2402788.661426 nChanged 450 SP:Iteration 11Q (8681.506909 sec): 3 clusters Score: Raw -2404872.512285 + Penalty 1918.233481 = -2402954.278804 nChanged 401 SP:Iteration 12Q (8681.587138 sec): 3 clusters Score: Raw -2405018.330414 + Penalty 1918.233481 = -2403100.096933 nChanged 376 SP:Iteration 13Q (8681.650229 sec): 3 clusters Score: Raw -2405150.617025 + Penalty 1918.233481 = -2403232.383543 nChanged 332 SP:Iteration 14Q (8681.726884 sec): 3 clusters Score: Raw -2405264.425331 + Penalty 1918.233481 = -2403346.191850 nChanged 286 SP:Iteration 15Q (8681.788913 sec): 3 clusters Score: Raw -2405354.415363 + Penalty 1918.233481 = -2403436.181882 nChanged 302 SP:Iteration 16Q (8681.864787 sec): 3 clusters Score: Raw -2405458.397819 + Penalty 1918.233481 = -2403540.164338 nChanged 260 SP:Iteration 17Q (8681.939032 sec): 3 clusters Score: Raw -2405541.815557 + Penalty 1918.233481 = -2403623.582076 nChanged 256 SP:Iteration 18Q (8682.018631 sec): 3 clusters Score: Raw -2405625.621722 + Penalty 1918.233481 = -2403707.388241 nChanged 247 SP:Iteration 19Q (8682.092995 sec): 3 clusters Score: Raw -2405704.076889 + Penalty 1918.233481 = -2403785.843408 nChanged 232 SP:Iteration 20F (8682.162523 sec): 3 clusters Score: Raw -2405774.843368 + Penalty 1918.233481 = -2403856.609887 nChanged 186 SP:Iteration 21Q (8682.221836 sec): 3 clusters Score: Raw -2405829.078570 + Penalty 1918.233481 = -2403910.845089 nChanged 194 SP:Iteration 22Q (8682.298128 sec): 3 clusters Score: Raw -2405886.300977 + Penalty 1918.233481 = -2403968.067496 nChanged 173 SP:Iteration 23Q (8682.366299 sec): 3 clusters Score: Raw -2405937.686243 + Penalty 1918.233481 = -2404019.452762 nChanged 158 SP:Iteration 24Q (8682.431995 sec): 3 clusters Score: Raw -2405985.467001 + Penalty 1918.233481 = -2404067.233520 nChanged 149 SP:Iteration 25Q (8682.489121 sec): 3 clusters Score: Raw -2406035.840225 + Penalty 1918.233481 = -2404117.606744 nChanged 137 SP:Iteration 26Q (8682.559918 sec): 3 clusters Score: Raw -2406081.834691 + Penalty 1918.233481 = -2404163.601210 nChanged 135 SP:Iteration 27Q (8682.633829 sec): 3 clusters Score: Raw -2406128.476396 + Penalty 1918.233481 = -2404210.242915 nChanged 127 SP:Iteration 28Q (8682.702014 sec): 3 clusters Score: Raw -2406172.428758 + Penalty 1918.233481 = -2404254.195277 nChanged 110 SP:Iteration 29Q (8682.778814 sec): 3 clusters Score: Raw -2406209.263744 + Penalty 1918.233481 = -2404291.030263 nChanged 88 SP:Iteration 30Q (8682.837352 sec): 3 clusters Score: Raw -2406237.143186 + Penalty 1918.233481 = -2404318.909705 nChanged 70 SP:Iteration 31Q (8682.908038 sec): 3 clusters Score: Raw -2406260.504768 + Penalty 1918.233481 = -2404342.271287 nChanged 62 SP:Iteration 32Q (8682.974378 sec): 3 clusters Score: Raw -2406278.984134 + Penalty 1918.233481 = -2404360.750653 nChanged 41 SP:Iteration 33Q (8683.054327 sec): 3 clusters Score: Raw -2406289.369328 + Penalty 1918.233481 = -2404371.135847 nChanged 51 SP:Iteration 34Q (8683.118011 sec): 3 clusters Score: Raw -2406305.789068 + Penalty 1918.233481 = -2404387.555587 nChanged 54 SP:Iteration 35Q (8683.183269 sec): 3 clusters Score: Raw -2406321.850139 + Penalty 1918.233481 = -2404403.616658 nChanged 39 SP:Iteration 36Q (8683.250686 sec): 3 clusters Score: Raw -2406334.857002 + Penalty 1918.233481 = -2404416.623521 nChanged 32 SP:Iteration 37Q (8683.319295 sec): 3 clusters Score: Raw -2406347.480762 + Penalty 1918.233481 = -2404429.247281 nChanged 30 SP:Iteration 38Q (8683.387206 sec): 3 clusters Score: Raw -2406357.196731 + Penalty 1918.233481 = -2404438.963250 nChanged 22 SP:Iteration 39Q (8683.463718 sec): 3 clusters Score: Raw -2406362.334731 + Penalty 1918.233481 = -2404444.101250 nChanged 21 SP:Iteration 40F (8683.527219 sec): 3 clusters Score: Raw -2406368.783405 + Penalty 1918.233481 = -2404450.549924 nChanged 21 SP:Iteration 41Q (8683.610033 sec): 3 clusters Score: Raw -2406374.334024 + Penalty 1918.233481 = -2404456.100542 nChanged 11 SP:Iteration 42Q (8683.677598 sec): 3 clusters Score: Raw -2406377.135839 + Penalty 1918.233481 = -2404458.902358 nChanged 11 SP:Iteration 43Q (8683.747043 sec): 3 clusters Score: Raw -2406379.950200 + Penalty 1918.233481 = -2404461.716719 nChanged 14 SP:Iteration 44Q (8683.811991 sec): 3 clusters Score: Raw -2406383.353222 + Penalty 1918.233481 = -2404465.119740 nChanged 6 SP:Iteration 45Q (8683.874892 sec): 3 clusters Score: Raw -2406385.111522 + Penalty 1918.233481 = -2404466.878041 nChanged 5 SP:Iteration 46Q (8683.951922 sec): 3 clusters Score: Raw -2406387.086549 + Penalty 1918.233481 = -2404468.853068 nChanged 7 SP:Iteration 47Q (8684.016411 sec): 3 clusters Score: Raw -2406390.042140 + Penalty 1918.233481 = -2404471.808659 nChanged 11 SP:Iteration 48Q (8684.085646 sec): 3 clusters Score: Raw -2406393.379040 + Penalty 1918.233481 = -2404475.145559 nChanged 12 SP:Iteration 49Q (8684.162402 sec): 3 clusters Score: Raw -2406397.127933 + Penalty 1918.233481 = -2404478.894452 nChanged 15 SP:Iteration 50Q (8684.225635 sec): 3 clusters Score: Raw -2406401.785795 + Penalty 1918.233481 = -2404483.552314 nChanged 11 SP:Iteration 51Q (8684.285732 sec): 3 clusters Score: Raw -2406404.799600 + Penalty 1918.233481 = -2404486.566119 nChanged 7 SP:Iteration 52Q (8684.350171 sec): 3 clusters Score: Raw -2406406.822086 + Penalty 1918.233481 = -2404488.588605 nChanged 10 SP:Iteration 53Q (8684.421230 sec): 3 clusters Score: Raw -2406409.684254 + Penalty 1918.233481 = -2404491.450773 nChanged 9 SP:Iteration 54Q (8684.484317 sec): 3 clusters Score: Raw -2406412.404581 + Penalty 1918.233481 = -2404494.171100 nChanged 11 SP:Iteration 55Q (8684.550856 sec): 3 clusters Score: Raw -2406416.285302 + Penalty 1918.233481 = -2404498.051821 nChanged 17 SP:Iteration 56Q (8684.622893 sec): 3 clusters Score: Raw -2406423.483518 + Penalty 1918.233481 = -2404505.250037 nChanged 15 SP:Iteration 57Q (8684.684662 sec): 3 clusters Score: Raw -2406427.257139 + Penalty 1918.233481 = -2404509.023658 nChanged 7 SP:Iteration 58Q (8684.756249 sec): 3 clusters Score: Raw -2406429.426417 + Penalty 1918.233481 = -2404511.192936 nChanged 10 SP:Iteration 59Q (8684.828960 sec): 3 clusters Score: Raw -2406432.383879 + Penalty 1918.233481 = -2404514.150398 nChanged 12 SP:Iteration 60F (8684.892608 sec): 3 clusters Score: Raw -2406436.017556 + Penalty 1918.233481 = -2404517.784075 nChanged 13 SP:Iteration 61Q (8684.959308 sec): 3 clusters Score: Raw -2406440.697261 + Penalty 1918.233481 = -2404522.463780 nChanged 13 SP:Iteration 62Q (8685.030179 sec): 3 clusters Score: Raw -2406445.484876 + Penalty 1918.233481 = -2404527.251395 nChanged 9 SP:Iteration 63Q (8685.094517 sec): 3 clusters Score: Raw -2406447.838393 + Penalty 1918.233481 = -2404529.604912 nChanged 9 SP:Iteration 64Q (8685.157025 sec): 3 clusters Score: Raw -2406450.242113 + Penalty 1918.233481 = -2404532.008632 nChanged 7 SP:Iteration 65Q (8685.232631 sec): 3 clusters Score: Raw -2406452.177271 + Penalty 1918.233481 = -2404533.943790 nChanged 4 SP:Iteration 66Q (8685.297803 sec): 3 clusters Score: Raw -2406453.044625 + Penalty 1918.233481 = -2404534.811144 nChanged 4 SP:Iteration 67Q (8685.367314 sec): 3 clusters Score: Raw -2406453.982404 + Penalty 1918.233481 = -2404535.748923 nChanged 6 SP:Iteration 68Q (8685.427132 sec): 3 clusters Score: Raw -2406455.537920 + Penalty 1918.233481 = -2404537.304439 nChanged 4 SP:Iteration 69Q (8685.509542 sec): 3 clusters Score: Raw -2406456.272850 + Penalty 1918.233481 = -2404538.039369 nChanged 1 SP:Iteration 70Q (8685.579556 sec): 3 clusters Score: Raw -2406456.496005 + Penalty 1918.233481 = -2404538.262524 nChanged 1 SP:Iteration 71Q (8685.640925 sec): 3 clusters Score: Raw -2406456.575644 + Penalty 1918.233481 = -2404538.342163 nChanged 1 SP:Iteration 72Q (8685.714153 sec): 3 clusters Score: Raw -2406457.079138 + Penalty 1918.233481 = -2404538.845657 nChanged 1 SP:Iteration 73Q (8685.779165 sec): 3 clusters Score: Raw -2406457.203135 + Penalty 1918.233481 = -2404538.969654 nChanged 2 SP:Iteration 74Q (8685.839469 sec): 3 clusters Score: Raw -2406457.433622 + Penalty 1918.233481 = -2404539.200141 nChanged 1 SP:Iteration 75Q (8685.914842 sec): 3 clusters Score: Raw -2406457.635026 + Penalty 1918.233481 = -2404539.401545 nChanged 0 SP:Iteration 76F (8685.978554 sec): 3 clusters Score: Raw -2406457.635026 + Penalty 1918.233481 = -2404539.401545 nChanged 0 Trying to split cluster 9 (4363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8686.009648 sec): 2 clusters Score: Raw -431534.285942 + Penalty 796.186941 = -430738.099000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8686.059774 sec): 3 clusters Score: Raw -429073.934005 + Penalty 1592.373883 = -427481.560122 nChanged 1888 SP:Iteration 1F (8686.105358 sec): 3 clusters Score: Raw -430147.655783 + Penalty 1592.373883 = -428555.281900 nChanged 310 SP:Iteration 2F (8686.147396 sec): 3 clusters Score: Raw -430303.106231 + Penalty 1592.373883 = -428710.732348 nChanged 258 SP:Iteration 3F (8686.202924 sec): 3 clusters Score: Raw -430423.461090 + Penalty 1592.373883 = -428831.087207 nChanged 233 SP:Iteration 4F (8686.240894 sec): 3 clusters Score: Raw -430532.376808 + Penalty 1592.373883 = -428940.002925 nChanged 189 SP:Iteration 5Q (8686.290143 sec): 3 clusters Score: Raw -430616.565065 + Penalty 1592.373883 = -429024.191182 nChanged 166 SP:Iteration 6Q (8686.347024 sec): 3 clusters Score: Raw -430690.573827 + Penalty 1592.373883 = -429098.199944 nChanged 152 SP:Iteration 7Q (8686.389293 sec): 3 clusters Score: Raw -430769.509435 + Penalty 1592.373883 = -429177.135552 nChanged 157 SP:Iteration 8Q (8686.437078 sec): 3 clusters Score: Raw -430850.326687 + Penalty 1592.373883 = -429257.952804 nChanged 144 SP:Iteration 9Q (8686.482180 sec): 3 clusters Score: Raw -430933.427890 + Penalty 1592.373883 = -429341.054007 nChanged 137 SP:Iteration 10Q (8686.539693 sec): 3 clusters Score: Raw -431026.596973 + Penalty 1592.373883 = -429434.223090 nChanged 137 SP:Iteration 11Q (8686.581759 sec): 3 clusters Score: Raw -431132.827622 + Penalty 1592.373883 = -429540.453739 nChanged 130 SP:Iteration 12Q (8686.633427 sec): 3 clusters Score: Raw -431238.428239 + Penalty 1592.373883 = -429646.054356 nChanged 100 SP:Iteration 13Q (8686.681399 sec): 3 clusters Score: Raw -431302.563213 + Penalty 1592.373883 = -429710.189330 nChanged 81 SP:Iteration 14Q (8686.715344 sec): 3 clusters Score: Raw -431345.840186 + Penalty 1592.373883 = -429753.466303 nChanged 74 SP:Iteration 15Q (8686.771177 sec): 3 clusters Score: Raw -431377.575522 + Penalty 1592.373883 = -429785.201639 nChanged 51 SP:Iteration 16Q (8686.810156 sec): 3 clusters Score: Raw -431399.129917 + Penalty 1592.373883 = -429806.756034 nChanged 49 SP:Iteration 17Q (8686.856030 sec): 3 clusters Score: Raw -431424.391519 + Penalty 1592.373883 = -429832.017636 nChanged 40 SP:Iteration 18Q (8686.904060 sec): 3 clusters Score: Raw -431447.313665 + Penalty 1592.373883 = -429854.939783 nChanged 41 SP:Iteration 19Q (8686.952494 sec): 3 clusters Score: Raw -431468.068057 + Penalty 1592.373883 = -429875.694174 nChanged 32 SP:Iteration 20F (8686.999935 sec): 3 clusters Score: Raw -431480.585304 + Penalty 1592.373883 = -429888.211421 nChanged 26 SP:Iteration 21Q (8687.042833 sec): 3 clusters Score: Raw -431488.752603 + Penalty 1592.373883 = -429896.378720 nChanged 18 SP:Iteration 22Q (8687.083833 sec): 3 clusters Score: Raw -431493.443720 + Penalty 1592.373883 = -429901.069837 nChanged 11 SP:Iteration 23Q (8687.129447 sec): 3 clusters Score: Raw -431495.956119 + Penalty 1592.373883 = -429903.582236 nChanged 13 SP:Iteration 24Q (8687.173412 sec): 3 clusters Score: Raw -431501.932029 + Penalty 1592.373883 = -429909.558146 nChanged 21 SP:Iteration 25Q (8687.216056 sec): 3 clusters Score: Raw -431508.644400 + Penalty 1592.373883 = -429916.270517 nChanged 14 SP:Iteration 26Q (8687.261864 sec): 3 clusters Score: Raw -431512.297670 + Penalty 1592.373883 = -429919.923787 nChanged 14 SP:Iteration 27Q (8687.309252 sec): 3 clusters Score: Raw -431517.795752 + Penalty 1592.373883 = -429925.421869 nChanged 24 SP:Iteration 28Q (8687.356259 sec): 3 clusters Score: Raw -431530.040447 + Penalty 1592.373883 = -429937.666564 nChanged 26 SP:Iteration 29Q (8687.402582 sec): 3 clusters Score: Raw -431539.859847 + Penalty 1592.373883 = -429947.485964 nChanged 23 SP:Iteration 30Q (8687.449652 sec): 3 clusters Score: Raw -431548.945159 + Penalty 1592.373883 = -429956.571276 nChanged 27 SP:Iteration 31Q (8687.487995 sec): 3 clusters Score: Raw -431562.183744 + Penalty 1592.373883 = -429969.809862 nChanged 27 SP:Iteration 32Q (8687.541643 sec): 3 clusters Score: Raw -431574.911322 + Penalty 1592.373883 = -429982.537439 nChanged 21 SP:Iteration 33Q (8687.581275 sec): 3 clusters Score: Raw -431584.344919 + Penalty 1592.373883 = -429991.971036 nChanged 20 SP:Iteration 34Q (8687.624296 sec): 3 clusters Score: Raw -431594.096320 + Penalty 1592.373883 = -430001.722437 nChanged 12 SP:Iteration 35Q (8687.670920 sec): 3 clusters Score: Raw -431599.004589 + Penalty 1592.373883 = -430006.630706 nChanged 13 SP:Iteration 36Q (8687.718743 sec): 3 clusters Score: Raw -431602.678080 + Penalty 1592.373883 = -430010.304197 nChanged 4 SP:Iteration 37Q (8687.754016 sec): 3 clusters Score: Raw -431604.930233 + Penalty 1592.373883 = -430012.556351 nChanged 9 SP:Iteration 38Q (8687.801591 sec): 3 clusters Score: Raw -431608.686843 + Penalty 1592.373883 = -430016.312960 nChanged 7 SP:Iteration 39Q (8687.853163 sec): 3 clusters Score: Raw -431610.265227 + Penalty 1592.373883 = -430017.891345 nChanged 5 SP:Iteration 40F (8687.903336 sec): 3 clusters Score: Raw -431612.402437 + Penalty 1592.373883 = -430020.028554 nChanged 6 SP:Iteration 41Q (8687.953339 sec): 3 clusters Score: Raw -431614.278295 + Penalty 1592.373883 = -430021.904412 nChanged 2 SP:Iteration 42Q (8687.995998 sec): 3 clusters Score: Raw -431614.965313 + Penalty 1592.373883 = -430022.591430 nChanged 2 SP:Iteration 43Q (8688.039083 sec): 3 clusters Score: Raw -431615.622826 + Penalty 1592.373883 = -430023.248943 nChanged 3 SP:Iteration 44Q (8688.082112 sec): 3 clusters Score: Raw -431616.325750 + Penalty 1592.373883 = -430023.951867 nChanged 3 SP:Iteration 45Q (8688.130576 sec): 3 clusters Score: Raw -431617.116898 + Penalty 1592.373883 = -430024.743015 nChanged 3 SP:Iteration 46Q (8688.181925 sec): 3 clusters Score: Raw -431618.313316 + Penalty 1592.373883 = -430025.939434 nChanged 5 SP:Iteration 47Q (8688.228891 sec): 3 clusters Score: Raw -431619.084720 + Penalty 1592.373883 = -430026.710838 nChanged 2 SP:Iteration 48Q (8688.274304 sec): 3 clusters Score: Raw -431619.364980 + Penalty 1592.373883 = -430026.991097 nChanged 1 SP:Iteration 49Q (8688.320508 sec): 3 clusters Score: Raw -431619.595431 + Penalty 1592.373883 = -430027.221549 nChanged 1 SP:Iteration 50Q (8688.362285 sec): 3 clusters Score: Raw -431619.869845 + Penalty 1592.373883 = -430027.495962 nChanged 1 SP:Iteration 51Q (8688.412499 sec): 3 clusters Score: Raw -431619.918772 + Penalty 1592.373883 = -430027.544889 nChanged 0 SP:Iteration 52F (8688.462377 sec): 3 clusters Score: Raw -431619.918772 + Penalty 1592.373883 = -430027.544889 nChanged 0 Trying to split cluster 10 (4225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8688.491075 sec): 2 clusters Score: Raw -417259.712965 + Penalty 793.133581 = -416466.579384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8688.540703 sec): 3 clusters Score: Raw -414988.202396 + Penalty 1586.267163 = -413401.935233 nChanged 1745 SP:Iteration 1F (8688.584928 sec): 3 clusters Score: Raw -415950.551206 + Penalty 1586.267163 = -414364.284044 nChanged 279 SP:Iteration 2F (8688.636699 sec): 3 clusters Score: Raw -416091.728187 + Penalty 1586.267163 = -414505.461025 nChanged 229 SP:Iteration 3F (8688.682690 sec): 3 clusters Score: Raw -416200.319192 + Penalty 1586.267163 = -414614.052029 nChanged 177 SP:Iteration 4Q (8688.727539 sec): 3 clusters Score: Raw -416285.779857 + Penalty 1586.267163 = -414699.512695 nChanged 159 SP:Iteration 5Q (8688.774595 sec): 3 clusters Score: Raw -416363.187750 + Penalty 1586.267163 = -414776.920588 nChanged 155 SP:Iteration 6Q (8688.824975 sec): 3 clusters Score: Raw -416438.659185 + Penalty 1586.267163 = -414852.392022 nChanged 156 SP:Iteration 7Q (8688.873136 sec): 3 clusters Score: Raw -416523.415578 + Penalty 1586.267163 = -414937.148416 nChanged 145 SP:Iteration 8Q (8688.928752 sec): 3 clusters Score: Raw -416602.307349 + Penalty 1586.267163 = -415016.040187 nChanged 119 SP:Iteration 9Q (8688.975054 sec): 3 clusters Score: Raw -416667.384864 + Penalty 1586.267163 = -415081.117702 nChanged 109 SP:Iteration 10Q (8689.025287 sec): 3 clusters Score: Raw -416724.512304 + Penalty 1586.267163 = -415138.245141 nChanged 112 SP:Iteration 11Q (8689.064204 sec): 3 clusters Score: Raw -416797.532583 + Penalty 1586.267163 = -415211.265420 nChanged 121 SP:Iteration 12Q (8689.118548 sec): 3 clusters Score: Raw -416854.840764 + Penalty 1586.267163 = -415268.573601 nChanged 80 SP:Iteration 13Q (8689.164104 sec): 3 clusters Score: Raw -416889.084501 + Penalty 1586.267163 = -415302.817338 nChanged 77 SP:Iteration 14Q (8689.204037 sec): 3 clusters Score: Raw -416922.697760 + Penalty 1586.267163 = -415336.430597 nChanged 68 SP:Iteration 15Q (8689.249118 sec): 3 clusters Score: Raw -416948.463562 + Penalty 1586.267163 = -415362.196399 nChanged 53 SP:Iteration 16Q (8689.295377 sec): 3 clusters Score: Raw -416971.162509 + Penalty 1586.267163 = -415384.895346 nChanged 47 SP:Iteration 17Q (8689.339828 sec): 3 clusters Score: Raw -416986.911265 + Penalty 1586.267163 = -415400.644102 nChanged 46 SP:Iteration 18Q (8689.385001 sec): 3 clusters Score: Raw -417007.126962 + Penalty 1586.267163 = -415420.859799 nChanged 54 SP:Iteration 19Q (8689.430027 sec): 3 clusters Score: Raw -417028.500867 + Penalty 1586.267163 = -415442.233704 nChanged 41 SP:Iteration 20F (8689.476189 sec): 3 clusters Score: Raw -417041.620492 + Penalty 1586.267163 = -415455.353330 nChanged 32 SP:Iteration 21Q (8689.519634 sec): 3 clusters Score: Raw -417050.714511 + Penalty 1586.267163 = -415464.447348 nChanged 27 SP:Iteration 22Q (8689.566114 sec): 3 clusters Score: Raw -417057.801312 + Penalty 1586.267163 = -415471.534150 nChanged 32 SP:Iteration 23Q (8689.620140 sec): 3 clusters Score: Raw -417064.222556 + Penalty 1586.267163 = -415477.955393 nChanged 22 SP:Iteration 24Q (8689.659912 sec): 3 clusters Score: Raw -417068.632396 + Penalty 1586.267163 = -415482.365233 nChanged 24 SP:Iteration 25Q (8689.705676 sec): 3 clusters Score: Raw -417073.380043 + Penalty 1586.267163 = -415487.112881 nChanged 19 SP:Iteration 26Q (8689.753744 sec): 3 clusters Score: Raw -417077.083484 + Penalty 1586.267163 = -415490.816322 nChanged 22 SP:Iteration 27Q (8689.793717 sec): 3 clusters Score: Raw -417081.165490 + Penalty 1586.267163 = -415494.898327 nChanged 24 SP:Iteration 28Q (8689.851906 sec): 3 clusters Score: Raw -417086.139879 + Penalty 1586.267163 = -415499.872717 nChanged 22 SP:Iteration 29Q (8689.898801 sec): 3 clusters Score: Raw -417090.577061 + Penalty 1586.267163 = -415504.309899 nChanged 15 SP:Iteration 30Q (8689.950524 sec): 3 clusters Score: Raw -417092.962284 + Penalty 1586.267163 = -415506.695121 nChanged 14 SP:Iteration 31Q (8689.985920 sec): 3 clusters Score: Raw -417095.058132 + Penalty 1586.267163 = -415508.790970 nChanged 12 SP:Iteration 32Q (8690.042031 sec): 3 clusters Score: Raw -417096.607675 + Penalty 1586.267163 = -415510.340513 nChanged 11 SP:Iteration 33Q (8690.080871 sec): 3 clusters Score: Raw -417098.211039 + Penalty 1586.267163 = -415511.943877 nChanged 9 SP:Iteration 34Q (8690.118313 sec): 3 clusters Score: Raw -417099.283737 + Penalty 1586.267163 = -415513.016575 nChanged 13 SP:Iteration 35Q (8690.173029 sec): 3 clusters Score: Raw -417101.510061 + Penalty 1586.267163 = -415515.242898 nChanged 9 SP:Iteration 36Q (8690.222765 sec): 3 clusters Score: Raw -417102.645881 + Penalty 1586.267163 = -415516.378719 nChanged 7 SP:Iteration 37Q (8690.268636 sec): 3 clusters Score: Raw -417103.660257 + Penalty 1586.267163 = -415517.393094 nChanged 8 SP:Iteration 38Q (8690.313475 sec): 3 clusters Score: Raw -417105.106084 + Penalty 1586.267163 = -415518.838922 nChanged 7 SP:Iteration 39Q (8690.371336 sec): 3 clusters Score: Raw -417106.564777 + Penalty 1586.267163 = -415520.297615 nChanged 8 SP:Iteration 40F (8690.412710 sec): 3 clusters Score: Raw -417107.924930 + Penalty 1586.267163 = -415521.657768 nChanged 8 SP:Iteration 41Q (8690.460185 sec): 3 clusters Score: Raw -417109.137004 + Penalty 1586.267163 = -415522.869842 nChanged 4 SP:Iteration 42Q (8690.495185 sec): 3 clusters Score: Raw -417109.576431 + Penalty 1586.267163 = -415523.309269 nChanged 3 SP:Iteration 43Q (8690.538512 sec): 3 clusters Score: Raw -417110.252240 + Penalty 1586.267163 = -415523.985078 nChanged 4 SP:Iteration 44Q (8690.591914 sec): 3 clusters Score: Raw -417110.925979 + Penalty 1586.267163 = -415524.658816 nChanged 7 SP:Iteration 45Q (8690.634392 sec): 3 clusters Score: Raw -417111.663505 + Penalty 1586.267163 = -415525.396342 nChanged 1 SP:Iteration 46Q (8690.690847 sec): 3 clusters Score: Raw -417111.787549 + Penalty 1586.267163 = -415525.520386 nChanged 1 SP:Iteration 47Q (8690.736684 sec): 3 clusters Score: Raw -417111.853976 + Penalty 1586.267163 = -415525.586813 nChanged 0 SP:Iteration 48F (8690.771209 sec): 3 clusters Score: Raw -417111.853976 + Penalty 1586.267163 = -415525.586813 nChanged 0 Trying to split cluster 11 (16065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8690.812070 sec): 2 clusters Score: Raw -1486469.986181 + Penalty 920.017836 = -1485549.968345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8690.883682 sec): 3 clusters Score: Raw -1476695.656717 + Penalty 1840.035672 = -1474855.621046 nChanged 7300 SP:Iteration 1F (8690.946750 sec): 3 clusters Score: Raw -1481149.385153 + Penalty 1840.035672 = -1479309.349482 nChanged 1072 SP:Iteration 2F (8691.020222 sec): 3 clusters Score: Raw -1481728.591888 + Penalty 1840.035672 = -1479888.556217 nChanged 1037 SP:Iteration 3F (8691.070291 sec): 3 clusters Score: Raw -1482383.273250 + Penalty 1840.035672 = -1480543.237578 nChanged 1075 SP:Iteration 4F (8691.141713 sec): 3 clusters Score: Raw -1483197.963077 + Penalty 1840.035672 = -1481357.927405 nChanged 1048 SP:Iteration 5F (8691.205084 sec): 3 clusters Score: Raw -1484041.252104 + Penalty 1840.035672 = -1482201.216432 nChanged 924 SP:Iteration 6F (8691.257877 sec): 3 clusters Score: Raw -1484761.698519 + Penalty 1840.035672 = -1482921.662848 nChanged 696 SP:Iteration 7Q (8691.328792 sec): 3 clusters Score: Raw -1485205.505652 + Penalty 1840.035672 = -1483365.469981 nChanged 530 SP:Iteration 8Q (8691.386707 sec): 3 clusters Score: Raw -1485452.454164 + Penalty 1840.035672 = -1483612.418493 nChanged 388 SP:Iteration 9Q (8691.445193 sec): 3 clusters Score: Raw -1485609.446134 + Penalty 1840.035672 = -1483769.410462 nChanged 325 SP:Iteration 10Q (8691.506632 sec): 3 clusters Score: Raw -1485749.399669 + Penalty 1840.035672 = -1483909.363998 nChanged 286 SP:Iteration 11Q (8691.568974 sec): 3 clusters Score: Raw -1485856.637431 + Penalty 1840.035672 = -1484016.601760 nChanged 232 SP:Iteration 12Q (8691.637264 sec): 3 clusters Score: Raw -1485931.652697 + Penalty 1840.035672 = -1484091.617026 nChanged 215 SP:Iteration 13Q (8691.709690 sec): 3 clusters Score: Raw -1486013.678870 + Penalty 1840.035672 = -1484173.643198 nChanged 218 SP:Iteration 14Q (8691.756833 sec): 3 clusters Score: Raw -1486105.015400 + Penalty 1840.035672 = -1484264.979728 nChanged 220 SP:Iteration 15Q (8691.812790 sec): 3 clusters Score: Raw -1486198.196065 + Penalty 1840.035672 = -1484358.160394 nChanged 234 SP:Iteration 16Q (8691.867670 sec): 3 clusters Score: Raw -1486299.080167 + Penalty 1840.035672 = -1484459.044496 nChanged 186 SP:Iteration 17Q (8691.929498 sec): 3 clusters Score: Raw -1486361.500484 + Penalty 1840.035672 = -1484521.464812 nChanged 191 SP:Iteration 18Q (8691.984521 sec): 3 clusters Score: Raw -1486425.249713 + Penalty 1840.035672 = -1484585.214042 nChanged 148 SP:Iteration 19Q (8692.047413 sec): 3 clusters Score: Raw -1486469.099744 + Penalty 1840.035672 = -1484629.064072 nChanged 129 SP:Iteration 20F (8692.116744 sec): 3 clusters Score: Raw -1486507.003897 + Penalty 1840.035672 = -1484666.968226 nChanged 108 SP:Iteration 21Q (8692.167937 sec): 3 clusters Score: Raw -1486533.486752 + Penalty 1840.035672 = -1484693.451080 nChanged 89 SP:Iteration 22Q (8692.226122 sec): 3 clusters Score: Raw -1486552.158473 + Penalty 1840.035672 = -1484712.122801 nChanged 86 SP:Iteration 23Q (8692.287520 sec): 3 clusters Score: Raw -1486574.301535 + Penalty 1840.035672 = -1484734.265864 nChanged 90 SP:Iteration 24Q (8692.342880 sec): 3 clusters Score: Raw -1486595.360225 + Penalty 1840.035672 = -1484755.324553 nChanged 80 SP:Iteration 25Q (8692.413218 sec): 3 clusters Score: Raw -1486612.021930 + Penalty 1840.035672 = -1484771.986259 nChanged 74 SP:Iteration 26Q (8692.479170 sec): 3 clusters Score: Raw -1486629.052403 + Penalty 1840.035672 = -1484789.016732 nChanged 68 SP:Iteration 27Q (8692.533852 sec): 3 clusters Score: Raw -1486646.891353 + Penalty 1840.035672 = -1484806.855682 nChanged 80 SP:Iteration 28Q (8692.591363 sec): 3 clusters Score: Raw -1486665.144217 + Penalty 1840.035672 = -1484825.108546 nChanged 66 SP:Iteration 29Q (8692.651280 sec): 3 clusters Score: Raw -1486680.360566 + Penalty 1840.035672 = -1484840.324894 nChanged 53 SP:Iteration 30Q (8692.723382 sec): 3 clusters Score: Raw -1486690.464745 + Penalty 1840.035672 = -1484850.429073 nChanged 50 SP:Iteration 31Q (8692.778305 sec): 3 clusters Score: Raw -1486700.808799 + Penalty 1840.035672 = -1484860.773128 nChanged 49 SP:Iteration 32Q (8692.835547 sec): 3 clusters Score: Raw -1486714.223730 + Penalty 1840.035672 = -1484874.188058 nChanged 57 SP:Iteration 33Q (8692.896835 sec): 3 clusters Score: Raw -1486732.000552 + Penalty 1840.035672 = -1484891.964881 nChanged 55 SP:Iteration 34Q (8692.965202 sec): 3 clusters Score: Raw -1486755.192756 + Penalty 1840.035672 = -1484915.157084 nChanged 61 SP:Iteration 35Q (8693.020297 sec): 3 clusters Score: Raw -1486783.035722 + Penalty 1840.035672 = -1484943.000050 nChanged 65 SP:Iteration 36Q (8693.085897 sec): 3 clusters Score: Raw -1486819.213513 + Penalty 1840.035672 = -1484979.177841 nChanged 67 SP:Iteration 37Q (8693.146248 sec): 3 clusters Score: Raw -1486869.846429 + Penalty 1840.035672 = -1485029.810757 nChanged 90 SP:Iteration 38Q (8693.198430 sec): 3 clusters Score: Raw -1486936.462386 + Penalty 1840.035672 = -1485096.426715 nChanged 97 SP:Iteration 39Q (8693.270977 sec): 3 clusters Score: Raw -1487019.102380 + Penalty 1840.035672 = -1485179.066708 nChanged 127 SP:Iteration 40F (8693.322433 sec): 3 clusters Score: Raw -1487129.515499 + Penalty 1840.035672 = -1485289.479828 nChanged 139 SP:Iteration 41Q (8693.397457 sec): 3 clusters Score: Raw -1487226.347258 + Penalty 1840.035672 = -1485386.311587 nChanged 118 SP:Iteration 42Q (8693.455195 sec): 3 clusters Score: Raw -1487296.097255 + Penalty 1840.035672 = -1485456.061583 nChanged 113 SP:Iteration 43Q (8693.515770 sec): 3 clusters Score: Raw -1487348.285627 + Penalty 1840.035672 = -1485508.249955 nChanged 88 SP:Iteration 44Q (8693.566954 sec): 3 clusters Score: Raw -1487382.331460 + Penalty 1840.035672 = -1485542.295788 nChanged 73 SP:Iteration 45Q (8693.624319 sec): 3 clusters Score: Raw -1487403.030747 + Penalty 1840.035672 = -1485562.995076 nChanged 54 SP:Iteration 46Q (8693.694021 sec): 3 clusters Score: Raw -1487417.767707 + Penalty 1840.035672 = -1485577.732035 nChanged 47 SP:Iteration 47Q (8693.746359 sec): 3 clusters Score: Raw -1487430.849641 + Penalty 1840.035672 = -1485590.813969 nChanged 41 SP:Iteration 48Q (8693.803075 sec): 3 clusters Score: Raw -1487440.661712 + Penalty 1840.035672 = -1485600.626040 nChanged 40 SP:Iteration 49Q (8693.865284 sec): 3 clusters Score: Raw -1487452.717988 + Penalty 1840.035672 = -1485612.682317 nChanged 40 SP:Iteration 50Q (8693.923938 sec): 3 clusters Score: Raw -1487462.938482 + Penalty 1840.035672 = -1485622.902810 nChanged 34 SP:Iteration 51Q (8693.984906 sec): 3 clusters Score: Raw -1487473.089418 + Penalty 1840.035672 = -1485633.053747 nChanged 36 SP:Iteration 52Q (8694.042482 sec): 3 clusters Score: Raw -1487484.379862 + Penalty 1840.035672 = -1485644.344191 nChanged 41 SP:Iteration 53Q (8694.103481 sec): 3 clusters Score: Raw -1487494.342524 + Penalty 1840.035672 = -1485654.306853 nChanged 25 SP:Iteration 54Q (8694.164796 sec): 3 clusters Score: Raw -1487499.218517 + Penalty 1840.035672 = -1485659.182845 nChanged 20 SP:Iteration 55Q (8694.220351 sec): 3 clusters Score: Raw -1487503.099658 + Penalty 1840.035672 = -1485663.063986 nChanged 24 SP:Iteration 56Q (8694.277938 sec): 3 clusters Score: Raw -1487507.571669 + Penalty 1840.035672 = -1485667.535998 nChanged 21 SP:Iteration 57Q (8694.346440 sec): 3 clusters Score: Raw -1487510.712454 + Penalty 1840.035672 = -1485670.676783 nChanged 15 SP:Iteration 58Q (8694.413069 sec): 3 clusters Score: Raw -1487512.354206 + Penalty 1840.035672 = -1485672.318534 nChanged 5 SP:Iteration 59Q (8694.472394 sec): 3 clusters Score: Raw -1487512.787422 + Penalty 1840.035672 = -1485672.751750 nChanged 3 SP:Iteration 60F (8694.527927 sec): 3 clusters Score: Raw -1487513.091883 + Penalty 1840.035672 = -1485673.056211 nChanged 4 SP:Iteration 61Q (8694.590607 sec): 3 clusters Score: Raw -1487513.369998 + Penalty 1840.035672 = -1485673.334326 nChanged 2 SP:Iteration 62Q (8694.650443 sec): 3 clusters Score: Raw -1487513.551096 + Penalty 1840.035672 = -1485673.515424 nChanged 3 SP:Iteration 63Q (8694.716252 sec): 3 clusters Score: Raw -1487513.677918 + Penalty 1840.035672 = -1485673.642247 nChanged 3 SP:Iteration 64Q (8694.769057 sec): 3 clusters Score: Raw -1487513.941778 + Penalty 1840.035672 = -1485673.906107 nChanged 2 SP:Iteration 65Q (8694.839085 sec): 3 clusters Score: Raw -1487514.006280 + Penalty 1840.035672 = -1485673.970609 nChanged 0 SP:Iteration 66F (8694.903691 sec): 3 clusters Score: Raw -1487514.006280 + Penalty 1840.035672 = -1485673.970609 nChanged 0 Score: Raw -58499033.339481 + Penalty 49431.021155 = -58449602.318326 Splitting cluster 11 changes total score from -58449825.737026 to -58449602.318326 So it's not getting split. Trying to split cluster 12 (74272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8706.555722 sec): 2 clusters Score: Raw -7065819.017669 + Penalty 1065.471484 = -7064753.546185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8706.694517 sec): 3 clusters Score: Raw -7017249.971461 + Penalty 2130.942969 = -7015119.028492 nChanged 35642 SP:Iteration 1F (8706.826513 sec): 3 clusters Score: Raw -7039391.286170 + Penalty 2130.942969 = -7037260.343201 nChanged 3862 SP:Iteration 2F (8706.958408 sec): 3 clusters Score: Raw -7041191.936048 + Penalty 2130.942969 = -7039060.993079 nChanged 4291 SP:Iteration 3F (8707.098642 sec): 3 clusters Score: Raw -7043472.957479 + Penalty 2130.942969 = -7041342.014510 nChanged 4602 SP:Iteration 4F (8707.229626 sec): 3 clusters Score: Raw -7046237.843707 + Penalty 2130.942969 = -7044106.900738 nChanged 4744 SP:Iteration 5F (8707.359938 sec): 3 clusters Score: Raw -7049240.069852 + Penalty 2130.942969 = -7047109.126884 nChanged 4524 SP:Iteration 6F (8707.493268 sec): 3 clusters Score: Raw -7052201.214395 + Penalty 2130.942969 = -7050070.271426 nChanged 4002 SP:Iteration 7F (8707.629698 sec): 3 clusters Score: Raw -7054651.528688 + Penalty 2130.942969 = -7052520.585719 nChanged 3067 SP:Iteration 8Q (8707.764867 sec): 3 clusters Score: Raw -7056089.830067 + Penalty 2130.942969 = -7053958.887098 nChanged 2158 SP:Iteration 9Q (8707.903970 sec): 3 clusters Score: Raw -7056815.012025 + Penalty 2130.942969 = -7054684.069056 nChanged 1476 SP:Iteration 10Q (8708.037856 sec): 3 clusters Score: Raw -7057213.148294 + Penalty 2130.942969 = -7055082.205325 nChanged 1118 SP:Iteration 11Q (8708.173186 sec): 3 clusters Score: Raw -7057503.312907 + Penalty 2130.942969 = -7055372.369939 nChanged 990 SP:Iteration 12Q (8708.312229 sec): 3 clusters Score: Raw -7057761.401040 + Penalty 2130.942969 = -7055630.458071 nChanged 908 SP:Iteration 13Q (8708.450477 sec): 3 clusters Score: Raw -7057997.311734 + Penalty 2130.942969 = -7055866.368765 nChanged 927 SP:Iteration 14Q (8708.588738 sec): 3 clusters Score: Raw -7058219.451275 + Penalty 2130.942969 = -7056088.508306 nChanged 854 SP:Iteration 15Q (8708.719635 sec): 3 clusters Score: Raw -7058417.023742 + Penalty 2130.942969 = -7056286.080773 nChanged 806 SP:Iteration 16Q (8708.860041 sec): 3 clusters Score: Raw -7058603.371294 + Penalty 2130.942969 = -7056472.428325 nChanged 825 SP:Iteration 17Q (8708.986377 sec): 3 clusters Score: Raw -7058802.319446 + Penalty 2130.942969 = -7056671.376478 nChanged 825 SP:Iteration 18Q (8709.127876 sec): 3 clusters Score: Raw -7059002.181311 + Penalty 2130.942969 = -7056871.238342 nChanged 809 SP:Iteration 19Q (8709.262672 sec): 3 clusters Score: Raw -7059197.261217 + Penalty 2130.942969 = -7057066.318249 nChanged 804 SP:Iteration 20F (8709.391954 sec): 3 clusters Score: Raw -7059392.682282 + Penalty 2130.942969 = -7057261.739313 nChanged 826 SP:Iteration 21Q (8709.532129 sec): 3 clusters Score: Raw -7059603.502655 + Penalty 2130.942969 = -7057472.559686 nChanged 829 SP:Iteration 22Q (8709.659586 sec): 3 clusters Score: Raw -7059821.635441 + Penalty 2130.942969 = -7057690.692472 nChanged 849 SP:Iteration 23Q (8709.797743 sec): 3 clusters Score: Raw -7060044.476862 + Penalty 2130.942969 = -7057913.533893 nChanged 805 SP:Iteration 24Q (8709.926690 sec): 3 clusters Score: Raw -7060256.734533 + Penalty 2130.942969 = -7058125.791564 nChanged 788 SP:Iteration 25Q (8710.068052 sec): 3 clusters Score: Raw -7060473.819767 + Penalty 2130.942969 = -7058342.876799 nChanged 823 SP:Iteration 26Q (8710.205371 sec): 3 clusters Score: Raw -7060705.481798 + Penalty 2130.942969 = -7058574.538829 nChanged 815 SP:Iteration 27Q (8710.336298 sec): 3 clusters Score: Raw -7060944.793739 + Penalty 2130.942969 = -7058813.850770 nChanged 848 SP:Iteration 28Q (8710.453932 sec): 3 clusters Score: Raw -7061196.978927 + Penalty 2130.942969 = -7059066.035959 nChanged 853 SP:Iteration 29Q (8710.581516 sec): 3 clusters Score: Raw -7061455.554184 + Penalty 2130.942969 = -7059324.611215 nChanged 861 SP:Iteration 30Q (8710.715660 sec): 3 clusters Score: Raw -7061706.249965 + Penalty 2130.942969 = -7059575.306996 nChanged 772 SP:Iteration 31Q (8710.847495 sec): 3 clusters Score: Raw -7061924.163373 + Penalty 2130.942969 = -7059793.220405 nChanged 776 SP:Iteration 32Q (8710.982622 sec): 3 clusters Score: Raw -7062140.098118 + Penalty 2130.942969 = -7060009.155149 nChanged 736 SP:Iteration 33Q (8711.119030 sec): 3 clusters Score: Raw -7062339.397873 + Penalty 2130.942969 = -7060208.454904 nChanged 686 SP:Iteration 34Q (8711.239467 sec): 3 clusters Score: Raw -7062521.769019 + Penalty 2130.942969 = -7060390.826050 nChanged 685 SP:Iteration 35Q (8711.366909 sec): 3 clusters Score: Raw -7062713.657539 + Penalty 2130.942969 = -7060582.714571 nChanged 668 SP:Iteration 36Q (8711.490474 sec): 3 clusters Score: Raw -7062910.163374 + Penalty 2130.942969 = -7060779.220406 nChanged 688 SP:Iteration 37Q (8711.628543 sec): 3 clusters Score: Raw -7063122.959680 + Penalty 2130.942969 = -7060992.016712 nChanged 633 SP:Iteration 38Q (8711.760550 sec): 3 clusters Score: Raw -7063306.179223 + Penalty 2130.942969 = -7061175.236254 nChanged 569 SP:Iteration 39Q (8711.885759 sec): 3 clusters Score: Raw -7063463.781718 + Penalty 2130.942969 = -7061332.838749 nChanged 544 SP:Iteration 40F (8712.023638 sec): 3 clusters Score: Raw -7063615.983327 + Penalty 2130.942969 = -7061485.040358 nChanged 507 SP:Iteration 41Q (8712.117654 sec): 3 clusters Score: Raw -7063757.812754 + Penalty 2130.942969 = -7061626.869785 nChanged 481 SP:Iteration 42Q (8712.244763 sec): 3 clusters Score: Raw -7063901.276617 + Penalty 2130.942969 = -7061770.333648 nChanged 458 SP:Iteration 43Q (8712.367347 sec): 3 clusters Score: Raw -7064034.251536 + Penalty 2130.942969 = -7061903.308567 nChanged 447 SP:Iteration 44Q (8712.488506 sec): 3 clusters Score: Raw -7064164.668670 + Penalty 2130.942969 = -7062033.725701 nChanged 453 SP:Iteration 45Q (8712.615128 sec): 3 clusters Score: Raw -7064310.548713 + Penalty 2130.942969 = -7062179.605744 nChanged 455 SP:Iteration 46Q (8712.739666 sec): 3 clusters Score: Raw -7064459.212058 + Penalty 2130.942969 = -7062328.269089 nChanged 397 SP:Iteration 47Q (8712.864060 sec): 3 clusters Score: Raw -7064590.833933 + Penalty 2130.942969 = -7062459.890964 nChanged 398 SP:Iteration 48Q (8712.991726 sec): 3 clusters Score: Raw -7064720.564704 + Penalty 2130.942969 = -7062589.621735 nChanged 387 SP:Iteration 49Q (8713.110615 sec): 3 clusters Score: Raw -7064844.602122 + Penalty 2130.942969 = -7062713.659153 nChanged 363 SP:Iteration 50Q (8713.235398 sec): 3 clusters Score: Raw -7064960.782066 + Penalty 2130.942969 = -7062829.839097 nChanged 342 SP:Iteration 51Q (8713.362730 sec): 3 clusters Score: Raw -7065069.776664 + Penalty 2130.942969 = -7062938.833696 nChanged 304 SP:Iteration 52Q (8713.482274 sec): 3 clusters Score: Raw -7065160.736851 + Penalty 2130.942969 = -7063029.793883 nChanged 273 SP:Iteration 53Q (8713.612915 sec): 3 clusters Score: Raw -7065238.257882 + Penalty 2130.942969 = -7063107.314913 nChanged 263 SP:Iteration 54Q (8713.731556 sec): 3 clusters Score: Raw -7065317.185737 + Penalty 2130.942969 = -7063186.242768 nChanged 246 SP:Iteration 55Q (8713.831249 sec): 3 clusters Score: Raw -7065404.940329 + Penalty 2130.942969 = -7063273.997360 nChanged 243 SP:Iteration 56Q (8713.918686 sec): 3 clusters Score: Raw -7065488.605195 + Penalty 2130.942969 = -7063357.662226 nChanged 232 SP:Iteration 57Q (8714.001188 sec): 3 clusters Score: Raw -7065564.594507 + Penalty 2130.942969 = -7063433.651539 nChanged 210 SP:Iteration 58Q (8714.083569 sec): 3 clusters Score: Raw -7065635.101376 + Penalty 2130.942969 = -7063504.158408 nChanged 194 SP:Iteration 59Q (8714.164808 sec): 3 clusters Score: Raw -7065695.454466 + Penalty 2130.942969 = -7063564.511497 nChanged 148 SP:Iteration 60F (8714.263360 sec): 3 clusters Score: Raw -7065738.813741 + Penalty 2130.942969 = -7063607.870772 nChanged 135 SP:Iteration 61Q (8714.347260 sec): 3 clusters Score: Raw -7065777.554694 + Penalty 2130.942969 = -7063646.611725 nChanged 124 SP:Iteration 62Q (8714.428911 sec): 3 clusters Score: Raw -7065817.677539 + Penalty 2130.942969 = -7063686.734570 nChanged 110 SP:Iteration 63Q (8714.509771 sec): 3 clusters Score: Raw -7065856.594620 + Penalty 2130.942969 = -7063725.651651 nChanged 110 SP:Iteration 64Q (8714.593983 sec): 3 clusters Score: Raw -7065894.039501 + Penalty 2130.942969 = -7063763.096532 nChanged 106 SP:Iteration 65Q (8714.676058 sec): 3 clusters Score: Raw -7065930.505631 + Penalty 2130.942969 = -7063799.562662 nChanged 105 SP:Iteration 66Q (8714.757172 sec): 3 clusters Score: Raw -7065966.493502 + Penalty 2130.942969 = -7063835.550533 nChanged 79 SP:Iteration 67Q (8714.838379 sec): 3 clusters Score: Raw -7065989.946180 + Penalty 2130.942969 = -7063859.003211 nChanged 65 SP:Iteration 68Q (8714.919399 sec): 3 clusters Score: Raw -7066013.299877 + Penalty 2130.942969 = -7063882.356908 nChanged 59 SP:Iteration 69Q (8715.000416 sec): 3 clusters Score: Raw -7066036.817262 + Penalty 2130.942969 = -7063905.874293 nChanged 48 SP:Iteration 70Q (8715.081536 sec): 3 clusters Score: Raw -7066052.174197 + Penalty 2130.942969 = -7063921.231229 nChanged 43 SP:Iteration 71Q (8715.167593 sec): 3 clusters Score: Raw -7066063.709628 + Penalty 2130.942969 = -7063932.766660 nChanged 34 SP:Iteration 72Q (8715.250587 sec): 3 clusters Score: Raw -7066073.153124 + Penalty 2130.942969 = -7063942.210155 nChanged 34 SP:Iteration 73Q (8715.331705 sec): 3 clusters Score: Raw -7066080.749078 + Penalty 2130.942969 = -7063949.806109 nChanged 27 SP:Iteration 74Q (8715.417412 sec): 3 clusters Score: Raw -7066087.445064 + Penalty 2130.942969 = -7063956.502095 nChanged 21 SP:Iteration 75Q (8715.525834 sec): 3 clusters Score: Raw -7066093.238135 + Penalty 2130.942969 = -7063962.295166 nChanged 21 SP:Iteration 76Q (8715.643246 sec): 3 clusters Score: Raw -7066098.401769 + Penalty 2130.942969 = -7063967.458800 nChanged 19 SP:Iteration 77Q (8715.770140 sec): 3 clusters Score: Raw -7066102.881731 + Penalty 2130.942969 = -7063971.938762 nChanged 19 SP:Iteration 78Q (8715.888101 sec): 3 clusters Score: Raw -7066107.199243 + Penalty 2130.942969 = -7063976.256274 nChanged 11 SP:Iteration 79Q (8716.002697 sec): 3 clusters Score: Raw -7066109.242537 + Penalty 2130.942969 = -7063978.299569 nChanged 13 SP:Iteration 80F (8716.134362 sec): 3 clusters Score: Raw -7066112.585949 + Penalty 2130.942969 = -7063981.642980 nChanged 16 SP:Iteration 81Q (8716.255148 sec): 3 clusters Score: Raw -7066117.963095 + Penalty 2130.942969 = -7063987.020126 nChanged 17 SP:Iteration 82Q (8716.371183 sec): 3 clusters Score: Raw -7066122.632140 + Penalty 2130.942969 = -7063991.689171 nChanged 12 SP:Iteration 83Q (8716.490255 sec): 3 clusters Score: Raw -7066126.445029 + Penalty 2130.942969 = -7063995.502061 nChanged 15 SP:Iteration 84Q (8716.603626 sec): 3 clusters Score: Raw -7066131.068825 + Penalty 2130.942969 = -7064000.125856 nChanged 9 SP:Iteration 85Q (8716.731408 sec): 3 clusters Score: Raw -7066133.342567 + Penalty 2130.942969 = -7064002.399598 nChanged 8 SP:Iteration 86Q (8716.843569 sec): 3 clusters Score: Raw -7066135.249114 + Penalty 2130.942969 = -7064004.306145 nChanged 9 SP:Iteration 87Q (8716.958532 sec): 3 clusters Score: Raw -7066137.579868 + Penalty 2130.942969 = -7064006.636899 nChanged 11 SP:Iteration 88Q (8717.070569 sec): 3 clusters Score: Raw -7066141.147617 + Penalty 2130.942969 = -7064010.204649 nChanged 20 SP:Iteration 89Q (8717.190111 sec): 3 clusters Score: Raw -7066147.316970 + Penalty 2130.942969 = -7064016.374002 nChanged 26 SP:Iteration 90Q (8717.307563 sec): 3 clusters Score: Raw -7066155.009539 + Penalty 2130.942969 = -7064024.066570 nChanged 22 SP:Iteration 91Q (8717.406173 sec): 3 clusters Score: Raw -7066161.543418 + Penalty 2130.942969 = -7064030.600449 nChanged 18 SP:Iteration 92Q (8717.491696 sec): 3 clusters Score: Raw -7066165.102203 + Penalty 2130.942969 = -7064034.159234 nChanged 17 SP:Iteration 93Q (8717.612800 sec): 3 clusters Score: Raw -7066168.426415 + Penalty 2130.942969 = -7064037.483446 nChanged 14 SP:Iteration 94Q (8717.736603 sec): 3 clusters Score: Raw -7066171.534767 + Penalty 2130.942969 = -7064040.591798 nChanged 16 SP:Iteration 95Q (8717.852739 sec): 3 clusters Score: Raw -7066174.574273 + Penalty 2130.942969 = -7064043.631305 nChanged 9 SP:Iteration 96Q (8717.972238 sec): 3 clusters Score: Raw -7066176.652538 + Penalty 2130.942969 = -7064045.709570 nChanged 7 SP:Iteration 97Q (8718.089719 sec): 3 clusters Score: Raw -7066178.059447 + Penalty 2130.942969 = -7064047.116478 nChanged 9 SP:Iteration 98Q (8718.204552 sec): 3 clusters Score: Raw -7066180.817941 + Penalty 2130.942969 = -7064049.874972 nChanged 9 SP:Iteration 99Q (8718.328819 sec): 3 clusters Score: Raw -7066183.833842 + Penalty 2130.942969 = -7064052.890874 nChanged 12 SP:Iteration 100F (8718.456407 sec): 3 clusters Score: Raw -7066186.883891 + Penalty 2130.942969 = -7064055.940922 nChanged 13 SP:Iteration 101Q (8718.562556 sec): 3 clusters Score: Raw -7066190.917058 + Penalty 2130.942969 = -7064059.974089 nChanged 13 SP:Iteration 102Q (8718.670761 sec): 3 clusters Score: Raw -7066194.060911 + Penalty 2130.942969 = -7064063.117942 nChanged 8 SP:Iteration 103Q (8718.783537 sec): 3 clusters Score: Raw -7066195.318221 + Penalty 2130.942969 = -7064064.375252 nChanged 3 SP:Iteration 104Q (8718.899063 sec): 3 clusters Score: Raw -7066195.762181 + Penalty 2130.942969 = -7064064.819212 nChanged 2 SP:Iteration 105Q (8719.024669 sec): 3 clusters Score: Raw -7066196.210190 + Penalty 2130.942969 = -7064065.267221 nChanged 2 SP:Iteration 106Q (8719.148131 sec): 3 clusters Score: Raw -7066196.578087 + Penalty 2130.942969 = -7064065.635118 nChanged 3 SP:Iteration 107Q (8719.264985 sec): 3 clusters Score: Raw -7066196.985080 + Penalty 2130.942969 = -7064066.042112 nChanged 6 SP:Iteration 108Q (8719.381905 sec): 3 clusters Score: Raw -7066197.794407 + Penalty 2130.942969 = -7064066.851438 nChanged 3 SP:Iteration 109Q (8719.500084 sec): 3 clusters Score: Raw -7066198.100047 + Penalty 2130.942969 = -7064067.157079 nChanged 2 SP:Iteration 110Q (8719.616351 sec): 3 clusters Score: Raw -7066198.456518 + Penalty 2130.942969 = -7064067.513549 nChanged 3 SP:Iteration 111Q (8719.730340 sec): 3 clusters Score: Raw -7066198.773788 + Penalty 2130.942969 = -7064067.830819 nChanged 2 SP:Iteration 112Q (8719.848584 sec): 3 clusters Score: Raw -7066199.053237 + Penalty 2130.942969 = -7064068.110268 nChanged 2 SP:Iteration 113Q (8719.962950 sec): 3 clusters Score: Raw -7066199.175079 + Penalty 2130.942969 = -7064068.232110 nChanged 0 SP:Iteration 114F (8720.082000 sec): 3 clusters Score: Raw -7066199.175079 + Penalty 2130.942969 = -7064068.232110 nChanged 0 Trying to split cluster 13 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8720.108147 sec): 2 clusters Score: Raw -22328.998223 + Penalty 525.295763 = -21803.702460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8720.142548 sec): 3 clusters Score: Raw -22333.426607 + Penalty 1050.591527 = -21282.835080 nChanged 73 SP:Iteration 1F (8720.187430 sec): 3 clusters Score: Raw -22465.186731 + Penalty 1050.591527 = -21414.595204 nChanged 17 SP:Iteration 2F (8720.223962 sec): 3 clusters Score: Raw -22500.368859 + Penalty 1050.591527 = -21449.777332 nChanged 14 SP:Iteration 3F (8720.257059 sec): 3 clusters Score: Raw -22530.470773 + Penalty 1050.591527 = -21479.879247 nChanged 10 SP:Iteration 4Q (8720.298475 sec): 3 clusters Score: Raw -22545.210855 + Penalty 1050.591527 = -21494.619329 nChanged 2 SP:Iteration 5Q (8720.329039 sec): 3 clusters Score: Raw -22557.878071 + Penalty 1050.591527 = -21507.286545 nChanged 3 SP:Iteration 6Q (8720.336932 sec): 3 clusters Score: Raw -22576.377819 + Penalty 1050.591527 = -21525.786293 nChanged 3 SP:Iteration 7Q (8720.338413 sec): 3 clusters Score: Raw -22596.104175 + Penalty 1050.591527 = -21545.512648 nChanged 0 SP:Iteration 8F (8720.339852 sec): 3 clusters Score: Raw -22596.104175 + Penalty 1050.591527 = -21545.512648 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8720.348320 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8720.349647 sec): 3 clusters Score: Raw -10822.071961 + Penalty 979.125403 = -9842.946558 nChanged 49 SP:Iteration 1F (8720.350802 sec): 3 clusters Score: Raw -11041.183038 + Penalty 979.125403 = -10062.057635 nChanged 15 SP:Iteration 2F (8720.351953 sec): 3 clusters Score: Raw -11095.050895 + Penalty 979.125403 = -10115.925492 nChanged 4 SP:Iteration 3Q (8720.353075 sec): 3 clusters Score: Raw -11118.913581 + Penalty 979.125403 = -10139.788178 nChanged 5 SP:Iteration 4Q (8720.354194 sec): 3 clusters Score: Raw -11159.880033 + Penalty 979.125403 = -10180.754630 nChanged 5 SP:Iteration 5Q (8720.389600 sec): 3 clusters Score: Raw -11214.443817 + Penalty 979.125403 = -10235.318414 nChanged 7 SP:Iteration 6Q (8720.427434 sec): 3 clusters Score: Raw -11275.048033 + Penalty 979.125403 = -10295.922630 nChanged 3 SP:Iteration 7Q (8720.468182 sec): 3 clusters Score: Raw -11299.513327 + Penalty 979.125403 = -10320.387924 nChanged 1 SP:Iteration 8Q (8720.503518 sec): 3 clusters Score: Raw -11306.820335 + Penalty 979.125403 = -10327.694932 nChanged 1 SP:Iteration 9Q (8720.536135 sec): 3 clusters Score: Raw -11333.322238 + Penalty 979.125403 = -10354.196835 nChanged 0 SP:Iteration 10F (8720.566648 sec): 3 clusters Score: Raw -11355.517618 + Penalty 979.125403 = -10376.392215 nChanged 2 SP:Iteration 11Q (8720.608667 sec): 3 clusters Score: Raw -11538.790496 + Penalty 979.125403 = -10559.665093 nChanged 6 SP:Iteration 12Q (8720.647928 sec): 3 clusters Score: Raw -11604.073706 + Penalty 979.125403 = -10624.948303 nChanged 2 SP:Iteration 13Q (8720.681846 sec): 3 clusters Score: Raw -11644.641622 + Penalty 979.125403 = -10665.516219 nChanged 2 SP:Iteration 14Q (8720.722832 sec): 3 clusters Score: Raw -11676.882627 + Penalty 979.125403 = -10697.757224 nChanged 0 SP:Iteration 15F (8720.751643 sec): 3 clusters Score: Raw -11676.882627 + Penalty 979.125403 = -10697.757224 nChanged 0 Score: Raw -58498953.883468 + Penalty 49431.021155 = -58449522.862313 Splitting cluster 14 changes total score from -58449825.737026 to -58449522.862313 So it's not getting split. Trying to split cluster 15 (14613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8732.187069 sec): 2 clusters Score: Raw -1398090.829844 + Penalty 911.018348 = -1397179.811496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8732.241658 sec): 3 clusters Score: Raw -1389339.479241 + Penalty 1822.036696 = -1387517.442545 nChanged 6608 SP:Iteration 1F (8732.306072 sec): 3 clusters Score: Raw -1393060.601186 + Penalty 1822.036696 = -1391238.564490 nChanged 912 SP:Iteration 2F (8732.359651 sec): 3 clusters Score: Raw -1393531.481229 + Penalty 1822.036696 = -1391709.444533 nChanged 914 SP:Iteration 3F (8732.421312 sec): 3 clusters Score: Raw -1394048.341187 + Penalty 1822.036696 = -1392226.304490 nChanged 857 SP:Iteration 4F (8732.480039 sec): 3 clusters Score: Raw -1394552.492925 + Penalty 1822.036696 = -1392730.456229 nChanged 855 SP:Iteration 5F (8732.530024 sec): 3 clusters Score: Raw -1395049.851605 + Penalty 1822.036696 = -1393227.814909 nChanged 761 SP:Iteration 6F (8732.587081 sec): 3 clusters Score: Raw -1395499.893382 + Penalty 1822.036696 = -1393677.856686 nChanged 697 SP:Iteration 7Q (8732.637786 sec): 3 clusters Score: Raw -1395968.347458 + Penalty 1822.036696 = -1394146.310762 nChanged 647 SP:Iteration 8Q (8732.703923 sec): 3 clusters Score: Raw -1396372.241613 + Penalty 1822.036696 = -1394550.204917 nChanged 567 SP:Iteration 9Q (8732.760171 sec): 3 clusters Score: Raw -1396652.286686 + Penalty 1822.036696 = -1394830.249990 nChanged 449 SP:Iteration 10Q (8732.829052 sec): 3 clusters Score: Raw -1396844.674645 + Penalty 1822.036696 = -1395022.637948 nChanged 353 SP:Iteration 11Q (8732.886549 sec): 3 clusters Score: Raw -1396983.413610 + Penalty 1822.036696 = -1395161.376913 nChanged 313 SP:Iteration 12Q (8732.948685 sec): 3 clusters Score: Raw -1397094.263915 + Penalty 1822.036696 = -1395272.227218 nChanged 271 SP:Iteration 13Q (8732.998927 sec): 3 clusters Score: Raw -1397184.646324 + Penalty 1822.036696 = -1395362.609627 nChanged 228 SP:Iteration 14Q (8733.063256 sec): 3 clusters Score: Raw -1397254.041882 + Penalty 1822.036696 = -1395432.005186 nChanged 214 SP:Iteration 15Q (8733.122428 sec): 3 clusters Score: Raw -1397320.428585 + Penalty 1822.036696 = -1395498.391889 nChanged 216 SP:Iteration 16Q (8733.180771 sec): 3 clusters Score: Raw -1397387.145920 + Penalty 1822.036696 = -1395565.109224 nChanged 220 SP:Iteration 17Q (8733.250660 sec): 3 clusters Score: Raw -1397456.848519 + Penalty 1822.036696 = -1395634.811823 nChanged 228 SP:Iteration 18Q (8733.313371 sec): 3 clusters Score: Raw -1397524.823682 + Penalty 1822.036696 = -1395702.786986 nChanged 225 SP:Iteration 19Q (8733.357215 sec): 3 clusters Score: Raw -1397581.260447 + Penalty 1822.036696 = -1395759.223750 nChanged 182 SP:Iteration 20F (8733.422391 sec): 3 clusters Score: Raw -1397623.801537 + Penalty 1822.036696 = -1395801.764841 nChanged 167 SP:Iteration 21Q (8733.480106 sec): 3 clusters Score: Raw -1397659.776904 + Penalty 1822.036696 = -1395837.740208 nChanged 146 SP:Iteration 22Q (8733.531513 sec): 3 clusters Score: Raw -1397689.464009 + Penalty 1822.036696 = -1395867.427313 nChanged 133 SP:Iteration 23Q (8733.594784 sec): 3 clusters Score: Raw -1397716.805808 + Penalty 1822.036696 = -1395894.769112 nChanged 128 SP:Iteration 24Q (8733.672274 sec): 3 clusters Score: Raw -1397744.684332 + Penalty 1822.036696 = -1395922.647636 nChanged 130 SP:Iteration 25Q (8733.728539 sec): 3 clusters Score: Raw -1397769.840547 + Penalty 1822.036696 = -1395947.803850 nChanged 111 SP:Iteration 26Q (8733.795562 sec): 3 clusters Score: Raw -1397791.762968 + Penalty 1822.036696 = -1395969.726272 nChanged 130 SP:Iteration 27Q (8733.858581 sec): 3 clusters Score: Raw -1397815.729654 + Penalty 1822.036696 = -1395993.692957 nChanged 110 SP:Iteration 28Q (8733.914013 sec): 3 clusters Score: Raw -1397836.824131 + Penalty 1822.036696 = -1396014.787435 nChanged 109 SP:Iteration 29Q (8733.969730 sec): 3 clusters Score: Raw -1397860.118129 + Penalty 1822.036696 = -1396038.081433 nChanged 116 SP:Iteration 30Q (8734.024604 sec): 3 clusters Score: Raw -1397884.082906 + Penalty 1822.036696 = -1396062.046210 nChanged 100 SP:Iteration 31Q (8734.078901 sec): 3 clusters Score: Raw -1397903.630299 + Penalty 1822.036696 = -1396081.593603 nChanged 85 SP:Iteration 32Q (8734.145982 sec): 3 clusters Score: Raw -1397916.742795 + Penalty 1822.036696 = -1396094.706099 nChanged 84 SP:Iteration 33Q (8734.209506 sec): 3 clusters Score: Raw -1397928.346776 + Penalty 1822.036696 = -1396106.310080 nChanged 75 SP:Iteration 34Q (8734.250357 sec): 3 clusters Score: Raw -1397936.780024 + Penalty 1822.036696 = -1396114.743328 nChanged 56 SP:Iteration 35Q (8734.307823 sec): 3 clusters Score: Raw -1397943.703771 + Penalty 1822.036696 = -1396121.667075 nChanged 54 SP:Iteration 36Q (8734.382358 sec): 3 clusters Score: Raw -1397951.290802 + Penalty 1822.036696 = -1396129.254106 nChanged 63 SP:Iteration 37Q (8734.455616 sec): 3 clusters Score: Raw -1397959.604479 + Penalty 1822.036696 = -1396137.567782 nChanged 64 SP:Iteration 38Q (8734.511999 sec): 3 clusters Score: Raw -1397967.728493 + Penalty 1822.036696 = -1396145.691796 nChanged 63 SP:Iteration 39Q (8734.591678 sec): 3 clusters Score: Raw -1397975.495513 + Penalty 1822.036696 = -1396153.458817 nChanged 52 SP:Iteration 40F (8734.645149 sec): 3 clusters Score: Raw -1397980.997788 + Penalty 1822.036696 = -1396158.961092 nChanged 45 SP:Iteration 41Q (8734.708160 sec): 3 clusters Score: Raw -1397985.293528 + Penalty 1822.036696 = -1396163.256832 nChanged 42 SP:Iteration 42Q (8734.772563 sec): 3 clusters Score: Raw -1397989.001849 + Penalty 1822.036696 = -1396166.965152 nChanged 34 SP:Iteration 43Q (8734.835708 sec): 3 clusters Score: Raw -1397991.700964 + Penalty 1822.036696 = -1396169.664267 nChanged 25 SP:Iteration 44Q (8734.906840 sec): 3 clusters Score: Raw -1397993.712007 + Penalty 1822.036696 = -1396171.675311 nChanged 30 SP:Iteration 45Q (8734.973887 sec): 3 clusters Score: Raw -1397995.788335 + Penalty 1822.036696 = -1396173.751639 nChanged 30 SP:Iteration 46Q (8735.038851 sec): 3 clusters Score: Raw -1397997.778575 + Penalty 1822.036696 = -1396175.741879 nChanged 24 SP:Iteration 47Q (8735.101039 sec): 3 clusters Score: Raw -1397999.501549 + Penalty 1822.036696 = -1396177.464853 nChanged 20 SP:Iteration 48Q (8735.155679 sec): 3 clusters Score: Raw -1398001.032991 + Penalty 1822.036696 = -1396178.996295 nChanged 27 SP:Iteration 49Q (8735.216177 sec): 3 clusters Score: Raw -1398003.422312 + Penalty 1822.036696 = -1396181.385616 nChanged 26 SP:Iteration 50Q (8735.277015 sec): 3 clusters Score: Raw -1398006.276830 + Penalty 1822.036696 = -1396184.240134 nChanged 42 SP:Iteration 51Q (8735.343423 sec): 3 clusters Score: Raw -1398011.711561 + Penalty 1822.036696 = -1396189.674865 nChanged 58 SP:Iteration 52Q (8735.391796 sec): 3 clusters Score: Raw -1398019.148441 + Penalty 1822.036696 = -1396197.111745 nChanged 59 SP:Iteration 53Q (8735.450858 sec): 3 clusters Score: Raw -1398027.172068 + Penalty 1822.036696 = -1396205.135372 nChanged 72 SP:Iteration 54Q (8735.513767 sec): 3 clusters Score: Raw -1398037.326771 + Penalty 1822.036696 = -1396215.290075 nChanged 72 SP:Iteration 55Q (8735.576582 sec): 3 clusters Score: Raw -1398046.561518 + Penalty 1822.036696 = -1396224.524822 nChanged 65 SP:Iteration 56Q (8735.637166 sec): 3 clusters Score: Raw -1398054.397737 + Penalty 1822.036696 = -1396232.361041 nChanged 60 SP:Iteration 57Q (8735.696074 sec): 3 clusters Score: Raw -1398062.044822 + Penalty 1822.036696 = -1396240.008126 nChanged 70 SP:Iteration 58Q (8735.763932 sec): 3 clusters Score: Raw -1398072.307095 + Penalty 1822.036696 = -1396250.270398 nChanged 86 SP:Iteration 59Q (8735.822683 sec): 3 clusters Score: Raw -1398085.373811 + Penalty 1822.036696 = -1396263.337114 nChanged 77 SP:Iteration 60F (8735.883287 sec): 3 clusters Score: Raw -1398095.025251 + Penalty 1822.036696 = -1396272.988555 nChanged 73 SP:Iteration 61Q (8735.941233 sec): 3 clusters Score: Raw -1398104.560483 + Penalty 1822.036696 = -1396282.523787 nChanged 69 SP:Iteration 62Q (8736.001099 sec): 3 clusters Score: Raw -1398113.828047 + Penalty 1822.036696 = -1396291.791351 nChanged 79 SP:Iteration 63Q (8736.053596 sec): 3 clusters Score: Raw -1398125.465883 + Penalty 1822.036696 = -1396303.429187 nChanged 81 SP:Iteration 64Q (8736.118313 sec): 3 clusters Score: Raw -1398138.992714 + Penalty 1822.036696 = -1396316.956018 nChanged 83 SP:Iteration 65Q (8736.170949 sec): 3 clusters Score: Raw -1398156.142018 + Penalty 1822.036696 = -1396334.105321 nChanged 97 SP:Iteration 66Q (8736.241845 sec): 3 clusters Score: Raw -1398176.245238 + Penalty 1822.036696 = -1396354.208541 nChanged 101 SP:Iteration 67Q (8736.287312 sec): 3 clusters Score: Raw -1398196.435122 + Penalty 1822.036696 = -1396374.398426 nChanged 108 SP:Iteration 68Q (8736.352161 sec): 3 clusters Score: Raw -1398220.868315 + Penalty 1822.036696 = -1396398.831619 nChanged 111 SP:Iteration 69Q (8736.404768 sec): 3 clusters Score: Raw -1398249.616546 + Penalty 1822.036696 = -1396427.579850 nChanged 126 SP:Iteration 70Q (8736.479081 sec): 3 clusters Score: Raw -1398281.875160 + Penalty 1822.036696 = -1396459.838464 nChanged 119 SP:Iteration 71Q (8736.526650 sec): 3 clusters Score: Raw -1398319.971389 + Penalty 1822.036696 = -1396497.934693 nChanged 139 SP:Iteration 72Q (8736.589863 sec): 3 clusters Score: Raw -1398367.105638 + Penalty 1822.036696 = -1396545.068941 nChanged 119 SP:Iteration 73Q (8736.653459 sec): 3 clusters Score: Raw -1398408.492202 + Penalty 1822.036696 = -1396586.455506 nChanged 142 SP:Iteration 74Q (8736.711045 sec): 3 clusters Score: Raw -1398464.875504 + Penalty 1822.036696 = -1396642.838807 nChanged 144 SP:Iteration 75Q (8736.763915 sec): 3 clusters Score: Raw -1398518.008593 + Penalty 1822.036696 = -1396695.971897 nChanged 164 SP:Iteration 76Q (8736.826704 sec): 3 clusters Score: Raw -1398585.143643 + Penalty 1822.036696 = -1396763.106947 nChanged 144 SP:Iteration 77Q (8736.880221 sec): 3 clusters Score: Raw -1398633.687558 + Penalty 1822.036696 = -1396811.650862 nChanged 107 SP:Iteration 78Q (8736.941743 sec): 3 clusters Score: Raw -1398661.583582 + Penalty 1822.036696 = -1396839.546886 nChanged 102 SP:Iteration 79Q (8737.003716 sec): 3 clusters Score: Raw -1398685.163619 + Penalty 1822.036696 = -1396863.126922 nChanged 93 SP:Iteration 80F (8737.074970 sec): 3 clusters Score: Raw -1398704.225651 + Penalty 1822.036696 = -1396882.188955 nChanged 79 SP:Iteration 81Q (8737.129252 sec): 3 clusters Score: Raw -1398720.026100 + Penalty 1822.036696 = -1396897.989403 nChanged 69 SP:Iteration 82Q (8737.194239 sec): 3 clusters Score: Raw -1398732.660931 + Penalty 1822.036696 = -1396910.624235 nChanged 51 SP:Iteration 83Q (8737.260122 sec): 3 clusters Score: Raw -1398741.725446 + Penalty 1822.036696 = -1396919.688750 nChanged 51 SP:Iteration 84Q (8737.334461 sec): 3 clusters Score: Raw -1398750.131978 + Penalty 1822.036696 = -1396928.095282 nChanged 55 SP:Iteration 85Q (8737.373916 sec): 3 clusters Score: Raw -1398758.389278 + Penalty 1822.036696 = -1396936.352582 nChanged 44 SP:Iteration 86Q (8737.433629 sec): 3 clusters Score: Raw -1398764.946088 + Penalty 1822.036696 = -1396942.909392 nChanged 47 SP:Iteration 87Q (8737.496792 sec): 3 clusters Score: Raw -1398772.474514 + Penalty 1822.036696 = -1396950.437818 nChanged 46 SP:Iteration 88Q (8737.561499 sec): 3 clusters Score: Raw -1398779.016252 + Penalty 1822.036696 = -1396956.979556 nChanged 46 SP:Iteration 89Q (8737.626778 sec): 3 clusters Score: Raw -1398784.736898 + Penalty 1822.036696 = -1396962.700202 nChanged 30 SP:Iteration 90Q (8737.686719 sec): 3 clusters Score: Raw -1398788.350846 + Penalty 1822.036696 = -1396966.314149 nChanged 31 SP:Iteration 91Q (8737.757983 sec): 3 clusters Score: Raw -1398792.828775 + Penalty 1822.036696 = -1396970.792078 nChanged 30 SP:Iteration 92Q (8737.823134 sec): 3 clusters Score: Raw -1398796.487978 + Penalty 1822.036696 = -1396974.451282 nChanged 31 SP:Iteration 93Q (8737.891239 sec): 3 clusters Score: Raw -1398800.245882 + Penalty 1822.036696 = -1396978.209185 nChanged 26 SP:Iteration 94Q (8737.949596 sec): 3 clusters Score: Raw -1398802.730580 + Penalty 1822.036696 = -1396980.693884 nChanged 19 SP:Iteration 95Q (8738.022963 sec): 3 clusters Score: Raw -1398805.220847 + Penalty 1822.036696 = -1396983.184151 nChanged 25 SP:Iteration 96Q (8738.062603 sec): 3 clusters Score: Raw -1398808.305923 + Penalty 1822.036696 = -1396986.269227 nChanged 26 SP:Iteration 97Q (8738.130384 sec): 3 clusters Score: Raw -1398811.264789 + Penalty 1822.036696 = -1396989.228093 nChanged 24 SP:Iteration 98Q (8738.187797 sec): 3 clusters Score: Raw -1398813.778738 + Penalty 1822.036696 = -1396991.742041 nChanged 22 SP:Iteration 99Q (8738.247627 sec): 3 clusters Score: Raw -1398816.435174 + Penalty 1822.036696 = -1396994.398478 nChanged 25 SP:Iteration 100F (8738.312498 sec): 3 clusters Score: Raw -1398819.625571 + Penalty 1822.036696 = -1396997.588874 nChanged 23 SP:Iteration 101Q (8738.379623 sec): 3 clusters Score: Raw -1398821.944655 + Penalty 1822.036696 = -1396999.907958 nChanged 15 SP:Iteration 102Q (8738.440555 sec): 3 clusters Score: Raw -1398823.660075 + Penalty 1822.036696 = -1397001.623379 nChanged 17 SP:Iteration 103Q (8738.506339 sec): 3 clusters Score: Raw -1398825.408932 + Penalty 1822.036696 = -1397003.372236 nChanged 16 SP:Iteration 104Q (8738.556589 sec): 3 clusters Score: Raw -1398827.242490 + Penalty 1822.036696 = -1397005.205793 nChanged 15 SP:Iteration 105Q (8738.619634 sec): 3 clusters Score: Raw -1398828.571000 + Penalty 1822.036696 = -1397006.534304 nChanged 9 SP:Iteration 106Q (8738.686963 sec): 3 clusters Score: Raw -1398829.096988 + Penalty 1822.036696 = -1397007.060292 nChanged 10 SP:Iteration 107Q (8738.754989 sec): 3 clusters Score: Raw -1398829.951263 + Penalty 1822.036696 = -1397007.914567 nChanged 5 SP:Iteration 108Q (8738.810611 sec): 3 clusters Score: Raw -1398830.647633 + Penalty 1822.036696 = -1397008.610936 nChanged 7 SP:Iteration 109Q (8738.885314 sec): 3 clusters Score: Raw -1398831.578973 + Penalty 1822.036696 = -1397009.542277 nChanged 8 SP:Iteration 110Q (8738.940605 sec): 3 clusters Score: Raw -1398832.374267 + Penalty 1822.036696 = -1397010.337571 nChanged 5 SP:Iteration 111Q (8739.018346 sec): 3 clusters Score: Raw -1398832.707449 + Penalty 1822.036696 = -1397010.670753 nChanged 1 SP:Iteration 112Q (8739.072735 sec): 3 clusters Score: Raw -1398832.733238 + Penalty 1822.036696 = -1397010.696541 nChanged 1 SP:Iteration 113Q (8739.138181 sec): 3 clusters Score: Raw -1398832.740761 + Penalty 1822.036696 = -1397010.704065 nChanged 0 SP:Iteration 114F (8739.203070 sec): 3 clusters Score: Raw -1398832.740761 + Penalty 1822.036696 = -1397010.704065 nChanged 0 Trying to split cluster 16 (22764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8739.261396 sec): 2 clusters Score: Raw -2136669.838367 + Penalty 953.128884 = -2135716.709483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8739.335864 sec): 3 clusters Score: Raw -2122397.964947 + Penalty 1906.257768 = -2120491.707179 nChanged 10564 SP:Iteration 1F (8739.417163 sec): 3 clusters Score: Raw -2128507.819288 + Penalty 1906.257768 = -2126601.561520 nChanged 1283 SP:Iteration 2F (8739.494620 sec): 3 clusters Score: Raw -2129222.441466 + Penalty 1906.257768 = -2127316.183698 nChanged 1443 SP:Iteration 3F (8739.570801 sec): 3 clusters Score: Raw -2130318.453543 + Penalty 1906.257768 = -2128412.195775 nChanged 1602 SP:Iteration 4F (8739.637635 sec): 3 clusters Score: Raw -2131687.331572 + Penalty 1906.257768 = -2129781.073805 nChanged 1645 SP:Iteration 5F (8739.723884 sec): 3 clusters Score: Raw -2133124.914450 + Penalty 1906.257768 = -2131218.656682 nChanged 1545 SP:Iteration 6F (8739.798613 sec): 3 clusters Score: Raw -2134296.319679 + Penalty 1906.257768 = -2132390.061912 nChanged 1149 SP:Iteration 7F (8739.857443 sec): 3 clusters Score: Raw -2134939.201538 + Penalty 1906.257768 = -2133032.943770 nChanged 761 SP:Iteration 8Q (8739.934466 sec): 3 clusters Score: Raw -2135294.601119 + Penalty 1906.257768 = -2133388.343351 nChanged 545 SP:Iteration 9Q (8740.014893 sec): 3 clusters Score: Raw -2135557.989621 + Penalty 1906.257768 = -2133651.731853 nChanged 445 SP:Iteration 10Q (8740.092044 sec): 3 clusters Score: Raw -2135772.707567 + Penalty 1906.257768 = -2133866.449799 nChanged 373 SP:Iteration 11Q (8740.168307 sec): 3 clusters Score: Raw -2135953.360740 + Penalty 1906.257768 = -2134047.102972 nChanged 334 SP:Iteration 12Q (8740.242419 sec): 3 clusters Score: Raw -2136093.789798 + Penalty 1906.257768 = -2134187.532031 nChanged 307 SP:Iteration 13Q (8740.322338 sec): 3 clusters Score: Raw -2136197.877134 + Penalty 1906.257768 = -2134291.619366 nChanged 262 SP:Iteration 14Q (8740.397055 sec): 3 clusters Score: Raw -2136281.073648 + Penalty 1906.257768 = -2134374.815880 nChanged 228 SP:Iteration 15Q (8740.476917 sec): 3 clusters Score: Raw -2136343.633390 + Penalty 1906.257768 = -2134437.375622 nChanged 191 SP:Iteration 16Q (8740.553350 sec): 3 clusters Score: Raw -2136378.371395 + Penalty 1906.257768 = -2134472.113627 nChanged 125 SP:Iteration 17Q (8740.623477 sec): 3 clusters Score: Raw -2136394.907406 + Penalty 1906.257768 = -2134488.649638 nChanged 92 SP:Iteration 18Q (8740.700654 sec): 3 clusters Score: Raw -2136405.668896 + Penalty 1906.257768 = -2134499.411128 nChanged 70 SP:Iteration 19Q (8740.772318 sec): 3 clusters Score: Raw -2136412.211887 + Penalty 1906.257768 = -2134505.954119 nChanged 51 SP:Iteration 20F (8740.841771 sec): 3 clusters Score: Raw -2136416.892175 + Penalty 1906.257768 = -2134510.634407 nChanged 47 SP:Iteration 21Q (8740.917648 sec): 3 clusters Score: Raw -2136420.671922 + Penalty 1906.257768 = -2134514.414154 nChanged 46 SP:Iteration 22Q (8740.991117 sec): 3 clusters Score: Raw -2136423.448751 + Penalty 1906.257768 = -2134517.190983 nChanged 32 SP:Iteration 23Q (8741.064894 sec): 3 clusters Score: Raw -2136425.226054 + Penalty 1906.257768 = -2134518.968287 nChanged 21 SP:Iteration 24Q (8741.132731 sec): 3 clusters Score: Raw -2136426.355049 + Penalty 1906.257768 = -2134520.097281 nChanged 17 SP:Iteration 25Q (8741.208502 sec): 3 clusters Score: Raw -2136427.291476 + Penalty 1906.257768 = -2134521.033708 nChanged 25 SP:Iteration 26Q (8741.283235 sec): 3 clusters Score: Raw -2136428.631224 + Penalty 1906.257768 = -2134522.373456 nChanged 19 SP:Iteration 27Q (8741.361671 sec): 3 clusters Score: Raw -2136429.513751 + Penalty 1906.257768 = -2134523.255983 nChanged 16 SP:Iteration 28Q (8741.439164 sec): 3 clusters Score: Raw -2136430.060322 + Penalty 1906.257768 = -2134523.802554 nChanged 12 SP:Iteration 29Q (8741.509154 sec): 3 clusters Score: Raw -2136430.486171 + Penalty 1906.257768 = -2134524.228403 nChanged 12 SP:Iteration 30Q (8741.587030 sec): 3 clusters Score: Raw -2136431.017591 + Penalty 1906.257768 = -2134524.759823 nChanged 16 SP:Iteration 31Q (8741.665249 sec): 3 clusters Score: Raw -2136431.621952 + Penalty 1906.257768 = -2134525.364184 nChanged 16 SP:Iteration 32Q (8741.728471 sec): 3 clusters Score: Raw -2136432.112089 + Penalty 1906.257768 = -2134525.854321 nChanged 11 SP:Iteration 33Q (8741.807111 sec): 3 clusters Score: Raw -2136432.585268 + Penalty 1906.257768 = -2134526.327500 nChanged 10 SP:Iteration 34Q (8741.878337 sec): 3 clusters Score: Raw -2136433.001442 + Penalty 1906.257768 = -2134526.743675 nChanged 9 SP:Iteration 35Q (8741.950084 sec): 3 clusters Score: Raw -2136433.409031 + Penalty 1906.257768 = -2134527.151263 nChanged 7 SP:Iteration 36Q (8742.025291 sec): 3 clusters Score: Raw -2136433.695631 + Penalty 1906.257768 = -2134527.437864 nChanged 12 SP:Iteration 37Q (8742.102968 sec): 3 clusters Score: Raw -2136434.213498 + Penalty 1906.257768 = -2134527.955731 nChanged 11 SP:Iteration 38Q (8742.158980 sec): 3 clusters Score: Raw -2136434.728675 + Penalty 1906.257768 = -2134528.470908 nChanged 9 SP:Iteration 39Q (8742.240750 sec): 3 clusters Score: Raw -2136435.164319 + Penalty 1906.257768 = -2134528.906551 nChanged 11 SP:Iteration 40F (8742.317392 sec): 3 clusters Score: Raw -2136435.578697 + Penalty 1906.257768 = -2134529.320929 nChanged 15 SP:Iteration 41Q (8742.381529 sec): 3 clusters Score: Raw -2136436.177316 + Penalty 1906.257768 = -2134529.919548 nChanged 16 SP:Iteration 42Q (8742.458959 sec): 3 clusters Score: Raw -2136436.785035 + Penalty 1906.257768 = -2134530.527267 nChanged 9 SP:Iteration 43Q (8742.527025 sec): 3 clusters Score: Raw -2136437.228080 + Penalty 1906.257768 = -2134530.970312 nChanged 11 SP:Iteration 44Q (8742.609943 sec): 3 clusters Score: Raw -2136437.789279 + Penalty 1906.257768 = -2134531.531511 nChanged 16 SP:Iteration 45Q (8742.688895 sec): 3 clusters Score: Raw -2136438.725174 + Penalty 1906.257768 = -2134532.467406 nChanged 19 SP:Iteration 46Q (8742.762831 sec): 3 clusters Score: Raw -2136439.553943 + Penalty 1906.257768 = -2134533.296176 nChanged 14 SP:Iteration 47Q (8742.827922 sec): 3 clusters Score: Raw -2136440.089021 + Penalty 1906.257768 = -2134533.831253 nChanged 11 SP:Iteration 48Q (8742.904917 sec): 3 clusters Score: Raw -2136440.633269 + Penalty 1906.257768 = -2134534.375501 nChanged 16 SP:Iteration 49Q (8742.976446 sec): 3 clusters Score: Raw -2136441.471068 + Penalty 1906.257768 = -2134535.213300 nChanged 19 SP:Iteration 50Q (8743.057332 sec): 3 clusters Score: Raw -2136442.415864 + Penalty 1906.257768 = -2134536.158097 nChanged 18 SP:Iteration 51Q (8743.124677 sec): 3 clusters Score: Raw -2136443.416326 + Penalty 1906.257768 = -2134537.158558 nChanged 19 SP:Iteration 52Q (8743.155179 sec): 3 clusters Score: Raw -2136444.179154 + Penalty 1906.257768 = -2134537.921386 nChanged 14 SP:Iteration 53Q (8743.239482 sec): 3 clusters Score: Raw -2136444.814949 + Penalty 1906.257768 = -2134538.557181 nChanged 10 SP:Iteration 54Q (8743.316969 sec): 3 clusters Score: Raw -2136445.329041 + Penalty 1906.257768 = -2134539.071273 nChanged 13 SP:Iteration 55Q (8743.394587 sec): 3 clusters Score: Raw -2136445.964029 + Penalty 1906.257768 = -2134539.706261 nChanged 13 SP:Iteration 56Q (8743.471843 sec): 3 clusters Score: Raw -2136446.452245 + Penalty 1906.257768 = -2134540.194477 nChanged 11 SP:Iteration 57Q (8743.544398 sec): 3 clusters Score: Raw -2136446.956143 + Penalty 1906.257768 = -2134540.698375 nChanged 10 SP:Iteration 58Q (8743.609866 sec): 3 clusters Score: Raw -2136447.328549 + Penalty 1906.257768 = -2134541.070781 nChanged 12 SP:Iteration 59Q (8743.682562 sec): 3 clusters Score: Raw -2136447.701790 + Penalty 1906.257768 = -2134541.444023 nChanged 4 SP:Iteration 60F (8743.747271 sec): 3 clusters Score: Raw -2136447.833286 + Penalty 1906.257768 = -2134541.575518 nChanged 6 SP:Iteration 61Q (8743.820775 sec): 3 clusters Score: Raw -2136447.997198 + Penalty 1906.257768 = -2134541.739430 nChanged 2 SP:Iteration 62Q (8743.893756 sec): 3 clusters Score: Raw -2136448.043624 + Penalty 1906.257768 = -2134541.785856 nChanged 2 SP:Iteration 63Q (8743.963378 sec): 3 clusters Score: Raw -2136448.087986 + Penalty 1906.257768 = -2134541.830218 nChanged 1 SP:Iteration 64Q (8744.023759 sec): 3 clusters Score: Raw -2136448.103742 + Penalty 1906.257768 = -2134541.845974 nChanged 1 SP:Iteration 65Q (8744.077467 sec): 3 clusters Score: Raw -2136448.106926 + Penalty 1906.257768 = -2134541.849158 nChanged 1 SP:Iteration 66Q (8744.151317 sec): 3 clusters Score: Raw -2136448.110717 + Penalty 1906.257768 = -2134541.852949 nChanged 0 SP:Iteration 67F (8744.224321 sec): 3 clusters Score: Raw -2136448.110717 + Penalty 1906.257768 = -2134541.852949 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8744.246297 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8744.284822 sec): 3 clusters Score: Raw -16974.887596 + Penalty 1005.727917 = -15969.159679 nChanged 51 SP:Iteration 1F (8744.329025 sec): 3 clusters Score: Raw -17058.079548 + Penalty 1005.727917 = -16052.351632 nChanged 16 SP:Iteration 2F (8744.366639 sec): 3 clusters Score: Raw -17095.484689 + Penalty 1005.727917 = -16089.756772 nChanged 5 SP:Iteration 3Q (8744.410855 sec): 3 clusters Score: Raw -17100.372057 + Penalty 1005.727917 = -16094.644140 nChanged 4 SP:Iteration 4Q (8744.457818 sec): 3 clusters Score: Raw -17107.001241 + Penalty 1005.727917 = -16101.273324 nChanged 1 SP:Iteration 5Q (8744.495878 sec): 3 clusters Score: Raw -17121.846686 + Penalty 1005.727917 = -16116.118770 nChanged 3 SP:Iteration 6Q (8744.542188 sec): 3 clusters Score: Raw -17124.588049 + Penalty 1005.727917 = -16118.860133 nChanged 0 SP:Iteration 7F (8744.585141 sec): 3 clusters Score: Raw -17124.588049 + Penalty 1005.727917 = -16118.860133 nChanged 0 Trying to split cluster 18 (128288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8744.738202 sec): 2 clusters Score: Raw -12766435.359621 + Penalty 1117.393136 = -12765317.966484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8744.937206 sec): 3 clusters Score: Raw -12681316.140211 + Penalty 2234.786273 = -12679081.353938 nChanged 62177 SP:Iteration 1F (8745.129971 sec): 3 clusters Score: Raw -12717911.947319 + Penalty 2234.786273 = -12715677.161046 nChanged 3456 SP:Iteration 2Q (8745.334079 sec): 3 clusters Score: Raw -12718605.159186 + Penalty 2234.786273 = -12716370.372913 nChanged 3727 SP:Iteration 3Q (8745.548361 sec): 3 clusters Score: Raw -12719573.130904 + Penalty 2234.786273 = -12717338.344631 nChanged 4326 SP:Iteration 4Q (8745.736579 sec): 3 clusters Score: Raw -12721034.558775 + Penalty 2234.786273 = -12718799.772502 nChanged 5176 SP:Iteration 5Q (8745.944561 sec): 3 clusters Score: Raw -12723409.851775 + Penalty 2234.786273 = -12721175.065502 nChanged 6522 SP:Iteration 6F (8746.130346 sec): 3 clusters Score: Raw -12727623.202251 + Penalty 2234.786273 = -12725388.415978 nChanged 7769 SP:Iteration 7F (8746.314655 sec): 3 clusters Score: Raw -12733983.951429 + Penalty 2234.786273 = -12731749.165156 nChanged 8262 SP:Iteration 8F (8746.508891 sec): 3 clusters Score: Raw -12741281.166427 + Penalty 2234.786273 = -12739046.380155 nChanged 7659 SP:Iteration 9F (8746.698811 sec): 3 clusters Score: Raw -12747789.806725 + Penalty 2234.786273 = -12745555.020452 nChanged 6482 SP:Iteration 10F (8746.889804 sec): 3 clusters Score: Raw -12752718.389651 + Penalty 2234.786273 = -12750483.603378 nChanged 5232 SP:Iteration 11Q (8747.076472 sec): 3 clusters Score: Raw -12756313.008956 + Penalty 2234.786273 = -12754078.222683 nChanged 4234 SP:Iteration 12Q (8747.250455 sec): 3 clusters Score: Raw -12759070.451442 + Penalty 2234.786273 = -12756835.665169 nChanged 3540 SP:Iteration 13Q (8747.449688 sec): 3 clusters Score: Raw -12761285.918691 + Penalty 2234.786273 = -12759051.132418 nChanged 2834 SP:Iteration 14Q (8747.643654 sec): 3 clusters Score: Raw -12762986.038196 + Penalty 2234.786273 = -12760751.251923 nChanged 2169 SP:Iteration 15Q (8747.824726 sec): 3 clusters Score: Raw -12764255.873433 + Penalty 2234.786273 = -12762021.087160 nChanged 1517 SP:Iteration 16Q (8747.988811 sec): 3 clusters Score: Raw -12765085.979047 + Penalty 2234.786273 = -12762851.192774 nChanged 1003 SP:Iteration 17Q (8748.171613 sec): 3 clusters Score: Raw -12765601.055617 + Penalty 2234.786273 = -12763366.269344 nChanged 683 SP:Iteration 18Q (8748.353388 sec): 3 clusters Score: Raw -12765943.866255 + Penalty 2234.786273 = -12763709.079982 nChanged 436 SP:Iteration 19Q (8748.514736 sec): 3 clusters Score: Raw -12766162.786617 + Penalty 2234.786273 = -12763928.000344 nChanged 292 SP:Iteration 20F (8748.704556 sec): 3 clusters Score: Raw -12766314.413683 + Penalty 2234.786273 = -12764079.627411 nChanged 183 SP:Iteration 21Q (8748.871825 sec): 3 clusters Score: Raw -12766405.625958 + Penalty 2234.786273 = -12764170.839686 nChanged 126 SP:Iteration 22Q (8749.034490 sec): 3 clusters Score: Raw -12766473.207057 + Penalty 2234.786273 = -12764238.420784 nChanged 88 SP:Iteration 23Q (8749.198574 sec): 3 clusters Score: Raw -12766521.810760 + Penalty 2234.786273 = -12764287.024487 nChanged 72 SP:Iteration 24Q (8749.359910 sec): 3 clusters Score: Raw -12766561.921132 + Penalty 2234.786273 = -12764327.134860 nChanged 63 SP:Iteration 25Q (8749.524397 sec): 3 clusters Score: Raw -12766597.978670 + Penalty 2234.786273 = -12764363.192397 nChanged 45 SP:Iteration 26Q (8749.685959 sec): 3 clusters Score: Raw -12766622.366129 + Penalty 2234.786273 = -12764387.579856 nChanged 42 SP:Iteration 27Q (8749.845057 sec): 3 clusters Score: Raw -12766642.382088 + Penalty 2234.786273 = -12764407.595815 nChanged 31 SP:Iteration 28Q (8749.998865 sec): 3 clusters Score: Raw -12766656.229405 + Penalty 2234.786273 = -12764421.443132 nChanged 18 SP:Iteration 29Q (8750.123601 sec): 3 clusters Score: Raw -12766662.634233 + Penalty 2234.786273 = -12764427.847960 nChanged 6 SP:Iteration 30Q (8750.292351 sec): 3 clusters Score: Raw -12766664.292884 + Penalty 2234.786273 = -12764429.506611 nChanged 5 SP:Iteration 31Q (8750.441898 sec): 3 clusters Score: Raw -12766666.158667 + Penalty 2234.786273 = -12764431.372394 nChanged 6 SP:Iteration 32Q (8750.599641 sec): 3 clusters Score: Raw -12766668.098621 + Penalty 2234.786273 = -12764433.312348 nChanged 1 SP:Iteration 33Q (8750.762577 sec): 3 clusters Score: Raw -12766668.430289 + Penalty 2234.786273 = -12764433.644016 nChanged 2 SP:Iteration 34Q (8750.914210 sec): 3 clusters Score: Raw -12766669.510155 + Penalty 2234.786273 = -12764434.723882 nChanged 2 SP:Iteration 35Q (8751.077286 sec): 3 clusters Score: Raw -12766670.298177 + Penalty 2234.786273 = -12764435.511904 nChanged 2 SP:Iteration 36Q (8751.235160 sec): 3 clusters Score: Raw -12766671.448312 + Penalty 2234.786273 = -12764436.662039 nChanged 6 SP:Iteration 37Q (8751.404626 sec): 3 clusters Score: Raw -12766673.992321 + Penalty 2234.786273 = -12764439.206048 nChanged 2 SP:Iteration 38Q (8751.561167 sec): 3 clusters Score: Raw -12766675.046880 + Penalty 2234.786273 = -12764440.260607 nChanged 2 SP:Iteration 39Q (8751.722753 sec): 3 clusters Score: Raw -12766675.750232 + Penalty 2234.786273 = -12764440.963959 nChanged 1 SP:Iteration 40F (8751.906316 sec): 3 clusters Score: Raw -12766676.051761 + Penalty 2234.786273 = -12764441.265488 nChanged 1 SP:Iteration 41Q (8752.049580 sec): 3 clusters Score: Raw -12766676.318697 + Penalty 2234.786273 = -12764441.532424 nChanged 0 SP:Iteration 42F (8752.247217 sec): 3 clusters Score: Raw -12766676.318697 + Penalty 2234.786273 = -12764441.532424 nChanged 0 Trying to split cluster 19 (3285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8752.286462 sec): 2 clusters Score: Raw -284268.929064 + Penalty 769.226583 = -283499.702481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8752.324567 sec): 3 clusters Score: Raw -282465.558635 + Penalty 1538.453167 = -280927.105468 nChanged 1423 SP:Iteration 1F (8752.368963 sec): 3 clusters Score: Raw -283294.779479 + Penalty 1538.453167 = -281756.326312 nChanged 271 SP:Iteration 2F (8752.413165 sec): 3 clusters Score: Raw -283494.790054 + Penalty 1538.453167 = -281956.336887 nChanged 267 SP:Iteration 3F (8752.466307 sec): 3 clusters Score: Raw -283711.040838 + Penalty 1538.453167 = -282172.587672 nChanged 236 SP:Iteration 4F (8752.505164 sec): 3 clusters Score: Raw -283902.882189 + Penalty 1538.453167 = -282364.429022 nChanged 196 SP:Iteration 5F (8752.545556 sec): 3 clusters Score: Raw -284044.895894 + Penalty 1538.453167 = -282506.442727 nChanged 147 SP:Iteration 6Q (8752.588948 sec): 3 clusters Score: Raw -284145.876370 + Penalty 1538.453167 = -282607.423203 nChanged 105 SP:Iteration 7Q (8752.649062 sec): 3 clusters Score: Raw -284217.331594 + Penalty 1538.453167 = -282678.878427 nChanged 92 SP:Iteration 8Q (8752.691781 sec): 3 clusters Score: Raw -284282.607930 + Penalty 1538.453167 = -282744.154763 nChanged 77 SP:Iteration 9Q (8752.729104 sec): 3 clusters Score: Raw -284325.942253 + Penalty 1538.453167 = -282787.489087 nChanged 60 SP:Iteration 10Q (8752.766970 sec): 3 clusters Score: Raw -284354.908561 + Penalty 1538.453167 = -282816.455394 nChanged 39 SP:Iteration 11Q (8752.812223 sec): 3 clusters Score: Raw -284374.752832 + Penalty 1538.453167 = -282836.299665 nChanged 27 SP:Iteration 12Q (8752.869125 sec): 3 clusters Score: Raw -284385.354689 + Penalty 1538.453167 = -282846.901522 nChanged 22 SP:Iteration 13Q (8752.910155 sec): 3 clusters Score: Raw -284397.288574 + Penalty 1538.453167 = -282858.835407 nChanged 17 SP:Iteration 14Q (8752.951482 sec): 3 clusters Score: Raw -284405.378292 + Penalty 1538.453167 = -282866.925125 nChanged 21 SP:Iteration 15Q (8752.993304 sec): 3 clusters Score: Raw -284417.422856 + Penalty 1538.453167 = -282878.969690 nChanged 23 SP:Iteration 16Q (8753.032085 sec): 3 clusters Score: Raw -284429.013120 + Penalty 1538.453167 = -282890.559953 nChanged 22 SP:Iteration 17Q (8753.073292 sec): 3 clusters Score: Raw -284439.284204 + Penalty 1538.453167 = -282900.831037 nChanged 4 SP:Iteration 18Q (8753.109072 sec): 3 clusters Score: Raw -284440.667357 + Penalty 1538.453167 = -282902.214190 nChanged 4 SP:Iteration 19Q (8753.150111 sec): 3 clusters Score: Raw -284442.145836 + Penalty 1538.453167 = -282903.692669 nChanged 5 SP:Iteration 20F (8753.200678 sec): 3 clusters Score: Raw -284443.072846 + Penalty 1538.453167 = -282904.619679 nChanged 2 SP:Iteration 21Q (8753.237621 sec): 3 clusters Score: Raw -284443.688299 + Penalty 1538.453167 = -282905.235132 nChanged 1 SP:Iteration 22Q (8753.269471 sec): 3 clusters Score: Raw -284443.930427 + Penalty 1538.453167 = -282905.477260 nChanged 1 SP:Iteration 23Q (8753.307945 sec): 3 clusters Score: Raw -284444.200526 + Penalty 1538.453167 = -282905.747359 nChanged 0 SP:Iteration 24F (8753.348993 sec): 3 clusters Score: Raw -284444.200526 + Penalty 1538.453167 = -282905.747359 nChanged 0 Trying to split cluster 20 (28564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8753.409536 sec): 2 clusters Score: Raw -2492084.883925 + Penalty 974.690734 = -2491110.193191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8753.487279 sec): 3 clusters Score: Raw -2474062.701188 + Penalty 1949.381468 = -2472113.319720 nChanged 13523 SP:Iteration 1F (8753.560515 sec): 3 clusters Score: Raw -2481857.838183 + Penalty 1949.381468 = -2479908.456715 nChanged 1302 SP:Iteration 2Q (8753.644945 sec): 3 clusters Score: Raw -2482353.681462 + Penalty 1949.381468 = -2480404.299994 nChanged 1347 SP:Iteration 3Q (8753.719304 sec): 3 clusters Score: Raw -2482916.725839 + Penalty 1949.381468 = -2480967.344371 nChanged 1460 SP:Iteration 4F (8753.800392 sec): 3 clusters Score: Raw -2483627.485758 + Penalty 1949.381468 = -2481678.104291 nChanged 1590 SP:Iteration 5F (8753.876387 sec): 3 clusters Score: Raw -2484556.733625 + Penalty 1949.381468 = -2482607.352157 nChanged 1858 SP:Iteration 6F (8753.954119 sec): 3 clusters Score: Raw -2485857.462318 + Penalty 1949.381468 = -2483908.080850 nChanged 2045 SP:Iteration 7F (8754.028167 sec): 3 clusters Score: Raw -2487532.103534 + Penalty 1949.381468 = -2485582.722066 nChanged 1915 SP:Iteration 8F (8754.108285 sec): 3 clusters Score: Raw -2489283.742073 + Penalty 1949.381468 = -2487334.360605 nChanged 1446 SP:Iteration 9F (8754.174967 sec): 3 clusters Score: Raw -2490645.475678 + Penalty 1949.381468 = -2488696.094210 nChanged 879 SP:Iteration 10Q (8754.232817 sec): 3 clusters Score: Raw -2491432.898407 + Penalty 1949.381468 = -2489483.516939 nChanged 439 SP:Iteration 11Q (8754.313131 sec): 3 clusters Score: Raw -2491792.271031 + Penalty 1949.381468 = -2489842.889563 nChanged 253 SP:Iteration 12Q (8754.390565 sec): 3 clusters Score: Raw -2491984.725309 + Penalty 1949.381468 = -2490035.343841 nChanged 141 SP:Iteration 13Q (8754.454216 sec): 3 clusters Score: Raw -2492084.143096 + Penalty 1949.381468 = -2490134.761628 nChanged 91 SP:Iteration 14Q (8754.519560 sec): 3 clusters Score: Raw -2492142.534948 + Penalty 1949.381468 = -2490193.153480 nChanged 57 SP:Iteration 15Q (8754.596949 sec): 3 clusters Score: Raw -2492179.231547 + Penalty 1949.381468 = -2490229.850079 nChanged 48 SP:Iteration 16Q (8754.656156 sec): 3 clusters Score: Raw -2492210.698097 + Penalty 1949.381468 = -2490261.316629 nChanged 32 SP:Iteration 17Q (8754.723993 sec): 3 clusters Score: Raw -2492228.843527 + Penalty 1949.381468 = -2490279.462059 nChanged 27 SP:Iteration 18Q (8754.796236 sec): 3 clusters Score: Raw -2492243.571173 + Penalty 1949.381468 = -2490294.189705 nChanged 28 SP:Iteration 19Q (8754.856175 sec): 3 clusters Score: Raw -2492262.429129 + Penalty 1949.381468 = -2490313.047661 nChanged 20 SP:Iteration 20F (8754.933160 sec): 3 clusters Score: Raw -2492276.319817 + Penalty 1949.381468 = -2490326.938349 nChanged 16 SP:Iteration 21Q (8755.011277 sec): 3 clusters Score: Raw -2492285.338413 + Penalty 1949.381468 = -2490335.956945 nChanged 11 SP:Iteration 22Q (8755.082478 sec): 3 clusters Score: Raw -2492290.455870 + Penalty 1949.381468 = -2490341.074402 nChanged 5 SP:Iteration 23Q (8755.139008 sec): 3 clusters Score: Raw -2492292.638088 + Penalty 1949.381468 = -2490343.256620 nChanged 4 SP:Iteration 24Q (8755.178453 sec): 3 clusters Score: Raw -2492294.190913 + Penalty 1949.381468 = -2490344.809445 nChanged 4 SP:Iteration 25Q (8755.222591 sec): 3 clusters Score: Raw -2492295.708353 + Penalty 1949.381468 = -2490346.326885 nChanged 5 SP:Iteration 26Q (8755.264978 sec): 3 clusters Score: Raw -2492298.364853 + Penalty 1949.381468 = -2490348.983385 nChanged 5 SP:Iteration 27Q (8755.342016 sec): 3 clusters Score: Raw -2492300.169788 + Penalty 1949.381468 = -2490350.788320 nChanged 3 SP:Iteration 28Q (8755.402064 sec): 3 clusters Score: Raw -2492302.219628 + Penalty 1949.381468 = -2490352.838161 nChanged 4 SP:Iteration 29Q (8755.475554 sec): 3 clusters Score: Raw -2492304.474435 + Penalty 1949.381468 = -2490355.092967 nChanged 3 SP:Iteration 30Q (8755.550296 sec): 3 clusters Score: Raw -2492306.485842 + Penalty 1949.381468 = -2490357.104374 nChanged 2 SP:Iteration 31Q (8755.609028 sec): 3 clusters Score: Raw -2492307.529026 + Penalty 1949.381468 = -2490358.147558 nChanged 1 SP:Iteration 32Q (8755.678383 sec): 3 clusters Score: Raw -2492308.210648 + Penalty 1949.381468 = -2490358.829180 nChanged 1 SP:Iteration 33Q (8755.724595 sec): 3 clusters Score: Raw -2492308.864211 + Penalty 1949.381468 = -2490359.482743 nChanged 2 SP:Iteration 34Q (8755.791547 sec): 3 clusters Score: Raw -2492310.059076 + Penalty 1949.381468 = -2490360.677609 nChanged 1 SP:Iteration 35Q (8755.859092 sec): 3 clusters Score: Raw -2492310.932520 + Penalty 1949.381468 = -2490361.551052 nChanged 1 SP:Iteration 36Q (8755.929718 sec): 3 clusters Score: Raw -2492311.417821 + Penalty 1949.381468 = -2490362.036353 nChanged 2 SP:Iteration 37Q (8756.005544 sec): 3 clusters Score: Raw -2492312.051263 + Penalty 1949.381468 = -2490362.669795 nChanged 1 SP:Iteration 38Q (8756.078137 sec): 3 clusters Score: Raw -2492312.281289 + Penalty 1949.381468 = -2490362.899821 nChanged 1 SP:Iteration 39Q (8756.116751 sec): 3 clusters Score: Raw -2492312.845430 + Penalty 1949.381468 = -2490363.463962 nChanged 0 SP:Iteration 40F (8756.163666 sec): 3 clusters Score: Raw -2492312.845430 + Penalty 1949.381468 = -2490363.463962 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8756.201355 sec): 2 clusters Score: Raw -266268.837657 + Penalty 753.403756 = -265515.433901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8756.232540 sec): 3 clusters Score: Raw -264895.169445 + Penalty 1506.807512 = -263388.361932 nChanged 1072 SP:Iteration 1F (8756.269065 sec): 3 clusters Score: Raw -265646.005488 + Penalty 1506.807512 = -264139.197976 nChanged 285 SP:Iteration 2F (8756.307672 sec): 3 clusters Score: Raw -265935.056163 + Penalty 1506.807512 = -264428.248651 nChanged 255 SP:Iteration 3F (8756.364542 sec): 3 clusters Score: Raw -266193.681427 + Penalty 1506.807512 = -264686.873914 nChanged 183 SP:Iteration 4F (8756.403519 sec): 3 clusters Score: Raw -266351.825572 + Penalty 1506.807512 = -264845.018060 nChanged 143 SP:Iteration 5F (8756.445181 sec): 3 clusters Score: Raw -266463.135807 + Penalty 1506.807512 = -264956.328294 nChanged 88 SP:Iteration 6Q (8756.479870 sec): 3 clusters Score: Raw -266517.055852 + Penalty 1506.807512 = -265010.248339 nChanged 63 SP:Iteration 7Q (8756.515439 sec): 3 clusters Score: Raw -266556.140180 + Penalty 1506.807512 = -265049.332667 nChanged 38 SP:Iteration 8Q (8756.526176 sec): 3 clusters Score: Raw -266576.773262 + Penalty 1506.807512 = -265069.965750 nChanged 28 SP:Iteration 9Q (8756.565963 sec): 3 clusters Score: Raw -266591.488638 + Penalty 1506.807512 = -265084.681125 nChanged 20 SP:Iteration 10Q (8756.603393 sec): 3 clusters Score: Raw -266600.849643 + Penalty 1506.807512 = -265094.042131 nChanged 22 SP:Iteration 11Q (8756.651268 sec): 3 clusters Score: Raw -266611.037751 + Penalty 1506.807512 = -265104.230238 nChanged 12 SP:Iteration 12Q (8756.689858 sec): 3 clusters Score: Raw -266617.658446 + Penalty 1506.807512 = -265110.850933 nChanged 14 SP:Iteration 13Q (8756.737925 sec): 3 clusters Score: Raw -266626.806157 + Penalty 1506.807512 = -265119.998644 nChanged 19 SP:Iteration 14Q (8756.772718 sec): 3 clusters Score: Raw -266634.948550 + Penalty 1506.807512 = -265128.141038 nChanged 15 SP:Iteration 15Q (8756.808951 sec): 3 clusters Score: Raw -266641.062939 + Penalty 1506.807512 = -265134.255426 nChanged 14 SP:Iteration 16Q (8756.849123 sec): 3 clusters Score: Raw -266649.965796 + Penalty 1506.807512 = -265143.158284 nChanged 14 SP:Iteration 17Q (8756.902466 sec): 3 clusters Score: Raw -266655.788138 + Penalty 1506.807512 = -265148.980625 nChanged 12 SP:Iteration 18Q (8756.940648 sec): 3 clusters Score: Raw -266659.943554 + Penalty 1506.807512 = -265153.136042 nChanged 15 SP:Iteration 19Q (8756.971148 sec): 3 clusters Score: Raw -266667.119889 + Penalty 1506.807512 = -265160.312377 nChanged 11 SP:Iteration 20F (8757.024780 sec): 3 clusters Score: Raw -266673.664706 + Penalty 1506.807512 = -265166.857193 nChanged 12 SP:Iteration 21Q (8757.058803 sec): 3 clusters Score: Raw -266682.798065 + Penalty 1506.807512 = -265175.990553 nChanged 17 SP:Iteration 22Q (8757.105811 sec): 3 clusters Score: Raw -266692.621358 + Penalty 1506.807512 = -265185.813846 nChanged 15 SP:Iteration 23Q (8757.143066 sec): 3 clusters Score: Raw -266702.472600 + Penalty 1506.807512 = -265195.665088 nChanged 11 SP:Iteration 24Q (8757.185969 sec): 3 clusters Score: Raw -266709.837765 + Penalty 1506.807512 = -265203.030253 nChanged 9 SP:Iteration 25Q (8757.230966 sec): 3 clusters Score: Raw -266713.047440 + Penalty 1506.807512 = -265206.239927 nChanged 3 SP:Iteration 26Q (8757.286171 sec): 3 clusters Score: Raw -266713.957979 + Penalty 1506.807512 = -265207.150467 nChanged 5 SP:Iteration 27Q (8757.313650 sec): 3 clusters Score: Raw -266716.425828 + Penalty 1506.807512 = -265209.618316 nChanged 5 SP:Iteration 28Q (8757.360396 sec): 3 clusters Score: Raw -266717.464664 + Penalty 1506.807512 = -265210.657152 nChanged 3 SP:Iteration 29Q (8757.398649 sec): 3 clusters Score: Raw -266718.203682 + Penalty 1506.807512 = -265211.396169 nChanged 2 SP:Iteration 30Q (8757.445656 sec): 3 clusters Score: Raw -266719.620205 + Penalty 1506.807512 = -265212.812693 nChanged 4 SP:Iteration 31Q (8757.485400 sec): 3 clusters Score: Raw -266723.408348 + Penalty 1506.807512 = -265216.600836 nChanged 6 SP:Iteration 32Q (8757.539680 sec): 3 clusters Score: Raw -266728.157881 + Penalty 1506.807512 = -265221.350368 nChanged 8 SP:Iteration 33Q (8757.576164 sec): 3 clusters Score: Raw -266732.803054 + Penalty 1506.807512 = -265225.995541 nChanged 5 SP:Iteration 34Q (8757.609340 sec): 3 clusters Score: Raw -266734.927972 + Penalty 1506.807512 = -265228.120459 nChanged 1 SP:Iteration 35Q (8757.645822 sec): 3 clusters Score: Raw -266736.278257 + Penalty 1506.807512 = -265229.470745 nChanged 2 SP:Iteration 36Q (8757.687949 sec): 3 clusters Score: Raw -266737.402881 + Penalty 1506.807512 = -265230.595368 nChanged 3 SP:Iteration 37Q (8757.732877 sec): 3 clusters Score: Raw -266738.982193 + Penalty 1506.807512 = -265232.174681 nChanged 4 SP:Iteration 38Q (8757.783712 sec): 3 clusters Score: Raw -266741.557659 + Penalty 1506.807512 = -265234.750147 nChanged 0 SP:Iteration 39F (8757.832801 sec): 3 clusters Score: Raw -266741.557659 + Penalty 1506.807512 = -265234.750147 nChanged 0 Trying to split cluster 22 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8757.855700 sec): 2 clusters Score: Raw -95234.297610 + Penalty 649.342536 = -94584.955075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8757.905655 sec): 3 clusters Score: Raw -94876.619887 + Penalty 1298.685071 = -93577.934816 nChanged 298 SP:Iteration 1F (8757.940330 sec): 3 clusters Score: Raw -95099.666029 + Penalty 1298.685071 = -93800.980958 nChanged 76 SP:Iteration 2F (8757.989988 sec): 3 clusters Score: Raw -95167.118664 + Penalty 1298.685071 = -93868.433593 nChanged 40 SP:Iteration 3Q (8758.036738 sec): 3 clusters Score: Raw -95203.266169 + Penalty 1298.685071 = -93904.581098 nChanged 35 SP:Iteration 4Q (8758.053793 sec): 3 clusters Score: Raw -95241.637587 + Penalty 1298.685071 = -93942.952516 nChanged 25 SP:Iteration 5Q (8758.057595 sec): 3 clusters Score: Raw -95258.189830 + Penalty 1298.685071 = -93959.504758 nChanged 10 SP:Iteration 6Q (8758.061362 sec): 3 clusters Score: Raw -95266.617520 + Penalty 1298.685071 = -93967.932449 nChanged 14 SP:Iteration 7Q (8758.065137 sec): 3 clusters Score: Raw -95280.142991 + Penalty 1298.685071 = -93981.457920 nChanged 13 SP:Iteration 8Q (8758.068903 sec): 3 clusters Score: Raw -95290.926127 + Penalty 1298.685071 = -93992.241056 nChanged 17 SP:Iteration 9Q (8758.072657 sec): 3 clusters Score: Raw -95305.620959 + Penalty 1298.685071 = -94006.935887 nChanged 13 SP:Iteration 10Q (8758.076404 sec): 3 clusters Score: Raw -95314.706005 + Penalty 1298.685071 = -94016.020934 nChanged 13 SP:Iteration 11Q (8758.080111 sec): 3 clusters Score: Raw -95324.134908 + Penalty 1298.685071 = -94025.449837 nChanged 9 SP:Iteration 12Q (8758.083893 sec): 3 clusters Score: Raw -95329.403997 + Penalty 1298.685071 = -94030.718926 nChanged 3 SP:Iteration 13Q (8758.087632 sec): 3 clusters Score: Raw -95331.977235 + Penalty 1298.685071 = -94033.292164 nChanged 5 SP:Iteration 14Q (8758.091324 sec): 3 clusters Score: Raw -95334.927638 + Penalty 1298.685071 = -94036.242567 nChanged 2 SP:Iteration 15Q (8758.095046 sec): 3 clusters Score: Raw -95336.163327 + Penalty 1298.685071 = -94037.478256 nChanged 3 SP:Iteration 16Q (8758.134976 sec): 3 clusters Score: Raw -95338.786148 + Penalty 1298.685071 = -94040.101076 nChanged 4 SP:Iteration 17Q (8758.176647 sec): 3 clusters Score: Raw -95341.594812 + Penalty 1298.685071 = -94042.909740 nChanged 2 SP:Iteration 18Q (8758.225611 sec): 3 clusters Score: Raw -95343.011195 + Penalty 1298.685071 = -94044.326124 nChanged 1 SP:Iteration 19Q (8758.269986 sec): 3 clusters Score: Raw -95345.209846 + Penalty 1298.685071 = -94046.524774 nChanged 1 SP:Iteration 20F (8758.316595 sec): 3 clusters Score: Raw -95345.547585 + Penalty 1298.685071 = -94046.862513 nChanged 1 SP:Iteration 21Q (8758.354753 sec): 3 clusters Score: Raw -95345.939962 + Penalty 1298.685071 = -94047.254891 nChanged 1 SP:Iteration 22Q (8758.406020 sec): 3 clusters Score: Raw -95346.325009 + Penalty 1298.685071 = -94047.639938 nChanged 0 SP:Iteration 23F (8758.444104 sec): 3 clusters Score: Raw -95346.325009 + Penalty 1298.685071 = -94047.639938 nChanged 0 Trying to split cluster 23 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8758.465170 sec): 2 clusters Score: Raw -44580.618149 + Penalty 591.520984 = -43989.097166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8758.503951 sec): 3 clusters Score: Raw -44476.957561 + Penalty 1183.041967 = -43293.915594 nChanged 163 SP:Iteration 1F (8758.551837 sec): 3 clusters Score: Raw -44650.677905 + Penalty 1183.041967 = -43467.635938 nChanged 39 SP:Iteration 2F (8758.596531 sec): 3 clusters Score: Raw -44712.250683 + Penalty 1183.041967 = -43529.208716 nChanged 31 SP:Iteration 3F (8758.630311 sec): 3 clusters Score: Raw -44766.677185 + Penalty 1183.041967 = -43583.635218 nChanged 15 SP:Iteration 4Q (8758.668033 sec): 3 clusters Score: Raw -44787.230835 + Penalty 1183.041967 = -43604.188868 nChanged 13 SP:Iteration 5Q (8758.716170 sec): 3 clusters Score: Raw -44806.087889 + Penalty 1183.041967 = -43623.045922 nChanged 12 SP:Iteration 6Q (8758.757919 sec): 3 clusters Score: Raw -44832.280178 + Penalty 1183.041967 = -43649.238211 nChanged 9 SP:Iteration 7Q (8758.795304 sec): 3 clusters Score: Raw -44843.357990 + Penalty 1183.041967 = -43660.316022 nChanged 3 SP:Iteration 8Q (8758.836272 sec): 3 clusters Score: Raw -44848.352087 + Penalty 1183.041967 = -43665.310120 nChanged 2 SP:Iteration 9Q (8758.880773 sec): 3 clusters Score: Raw -44850.084933 + Penalty 1183.041967 = -43667.042966 nChanged 2 SP:Iteration 10Q (8758.921484 sec): 3 clusters Score: Raw -44851.151583 + Penalty 1183.041967 = -43668.109616 nChanged 0 SP:Iteration 11F (8758.959386 sec): 3 clusters Score: Raw -44851.151583 + Penalty 1183.041967 = -43668.109616 nChanged 0 Trying to split cluster 24 (5777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8758.989977 sec): 2 clusters Score: Raw -574630.352082 + Penalty 822.855781 = -573807.496302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8759.045719 sec): 3 clusters Score: Raw -571387.594486 + Penalty 1645.711561 = -569741.882924 nChanged 2511 SP:Iteration 1F (8759.092105 sec): 3 clusters Score: Raw -572804.654336 + Penalty 1645.711561 = -571158.942775 nChanged 424 SP:Iteration 2F (8759.146007 sec): 3 clusters Score: Raw -573037.737684 + Penalty 1645.711561 = -571392.026122 nChanged 379 SP:Iteration 3F (8759.190750 sec): 3 clusters Score: Raw -573240.481371 + Penalty 1645.711561 = -571594.769810 nChanged 352 SP:Iteration 4F (8759.239495 sec): 3 clusters Score: Raw -573430.411784 + Penalty 1645.711561 = -571784.700222 nChanged 281 SP:Iteration 5Q (8759.282822 sec): 3 clusters Score: Raw -573581.619166 + Penalty 1645.711561 = -571935.907604 nChanged 255 SP:Iteration 6Q (8759.333963 sec): 3 clusters Score: Raw -573731.720415 + Penalty 1645.711561 = -572086.008854 nChanged 247 SP:Iteration 7Q (8759.390677 sec): 3 clusters Score: Raw -573857.384386 + Penalty 1645.711561 = -572211.672824 nChanged 195 SP:Iteration 8Q (8759.430173 sec): 3 clusters Score: Raw -573942.206264 + Penalty 1645.711561 = -572296.494702 nChanged 145 SP:Iteration 9Q (8759.491477 sec): 3 clusters Score: Raw -574003.800038 + Penalty 1645.711561 = -572358.088476 nChanged 136 SP:Iteration 10Q (8759.526952 sec): 3 clusters Score: Raw -574059.194728 + Penalty 1645.711561 = -572413.483167 nChanged 111 SP:Iteration 11Q (8759.591040 sec): 3 clusters Score: Raw -574099.129322 + Penalty 1645.711561 = -572453.417760 nChanged 89 SP:Iteration 12Q (8759.633838 sec): 3 clusters Score: Raw -574124.599635 + Penalty 1645.711561 = -572478.888074 nChanged 68 SP:Iteration 13Q (8759.681831 sec): 3 clusters Score: Raw -574143.683665 + Penalty 1645.711561 = -572497.972104 nChanged 66 SP:Iteration 14Q (8759.724895 sec): 3 clusters Score: Raw -574159.772704 + Penalty 1645.711561 = -572514.061143 nChanged 45 SP:Iteration 15Q (8759.768433 sec): 3 clusters Score: Raw -574167.958872 + Penalty 1645.711561 = -572522.247311 nChanged 37 SP:Iteration 16Q (8759.816074 sec): 3 clusters Score: Raw -574179.260714 + Penalty 1645.711561 = -572533.549152 nChanged 37 SP:Iteration 17Q (8759.873395 sec): 3 clusters Score: Raw -574188.549909 + Penalty 1645.711561 = -572542.838348 nChanged 39 SP:Iteration 18Q (8759.922070 sec): 3 clusters Score: Raw -574195.500549 + Penalty 1645.711561 = -572549.788988 nChanged 36 SP:Iteration 19Q (8759.956973 sec): 3 clusters Score: Raw -574202.362366 + Penalty 1645.711561 = -572556.650805 nChanged 38 SP:Iteration 20F (8760.017613 sec): 3 clusters Score: Raw -574210.838071 + Penalty 1645.711561 = -572565.126510 nChanged 38 SP:Iteration 21Q (8760.054265 sec): 3 clusters Score: Raw -574216.493057 + Penalty 1645.711561 = -572570.781496 nChanged 26 SP:Iteration 22Q (8760.105919 sec): 3 clusters Score: Raw -574220.870646 + Penalty 1645.711561 = -572575.159084 nChanged 27 SP:Iteration 23Q (8760.159511 sec): 3 clusters Score: Raw -574226.660197 + Penalty 1645.711561 = -572580.948635 nChanged 25 SP:Iteration 24Q (8760.208999 sec): 3 clusters Score: Raw -574232.728384 + Penalty 1645.711561 = -572587.016823 nChanged 32 SP:Iteration 25Q (8760.266498 sec): 3 clusters Score: Raw -574241.777001 + Penalty 1645.711561 = -572596.065440 nChanged 32 SP:Iteration 26Q (8760.305559 sec): 3 clusters Score: Raw -574250.631328 + Penalty 1645.711561 = -572604.919767 nChanged 29 SP:Iteration 27Q (8760.356926 sec): 3 clusters Score: Raw -574258.216737 + Penalty 1645.711561 = -572612.505176 nChanged 25 SP:Iteration 28Q (8760.402695 sec): 3 clusters Score: Raw -574264.074688 + Penalty 1645.711561 = -572618.363127 nChanged 22 SP:Iteration 29Q (8760.451057 sec): 3 clusters Score: Raw -574269.083597 + Penalty 1645.711561 = -572623.372036 nChanged 24 SP:Iteration 30Q (8760.500577 sec): 3 clusters Score: Raw -574274.394838 + Penalty 1645.711561 = -572628.683277 nChanged 19 SP:Iteration 31Q (8760.553713 sec): 3 clusters Score: Raw -574277.069291 + Penalty 1645.711561 = -572631.357729 nChanged 10 SP:Iteration 32Q (8760.592934 sec): 3 clusters Score: Raw -574278.507447 + Penalty 1645.711561 = -572632.795886 nChanged 6 SP:Iteration 33Q (8760.648658 sec): 3 clusters Score: Raw -574279.629456 + Penalty 1645.711561 = -572633.917895 nChanged 5 SP:Iteration 34Q (8760.683452 sec): 3 clusters Score: Raw -574280.213304 + Penalty 1645.711561 = -572634.501743 nChanged 3 SP:Iteration 35Q (8760.732732 sec): 3 clusters Score: Raw -574280.407803 + Penalty 1645.711561 = -572634.696242 nChanged 3 SP:Iteration 36Q (8760.776876 sec): 3 clusters Score: Raw -574280.862743 + Penalty 1645.711561 = -572635.151182 nChanged 3 SP:Iteration 37Q (8760.825128 sec): 3 clusters Score: Raw -574281.092946 + Penalty 1645.711561 = -572635.381385 nChanged 1 SP:Iteration 38Q (8760.867903 sec): 3 clusters Score: Raw -574281.159627 + Penalty 1645.711561 = -572635.448065 nChanged 0 SP:Iteration 39F (8760.907022 sec): 3 clusters Score: Raw -574281.159627 + Penalty 1645.711561 = -572635.448065 nChanged 0 Trying to split cluster 25 (14235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8760.944243 sec): 2 clusters Score: Raw -1392564.259211 + Penalty 908.528605 = -1391655.730606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8761.009069 sec): 3 clusters Score: Raw -1383835.932508 + Penalty 1817.057210 = -1382018.875298 nChanged 6536 SP:Iteration 1F (8761.063091 sec): 3 clusters Score: Raw -1387676.039996 + Penalty 1817.057210 = -1385858.982786 nChanged 849 SP:Iteration 2F (8761.121643 sec): 3 clusters Score: Raw -1388119.946078 + Penalty 1817.057210 = -1386302.888868 nChanged 842 SP:Iteration 3F (8761.184447 sec): 3 clusters Score: Raw -1388657.274273 + Penalty 1817.057210 = -1386840.217063 nChanged 844 SP:Iteration 4F (8761.242140 sec): 3 clusters Score: Raw -1389283.741737 + Penalty 1817.057210 = -1387466.684528 nChanged 896 SP:Iteration 5F (8761.301141 sec): 3 clusters Score: Raw -1389905.425991 + Penalty 1817.057210 = -1388088.368781 nChanged 823 SP:Iteration 6F (8761.352447 sec): 3 clusters Score: Raw -1390403.203497 + Penalty 1817.057210 = -1388586.146287 nChanged 644 SP:Iteration 7Q (8761.414999 sec): 3 clusters Score: Raw -1390713.980633 + Penalty 1817.057210 = -1388896.923423 nChanged 498 SP:Iteration 8Q (8761.477073 sec): 3 clusters Score: Raw -1390886.338977 + Penalty 1817.057210 = -1389069.281767 nChanged 321 SP:Iteration 9Q (8761.534295 sec): 3 clusters Score: Raw -1390981.065843 + Penalty 1817.057210 = -1389164.008633 nChanged 240 SP:Iteration 10Q (8761.606288 sec): 3 clusters Score: Raw -1391039.990234 + Penalty 1817.057210 = -1389222.933024 nChanged 177 SP:Iteration 11Q (8761.649739 sec): 3 clusters Score: Raw -1391075.758889 + Penalty 1817.057210 = -1389258.701679 nChanged 131 SP:Iteration 12Q (8761.708906 sec): 3 clusters Score: Raw -1391095.700067 + Penalty 1817.057210 = -1389278.642857 nChanged 98 SP:Iteration 13Q (8761.756678 sec): 3 clusters Score: Raw -1391110.968729 + Penalty 1817.057210 = -1389293.911519 nChanged 103 SP:Iteration 14Q (8761.808262 sec): 3 clusters Score: Raw -1391126.515384 + Penalty 1817.057210 = -1389309.458174 nChanged 93 SP:Iteration 15Q (8761.870159 sec): 3 clusters Score: Raw -1391143.219980 + Penalty 1817.057210 = -1389326.162770 nChanged 90 SP:Iteration 16Q (8761.936702 sec): 3 clusters Score: Raw -1391157.159363 + Penalty 1817.057210 = -1389340.102153 nChanged 79 SP:Iteration 17Q (8761.973778 sec): 3 clusters Score: Raw -1391169.776393 + Penalty 1817.057210 = -1389352.719183 nChanged 71 SP:Iteration 18Q (8762.032575 sec): 3 clusters Score: Raw -1391180.826543 + Penalty 1817.057210 = -1389363.769333 nChanged 78 SP:Iteration 19Q (8762.085943 sec): 3 clusters Score: Raw -1391191.634742 + Penalty 1817.057210 = -1389374.577532 nChanged 63 SP:Iteration 20F (8762.149369 sec): 3 clusters Score: Raw -1391203.344063 + Penalty 1817.057210 = -1389386.286853 nChanged 80 SP:Iteration 21Q (8762.201525 sec): 3 clusters Score: Raw -1391216.536513 + Penalty 1817.057210 = -1389399.479303 nChanged 66 SP:Iteration 22Q (8762.263523 sec): 3 clusters Score: Raw -1391225.922758 + Penalty 1817.057210 = -1389408.865548 nChanged 70 SP:Iteration 23Q (8762.310484 sec): 3 clusters Score: Raw -1391235.745121 + Penalty 1817.057210 = -1389418.687911 nChanged 69 SP:Iteration 24Q (8762.377939 sec): 3 clusters Score: Raw -1391245.707691 + Penalty 1817.057210 = -1389428.650481 nChanged 70 SP:Iteration 25Q (8762.421796 sec): 3 clusters Score: Raw -1391255.640199 + Penalty 1817.057210 = -1389438.582989 nChanged 57 SP:Iteration 26Q (8762.472197 sec): 3 clusters Score: Raw -1391263.347302 + Penalty 1817.057210 = -1389446.290092 nChanged 62 SP:Iteration 27Q (8762.531766 sec): 3 clusters Score: Raw -1391272.937571 + Penalty 1817.057210 = -1389455.880361 nChanged 57 SP:Iteration 28Q (8762.585451 sec): 3 clusters Score: Raw -1391280.346764 + Penalty 1817.057210 = -1389463.289554 nChanged 48 SP:Iteration 29Q (8762.649884 sec): 3 clusters Score: Raw -1391285.546169 + Penalty 1817.057210 = -1389468.488959 nChanged 47 SP:Iteration 30Q (8762.719783 sec): 3 clusters Score: Raw -1391289.857368 + Penalty 1817.057210 = -1389472.800158 nChanged 43 SP:Iteration 31Q (8762.780432 sec): 3 clusters Score: Raw -1391293.960214 + Penalty 1817.057210 = -1389476.903005 nChanged 41 SP:Iteration 32Q (8762.832546 sec): 3 clusters Score: Raw -1391297.817743 + Penalty 1817.057210 = -1389480.760533 nChanged 46 SP:Iteration 33Q (8762.893459 sec): 3 clusters Score: Raw -1391303.837929 + Penalty 1817.057210 = -1389486.780719 nChanged 65 SP:Iteration 34Q (8762.952392 sec): 3 clusters Score: Raw -1391313.433909 + Penalty 1817.057210 = -1389496.376699 nChanged 61 SP:Iteration 35Q (8763.007232 sec): 3 clusters Score: Raw -1391322.611422 + Penalty 1817.057210 = -1389505.554212 nChanged 65 SP:Iteration 36Q (8763.053938 sec): 3 clusters Score: Raw -1391333.750776 + Penalty 1817.057210 = -1389516.693566 nChanged 72 SP:Iteration 37Q (8763.126620 sec): 3 clusters Score: Raw -1391343.530679 + Penalty 1817.057210 = -1389526.473469 nChanged 63 SP:Iteration 38Q (8763.179161 sec): 3 clusters Score: Raw -1391351.294507 + Penalty 1817.057210 = -1389534.237297 nChanged 66 SP:Iteration 39Q (8763.230962 sec): 3 clusters Score: Raw -1391360.323688 + Penalty 1817.057210 = -1389543.266478 nChanged 64 SP:Iteration 40F (8763.287272 sec): 3 clusters Score: Raw -1391369.164768 + Penalty 1817.057210 = -1389552.107558 nChanged 70 SP:Iteration 41Q (8763.351044 sec): 3 clusters Score: Raw -1391378.746368 + Penalty 1817.057210 = -1389561.689158 nChanged 73 SP:Iteration 42Q (8763.402714 sec): 3 clusters Score: Raw -1391389.723703 + Penalty 1817.057210 = -1389572.666493 nChanged 81 SP:Iteration 43Q (8763.459022 sec): 3 clusters Score: Raw -1391401.692530 + Penalty 1817.057210 = -1389584.635320 nChanged 73 SP:Iteration 44Q (8763.522099 sec): 3 clusters Score: Raw -1391412.696028 + Penalty 1817.057210 = -1389595.638818 nChanged 79 SP:Iteration 45Q (8763.579463 sec): 3 clusters Score: Raw -1391424.060830 + Penalty 1817.057210 = -1389607.003620 nChanged 79 SP:Iteration 46Q (8763.627969 sec): 3 clusters Score: Raw -1391435.010005 + Penalty 1817.057210 = -1389617.952795 nChanged 70 SP:Iteration 47Q (8763.674301 sec): 3 clusters Score: Raw -1391445.456926 + Penalty 1817.057210 = -1389628.399716 nChanged 71 SP:Iteration 48Q (8763.735959 sec): 3 clusters Score: Raw -1391458.017425 + Penalty 1817.057210 = -1389640.960215 nChanged 71 SP:Iteration 49Q (8763.810260 sec): 3 clusters Score: Raw -1391469.423588 + Penalty 1817.057210 = -1389652.366378 nChanged 73 SP:Iteration 50Q (8763.858907 sec): 3 clusters Score: Raw -1391479.723702 + Penalty 1817.057210 = -1389662.666492 nChanged 68 SP:Iteration 51Q (8763.921411 sec): 3 clusters Score: Raw -1391489.936050 + Penalty 1817.057210 = -1389672.878840 nChanged 84 SP:Iteration 52Q (8763.976790 sec): 3 clusters Score: Raw -1391503.820585 + Penalty 1817.057210 = -1389686.763375 nChanged 100 SP:Iteration 53Q (8764.033898 sec): 3 clusters Score: Raw -1391522.344665 + Penalty 1817.057210 = -1389705.287455 nChanged 115 SP:Iteration 54Q (8764.095763 sec): 3 clusters Score: Raw -1391548.499193 + Penalty 1817.057210 = -1389731.441983 nChanged 109 SP:Iteration 55Q (8764.160031 sec): 3 clusters Score: Raw -1391573.707825 + Penalty 1817.057210 = -1389756.650615 nChanged 125 SP:Iteration 56Q (8764.217448 sec): 3 clusters Score: Raw -1391603.535635 + Penalty 1817.057210 = -1389786.478425 nChanged 126 SP:Iteration 57Q (8764.274426 sec): 3 clusters Score: Raw -1391632.876028 + Penalty 1817.057210 = -1389815.818818 nChanged 117 SP:Iteration 58Q (8764.337320 sec): 3 clusters Score: Raw -1391663.245571 + Penalty 1817.057210 = -1389846.188361 nChanged 116 SP:Iteration 59Q (8764.396704 sec): 3 clusters Score: Raw -1391694.664746 + Penalty 1817.057210 = -1389877.607536 nChanged 132 SP:Iteration 60F (8764.451268 sec): 3 clusters Score: Raw -1391736.207360 + Penalty 1817.057210 = -1389919.150150 nChanged 146 SP:Iteration 61Q (8764.505366 sec): 3 clusters Score: Raw -1391784.020032 + Penalty 1817.057210 = -1389966.962822 nChanged 163 SP:Iteration 62Q (8764.559436 sec): 3 clusters Score: Raw -1391837.186049 + Penalty 1817.057210 = -1390020.128840 nChanged 157 SP:Iteration 63Q (8764.622623 sec): 3 clusters Score: Raw -1391889.767804 + Penalty 1817.057210 = -1390072.710594 nChanged 162 SP:Iteration 64Q (8764.677230 sec): 3 clusters Score: Raw -1391951.285383 + Penalty 1817.057210 = -1390134.228173 nChanged 163 SP:Iteration 65Q (8764.726857 sec): 3 clusters Score: Raw -1392023.962366 + Penalty 1817.057210 = -1390206.905156 nChanged 164 SP:Iteration 66Q (8764.785860 sec): 3 clusters Score: Raw -1392098.531789 + Penalty 1817.057210 = -1390281.474579 nChanged 184 SP:Iteration 67Q (8764.847489 sec): 3 clusters Score: Raw -1392204.125247 + Penalty 1817.057210 = -1390387.068037 nChanged 174 SP:Iteration 68Q (8764.916577 sec): 3 clusters Score: Raw -1392317.807232 + Penalty 1817.057210 = -1390500.750022 nChanged 177 SP:Iteration 69Q (8764.972212 sec): 3 clusters Score: Raw -1392446.108469 + Penalty 1817.057210 = -1390629.051259 nChanged 132 SP:Iteration 70Q (8765.025025 sec): 3 clusters Score: Raw -1392536.139554 + Penalty 1817.057210 = -1390719.082345 nChanged 94 SP:Iteration 71Q (8765.082020 sec): 3 clusters Score: Raw -1392588.995441 + Penalty 1817.057210 = -1390771.938231 nChanged 68 SP:Iteration 72Q (8765.130019 sec): 3 clusters Score: Raw -1392624.196891 + Penalty 1817.057210 = -1390807.139681 nChanged 44 SP:Iteration 73Q (8765.189404 sec): 3 clusters Score: Raw -1392644.161426 + Penalty 1817.057210 = -1390827.104216 nChanged 36 SP:Iteration 74Q (8765.241756 sec): 3 clusters Score: Raw -1392662.666499 + Penalty 1817.057210 = -1390845.609289 nChanged 36 SP:Iteration 75Q (8765.294183 sec): 3 clusters Score: Raw -1392680.731217 + Penalty 1817.057210 = -1390863.674007 nChanged 33 SP:Iteration 76Q (8765.350628 sec): 3 clusters Score: Raw -1392698.166782 + Penalty 1817.057210 = -1390881.109572 nChanged 29 SP:Iteration 77Q (8765.407910 sec): 3 clusters Score: Raw -1392714.781489 + Penalty 1817.057210 = -1390897.724279 nChanged 26 SP:Iteration 78Q (8765.462102 sec): 3 clusters Score: Raw -1392725.377369 + Penalty 1817.057210 = -1390908.320159 nChanged 22 SP:Iteration 79Q (8765.517692 sec): 3 clusters Score: Raw -1392735.154148 + Penalty 1817.057210 = -1390918.096938 nChanged 24 SP:Iteration 80F (8765.573137 sec): 3 clusters Score: Raw -1392746.478911 + Penalty 1817.057210 = -1390929.421701 nChanged 22 SP:Iteration 81Q (8765.620428 sec): 3 clusters Score: Raw -1392756.498921 + Penalty 1817.057210 = -1390939.441711 nChanged 18 SP:Iteration 82Q (8765.674959 sec): 3 clusters Score: Raw -1392764.472335 + Penalty 1817.057210 = -1390947.415125 nChanged 18 SP:Iteration 83Q (8765.734846 sec): 3 clusters Score: Raw -1392771.526553 + Penalty 1817.057210 = -1390954.469343 nChanged 10 SP:Iteration 84Q (8765.780328 sec): 3 clusters Score: Raw -1392774.774899 + Penalty 1817.057210 = -1390957.717689 nChanged 10 SP:Iteration 85Q (8765.841874 sec): 3 clusters Score: Raw -1392777.174991 + Penalty 1817.057210 = -1390960.117781 nChanged 5 SP:Iteration 86Q (8765.899721 sec): 3 clusters Score: Raw -1392778.350533 + Penalty 1817.057210 = -1390961.293323 nChanged 4 SP:Iteration 87Q (8765.954629 sec): 3 clusters Score: Raw -1392779.511779 + Penalty 1817.057210 = -1390962.454569 nChanged 6 SP:Iteration 88Q (8766.015763 sec): 3 clusters Score: Raw -1392780.987430 + Penalty 1817.057210 = -1390963.930220 nChanged 4 SP:Iteration 89Q (8766.072513 sec): 3 clusters Score: Raw -1392782.382309 + Penalty 1817.057210 = -1390965.325099 nChanged 5 SP:Iteration 90Q (8766.133412 sec): 3 clusters Score: Raw -1392783.572751 + Penalty 1817.057210 = -1390966.515541 nChanged 3 SP:Iteration 91Q (8766.184319 sec): 3 clusters Score: Raw -1392784.248447 + Penalty 1817.057210 = -1390967.191237 nChanged 4 SP:Iteration 92Q (8766.240147 sec): 3 clusters Score: Raw -1392785.549796 + Penalty 1817.057210 = -1390968.492586 nChanged 1 SP:Iteration 93Q (8766.300816 sec): 3 clusters Score: Raw -1392785.658523 + Penalty 1817.057210 = -1390968.601313 nChanged 0 SP:Iteration 94F (8766.358292 sec): 3 clusters Score: Raw -1392785.658523 + Penalty 1817.057210 = -1390968.601313 nChanged 0 Trying to split cluster 26 (3630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8766.397587 sec): 2 clusters Score: Raw -347801.236405 + Penalty 778.713853 = -347022.522552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8766.449604 sec): 3 clusters Score: Raw -345875.521123 + Penalty 1557.427706 = -344318.093417 nChanged 1514 SP:Iteration 1F (8766.484407 sec): 3 clusters Score: Raw -346725.447228 + Penalty 1557.427706 = -345168.019522 nChanged 259 SP:Iteration 2F (8766.522951 sec): 3 clusters Score: Raw -346844.660796 + Penalty 1557.427706 = -345287.233090 nChanged 185 SP:Iteration 3F (8766.569324 sec): 3 clusters Score: Raw -346926.635384 + Penalty 1557.427706 = -345369.207678 nChanged 150 SP:Iteration 4Q (8766.611225 sec): 3 clusters Score: Raw -346993.044060 + Penalty 1557.427706 = -345435.616354 nChanged 115 SP:Iteration 5Q (8766.653092 sec): 3 clusters Score: Raw -347043.558800 + Penalty 1557.427706 = -345486.131094 nChanged 117 SP:Iteration 6Q (8766.685777 sec): 3 clusters Score: Raw -347105.703275 + Penalty 1557.427706 = -345548.275569 nChanged 123 SP:Iteration 7Q (8766.733721 sec): 3 clusters Score: Raw -347169.893259 + Penalty 1557.427706 = -345612.465552 nChanged 110 SP:Iteration 8Q (8766.780620 sec): 3 clusters Score: Raw -347217.917037 + Penalty 1557.427706 = -345660.489331 nChanged 79 SP:Iteration 9Q (8766.835869 sec): 3 clusters Score: Raw -347256.572737 + Penalty 1557.427706 = -345699.145031 nChanged 88 SP:Iteration 10Q (8766.864904 sec): 3 clusters Score: Raw -347303.646123 + Penalty 1557.427706 = -345746.218416 nChanged 97 SP:Iteration 11Q (8766.907806 sec): 3 clusters Score: Raw -347362.557092 + Penalty 1557.427706 = -345805.129386 nChanged 99 SP:Iteration 12Q (8766.939593 sec): 3 clusters Score: Raw -347422.384504 + Penalty 1557.427706 = -345864.956798 nChanged 78 SP:Iteration 13Q (8766.982904 sec): 3 clusters Score: Raw -347464.176630 + Penalty 1557.427706 = -345906.748924 nChanged 66 SP:Iteration 14Q (8767.041188 sec): 3 clusters Score: Raw -347496.504511 + Penalty 1557.427706 = -345939.076804 nChanged 63 SP:Iteration 15Q (8767.071613 sec): 3 clusters Score: Raw -347524.188830 + Penalty 1557.427706 = -345966.761124 nChanged 49 SP:Iteration 16Q (8767.108614 sec): 3 clusters Score: Raw -347553.356281 + Penalty 1557.427706 = -345995.928575 nChanged 59 SP:Iteration 17Q (8767.151364 sec): 3 clusters Score: Raw -347579.290478 + Penalty 1557.427706 = -346021.862772 nChanged 51 SP:Iteration 18Q (8767.201805 sec): 3 clusters Score: Raw -347597.699029 + Penalty 1557.427706 = -346040.271323 nChanged 40 SP:Iteration 19Q (8767.237569 sec): 3 clusters Score: Raw -347614.017317 + Penalty 1557.427706 = -346056.589611 nChanged 29 SP:Iteration 20F (8767.282435 sec): 3 clusters Score: Raw -347629.387571 + Penalty 1557.427706 = -346071.959865 nChanged 33 SP:Iteration 21Q (8767.328252 sec): 3 clusters Score: Raw -347643.472605 + Penalty 1557.427706 = -346086.044899 nChanged 26 SP:Iteration 22Q (8767.376745 sec): 3 clusters Score: Raw -347654.473522 + Penalty 1557.427706 = -346097.045816 nChanged 28 SP:Iteration 23Q (8767.436423 sec): 3 clusters Score: Raw -347663.869918 + Penalty 1557.427706 = -346106.442212 nChanged 22 SP:Iteration 24Q (8767.481488 sec): 3 clusters Score: Raw -347673.399848 + Penalty 1557.427706 = -346115.972142 nChanged 25 SP:Iteration 25Q (8767.510471 sec): 3 clusters Score: Raw -347685.957384 + Penalty 1557.427706 = -346128.529678 nChanged 20 SP:Iteration 26Q (8767.562908 sec): 3 clusters Score: Raw -347691.570974 + Penalty 1557.427706 = -346134.143268 nChanged 19 SP:Iteration 27Q (8767.601260 sec): 3 clusters Score: Raw -347699.417102 + Penalty 1557.427706 = -346141.989396 nChanged 17 SP:Iteration 28Q (8767.650470 sec): 3 clusters Score: Raw -347707.205027 + Penalty 1557.427706 = -346149.777320 nChanged 22 SP:Iteration 29Q (8767.692643 sec): 3 clusters Score: Raw -347714.152479 + Penalty 1557.427706 = -346156.724773 nChanged 21 SP:Iteration 30Q (8767.743418 sec): 3 clusters Score: Raw -347722.868388 + Penalty 1557.427706 = -346165.440682 nChanged 23 SP:Iteration 31Q (8767.783586 sec): 3 clusters Score: Raw -347731.848206 + Penalty 1557.427706 = -346174.420500 nChanged 21 SP:Iteration 32Q (8767.822125 sec): 3 clusters Score: Raw -347737.967346 + Penalty 1557.427706 = -346180.539639 nChanged 16 SP:Iteration 33Q (8767.869240 sec): 3 clusters Score: Raw -347743.728672 + Penalty 1557.427706 = -346186.300966 nChanged 15 SP:Iteration 34Q (8767.920954 sec): 3 clusters Score: Raw -347748.815292 + Penalty 1557.427706 = -346191.387586 nChanged 16 SP:Iteration 35Q (8767.963499 sec): 3 clusters Score: Raw -347753.590093 + Penalty 1557.427706 = -346196.162387 nChanged 12 SP:Iteration 36Q (8768.005897 sec): 3 clusters Score: Raw -347758.480681 + Penalty 1557.427706 = -346201.052974 nChanged 9 SP:Iteration 37Q (8768.061187 sec): 3 clusters Score: Raw -347760.974195 + Penalty 1557.427706 = -346203.546489 nChanged 10 SP:Iteration 38Q (8768.110018 sec): 3 clusters Score: Raw -347763.943425 + Penalty 1557.427706 = -346206.515719 nChanged 9 SP:Iteration 39Q (8768.144528 sec): 3 clusters Score: Raw -347767.044718 + Penalty 1557.427706 = -346209.617012 nChanged 10 SP:Iteration 40F (8768.193297 sec): 3 clusters Score: Raw -347770.705933 + Penalty 1557.427706 = -346213.278227 nChanged 11 SP:Iteration 41Q (8768.233999 sec): 3 clusters Score: Raw -347774.058270 + Penalty 1557.427706 = -346216.630564 nChanged 8 SP:Iteration 42Q (8768.274315 sec): 3 clusters Score: Raw -347776.501675 + Penalty 1557.427706 = -346219.073969 nChanged 6 SP:Iteration 43Q (8768.315948 sec): 3 clusters Score: Raw -347778.534339 + Penalty 1557.427706 = -346221.106633 nChanged 4 SP:Iteration 44Q (8768.364277 sec): 3 clusters Score: Raw -347779.281343 + Penalty 1557.427706 = -346221.853636 nChanged 2 SP:Iteration 45Q (8768.398159 sec): 3 clusters Score: Raw -347780.714127 + Penalty 1557.427706 = -346223.286420 nChanged 4 SP:Iteration 46Q (8768.441517 sec): 3 clusters Score: Raw -347782.010312 + Penalty 1557.427706 = -346224.582606 nChanged 4 SP:Iteration 47Q (8768.488787 sec): 3 clusters Score: Raw -347783.836194 + Penalty 1557.427706 = -346226.408487 nChanged 5 SP:Iteration 48Q (8768.532445 sec): 3 clusters Score: Raw -347786.081991 + Penalty 1557.427706 = -346228.654285 nChanged 5 SP:Iteration 49Q (8768.583483 sec): 3 clusters Score: Raw -347788.693545 + Penalty 1557.427706 = -346231.265839 nChanged 6 SP:Iteration 50Q (8768.638499 sec): 3 clusters Score: Raw -347791.046989 + Penalty 1557.427706 = -346233.619283 nChanged 3 SP:Iteration 51Q (8768.675801 sec): 3 clusters Score: Raw -347792.099141 + Penalty 1557.427706 = -346234.671435 nChanged 3 SP:Iteration 52Q (8768.724350 sec): 3 clusters Score: Raw -347792.709539 + Penalty 1557.427706 = -346235.281833 nChanged 3 SP:Iteration 53Q (8768.766614 sec): 3 clusters Score: Raw -347793.771643 + Penalty 1557.427706 = -346236.343937 nChanged 5 SP:Iteration 54Q (8768.810919 sec): 3 clusters Score: Raw -347795.394683 + Penalty 1557.427706 = -346237.966977 nChanged 7 SP:Iteration 55Q (8768.857895 sec): 3 clusters Score: Raw -347798.842314 + Penalty 1557.427706 = -346241.414608 nChanged 6 SP:Iteration 56Q (8768.913304 sec): 3 clusters Score: Raw -347801.861542 + Penalty 1557.427706 = -346244.433836 nChanged 6 SP:Iteration 57Q (8768.959220 sec): 3 clusters Score: Raw -347805.113373 + Penalty 1557.427706 = -346247.685667 nChanged 5 SP:Iteration 58Q (8768.995965 sec): 3 clusters Score: Raw -347806.916965 + Penalty 1557.427706 = -346249.489259 nChanged 3 SP:Iteration 59Q (8769.041687 sec): 3 clusters Score: Raw -347807.543370 + Penalty 1557.427706 = -346250.115664 nChanged 1 SP:Iteration 60F (8769.072717 sec): 3 clusters Score: Raw -347807.825439 + Penalty 1557.427706 = -346250.397733 nChanged 1 SP:Iteration 61Q (8769.111107 sec): 3 clusters Score: Raw -347808.110031 + Penalty 1557.427706 = -346250.682325 nChanged 1 SP:Iteration 62Q (8769.157809 sec): 3 clusters Score: Raw -347808.523772 + Penalty 1557.427706 = -346251.096065 nChanged 1 SP:Iteration 63Q (8769.205334 sec): 3 clusters Score: Raw -347809.641992 + Penalty 1557.427706 = -346252.214285 nChanged 1 SP:Iteration 64Q (8769.256093 sec): 3 clusters Score: Raw -347810.045470 + Penalty 1557.427706 = -346252.617764 nChanged 1 SP:Iteration 65Q (8769.296604 sec): 3 clusters Score: Raw -347810.465627 + Penalty 1557.427706 = -346253.037921 nChanged 2 SP:Iteration 66Q (8769.333666 sec): 3 clusters Score: Raw -347811.384908 + Penalty 1557.427706 = -346253.957202 nChanged 1 SP:Iteration 67Q (8769.386616 sec): 3 clusters Score: Raw -347811.710456 + Penalty 1557.427706 = -346254.282750 nChanged 1 SP:Iteration 68Q (8769.423644 sec): 3 clusters Score: Raw -347811.942325 + Penalty 1557.427706 = -346254.514618 nChanged 1 SP:Iteration 69Q (8769.465787 sec): 3 clusters Score: Raw -347812.209670 + Penalty 1557.427706 = -346254.781964 nChanged 0 SP:Iteration 70F (8769.511964 sec): 3 clusters Score: Raw -347812.209670 + Penalty 1557.427706 = -346254.781964 nChanged 0 Trying to split cluster 27 (101272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8769.632476 sec): 2 clusters Score: Raw -9941109.405343 + Penalty 1094.928698 = -9940014.476645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8769.774075 sec): 3 clusters Score: Raw -9874177.885099 + Penalty 2189.857397 = -9871988.027703 nChanged 48960 SP:Iteration 1F (8769.940047 sec): 3 clusters Score: Raw -9903213.467493 + Penalty 2189.857397 = -9901023.610096 nChanged 4190 SP:Iteration 2Q (8770.111313 sec): 3 clusters Score: Raw -9904617.582423 + Penalty 2189.857397 = -9902427.725026 nChanged 4814 SP:Iteration 3Q (8770.282200 sec): 3 clusters Score: Raw -9906624.167856 + Penalty 2189.857397 = -9904434.310460 nChanged 5466 SP:Iteration 4F (8770.443515 sec): 3 clusters Score: Raw -9909613.530239 + Penalty 2189.857397 = -9907423.672842 nChanged 6252 SP:Iteration 5F (8770.606133 sec): 3 clusters Score: Raw -9913778.189489 + Penalty 2189.857397 = -9911588.332092 nChanged 6657 SP:Iteration 6F (8770.757386 sec): 3 clusters Score: Raw -9919089.823938 + Penalty 2189.857397 = -9916899.966542 nChanged 6440 SP:Iteration 7F (8770.913436 sec): 3 clusters Score: Raw -9924581.272685 + Penalty 2189.857397 = -9922391.415289 nChanged 5397 SP:Iteration 8F (8771.071868 sec): 3 clusters Score: Raw -9928740.186125 + Penalty 2189.857397 = -9926550.328728 nChanged 3962 SP:Iteration 9Q (8771.235916 sec): 3 clusters Score: Raw -9931067.307262 + Penalty 2189.857397 = -9928877.449865 nChanged 2708 SP:Iteration 10Q (8771.403400 sec): 3 clusters Score: Raw -9932341.849849 + Penalty 2189.857397 = -9930151.992453 nChanged 2049 SP:Iteration 11Q (8771.564013 sec): 3 clusters Score: Raw -9933231.339251 + Penalty 2189.857397 = -9931041.481854 nChanged 1814 SP:Iteration 12Q (8771.721651 sec): 3 clusters Score: Raw -9933987.922737 + Penalty 2189.857397 = -9931798.065340 nChanged 1735 SP:Iteration 13Q (8771.874293 sec): 3 clusters Score: Raw -9934731.499263 + Penalty 2189.857397 = -9932541.641867 nChanged 1713 SP:Iteration 14Q (8772.031739 sec): 3 clusters Score: Raw -9935513.237482 + Penalty 2189.857397 = -9933323.380085 nChanged 1650 SP:Iteration 15Q (8772.165874 sec): 3 clusters Score: Raw -9936299.375787 + Penalty 2189.857397 = -9934109.518390 nChanged 1529 SP:Iteration 16Q (8772.311592 sec): 3 clusters Score: Raw -9937049.166099 + Penalty 2189.857397 = -9934859.308702 nChanged 1348 SP:Iteration 17Q (8772.453692 sec): 3 clusters Score: Raw -9937698.182588 + Penalty 2189.857397 = -9935508.325192 nChanged 1211 SP:Iteration 18Q (8772.604245 sec): 3 clusters Score: Raw -9938297.471167 + Penalty 2189.857397 = -9936107.613771 nChanged 1104 SP:Iteration 19Q (8772.760154 sec): 3 clusters Score: Raw -9938853.913224 + Penalty 2189.857397 = -9936664.055828 nChanged 973 SP:Iteration 20F (8772.905060 sec): 3 clusters Score: Raw -9939342.503618 + Penalty 2189.857397 = -9937152.646221 nChanged 772 SP:Iteration 21Q (8773.046864 sec): 3 clusters Score: Raw -9939743.382740 + Penalty 2189.857397 = -9937553.525344 nChanged 672 SP:Iteration 22Q (8773.204923 sec): 3 clusters Score: Raw -9940094.243622 + Penalty 2189.857397 = -9937904.386225 nChanged 523 SP:Iteration 23Q (8773.349526 sec): 3 clusters Score: Raw -9940377.610080 + Penalty 2189.857397 = -9938187.752684 nChanged 430 SP:Iteration 24Q (8773.494289 sec): 3 clusters Score: Raw -9940618.872457 + Penalty 2189.857397 = -9938429.015060 nChanged 336 SP:Iteration 25Q (8773.639403 sec): 3 clusters Score: Raw -9940800.595066 + Penalty 2189.857397 = -9938610.737670 nChanged 235 SP:Iteration 26Q (8773.774638 sec): 3 clusters Score: Raw -9940929.802858 + Penalty 2189.857397 = -9938739.945462 nChanged 193 SP:Iteration 27Q (8773.920058 sec): 3 clusters Score: Raw -9941023.147042 + Penalty 2189.857397 = -9938833.289645 nChanged 136 SP:Iteration 28Q (8774.052985 sec): 3 clusters Score: Raw -9941088.355751 + Penalty 2189.857397 = -9938898.498355 nChanged 104 SP:Iteration 29Q (8774.196641 sec): 3 clusters Score: Raw -9941132.941571 + Penalty 2189.857397 = -9938943.084174 nChanged 64 SP:Iteration 30Q (8774.328957 sec): 3 clusters Score: Raw -9941158.496469 + Penalty 2189.857397 = -9938968.639072 nChanged 59 SP:Iteration 31Q (8774.449839 sec): 3 clusters Score: Raw -9941182.033510 + Penalty 2189.857397 = -9938992.176113 nChanged 48 SP:Iteration 32Q (8774.595954 sec): 3 clusters Score: Raw -9941203.414591 + Penalty 2189.857397 = -9939013.557194 nChanged 36 SP:Iteration 33Q (8774.736376 sec): 3 clusters Score: Raw -9941217.645393 + Penalty 2189.857397 = -9939027.787997 nChanged 34 SP:Iteration 34Q (8774.877924 sec): 3 clusters Score: Raw -9941231.409080 + Penalty 2189.857397 = -9939041.551683 nChanged 24 SP:Iteration 35Q (8775.007551 sec): 3 clusters Score: Raw -9941240.141798 + Penalty 2189.857397 = -9939050.284401 nChanged 19 SP:Iteration 36Q (8775.115717 sec): 3 clusters Score: Raw -9941247.347823 + Penalty 2189.857397 = -9939057.490426 nChanged 16 SP:Iteration 37Q (8775.255067 sec): 3 clusters Score: Raw -9941253.987879 + Penalty 2189.857397 = -9939064.130483 nChanged 16 SP:Iteration 38Q (8775.398426 sec): 3 clusters Score: Raw -9941258.824196 + Penalty 2189.857397 = -9939068.966799 nChanged 17 SP:Iteration 39Q (8775.541688 sec): 3 clusters Score: Raw -9941264.017937 + Penalty 2189.857397 = -9939074.160541 nChanged 12 SP:Iteration 40F (8775.703328 sec): 3 clusters Score: Raw -9941267.651055 + Penalty 2189.857397 = -9939077.793658 nChanged 14 SP:Iteration 41Q (8775.840320 sec): 3 clusters Score: Raw -9941274.225891 + Penalty 2189.857397 = -9939084.368494 nChanged 7 SP:Iteration 42Q (8775.985735 sec): 3 clusters Score: Raw -9941277.807471 + Penalty 2189.857397 = -9939087.950075 nChanged 10 SP:Iteration 43Q (8776.096131 sec): 3 clusters Score: Raw -9941284.891611 + Penalty 2189.857397 = -9939095.034215 nChanged 9 SP:Iteration 44Q (8776.239799 sec): 3 clusters Score: Raw -9941289.161730 + Penalty 2189.857397 = -9939099.304333 nChanged 13 SP:Iteration 45Q (8776.397626 sec): 3 clusters Score: Raw -9941294.983993 + Penalty 2189.857397 = -9939105.126596 nChanged 10 SP:Iteration 46Q (8776.545344 sec): 3 clusters Score: Raw -9941298.595818 + Penalty 2189.857397 = -9939108.738421 nChanged 7 SP:Iteration 47Q (8776.699421 sec): 3 clusters Score: Raw -9941301.709759 + Penalty 2189.857397 = -9939111.852363 nChanged 8 SP:Iteration 48Q (8776.845917 sec): 3 clusters Score: Raw -9941305.459642 + Penalty 2189.857397 = -9939115.602246 nChanged 9 SP:Iteration 49Q (8776.989914 sec): 3 clusters Score: Raw -9941309.783214 + Penalty 2189.857397 = -9939119.925817 nChanged 7 SP:Iteration 50Q (8777.133439 sec): 3 clusters Score: Raw -9941315.065621 + Penalty 2189.857397 = -9939125.208224 nChanged 9 SP:Iteration 51Q (8777.284529 sec): 3 clusters Score: Raw -9941321.263123 + Penalty 2189.857397 = -9939131.405726 nChanged 6 SP:Iteration 52Q (8777.424657 sec): 3 clusters Score: Raw -9941322.807345 + Penalty 2189.857397 = -9939132.949949 nChanged 0 SP:Iteration 53F (8777.576408 sec): 3 clusters Score: Raw -9941322.807345 + Penalty 2189.857397 = -9939132.949949 nChanged 0 Trying to split cluster 28 (1361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8777.607168 sec): 2 clusters Score: Raw -119293.957357 + Penalty 685.517625 = -118608.439731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8777.649817 sec): 3 clusters Score: Raw -118706.037940 + Penalty 1371.035251 = -117335.002689 nChanged 484 SP:Iteration 1F (8777.689236 sec): 3 clusters Score: Raw -119020.003543 + Penalty 1371.035251 = -117648.968292 nChanged 112 SP:Iteration 2F (8777.734331 sec): 3 clusters Score: Raw -119097.200143 + Penalty 1371.035251 = -117726.164893 nChanged 76 SP:Iteration 3F (8777.779657 sec): 3 clusters Score: Raw -119146.485631 + Penalty 1371.035251 = -117775.450380 nChanged 41 SP:Iteration 4Q (8777.827861 sec): 3 clusters Score: Raw -119179.175714 + Penalty 1371.035251 = -117808.140463 nChanged 44 SP:Iteration 5Q (8777.869935 sec): 3 clusters Score: Raw -119210.325487 + Penalty 1371.035251 = -117839.290236 nChanged 39 SP:Iteration 6Q (8777.911371 sec): 3 clusters Score: Raw -119230.669719 + Penalty 1371.035251 = -117859.634468 nChanged 32 SP:Iteration 7Q (8777.943994 sec): 3 clusters Score: Raw -119250.893652 + Penalty 1371.035251 = -117879.858401 nChanged 27 SP:Iteration 8Q (8777.989524 sec): 3 clusters Score: Raw -119269.861202 + Penalty 1371.035251 = -117898.825952 nChanged 33 SP:Iteration 9Q (8778.024679 sec): 3 clusters Score: Raw -119293.761592 + Penalty 1371.035251 = -117922.726342 nChanged 32 SP:Iteration 10Q (8778.077359 sec): 3 clusters Score: Raw -119320.166424 + Penalty 1371.035251 = -117949.131173 nChanged 32 SP:Iteration 11Q (8778.110966 sec): 3 clusters Score: Raw -119346.448409 + Penalty 1371.035251 = -117975.413158 nChanged 27 SP:Iteration 12Q (8778.153904 sec): 3 clusters Score: Raw -119369.632260 + Penalty 1371.035251 = -117998.597010 nChanged 24 SP:Iteration 13Q (8778.197821 sec): 3 clusters Score: Raw -119383.302493 + Penalty 1371.035251 = -118012.267243 nChanged 17 SP:Iteration 14Q (8778.241689 sec): 3 clusters Score: Raw -119391.938662 + Penalty 1371.035251 = -118020.903411 nChanged 13 SP:Iteration 15Q (8778.280896 sec): 3 clusters Score: Raw -119398.293177 + Penalty 1371.035251 = -118027.257926 nChanged 15 SP:Iteration 16Q (8778.313777 sec): 3 clusters Score: Raw -119406.673070 + Penalty 1371.035251 = -118035.637820 nChanged 9 SP:Iteration 17Q (8778.362043 sec): 3 clusters Score: Raw -119413.293216 + Penalty 1371.035251 = -118042.257966 nChanged 9 SP:Iteration 18Q (8778.401338 sec): 3 clusters Score: Raw -119417.351602 + Penalty 1371.035251 = -118046.316351 nChanged 5 SP:Iteration 19Q (8778.441521 sec): 3 clusters Score: Raw -119420.201333 + Penalty 1371.035251 = -118049.166083 nChanged 6 SP:Iteration 20F (8778.478801 sec): 3 clusters Score: Raw -119422.464282 + Penalty 1371.035251 = -118051.429032 nChanged 7 SP:Iteration 21Q (8778.531902 sec): 3 clusters Score: Raw -119425.914304 + Penalty 1371.035251 = -118054.879053 nChanged 4 SP:Iteration 22Q (8778.558346 sec): 3 clusters Score: Raw -119427.364665 + Penalty 1371.035251 = -118056.329415 nChanged 6 SP:Iteration 23Q (8778.603397 sec): 3 clusters Score: Raw -119429.585973 + Penalty 1371.035251 = -118058.550722 nChanged 4 SP:Iteration 24Q (8778.648621 sec): 3 clusters Score: Raw -119430.578708 + Penalty 1371.035251 = -118059.543458 nChanged 0 SP:Iteration 25F (8778.691563 sec): 3 clusters Score: Raw -119430.578708 + Penalty 1371.035251 = -118059.543458 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8778.718105 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8778.755172 sec): 3 clusters Score: Raw -7799.986911 + Penalty 992.891868 = -6807.095043 nChanged 48 SP:Iteration 1F (8778.793085 sec): 3 clusters Score: Raw -7890.496525 + Penalty 992.891868 = -6897.604657 nChanged 14 SP:Iteration 2F (8778.836524 sec): 3 clusters Score: Raw -7927.159676 + Penalty 992.891868 = -6934.267808 nChanged 7 SP:Iteration 3Q (8778.870462 sec): 3 clusters Score: Raw -7951.280750 + Penalty 992.891868 = -6958.388882 nChanged 9 SP:Iteration 4Q (8778.918205 sec): 3 clusters Score: Raw -7975.967135 + Penalty 992.891868 = -6983.075267 nChanged 9 SP:Iteration 5Q (8778.949268 sec): 3 clusters Score: Raw -8020.882647 + Penalty 992.891868 = -7027.990779 nChanged 4 SP:Iteration 6Q (8778.996526 sec): 3 clusters Score: Raw -8046.518380 + Penalty 992.891868 = -7053.626512 nChanged 1 SP:Iteration 7Q (8779.039706 sec): 3 clusters Score: Raw -8047.891725 + Penalty 992.891868 = -7054.999857 nChanged 1 SP:Iteration 8Q (8779.082705 sec): 3 clusters Score: Raw -8048.768655 + Penalty 992.891868 = -7055.876787 nChanged 0 SP:Iteration 9F (8779.124488 sec): 3 clusters Score: Raw -8048.768655 + Penalty 992.891868 = -7055.876787 nChanged 0 Trying to split cluster 30 (8044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8779.159145 sec): 2 clusters Score: Raw -741498.121226 + Penalty 854.304766 = -740643.816460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8779.211026 sec): 3 clusters Score: Raw -736724.912904 + Penalty 1708.609533 = -735016.303371 nChanged 3595 SP:Iteration 1F (8779.263859 sec): 3 clusters Score: Raw -738712.438642 + Penalty 1708.609533 = -737003.829109 nChanged 514 SP:Iteration 2F (8779.310880 sec): 3 clusters Score: Raw -738998.313384 + Penalty 1708.609533 = -737289.703851 nChanged 508 SP:Iteration 3F (8779.371748 sec): 3 clusters Score: Raw -739269.365846 + Penalty 1708.609533 = -737560.756314 nChanged 447 SP:Iteration 4F (8779.416807 sec): 3 clusters Score: Raw -739540.846716 + Penalty 1708.609533 = -737832.237184 nChanged 427 SP:Iteration 5F (8779.472823 sec): 3 clusters Score: Raw -739829.825874 + Penalty 1708.609533 = -738121.216342 nChanged 425 SP:Iteration 6F (8779.526533 sec): 3 clusters Score: Raw -740102.544965 + Penalty 1708.609533 = -738393.935432 nChanged 359 SP:Iteration 7Q (8779.579518 sec): 3 clusters Score: Raw -740317.777676 + Penalty 1708.609533 = -738609.168144 nChanged 332 SP:Iteration 8Q (8779.639821 sec): 3 clusters Score: Raw -740477.573438 + Penalty 1708.609533 = -738768.963906 nChanged 250 SP:Iteration 9Q (8779.679644 sec): 3 clusters Score: Raw -740576.547434 + Penalty 1708.609533 = -738867.937901 nChanged 172 SP:Iteration 10Q (8779.735054 sec): 3 clusters Score: Raw -740629.487770 + Penalty 1708.609533 = -738920.878237 nChanged 143 SP:Iteration 11Q (8779.788744 sec): 3 clusters Score: Raw -740669.588968 + Penalty 1708.609533 = -738960.979435 nChanged 105 SP:Iteration 12Q (8779.843180 sec): 3 clusters Score: Raw -740697.379050 + Penalty 1708.609533 = -738988.769517 nChanged 90 SP:Iteration 13Q (8779.896844 sec): 3 clusters Score: Raw -740721.509886 + Penalty 1708.609533 = -739012.900354 nChanged 85 SP:Iteration 14Q (8779.948336 sec): 3 clusters Score: Raw -740742.666888 + Penalty 1708.609533 = -739034.057355 nChanged 83 SP:Iteration 15Q (8780.006579 sec): 3 clusters Score: Raw -740766.074125 + Penalty 1708.609533 = -739057.464592 nChanged 76 SP:Iteration 16Q (8780.045471 sec): 3 clusters Score: Raw -740785.359718 + Penalty 1708.609533 = -739076.750185 nChanged 66 SP:Iteration 17Q (8780.097649 sec): 3 clusters Score: Raw -740798.533469 + Penalty 1708.609533 = -739089.923936 nChanged 64 SP:Iteration 18Q (8780.147687 sec): 3 clusters Score: Raw -740813.230202 + Penalty 1708.609533 = -739104.620670 nChanged 58 SP:Iteration 19Q (8780.210530 sec): 3 clusters Score: Raw -740824.908553 + Penalty 1708.609533 = -739116.299020 nChanged 39 SP:Iteration 20F (8780.266664 sec): 3 clusters Score: Raw -740831.435546 + Penalty 1708.609533 = -739122.826014 nChanged 40 SP:Iteration 21Q (8780.313994 sec): 3 clusters Score: Raw -740837.647766 + Penalty 1708.609533 = -739129.038233 nChanged 36 SP:Iteration 22Q (8780.360680 sec): 3 clusters Score: Raw -740844.701933 + Penalty 1708.609533 = -739136.092400 nChanged 42 SP:Iteration 23Q (8780.412294 sec): 3 clusters Score: Raw -740853.757540 + Penalty 1708.609533 = -739145.148007 nChanged 43 SP:Iteration 24Q (8780.457547 sec): 3 clusters Score: Raw -740862.412762 + Penalty 1708.609533 = -739153.803230 nChanged 40 SP:Iteration 25Q (8780.519911 sec): 3 clusters Score: Raw -740868.400714 + Penalty 1708.609533 = -739159.791181 nChanged 33 SP:Iteration 26Q (8780.568744 sec): 3 clusters Score: Raw -740875.327205 + Penalty 1708.609533 = -739166.717672 nChanged 40 SP:Iteration 27Q (8780.625834 sec): 3 clusters Score: Raw -740882.281135 + Penalty 1708.609533 = -739173.671602 nChanged 38 SP:Iteration 28Q (8780.678600 sec): 3 clusters Score: Raw -740888.538355 + Penalty 1708.609533 = -739179.928822 nChanged 43 SP:Iteration 29Q (8780.729011 sec): 3 clusters Score: Raw -740896.045692 + Penalty 1708.609533 = -739187.436159 nChanged 48 SP:Iteration 30Q (8780.781134 sec): 3 clusters Score: Raw -740904.750642 + Penalty 1708.609533 = -739196.141109 nChanged 48 SP:Iteration 31Q (8780.836262 sec): 3 clusters Score: Raw -740914.923274 + Penalty 1708.609533 = -739206.313741 nChanged 49 SP:Iteration 32Q (8780.888185 sec): 3 clusters Score: Raw -740927.684390 + Penalty 1708.609533 = -739219.074857 nChanged 45 SP:Iteration 33Q (8780.944117 sec): 3 clusters Score: Raw -740937.561151 + Penalty 1708.609533 = -739228.951619 nChanged 40 SP:Iteration 34Q (8780.983470 sec): 3 clusters Score: Raw -740948.174992 + Penalty 1708.609533 = -739239.565460 nChanged 35 SP:Iteration 35Q (8781.042639 sec): 3 clusters Score: Raw -740955.447153 + Penalty 1708.609533 = -739246.837620 nChanged 41 SP:Iteration 36Q (8781.086064 sec): 3 clusters Score: Raw -740962.932865 + Penalty 1708.609533 = -739254.323332 nChanged 45 SP:Iteration 37Q (8781.144336 sec): 3 clusters Score: Raw -740973.237505 + Penalty 1708.609533 = -739264.627972 nChanged 34 SP:Iteration 38Q (8781.194169 sec): 3 clusters Score: Raw -740983.540499 + Penalty 1708.609533 = -739274.930966 nChanged 57 SP:Iteration 39Q (8781.238980 sec): 3 clusters Score: Raw -740996.449793 + Penalty 1708.609533 = -739287.840260 nChanged 44 SP:Iteration 40F (8781.289937 sec): 3 clusters Score: Raw -741006.085681 + Penalty 1708.609533 = -739297.476148 nChanged 47 SP:Iteration 41Q (8781.342083 sec): 3 clusters Score: Raw -741016.361893 + Penalty 1708.609533 = -739307.752361 nChanged 49 SP:Iteration 42Q (8781.401442 sec): 3 clusters Score: Raw -741027.102437 + Penalty 1708.609533 = -739318.492904 nChanged 51 SP:Iteration 43Q (8781.454890 sec): 3 clusters Score: Raw -741039.675131 + Penalty 1708.609533 = -739331.065598 nChanged 51 SP:Iteration 44Q (8781.508059 sec): 3 clusters Score: Raw -741052.530467 + Penalty 1708.609533 = -739343.920934 nChanged 53 SP:Iteration 45Q (8781.564399 sec): 3 clusters Score: Raw -741066.665325 + Penalty 1708.609533 = -739358.055793 nChanged 56 SP:Iteration 46Q (8781.614289 sec): 3 clusters Score: Raw -741082.953767 + Penalty 1708.609533 = -739374.344235 nChanged 70 SP:Iteration 47Q (8781.669701 sec): 3 clusters Score: Raw -741101.310567 + Penalty 1708.609533 = -739392.701035 nChanged 71 SP:Iteration 48Q (8781.729796 sec): 3 clusters Score: Raw -741119.440994 + Penalty 1708.609533 = -739410.831462 nChanged 53 SP:Iteration 49Q (8781.775599 sec): 3 clusters Score: Raw -741133.902083 + Penalty 1708.609533 = -739425.292551 nChanged 62 SP:Iteration 50Q (8781.827859 sec): 3 clusters Score: Raw -741149.385073 + Penalty 1708.609533 = -739440.775541 nChanged 59 SP:Iteration 51Q (8781.879048 sec): 3 clusters Score: Raw -741165.978900 + Penalty 1708.609533 = -739457.369367 nChanged 69 SP:Iteration 52Q (8781.924919 sec): 3 clusters Score: Raw -741186.150098 + Penalty 1708.609533 = -739477.540565 nChanged 67 SP:Iteration 53Q (8781.994882 sec): 3 clusters Score: Raw -741208.774452 + Penalty 1708.609533 = -739500.164919 nChanged 69 SP:Iteration 54Q (8782.034052 sec): 3 clusters Score: Raw -741232.048298 + Penalty 1708.609533 = -739523.438765 nChanged 68 SP:Iteration 55Q (8782.095339 sec): 3 clusters Score: Raw -741252.327918 + Penalty 1708.609533 = -739543.718386 nChanged 69 SP:Iteration 56Q (8782.146201 sec): 3 clusters Score: Raw -741271.752078 + Penalty 1708.609533 = -739563.142546 nChanged 77 SP:Iteration 57Q (8782.202131 sec): 3 clusters Score: Raw -741294.989538 + Penalty 1708.609533 = -739586.380005 nChanged 67 SP:Iteration 58Q (8782.257908 sec): 3 clusters Score: Raw -741314.602347 + Penalty 1708.609533 = -739605.992815 nChanged 65 SP:Iteration 59Q (8782.308926 sec): 3 clusters Score: Raw -741334.659889 + Penalty 1708.609533 = -739626.050357 nChanged 43 SP:Iteration 60F (8782.363372 sec): 3 clusters Score: Raw -741345.301599 + Penalty 1708.609533 = -739636.692067 nChanged 35 SP:Iteration 61Q (8782.415081 sec): 3 clusters Score: Raw -741353.407620 + Penalty 1708.609533 = -739644.798087 nChanged 35 SP:Iteration 62Q (8782.479333 sec): 3 clusters Score: Raw -741361.880670 + Penalty 1708.609533 = -739653.271137 nChanged 42 SP:Iteration 63Q (8782.521405 sec): 3 clusters Score: Raw -741371.893153 + Penalty 1708.609533 = -739663.283621 nChanged 34 SP:Iteration 64Q (8782.574957 sec): 3 clusters Score: Raw -741380.019093 + Penalty 1708.609533 = -739671.409560 nChanged 31 SP:Iteration 65Q (8782.624288 sec): 3 clusters Score: Raw -741388.248327 + Penalty 1708.609533 = -739679.638794 nChanged 39 SP:Iteration 66Q (8782.679221 sec): 3 clusters Score: Raw -741397.883463 + Penalty 1708.609533 = -739689.273931 nChanged 39 SP:Iteration 67Q (8782.731533 sec): 3 clusters Score: Raw -741407.992895 + Penalty 1708.609533 = -739699.383362 nChanged 34 SP:Iteration 68Q (8782.793555 sec): 3 clusters Score: Raw -741418.300493 + Penalty 1708.609533 = -739709.690960 nChanged 36 SP:Iteration 69Q (8782.837243 sec): 3 clusters Score: Raw -741427.657808 + Penalty 1708.609533 = -739719.048276 nChanged 34 SP:Iteration 70Q (8782.890464 sec): 3 clusters Score: Raw -741435.068565 + Penalty 1708.609533 = -739726.459032 nChanged 35 SP:Iteration 71Q (8782.934021 sec): 3 clusters Score: Raw -741444.997206 + Penalty 1708.609533 = -739736.387674 nChanged 43 SP:Iteration 72Q (8782.985854 sec): 3 clusters Score: Raw -741456.861566 + Penalty 1708.609533 = -739748.252033 nChanged 56 SP:Iteration 73Q (8783.036958 sec): 3 clusters Score: Raw -741476.215857 + Penalty 1708.609533 = -739767.606324 nChanged 65 SP:Iteration 74Q (8783.087154 sec): 3 clusters Score: Raw -741500.223951 + Penalty 1708.609533 = -739791.614419 nChanged 47 SP:Iteration 75Q (8783.129901 sec): 3 clusters Score: Raw -741518.229420 + Penalty 1708.609533 = -739809.619888 nChanged 54 SP:Iteration 76Q (8783.175176 sec): 3 clusters Score: Raw -741534.905352 + Penalty 1708.609533 = -739826.295820 nChanged 39 SP:Iteration 77Q (8783.223729 sec): 3 clusters Score: Raw -741545.811376 + Penalty 1708.609533 = -739837.201844 nChanged 36 SP:Iteration 78Q (8783.270986 sec): 3 clusters Score: Raw -741557.396596 + Penalty 1708.609533 = -739848.787064 nChanged 41 SP:Iteration 79Q (8783.329632 sec): 3 clusters Score: Raw -741568.519631 + Penalty 1708.609533 = -739859.910098 nChanged 30 SP:Iteration 80F (8783.380128 sec): 3 clusters Score: Raw -741575.668922 + Penalty 1708.609533 = -739867.059390 nChanged 24 SP:Iteration 81Q (8783.419637 sec): 3 clusters Score: Raw -741582.167971 + Penalty 1708.609533 = -739873.558438 nChanged 21 SP:Iteration 82Q (8783.470613 sec): 3 clusters Score: Raw -741587.986261 + Penalty 1708.609533 = -739879.376729 nChanged 26 SP:Iteration 83Q (8783.520630 sec): 3 clusters Score: Raw -741593.877024 + Penalty 1708.609533 = -739885.267491 nChanged 21 SP:Iteration 84Q (8783.572020 sec): 3 clusters Score: Raw -741598.379754 + Penalty 1708.609533 = -739889.770221 nChanged 26 SP:Iteration 85Q (8783.623898 sec): 3 clusters Score: Raw -741604.377961 + Penalty 1708.609533 = -739895.768428 nChanged 22 SP:Iteration 86Q (8783.666138 sec): 3 clusters Score: Raw -741609.122456 + Penalty 1708.609533 = -739900.512923 nChanged 15 SP:Iteration 87Q (8783.726797 sec): 3 clusters Score: Raw -741612.379615 + Penalty 1708.609533 = -739903.770082 nChanged 13 SP:Iteration 88Q (8783.770227 sec): 3 clusters Score: Raw -741615.947118 + Penalty 1708.609533 = -739907.337585 nChanged 11 SP:Iteration 89Q (8783.822133 sec): 3 clusters Score: Raw -741617.873695 + Penalty 1708.609533 = -739909.264162 nChanged 5 SP:Iteration 90Q (8783.873079 sec): 3 clusters Score: Raw -741618.473287 + Penalty 1708.609533 = -739909.863755 nChanged 2 SP:Iteration 91Q (8783.924129 sec): 3 clusters Score: Raw -741618.883436 + Penalty 1708.609533 = -739910.273903 nChanged 6 SP:Iteration 92Q (8783.985271 sec): 3 clusters Score: Raw -741619.793210 + Penalty 1708.609533 = -739911.183678 nChanged 6 SP:Iteration 93Q (8784.037381 sec): 3 clusters Score: Raw -741620.893996 + Penalty 1708.609533 = -739912.284464 nChanged 6 SP:Iteration 94Q (8784.081273 sec): 3 clusters Score: Raw -741622.463216 + Penalty 1708.609533 = -739913.853683 nChanged 9 SP:Iteration 95Q (8784.133092 sec): 3 clusters Score: Raw -741624.556226 + Penalty 1708.609533 = -739915.946694 nChanged 13 SP:Iteration 96Q (8784.185716 sec): 3 clusters Score: Raw -741627.396945 + Penalty 1708.609533 = -739918.787412 nChanged 12 SP:Iteration 97Q (8784.236666 sec): 3 clusters Score: Raw -741630.620837 + Penalty 1708.609533 = -739922.011305 nChanged 12 SP:Iteration 98Q (8784.288348 sec): 3 clusters Score: Raw -741632.381366 + Penalty 1708.609533 = -739923.771833 nChanged 6 SP:Iteration 99Q (8784.329851 sec): 3 clusters Score: Raw -741633.245044 + Penalty 1708.609533 = -739924.635512 nChanged 6 SP:Iteration 100F (8784.381484 sec): 3 clusters Score: Raw -741635.146997 + Penalty 1708.609533 = -739926.537464 nChanged 9 SP:Iteration 101Q (8784.433513 sec): 3 clusters Score: Raw -741638.198324 + Penalty 1708.609533 = -739929.588791 nChanged 8 SP:Iteration 102Q (8784.485613 sec): 3 clusters Score: Raw -741640.109098 + Penalty 1708.609533 = -739931.499565 nChanged 13 SP:Iteration 103Q (8784.544701 sec): 3 clusters Score: Raw -741643.045625 + Penalty 1708.609533 = -739934.436092 nChanged 7 SP:Iteration 104Q (8784.593165 sec): 3 clusters Score: Raw -741644.026769 + Penalty 1708.609533 = -739935.417236 nChanged 7 SP:Iteration 105Q (8784.651600 sec): 3 clusters Score: Raw -741645.386425 + Penalty 1708.609533 = -739936.776892 nChanged 9 SP:Iteration 106Q (8784.710334 sec): 3 clusters Score: Raw -741647.185989 + Penalty 1708.609533 = -739938.576456 nChanged 6 SP:Iteration 107Q (8784.774526 sec): 3 clusters Score: Raw -741648.375099 + Penalty 1708.609533 = -739939.765566 nChanged 7 SP:Iteration 108Q (8784.833753 sec): 3 clusters Score: Raw -741649.843459 + Penalty 1708.609533 = -739941.233926 nChanged 5 SP:Iteration 109Q (8784.891749 sec): 3 clusters Score: Raw -741651.271216 + Penalty 1708.609533 = -739942.661683 nChanged 7 SP:Iteration 110Q (8784.941012 sec): 3 clusters Score: Raw -741653.056393 + Penalty 1708.609533 = -739944.446861 nChanged 4 SP:Iteration 111Q (8785.007803 sec): 3 clusters Score: Raw -741654.005149 + Penalty 1708.609533 = -739945.395617 nChanged 6 SP:Iteration 112Q (8785.056939 sec): 3 clusters Score: Raw -741654.874241 + Penalty 1708.609533 = -739946.264709 nChanged 4 SP:Iteration 113Q (8785.121069 sec): 3 clusters Score: Raw -741656.116793 + Penalty 1708.609533 = -739947.507261 nChanged 9 SP:Iteration 114Q (8785.166779 sec): 3 clusters Score: Raw -741657.970520 + Penalty 1708.609533 = -739949.360987 nChanged 8 SP:Iteration 115Q (8785.228058 sec): 3 clusters Score: Raw -741659.371857 + Penalty 1708.609533 = -739950.762324 nChanged 12 SP:Iteration 116Q (8785.281978 sec): 3 clusters Score: Raw -741661.353852 + Penalty 1708.609533 = -739952.744319 nChanged 9 SP:Iteration 117Q (8785.336008 sec): 3 clusters Score: Raw -741662.551490 + Penalty 1708.609533 = -739953.941957 nChanged 6 SP:Iteration 118Q (8785.389454 sec): 3 clusters Score: Raw -741664.155104 + Penalty 1708.609533 = -739955.545572 nChanged 11 SP:Iteration 119Q (8785.447889 sec): 3 clusters Score: Raw -741667.795576 + Penalty 1708.609533 = -739959.186043 nChanged 9 SP:Iteration 120F (8785.506423 sec): 3 clusters Score: Raw -741669.351099 + Penalty 1708.609533 = -739960.741566 nChanged 4 SP:Iteration 121Q (8785.565569 sec): 3 clusters Score: Raw -741670.347155 + Penalty 1708.609533 = -739961.737622 nChanged 4 SP:Iteration 122Q (8785.622314 sec): 3 clusters Score: Raw -741671.474833 + Penalty 1708.609533 = -739962.865300 nChanged 10 SP:Iteration 123Q (8785.682389 sec): 3 clusters Score: Raw -741674.600684 + Penalty 1708.609533 = -739965.991151 nChanged 11 SP:Iteration 124Q (8785.740219 sec): 3 clusters Score: Raw -741677.821935 + Penalty 1708.609533 = -739969.212402 nChanged 15 SP:Iteration 125Q (8785.791594 sec): 3 clusters Score: Raw -741682.724369 + Penalty 1708.609533 = -739974.114836 nChanged 17 SP:Iteration 126Q (8785.840929 sec): 3 clusters Score: Raw -741688.179970 + Penalty 1708.609533 = -739979.570438 nChanged 12 SP:Iteration 127Q (8785.890949 sec): 3 clusters Score: Raw -741691.737972 + Penalty 1708.609533 = -739983.128440 nChanged 10 SP:Iteration 128Q (8785.943651 sec): 3 clusters Score: Raw -741694.390838 + Penalty 1708.609533 = -739985.781305 nChanged 10 SP:Iteration 129Q (8786.002313 sec): 3 clusters Score: Raw -741696.347798 + Penalty 1708.609533 = -739987.738265 nChanged 3 SP:Iteration 130Q (8786.068252 sec): 3 clusters Score: Raw -741696.786913 + Penalty 1708.609533 = -739988.177380 nChanged 5 SP:Iteration 131Q (8786.124823 sec): 3 clusters Score: Raw -741697.902639 + Penalty 1708.609533 = -739989.293106 nChanged 2 SP:Iteration 132Q (8786.180216 sec): 3 clusters Score: Raw -741698.250331 + Penalty 1708.609533 = -739989.640799 nChanged 1 SP:Iteration 133Q (8786.241179 sec): 3 clusters Score: Raw -741698.496910 + Penalty 1708.609533 = -739989.887377 nChanged 0 SP:Iteration 134F (8786.300518 sec): 3 clusters Score: Raw -741698.496910 + Penalty 1708.609533 = -739989.887377 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8786.327236 sec): 2 clusters Score: Raw -14839.423622 + Penalty 504.285431 = -14335.138191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8786.375812 sec): 3 clusters Score: Raw -14876.551302 + Penalty 1008.570863 = -13867.980439 nChanged 49 SP:Iteration 1F (8786.423835 sec): 3 clusters Score: Raw -14990.212490 + Penalty 1008.570863 = -13981.641627 nChanged 12 SP:Iteration 2F (8786.460105 sec): 3 clusters Score: Raw -15027.327778 + Penalty 1008.570863 = -14018.756915 nChanged 5 SP:Iteration 3Q (8786.519146 sec): 3 clusters Score: Raw -15031.956255 + Penalty 1008.570863 = -14023.385393 nChanged 2 SP:Iteration 4Q (8786.568573 sec): 3 clusters Score: Raw -15036.279348 + Penalty 1008.570863 = -14027.708486 nChanged 2 SP:Iteration 5Q (8786.616220 sec): 3 clusters Score: Raw -15049.189339 + Penalty 1008.570863 = -14040.618476 nChanged 5 SP:Iteration 6Q (8786.661851 sec): 3 clusters Score: Raw -15063.679001 + Penalty 1008.570863 = -14055.108138 nChanged 5 SP:Iteration 7Q (8786.695844 sec): 3 clusters Score: Raw -15077.747525 + Penalty 1008.570863 = -14069.176662 nChanged 3 SP:Iteration 8Q (8786.745385 sec): 3 clusters Score: Raw -15083.050714 + Penalty 1008.570863 = -14074.479851 nChanged 1 SP:Iteration 9Q (8786.794476 sec): 3 clusters Score: Raw -15084.758586 + Penalty 1008.570863 = -14076.187724 nChanged 1 SP:Iteration 10Q (8786.843566 sec): 3 clusters Score: Raw -15085.947955 + Penalty 1008.570863 = -14077.377092 nChanged 1 SP:Iteration 11Q (8786.884573 sec): 3 clusters Score: Raw -15089.711756 + Penalty 1008.570863 = -14081.140894 nChanged 0 SP:Iteration 12F (8786.928066 sec): 3 clusters Score: Raw -15089.711756 + Penalty 1008.570863 = -14081.140894 nChanged 0 Trying to split cluster 32 (4642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8786.956901 sec): 2 clusters Score: Raw -444612.829276 + Penalty 802.075556 = -443810.753720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8787.009034 sec): 3 clusters Score: Raw -442068.800601 + Penalty 1604.151111 = -440464.649490 nChanged 1919 SP:Iteration 1F (8787.057507 sec): 3 clusters Score: Raw -443102.319040 + Penalty 1604.151111 = -441498.167928 nChanged 348 SP:Iteration 2F (8787.112570 sec): 3 clusters Score: Raw -443306.534379 + Penalty 1604.151111 = -441702.383268 nChanged 291 SP:Iteration 3F (8787.167076 sec): 3 clusters Score: Raw -443470.105143 + Penalty 1604.151111 = -441865.954032 nChanged 250 SP:Iteration 4F (8787.215121 sec): 3 clusters Score: Raw -443628.579217 + Penalty 1604.151111 = -442024.428106 nChanged 236 SP:Iteration 5F (8787.263586 sec): 3 clusters Score: Raw -443779.093862 + Penalty 1604.151111 = -442174.942751 nChanged 230 SP:Iteration 6Q (8787.312207 sec): 3 clusters Score: Raw -443937.885597 + Penalty 1604.151111 = -442333.734485 nChanged 225 SP:Iteration 7Q (8787.364171 sec): 3 clusters Score: Raw -444078.007760 + Penalty 1604.151111 = -442473.856649 nChanged 193 SP:Iteration 8Q (8787.417731 sec): 3 clusters Score: Raw -444195.581961 + Penalty 1604.151111 = -442591.430849 nChanged 119 SP:Iteration 9Q (8787.469977 sec): 3 clusters Score: Raw -444262.044972 + Penalty 1604.151111 = -442657.893860 nChanged 110 SP:Iteration 10Q (8787.523016 sec): 3 clusters Score: Raw -444320.501893 + Penalty 1604.151111 = -442716.350782 nChanged 106 SP:Iteration 11Q (8787.578186 sec): 3 clusters Score: Raw -444392.039561 + Penalty 1604.151111 = -442787.888450 nChanged 102 SP:Iteration 12Q (8787.633328 sec): 3 clusters Score: Raw -444456.643234 + Penalty 1604.151111 = -442852.492123 nChanged 92 SP:Iteration 13Q (8787.688911 sec): 3 clusters Score: Raw -444495.679898 + Penalty 1604.151111 = -442891.528787 nChanged 63 SP:Iteration 14Q (8787.745687 sec): 3 clusters Score: Raw -444521.195752 + Penalty 1604.151111 = -442917.044641 nChanged 50 SP:Iteration 15Q (8787.796638 sec): 3 clusters Score: Raw -444537.713445 + Penalty 1604.151111 = -442933.562333 nChanged 41 SP:Iteration 16Q (8787.839871 sec): 3 clusters Score: Raw -444550.024237 + Penalty 1604.151111 = -442945.873126 nChanged 28 SP:Iteration 17Q (8787.905925 sec): 3 clusters Score: Raw -444560.056566 + Penalty 1604.151111 = -442955.905454 nChanged 26 SP:Iteration 18Q (8787.954513 sec): 3 clusters Score: Raw -444567.782829 + Penalty 1604.151111 = -442963.631718 nChanged 22 SP:Iteration 19Q (8788.004619 sec): 3 clusters Score: Raw -444573.942757 + Penalty 1604.151111 = -442969.791646 nChanged 29 SP:Iteration 20F (8788.047853 sec): 3 clusters Score: Raw -444581.971536 + Penalty 1604.151111 = -442977.820425 nChanged 19 SP:Iteration 21Q (8788.106611 sec): 3 clusters Score: Raw -444585.786777 + Penalty 1604.151111 = -442981.635666 nChanged 18 SP:Iteration 22Q (8788.162246 sec): 3 clusters Score: Raw -444590.823102 + Penalty 1604.151111 = -442986.671991 nChanged 23 SP:Iteration 23Q (8788.211573 sec): 3 clusters Score: Raw -444597.427064 + Penalty 1604.151111 = -442993.275953 nChanged 28 SP:Iteration 24Q (8788.265160 sec): 3 clusters Score: Raw -444605.577481 + Penalty 1604.151111 = -443001.426370 nChanged 25 SP:Iteration 25Q (8788.312337 sec): 3 clusters Score: Raw -444613.352245 + Penalty 1604.151111 = -443009.201134 nChanged 23 SP:Iteration 26Q (8788.362440 sec): 3 clusters Score: Raw -444622.182200 + Penalty 1604.151111 = -443018.031089 nChanged 19 SP:Iteration 27Q (8788.406756 sec): 3 clusters Score: Raw -444628.617673 + Penalty 1604.151111 = -443024.466562 nChanged 21 SP:Iteration 28Q (8788.453420 sec): 3 clusters Score: Raw -444637.310646 + Penalty 1604.151111 = -443033.159535 nChanged 23 SP:Iteration 29Q (8788.499844 sec): 3 clusters Score: Raw -444643.658314 + Penalty 1604.151111 = -443039.507203 nChanged 14 SP:Iteration 30Q (8788.547325 sec): 3 clusters Score: Raw -444647.668248 + Penalty 1604.151111 = -443043.517137 nChanged 15 SP:Iteration 31Q (8788.598537 sec): 3 clusters Score: Raw -444652.453311 + Penalty 1604.151111 = -443048.302199 nChanged 16 SP:Iteration 32Q (8788.653676 sec): 3 clusters Score: Raw -444658.106888 + Penalty 1604.151111 = -443053.955777 nChanged 10 SP:Iteration 33Q (8788.706366 sec): 3 clusters Score: Raw -444661.237335 + Penalty 1604.151111 = -443057.086224 nChanged 8 SP:Iteration 34Q (8788.746848 sec): 3 clusters Score: Raw -444663.700950 + Penalty 1604.151111 = -443059.549839 nChanged 9 SP:Iteration 35Q (8788.801685 sec): 3 clusters Score: Raw -444667.422426 + Penalty 1604.151111 = -443063.271314 nChanged 9 SP:Iteration 36Q (8788.846556 sec): 3 clusters Score: Raw -444669.896037 + Penalty 1604.151111 = -443065.744926 nChanged 8 SP:Iteration 37Q (8788.900610 sec): 3 clusters Score: Raw -444671.798367 + Penalty 1604.151111 = -443067.647256 nChanged 4 SP:Iteration 38Q (8788.956167 sec): 3 clusters Score: Raw -444672.576996 + Penalty 1604.151111 = -443068.425884 nChanged 7 SP:Iteration 39Q (8789.010456 sec): 3 clusters Score: Raw -444673.777710 + Penalty 1604.151111 = -443069.626598 nChanged 3 SP:Iteration 40F (8789.064291 sec): 3 clusters Score: Raw -444674.443997 + Penalty 1604.151111 = -443070.292886 nChanged 5 SP:Iteration 41Q (8789.120172 sec): 3 clusters Score: Raw -444675.457095 + Penalty 1604.151111 = -443071.305983 nChanged 5 SP:Iteration 42Q (8789.177357 sec): 3 clusters Score: Raw -444677.277466 + Penalty 1604.151111 = -443073.126355 nChanged 5 SP:Iteration 43Q (8789.231171 sec): 3 clusters Score: Raw -444679.083025 + Penalty 1604.151111 = -443074.931914 nChanged 3 SP:Iteration 44Q (8789.272197 sec): 3 clusters Score: Raw -444680.463714 + Penalty 1604.151111 = -443076.312602 nChanged 9 SP:Iteration 45Q (8789.327413 sec): 3 clusters Score: Raw -444683.815822 + Penalty 1604.151111 = -443079.664710 nChanged 6 SP:Iteration 46Q (8789.382745 sec): 3 clusters Score: Raw -444685.671061 + Penalty 1604.151111 = -443081.519950 nChanged 8 SP:Iteration 47Q (8789.437980 sec): 3 clusters Score: Raw -444688.755947 + Penalty 1604.151111 = -443084.604835 nChanged 5 SP:Iteration 48Q (8789.492033 sec): 3 clusters Score: Raw -444689.720403 + Penalty 1604.151111 = -443085.569292 nChanged 5 SP:Iteration 49Q (8789.545971 sec): 3 clusters Score: Raw -444690.859143 + Penalty 1604.151111 = -443086.708032 nChanged 4 SP:Iteration 50Q (8789.599801 sec): 3 clusters Score: Raw -444691.696160 + Penalty 1604.151111 = -443087.545048 nChanged 1 SP:Iteration 51Q (8789.652370 sec): 3 clusters Score: Raw -444692.128097 + Penalty 1604.151111 = -443087.976985 nChanged 0 SP:Iteration 52F (8789.708093 sec): 3 clusters Score: Raw -444692.128097 + Penalty 1604.151111 = -443087.976985 nChanged 0 Trying to split cluster 33 (5447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8789.741471 sec): 2 clusters Score: Raw -435707.147846 + Penalty 817.267926 = -434889.879919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8789.797718 sec): 3 clusters Score: Raw -432672.853961 + Penalty 1634.535853 = -431038.318108 nChanged 2318 SP:Iteration 1F (8789.842177 sec): 3 clusters Score: Raw -434092.347889 + Penalty 1634.535853 = -432457.812036 nChanged 465 SP:Iteration 2F (8789.897674 sec): 3 clusters Score: Raw -434454.901218 + Penalty 1634.535853 = -432820.365365 nChanged 433 SP:Iteration 3F (8789.951950 sec): 3 clusters Score: Raw -434777.540202 + Penalty 1634.535853 = -433143.004349 nChanged 378 SP:Iteration 4F (8789.999432 sec): 3 clusters Score: Raw -435067.885086 + Penalty 1634.535853 = -433433.349234 nChanged 339 SP:Iteration 5F (8790.050887 sec): 3 clusters Score: Raw -435321.088027 + Penalty 1634.535853 = -433686.552174 nChanged 274 SP:Iteration 6F (8790.104821 sec): 3 clusters Score: Raw -435486.040353 + Penalty 1634.535853 = -433851.504500 nChanged 210 SP:Iteration 7Q (8790.160621 sec): 3 clusters Score: Raw -435583.770431 + Penalty 1634.535853 = -433949.234578 nChanged 141 SP:Iteration 8Q (8790.213707 sec): 3 clusters Score: Raw -435631.456765 + Penalty 1634.535853 = -433996.920912 nChanged 106 SP:Iteration 9Q (8790.260961 sec): 3 clusters Score: Raw -435665.989448 + Penalty 1634.535853 = -434031.453595 nChanged 91 SP:Iteration 10Q (8790.309563 sec): 3 clusters Score: Raw -435697.900027 + Penalty 1634.535853 = -434063.364174 nChanged 82 SP:Iteration 11Q (8790.367141 sec): 3 clusters Score: Raw -435731.047156 + Penalty 1634.535853 = -434096.511303 nChanged 78 SP:Iteration 12Q (8790.423783 sec): 3 clusters Score: Raw -435758.651058 + Penalty 1634.535853 = -434124.115205 nChanged 76 SP:Iteration 13Q (8790.478006 sec): 3 clusters Score: Raw -435783.905328 + Penalty 1634.535853 = -434149.369475 nChanged 72 SP:Iteration 14Q (8790.531747 sec): 3 clusters Score: Raw -435807.279593 + Penalty 1634.535853 = -434172.743740 nChanged 66 SP:Iteration 15Q (8790.584702 sec): 3 clusters Score: Raw -435826.646950 + Penalty 1634.535853 = -434192.111097 nChanged 66 SP:Iteration 16Q (8790.638656 sec): 3 clusters Score: Raw -435849.714965 + Penalty 1634.535853 = -434215.179113 nChanged 71 SP:Iteration 17Q (8790.700141 sec): 3 clusters Score: Raw -435878.981560 + Penalty 1634.535853 = -434244.445708 nChanged 83 SP:Iteration 18Q (8790.755330 sec): 3 clusters Score: Raw -435911.007070 + Penalty 1634.535853 = -434276.471217 nChanged 74 SP:Iteration 19Q (8790.801433 sec): 3 clusters Score: Raw -435941.528944 + Penalty 1634.535853 = -434306.993092 nChanged 65 SP:Iteration 20F (8790.866695 sec): 3 clusters Score: Raw -435966.000352 + Penalty 1634.535853 = -434331.464499 nChanged 58 SP:Iteration 21Q (8790.925671 sec): 3 clusters Score: Raw -435982.295295 + Penalty 1634.535853 = -434347.759443 nChanged 56 SP:Iteration 22Q (8790.972062 sec): 3 clusters Score: Raw -436002.616155 + Penalty 1634.535853 = -434368.080302 nChanged 67 SP:Iteration 23Q (8791.027996 sec): 3 clusters Score: Raw -436027.220138 + Penalty 1634.535853 = -434392.684286 nChanged 65 SP:Iteration 24Q (8791.083909 sec): 3 clusters Score: Raw -436049.418123 + Penalty 1634.535853 = -434414.882271 nChanged 56 SP:Iteration 25Q (8791.133228 sec): 3 clusters Score: Raw -436069.050375 + Penalty 1634.535853 = -434434.514523 nChanged 55 SP:Iteration 26Q (8791.189545 sec): 3 clusters Score: Raw -436085.637020 + Penalty 1634.535853 = -434451.101168 nChanged 44 SP:Iteration 27Q (8791.236107 sec): 3 clusters Score: Raw -436100.866263 + Penalty 1634.535853 = -434466.330411 nChanged 34 SP:Iteration 28Q (8791.289562 sec): 3 clusters Score: Raw -436114.272074 + Penalty 1634.535853 = -434479.736222 nChanged 45 SP:Iteration 29Q (8791.342784 sec): 3 clusters Score: Raw -436130.117591 + Penalty 1634.535853 = -434495.581738 nChanged 33 SP:Iteration 30Q (8791.397577 sec): 3 clusters Score: Raw -436139.013724 + Penalty 1634.535853 = -434504.477872 nChanged 29 SP:Iteration 31Q (8791.449050 sec): 3 clusters Score: Raw -436146.933137 + Penalty 1634.535853 = -434512.397285 nChanged 27 SP:Iteration 32Q (8791.507145 sec): 3 clusters Score: Raw -436158.373470 + Penalty 1634.535853 = -434523.837617 nChanged 32 SP:Iteration 33Q (8791.561891 sec): 3 clusters Score: Raw -436174.502489 + Penalty 1634.535853 = -434539.966637 nChanged 34 SP:Iteration 34Q (8791.615844 sec): 3 clusters Score: Raw -436188.150580 + Penalty 1634.535853 = -434553.614727 nChanged 23 SP:Iteration 35Q (8791.660302 sec): 3 clusters Score: Raw -436196.003473 + Penalty 1634.535853 = -434561.467620 nChanged 22 SP:Iteration 36Q (8791.706864 sec): 3 clusters Score: Raw -436203.281475 + Penalty 1634.535853 = -434568.745622 nChanged 22 SP:Iteration 37Q (8791.752901 sec): 3 clusters Score: Raw -436209.937748 + Penalty 1634.535853 = -434575.401895 nChanged 20 SP:Iteration 38Q (8791.807496 sec): 3 clusters Score: Raw -436216.094773 + Penalty 1634.535853 = -434581.558920 nChanged 19 SP:Iteration 39Q (8791.842480 sec): 3 clusters Score: Raw -436222.247465 + Penalty 1634.535853 = -434587.711612 nChanged 12 SP:Iteration 40F (8791.883259 sec): 3 clusters Score: Raw -436225.387731 + Penalty 1634.535853 = -434590.851878 nChanged 10 SP:Iteration 41Q (8791.924062 sec): 3 clusters Score: Raw -436228.112147 + Penalty 1634.535853 = -434593.576294 nChanged 9 SP:Iteration 42Q (8791.977170 sec): 3 clusters Score: Raw -436230.522296 + Penalty 1634.535853 = -434595.986444 nChanged 5 SP:Iteration 43Q (8792.026321 sec): 3 clusters Score: Raw -436231.480435 + Penalty 1634.535853 = -434596.944582 nChanged 3 SP:Iteration 44Q (8792.073970 sec): 3 clusters Score: Raw -436232.253190 + Penalty 1634.535853 = -434597.717337 nChanged 3 SP:Iteration 45Q (8792.119865 sec): 3 clusters Score: Raw -436232.850426 + Penalty 1634.535853 = -434598.314573 nChanged 2 SP:Iteration 46Q (8792.163797 sec): 3 clusters Score: Raw -436233.232467 + Penalty 1634.535853 = -434598.696614 nChanged 5 SP:Iteration 47Q (8792.212490 sec): 3 clusters Score: Raw -436236.165431 + Penalty 1634.535853 = -434601.629578 nChanged 8 SP:Iteration 48Q (8792.256007 sec): 3 clusters Score: Raw -436239.093053 + Penalty 1634.535853 = -434604.557201 nChanged 11 SP:Iteration 49Q (8792.308424 sec): 3 clusters Score: Raw -436243.643841 + Penalty 1634.535853 = -434609.107988 nChanged 8 SP:Iteration 50Q (8792.345656 sec): 3 clusters Score: Raw -436245.655584 + Penalty 1634.535853 = -434611.119732 nChanged 4 SP:Iteration 51Q (8792.394344 sec): 3 clusters Score: Raw -436246.128489 + Penalty 1634.535853 = -434611.592636 nChanged 1 SP:Iteration 52Q (8792.439992 sec): 3 clusters Score: Raw -436246.308948 + Penalty 1634.535853 = -434611.773096 nChanged 0 SP:Iteration 53F (8792.480896 sec): 3 clusters Score: Raw -436246.308948 + Penalty 1634.535853 = -434611.773096 nChanged 0 Trying to split cluster 34 (3720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8792.516109 sec): 2 clusters Score: Raw -335879.698732 + Penalty 781.040500 = -335098.658232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8792.563598 sec): 3 clusters Score: Raw -333910.965485 + Penalty 1562.081000 = -332348.884485 nChanged 1543 SP:Iteration 1F (8792.607150 sec): 3 clusters Score: Raw -335087.574467 + Penalty 1562.081000 = -333525.493467 nChanged 381 SP:Iteration 2F (8792.644239 sec): 3 clusters Score: Raw -335461.186576 + Penalty 1562.081000 = -333899.105576 nChanged 311 SP:Iteration 3F (8792.692156 sec): 3 clusters Score: Raw -335715.323724 + Penalty 1562.081000 = -334153.242724 nChanged 231 SP:Iteration 4F (8792.737941 sec): 3 clusters Score: Raw -335887.015282 + Penalty 1562.081000 = -334324.934282 nChanged 172 SP:Iteration 5Q (8792.783265 sec): 3 clusters Score: Raw -336022.750374 + Penalty 1562.081000 = -334460.669374 nChanged 136 SP:Iteration 6Q (8792.830415 sec): 3 clusters Score: Raw -336124.189735 + Penalty 1562.081000 = -334562.108735 nChanged 110 SP:Iteration 7Q (8792.879425 sec): 3 clusters Score: Raw -336182.277820 + Penalty 1562.081000 = -334620.196820 nChanged 78 SP:Iteration 8Q (8792.939713 sec): 3 clusters Score: Raw -336213.979744 + Penalty 1562.081000 = -334651.898744 nChanged 38 SP:Iteration 9Q (8792.977625 sec): 3 clusters Score: Raw -336226.490984 + Penalty 1562.081000 = -334664.409984 nChanged 39 SP:Iteration 10Q (8793.025522 sec): 3 clusters Score: Raw -336238.612329 + Penalty 1562.081000 = -334676.531329 nChanged 27 SP:Iteration 11Q (8793.078652 sec): 3 clusters Score: Raw -336246.508518 + Penalty 1562.081000 = -334684.427518 nChanged 26 SP:Iteration 12Q (8793.114276 sec): 3 clusters Score: Raw -336251.770930 + Penalty 1562.081000 = -334689.689930 nChanged 18 SP:Iteration 13Q (8793.174562 sec): 3 clusters Score: Raw -336257.222746 + Penalty 1562.081000 = -334695.141746 nChanged 23 SP:Iteration 14Q (8793.214538 sec): 3 clusters Score: Raw -336264.693852 + Penalty 1562.081000 = -334702.612852 nChanged 16 SP:Iteration 15Q (8793.264636 sec): 3 clusters Score: Raw -336267.560670 + Penalty 1562.081000 = -334705.479670 nChanged 18 SP:Iteration 16Q (8793.307648 sec): 3 clusters Score: Raw -336272.115426 + Penalty 1562.081000 = -334710.034426 nChanged 19 SP:Iteration 17Q (8793.364885 sec): 3 clusters Score: Raw -336276.838591 + Penalty 1562.081000 = -334714.757591 nChanged 16 SP:Iteration 18Q (8793.400758 sec): 3 clusters Score: Raw -336280.206501 + Penalty 1562.081000 = -334718.125501 nChanged 12 SP:Iteration 19Q (8793.452111 sec): 3 clusters Score: Raw -336282.534601 + Penalty 1562.081000 = -334720.453601 nChanged 13 SP:Iteration 20F (8793.504218 sec): 3 clusters Score: Raw -336285.658662 + Penalty 1562.081000 = -334723.577662 nChanged 14 SP:Iteration 21Q (8793.544399 sec): 3 clusters Score: Raw -336287.810003 + Penalty 1562.081000 = -334725.729003 nChanged 11 SP:Iteration 22Q (8793.594366 sec): 3 clusters Score: Raw -336289.965664 + Penalty 1562.081000 = -334727.884664 nChanged 8 SP:Iteration 23Q (8793.646056 sec): 3 clusters Score: Raw -336291.041399 + Penalty 1562.081000 = -334728.960399 nChanged 7 SP:Iteration 24Q (8793.694025 sec): 3 clusters Score: Raw -336292.576506 + Penalty 1562.081000 = -334730.495506 nChanged 12 SP:Iteration 25Q (8793.737963 sec): 3 clusters Score: Raw -336295.117484 + Penalty 1562.081000 = -334733.036484 nChanged 12 SP:Iteration 26Q (8793.772802 sec): 3 clusters Score: Raw -336297.336769 + Penalty 1562.081000 = -334735.255769 nChanged 7 SP:Iteration 27Q (8793.823482 sec): 3 clusters Score: Raw -336298.366745 + Penalty 1562.081000 = -334736.285745 nChanged 6 SP:Iteration 28Q (8793.870873 sec): 3 clusters Score: Raw -336298.972311 + Penalty 1562.081000 = -334736.891311 nChanged 1 SP:Iteration 29Q (8793.917257 sec): 3 clusters Score: Raw -336299.054194 + Penalty 1562.081000 = -334736.973194 nChanged 0 SP:Iteration 30F (8793.966943 sec): 3 clusters Score: Raw -336299.054194 + Penalty 1562.081000 = -334736.973194 nChanged 0 Trying to split cluster 35 (16575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8794.009353 sec): 2 clusters Score: Raw -1639712.698023 + Penalty 922.986827 = -1638789.711195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8794.079692 sec): 3 clusters Score: Raw -1629499.114678 + Penalty 1845.973655 = -1627653.141023 nChanged 7619 SP:Iteration 1F (8794.140023 sec): 3 clusters Score: Raw -1633883.778730 + Penalty 1845.973655 = -1632037.805075 nChanged 870 SP:Iteration 2F (8794.208724 sec): 3 clusters Score: Raw -1634254.317427 + Penalty 1845.973655 = -1632408.343773 nChanged 871 SP:Iteration 3F (8794.264687 sec): 3 clusters Score: Raw -1634676.819964 + Penalty 1845.973655 = -1632830.846309 nChanged 883 SP:Iteration 4F (8794.333430 sec): 3 clusters Score: Raw -1635191.791802 + Penalty 1845.973655 = -1633345.818147 nChanged 907 SP:Iteration 5F (8794.407927 sec): 3 clusters Score: Raw -1635738.730784 + Penalty 1845.973655 = -1633892.757129 nChanged 925 SP:Iteration 6F (8794.469565 sec): 3 clusters Score: Raw -1636375.184634 + Penalty 1845.973655 = -1634529.210979 nChanged 931 SP:Iteration 7F (8794.525245 sec): 3 clusters Score: Raw -1636988.005965 + Penalty 1845.973655 = -1635142.032311 nChanged 802 SP:Iteration 8Q (8794.595379 sec): 3 clusters Score: Raw -1637441.991735 + Penalty 1845.973655 = -1635596.018080 nChanged 626 SP:Iteration 9Q (8794.668538 sec): 3 clusters Score: Raw -1637726.026378 + Penalty 1845.973655 = -1635880.052723 nChanged 471 SP:Iteration 10Q (8794.729195 sec): 3 clusters Score: Raw -1637883.533618 + Penalty 1845.973655 = -1636037.559963 nChanged 304 SP:Iteration 11Q (8794.797436 sec): 3 clusters Score: Raw -1637969.048881 + Penalty 1845.973655 = -1636123.075226 nChanged 212 SP:Iteration 12Q (8794.849392 sec): 3 clusters Score: Raw -1638024.933867 + Penalty 1845.973655 = -1636178.960212 nChanged 177 SP:Iteration 13Q (8794.916246 sec): 3 clusters Score: Raw -1638067.016089 + Penalty 1845.973655 = -1636221.042434 nChanged 180 SP:Iteration 14Q (8794.983453 sec): 3 clusters Score: Raw -1638104.313846 + Penalty 1845.973655 = -1636258.340191 nChanged 154 SP:Iteration 15Q (8795.044101 sec): 3 clusters Score: Raw -1638138.360164 + Penalty 1845.973655 = -1636292.386509 nChanged 163 SP:Iteration 16Q (8795.116852 sec): 3 clusters Score: Raw -1638176.313426 + Penalty 1845.973655 = -1636330.339772 nChanged 150 SP:Iteration 17Q (8795.176453 sec): 3 clusters Score: Raw -1638217.662855 + Penalty 1845.973655 = -1636371.689200 nChanged 181 SP:Iteration 18Q (8795.239009 sec): 3 clusters Score: Raw -1638268.715461 + Penalty 1845.973655 = -1636422.741806 nChanged 180 SP:Iteration 19Q (8795.305540 sec): 3 clusters Score: Raw -1638318.039867 + Penalty 1845.973655 = -1636472.066213 nChanged 180 SP:Iteration 20F (8795.373705 sec): 3 clusters Score: Raw -1638363.099662 + Penalty 1845.973655 = -1636517.126007 nChanged 164 SP:Iteration 21Q (8795.432810 sec): 3 clusters Score: Raw -1638404.022189 + Penalty 1845.973655 = -1636558.048534 nChanged 168 SP:Iteration 22Q (8795.489373 sec): 3 clusters Score: Raw -1638449.401479 + Penalty 1845.973655 = -1636603.427825 nChanged 172 SP:Iteration 23Q (8795.557702 sec): 3 clusters Score: Raw -1638503.039900 + Penalty 1845.973655 = -1636657.066245 nChanged 198 SP:Iteration 24Q (8795.628058 sec): 3 clusters Score: Raw -1638574.855377 + Penalty 1845.973655 = -1636728.881722 nChanged 212 SP:Iteration 25Q (8795.696482 sec): 3 clusters Score: Raw -1638653.062820 + Penalty 1845.973655 = -1636807.089165 nChanged 220 SP:Iteration 26Q (8795.761451 sec): 3 clusters Score: Raw -1638735.941795 + Penalty 1845.973655 = -1636889.968140 nChanged 228 SP:Iteration 27Q (8795.818912 sec): 3 clusters Score: Raw -1638820.267277 + Penalty 1845.973655 = -1636974.293622 nChanged 185 SP:Iteration 28Q (8795.885124 sec): 3 clusters Score: Raw -1638878.311347 + Penalty 1845.973655 = -1637032.337693 nChanged 180 SP:Iteration 29Q (8795.951405 sec): 3 clusters Score: Raw -1638933.509181 + Penalty 1845.973655 = -1637087.535526 nChanged 160 SP:Iteration 30Q (8796.016244 sec): 3 clusters Score: Raw -1638982.844924 + Penalty 1845.973655 = -1637136.871269 nChanged 158 SP:Iteration 31Q (8796.077911 sec): 3 clusters Score: Raw -1639035.425703 + Penalty 1845.973655 = -1637189.452048 nChanged 174 SP:Iteration 32Q (8796.140837 sec): 3 clusters Score: Raw -1639096.742822 + Penalty 1845.973655 = -1637250.769167 nChanged 146 SP:Iteration 33Q (8796.195316 sec): 3 clusters Score: Raw -1639146.486324 + Penalty 1845.973655 = -1637300.512669 nChanged 140 SP:Iteration 34Q (8796.267236 sec): 3 clusters Score: Raw -1639194.688749 + Penalty 1845.973655 = -1637348.715094 nChanged 155 SP:Iteration 35Q (8796.326798 sec): 3 clusters Score: Raw -1639247.450889 + Penalty 1845.973655 = -1637401.477234 nChanged 133 SP:Iteration 36Q (8796.381092 sec): 3 clusters Score: Raw -1639293.303521 + Penalty 1845.973655 = -1637447.329866 nChanged 125 SP:Iteration 37Q (8796.449640 sec): 3 clusters Score: Raw -1639338.581527 + Penalty 1845.973655 = -1637492.607872 nChanged 116 SP:Iteration 38Q (8796.507964 sec): 3 clusters Score: Raw -1639376.329198 + Penalty 1845.973655 = -1637530.355544 nChanged 107 SP:Iteration 39Q (8796.564589 sec): 3 clusters Score: Raw -1639412.421338 + Penalty 1845.973655 = -1637566.447683 nChanged 97 SP:Iteration 40F (8796.620306 sec): 3 clusters Score: Raw -1639445.298797 + Penalty 1845.973655 = -1637599.325142 nChanged 102 SP:Iteration 41Q (8796.688759 sec): 3 clusters Score: Raw -1639488.700385 + Penalty 1845.973655 = -1637642.726731 nChanged 107 SP:Iteration 42Q (8796.737886 sec): 3 clusters Score: Raw -1639534.259973 + Penalty 1845.973655 = -1637688.286318 nChanged 91 SP:Iteration 43Q (8796.804813 sec): 3 clusters Score: Raw -1639576.621142 + Penalty 1845.973655 = -1637730.647488 nChanged 84 SP:Iteration 44Q (8796.861457 sec): 3 clusters Score: Raw -1639616.120929 + Penalty 1845.973655 = -1637770.147274 nChanged 65 SP:Iteration 45Q (8796.921872 sec): 3 clusters Score: Raw -1639642.364899 + Penalty 1845.973655 = -1637796.391244 nChanged 56 SP:Iteration 46Q (8796.992902 sec): 3 clusters Score: Raw -1639663.485704 + Penalty 1845.973655 = -1637817.512049 nChanged 40 SP:Iteration 47Q (8797.049002 sec): 3 clusters Score: Raw -1639678.963781 + Penalty 1845.973655 = -1637832.990126 nChanged 46 SP:Iteration 48Q (8797.100072 sec): 3 clusters Score: Raw -1639696.389711 + Penalty 1845.973655 = -1637850.416056 nChanged 39 SP:Iteration 49Q (8797.166792 sec): 3 clusters Score: Raw -1639709.677588 + Penalty 1845.973655 = -1637863.703933 nChanged 32 SP:Iteration 50Q (8797.216396 sec): 3 clusters Score: Raw -1639718.687429 + Penalty 1845.973655 = -1637872.713774 nChanged 28 SP:Iteration 51Q (8797.286406 sec): 3 clusters Score: Raw -1639729.958102 + Penalty 1845.973655 = -1637883.984447 nChanged 30 SP:Iteration 52Q (8797.344562 sec): 3 clusters Score: Raw -1639743.427536 + Penalty 1845.973655 = -1637897.453881 nChanged 31 SP:Iteration 53Q (8797.409807 sec): 3 clusters Score: Raw -1639756.333061 + Penalty 1845.973655 = -1637910.359406 nChanged 35 SP:Iteration 54Q (8797.470463 sec): 3 clusters Score: Raw -1639775.142298 + Penalty 1845.973655 = -1637929.168644 nChanged 35 SP:Iteration 55Q (8797.528116 sec): 3 clusters Score: Raw -1639798.184161 + Penalty 1845.973655 = -1637952.210506 nChanged 35 SP:Iteration 56Q (8797.593393 sec): 3 clusters Score: Raw -1639819.223606 + Penalty 1845.973655 = -1637973.249952 nChanged 30 SP:Iteration 57Q (8797.649542 sec): 3 clusters Score: Raw -1639836.996586 + Penalty 1845.973655 = -1637991.022931 nChanged 16 SP:Iteration 58Q (8797.703150 sec): 3 clusters Score: Raw -1639845.556406 + Penalty 1845.973655 = -1637999.582751 nChanged 9 SP:Iteration 59Q (8797.764955 sec): 3 clusters Score: Raw -1639850.559552 + Penalty 1845.973655 = -1638004.585897 nChanged 9 SP:Iteration 60F (8797.822313 sec): 3 clusters Score: Raw -1639855.288361 + Penalty 1845.973655 = -1638009.314706 nChanged 14 SP:Iteration 61Q (8797.873398 sec): 3 clusters Score: Raw -1639861.877719 + Penalty 1845.973655 = -1638015.904064 nChanged 6 SP:Iteration 62Q (8797.926046 sec): 3 clusters Score: Raw -1639866.578911 + Penalty 1845.973655 = -1638020.605256 nChanged 8 SP:Iteration 63Q (8797.986393 sec): 3 clusters Score: Raw -1639870.866612 + Penalty 1845.973655 = -1638024.892957 nChanged 4 SP:Iteration 64Q (8798.052014 sec): 3 clusters Score: Raw -1639873.501416 + Penalty 1845.973655 = -1638027.527761 nChanged 4 SP:Iteration 65Q (8798.112137 sec): 3 clusters Score: Raw -1639874.520113 + Penalty 1845.973655 = -1638028.546458 nChanged 0 SP:Iteration 66F (8798.179088 sec): 3 clusters Score: Raw -1639874.520113 + Penalty 1845.973655 = -1638028.546458 nChanged 0 Trying to split cluster 36 (15882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8798.214073 sec): 2 clusters Score: Raw -1585358.708527 + Penalty 918.929459 = -1584439.779068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8798.287833 sec): 3 clusters Score: Raw -1575707.924426 + Penalty 1837.858918 = -1573870.065508 nChanged 7204 SP:Iteration 1F (8798.352121 sec): 3 clusters Score: Raw -1579962.611101 + Penalty 1837.858918 = -1578124.752184 nChanged 1045 SP:Iteration 2F (8798.407397 sec): 3 clusters Score: Raw -1580534.640289 + Penalty 1837.858918 = -1578696.781372 nChanged 1111 SP:Iteration 3F (8798.474545 sec): 3 clusters Score: Raw -1581276.351008 + Penalty 1837.858918 = -1579438.492091 nChanged 1192 SP:Iteration 4F (8798.535400 sec): 3 clusters Score: Raw -1582173.879224 + Penalty 1837.858918 = -1580336.020307 nChanged 1163 SP:Iteration 5F (8798.588348 sec): 3 clusters Score: Raw -1583169.916328 + Penalty 1837.858918 = -1581332.057410 nChanged 966 SP:Iteration 6F (8798.657930 sec): 3 clusters Score: Raw -1584109.959247 + Penalty 1837.858918 = -1582272.100329 nChanged 674 SP:Iteration 7Q (8798.717966 sec): 3 clusters Score: Raw -1584767.158565 + Penalty 1837.858918 = -1582929.299647 nChanged 455 SP:Iteration 8Q (8798.781445 sec): 3 clusters Score: Raw -1585113.520187 + Penalty 1837.858918 = -1583275.661270 nChanged 290 SP:Iteration 9Q (8798.839037 sec): 3 clusters Score: Raw -1585264.830317 + Penalty 1837.858918 = -1583426.971400 nChanged 180 SP:Iteration 10Q (8798.909302 sec): 3 clusters Score: Raw -1585332.839322 + Penalty 1837.858918 = -1583494.980404 nChanged 121 SP:Iteration 11Q (8798.966938 sec): 3 clusters Score: Raw -1585372.934568 + Penalty 1837.858918 = -1583535.075650 nChanged 101 SP:Iteration 12Q (8799.033499 sec): 3 clusters Score: Raw -1585400.518454 + Penalty 1837.858918 = -1583562.659536 nChanged 87 SP:Iteration 13Q (8799.085828 sec): 3 clusters Score: Raw -1585421.714951 + Penalty 1837.858918 = -1583583.856033 nChanged 61 SP:Iteration 14Q (8799.149669 sec): 3 clusters Score: Raw -1585435.732411 + Penalty 1837.858918 = -1583597.873493 nChanged 59 SP:Iteration 15Q (8799.214279 sec): 3 clusters Score: Raw -1585447.275899 + Penalty 1837.858918 = -1583609.416981 nChanged 44 SP:Iteration 16Q (8799.269439 sec): 3 clusters Score: Raw -1585455.918150 + Penalty 1837.858918 = -1583618.059232 nChanged 43 SP:Iteration 17Q (8799.321218 sec): 3 clusters Score: Raw -1585464.344230 + Penalty 1837.858918 = -1583626.485312 nChanged 50 SP:Iteration 18Q (8799.387670 sec): 3 clusters Score: Raw -1585473.799762 + Penalty 1837.858918 = -1583635.940844 nChanged 52 SP:Iteration 19Q (8799.449136 sec): 3 clusters Score: Raw -1585484.998096 + Penalty 1837.858918 = -1583647.139178 nChanged 47 SP:Iteration 20F (8799.505506 sec): 3 clusters Score: Raw -1585494.949213 + Penalty 1837.858918 = -1583657.090295 nChanged 45 SP:Iteration 21Q (8799.560100 sec): 3 clusters Score: Raw -1585503.046257 + Penalty 1837.858918 = -1583665.187340 nChanged 32 SP:Iteration 22Q (8799.624942 sec): 3 clusters Score: Raw -1585507.295247 + Penalty 1837.858918 = -1583669.436329 nChanged 34 SP:Iteration 23Q (8799.692695 sec): 3 clusters Score: Raw -1585512.477367 + Penalty 1837.858918 = -1583674.618449 nChanged 25 SP:Iteration 24Q (8799.759577 sec): 3 clusters Score: Raw -1585516.842589 + Penalty 1837.858918 = -1583678.983672 nChanged 30 SP:Iteration 25Q (8799.808181 sec): 3 clusters Score: Raw -1585521.902190 + Penalty 1837.858918 = -1583684.043272 nChanged 28 SP:Iteration 26Q (8799.872921 sec): 3 clusters Score: Raw -1585525.685496 + Penalty 1837.858918 = -1583687.826578 nChanged 22 SP:Iteration 27Q (8799.934281 sec): 3 clusters Score: Raw -1585528.771471 + Penalty 1837.858918 = -1583690.912553 nChanged 19 SP:Iteration 28Q (8799.996928 sec): 3 clusters Score: Raw -1585531.585782 + Penalty 1837.858918 = -1583693.726865 nChanged 15 SP:Iteration 29Q (8800.053392 sec): 3 clusters Score: Raw -1585533.929374 + Penalty 1837.858918 = -1583696.070456 nChanged 13 SP:Iteration 30Q (8800.108460 sec): 3 clusters Score: Raw -1585535.322431 + Penalty 1837.858918 = -1583697.463513 nChanged 9 SP:Iteration 31Q (8800.180474 sec): 3 clusters Score: Raw -1585536.097128 + Penalty 1837.858918 = -1583698.238211 nChanged 11 SP:Iteration 32Q (8800.240741 sec): 3 clusters Score: Raw -1585537.280912 + Penalty 1837.858918 = -1583699.421994 nChanged 9 SP:Iteration 33Q (8800.294990 sec): 3 clusters Score: Raw -1585538.086415 + Penalty 1837.858918 = -1583700.227498 nChanged 8 SP:Iteration 34Q (8800.364050 sec): 3 clusters Score: Raw -1585538.714900 + Penalty 1837.858918 = -1583700.855982 nChanged 4 SP:Iteration 35Q (8800.421364 sec): 3 clusters Score: Raw -1585538.870572 + Penalty 1837.858918 = -1583701.011654 nChanged 1 SP:Iteration 36Q (8800.473888 sec): 3 clusters Score: Raw -1585538.979199 + Penalty 1837.858918 = -1583701.120282 nChanged 2 SP:Iteration 37Q (8800.527011 sec): 3 clusters Score: Raw -1585539.049315 + Penalty 1837.858918 = -1583701.190398 nChanged 0 SP:Iteration 38F (8800.586314 sec): 3 clusters Score: Raw -1585539.049315 + Penalty 1837.858918 = -1583701.190398 nChanged 0 Trying to split cluster 37 (3802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8800.608035 sec): 2 clusters Score: Raw -365449.954576 + Penalty 783.111840 = -364666.842736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8800.661492 sec): 3 clusters Score: Raw -363431.583310 + Penalty 1566.223679 = -361865.359630 nChanged 1581 SP:Iteration 1F (8800.702161 sec): 3 clusters Score: Raw -364322.826944 + Penalty 1566.223679 = -362756.603264 nChanged 244 SP:Iteration 2F (8800.750533 sec): 3 clusters Score: Raw -364441.673537 + Penalty 1566.223679 = -362875.449858 nChanged 190 SP:Iteration 3Q (8800.804343 sec): 3 clusters Score: Raw -364541.378734 + Penalty 1566.223679 = -362975.155055 nChanged 175 SP:Iteration 4Q (8800.857916 sec): 3 clusters Score: Raw -364634.614557 + Penalty 1566.223679 = -363068.390878 nChanged 176 SP:Iteration 5Q (8800.894524 sec): 3 clusters Score: Raw -364730.251345 + Penalty 1566.223679 = -363164.027666 nChanged 172 SP:Iteration 6Q (8800.935681 sec): 3 clusters Score: Raw -364835.210675 + Penalty 1566.223679 = -363268.986996 nChanged 164 SP:Iteration 7Q (8800.982049 sec): 3 clusters Score: Raw -364938.899559 + Penalty 1566.223679 = -363372.675879 nChanged 157 SP:Iteration 8Q (8801.036480 sec): 3 clusters Score: Raw -365031.386257 + Penalty 1566.223679 = -363465.162578 nChanged 143 SP:Iteration 9Q (8801.079903 sec): 3 clusters Score: Raw -365124.529301 + Penalty 1566.223679 = -363558.305622 nChanged 142 SP:Iteration 10Q (8801.124156 sec): 3 clusters Score: Raw -365206.380805 + Penalty 1566.223679 = -363640.157125 nChanged 135 SP:Iteration 11Q (8801.170532 sec): 3 clusters Score: Raw -365273.294646 + Penalty 1566.223679 = -363707.070966 nChanged 123 SP:Iteration 12Q (8801.213352 sec): 3 clusters Score: Raw -365329.448289 + Penalty 1566.223679 = -363763.224610 nChanged 89 SP:Iteration 13Q (8801.255675 sec): 3 clusters Score: Raw -365363.517903 + Penalty 1566.223679 = -363797.294224 nChanged 74 SP:Iteration 14Q (8801.300138 sec): 3 clusters Score: Raw -365388.445388 + Penalty 1566.223679 = -363822.221709 nChanged 51 SP:Iteration 15Q (8801.349322 sec): 3 clusters Score: Raw -365407.046827 + Penalty 1566.223679 = -363840.823148 nChanged 56 SP:Iteration 16Q (8801.392244 sec): 3 clusters Score: Raw -365429.590700 + Penalty 1566.223679 = -363863.367021 nChanged 59 SP:Iteration 17Q (8801.437177 sec): 3 clusters Score: Raw -365454.698360 + Penalty 1566.223679 = -363888.474680 nChanged 51 SP:Iteration 18Q (8801.491522 sec): 3 clusters Score: Raw -365477.568236 + Penalty 1566.223679 = -363911.344557 nChanged 55 SP:Iteration 19Q (8801.542417 sec): 3 clusters Score: Raw -365495.455697 + Penalty 1566.223679 = -363929.232018 nChanged 46 SP:Iteration 20F (8801.581666 sec): 3 clusters Score: Raw -365510.066458 + Penalty 1566.223679 = -363943.842779 nChanged 37 SP:Iteration 21Q (8801.627319 sec): 3 clusters Score: Raw -365524.637893 + Penalty 1566.223679 = -363958.414214 nChanged 40 SP:Iteration 22Q (8801.667214 sec): 3 clusters Score: Raw -365541.903601 + Penalty 1566.223679 = -363975.679921 nChanged 34 SP:Iteration 23Q (8801.708148 sec): 3 clusters Score: Raw -365552.724391 + Penalty 1566.223679 = -363986.500712 nChanged 23 SP:Iteration 24Q (8801.761079 sec): 3 clusters Score: Raw -365559.993160 + Penalty 1566.223679 = -363993.769480 nChanged 23 SP:Iteration 25Q (8801.801694 sec): 3 clusters Score: Raw -365567.600893 + Penalty 1566.223679 = -364001.377213 nChanged 21 SP:Iteration 26Q (8801.851914 sec): 3 clusters Score: Raw -365574.470426 + Penalty 1566.223679 = -364008.246747 nChanged 22 SP:Iteration 27Q (8801.890830 sec): 3 clusters Score: Raw -365581.051855 + Penalty 1566.223679 = -364014.828175 nChanged 16 SP:Iteration 28Q (8801.944194 sec): 3 clusters Score: Raw -365585.852686 + Penalty 1566.223679 = -364019.629006 nChanged 16 SP:Iteration 29Q (8801.984998 sec): 3 clusters Score: Raw -365591.131527 + Penalty 1566.223679 = -364024.907847 nChanged 18 SP:Iteration 30Q (8802.030446 sec): 3 clusters Score: Raw -365596.057152 + Penalty 1566.223679 = -364029.833472 nChanged 15 SP:Iteration 31Q (8802.072949 sec): 3 clusters Score: Raw -365599.515814 + Penalty 1566.223679 = -364033.292135 nChanged 13 SP:Iteration 32Q (8802.116661 sec): 3 clusters Score: Raw -365602.619735 + Penalty 1566.223679 = -364036.396056 nChanged 12 SP:Iteration 33Q (8802.174036 sec): 3 clusters Score: Raw -365607.385343 + Penalty 1566.223679 = -364041.161664 nChanged 16 SP:Iteration 34Q (8802.209837 sec): 3 clusters Score: Raw -365614.947620 + Penalty 1566.223679 = -364048.723941 nChanged 22 SP:Iteration 35Q (8802.257306 sec): 3 clusters Score: Raw -365623.143595 + Penalty 1566.223679 = -364056.919915 nChanged 17 SP:Iteration 36Q (8802.308241 sec): 3 clusters Score: Raw -365627.209762 + Penalty 1566.223679 = -364060.986082 nChanged 9 SP:Iteration 37Q (8802.347804 sec): 3 clusters Score: Raw -365629.331585 + Penalty 1566.223679 = -364063.107906 nChanged 13 SP:Iteration 38Q (8802.394486 sec): 3 clusters Score: Raw -365634.914421 + Penalty 1566.223679 = -364068.690741 nChanged 17 SP:Iteration 39Q (8802.429633 sec): 3 clusters Score: Raw -365645.658949 + Penalty 1566.223679 = -364079.435269 nChanged 17 SP:Iteration 40F (8802.469982 sec): 3 clusters Score: Raw -365652.655249 + Penalty 1566.223679 = -364086.431569 nChanged 22 SP:Iteration 41Q (8802.525724 sec): 3 clusters Score: Raw -365661.717756 + Penalty 1566.223679 = -364095.494077 nChanged 22 SP:Iteration 42Q (8802.564633 sec): 3 clusters Score: Raw -365672.325800 + Penalty 1566.223679 = -364106.102121 nChanged 25 SP:Iteration 43Q (8802.610847 sec): 3 clusters Score: Raw -365682.616070 + Penalty 1566.223679 = -364116.392391 nChanged 23 SP:Iteration 44Q (8802.658344 sec): 3 clusters Score: Raw -365692.845799 + Penalty 1566.223679 = -364126.622120 nChanged 19 SP:Iteration 45Q (8802.711170 sec): 3 clusters Score: Raw -365703.830646 + Penalty 1566.223679 = -364137.606967 nChanged 18 SP:Iteration 46Q (8802.746043 sec): 3 clusters Score: Raw -365712.090237 + Penalty 1566.223679 = -364145.866558 nChanged 11 SP:Iteration 47Q (8802.785030 sec): 3 clusters Score: Raw -365715.944602 + Penalty 1566.223679 = -364149.720923 nChanged 7 SP:Iteration 48Q (8802.833027 sec): 3 clusters Score: Raw -365719.430785 + Penalty 1566.223679 = -364153.207105 nChanged 7 SP:Iteration 49Q (8802.868138 sec): 3 clusters Score: Raw -365721.069160 + Penalty 1566.223679 = -364154.845481 nChanged 2 SP:Iteration 50Q (8802.911419 sec): 3 clusters Score: Raw -365721.453166 + Penalty 1566.223679 = -364155.229487 nChanged 1 SP:Iteration 51Q (8802.955762 sec): 3 clusters Score: Raw -365721.919479 + Penalty 1566.223679 = -364155.695800 nChanged 0 SP:Iteration 52F (8803.002304 sec): 3 clusters Score: Raw -365721.919479 + Penalty 1566.223679 = -364155.695800 nChanged 0 Trying to split cluster 38 (21253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8803.060006 sec): 2 clusters Score: Raw -2057364.187184 + Penalty 946.604067 = -2056417.583117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8803.135838 sec): 3 clusters Score: Raw -2044094.856285 + Penalty 1893.208135 = -2042201.648150 nChanged 9806 SP:Iteration 1F (8803.199724 sec): 3 clusters Score: Raw -2049736.745855 + Penalty 1893.208135 = -2047843.537720 nChanged 1135 SP:Iteration 2F (8803.274309 sec): 3 clusters Score: Raw -2050241.726269 + Penalty 1893.208135 = -2048348.518134 nChanged 1181 SP:Iteration 3F (8803.333884 sec): 3 clusters Score: Raw -2050875.510300 + Penalty 1893.208135 = -2048982.302165 nChanged 1246 SP:Iteration 4F (8803.399227 sec): 3 clusters Score: Raw -2051616.054201 + Penalty 1893.208135 = -2049722.846066 nChanged 1215 SP:Iteration 5F (8803.461793 sec): 3 clusters Score: Raw -2052445.961414 + Penalty 1893.208135 = -2050552.753280 nChanged 1292 SP:Iteration 6F (8803.529589 sec): 3 clusters Score: Raw -2053338.207260 + Penalty 1893.208135 = -2051444.999126 nChanged 1206 SP:Iteration 7F (8803.594793 sec): 3 clusters Score: Raw -2054120.497456 + Penalty 1893.208135 = -2052227.289321 nChanged 1018 SP:Iteration 8Q (8803.665975 sec): 3 clusters Score: Raw -2054705.095446 + Penalty 1893.208135 = -2052811.887311 nChanged 756 SP:Iteration 9Q (8803.735158 sec): 3 clusters Score: Raw -2055018.759106 + Penalty 1893.208135 = -2053125.550971 nChanged 527 SP:Iteration 10Q (8803.803275 sec): 3 clusters Score: Raw -2055177.150693 + Penalty 1893.208135 = -2053283.942558 nChanged 375 SP:Iteration 11Q (8803.872878 sec): 3 clusters Score: Raw -2055268.860906 + Penalty 1893.208135 = -2053375.652771 nChanged 293 SP:Iteration 12Q (8803.934978 sec): 3 clusters Score: Raw -2055342.889407 + Penalty 1893.208135 = -2053449.681272 nChanged 267 SP:Iteration 13Q (8804.006666 sec): 3 clusters Score: Raw -2055411.410586 + Penalty 1893.208135 = -2053518.202452 nChanged 273 SP:Iteration 14Q (8804.081124 sec): 3 clusters Score: Raw -2055489.503012 + Penalty 1893.208135 = -2053596.294877 nChanged 293 SP:Iteration 15Q (8804.147413 sec): 3 clusters Score: Raw -2055578.360262 + Penalty 1893.208135 = -2053685.152127 nChanged 295 SP:Iteration 16Q (8804.214877 sec): 3 clusters Score: Raw -2055670.722064 + Penalty 1893.208135 = -2053777.513929 nChanged 301 SP:Iteration 17Q (8804.270079 sec): 3 clusters Score: Raw -2055760.670174 + Penalty 1893.208135 = -2053867.462040 nChanged 288 SP:Iteration 18Q (8804.336224 sec): 3 clusters Score: Raw -2055851.808350 + Penalty 1893.208135 = -2053958.600215 nChanged 284 SP:Iteration 19Q (8804.411953 sec): 3 clusters Score: Raw -2055943.744318 + Penalty 1893.208135 = -2054050.536183 nChanged 267 SP:Iteration 20F (8804.469821 sec): 3 clusters Score: Raw -2056030.760693 + Penalty 1893.208135 = -2054137.552558 nChanged 296 SP:Iteration 21Q (8804.531257 sec): 3 clusters Score: Raw -2056133.342005 + Penalty 1893.208135 = -2054240.133870 nChanged 286 SP:Iteration 22Q (8804.603377 sec): 3 clusters Score: Raw -2056232.368425 + Penalty 1893.208135 = -2054339.160291 nChanged 269 SP:Iteration 23Q (8804.668962 sec): 3 clusters Score: Raw -2056325.147077 + Penalty 1893.208135 = -2054431.938942 nChanged 242 SP:Iteration 24Q (8804.735862 sec): 3 clusters Score: Raw -2056402.025242 + Penalty 1893.208135 = -2054508.817108 nChanged 210 SP:Iteration 25Q (8804.807922 sec): 3 clusters Score: Raw -2056465.573861 + Penalty 1893.208135 = -2054572.365726 nChanged 207 SP:Iteration 26Q (8804.880268 sec): 3 clusters Score: Raw -2056532.434484 + Penalty 1893.208135 = -2054639.226350 nChanged 204 SP:Iteration 27Q (8804.938367 sec): 3 clusters Score: Raw -2056605.763514 + Penalty 1893.208135 = -2054712.555379 nChanged 198 SP:Iteration 28Q (8805.014980 sec): 3 clusters Score: Raw -2056687.974179 + Penalty 1893.208135 = -2054794.766044 nChanged 184 SP:Iteration 29Q (8805.076310 sec): 3 clusters Score: Raw -2056762.651185 + Penalty 1893.208135 = -2054869.443050 nChanged 172 SP:Iteration 30Q (8805.142351 sec): 3 clusters Score: Raw -2056828.966349 + Penalty 1893.208135 = -2054935.758214 nChanged 152 SP:Iteration 31Q (8805.218034 sec): 3 clusters Score: Raw -2056894.742178 + Penalty 1893.208135 = -2055001.534044 nChanged 155 SP:Iteration 32Q (8805.282474 sec): 3 clusters Score: Raw -2056960.779703 + Penalty 1893.208135 = -2055067.571569 nChanged 145 SP:Iteration 33Q (8805.351620 sec): 3 clusters Score: Raw -2057028.296405 + Penalty 1893.208135 = -2055135.088270 nChanged 134 SP:Iteration 34Q (8805.400746 sec): 3 clusters Score: Raw -2057083.038492 + Penalty 1893.208135 = -2055189.830357 nChanged 114 SP:Iteration 35Q (8805.472350 sec): 3 clusters Score: Raw -2057129.624024 + Penalty 1893.208135 = -2055236.415889 nChanged 118 SP:Iteration 36Q (8805.535044 sec): 3 clusters Score: Raw -2057176.736245 + Penalty 1893.208135 = -2055283.528111 nChanged 109 SP:Iteration 37Q (8805.594007 sec): 3 clusters Score: Raw -2057224.314138 + Penalty 1893.208135 = -2055331.106004 nChanged 96 SP:Iteration 38Q (8805.660137 sec): 3 clusters Score: Raw -2057273.339979 + Penalty 1893.208135 = -2055380.131844 nChanged 93 SP:Iteration 39Q (8805.730573 sec): 3 clusters Score: Raw -2057330.969661 + Penalty 1893.208135 = -2055437.761526 nChanged 99 SP:Iteration 40F (8805.795626 sec): 3 clusters Score: Raw -2057392.910031 + Penalty 1893.208135 = -2055499.701896 nChanged 81 SP:Iteration 41Q (8805.848928 sec): 3 clusters Score: Raw -2057437.103758 + Penalty 1893.208135 = -2055543.895623 nChanged 62 SP:Iteration 42Q (8805.916571 sec): 3 clusters Score: Raw -2057473.044786 + Penalty 1893.208135 = -2055579.836651 nChanged 46 SP:Iteration 43Q (8805.984447 sec): 3 clusters Score: Raw -2057495.721917 + Penalty 1893.208135 = -2055602.513782 nChanged 41 SP:Iteration 44Q (8806.053197 sec): 3 clusters Score: Raw -2057516.068744 + Penalty 1893.208135 = -2055622.860609 nChanged 31 SP:Iteration 45Q (8806.114930 sec): 3 clusters Score: Raw -2057527.882362 + Penalty 1893.208135 = -2055634.674227 nChanged 25 SP:Iteration 46Q (8806.171672 sec): 3 clusters Score: Raw -2057536.847723 + Penalty 1893.208135 = -2055643.639588 nChanged 19 SP:Iteration 47Q (8806.244356 sec): 3 clusters Score: Raw -2057543.762603 + Penalty 1893.208135 = -2055650.554468 nChanged 22 SP:Iteration 48Q (8806.307732 sec): 3 clusters Score: Raw -2057552.780640 + Penalty 1893.208135 = -2055659.572505 nChanged 20 SP:Iteration 49Q (8806.388256 sec): 3 clusters Score: Raw -2057562.107848 + Penalty 1893.208135 = -2055668.899714 nChanged 25 SP:Iteration 50Q (8806.449460 sec): 3 clusters Score: Raw -2057577.184140 + Penalty 1893.208135 = -2055683.976005 nChanged 18 SP:Iteration 51Q (8806.505121 sec): 3 clusters Score: Raw -2057586.700733 + Penalty 1893.208135 = -2055693.492598 nChanged 14 SP:Iteration 52Q (8806.564562 sec): 3 clusters Score: Raw -2057593.260828 + Penalty 1893.208135 = -2055700.052693 nChanged 12 SP:Iteration 53Q (8806.640021 sec): 3 clusters Score: Raw -2057597.464023 + Penalty 1893.208135 = -2055704.255888 nChanged 5 SP:Iteration 54Q (8806.718050 sec): 3 clusters Score: Raw -2057598.758226 + Penalty 1893.208135 = -2055705.550091 nChanged 3 SP:Iteration 55Q (8806.774715 sec): 3 clusters Score: Raw -2057600.332555 + Penalty 1893.208135 = -2055707.124420 nChanged 5 SP:Iteration 56Q (8806.831404 sec): 3 clusters Score: Raw -2057601.056079 + Penalty 1893.208135 = -2055707.847944 nChanged 2 SP:Iteration 57Q (8806.901807 sec): 3 clusters Score: Raw -2057601.315761 + Penalty 1893.208135 = -2055708.107626 nChanged 3 SP:Iteration 58Q (8806.967924 sec): 3 clusters Score: Raw -2057601.855303 + Penalty 1893.208135 = -2055708.647169 nChanged 1 SP:Iteration 59Q (8807.038156 sec): 3 clusters Score: Raw -2057602.245044 + Penalty 1893.208135 = -2055709.036909 nChanged 1 SP:Iteration 60F (8807.101672 sec): 3 clusters Score: Raw -2057602.990271 + Penalty 1893.208135 = -2055709.782136 nChanged 4 SP:Iteration 61Q (8807.165021 sec): 3 clusters Score: Raw -2057604.694740 + Penalty 1893.208135 = -2055711.486605 nChanged 5 SP:Iteration 62Q (8807.230601 sec): 3 clusters Score: Raw -2057606.560365 + Penalty 1893.208135 = -2055713.352230 nChanged 4 SP:Iteration 63Q (8807.289959 sec): 3 clusters Score: Raw -2057608.115120 + Penalty 1893.208135 = -2055714.906985 nChanged 2 SP:Iteration 64Q (8807.357655 sec): 3 clusters Score: Raw -2057608.645215 + Penalty 1893.208135 = -2055715.437080 nChanged 1 SP:Iteration 65Q (8807.416261 sec): 3 clusters Score: Raw -2057608.897793 + Penalty 1893.208135 = -2055715.689658 nChanged 2 SP:Iteration 66Q (8807.479045 sec): 3 clusters Score: Raw -2057609.445066 + Penalty 1893.208135 = -2055716.236931 nChanged 0 SP:Iteration 67F (8807.545649 sec): 3 clusters Score: Raw -2057609.445066 + Penalty 1893.208135 = -2055716.236931 nChanged 0 Iteration 619Q (8812.964890 sec): 39 clusters Score: Raw -58497989.324419 + Penalty 48163.559074 = -58449825.765345 nChanged 6 Iteration 620F (8824.282709 sec): 39 clusters Score: Raw -58497989.354507 + Penalty 48163.559074 = -58449825.795432 nChanged 7 Iteration 621Q (8830.009954 sec): 39 clusters Score: Raw -58497989.409089 + Penalty 48163.559074 = -58449825.850015 nChanged 18 Iteration 622Q (8835.362516 sec): 39 clusters Score: Raw -58497989.541428 + Penalty 48163.559074 = -58449825.982353 nChanged 12 Iteration 623Q (8840.737278 sec): 39 clusters Score: Raw -58497989.635436 + Penalty 48163.559074 = -58449826.076361 nChanged 7 Iteration 624Q (8846.177765 sec): 39 clusters Score: Raw -58497989.665260 + Penalty 48163.559074 = -58449826.106186 nChanged 9 Iteration 625Q (8851.560133 sec): 39 clusters Score: Raw -58497989.755568 + Penalty 48163.559074 = -58449826.196494 nChanged 10 Iteration 626Q (8856.934169 sec): 39 clusters Score: Raw -58497989.819268 + Penalty 48163.559074 = -58449826.260194 nChanged 6 Iteration 627Q (8862.314623 sec): 39 clusters Score: Raw -58497989.848996 + Penalty 48163.559074 = -58449826.289922 nChanged 5 Iteration 628Q (8867.677580 sec): 39 clusters Score: Raw -58497989.874345 + Penalty 48163.559074 = -58449826.315271 nChanged 2 Iteration 629Q (8873.029942 sec): 39 clusters Score: Raw -58497989.881641 + Penalty 48163.559074 = -58449826.322566 nChanged 2 Iteration 630Q (8878.418250 sec): 39 clusters Score: Raw -58497989.887398 + Penalty 48163.559074 = -58449826.328323 nChanged 1 Iteration 631Q (8883.839446 sec): 39 clusters Score: Raw -58497989.890047 + Penalty 48163.559074 = -58449826.330973 nChanged 1 Iteration 632Q (8889.247122 sec): 39 clusters Score: Raw -58497989.893243 + Penalty 48163.559074 = -58449826.334168 nChanged 3 Iteration 633Q (8894.623149 sec): 39 clusters Score: Raw -58497989.899506 + Penalty 48163.559074 = -58449826.340432 nChanged 2 Iteration 634Q (8900.006363 sec): 39 clusters Score: Raw -58497989.906969 + Penalty 48163.559074 = -58449826.347894 nChanged 3 Iteration 635Q (8905.412589 sec): 39 clusters Score: Raw -58497989.923391 + Penalty 48163.559074 = -58449826.364317 nChanged 2 Iteration 636Q (8910.787896 sec): 39 clusters Score: Raw -58497989.987400 + Penalty 48163.559074 = -58449826.428326 nChanged 5 Iteration 637Q (8915.444216 sec): 39 clusters Score: Raw -58497990.179223 + Penalty 48163.559074 = -58449826.620149 nChanged 5 Iteration 638Q (8920.860385 sec): 39 clusters Score: Raw -58497990.355440 + Penalty 48163.559074 = -58449826.796366 nChanged 3 Iteration 639Q (8926.244403 sec): 39 clusters Score: Raw -58497990.404092 + Penalty 48163.559074 = -58449826.845017 nChanged 1 Iteration 640F (8936.843295 sec): 39 clusters Score: Raw -58497990.425491 + Penalty 48163.559074 = -58449826.866417 nChanged 1 Iteration 641Q (8942.220438 sec): 39 clusters Score: Raw -58497990.454128 + Penalty 48163.559074 = -58449826.895054 nChanged 1 Iteration 642Q (8947.608110 sec): 39 clusters Score: Raw -58497990.466091 + Penalty 48163.559074 = -58449826.907017 nChanged 0 Iteration 643F (8958.186025 sec): 39 clusters Score: Raw -58497990.466091 + Penalty 48163.559074 = -58449826.907017 nChanged 0 Compute initial score before splitting: Score: Raw -58497990.466091 + Penalty 48163.559074 = -58449826.907017 Trying to split cluster 1 (4418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8958.255976 sec): 2 clusters Score: Raw -416618.699080 + Penalty 797.377026 = -415821.322053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8958.276150 sec): 3 clusters Score: Raw -414183.097903 + Penalty 1594.754053 = -412588.343850 nChanged 1894 SP:Iteration 1F (8958.296143 sec): 3 clusters Score: Raw -415320.133825 + Penalty 1594.754053 = -413725.379772 nChanged 348 SP:Iteration 2F (8958.317474 sec): 3 clusters Score: Raw -415517.235755 + Penalty 1594.754053 = -413922.481702 nChanged 257 SP:Iteration 3F (8958.333331 sec): 3 clusters Score: Raw -415675.819983 + Penalty 1594.754053 = -414081.065930 nChanged 223 SP:Iteration 4F (8958.349008 sec): 3 clusters Score: Raw -415831.123316 + Penalty 1594.754053 = -414236.369263 nChanged 197 SP:Iteration 5Q (8958.374863 sec): 3 clusters Score: Raw -415955.622199 + Penalty 1594.754053 = -414360.868146 nChanged 185 SP:Iteration 6Q (8958.400281 sec): 3 clusters Score: Raw -416061.679462 + Penalty 1594.754053 = -414466.925409 nChanged 177 SP:Iteration 7Q (8958.415179 sec): 3 clusters Score: Raw -416144.541270 + Penalty 1594.754053 = -414549.787218 nChanged 132 SP:Iteration 8Q (8958.430103 sec): 3 clusters Score: Raw -416202.106687 + Penalty 1594.754053 = -414607.352634 nChanged 120 SP:Iteration 9Q (8958.445773 sec): 3 clusters Score: Raw -416255.084604 + Penalty 1594.754053 = -414660.330551 nChanged 115 SP:Iteration 10Q (8958.461433 sec): 3 clusters Score: Raw -416304.620699 + Penalty 1594.754053 = -414709.866646 nChanged 109 SP:Iteration 11Q (8958.477083 sec): 3 clusters Score: Raw -416349.783844 + Penalty 1594.754053 = -414755.029791 nChanged 96 SP:Iteration 12Q (8958.492681 sec): 3 clusters Score: Raw -416388.297439 + Penalty 1594.754053 = -414793.543386 nChanged 83 SP:Iteration 13Q (8958.508098 sec): 3 clusters Score: Raw -416419.132610 + Penalty 1594.754053 = -414824.378557 nChanged 72 SP:Iteration 14Q (8958.523710 sec): 3 clusters Score: Raw -416443.605281 + Penalty 1594.754053 = -414848.851228 nChanged 71 SP:Iteration 15Q (8958.539107 sec): 3 clusters Score: Raw -416470.091381 + Penalty 1594.754053 = -414875.337328 nChanged 61 SP:Iteration 16Q (8958.554632 sec): 3 clusters Score: Raw -416488.605103 + Penalty 1594.754053 = -414893.851050 nChanged 50 SP:Iteration 17Q (8958.569987 sec): 3 clusters Score: Raw -416503.698772 + Penalty 1594.754053 = -414908.944719 nChanged 55 SP:Iteration 18Q (8958.585525 sec): 3 clusters Score: Raw -416518.458378 + Penalty 1594.754053 = -414923.704325 nChanged 35 SP:Iteration 19Q (8958.601078 sec): 3 clusters Score: Raw -416525.843253 + Penalty 1594.754053 = -414931.089200 nChanged 38 SP:Iteration 20F (8958.616939 sec): 3 clusters Score: Raw -416535.339136 + Penalty 1594.754053 = -414940.585083 nChanged 41 SP:Iteration 21Q (8958.631428 sec): 3 clusters Score: Raw -416545.613557 + Penalty 1594.754053 = -414950.859504 nChanged 25 SP:Iteration 22Q (8958.646967 sec): 3 clusters Score: Raw -416551.466319 + Penalty 1594.754053 = -414956.712266 nChanged 25 SP:Iteration 23Q (8958.662237 sec): 3 clusters Score: Raw -416557.302821 + Penalty 1594.754053 = -414962.548768 nChanged 27 SP:Iteration 24Q (8958.677566 sec): 3 clusters Score: Raw -416562.324056 + Penalty 1594.754053 = -414967.570003 nChanged 26 SP:Iteration 25Q (8958.695126 sec): 3 clusters Score: Raw -416567.455656 + Penalty 1594.754053 = -414972.701603 nChanged 21 SP:Iteration 26Q (8958.710424 sec): 3 clusters Score: Raw -416571.671644 + Penalty 1594.754053 = -414976.917591 nChanged 23 SP:Iteration 27Q (8958.725645 sec): 3 clusters Score: Raw -416577.768615 + Penalty 1594.754053 = -414983.014562 nChanged 21 SP:Iteration 28Q (8958.739555 sec): 3 clusters Score: Raw -416583.293987 + Penalty 1594.754053 = -414988.539934 nChanged 19 SP:Iteration 29Q (8958.754967 sec): 3 clusters Score: Raw -416587.617257 + Penalty 1594.754053 = -414992.863204 nChanged 21 SP:Iteration 30Q (8958.770405 sec): 3 clusters Score: Raw -416593.719696 + Penalty 1594.754053 = -414998.965643 nChanged 23 SP:Iteration 31Q (8958.785784 sec): 3 clusters Score: Raw -416598.570250 + Penalty 1594.754053 = -415003.816197 nChanged 18 SP:Iteration 32Q (8958.805701 sec): 3 clusters Score: Raw -416602.444465 + Penalty 1594.754053 = -415007.690412 nChanged 16 SP:Iteration 33Q (8958.821080 sec): 3 clusters Score: Raw -416604.557918 + Penalty 1594.754053 = -415009.803865 nChanged 9 SP:Iteration 34Q (8958.836249 sec): 3 clusters Score: Raw -416606.130800 + Penalty 1594.754053 = -415011.376747 nChanged 9 SP:Iteration 35Q (8958.851610 sec): 3 clusters Score: Raw -416607.363439 + Penalty 1594.754053 = -415012.609386 nChanged 9 SP:Iteration 36Q (8958.871038 sec): 3 clusters Score: Raw -416608.629633 + Penalty 1594.754053 = -415013.875580 nChanged 10 SP:Iteration 37Q (8958.886353 sec): 3 clusters Score: Raw -416610.289311 + Penalty 1594.754053 = -415015.535258 nChanged 11 SP:Iteration 38Q (8958.901749 sec): 3 clusters Score: Raw -416611.497678 + Penalty 1594.754053 = -415016.743625 nChanged 5 SP:Iteration 39Q (8958.916951 sec): 3 clusters Score: Raw -416612.130896 + Penalty 1594.754053 = -415017.376843 nChanged 6 SP:Iteration 40F (8958.932697 sec): 3 clusters Score: Raw -416613.422439 + Penalty 1594.754053 = -415018.668386 nChanged 6 SP:Iteration 41Q (8958.947999 sec): 3 clusters Score: Raw -416614.583654 + Penalty 1594.754053 = -415019.829601 nChanged 6 SP:Iteration 42Q (8958.963291 sec): 3 clusters Score: Raw -416616.043680 + Penalty 1594.754053 = -415021.289627 nChanged 10 SP:Iteration 43Q (8958.978647 sec): 3 clusters Score: Raw -416618.521198 + Penalty 1594.754053 = -415023.767145 nChanged 11 SP:Iteration 44Q (8958.994037 sec): 3 clusters Score: Raw -416621.264556 + Penalty 1594.754053 = -415026.510503 nChanged 10 SP:Iteration 45Q (8959.010778 sec): 3 clusters Score: Raw -416623.772825 + Penalty 1594.754053 = -415029.018773 nChanged 15 SP:Iteration 46Q (8959.026033 sec): 3 clusters Score: Raw -416627.138377 + Penalty 1594.754053 = -415032.384324 nChanged 15 SP:Iteration 47Q (8959.040591 sec): 3 clusters Score: Raw -416630.205756 + Penalty 1594.754053 = -415035.451703 nChanged 15 SP:Iteration 48Q (8959.055842 sec): 3 clusters Score: Raw -416634.179652 + Penalty 1594.754053 = -415039.425599 nChanged 11 SP:Iteration 49Q (8959.071138 sec): 3 clusters Score: Raw -416636.912539 + Penalty 1594.754053 = -415042.158486 nChanged 12 SP:Iteration 50Q (8959.092717 sec): 3 clusters Score: Raw -416639.387117 + Penalty 1594.754053 = -415044.633064 nChanged 13 SP:Iteration 51Q (8959.107272 sec): 3 clusters Score: Raw -416641.552475 + Penalty 1594.754053 = -415046.798422 nChanged 11 SP:Iteration 52Q (8959.122393 sec): 3 clusters Score: Raw -416643.050397 + Penalty 1594.754053 = -415048.296344 nChanged 13 SP:Iteration 53Q (8959.137692 sec): 3 clusters Score: Raw -416646.310665 + Penalty 1594.754053 = -415051.556612 nChanged 17 SP:Iteration 54Q (8959.152986 sec): 3 clusters Score: Raw -416650.578525 + Penalty 1594.754053 = -415055.824472 nChanged 18 SP:Iteration 55Q (8959.168272 sec): 3 clusters Score: Raw -416654.516852 + Penalty 1594.754053 = -415059.762799 nChanged 15 SP:Iteration 56Q (8959.183574 sec): 3 clusters Score: Raw -416657.693197 + Penalty 1594.754053 = -415062.939144 nChanged 17 SP:Iteration 57Q (8959.198858 sec): 3 clusters Score: Raw -416661.000589 + Penalty 1594.754053 = -415066.246536 nChanged 18 SP:Iteration 58Q (8959.214185 sec): 3 clusters Score: Raw -416664.711638 + Penalty 1594.754053 = -415069.957585 nChanged 14 SP:Iteration 59Q (8959.229353 sec): 3 clusters Score: Raw -416667.749318 + Penalty 1594.754053 = -415072.995265 nChanged 9 SP:Iteration 60F (8959.254350 sec): 3 clusters Score: Raw -416669.103796 + Penalty 1594.754053 = -415074.349743 nChanged 6 SP:Iteration 61Q (8959.279228 sec): 3 clusters Score: Raw -416670.001085 + Penalty 1594.754053 = -415075.247032 nChanged 7 SP:Iteration 62Q (8959.294511 sec): 3 clusters Score: Raw -416670.728613 + Penalty 1594.754053 = -415075.974560 nChanged 7 SP:Iteration 63Q (8959.309751 sec): 3 clusters Score: Raw -416672.469861 + Penalty 1594.754053 = -415077.715808 nChanged 10 SP:Iteration 64Q (8959.324825 sec): 3 clusters Score: Raw -416674.002103 + Penalty 1594.754053 = -415079.248050 nChanged 9 SP:Iteration 65Q (8959.340744 sec): 3 clusters Score: Raw -416675.093685 + Penalty 1594.754053 = -415080.339633 nChanged 8 SP:Iteration 66Q (8959.355193 sec): 3 clusters Score: Raw -416676.460362 + Penalty 1594.754053 = -415081.706309 nChanged 6 SP:Iteration 67Q (8959.370396 sec): 3 clusters Score: Raw -416677.748358 + Penalty 1594.754053 = -415082.994305 nChanged 8 SP:Iteration 68Q (8959.385606 sec): 3 clusters Score: Raw -416679.279546 + Penalty 1594.754053 = -415084.525493 nChanged 5 SP:Iteration 69Q (8959.400891 sec): 3 clusters Score: Raw -416680.246134 + Penalty 1594.754053 = -415085.492081 nChanged 5 SP:Iteration 70Q (8959.416064 sec): 3 clusters Score: Raw -416681.133393 + Penalty 1594.754053 = -415086.379340 nChanged 9 SP:Iteration 71Q (8959.431223 sec): 3 clusters Score: Raw -416683.955703 + Penalty 1594.754053 = -415089.201650 nChanged 12 SP:Iteration 72Q (8959.446459 sec): 3 clusters Score: Raw -416687.158444 + Penalty 1594.754053 = -415092.404391 nChanged 9 SP:Iteration 73Q (8959.461674 sec): 3 clusters Score: Raw -416688.946802 + Penalty 1594.754053 = -415094.192749 nChanged 8 SP:Iteration 74Q (8959.476902 sec): 3 clusters Score: Raw -416692.123828 + Penalty 1594.754053 = -415097.369775 nChanged 12 SP:Iteration 75Q (8959.492143 sec): 3 clusters Score: Raw -416695.637479 + Penalty 1594.754053 = -415100.883426 nChanged 7 SP:Iteration 76Q (8959.507163 sec): 3 clusters Score: Raw -416696.983056 + Penalty 1594.754053 = -415102.229003 nChanged 6 SP:Iteration 77Q (8959.521700 sec): 3 clusters Score: Raw -416697.902187 + Penalty 1594.754053 = -415103.148134 nChanged 1 SP:Iteration 78Q (8959.536917 sec): 3 clusters Score: Raw -416698.148777 + Penalty 1594.754053 = -415103.394724 nChanged 1 SP:Iteration 79Q (8959.552149 sec): 3 clusters Score: Raw -416698.317530 + Penalty 1594.754053 = -415103.563477 nChanged 2 SP:Iteration 80F (8959.571266 sec): 3 clusters Score: Raw -416698.677426 + Penalty 1594.754053 = -415103.923373 nChanged 2 SP:Iteration 81Q (8959.586366 sec): 3 clusters Score: Raw -416698.827543 + Penalty 1594.754053 = -415104.073491 nChanged 1 SP:Iteration 82Q (8959.609130 sec): 3 clusters Score: Raw -416698.979871 + Penalty 1594.754053 = -415104.225818 nChanged 3 SP:Iteration 83Q (8959.635845 sec): 3 clusters Score: Raw -416699.486159 + Penalty 1594.754053 = -415104.732106 nChanged 4 SP:Iteration 84Q (8959.650861 sec): 3 clusters Score: Raw -416700.007812 + Penalty 1594.754053 = -415105.253759 nChanged 3 SP:Iteration 85Q (8959.666037 sec): 3 clusters Score: Raw -416700.243454 + Penalty 1594.754053 = -415105.489401 nChanged 2 SP:Iteration 86Q (8959.681261 sec): 3 clusters Score: Raw -416700.782087 + Penalty 1594.754053 = -415106.028034 nChanged 6 SP:Iteration 87Q (8959.696258 sec): 3 clusters Score: Raw -416702.133379 + Penalty 1594.754053 = -415107.379326 nChanged 1 SP:Iteration 88Q (8959.711493 sec): 3 clusters Score: Raw -416702.190236 + Penalty 1594.754053 = -415107.436183 nChanged 0 SP:Iteration 89F (8959.727091 sec): 3 clusters Score: Raw -416702.190236 + Penalty 1594.754053 = -415107.436183 nChanged 0 Trying to split cluster 2 (58203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8959.798448 sec): 2 clusters Score: Raw -5701748.394085 + Penalty 1042.310757 = -5700706.083328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8959.879842 sec): 3 clusters Score: Raw -5663809.300772 + Penalty 2084.621514 = -5661724.679258 nChanged 27970 SP:Iteration 1F (8959.960438 sec): 3 clusters Score: Raw -5681156.271481 + Penalty 2084.621514 = -5679071.649967 nChanged 3270 SP:Iteration 2F (8960.037727 sec): 3 clusters Score: Raw -5682685.566267 + Penalty 2084.621514 = -5680600.944753 nChanged 3463 SP:Iteration 3F (8960.123790 sec): 3 clusters Score: Raw -5684467.472760 + Penalty 2084.621514 = -5682382.851246 nChanged 3697 SP:Iteration 4F (8960.201181 sec): 3 clusters Score: Raw -5686654.364302 + Penalty 2084.621514 = -5684569.742788 nChanged 3836 SP:Iteration 5F (8960.278299 sec): 3 clusters Score: Raw -5689317.370636 + Penalty 2084.621514 = -5687232.749122 nChanged 3668 SP:Iteration 6F (8960.355194 sec): 3 clusters Score: Raw -5692042.910628 + Penalty 2084.621514 = -5689958.289114 nChanged 3079 SP:Iteration 7F (8960.432266 sec): 3 clusters Score: Raw -5694024.532335 + Penalty 2084.621514 = -5691939.910821 nChanged 2218 SP:Iteration 8Q (8960.512430 sec): 3 clusters Score: Raw -5695049.830243 + Penalty 2084.621514 = -5692965.208729 nChanged 1446 SP:Iteration 9Q (8960.591683 sec): 3 clusters Score: Raw -5695514.058217 + Penalty 2084.621514 = -5693429.436703 nChanged 974 SP:Iteration 10Q (8960.670125 sec): 3 clusters Score: Raw -5695777.608821 + Penalty 2084.621514 = -5693692.987307 nChanged 790 SP:Iteration 11Q (8960.747508 sec): 3 clusters Score: Raw -5695965.213072 + Penalty 2084.621514 = -5693880.591558 nChanged 764 SP:Iteration 12Q (8960.824336 sec): 3 clusters Score: Raw -5696165.255112 + Penalty 2084.621514 = -5694080.633598 nChanged 814 SP:Iteration 13Q (8960.904919 sec): 3 clusters Score: Raw -5696384.384482 + Penalty 2084.621514 = -5694299.762968 nChanged 824 SP:Iteration 14Q (8960.981799 sec): 3 clusters Score: Raw -5696594.698749 + Penalty 2084.621514 = -5694510.077235 nChanged 787 SP:Iteration 15Q (8961.060583 sec): 3 clusters Score: Raw -5696798.513750 + Penalty 2084.621514 = -5694713.892236 nChanged 813 SP:Iteration 16Q (8961.139394 sec): 3 clusters Score: Raw -5697016.051967 + Penalty 2084.621514 = -5694931.430453 nChanged 786 SP:Iteration 17Q (8961.215615 sec): 3 clusters Score: Raw -5697230.662736 + Penalty 2084.621514 = -5695146.041223 nChanged 802 SP:Iteration 18Q (8961.291446 sec): 3 clusters Score: Raw -5697460.388207 + Penalty 2084.621514 = -5695375.766693 nChanged 792 SP:Iteration 19Q (8961.365994 sec): 3 clusters Score: Raw -5697689.981366 + Penalty 2084.621514 = -5695605.359853 nChanged 801 SP:Iteration 20F (8961.443842 sec): 3 clusters Score: Raw -5697921.043529 + Penalty 2084.621514 = -5695836.422015 nChanged 740 SP:Iteration 21Q (8961.519080 sec): 3 clusters Score: Raw -5698132.197760 + Penalty 2084.621514 = -5696047.576246 nChanged 796 SP:Iteration 22Q (8961.593515 sec): 3 clusters Score: Raw -5698367.382887 + Penalty 2084.621514 = -5696282.761373 nChanged 786 SP:Iteration 23Q (8961.688761 sec): 3 clusters Score: Raw -5698620.461130 + Penalty 2084.621514 = -5696535.839616 nChanged 778 SP:Iteration 24Q (8961.761944 sec): 3 clusters Score: Raw -5698878.062553 + Penalty 2084.621514 = -5696793.441039 nChanged 767 SP:Iteration 25Q (8961.835188 sec): 3 clusters Score: Raw -5699141.551138 + Penalty 2084.621514 = -5697056.929624 nChanged 763 SP:Iteration 26Q (8961.920305 sec): 3 clusters Score: Raw -5699407.971687 + Penalty 2084.621514 = -5697323.350173 nChanged 727 SP:Iteration 27Q (8961.991820 sec): 3 clusters Score: Raw -5699668.134829 + Penalty 2084.621514 = -5697583.513315 nChanged 695 SP:Iteration 28Q (8962.067531 sec): 3 clusters Score: Raw -5699934.398475 + Penalty 2084.621514 = -5697849.776961 nChanged 704 SP:Iteration 29Q (8962.139226 sec): 3 clusters Score: Raw -5700218.876617 + Penalty 2084.621514 = -5698134.255103 nChanged 623 SP:Iteration 30Q (8962.209945 sec): 3 clusters Score: Raw -5700467.770155 + Penalty 2084.621514 = -5698383.148641 nChanged 591 SP:Iteration 31Q (8962.280972 sec): 3 clusters Score: Raw -5700696.841105 + Penalty 2084.621514 = -5698612.219591 nChanged 499 SP:Iteration 32Q (8962.351300 sec): 3 clusters Score: Raw -5700879.487174 + Penalty 2084.621514 = -5698794.865660 nChanged 406 SP:Iteration 33Q (8962.420643 sec): 3 clusters Score: Raw -5701025.478989 + Penalty 2084.621514 = -5698940.857475 nChanged 401 SP:Iteration 34Q (8962.509693 sec): 3 clusters Score: Raw -5701183.959296 + Penalty 2084.621514 = -5699099.337782 nChanged 378 SP:Iteration 35Q (8962.578216 sec): 3 clusters Score: Raw -5701349.713063 + Penalty 2084.621514 = -5699265.091549 nChanged 365 SP:Iteration 36Q (8962.646347 sec): 3 clusters Score: Raw -5701518.590323 + Penalty 2084.621514 = -5699433.968809 nChanged 309 SP:Iteration 37Q (8962.715234 sec): 3 clusters Score: Raw -5701644.343248 + Penalty 2084.621514 = -5699559.721734 nChanged 244 SP:Iteration 38Q (8962.781664 sec): 3 clusters Score: Raw -5701738.248134 + Penalty 2084.621514 = -5699653.626620 nChanged 180 SP:Iteration 39Q (8962.851942 sec): 3 clusters Score: Raw -5701804.699402 + Penalty 2084.621514 = -5699720.077888 nChanged 159 SP:Iteration 40F (8962.927116 sec): 3 clusters Score: Raw -5701866.365939 + Penalty 2084.621514 = -5699781.744425 nChanged 141 SP:Iteration 41Q (8962.993484 sec): 3 clusters Score: Raw -5701918.655630 + Penalty 2084.621514 = -5699834.034116 nChanged 111 SP:Iteration 42Q (8963.059675 sec): 3 clusters Score: Raw -5701950.733923 + Penalty 2084.621514 = -5699866.112409 nChanged 84 SP:Iteration 43Q (8963.125191 sec): 3 clusters Score: Raw -5701976.046050 + Penalty 2084.621514 = -5699891.424536 nChanged 72 SP:Iteration 44Q (8963.190746 sec): 3 clusters Score: Raw -5701995.584961 + Penalty 2084.621514 = -5699910.963447 nChanged 70 SP:Iteration 45Q (8963.256396 sec): 3 clusters Score: Raw -5702013.384590 + Penalty 2084.621514 = -5699928.763076 nChanged 61 SP:Iteration 46Q (8963.326409 sec): 3 clusters Score: Raw -5702029.753667 + Penalty 2084.621514 = -5699945.132153 nChanged 47 SP:Iteration 47Q (8963.391466 sec): 3 clusters Score: Raw -5702042.264700 + Penalty 2084.621514 = -5699957.643186 nChanged 43 SP:Iteration 48Q (8963.456117 sec): 3 clusters Score: Raw -5702051.199504 + Penalty 2084.621514 = -5699966.577990 nChanged 35 SP:Iteration 49Q (8963.521154 sec): 3 clusters Score: Raw -5702059.053220 + Penalty 2084.621514 = -5699974.431706 nChanged 41 SP:Iteration 50Q (8963.585006 sec): 3 clusters Score: Raw -5702067.214943 + Penalty 2084.621514 = -5699982.593429 nChanged 26 SP:Iteration 51Q (8963.683182 sec): 3 clusters Score: Raw -5702072.525990 + Penalty 2084.621514 = -5699987.904476 nChanged 28 SP:Iteration 52Q (8963.748748 sec): 3 clusters Score: Raw -5702077.026448 + Penalty 2084.621514 = -5699992.404934 nChanged 22 SP:Iteration 53Q (8963.817196 sec): 3 clusters Score: Raw -5702081.287943 + Penalty 2084.621514 = -5699996.666429 nChanged 29 SP:Iteration 54Q (8963.885661 sec): 3 clusters Score: Raw -5702087.076551 + Penalty 2084.621514 = -5700002.455037 nChanged 34 SP:Iteration 55Q (8963.949732 sec): 3 clusters Score: Raw -5702094.647280 + Penalty 2084.621514 = -5700010.025766 nChanged 31 SP:Iteration 56Q (8964.025982 sec): 3 clusters Score: Raw -5702101.011964 + Penalty 2084.621514 = -5700016.390450 nChanged 22 SP:Iteration 57Q (8964.093794 sec): 3 clusters Score: Raw -5702107.977708 + Penalty 2084.621514 = -5700023.356194 nChanged 15 SP:Iteration 58Q (8964.158345 sec): 3 clusters Score: Raw -5702113.465279 + Penalty 2084.621514 = -5700028.843765 nChanged 17 SP:Iteration 59Q (8964.224628 sec): 3 clusters Score: Raw -5702119.131548 + Penalty 2084.621514 = -5700034.510034 nChanged 15 SP:Iteration 60F (8964.307134 sec): 3 clusters Score: Raw -5702124.020628 + Penalty 2084.621514 = -5700039.399114 nChanged 13 SP:Iteration 61Q (8964.373507 sec): 3 clusters Score: Raw -5702128.025739 + Penalty 2084.621514 = -5700043.404225 nChanged 8 SP:Iteration 62Q (8964.442956 sec): 3 clusters Score: Raw -5702129.306284 + Penalty 2084.621514 = -5700044.684770 nChanged 4 SP:Iteration 63Q (8964.524362 sec): 3 clusters Score: Raw -5702129.775802 + Penalty 2084.621514 = -5700045.154288 nChanged 3 SP:Iteration 64Q (8964.588567 sec): 3 clusters Score: Raw -5702130.570064 + Penalty 2084.621514 = -5700045.948550 nChanged 2 SP:Iteration 65Q (8964.654581 sec): 3 clusters Score: Raw -5702130.902814 + Penalty 2084.621514 = -5700046.281300 nChanged 1 SP:Iteration 66Q (8964.725576 sec): 3 clusters Score: Raw -5702131.023130 + Penalty 2084.621514 = -5700046.401616 nChanged 0 SP:Iteration 67F (8964.801080 sec): 3 clusters Score: Raw -5702131.023130 + Penalty 2084.621514 = -5700046.401616 nChanged 0 Trying to split cluster 3 (5976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8964.811782 sec): 2 clusters Score: Raw -546171.851917 + Penalty 826.073139 = -545345.778778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8964.868336 sec): 3 clusters Score: Raw -542762.373085 + Penalty 1652.146278 = -541110.226807 nChanged 2602 SP:Iteration 1F (8964.908483 sec): 3 clusters Score: Raw -544285.547520 + Penalty 1652.146278 = -542633.401242 nChanged 439 SP:Iteration 2F (8964.961762 sec): 3 clusters Score: Raw -544527.451187 + Penalty 1652.146278 = -542875.304909 nChanged 385 SP:Iteration 3F (8965.011083 sec): 3 clusters Score: Raw -544781.485383 + Penalty 1652.146278 = -543129.339105 nChanged 371 SP:Iteration 4F (8965.051277 sec): 3 clusters Score: Raw -545025.370294 + Penalty 1652.146278 = -543373.224016 nChanged 325 SP:Iteration 5F (8965.103247 sec): 3 clusters Score: Raw -545243.787659 + Penalty 1652.146278 = -543591.641381 nChanged 277 SP:Iteration 6Q (8965.157902 sec): 3 clusters Score: Raw -545393.054352 + Penalty 1652.146278 = -543740.908074 nChanged 215 SP:Iteration 7Q (8965.192165 sec): 3 clusters Score: Raw -545496.193461 + Penalty 1652.146278 = -543844.047183 nChanged 171 SP:Iteration 8Q (8965.221476 sec): 3 clusters Score: Raw -545575.448896 + Penalty 1652.146278 = -543923.302618 nChanged 149 SP:Iteration 9Q (8965.274127 sec): 3 clusters Score: Raw -545644.717997 + Penalty 1652.146278 = -543992.571719 nChanged 121 SP:Iteration 10Q (8965.328570 sec): 3 clusters Score: Raw -545698.665710 + Penalty 1652.146278 = -544046.519432 nChanged 106 SP:Iteration 11Q (8965.358294 sec): 3 clusters Score: Raw -545753.719643 + Penalty 1652.146278 = -544101.573365 nChanged 113 SP:Iteration 12Q (8965.377727 sec): 3 clusters Score: Raw -545813.862594 + Penalty 1652.146278 = -544161.716316 nChanged 122 SP:Iteration 13Q (8965.396339 sec): 3 clusters Score: Raw -545881.655588 + Penalty 1652.146278 = -544229.509310 nChanged 129 SP:Iteration 14Q (8965.415921 sec): 3 clusters Score: Raw -545964.545165 + Penalty 1652.146278 = -544312.398886 nChanged 130 SP:Iteration 15Q (8965.470738 sec): 3 clusters Score: Raw -546038.264279 + Penalty 1652.146278 = -544386.118001 nChanged 120 SP:Iteration 16Q (8965.524480 sec): 3 clusters Score: Raw -546110.390755 + Penalty 1652.146278 = -544458.244476 nChanged 128 SP:Iteration 17Q (8965.546547 sec): 3 clusters Score: Raw -546203.964434 + Penalty 1652.146278 = -544551.818156 nChanged 141 SP:Iteration 18Q (8965.589085 sec): 3 clusters Score: Raw -546311.357637 + Penalty 1652.146278 = -544659.211359 nChanged 143 SP:Iteration 19Q (8965.606822 sec): 3 clusters Score: Raw -546417.558820 + Penalty 1652.146278 = -544765.412542 nChanged 145 SP:Iteration 20F (8965.626938 sec): 3 clusters Score: Raw -546512.667181 + Penalty 1652.146278 = -544860.520903 nChanged 115 SP:Iteration 21Q (8965.669927 sec): 3 clusters Score: Raw -546578.675050 + Penalty 1652.146278 = -544926.528772 nChanged 95 SP:Iteration 22Q (8965.689213 sec): 3 clusters Score: Raw -546629.599086 + Penalty 1652.146278 = -544977.452808 nChanged 89 SP:Iteration 23Q (8965.707774 sec): 3 clusters Score: Raw -546676.538556 + Penalty 1652.146278 = -545024.392278 nChanged 68 SP:Iteration 24Q (8965.726980 sec): 3 clusters Score: Raw -546704.225819 + Penalty 1652.146278 = -545052.079541 nChanged 55 SP:Iteration 25Q (8965.746003 sec): 3 clusters Score: Raw -546726.207599 + Penalty 1652.146278 = -545074.061321 nChanged 45 SP:Iteration 26Q (8965.765126 sec): 3 clusters Score: Raw -546742.161201 + Penalty 1652.146278 = -545090.014923 nChanged 36 SP:Iteration 27Q (8965.787351 sec): 3 clusters Score: Raw -546751.493513 + Penalty 1652.146278 = -545099.347235 nChanged 28 SP:Iteration 28Q (8965.806400 sec): 3 clusters Score: Raw -546757.069892 + Penalty 1652.146278 = -545104.923614 nChanged 16 SP:Iteration 29Q (8965.825624 sec): 3 clusters Score: Raw -546759.825480 + Penalty 1652.146278 = -545107.679201 nChanged 11 SP:Iteration 30Q (8965.846320 sec): 3 clusters Score: Raw -546761.491303 + Penalty 1652.146278 = -545109.345025 nChanged 11 SP:Iteration 31Q (8965.865345 sec): 3 clusters Score: Raw -546763.564939 + Penalty 1652.146278 = -545111.418661 nChanged 12 SP:Iteration 32Q (8965.886423 sec): 3 clusters Score: Raw -546765.548592 + Penalty 1652.146278 = -545113.402313 nChanged 7 SP:Iteration 33Q (8965.910909 sec): 3 clusters Score: Raw -546766.112226 + Penalty 1652.146278 = -545113.965948 nChanged 5 SP:Iteration 34Q (8965.929950 sec): 3 clusters Score: Raw -546766.580977 + Penalty 1652.146278 = -545114.434699 nChanged 2 SP:Iteration 35Q (8965.948888 sec): 3 clusters Score: Raw -546766.855350 + Penalty 1652.146278 = -545114.709072 nChanged 1 SP:Iteration 36Q (8965.971685 sec): 3 clusters Score: Raw -546766.972033 + Penalty 1652.146278 = -545114.825755 nChanged 0 SP:Iteration 37F (8965.991294 sec): 3 clusters Score: Raw -546766.972033 + Penalty 1652.146278 = -545114.825755 nChanged 0 Trying to split cluster 4 (13521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8966.016246 sec): 2 clusters Score: Raw -1353779.756365 + Penalty 903.639935 = -1352876.116430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8966.045496 sec): 3 clusters Score: Raw -1345570.549332 + Penalty 1807.279869 = -1343763.269463 nChanged 6189 SP:Iteration 1F (8966.077445 sec): 3 clusters Score: Raw -1349107.342840 + Penalty 1807.279869 = -1347300.062971 nChanged 824 SP:Iteration 2F (8966.105922 sec): 3 clusters Score: Raw -1349530.438844 + Penalty 1807.279869 = -1347723.158975 nChanged 911 SP:Iteration 3F (8966.133730 sec): 3 clusters Score: Raw -1350147.265359 + Penalty 1807.279869 = -1348339.985490 nChanged 1043 SP:Iteration 4F (8966.161374 sec): 3 clusters Score: Raw -1350973.436469 + Penalty 1807.279869 = -1349166.156600 nChanged 1047 SP:Iteration 5F (8966.189192 sec): 3 clusters Score: Raw -1351902.648537 + Penalty 1807.279869 = -1350095.368668 nChanged 941 SP:Iteration 6F (8966.216801 sec): 3 clusters Score: Raw -1352722.414469 + Penalty 1807.279869 = -1350915.134600 nChanged 718 SP:Iteration 7F (8966.244603 sec): 3 clusters Score: Raw -1353272.351890 + Penalty 1807.279869 = -1351465.072021 nChanged 480 SP:Iteration 8Q (8966.272171 sec): 3 clusters Score: Raw -1353578.265787 + Penalty 1807.279869 = -1351770.985918 nChanged 318 SP:Iteration 9Q (8966.299044 sec): 3 clusters Score: Raw -1353734.564641 + Penalty 1807.279869 = -1351927.284772 nChanged 192 SP:Iteration 10Q (8966.325775 sec): 3 clusters Score: Raw -1353825.629441 + Penalty 1807.279869 = -1352018.349572 nChanged 151 SP:Iteration 11Q (8966.355896 sec): 3 clusters Score: Raw -1353892.437265 + Penalty 1807.279869 = -1352085.157395 nChanged 108 SP:Iteration 12Q (8966.382334 sec): 3 clusters Score: Raw -1353931.176319 + Penalty 1807.279869 = -1352123.896449 nChanged 97 SP:Iteration 13Q (8966.409972 sec): 3 clusters Score: Raw -1353957.965190 + Penalty 1807.279869 = -1352150.685321 nChanged 75 SP:Iteration 14Q (8966.436329 sec): 3 clusters Score: Raw -1353974.812951 + Penalty 1807.279869 = -1352167.533082 nChanged 70 SP:Iteration 15Q (8966.462461 sec): 3 clusters Score: Raw -1353990.968545 + Penalty 1807.279869 = -1352183.688676 nChanged 68 SP:Iteration 16Q (8966.500041 sec): 3 clusters Score: Raw -1354005.861407 + Penalty 1807.279869 = -1352198.581538 nChanged 63 SP:Iteration 17Q (8966.525901 sec): 3 clusters Score: Raw -1354020.237516 + Penalty 1807.279869 = -1352212.957647 nChanged 58 SP:Iteration 18Q (8966.551891 sec): 3 clusters Score: Raw -1354034.239188 + Penalty 1807.279869 = -1352226.959318 nChanged 45 SP:Iteration 19Q (8966.578050 sec): 3 clusters Score: Raw -1354044.662425 + Penalty 1807.279869 = -1352237.382555 nChanged 39 SP:Iteration 20F (8966.606559 sec): 3 clusters Score: Raw -1354052.815687 + Penalty 1807.279869 = -1352245.535818 nChanged 42 SP:Iteration 21Q (8966.632685 sec): 3 clusters Score: Raw -1354060.917929 + Penalty 1807.279869 = -1352253.638060 nChanged 43 SP:Iteration 22Q (8966.664601 sec): 3 clusters Score: Raw -1354068.925814 + Penalty 1807.279869 = -1352261.645945 nChanged 28 SP:Iteration 23Q (8966.690469 sec): 3 clusters Score: Raw -1354073.478195 + Penalty 1807.279869 = -1352266.198326 nChanged 26 SP:Iteration 24Q (8966.716564 sec): 3 clusters Score: Raw -1354079.175373 + Penalty 1807.279869 = -1352271.895504 nChanged 31 SP:Iteration 25Q (8966.742400 sec): 3 clusters Score: Raw -1354086.148535 + Penalty 1807.279869 = -1352278.868666 nChanged 30 SP:Iteration 26Q (8966.768367 sec): 3 clusters Score: Raw -1354092.487246 + Penalty 1807.279869 = -1352285.207377 nChanged 25 SP:Iteration 27Q (8966.794057 sec): 3 clusters Score: Raw -1354097.975033 + Penalty 1807.279869 = -1352290.695164 nChanged 31 SP:Iteration 28Q (8966.819673 sec): 3 clusters Score: Raw -1354104.977204 + Penalty 1807.279869 = -1352297.697335 nChanged 25 SP:Iteration 29Q (8966.845323 sec): 3 clusters Score: Raw -1354109.860866 + Penalty 1807.279869 = -1352302.580997 nChanged 24 SP:Iteration 30Q (8966.875130 sec): 3 clusters Score: Raw -1354114.609865 + Penalty 1807.279869 = -1352307.329996 nChanged 25 SP:Iteration 31Q (8966.901038 sec): 3 clusters Score: Raw -1354119.438326 + Penalty 1807.279869 = -1352312.158456 nChanged 22 SP:Iteration 32Q (8966.927018 sec): 3 clusters Score: Raw -1354124.338201 + Penalty 1807.279869 = -1352317.058331 nChanged 22 SP:Iteration 33Q (8966.952514 sec): 3 clusters Score: Raw -1354127.583156 + Penalty 1807.279869 = -1352320.303286 nChanged 13 SP:Iteration 34Q (8966.978228 sec): 3 clusters Score: Raw -1354129.218986 + Penalty 1807.279869 = -1352321.939117 nChanged 6 SP:Iteration 35Q (8967.003927 sec): 3 clusters Score: Raw -1354129.723932 + Penalty 1807.279869 = -1352322.444063 nChanged 6 SP:Iteration 36Q (8967.029550 sec): 3 clusters Score: Raw -1354130.178042 + Penalty 1807.279869 = -1352322.898173 nChanged 7 SP:Iteration 37Q (8967.055350 sec): 3 clusters Score: Raw -1354130.587382 + Penalty 1807.279869 = -1352323.307513 nChanged 7 SP:Iteration 38Q (8967.081207 sec): 3 clusters Score: Raw -1354131.720675 + Penalty 1807.279869 = -1352324.440806 nChanged 5 SP:Iteration 39Q (8967.106957 sec): 3 clusters Score: Raw -1354132.273476 + Penalty 1807.279869 = -1352324.993607 nChanged 6 SP:Iteration 40F (8967.134653 sec): 3 clusters Score: Raw -1354133.090446 + Penalty 1807.279869 = -1352325.810577 nChanged 12 SP:Iteration 41Q (8967.160424 sec): 3 clusters Score: Raw -1354135.132026 + Penalty 1807.279869 = -1352327.852157 nChanged 11 SP:Iteration 42Q (8967.185894 sec): 3 clusters Score: Raw -1354137.254091 + Penalty 1807.279869 = -1352329.974222 nChanged 8 SP:Iteration 43Q (8967.211514 sec): 3 clusters Score: Raw -1354138.259421 + Penalty 1807.279869 = -1352330.979552 nChanged 8 SP:Iteration 44Q (8967.237549 sec): 3 clusters Score: Raw -1354139.451677 + Penalty 1807.279869 = -1352332.171808 nChanged 9 SP:Iteration 45Q (8967.263301 sec): 3 clusters Score: Raw -1354140.611182 + Penalty 1807.279869 = -1352333.331313 nChanged 7 SP:Iteration 46Q (8967.289095 sec): 3 clusters Score: Raw -1354141.211931 + Penalty 1807.279869 = -1352333.932062 nChanged 6 SP:Iteration 47Q (8967.314870 sec): 3 clusters Score: Raw -1354141.946689 + Penalty 1807.279869 = -1352334.666820 nChanged 3 SP:Iteration 48Q (8967.340419 sec): 3 clusters Score: Raw -1354142.909921 + Penalty 1807.279869 = -1352335.630052 nChanged 7 SP:Iteration 49Q (8967.365843 sec): 3 clusters Score: Raw -1354144.721216 + Penalty 1807.279869 = -1352337.441347 nChanged 8 SP:Iteration 50Q (8967.391472 sec): 3 clusters Score: Raw -1354146.197747 + Penalty 1807.279869 = -1352338.917878 nChanged 10 SP:Iteration 51Q (8967.417048 sec): 3 clusters Score: Raw -1354148.385493 + Penalty 1807.279869 = -1352341.105624 nChanged 14 SP:Iteration 52Q (8967.446140 sec): 3 clusters Score: Raw -1354151.445365 + Penalty 1807.279869 = -1352344.165496 nChanged 12 SP:Iteration 53Q (8967.471707 sec): 3 clusters Score: Raw -1354153.759591 + Penalty 1807.279869 = -1352346.479722 nChanged 11 SP:Iteration 54Q (8967.497275 sec): 3 clusters Score: Raw -1354156.249841 + Penalty 1807.279869 = -1352348.969972 nChanged 12 SP:Iteration 55Q (8967.522754 sec): 3 clusters Score: Raw -1354157.884381 + Penalty 1807.279869 = -1352350.604512 nChanged 9 SP:Iteration 56Q (8967.548336 sec): 3 clusters Score: Raw -1354159.085260 + Penalty 1807.279869 = -1352351.805390 nChanged 5 SP:Iteration 57Q (8967.573806 sec): 3 clusters Score: Raw -1354159.407576 + Penalty 1807.279869 = -1352352.127707 nChanged 4 SP:Iteration 58Q (8967.599173 sec): 3 clusters Score: Raw -1354159.836943 + Penalty 1807.279869 = -1352352.557074 nChanged 7 SP:Iteration 59Q (8967.624976 sec): 3 clusters Score: Raw -1354160.547077 + Penalty 1807.279869 = -1352353.267208 nChanged 6 SP:Iteration 60F (8967.652737 sec): 3 clusters Score: Raw -1354160.999837 + Penalty 1807.279869 = -1352353.719968 nChanged 7 SP:Iteration 61Q (8967.680798 sec): 3 clusters Score: Raw -1354161.781297 + Penalty 1807.279869 = -1352354.501428 nChanged 8 SP:Iteration 62Q (8967.706463 sec): 3 clusters Score: Raw -1354163.206027 + Penalty 1807.279869 = -1352355.926158 nChanged 10 SP:Iteration 63Q (8967.731777 sec): 3 clusters Score: Raw -1354164.457955 + Penalty 1807.279869 = -1352357.178086 nChanged 4 SP:Iteration 64Q (8967.757242 sec): 3 clusters Score: Raw -1354165.064875 + Penalty 1807.279869 = -1352357.785006 nChanged 1 SP:Iteration 65Q (8967.782663 sec): 3 clusters Score: Raw -1354165.232346 + Penalty 1807.279869 = -1352357.952477 nChanged 2 SP:Iteration 66Q (8967.808125 sec): 3 clusters Score: Raw -1354165.475956 + Penalty 1807.279869 = -1352358.196087 nChanged 1 SP:Iteration 67Q (8967.837221 sec): 3 clusters Score: Raw -1354165.746218 + Penalty 1807.279869 = -1352358.466348 nChanged 3 SP:Iteration 68Q (8967.862832 sec): 3 clusters Score: Raw -1354166.061992 + Penalty 1807.279869 = -1352358.782123 nChanged 2 SP:Iteration 69Q (8967.888487 sec): 3 clusters Score: Raw -1354166.422692 + Penalty 1807.279869 = -1352359.142822 nChanged 0 SP:Iteration 70F (8967.916050 sec): 3 clusters Score: Raw -1354166.422692 + Penalty 1807.279869 = -1352359.142822 nChanged 0 Trying to split cluster 5 (1206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8967.929976 sec): 2 clusters Score: Raw -103970.633668 + Penalty 674.031116 = -103296.602552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8967.940992 sec): 3 clusters Score: Raw -103442.197341 + Penalty 1348.062232 = -102094.135110 nChanged 435 SP:Iteration 1F (8967.945728 sec): 3 clusters Score: Raw -103767.251365 + Penalty 1348.062232 = -102419.189133 nChanged 117 SP:Iteration 2F (8967.950562 sec): 3 clusters Score: Raw -103866.201037 + Penalty 1348.062232 = -102518.138805 nChanged 65 SP:Iteration 3F (8967.955338 sec): 3 clusters Score: Raw -103923.224964 + Penalty 1348.062232 = -102575.162732 nChanged 44 SP:Iteration 4Q (8967.960079 sec): 3 clusters Score: Raw -103956.498736 + Penalty 1348.062232 = -102608.436505 nChanged 29 SP:Iteration 5Q (8967.964884 sec): 3 clusters Score: Raw -103972.013314 + Penalty 1348.062232 = -102623.951082 nChanged 23 SP:Iteration 6Q (8967.969627 sec): 3 clusters Score: Raw -103987.055177 + Penalty 1348.062232 = -102638.992945 nChanged 29 SP:Iteration 7Q (8967.974354 sec): 3 clusters Score: Raw -104004.951155 + Penalty 1348.062232 = -102656.888923 nChanged 21 SP:Iteration 8Q (8967.979039 sec): 3 clusters Score: Raw -104017.039994 + Penalty 1348.062232 = -102668.977762 nChanged 21 SP:Iteration 9Q (8967.983778 sec): 3 clusters Score: Raw -104026.313555 + Penalty 1348.062232 = -102678.251323 nChanged 8 SP:Iteration 10Q (8967.988568 sec): 3 clusters Score: Raw -104029.667391 + Penalty 1348.062232 = -102681.605159 nChanged 6 SP:Iteration 11Q (8967.993310 sec): 3 clusters Score: Raw -104032.226463 + Penalty 1348.062232 = -102684.164232 nChanged 8 SP:Iteration 12Q (8968.003694 sec): 3 clusters Score: Raw -104035.446228 + Penalty 1348.062232 = -102687.383996 nChanged 7 SP:Iteration 13Q (8968.008444 sec): 3 clusters Score: Raw -104037.185572 + Penalty 1348.062232 = -102689.123340 nChanged 2 SP:Iteration 14Q (8968.013170 sec): 3 clusters Score: Raw -104037.964877 + Penalty 1348.062232 = -102689.902645 nChanged 4 SP:Iteration 15Q (8968.017871 sec): 3 clusters Score: Raw -104040.198206 + Penalty 1348.062232 = -102692.135975 nChanged 5 SP:Iteration 16Q (8968.022601 sec): 3 clusters Score: Raw -104042.806385 + Penalty 1348.062232 = -102694.744153 nChanged 7 SP:Iteration 17Q (8968.027343 sec): 3 clusters Score: Raw -104045.966246 + Penalty 1348.062232 = -102697.904014 nChanged 8 SP:Iteration 18Q (8968.032081 sec): 3 clusters Score: Raw -104051.047826 + Penalty 1348.062232 = -102702.985594 nChanged 12 SP:Iteration 19Q (8968.036794 sec): 3 clusters Score: Raw -104057.491226 + Penalty 1348.062232 = -102709.428994 nChanged 10 SP:Iteration 20F (8968.041546 sec): 3 clusters Score: Raw -104061.940337 + Penalty 1348.062232 = -102713.878105 nChanged 5 SP:Iteration 21Q (8968.046291 sec): 3 clusters Score: Raw -104065.405640 + Penalty 1348.062232 = -102717.343408 nChanged 4 SP:Iteration 22Q (8968.051060 sec): 3 clusters Score: Raw -104067.005313 + Penalty 1348.062232 = -102718.943081 nChanged 3 SP:Iteration 23Q (8968.055808 sec): 3 clusters Score: Raw -104067.871959 + Penalty 1348.062232 = -102719.809727 nChanged 2 SP:Iteration 24Q (8968.060493 sec): 3 clusters Score: Raw -104069.194726 + Penalty 1348.062232 = -102721.132494 nChanged 6 SP:Iteration 25Q (8968.065206 sec): 3 clusters Score: Raw -104071.750466 + Penalty 1348.062232 = -102723.688234 nChanged 1 SP:Iteration 26Q (8968.069866 sec): 3 clusters Score: Raw -104071.900759 + Penalty 1348.062232 = -102723.838528 nChanged 0 SP:Iteration 27F (8968.074669 sec): 3 clusters Score: Raw -104071.900759 + Penalty 1348.062232 = -102723.838528 nChanged 0 Trying to split cluster 6 (7092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8968.094139 sec): 2 clusters Score: Raw -678208.598659 + Penalty 842.338653 = -677366.260006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8968.115702 sec): 3 clusters Score: Raw -674039.606212 + Penalty 1684.677307 = -672354.928905 nChanged 3114 SP:Iteration 1F (8968.140808 sec): 3 clusters Score: Raw -675964.590603 + Penalty 1684.677307 = -674279.913297 nChanged 489 SP:Iteration 2F (8968.161733 sec): 3 clusters Score: Raw -676224.381382 + Penalty 1684.677307 = -674539.704075 nChanged 432 SP:Iteration 3F (8968.182605 sec): 3 clusters Score: Raw -676480.694819 + Penalty 1684.677307 = -674796.017512 nChanged 397 SP:Iteration 4F (8968.203100 sec): 3 clusters Score: Raw -676725.057094 + Penalty 1684.677307 = -675040.379787 nChanged 370 SP:Iteration 5F (8968.223772 sec): 3 clusters Score: Raw -676975.785483 + Penalty 1684.677307 = -675291.108176 nChanged 381 SP:Iteration 6F (8968.244707 sec): 3 clusters Score: Raw -677223.374482 + Penalty 1684.677307 = -675538.697175 nChanged 307 SP:Iteration 7Q (8968.265609 sec): 3 clusters Score: Raw -677433.331267 + Penalty 1684.677307 = -675748.653960 nChanged 246 SP:Iteration 8Q (8968.289261 sec): 3 clusters Score: Raw -677603.114767 + Penalty 1684.677307 = -675918.437460 nChanged 226 SP:Iteration 9Q (8968.332025 sec): 3 clusters Score: Raw -677794.056275 + Penalty 1684.677307 = -676109.378968 nChanged 220 SP:Iteration 10Q (8968.364385 sec): 3 clusters Score: Raw -677950.015670 + Penalty 1684.677307 = -676265.338364 nChanged 156 SP:Iteration 11Q (8968.417073 sec): 3 clusters Score: Raw -678046.169717 + Penalty 1684.677307 = -676361.492411 nChanged 121 SP:Iteration 12Q (8968.470621 sec): 3 clusters Score: Raw -678121.968700 + Penalty 1684.677307 = -676437.291393 nChanged 94 SP:Iteration 13Q (8968.489784 sec): 3 clusters Score: Raw -678176.949395 + Penalty 1684.677307 = -676492.272089 nChanged 71 SP:Iteration 14Q (8968.532962 sec): 3 clusters Score: Raw -678220.074209 + Penalty 1684.677307 = -676535.396902 nChanged 74 SP:Iteration 15Q (8968.561098 sec): 3 clusters Score: Raw -678259.435632 + Penalty 1684.677307 = -676574.758325 nChanged 54 SP:Iteration 16Q (8968.580921 sec): 3 clusters Score: Raw -678286.608543 + Penalty 1684.677307 = -676601.931236 nChanged 51 SP:Iteration 17Q (8968.600841 sec): 3 clusters Score: Raw -678312.151846 + Penalty 1684.677307 = -676627.474539 nChanged 32 SP:Iteration 18Q (8968.620369 sec): 3 clusters Score: Raw -678326.935778 + Penalty 1684.677307 = -676642.258471 nChanged 29 SP:Iteration 19Q (8968.640053 sec): 3 clusters Score: Raw -678336.984213 + Penalty 1684.677307 = -676652.306906 nChanged 25 SP:Iteration 20F (8968.661807 sec): 3 clusters Score: Raw -678347.935613 + Penalty 1684.677307 = -676663.258306 nChanged 30 SP:Iteration 21Q (8968.681439 sec): 3 clusters Score: Raw -678358.542141 + Penalty 1684.677307 = -676673.864834 nChanged 26 SP:Iteration 22Q (8968.700820 sec): 3 clusters Score: Raw -678368.227396 + Penalty 1684.677307 = -676683.550089 nChanged 18 SP:Iteration 23Q (8968.724513 sec): 3 clusters Score: Raw -678373.035504 + Penalty 1684.677307 = -676688.358197 nChanged 13 SP:Iteration 24Q (8968.743994 sec): 3 clusters Score: Raw -678377.061957 + Penalty 1684.677307 = -676692.384650 nChanged 16 SP:Iteration 25Q (8968.763673 sec): 3 clusters Score: Raw -678383.507406 + Penalty 1684.677307 = -676698.830099 nChanged 16 SP:Iteration 26Q (8968.782769 sec): 3 clusters Score: Raw -678389.935797 + Penalty 1684.677307 = -676705.258490 nChanged 13 SP:Iteration 27Q (8968.802084 sec): 3 clusters Score: Raw -678395.453499 + Penalty 1684.677307 = -676710.776192 nChanged 10 SP:Iteration 28Q (8968.821610 sec): 3 clusters Score: Raw -678399.122515 + Penalty 1684.677307 = -676714.445209 nChanged 11 SP:Iteration 29Q (8968.876334 sec): 3 clusters Score: Raw -678403.434050 + Penalty 1684.677307 = -676718.756743 nChanged 9 SP:Iteration 30Q (8968.898542 sec): 3 clusters Score: Raw -678407.193278 + Penalty 1684.677307 = -676722.515971 nChanged 8 SP:Iteration 31Q (8968.917822 sec): 3 clusters Score: Raw -678410.136579 + Penalty 1684.677307 = -676725.459273 nChanged 6 SP:Iteration 32Q (8968.964753 sec): 3 clusters Score: Raw -678414.593002 + Penalty 1684.677307 = -676729.915695 nChanged 16 SP:Iteration 33Q (8969.017478 sec): 3 clusters Score: Raw -678423.961515 + Penalty 1684.677307 = -676739.284208 nChanged 8 SP:Iteration 34Q (8969.070201 sec): 3 clusters Score: Raw -678428.858811 + Penalty 1684.677307 = -676744.181505 nChanged 8 SP:Iteration 35Q (8969.089745 sec): 3 clusters Score: Raw -678435.082030 + Penalty 1684.677307 = -676750.404723 nChanged 15 SP:Iteration 36Q (8969.109153 sec): 3 clusters Score: Raw -678442.537018 + Penalty 1684.677307 = -676757.859711 nChanged 10 SP:Iteration 37Q (8969.129656 sec): 3 clusters Score: Raw -678448.531058 + Penalty 1684.677307 = -676763.853751 nChanged 10 SP:Iteration 38Q (8969.156919 sec): 3 clusters Score: Raw -678451.973586 + Penalty 1684.677307 = -676767.296280 nChanged 5 SP:Iteration 39Q (8969.177235 sec): 3 clusters Score: Raw -678455.148839 + Penalty 1684.677307 = -676770.471533 nChanged 5 SP:Iteration 40F (8969.207090 sec): 3 clusters Score: Raw -678457.500782 + Penalty 1684.677307 = -676772.823475 nChanged 2 SP:Iteration 41Q (8969.226186 sec): 3 clusters Score: Raw -678458.702370 + Penalty 1684.677307 = -676774.025063 nChanged 0 SP:Iteration 42F (8969.246335 sec): 3 clusters Score: Raw -678458.702370 + Penalty 1684.677307 = -676774.025063 nChanged 0 Trying to split cluster 7 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8969.258957 sec): 2 clusters Score: Raw -49206.201658 + Penalty 602.166437 = -48604.035220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8969.272636 sec): 3 clusters Score: Raw -49061.084236 + Penalty 1204.332875 = -47856.751361 nChanged 167 SP:Iteration 1F (8969.275271 sec): 3 clusters Score: Raw -49283.842672 + Penalty 1204.332875 = -48079.509798 nChanged 55 SP:Iteration 2F (8969.277845 sec): 3 clusters Score: Raw -49375.974073 + Penalty 1204.332875 = -48171.641198 nChanged 34 SP:Iteration 3F (8969.280566 sec): 3 clusters Score: Raw -49450.827762 + Penalty 1204.332875 = -48246.494888 nChanged 33 SP:Iteration 4F (8969.292779 sec): 3 clusters Score: Raw -49575.086747 + Penalty 1204.332875 = -48370.753872 nChanged 39 SP:Iteration 5F (8969.295362 sec): 3 clusters Score: Raw -49758.974126 + Penalty 1204.332875 = -48554.641252 nChanged 29 SP:Iteration 6F (8969.297997 sec): 3 clusters Score: Raw -49826.375905 + Penalty 1204.332875 = -48622.043030 nChanged 14 SP:Iteration 7Q (8969.300476 sec): 3 clusters Score: Raw -49853.092561 + Penalty 1204.332875 = -48648.759687 nChanged 9 SP:Iteration 8Q (8969.302951 sec): 3 clusters Score: Raw -49865.169238 + Penalty 1204.332875 = -48660.836363 nChanged 2 SP:Iteration 9Q (8969.305390 sec): 3 clusters Score: Raw -49868.884814 + Penalty 1204.332875 = -48664.551939 nChanged 2 SP:Iteration 10Q (8969.307846 sec): 3 clusters Score: Raw -49871.130485 + Penalty 1204.332875 = -48666.797611 nChanged 0 SP:Iteration 11F (8969.310345 sec): 3 clusters Score: Raw -49871.130485 + Penalty 1204.332875 = -48666.797611 nChanged 0 Score: Raw -58498655.394919 + Penalty 49431.021155 = -58449224.373763 Splitting cluster 7 changes total score from -58449826.907017 to -58449224.373763 So it's not getting split. Trying to split cluster 8 (24244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8980.033638 sec): 2 clusters Score: Raw -2406158.867305 + Penalty 959.112822 = -2405199.754483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8980.104822 sec): 3 clusters Score: Raw -2390975.410526 + Penalty 1918.225644 = -2389057.184882 nChanged 11179 SP:Iteration 1F (8980.167390 sec): 3 clusters Score: Raw -2397652.817784 + Penalty 1918.225644 = -2395734.592140 nChanged 1177 SP:Iteration 2Q (8980.218368 sec): 3 clusters Score: Raw -2398133.823771 + Penalty 1918.225644 = -2396215.598127 nChanged 1204 SP:Iteration 3Q (8980.277799 sec): 3 clusters Score: Raw -2398696.415304 + Penalty 1918.225644 = -2396778.189659 nChanged 1243 SP:Iteration 4F (8980.341318 sec): 3 clusters Score: Raw -2399356.508543 + Penalty 1918.225644 = -2397438.282899 nChanged 1347 SP:Iteration 5F (8980.412420 sec): 3 clusters Score: Raw -2400132.524274 + Penalty 1918.225644 = -2398214.298630 nChanged 1325 SP:Iteration 6F (8980.484416 sec): 3 clusters Score: Raw -2400948.088058 + Penalty 1918.225644 = -2399029.862414 nChanged 1246 SP:Iteration 7F (8980.525830 sec): 3 clusters Score: Raw -2401710.245102 + Penalty 1918.225644 = -2399792.019458 nChanged 1138 SP:Iteration 8Q (8980.564315 sec): 3 clusters Score: Raw -2402351.410237 + Penalty 1918.225644 = -2400433.184593 nChanged 983 SP:Iteration 9Q (8980.612414 sec): 3 clusters Score: Raw -2402869.524950 + Penalty 1918.225644 = -2400951.299306 nChanged 852 SP:Iteration 10Q (8980.659414 sec): 3 clusters Score: Raw -2403276.323517 + Penalty 1918.225644 = -2401358.097872 nChanged 681 SP:Iteration 11Q (8980.699304 sec): 3 clusters Score: Raw -2403585.848990 + Penalty 1918.225644 = -2401667.623345 nChanged 564 SP:Iteration 12Q (8980.747930 sec): 3 clusters Score: Raw -2403836.258679 + Penalty 1918.225644 = -2401918.033035 nChanged 506 SP:Iteration 13Q (8980.786796 sec): 3 clusters Score: Raw -2404057.900533 + Penalty 1918.225644 = -2402139.674888 nChanged 478 SP:Iteration 14Q (8980.826696 sec): 3 clusters Score: Raw -2404277.902549 + Penalty 1918.225644 = -2402359.676904 nChanged 448 SP:Iteration 15Q (8980.863227 sec): 3 clusters Score: Raw -2404483.388450 + Penalty 1918.225644 = -2402565.162806 nChanged 439 SP:Iteration 16Q (8980.934071 sec): 3 clusters Score: Raw -2404689.583188 + Penalty 1918.225644 = -2402771.357544 nChanged 387 SP:Iteration 17Q (8980.971562 sec): 3 clusters Score: Raw -2404868.832902 + Penalty 1918.225644 = -2402950.607257 nChanged 337 SP:Iteration 18Q (8981.007566 sec): 3 clusters Score: Raw -2405033.439121 + Penalty 1918.225644 = -2403115.213477 nChanged 289 SP:Iteration 19Q (8981.054893 sec): 3 clusters Score: Raw -2405192.089978 + Penalty 1918.225644 = -2403273.864334 nChanged 271 SP:Iteration 20F (8981.114137 sec): 3 clusters Score: Raw -2405341.923313 + Penalty 1918.225644 = -2403423.697669 nChanged 242 SP:Iteration 21Q (8981.173225 sec): 3 clusters Score: Raw -2405478.055508 + Penalty 1918.225644 = -2403559.829864 nChanged 231 SP:Iteration 22Q (8981.208765 sec): 3 clusters Score: Raw -2405612.395505 + Penalty 1918.225644 = -2403694.169861 nChanged 207 SP:Iteration 23Q (8981.258189 sec): 3 clusters Score: Raw -2405725.836829 + Penalty 1918.225644 = -2403807.611185 nChanged 198 SP:Iteration 24Q (8981.306123 sec): 3 clusters Score: Raw -2405837.581969 + Penalty 1918.225644 = -2403919.356325 nChanged 161 SP:Iteration 25Q (8981.341080 sec): 3 clusters Score: Raw -2405906.243333 + Penalty 1918.225644 = -2403988.017689 nChanged 134 SP:Iteration 26Q (8981.375580 sec): 3 clusters Score: Raw -2405954.444970 + Penalty 1918.225644 = -2404036.219326 nChanged 99 SP:Iteration 27Q (8981.434863 sec): 3 clusters Score: Raw -2405989.256221 + Penalty 1918.225644 = -2404071.030577 nChanged 76 SP:Iteration 28Q (8981.475115 sec): 3 clusters Score: Raw -2406014.240284 + Penalty 1918.225644 = -2404096.014640 nChanged 86 SP:Iteration 29Q (8981.509732 sec): 3 clusters Score: Raw -2406043.050613 + Penalty 1918.225644 = -2404124.824969 nChanged 73 SP:Iteration 30Q (8981.544147 sec): 3 clusters Score: Raw -2406066.333549 + Penalty 1918.225644 = -2404148.107905 nChanged 68 SP:Iteration 31Q (8981.593058 sec): 3 clusters Score: Raw -2406087.824018 + Penalty 1918.225644 = -2404169.598373 nChanged 64 SP:Iteration 32Q (8981.625676 sec): 3 clusters Score: Raw -2406105.719878 + Penalty 1918.225644 = -2404187.494234 nChanged 54 SP:Iteration 33Q (8981.660652 sec): 3 clusters Score: Raw -2406121.568405 + Penalty 1918.225644 = -2404203.342761 nChanged 57 SP:Iteration 34Q (8981.695142 sec): 3 clusters Score: Raw -2406134.926646 + Penalty 1918.225644 = -2404216.701002 nChanged 47 SP:Iteration 35Q (8981.729442 sec): 3 clusters Score: Raw -2406143.611083 + Penalty 1918.225644 = -2404225.385439 nChanged 34 SP:Iteration 36Q (8981.764038 sec): 3 clusters Score: Raw -2406150.237603 + Penalty 1918.225644 = -2404232.011959 nChanged 28 SP:Iteration 37Q (8981.798256 sec): 3 clusters Score: Raw -2406156.279567 + Penalty 1918.225644 = -2404238.053922 nChanged 27 SP:Iteration 38Q (8981.832581 sec): 3 clusters Score: Raw -2406161.853078 + Penalty 1918.225644 = -2404243.627434 nChanged 27 SP:Iteration 39Q (8981.866850 sec): 3 clusters Score: Raw -2406166.887573 + Penalty 1918.225644 = -2404248.661929 nChanged 27 SP:Iteration 40F (8981.906439 sec): 3 clusters Score: Raw -2406172.057203 + Penalty 1918.225644 = -2404253.831559 nChanged 20 SP:Iteration 41Q (8981.941440 sec): 3 clusters Score: Raw -2406176.364846 + Penalty 1918.225644 = -2404258.139202 nChanged 17 SP:Iteration 42Q (8981.975544 sec): 3 clusters Score: Raw -2406179.745774 + Penalty 1918.225644 = -2404261.520129 nChanged 20 SP:Iteration 43Q (8982.010051 sec): 3 clusters Score: Raw -2406184.130028 + Penalty 1918.225644 = -2404265.904384 nChanged 28 SP:Iteration 44Q (8982.044529 sec): 3 clusters Score: Raw -2406190.153887 + Penalty 1918.225644 = -2404271.928242 nChanged 24 SP:Iteration 45Q (8982.082046 sec): 3 clusters Score: Raw -2406195.830805 + Penalty 1918.225644 = -2404277.605160 nChanged 17 SP:Iteration 46Q (8982.127101 sec): 3 clusters Score: Raw -2406199.186680 + Penalty 1918.225644 = -2404280.961036 nChanged 21 SP:Iteration 47Q (8982.171824 sec): 3 clusters Score: Raw -2406203.626705 + Penalty 1918.225644 = -2404285.401061 nChanged 17 SP:Iteration 48Q (8982.205966 sec): 3 clusters Score: Raw -2406207.001753 + Penalty 1918.225644 = -2404288.776109 nChanged 16 SP:Iteration 49Q (8982.240590 sec): 3 clusters Score: Raw -2406209.261871 + Penalty 1918.225644 = -2404291.036227 nChanged 9 SP:Iteration 50Q (8982.274903 sec): 3 clusters Score: Raw -2406210.438629 + Penalty 1918.225644 = -2404292.212985 nChanged 9 SP:Iteration 51Q (8982.308999 sec): 3 clusters Score: Raw -2406211.835092 + Penalty 1918.225644 = -2404293.609448 nChanged 7 SP:Iteration 52Q (8982.342973 sec): 3 clusters Score: Raw -2406212.957094 + Penalty 1918.225644 = -2404294.731450 nChanged 12 SP:Iteration 53Q (8982.380889 sec): 3 clusters Score: Raw -2406214.738585 + Penalty 1918.225644 = -2404296.512940 nChanged 7 SP:Iteration 54Q (8982.415512 sec): 3 clusters Score: Raw -2406215.398264 + Penalty 1918.225644 = -2404297.172620 nChanged 6 SP:Iteration 55Q (8982.449690 sec): 3 clusters Score: Raw -2406216.403889 + Penalty 1918.225644 = -2404298.178245 nChanged 5 SP:Iteration 56Q (8982.483802 sec): 3 clusters Score: Raw -2406217.266828 + Penalty 1918.225644 = -2404299.041184 nChanged 6 SP:Iteration 57Q (8982.517635 sec): 3 clusters Score: Raw -2406218.498429 + Penalty 1918.225644 = -2404300.272784 nChanged 10 SP:Iteration 58Q (8982.551933 sec): 3 clusters Score: Raw -2406220.317652 + Penalty 1918.225644 = -2404302.092007 nChanged 10 SP:Iteration 59Q (8982.586891 sec): 3 clusters Score: Raw -2406222.313412 + Penalty 1918.225644 = -2404304.087768 nChanged 9 SP:Iteration 60F (8982.626144 sec): 3 clusters Score: Raw -2406224.110881 + Penalty 1918.225644 = -2404305.885237 nChanged 11 SP:Iteration 61Q (8982.660318 sec): 3 clusters Score: Raw -2406226.152305 + Penalty 1918.225644 = -2404307.926661 nChanged 7 SP:Iteration 62Q (8982.695061 sec): 3 clusters Score: Raw -2406227.579629 + Penalty 1918.225644 = -2404309.353984 nChanged 7 SP:Iteration 63Q (8982.729247 sec): 3 clusters Score: Raw -2406229.479071 + Penalty 1918.225644 = -2404311.253427 nChanged 12 SP:Iteration 64Q (8982.763344 sec): 3 clusters Score: Raw -2406231.185457 + Penalty 1918.225644 = -2404312.959813 nChanged 10 SP:Iteration 65Q (8982.797791 sec): 3 clusters Score: Raw -2406232.888442 + Penalty 1918.225644 = -2404314.662798 nChanged 5 SP:Iteration 66Q (8982.835637 sec): 3 clusters Score: Raw -2406234.100711 + Penalty 1918.225644 = -2404315.875067 nChanged 11 SP:Iteration 67Q (8982.869635 sec): 3 clusters Score: Raw -2406236.054674 + Penalty 1918.225644 = -2404317.829030 nChanged 8 SP:Iteration 68Q (8982.904135 sec): 3 clusters Score: Raw -2406237.703656 + Penalty 1918.225644 = -2404319.478011 nChanged 15 SP:Iteration 69Q (8982.938562 sec): 3 clusters Score: Raw -2406240.653452 + Penalty 1918.225644 = -2404322.427807 nChanged 9 SP:Iteration 70Q (8982.972468 sec): 3 clusters Score: Raw -2406243.432810 + Penalty 1918.225644 = -2404325.207165 nChanged 11 SP:Iteration 71Q (8983.006425 sec): 3 clusters Score: Raw -2406245.808822 + Penalty 1918.225644 = -2404327.583177 nChanged 12 SP:Iteration 72Q (8983.040492 sec): 3 clusters Score: Raw -2406248.417311 + Penalty 1918.225644 = -2404330.191667 nChanged 15 SP:Iteration 73Q (8983.074751 sec): 3 clusters Score: Raw -2406251.335324 + Penalty 1918.225644 = -2404333.109680 nChanged 12 SP:Iteration 74Q (8983.110093 sec): 3 clusters Score: Raw -2406253.504836 + Penalty 1918.225644 = -2404335.279192 nChanged 14 SP:Iteration 75Q (8983.146219 sec): 3 clusters Score: Raw -2406257.051999 + Penalty 1918.225644 = -2404338.826355 nChanged 18 SP:Iteration 76Q (8983.180241 sec): 3 clusters Score: Raw -2406260.844500 + Penalty 1918.225644 = -2404342.618856 nChanged 9 SP:Iteration 77Q (8983.214641 sec): 3 clusters Score: Raw -2406262.383483 + Penalty 1918.225644 = -2404344.157839 nChanged 8 SP:Iteration 78Q (8983.249049 sec): 3 clusters Score: Raw -2406264.724490 + Penalty 1918.225644 = -2404346.498846 nChanged 11 SP:Iteration 79Q (8983.286529 sec): 3 clusters Score: Raw -2406266.789887 + Penalty 1918.225644 = -2404348.564243 nChanged 9 SP:Iteration 80F (8983.327171 sec): 3 clusters Score: Raw -2406268.085357 + Penalty 1918.225644 = -2404349.859713 nChanged 5 SP:Iteration 81Q (8983.361775 sec): 3 clusters Score: Raw -2406268.897214 + Penalty 1918.225644 = -2404350.671570 nChanged 2 SP:Iteration 82Q (8983.396250 sec): 3 clusters Score: Raw -2406269.269051 + Penalty 1918.225644 = -2404351.043406 nChanged 3 SP:Iteration 83Q (8983.430366 sec): 3 clusters Score: Raw -2406269.575554 + Penalty 1918.225644 = -2404351.349910 nChanged 3 SP:Iteration 84Q (8983.464501 sec): 3 clusters Score: Raw -2406270.115789 + Penalty 1918.225644 = -2404351.890145 nChanged 3 SP:Iteration 85Q (8983.498703 sec): 3 clusters Score: Raw -2406270.592781 + Penalty 1918.225644 = -2404352.367137 nChanged 3 SP:Iteration 86Q (8983.532949 sec): 3 clusters Score: Raw -2406271.072027 + Penalty 1918.225644 = -2404352.846383 nChanged 4 SP:Iteration 87Q (8983.567072 sec): 3 clusters Score: Raw -2406272.479946 + Penalty 1918.225644 = -2404354.254302 nChanged 2 SP:Iteration 88Q (8983.601300 sec): 3 clusters Score: Raw -2406272.893044 + Penalty 1918.225644 = -2404354.667400 nChanged 3 SP:Iteration 89Q (8983.636138 sec): 3 clusters Score: Raw -2406273.569663 + Penalty 1918.225644 = -2404355.344019 nChanged 8 SP:Iteration 90Q (8983.669991 sec): 3 clusters Score: Raw -2406274.522779 + Penalty 1918.225644 = -2404356.297135 nChanged 6 SP:Iteration 91Q (8983.703990 sec): 3 clusters Score: Raw -2406275.724626 + Penalty 1918.225644 = -2404357.498982 nChanged 5 SP:Iteration 92Q (8983.737952 sec): 3 clusters Score: Raw -2406277.005883 + Penalty 1918.225644 = -2404358.780239 nChanged 5 SP:Iteration 93Q (8983.772159 sec): 3 clusters Score: Raw -2406278.253113 + Penalty 1918.225644 = -2404360.027468 nChanged 6 SP:Iteration 94Q (8983.809180 sec): 3 clusters Score: Raw -2406279.437718 + Penalty 1918.225644 = -2404361.212074 nChanged 9 SP:Iteration 95Q (8983.843114 sec): 3 clusters Score: Raw -2406282.299456 + Penalty 1918.225644 = -2404364.073811 nChanged 9 SP:Iteration 96Q (8983.880814 sec): 3 clusters Score: Raw -2406284.273453 + Penalty 1918.225644 = -2404366.047809 nChanged 9 SP:Iteration 97Q (8983.915082 sec): 3 clusters Score: Raw -2406286.532661 + Penalty 1918.225644 = -2404368.307016 nChanged 11 SP:Iteration 98Q (8983.949436 sec): 3 clusters Score: Raw -2406289.152563 + Penalty 1918.225644 = -2404370.926918 nChanged 10 SP:Iteration 99Q (8983.983574 sec): 3 clusters Score: Raw -2406290.876045 + Penalty 1918.225644 = -2404372.650400 nChanged 4 SP:Iteration 100F (8984.022541 sec): 3 clusters Score: Raw -2406291.698965 + Penalty 1918.225644 = -2404373.473321 nChanged 3 SP:Iteration 101Q (8984.056753 sec): 3 clusters Score: Raw -2406292.284881 + Penalty 1918.225644 = -2404374.059237 nChanged 1 SP:Iteration 102Q (8984.091088 sec): 3 clusters Score: Raw -2406292.651975 + Penalty 1918.225644 = -2404374.426330 nChanged 3 SP:Iteration 103Q (8984.125139 sec): 3 clusters Score: Raw -2406293.285500 + Penalty 1918.225644 = -2404375.059856 nChanged 0 SP:Iteration 104F (8984.164521 sec): 3 clusters Score: Raw -2406293.285500 + Penalty 1918.225644 = -2404375.059856 nChanged 0 Trying to split cluster 9 (4362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8984.179947 sec): 2 clusters Score: Raw -431448.268516 + Penalty 796.165165 = -430652.103351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8984.196355 sec): 3 clusters Score: Raw -429091.224683 + Penalty 1592.330330 = -427498.894353 nChanged 1796 SP:Iteration 1F (8984.212004 sec): 3 clusters Score: Raw -430059.046287 + Penalty 1592.330330 = -428466.715957 nChanged 297 SP:Iteration 2F (8984.227765 sec): 3 clusters Score: Raw -430228.856322 + Penalty 1592.330330 = -428636.525992 nChanged 302 SP:Iteration 3F (8984.243377 sec): 3 clusters Score: Raw -430425.647929 + Penalty 1592.330330 = -428833.317599 nChanged 289 SP:Iteration 4F (8984.258850 sec): 3 clusters Score: Raw -430613.172988 + Penalty 1592.330330 = -429020.842659 nChanged 253 SP:Iteration 5F (8984.278844 sec): 3 clusters Score: Raw -430787.641333 + Penalty 1592.330330 = -429195.311003 nChanged 225 SP:Iteration 6F (8984.294508 sec): 3 clusters Score: Raw -430930.555503 + Penalty 1592.330330 = -429338.225173 nChanged 165 SP:Iteration 7Q (8984.310162 sec): 3 clusters Score: Raw -431027.072039 + Penalty 1592.330330 = -429434.741709 nChanged 137 SP:Iteration 8Q (8984.325598 sec): 3 clusters Score: Raw -431108.128354 + Penalty 1592.330330 = -429515.798024 nChanged 132 SP:Iteration 9Q (8984.340928 sec): 3 clusters Score: Raw -431185.838882 + Penalty 1592.330330 = -429593.508552 nChanged 125 SP:Iteration 10Q (8984.356487 sec): 3 clusters Score: Raw -431246.279422 + Penalty 1592.330330 = -429653.949093 nChanged 84 SP:Iteration 11Q (8984.370971 sec): 3 clusters Score: Raw -431283.393809 + Penalty 1592.330330 = -429691.063479 nChanged 56 SP:Iteration 12Q (8984.386327 sec): 3 clusters Score: Raw -431303.446536 + Penalty 1592.330330 = -429711.116207 nChanged 44 SP:Iteration 13Q (8984.401612 sec): 3 clusters Score: Raw -431318.696843 + Penalty 1592.330330 = -429726.366513 nChanged 45 SP:Iteration 14Q (8984.416715 sec): 3 clusters Score: Raw -431336.669730 + Penalty 1592.330330 = -429744.339400 nChanged 37 SP:Iteration 15Q (8984.432026 sec): 3 clusters Score: Raw -431353.285837 + Penalty 1592.330330 = -429760.955507 nChanged 37 SP:Iteration 16Q (8984.446509 sec): 3 clusters Score: Raw -431368.899607 + Penalty 1592.330330 = -429776.569277 nChanged 32 SP:Iteration 17Q (8984.461722 sec): 3 clusters Score: Raw -431379.454420 + Penalty 1592.330330 = -429787.124091 nChanged 24 SP:Iteration 18Q (8984.476659 sec): 3 clusters Score: Raw -431385.576566 + Penalty 1592.330330 = -429793.246236 nChanged 16 SP:Iteration 19Q (8984.491944 sec): 3 clusters Score: Raw -431389.580310 + Penalty 1592.330330 = -429797.249980 nChanged 18 SP:Iteration 20F (8984.506544 sec): 3 clusters Score: Raw -431394.554100 + Penalty 1592.330330 = -429802.223770 nChanged 15 SP:Iteration 21Q (8984.521733 sec): 3 clusters Score: Raw -431400.902718 + Penalty 1592.330330 = -429808.572388 nChanged 18 SP:Iteration 22Q (8984.536803 sec): 3 clusters Score: Raw -431407.578003 + Penalty 1592.330330 = -429815.247673 nChanged 18 SP:Iteration 23Q (8984.551799 sec): 3 clusters Score: Raw -431413.611285 + Penalty 1592.330330 = -429821.280955 nChanged 17 SP:Iteration 24Q (8984.566932 sec): 3 clusters Score: Raw -431420.095320 + Penalty 1592.330330 = -429827.764990 nChanged 16 SP:Iteration 25Q (8984.581573 sec): 3 clusters Score: Raw -431424.712978 + Penalty 1592.330330 = -429832.382648 nChanged 16 SP:Iteration 26Q (8984.596420 sec): 3 clusters Score: Raw -431430.459495 + Penalty 1592.330330 = -429838.129166 nChanged 25 SP:Iteration 27Q (8984.611287 sec): 3 clusters Score: Raw -431438.433032 + Penalty 1592.330330 = -429846.102702 nChanged 13 SP:Iteration 28Q (8984.626204 sec): 3 clusters Score: Raw -431442.039358 + Penalty 1592.330330 = -429849.709029 nChanged 16 SP:Iteration 29Q (8984.642177 sec): 3 clusters Score: Raw -431447.278266 + Penalty 1592.330330 = -429854.947937 nChanged 16 SP:Iteration 30Q (8984.657144 sec): 3 clusters Score: Raw -431453.339428 + Penalty 1592.330330 = -429861.009098 nChanged 15 SP:Iteration 31Q (8984.672089 sec): 3 clusters Score: Raw -431458.662951 + Penalty 1592.330330 = -429866.332621 nChanged 12 SP:Iteration 32Q (8984.687081 sec): 3 clusters Score: Raw -431462.689459 + Penalty 1592.330330 = -429870.359129 nChanged 4 SP:Iteration 33Q (8984.702071 sec): 3 clusters Score: Raw -431464.299262 + Penalty 1592.330330 = -429871.968932 nChanged 9 SP:Iteration 34Q (8984.717185 sec): 3 clusters Score: Raw -431467.258562 + Penalty 1592.330330 = -429874.928233 nChanged 11 SP:Iteration 35Q (8984.731457 sec): 3 clusters Score: Raw -431470.173161 + Penalty 1592.330330 = -429877.842832 nChanged 10 SP:Iteration 36Q (8984.746395 sec): 3 clusters Score: Raw -431472.313448 + Penalty 1592.330330 = -429879.983118 nChanged 11 SP:Iteration 37Q (8984.761139 sec): 3 clusters Score: Raw -431475.361036 + Penalty 1592.330330 = -429883.030706 nChanged 11 SP:Iteration 38Q (8984.776100 sec): 3 clusters Score: Raw -431478.744956 + Penalty 1592.330330 = -429886.414626 nChanged 13 SP:Iteration 39Q (8984.790338 sec): 3 clusters Score: Raw -431483.338622 + Penalty 1592.330330 = -429891.008292 nChanged 8 SP:Iteration 40F (8984.805694 sec): 3 clusters Score: Raw -431486.233958 + Penalty 1592.330330 = -429893.903629 nChanged 10 SP:Iteration 41Q (8984.820591 sec): 3 clusters Score: Raw -431489.418931 + Penalty 1592.330330 = -429897.088601 nChanged 16 SP:Iteration 42Q (8984.835567 sec): 3 clusters Score: Raw -431494.955368 + Penalty 1592.330330 = -429902.625038 nChanged 13 SP:Iteration 43Q (8984.850253 sec): 3 clusters Score: Raw -431499.014016 + Penalty 1592.330330 = -429906.683686 nChanged 7 SP:Iteration 44Q (8984.870592 sec): 3 clusters Score: Raw -431501.074973 + Penalty 1592.330330 = -429908.744643 nChanged 5 SP:Iteration 45Q (8984.885739 sec): 3 clusters Score: Raw -431501.974390 + Penalty 1592.330330 = -429909.644060 nChanged 4 SP:Iteration 46Q (8984.900672 sec): 3 clusters Score: Raw -431502.838610 + Penalty 1592.330330 = -429910.508280 nChanged 5 SP:Iteration 47Q (8984.915480 sec): 3 clusters Score: Raw -431506.725103 + Penalty 1592.330330 = -429914.394773 nChanged 10 SP:Iteration 48Q (8984.935297 sec): 3 clusters Score: Raw -431512.802020 + Penalty 1592.330330 = -429920.471691 nChanged 11 SP:Iteration 49Q (8984.950119 sec): 3 clusters Score: Raw -431516.698519 + Penalty 1592.330330 = -429924.368189 nChanged 12 SP:Iteration 50Q (8984.965026 sec): 3 clusters Score: Raw -431520.777619 + Penalty 1592.330330 = -429928.447290 nChanged 9 SP:Iteration 51Q (8984.979880 sec): 3 clusters Score: Raw -431524.518925 + Penalty 1592.330330 = -429932.188595 nChanged 8 SP:Iteration 52Q (8984.994678 sec): 3 clusters Score: Raw -431527.962970 + Penalty 1592.330330 = -429935.632640 nChanged 9 SP:Iteration 53Q (8985.009557 sec): 3 clusters Score: Raw -431532.703768 + Penalty 1592.330330 = -429940.373438 nChanged 9 SP:Iteration 54Q (8985.023704 sec): 3 clusters Score: Raw -431537.645383 + Penalty 1592.330330 = -429945.315053 nChanged 9 SP:Iteration 55Q (8985.038425 sec): 3 clusters Score: Raw -431541.086810 + Penalty 1592.330330 = -429948.756480 nChanged 8 SP:Iteration 56Q (8985.053219 sec): 3 clusters Score: Raw -431545.652713 + Penalty 1592.330330 = -429953.322383 nChanged 7 SP:Iteration 57Q (8985.067971 sec): 3 clusters Score: Raw -431548.959622 + Penalty 1592.330330 = -429956.629292 nChanged 8 SP:Iteration 58Q (8985.082815 sec): 3 clusters Score: Raw -431551.255066 + Penalty 1592.330330 = -429958.924736 nChanged 4 SP:Iteration 59Q (8985.096834 sec): 3 clusters Score: Raw -431551.738105 + Penalty 1592.330330 = -429959.407775 nChanged 4 SP:Iteration 60F (8985.112327 sec): 3 clusters Score: Raw -431552.588409 + Penalty 1592.330330 = -429960.258079 nChanged 6 SP:Iteration 61Q (8985.127139 sec): 3 clusters Score: Raw -431554.703005 + Penalty 1592.330330 = -429962.372675 nChanged 10 SP:Iteration 62Q (8985.141993 sec): 3 clusters Score: Raw -431558.233442 + Penalty 1592.330330 = -429965.903112 nChanged 6 SP:Iteration 63Q (8985.156709 sec): 3 clusters Score: Raw -431559.924861 + Penalty 1592.330330 = -429967.594531 nChanged 1 SP:Iteration 64Q (8985.171266 sec): 3 clusters Score: Raw -431560.481421 + Penalty 1592.330330 = -429968.151091 nChanged 3 SP:Iteration 65Q (8985.185965 sec): 3 clusters Score: Raw -431561.710206 + Penalty 1592.330330 = -429969.379876 nChanged 3 SP:Iteration 66Q (8985.200656 sec): 3 clusters Score: Raw -431562.376929 + Penalty 1592.330330 = -429970.046599 nChanged 1 SP:Iteration 67Q (8985.215371 sec): 3 clusters Score: Raw -431562.447758 + Penalty 1592.330330 = -429970.117428 nChanged 0 SP:Iteration 68F (8985.230837 sec): 3 clusters Score: Raw -431562.447758 + Penalty 1592.330330 = -429970.117428 nChanged 0 Trying to split cluster 10 (4225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8985.247765 sec): 2 clusters Score: Raw -417259.712965 + Penalty 793.133581 = -416466.579384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8985.263485 sec): 3 clusters Score: Raw -414891.350997 + Penalty 1586.267163 = -413305.083834 nChanged 1831 SP:Iteration 1F (8985.278707 sec): 3 clusters Score: Raw -415968.282377 + Penalty 1586.267163 = -414382.015214 nChanged 354 SP:Iteration 2F (8985.293697 sec): 3 clusters Score: Raw -416189.756662 + Penalty 1586.267163 = -414603.489500 nChanged 283 SP:Iteration 3F (8985.308740 sec): 3 clusters Score: Raw -416368.167635 + Penalty 1586.267163 = -414781.900473 nChanged 239 SP:Iteration 4F (8985.323711 sec): 3 clusters Score: Raw -416519.007795 + Penalty 1586.267163 = -414932.740633 nChanged 211 SP:Iteration 5Q (8985.343673 sec): 3 clusters Score: Raw -416650.071967 + Penalty 1586.267163 = -415063.804805 nChanged 182 SP:Iteration 6Q (8985.358854 sec): 3 clusters Score: Raw -416767.165187 + Penalty 1586.267163 = -415180.898025 nChanged 157 SP:Iteration 7Q (8985.374025 sec): 3 clusters Score: Raw -416868.529087 + Penalty 1586.267163 = -415282.261925 nChanged 127 SP:Iteration 8Q (8985.389034 sec): 3 clusters Score: Raw -416970.370542 + Penalty 1586.267163 = -415384.103379 nChanged 111 SP:Iteration 9Q (8985.403756 sec): 3 clusters Score: Raw -417064.695224 + Penalty 1586.267163 = -415478.428061 nChanged 89 SP:Iteration 10Q (8985.418637 sec): 3 clusters Score: Raw -417135.346476 + Penalty 1586.267163 = -415549.079313 nChanged 77 SP:Iteration 11Q (8985.433873 sec): 3 clusters Score: Raw -417203.311931 + Penalty 1586.267163 = -415617.044768 nChanged 65 SP:Iteration 12Q (8985.448366 sec): 3 clusters Score: Raw -417243.700763 + Penalty 1586.267163 = -415657.433601 nChanged 44 SP:Iteration 13Q (8985.462889 sec): 3 clusters Score: Raw -417265.714675 + Penalty 1586.267163 = -415679.447513 nChanged 29 SP:Iteration 14Q (8985.477444 sec): 3 clusters Score: Raw -417282.217390 + Penalty 1586.267163 = -415695.950228 nChanged 32 SP:Iteration 15Q (8985.491923 sec): 3 clusters Score: Raw -417297.180442 + Penalty 1586.267163 = -415710.913280 nChanged 22 SP:Iteration 16Q (8985.506310 sec): 3 clusters Score: Raw -417306.114440 + Penalty 1586.267163 = -415719.847278 nChanged 20 SP:Iteration 17Q (8985.519757 sec): 3 clusters Score: Raw -417314.498921 + Penalty 1586.267163 = -415728.231759 nChanged 20 SP:Iteration 18Q (8985.534132 sec): 3 clusters Score: Raw -417322.362490 + Penalty 1586.267163 = -415736.095327 nChanged 15 SP:Iteration 19Q (8985.548527 sec): 3 clusters Score: Raw -417329.286409 + Penalty 1586.267163 = -415743.019246 nChanged 13 SP:Iteration 20F (8985.563555 sec): 3 clusters Score: Raw -417333.910487 + Penalty 1586.267163 = -415747.643324 nChanged 10 SP:Iteration 21Q (8985.577860 sec): 3 clusters Score: Raw -417337.269836 + Penalty 1586.267163 = -415751.002673 nChanged 6 SP:Iteration 22Q (8985.592308 sec): 3 clusters Score: Raw -417340.252555 + Penalty 1586.267163 = -415753.985392 nChanged 7 SP:Iteration 23Q (8985.606440 sec): 3 clusters Score: Raw -417343.126405 + Penalty 1586.267163 = -415756.859242 nChanged 3 SP:Iteration 24Q (8985.620741 sec): 3 clusters Score: Raw -417344.090489 + Penalty 1586.267163 = -415757.823326 nChanged 5 SP:Iteration 25Q (8985.635017 sec): 3 clusters Score: Raw -417345.679176 + Penalty 1586.267163 = -415759.412014 nChanged 5 SP:Iteration 26Q (8985.649382 sec): 3 clusters Score: Raw -417348.317272 + Penalty 1586.267163 = -415762.050110 nChanged 6 SP:Iteration 27Q (8985.667023 sec): 3 clusters Score: Raw -417349.168128 + Penalty 1586.267163 = -415762.900966 nChanged 2 SP:Iteration 28Q (8985.681138 sec): 3 clusters Score: Raw -417349.760889 + Penalty 1586.267163 = -415763.493727 nChanged 3 SP:Iteration 29Q (8985.695455 sec): 3 clusters Score: Raw -417351.036206 + Penalty 1586.267163 = -415764.769044 nChanged 6 SP:Iteration 30Q (8985.709742 sec): 3 clusters Score: Raw -417352.653494 + Penalty 1586.267163 = -415766.386332 nChanged 7 SP:Iteration 31Q (8985.728035 sec): 3 clusters Score: Raw -417354.815398 + Penalty 1586.267163 = -415768.548235 nChanged 2 SP:Iteration 32Q (8985.742140 sec): 3 clusters Score: Raw -417355.675252 + Penalty 1586.267163 = -415769.408090 nChanged 4 SP:Iteration 33Q (8985.756487 sec): 3 clusters Score: Raw -417357.116731 + Penalty 1586.267163 = -415770.849568 nChanged 8 SP:Iteration 34Q (8985.770795 sec): 3 clusters Score: Raw -417359.354169 + Penalty 1586.267163 = -415773.087006 nChanged 1 SP:Iteration 35Q (8985.789084 sec): 3 clusters Score: Raw -417359.718107 + Penalty 1586.267163 = -415773.450945 nChanged 1 SP:Iteration 36Q (8985.803281 sec): 3 clusters Score: Raw -417359.866113 + Penalty 1586.267163 = -415773.598951 nChanged 0 SP:Iteration 37F (8985.818217 sec): 3 clusters Score: Raw -417359.866113 + Penalty 1586.267163 = -415773.598951 nChanged 0 Trying to split cluster 11 (16062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8985.845578 sec): 2 clusters Score: Raw -1486207.026694 + Penalty 920.000094 = -1485287.026600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8985.877845 sec): 3 clusters Score: Raw -1476268.998799 + Penalty 1840.000187 = -1474428.998612 nChanged 7475 SP:Iteration 1F (8985.908068 sec): 3 clusters Score: Raw -1480988.626453 + Penalty 1840.000187 = -1479148.626265 nChanged 1178 SP:Iteration 2F (8985.938187 sec): 3 clusters Score: Raw -1481816.136242 + Penalty 1840.000187 = -1479976.136055 nChanged 1225 SP:Iteration 3F (8985.968784 sec): 3 clusters Score: Raw -1482751.488589 + Penalty 1840.000187 = -1480911.488402 nChanged 1205 SP:Iteration 4F (8985.998939 sec): 3 clusters Score: Raw -1483661.484958 + Penalty 1840.000187 = -1481821.484770 nChanged 1018 SP:Iteration 5F (8986.029580 sec): 3 clusters Score: Raw -1484347.454932 + Penalty 1840.000187 = -1482507.454745 nChanged 782 SP:Iteration 6Q (8986.060436 sec): 3 clusters Score: Raw -1484809.286691 + Penalty 1840.000187 = -1482969.286504 nChanged 666 SP:Iteration 7Q (8986.090931 sec): 3 clusters Score: Raw -1485168.425034 + Penalty 1840.000187 = -1483328.424847 nChanged 540 SP:Iteration 8Q (8986.121330 sec): 3 clusters Score: Raw -1485455.753712 + Penalty 1840.000187 = -1483615.753525 nChanged 468 SP:Iteration 9Q (8986.151461 sec): 3 clusters Score: Raw -1485707.220901 + Penalty 1840.000187 = -1483867.220714 nChanged 376 SP:Iteration 10Q (8986.181279 sec): 3 clusters Score: Raw -1485869.257457 + Penalty 1840.000187 = -1484029.257269 nChanged 298 SP:Iteration 11Q (8986.213552 sec): 3 clusters Score: Raw -1485965.650431 + Penalty 1840.000187 = -1484125.650243 nChanged 218 SP:Iteration 12Q (8986.242915 sec): 3 clusters Score: Raw -1486031.578495 + Penalty 1840.000187 = -1484191.578307 nChanged 180 SP:Iteration 13Q (8986.272071 sec): 3 clusters Score: Raw -1486085.825823 + Penalty 1840.000187 = -1484245.825635 nChanged 158 SP:Iteration 14Q (8986.303291 sec): 3 clusters Score: Raw -1486133.324992 + Penalty 1840.000187 = -1484293.324804 nChanged 139 SP:Iteration 15Q (8986.332297 sec): 3 clusters Score: Raw -1486165.768421 + Penalty 1840.000187 = -1484325.768233 nChanged 112 SP:Iteration 16Q (8986.361221 sec): 3 clusters Score: Raw -1486190.850587 + Penalty 1840.000187 = -1484350.850399 nChanged 97 SP:Iteration 17Q (8986.390126 sec): 3 clusters Score: Raw -1486208.021098 + Penalty 1840.000187 = -1484368.020911 nChanged 81 SP:Iteration 18Q (8986.419031 sec): 3 clusters Score: Raw -1486219.880034 + Penalty 1840.000187 = -1484379.879846 nChanged 72 SP:Iteration 19Q (8986.449037 sec): 3 clusters Score: Raw -1486231.653459 + Penalty 1840.000187 = -1484391.653272 nChanged 79 SP:Iteration 20F (8986.479460 sec): 3 clusters Score: Raw -1486243.074833 + Penalty 1840.000187 = -1484403.074646 nChanged 77 SP:Iteration 21Q (8986.508544 sec): 3 clusters Score: Raw -1486254.106615 + Penalty 1840.000187 = -1484414.106428 nChanged 61 SP:Iteration 22Q (8986.537412 sec): 3 clusters Score: Raw -1486261.774066 + Penalty 1840.000187 = -1484421.773879 nChanged 64 SP:Iteration 23Q (8986.566293 sec): 3 clusters Score: Raw -1486271.668130 + Penalty 1840.000187 = -1484431.667943 nChanged 69 SP:Iteration 24Q (8986.595131 sec): 3 clusters Score: Raw -1486280.815279 + Penalty 1840.000187 = -1484440.815092 nChanged 50 SP:Iteration 25Q (8986.624175 sec): 3 clusters Score: Raw -1486286.542075 + Penalty 1840.000187 = -1484446.541888 nChanged 52 SP:Iteration 26Q (8986.657171 sec): 3 clusters Score: Raw -1486291.930886 + Penalty 1840.000187 = -1484451.930699 nChanged 47 SP:Iteration 27Q (8986.686068 sec): 3 clusters Score: Raw -1486296.731773 + Penalty 1840.000187 = -1484456.731585 nChanged 56 SP:Iteration 28Q (8986.715298 sec): 3 clusters Score: Raw -1486304.135397 + Penalty 1840.000187 = -1484464.135210 nChanged 51 SP:Iteration 29Q (8986.744562 sec): 3 clusters Score: Raw -1486308.732988 + Penalty 1840.000187 = -1484468.732800 nChanged 35 SP:Iteration 30Q (8986.773932 sec): 3 clusters Score: Raw -1486311.081834 + Penalty 1840.000187 = -1484471.081646 nChanged 39 SP:Iteration 31Q (8986.802805 sec): 3 clusters Score: Raw -1486313.820946 + Penalty 1840.000187 = -1484473.820759 nChanged 38 SP:Iteration 32Q (8986.832103 sec): 3 clusters Score: Raw -1486317.198182 + Penalty 1840.000187 = -1484477.197995 nChanged 37 SP:Iteration 33Q (8986.861041 sec): 3 clusters Score: Raw -1486320.162936 + Penalty 1840.000187 = -1484480.162749 nChanged 37 SP:Iteration 34Q (8986.889871 sec): 3 clusters Score: Raw -1486323.031315 + Penalty 1840.000187 = -1484483.031128 nChanged 28 SP:Iteration 35Q (8986.918609 sec): 3 clusters Score: Raw -1486325.247177 + Penalty 1840.000187 = -1484485.246989 nChanged 26 SP:Iteration 36Q (8986.947527 sec): 3 clusters Score: Raw -1486327.815972 + Penalty 1840.000187 = -1484487.815785 nChanged 28 SP:Iteration 37Q (8986.976255 sec): 3 clusters Score: Raw -1486330.470708 + Penalty 1840.000187 = -1484490.470521 nChanged 30 SP:Iteration 38Q (8987.007403 sec): 3 clusters Score: Raw -1486333.303264 + Penalty 1840.000187 = -1484493.303076 nChanged 30 SP:Iteration 39Q (8987.036392 sec): 3 clusters Score: Raw -1486336.991921 + Penalty 1840.000187 = -1484496.991733 nChanged 31 SP:Iteration 40F (8987.066860 sec): 3 clusters Score: Raw -1486341.168165 + Penalty 1840.000187 = -1484501.167978 nChanged 44 SP:Iteration 41Q (8987.095973 sec): 3 clusters Score: Raw -1486346.095282 + Penalty 1840.000187 = -1484506.095094 nChanged 45 SP:Iteration 42Q (8987.124939 sec): 3 clusters Score: Raw -1486350.610427 + Penalty 1840.000187 = -1484510.610240 nChanged 46 SP:Iteration 43Q (8987.153777 sec): 3 clusters Score: Raw -1486356.006714 + Penalty 1840.000187 = -1484516.006526 nChanged 43 SP:Iteration 44Q (8987.182598 sec): 3 clusters Score: Raw -1486360.398465 + Penalty 1840.000187 = -1484520.398278 nChanged 36 SP:Iteration 45Q (8987.212174 sec): 3 clusters Score: Raw -1486364.368256 + Penalty 1840.000187 = -1484524.368068 nChanged 34 SP:Iteration 46Q (8987.241214 sec): 3 clusters Score: Raw -1486368.794020 + Penalty 1840.000187 = -1484528.793833 nChanged 32 SP:Iteration 47Q (8987.270328 sec): 3 clusters Score: Raw -1486372.055034 + Penalty 1840.000187 = -1484532.054847 nChanged 35 SP:Iteration 48Q (8987.299206 sec): 3 clusters Score: Raw -1486375.864505 + Penalty 1840.000187 = -1484535.864318 nChanged 36 SP:Iteration 49Q (8987.328303 sec): 3 clusters Score: Raw -1486379.873425 + Penalty 1840.000187 = -1484539.873238 nChanged 38 SP:Iteration 50Q (8987.357211 sec): 3 clusters Score: Raw -1486383.844259 + Penalty 1840.000187 = -1484543.844072 nChanged 47 SP:Iteration 51Q (8987.386220 sec): 3 clusters Score: Raw -1486388.913408 + Penalty 1840.000187 = -1484548.913220 nChanged 43 SP:Iteration 52Q (8987.415208 sec): 3 clusters Score: Raw -1486394.642687 + Penalty 1840.000187 = -1484554.642499 nChanged 46 SP:Iteration 53Q (8987.444147 sec): 3 clusters Score: Raw -1486401.200502 + Penalty 1840.000187 = -1484561.200315 nChanged 53 SP:Iteration 54Q (8987.472996 sec): 3 clusters Score: Raw -1486407.538009 + Penalty 1840.000187 = -1484567.537822 nChanged 61 SP:Iteration 55Q (8987.501962 sec): 3 clusters Score: Raw -1486415.403395 + Penalty 1840.000187 = -1484575.403208 nChanged 77 SP:Iteration 56Q (8987.531097 sec): 3 clusters Score: Raw -1486427.478760 + Penalty 1840.000187 = -1484587.478573 nChanged 80 SP:Iteration 57Q (8987.560086 sec): 3 clusters Score: Raw -1486437.452118 + Penalty 1840.000187 = -1484597.451930 nChanged 74 SP:Iteration 58Q (8987.589006 sec): 3 clusters Score: Raw -1486446.381191 + Penalty 1840.000187 = -1484606.381004 nChanged 64 SP:Iteration 59Q (8987.618197 sec): 3 clusters Score: Raw -1486455.095186 + Penalty 1840.000187 = -1484615.094999 nChanged 56 SP:Iteration 60F (8987.651944 sec): 3 clusters Score: Raw -1486462.120629 + Penalty 1840.000187 = -1484622.120442 nChanged 68 SP:Iteration 61Q (8987.681158 sec): 3 clusters Score: Raw -1486472.930064 + Penalty 1840.000187 = -1484632.929876 nChanged 82 SP:Iteration 62Q (8987.720277 sec): 3 clusters Score: Raw -1486487.891230 + Penalty 1840.000187 = -1484647.891042 nChanged 97 SP:Iteration 63Q (8987.749502 sec): 3 clusters Score: Raw -1486505.470183 + Penalty 1840.000187 = -1484665.469995 nChanged 98 SP:Iteration 64Q (8987.778478 sec): 3 clusters Score: Raw -1486525.548426 + Penalty 1840.000187 = -1484685.548239 nChanged 113 SP:Iteration 65Q (8987.807643 sec): 3 clusters Score: Raw -1486548.635107 + Penalty 1840.000187 = -1484708.634920 nChanged 119 SP:Iteration 66Q (8987.836529 sec): 3 clusters Score: Raw -1486572.354862 + Penalty 1840.000187 = -1484732.354675 nChanged 97 SP:Iteration 67Q (8987.865920 sec): 3 clusters Score: Raw -1486586.659868 + Penalty 1840.000187 = -1484746.659681 nChanged 96 SP:Iteration 68Q (8987.899576 sec): 3 clusters Score: Raw -1486601.685802 + Penalty 1840.000187 = -1484761.685614 nChanged 96 SP:Iteration 69Q (8987.928482 sec): 3 clusters Score: Raw -1486618.593383 + Penalty 1840.000187 = -1484778.593196 nChanged 100 SP:Iteration 70Q (8987.957417 sec): 3 clusters Score: Raw -1486635.977092 + Penalty 1840.000187 = -1484795.976904 nChanged 90 SP:Iteration 71Q (8987.986272 sec): 3 clusters Score: Raw -1486650.922923 + Penalty 1840.000187 = -1484810.922735 nChanged 91 SP:Iteration 72Q (8988.015310 sec): 3 clusters Score: Raw -1486667.227488 + Penalty 1840.000187 = -1484827.227301 nChanged 106 SP:Iteration 73Q (8988.043998 sec): 3 clusters Score: Raw -1486689.326832 + Penalty 1840.000187 = -1484849.326645 nChanged 105 SP:Iteration 74Q (8988.072846 sec): 3 clusters Score: Raw -1486710.448946 + Penalty 1840.000187 = -1484870.448759 nChanged 103 SP:Iteration 75Q (8988.101535 sec): 3 clusters Score: Raw -1486733.928852 + Penalty 1840.000187 = -1484893.928664 nChanged 112 SP:Iteration 76Q (8988.130646 sec): 3 clusters Score: Raw -1486760.617854 + Penalty 1840.000187 = -1484920.617667 nChanged 130 SP:Iteration 77Q (8988.159253 sec): 3 clusters Score: Raw -1486793.845407 + Penalty 1840.000187 = -1484953.845220 nChanged 120 SP:Iteration 78Q (8988.187567 sec): 3 clusters Score: Raw -1486822.397740 + Penalty 1840.000187 = -1484982.397553 nChanged 119 SP:Iteration 79Q (8988.216373 sec): 3 clusters Score: Raw -1486849.673917 + Penalty 1840.000187 = -1485009.673730 nChanged 102 SP:Iteration 80F (8988.250925 sec): 3 clusters Score: Raw -1486870.637179 + Penalty 1840.000187 = -1485030.636992 nChanged 112 SP:Iteration 81Q (8988.280327 sec): 3 clusters Score: Raw -1486895.603700 + Penalty 1840.000187 = -1485055.603512 nChanged 98 SP:Iteration 82Q (8988.309149 sec): 3 clusters Score: Raw -1486914.575246 + Penalty 1840.000187 = -1485074.575059 nChanged 98 SP:Iteration 83Q (8988.338199 sec): 3 clusters Score: Raw -1486933.733410 + Penalty 1840.000187 = -1485093.733222 nChanged 99 SP:Iteration 84Q (8988.367347 sec): 3 clusters Score: Raw -1486952.155159 + Penalty 1840.000187 = -1485112.154971 nChanged 93 SP:Iteration 85Q (8988.396321 sec): 3 clusters Score: Raw -1486968.946861 + Penalty 1840.000187 = -1485128.946674 nChanged 78 SP:Iteration 86Q (8988.425253 sec): 3 clusters Score: Raw -1486981.401764 + Penalty 1840.000187 = -1485141.401576 nChanged 66 SP:Iteration 87Q (8988.454517 sec): 3 clusters Score: Raw -1486991.261890 + Penalty 1840.000187 = -1485151.261703 nChanged 64 SP:Iteration 88Q (8988.483240 sec): 3 clusters Score: Raw -1487000.106458 + Penalty 1840.000187 = -1485160.106271 nChanged 63 SP:Iteration 89Q (8988.511829 sec): 3 clusters Score: Raw -1487008.326970 + Penalty 1840.000187 = -1485168.326782 nChanged 72 SP:Iteration 90Q (8988.540593 sec): 3 clusters Score: Raw -1487017.366955 + Penalty 1840.000187 = -1485177.366768 nChanged 57 SP:Iteration 91Q (8988.569484 sec): 3 clusters Score: Raw -1487025.178863 + Penalty 1840.000187 = -1485185.178675 nChanged 60 SP:Iteration 92Q (8988.598032 sec): 3 clusters Score: Raw -1487033.414273 + Penalty 1840.000187 = -1485193.414085 nChanged 55 SP:Iteration 93Q (8988.626718 sec): 3 clusters Score: Raw -1487039.308181 + Penalty 1840.000187 = -1485199.307994 nChanged 47 SP:Iteration 94Q (8988.655032 sec): 3 clusters Score: Raw -1487044.984144 + Penalty 1840.000187 = -1485204.983956 nChanged 51 SP:Iteration 95Q (8988.683748 sec): 3 clusters Score: Raw -1487052.416877 + Penalty 1840.000187 = -1485212.416690 nChanged 54 SP:Iteration 96Q (8988.712278 sec): 3 clusters Score: Raw -1487060.154829 + Penalty 1840.000187 = -1485220.154642 nChanged 58 SP:Iteration 97Q (8988.750715 sec): 3 clusters Score: Raw -1487067.191514 + Penalty 1840.000187 = -1485227.191326 nChanged 54 SP:Iteration 98Q (8988.779326 sec): 3 clusters Score: Raw -1487073.464915 + Penalty 1840.000187 = -1485233.464728 nChanged 48 SP:Iteration 99Q (8988.807374 sec): 3 clusters Score: Raw -1487078.070707 + Penalty 1840.000187 = -1485238.070520 nChanged 42 SP:Iteration 100F (8988.837896 sec): 3 clusters Score: Raw -1487082.370080 + Penalty 1840.000187 = -1485242.369892 nChanged 33 SP:Iteration 101Q (8988.866596 sec): 3 clusters Score: Raw -1487085.774299 + Penalty 1840.000187 = -1485245.774111 nChanged 40 SP:Iteration 102Q (8988.895301 sec): 3 clusters Score: Raw -1487089.711626 + Penalty 1840.000187 = -1485249.711438 nChanged 32 SP:Iteration 103Q (8988.924213 sec): 3 clusters Score: Raw -1487092.763683 + Penalty 1840.000187 = -1485252.763496 nChanged 20 SP:Iteration 104Q (8988.953365 sec): 3 clusters Score: Raw -1487094.937947 + Penalty 1840.000187 = -1485254.937760 nChanged 24 SP:Iteration 105Q (8988.982053 sec): 3 clusters Score: Raw -1487096.439290 + Penalty 1840.000187 = -1485256.439103 nChanged 16 SP:Iteration 106Q (8989.010888 sec): 3 clusters Score: Raw -1487097.305850 + Penalty 1840.000187 = -1485257.305662 nChanged 11 SP:Iteration 107Q (8989.039322 sec): 3 clusters Score: Raw -1487097.923102 + Penalty 1840.000187 = -1485257.922914 nChanged 14 SP:Iteration 108Q (8989.067927 sec): 3 clusters Score: Raw -1487099.065506 + Penalty 1840.000187 = -1485259.065318 nChanged 15 SP:Iteration 109Q (8989.120546 sec): 3 clusters Score: Raw -1487100.242725 + Penalty 1840.000187 = -1485260.242537 nChanged 17 SP:Iteration 110Q (8989.149115 sec): 3 clusters Score: Raw -1487101.457424 + Penalty 1840.000187 = -1485261.457236 nChanged 17 SP:Iteration 111Q (8989.177588 sec): 3 clusters Score: Raw -1487102.441092 + Penalty 1840.000187 = -1485262.440905 nChanged 20 SP:Iteration 112Q (8989.235366 sec): 3 clusters Score: Raw -1487103.387207 + Penalty 1840.000187 = -1485263.387019 nChanged 12 SP:Iteration 113Q (8989.287674 sec): 3 clusters Score: Raw -1487104.400312 + Penalty 1840.000187 = -1485264.400124 nChanged 19 SP:Iteration 114Q (8989.327617 sec): 3 clusters Score: Raw -1487105.765437 + Penalty 1840.000187 = -1485265.765249 nChanged 18 SP:Iteration 115Q (8989.361092 sec): 3 clusters Score: Raw -1487107.053463 + Penalty 1840.000187 = -1485267.053275 nChanged 21 SP:Iteration 116Q (8989.397612 sec): 3 clusters Score: Raw -1487108.455829 + Penalty 1840.000187 = -1485268.455642 nChanged 19 SP:Iteration 117Q (8989.426187 sec): 3 clusters Score: Raw -1487109.707088 + Penalty 1840.000187 = -1485269.706901 nChanged 13 SP:Iteration 118Q (8989.454826 sec): 3 clusters Score: Raw -1487110.431381 + Penalty 1840.000187 = -1485270.431193 nChanged 11 SP:Iteration 119Q (8989.483376 sec): 3 clusters Score: Raw -1487110.962234 + Penalty 1840.000187 = -1485270.962047 nChanged 9 SP:Iteration 120F (8989.516709 sec): 3 clusters Score: Raw -1487111.369679 + Penalty 1840.000187 = -1485271.369491 nChanged 9 SP:Iteration 121Q (8989.555901 sec): 3 clusters Score: Raw -1487111.777534 + Penalty 1840.000187 = -1485271.777347 nChanged 6 SP:Iteration 122Q (8989.593109 sec): 3 clusters Score: Raw -1487112.106323 + Penalty 1840.000187 = -1485272.106136 nChanged 5 SP:Iteration 123Q (8989.630926 sec): 3 clusters Score: Raw -1487112.501152 + Penalty 1840.000187 = -1485272.500965 nChanged 5 SP:Iteration 124Q (8989.660102 sec): 3 clusters Score: Raw -1487112.816540 + Penalty 1840.000187 = -1485272.816353 nChanged 5 SP:Iteration 125Q (8989.688695 sec): 3 clusters Score: Raw -1487113.349792 + Penalty 1840.000187 = -1485273.349604 nChanged 11 SP:Iteration 126Q (8989.717575 sec): 3 clusters Score: Raw -1487114.213283 + Penalty 1840.000187 = -1485274.213096 nChanged 8 SP:Iteration 127Q (8989.746306 sec): 3 clusters Score: Raw -1487115.180307 + Penalty 1840.000187 = -1485275.180120 nChanged 12 SP:Iteration 128Q (8989.777652 sec): 3 clusters Score: Raw -1487115.898335 + Penalty 1840.000187 = -1485275.898148 nChanged 5 SP:Iteration 129Q (8989.807552 sec): 3 clusters Score: Raw -1487116.170421 + Penalty 1840.000187 = -1485276.170234 nChanged 5 SP:Iteration 130Q (8989.836076 sec): 3 clusters Score: Raw -1487116.453342 + Penalty 1840.000187 = -1485276.453155 nChanged 3 SP:Iteration 131Q (8989.865058 sec): 3 clusters Score: Raw -1487116.601263 + Penalty 1840.000187 = -1485276.601076 nChanged 5 SP:Iteration 132Q (8989.894375 sec): 3 clusters Score: Raw -1487116.871084 + Penalty 1840.000187 = -1485276.870896 nChanged 6 SP:Iteration 133Q (8989.922970 sec): 3 clusters Score: Raw -1487117.117459 + Penalty 1840.000187 = -1485277.117272 nChanged 5 SP:Iteration 134Q (8989.980504 sec): 3 clusters Score: Raw -1487117.302665 + Penalty 1840.000187 = -1485277.302478 nChanged 3 SP:Iteration 135Q (8990.009092 sec): 3 clusters Score: Raw -1487117.447538 + Penalty 1840.000187 = -1485277.447351 nChanged 2 SP:Iteration 136Q (8990.037608 sec): 3 clusters Score: Raw -1487117.526137 + Penalty 1840.000187 = -1485277.525950 nChanged 3 SP:Iteration 137Q (8990.066113 sec): 3 clusters Score: Raw -1487117.626863 + Penalty 1840.000187 = -1485277.626676 nChanged 3 SP:Iteration 138Q (8990.100929 sec): 3 clusters Score: Raw -1487117.774005 + Penalty 1840.000187 = -1485277.773817 nChanged 2 SP:Iteration 139Q (8990.129695 sec): 3 clusters Score: Raw -1487117.838078 + Penalty 1840.000187 = -1485277.837891 nChanged 2 SP:Iteration 140F (8990.163362 sec): 3 clusters Score: Raw -1487117.909406 + Penalty 1840.000187 = -1485277.909219 nChanged 2 SP:Iteration 141Q (8990.191999 sec): 3 clusters Score: Raw -1487118.047189 + Penalty 1840.000187 = -1485278.047001 nChanged 4 SP:Iteration 142Q (8990.229498 sec): 3 clusters Score: Raw -1487118.315735 + Penalty 1840.000187 = -1485278.315548 nChanged 4 SP:Iteration 143Q (8990.264494 sec): 3 clusters Score: Raw -1487118.747870 + Penalty 1840.000187 = -1485278.747683 nChanged 6 SP:Iteration 144Q (8990.298560 sec): 3 clusters Score: Raw -1487119.020305 + Penalty 1840.000187 = -1485279.020118 nChanged 6 SP:Iteration 145Q (8990.327539 sec): 3 clusters Score: Raw -1487119.572603 + Penalty 1840.000187 = -1485279.572416 nChanged 5 SP:Iteration 146Q (8990.360126 sec): 3 clusters Score: Raw -1487119.767287 + Penalty 1840.000187 = -1485279.767100 nChanged 3 SP:Iteration 147Q (8990.401032 sec): 3 clusters Score: Raw -1487119.846836 + Penalty 1840.000187 = -1485279.846649 nChanged 3 SP:Iteration 148Q (8990.429842 sec): 3 clusters Score: Raw -1487120.081182 + Penalty 1840.000187 = -1485280.080994 nChanged 3 SP:Iteration 149Q (8990.458474 sec): 3 clusters Score: Raw -1487120.440496 + Penalty 1840.000187 = -1485280.440309 nChanged 5 SP:Iteration 150Q (8990.487211 sec): 3 clusters Score: Raw -1487120.910451 + Penalty 1840.000187 = -1485280.910264 nChanged 6 SP:Iteration 151Q (8990.516017 sec): 3 clusters Score: Raw -1487121.504243 + Penalty 1840.000187 = -1485281.504056 nChanged 5 SP:Iteration 152Q (8990.544685 sec): 3 clusters Score: Raw -1487121.748716 + Penalty 1840.000187 = -1485281.748529 nChanged 5 SP:Iteration 153Q (8990.573458 sec): 3 clusters Score: Raw -1487122.049647 + Penalty 1840.000187 = -1485282.049459 nChanged 2 SP:Iteration 154Q (8990.602604 sec): 3 clusters Score: Raw -1487122.267337 + Penalty 1840.000187 = -1485282.267150 nChanged 6 SP:Iteration 155Q (8990.631284 sec): 3 clusters Score: Raw -1487122.736605 + Penalty 1840.000187 = -1485282.736417 nChanged 4 SP:Iteration 156Q (8990.660090 sec): 3 clusters Score: Raw -1487122.854032 + Penalty 1840.000187 = -1485282.853844 nChanged 3 SP:Iteration 157Q (8990.688802 sec): 3 clusters Score: Raw -1487122.965414 + Penalty 1840.000187 = -1485282.965227 nChanged 1 SP:Iteration 158Q (8990.717651 sec): 3 clusters Score: Raw -1487123.009180 + Penalty 1840.000187 = -1485283.008993 nChanged 1 SP:Iteration 159Q (8990.746258 sec): 3 clusters Score: Raw -1487123.031271 + Penalty 1840.000187 = -1485283.031083 nChanged 0 SP:Iteration 160F (8990.780145 sec): 3 clusters Score: Raw -1487123.031271 + Penalty 1840.000187 = -1485283.031083 nChanged 0 Trying to split cluster 12 (74211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8990.866935 sec): 2 clusters Score: Raw -7059856.347575 + Penalty 1065.393428 = -7058790.954147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8990.964927 sec): 3 clusters Score: Raw -7011158.080634 + Penalty 2130.786857 = -7009027.293778 nChanged 35589 SP:Iteration 1F (8991.059841 sec): 3 clusters Score: Raw -7033085.482679 + Penalty 2130.786857 = -7030954.695822 nChanged 3955 SP:Iteration 2F (8991.157209 sec): 3 clusters Score: Raw -7035147.039793 + Penalty 2130.786857 = -7033016.252936 nChanged 4916 SP:Iteration 3F (8991.253551 sec): 3 clusters Score: Raw -7038565.210429 + Penalty 2130.786857 = -7036434.423572 nChanged 5939 SP:Iteration 4F (8991.349421 sec): 3 clusters Score: Raw -7043544.815227 + Penalty 2130.786857 = -7041414.028370 nChanged 6230 SP:Iteration 5F (8991.445327 sec): 3 clusters Score: Raw -7049429.963563 + Penalty 2130.786857 = -7047299.176707 nChanged 4957 SP:Iteration 6F (8991.541079 sec): 3 clusters Score: Raw -7054136.946525 + Penalty 2130.786857 = -7052006.159669 nChanged 3130 SP:Iteration 7Q (8991.635245 sec): 3 clusters Score: Raw -7056948.910002 + Penalty 2130.786857 = -7054818.123145 nChanged 1777 SP:Iteration 8Q (8991.725772 sec): 3 clusters Score: Raw -7058422.569910 + Penalty 2130.786857 = -7056291.783054 nChanged 991 SP:Iteration 9Q (8991.812741 sec): 3 clusters Score: Raw -7059189.115021 + Penalty 2130.786857 = -7057058.328164 nChanged 561 SP:Iteration 10Q (8991.924543 sec): 3 clusters Score: Raw -7059603.064972 + Penalty 2130.786857 = -7057472.278116 nChanged 289 SP:Iteration 11Q (8992.005786 sec): 3 clusters Score: Raw -7059806.843375 + Penalty 2130.786857 = -7057676.056518 nChanged 163 SP:Iteration 12Q (8992.089054 sec): 3 clusters Score: Raw -7059913.566584 + Penalty 2130.786857 = -7057782.779728 nChanged 108 SP:Iteration 13Q (8992.170325 sec): 3 clusters Score: Raw -7059969.201678 + Penalty 2130.786857 = -7057838.414822 nChanged 57 SP:Iteration 14Q (8992.250574 sec): 3 clusters Score: Raw -7060004.188152 + Penalty 2130.786857 = -7057873.401295 nChanged 43 SP:Iteration 15Q (8992.361696 sec): 3 clusters Score: Raw -7060022.747360 + Penalty 2130.786857 = -7057891.960503 nChanged 28 SP:Iteration 16Q (8992.444995 sec): 3 clusters Score: Raw -7060036.520530 + Penalty 2130.786857 = -7057905.733674 nChanged 20 SP:Iteration 17Q (8992.535317 sec): 3 clusters Score: Raw -7060047.376556 + Penalty 2130.786857 = -7057916.589699 nChanged 25 SP:Iteration 18Q (8992.626636 sec): 3 clusters Score: Raw -7060058.302909 + Penalty 2130.786857 = -7057927.516052 nChanged 17 SP:Iteration 19Q (8992.707614 sec): 3 clusters Score: Raw -7060067.215425 + Penalty 2130.786857 = -7057936.428568 nChanged 15 SP:Iteration 20F (8992.833390 sec): 3 clusters Score: Raw -7060074.791134 + Penalty 2130.786857 = -7057944.004277 nChanged 7 SP:Iteration 21Q (8992.912320 sec): 3 clusters Score: Raw -7060078.416365 + Penalty 2130.786857 = -7057947.629508 nChanged 6 SP:Iteration 22Q (8992.994757 sec): 3 clusters Score: Raw -7060081.451703 + Penalty 2130.786857 = -7057950.664846 nChanged 3 SP:Iteration 23Q (8993.076133 sec): 3 clusters Score: Raw -7060082.148901 + Penalty 2130.786857 = -7057951.362044 nChanged 1 SP:Iteration 24Q (8993.156770 sec): 3 clusters Score: Raw -7060082.685517 + Penalty 2130.786857 = -7057951.898660 nChanged 3 SP:Iteration 25Q (8993.246998 sec): 3 clusters Score: Raw -7060084.516372 + Penalty 2130.786857 = -7057953.729516 nChanged 4 SP:Iteration 26Q (8993.333888 sec): 3 clusters Score: Raw -7060085.903527 + Penalty 2130.786857 = -7057955.116670 nChanged 5 SP:Iteration 27Q (8993.413576 sec): 3 clusters Score: Raw -7060087.498934 + Penalty 2130.786857 = -7057956.712077 nChanged 1 SP:Iteration 28Q (8993.497053 sec): 3 clusters Score: Raw -7060087.808603 + Penalty 2130.786857 = -7057957.021747 nChanged 2 SP:Iteration 29Q (8993.577287 sec): 3 clusters Score: Raw -7060088.514087 + Penalty 2130.786857 = -7057957.727230 nChanged 1 SP:Iteration 30Q (8993.655441 sec): 3 clusters Score: Raw -7060088.745646 + Penalty 2130.786857 = -7057957.958790 nChanged 2 SP:Iteration 31Q (8993.744688 sec): 3 clusters Score: Raw -7060089.595682 + Penalty 2130.786857 = -7057958.808826 nChanged 3 SP:Iteration 32Q (8993.825770 sec): 3 clusters Score: Raw -7060090.691317 + Penalty 2130.786857 = -7057959.904460 nChanged 1 SP:Iteration 33Q (8993.924495 sec): 3 clusters Score: Raw -7060091.030028 + Penalty 2130.786857 = -7057960.243172 nChanged 4 SP:Iteration 34Q (8994.005276 sec): 3 clusters Score: Raw -7060092.740145 + Penalty 2130.786857 = -7057961.953288 nChanged 1 SP:Iteration 35Q (8994.109781 sec): 3 clusters Score: Raw -7060093.103940 + Penalty 2130.786857 = -7057962.317083 nChanged 3 SP:Iteration 36Q (8994.190146 sec): 3 clusters Score: Raw -7060094.618843 + Penalty 2130.786857 = -7057963.831986 nChanged 2 SP:Iteration 37Q (8994.283891 sec): 3 clusters Score: Raw -7060095.399120 + Penalty 2130.786857 = -7057964.612263 nChanged 2 SP:Iteration 38Q (8994.369148 sec): 3 clusters Score: Raw -7060096.324599 + Penalty 2130.786857 = -7057965.537742 nChanged 4 SP:Iteration 39Q (8994.451967 sec): 3 clusters Score: Raw -7060097.614822 + Penalty 2130.786857 = -7057966.827966 nChanged 1 SP:Iteration 40F (8994.546634 sec): 3 clusters Score: Raw -7060097.728766 + Penalty 2130.786857 = -7057966.941909 nChanged 0 Trying to split cluster 13 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8994.552509 sec): 2 clusters Score: Raw -22328.998223 + Penalty 525.295763 = -21803.702460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8994.554145 sec): 3 clusters Score: Raw -22337.884165 + Penalty 1050.591527 = -21287.292639 nChanged 62 SP:Iteration 1F (8994.555590 sec): 3 clusters Score: Raw -22458.996543 + Penalty 1050.591527 = -21408.405017 nChanged 17 SP:Iteration 2F (8994.557001 sec): 3 clusters Score: Raw -22492.089183 + Penalty 1050.591527 = -21441.497657 nChanged 4 SP:Iteration 3Q (8994.568139 sec): 3 clusters Score: Raw -22511.108001 + Penalty 1050.591527 = -21460.516474 nChanged 4 SP:Iteration 4Q (8994.569546 sec): 3 clusters Score: Raw -22523.673697 + Penalty 1050.591527 = -21473.082170 nChanged 4 SP:Iteration 5Q (8994.570970 sec): 3 clusters Score: Raw -22529.029483 + Penalty 1050.591527 = -21478.437957 nChanged 3 SP:Iteration 6Q (8994.572377 sec): 3 clusters Score: Raw -22532.349108 + Penalty 1050.591527 = -21481.757581 nChanged 1 SP:Iteration 7Q (8994.573774 sec): 3 clusters Score: Raw -22537.135559 + Penalty 1050.591527 = -21486.544032 nChanged 0 SP:Iteration 8F (8994.575189 sec): 3 clusters Score: Raw -22537.135559 + Penalty 1050.591527 = -21486.544032 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8994.583672 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8994.584977 sec): 3 clusters Score: Raw -10836.069369 + Penalty 979.125403 = -9856.943966 nChanged 37 SP:Iteration 1F (8994.586118 sec): 3 clusters Score: Raw -11181.957323 + Penalty 979.125403 = -10202.831920 nChanged 30 SP:Iteration 2F (8994.587262 sec): 3 clusters Score: Raw -11370.399698 + Penalty 979.125403 = -10391.274295 nChanged 8 SP:Iteration 3Q (8994.588369 sec): 3 clusters Score: Raw -11453.128519 + Penalty 979.125403 = -10474.003116 nChanged 3 SP:Iteration 4Q (8994.589467 sec): 3 clusters Score: Raw -11543.514543 + Penalty 979.125403 = -10564.389140 nChanged 1 SP:Iteration 5Q (8994.590568 sec): 3 clusters Score: Raw -11556.626837 + Penalty 979.125403 = -10577.501434 nChanged 1 SP:Iteration 6Q (8994.591662 sec): 3 clusters Score: Raw -11579.929174 + Penalty 979.125403 = -10600.803771 nChanged 0 SP:Iteration 7F (8994.592793 sec): 3 clusters Score: Raw -11579.929174 + Penalty 979.125403 = -10600.803771 nChanged 0 Score: Raw -58498858.076725 + Penalty 49431.021155 = -58449427.055570 Splitting cluster 14 changes total score from -58449826.907017 to -58449427.055570 So it's not getting split. Trying to split cluster 15 (14613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9005.456070 sec): 2 clusters Score: Raw -1398090.829844 + Penalty 911.018348 = -1397179.811496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9005.486415 sec): 3 clusters Score: Raw -1389153.737608 + Penalty 1822.036696 = -1387331.700912 nChanged 6673 SP:Iteration 1F (9005.515311 sec): 3 clusters Score: Raw -1392960.971608 + Penalty 1822.036696 = -1391138.934912 nChanged 795 SP:Iteration 2F (9005.544274 sec): 3 clusters Score: Raw -1393355.774774 + Penalty 1822.036696 = -1391533.738078 nChanged 851 SP:Iteration 3F (9005.573228 sec): 3 clusters Score: Raw -1393848.356029 + Penalty 1822.036696 = -1392026.319333 nChanged 853 SP:Iteration 4F (9005.602023 sec): 3 clusters Score: Raw -1394459.399386 + Penalty 1822.036696 = -1392637.362690 nChanged 849 SP:Iteration 5F (9005.631338 sec): 3 clusters Score: Raw -1395224.814020 + Penalty 1822.036696 = -1393402.777324 nChanged 828 SP:Iteration 6F (9005.663598 sec): 3 clusters Score: Raw -1395937.950540 + Penalty 1822.036696 = -1394115.913844 nChanged 768 SP:Iteration 7F (9005.692746 sec): 3 clusters Score: Raw -1396494.968352 + Penalty 1822.036696 = -1394672.931656 nChanged 598 SP:Iteration 8Q (9005.721092 sec): 3 clusters Score: Raw -1396821.344100 + Penalty 1822.036696 = -1394999.307403 nChanged 440 SP:Iteration 9Q (9005.752762 sec): 3 clusters Score: Raw -1396998.845132 + Penalty 1822.036696 = -1395176.808436 nChanged 305 SP:Iteration 10Q (9005.816847 sec): 3 clusters Score: Raw -1397111.533274 + Penalty 1822.036696 = -1395289.496578 nChanged 254 SP:Iteration 11Q (9005.848455 sec): 3 clusters Score: Raw -1397199.640779 + Penalty 1822.036696 = -1395377.604083 nChanged 227 SP:Iteration 12Q (9005.876555 sec): 3 clusters Score: Raw -1397283.367823 + Penalty 1822.036696 = -1395461.331127 nChanged 210 SP:Iteration 13Q (9005.904487 sec): 3 clusters Score: Raw -1397349.364602 + Penalty 1822.036696 = -1395527.327906 nChanged 162 SP:Iteration 14Q (9005.932139 sec): 3 clusters Score: Raw -1397401.720914 + Penalty 1822.036696 = -1395579.684218 nChanged 172 SP:Iteration 15Q (9005.959812 sec): 3 clusters Score: Raw -1397456.103260 + Penalty 1822.036696 = -1395634.066564 nChanged 174 SP:Iteration 16Q (9005.987418 sec): 3 clusters Score: Raw -1397506.539864 + Penalty 1822.036696 = -1395684.503167 nChanged 174 SP:Iteration 17Q (9006.015125 sec): 3 clusters Score: Raw -1397552.791326 + Penalty 1822.036696 = -1395730.754630 nChanged 168 SP:Iteration 18Q (9006.042737 sec): 3 clusters Score: Raw -1397595.176062 + Penalty 1822.036696 = -1395773.139365 nChanged 165 SP:Iteration 19Q (9006.070290 sec): 3 clusters Score: Raw -1397644.874240 + Penalty 1822.036696 = -1395822.837544 nChanged 179 SP:Iteration 20F (9006.099143 sec): 3 clusters Score: Raw -1397698.890960 + Penalty 1822.036696 = -1395876.854264 nChanged 149 SP:Iteration 21Q (9006.126549 sec): 3 clusters Score: Raw -1397738.723561 + Penalty 1822.036696 = -1395916.686865 nChanged 146 SP:Iteration 22Q (9006.154094 sec): 3 clusters Score: Raw -1397776.521781 + Penalty 1822.036696 = -1395954.485084 nChanged 140 SP:Iteration 23Q (9006.181572 sec): 3 clusters Score: Raw -1397812.915424 + Penalty 1822.036696 = -1395990.878727 nChanged 138 SP:Iteration 24Q (9006.219755 sec): 3 clusters Score: Raw -1397851.599205 + Penalty 1822.036696 = -1396029.562509 nChanged 147 SP:Iteration 25Q (9006.249808 sec): 3 clusters Score: Raw -1397893.231783 + Penalty 1822.036696 = -1396071.195087 nChanged 159 SP:Iteration 26Q (9006.277133 sec): 3 clusters Score: Raw -1397943.601186 + Penalty 1822.036696 = -1396121.564490 nChanged 172 SP:Iteration 27Q (9006.304238 sec): 3 clusters Score: Raw -1397995.255864 + Penalty 1822.036696 = -1396173.219168 nChanged 165 SP:Iteration 28Q (9006.341811 sec): 3 clusters Score: Raw -1398049.620107 + Penalty 1822.036696 = -1396227.583411 nChanged 159 SP:Iteration 29Q (9006.369017 sec): 3 clusters Score: Raw -1398099.920498 + Penalty 1822.036696 = -1396277.883802 nChanged 154 SP:Iteration 30Q (9006.396155 sec): 3 clusters Score: Raw -1398145.856406 + Penalty 1822.036696 = -1396323.819710 nChanged 140 SP:Iteration 31Q (9006.423362 sec): 3 clusters Score: Raw -1398189.337767 + Penalty 1822.036696 = -1396367.301071 nChanged 127 SP:Iteration 32Q (9006.460256 sec): 3 clusters Score: Raw -1398227.156463 + Penalty 1822.036696 = -1396405.119767 nChanged 130 SP:Iteration 33Q (9006.495499 sec): 3 clusters Score: Raw -1398267.649182 + Penalty 1822.036696 = -1396445.612486 nChanged 107 SP:Iteration 34Q (9006.522589 sec): 3 clusters Score: Raw -1398301.229585 + Penalty 1822.036696 = -1396479.192888 nChanged 107 SP:Iteration 35Q (9006.549571 sec): 3 clusters Score: Raw -1398326.668603 + Penalty 1822.036696 = -1396504.631907 nChanged 78 SP:Iteration 36Q (9006.606335 sec): 3 clusters Score: Raw -1398344.557262 + Penalty 1822.036696 = -1396522.520566 nChanged 78 SP:Iteration 37Q (9006.633286 sec): 3 clusters Score: Raw -1398363.216123 + Penalty 1822.036696 = -1396541.179427 nChanged 53 SP:Iteration 38Q (9006.663790 sec): 3 clusters Score: Raw -1398374.454975 + Penalty 1822.036696 = -1396552.418278 nChanged 58 SP:Iteration 39Q (9006.690802 sec): 3 clusters Score: Raw -1398386.524760 + Penalty 1822.036696 = -1396564.488063 nChanged 60 SP:Iteration 40F (9006.719634 sec): 3 clusters Score: Raw -1398404.194841 + Penalty 1822.036696 = -1396582.158145 nChanged 55 SP:Iteration 41Q (9006.746699 sec): 3 clusters Score: Raw -1398418.420184 + Penalty 1822.036696 = -1396596.383488 nChanged 52 SP:Iteration 42Q (9006.773576 sec): 3 clusters Score: Raw -1398429.146056 + Penalty 1822.036696 = -1396607.109359 nChanged 43 SP:Iteration 43Q (9006.801061 sec): 3 clusters Score: Raw -1398437.241515 + Penalty 1822.036696 = -1396615.204819 nChanged 38 SP:Iteration 44Q (9006.828022 sec): 3 clusters Score: Raw -1398444.117497 + Penalty 1822.036696 = -1396622.080801 nChanged 39 SP:Iteration 45Q (9006.854865 sec): 3 clusters Score: Raw -1398452.031862 + Penalty 1822.036696 = -1396629.995166 nChanged 45 SP:Iteration 46Q (9006.881633 sec): 3 clusters Score: Raw -1398462.087277 + Penalty 1822.036696 = -1396640.050581 nChanged 64 SP:Iteration 47Q (9006.908439 sec): 3 clusters Score: Raw -1398474.998174 + Penalty 1822.036696 = -1396652.961477 nChanged 50 SP:Iteration 48Q (9006.935281 sec): 3 clusters Score: Raw -1398483.450625 + Penalty 1822.036696 = -1396661.413928 nChanged 40 SP:Iteration 49Q (9006.962098 sec): 3 clusters Score: Raw -1398490.989008 + Penalty 1822.036696 = -1396668.952312 nChanged 40 SP:Iteration 50Q (9006.989269 sec): 3 clusters Score: Raw -1398497.664712 + Penalty 1822.036696 = -1396675.628016 nChanged 35 SP:Iteration 51Q (9007.016063 sec): 3 clusters Score: Raw -1398504.134269 + Penalty 1822.036696 = -1396682.097572 nChanged 39 SP:Iteration 52Q (9007.042860 sec): 3 clusters Score: Raw -1398510.006015 + Penalty 1822.036696 = -1396687.969319 nChanged 25 SP:Iteration 53Q (9007.069743 sec): 3 clusters Score: Raw -1398514.194138 + Penalty 1822.036696 = -1396692.157442 nChanged 18 SP:Iteration 54Q (9007.096452 sec): 3 clusters Score: Raw -1398516.042655 + Penalty 1822.036696 = -1396694.005959 nChanged 11 SP:Iteration 55Q (9007.123217 sec): 3 clusters Score: Raw -1398517.067841 + Penalty 1822.036696 = -1396695.031144 nChanged 11 SP:Iteration 56Q (9007.150017 sec): 3 clusters Score: Raw -1398518.511354 + Penalty 1822.036696 = -1396696.474657 nChanged 10 SP:Iteration 57Q (9007.176817 sec): 3 clusters Score: Raw -1398519.859446 + Penalty 1822.036696 = -1396697.822750 nChanged 9 SP:Iteration 58Q (9007.203487 sec): 3 clusters Score: Raw -1398520.847274 + Penalty 1822.036696 = -1396698.810577 nChanged 8 SP:Iteration 59Q (9007.230415 sec): 3 clusters Score: Raw -1398522.128978 + Penalty 1822.036696 = -1396700.092281 nChanged 11 SP:Iteration 60F (9007.259251 sec): 3 clusters Score: Raw -1398523.108290 + Penalty 1822.036696 = -1396701.071593 nChanged 8 SP:Iteration 61Q (9007.286037 sec): 3 clusters Score: Raw -1398523.726475 + Penalty 1822.036696 = -1396701.689778 nChanged 5 SP:Iteration 62Q (9007.312673 sec): 3 clusters Score: Raw -1398524.324829 + Penalty 1822.036696 = -1396702.288133 nChanged 5 SP:Iteration 63Q (9007.339449 sec): 3 clusters Score: Raw -1398524.774409 + Penalty 1822.036696 = -1396702.737713 nChanged 4 SP:Iteration 64Q (9007.366093 sec): 3 clusters Score: Raw -1398524.993752 + Penalty 1822.036696 = -1396702.957055 nChanged 0 SP:Iteration 65F (9007.394882 sec): 3 clusters Score: Raw -1398524.993752 + Penalty 1822.036696 = -1396702.957055 nChanged 0 Trying to split cluster 16 (22757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9007.426989 sec): 2 clusters Score: Raw -2136016.753677 + Penalty 953.099667 = -2135063.654011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9007.466454 sec): 3 clusters Score: Raw -2121765.249503 + Penalty 1906.199333 = -2119859.050170 nChanged 10558 SP:Iteration 1F (9007.510906 sec): 3 clusters Score: Raw -2127626.942385 + Penalty 1906.199333 = -2125720.743052 nChanged 1117 SP:Iteration 2Q (9007.575037 sec): 3 clusters Score: Raw -2128063.392163 + Penalty 1906.199333 = -2126157.192830 nChanged 1268 SP:Iteration 3F (9007.635848 sec): 3 clusters Score: Raw -2128682.780238 + Penalty 1906.199333 = -2126776.580905 nChanged 1441 SP:Iteration 4F (9007.700748 sec): 3 clusters Score: Raw -2129536.195514 + Penalty 1906.199333 = -2127629.996181 nChanged 1541 SP:Iteration 5F (9007.738041 sec): 3 clusters Score: Raw -2130711.958400 + Penalty 1906.199333 = -2128805.759067 nChanged 1745 SP:Iteration 6F (9007.775531 sec): 3 clusters Score: Raw -2132268.423236 + Penalty 1906.199333 = -2130362.223902 nChanged 1457 SP:Iteration 7F (9007.814840 sec): 3 clusters Score: Raw -2133643.065060 + Penalty 1906.199333 = -2131736.865727 nChanged 1095 SP:Iteration 8Q (9007.851895 sec): 3 clusters Score: Raw -2134657.890243 + Penalty 1906.199333 = -2132751.690910 nChanged 734 SP:Iteration 9Q (9007.887455 sec): 3 clusters Score: Raw -2135311.154862 + Penalty 1906.199333 = -2133404.955529 nChanged 434 SP:Iteration 10Q (9007.944139 sec): 3 clusters Score: Raw -2135688.387642 + Penalty 1906.199333 = -2133782.188308 nChanged 240 SP:Iteration 11Q (9007.977328 sec): 3 clusters Score: Raw -2135894.958784 + Penalty 1906.199333 = -2133988.759451 nChanged 148 SP:Iteration 12Q (9008.009489 sec): 3 clusters Score: Raw -2135997.758558 + Penalty 1906.199333 = -2134091.559225 nChanged 72 SP:Iteration 13Q (9008.041345 sec): 3 clusters Score: Raw -2136048.760912 + Penalty 1906.199333 = -2134142.561579 nChanged 54 SP:Iteration 14Q (9008.087572 sec): 3 clusters Score: Raw -2136089.573412 + Penalty 1906.199333 = -2134183.374079 nChanged 38 SP:Iteration 15Q (9008.119253 sec): 3 clusters Score: Raw -2136111.941446 + Penalty 1906.199333 = -2134205.742113 nChanged 23 SP:Iteration 16Q (9008.150815 sec): 3 clusters Score: Raw -2136125.172937 + Penalty 1906.199333 = -2134218.973604 nChanged 18 SP:Iteration 17Q (9008.192118 sec): 3 clusters Score: Raw -2136136.901888 + Penalty 1906.199333 = -2134230.702555 nChanged 21 SP:Iteration 18Q (9008.233447 sec): 3 clusters Score: Raw -2136146.547325 + Penalty 1906.199333 = -2134240.347992 nChanged 11 SP:Iteration 19Q (9008.265083 sec): 3 clusters Score: Raw -2136153.273337 + Penalty 1906.199333 = -2134247.074004 nChanged 9 SP:Iteration 20F (9008.312842 sec): 3 clusters Score: Raw -2136157.460398 + Penalty 1906.199333 = -2134251.261064 nChanged 5 SP:Iteration 21Q (9008.355415 sec): 3 clusters Score: Raw -2136160.716556 + Penalty 1906.199333 = -2134254.517223 nChanged 7 SP:Iteration 22Q (9008.386949 sec): 3 clusters Score: Raw -2136165.514325 + Penalty 1906.199333 = -2134259.314992 nChanged 7 SP:Iteration 23Q (9008.418344 sec): 3 clusters Score: Raw -2136169.758345 + Penalty 1906.199333 = -2134263.559012 nChanged 9 SP:Iteration 24Q (9008.449942 sec): 3 clusters Score: Raw -2136174.624053 + Penalty 1906.199333 = -2134268.424720 nChanged 6 SP:Iteration 25Q (9008.481664 sec): 3 clusters Score: Raw -2136177.115490 + Penalty 1906.199333 = -2134270.916156 nChanged 5 SP:Iteration 26Q (9008.513291 sec): 3 clusters Score: Raw -2136179.483887 + Penalty 1906.199333 = -2134273.284554 nChanged 2 SP:Iteration 27Q (9008.544914 sec): 3 clusters Score: Raw -2136181.443558 + Penalty 1906.199333 = -2134275.244225 nChanged 4 SP:Iteration 28Q (9008.586921 sec): 3 clusters Score: Raw -2136183.493526 + Penalty 1906.199333 = -2134277.294192 nChanged 2 SP:Iteration 29Q (9008.626026 sec): 3 clusters Score: Raw -2136184.243906 + Penalty 1906.199333 = -2134278.044573 nChanged 2 SP:Iteration 30Q (9008.657716 sec): 3 clusters Score: Raw -2136185.109378 + Penalty 1906.199333 = -2134278.910045 nChanged 1 SP:Iteration 31Q (9008.688978 sec): 3 clusters Score: Raw -2136185.569234 + Penalty 1906.199333 = -2134279.369901 nChanged 1 SP:Iteration 32Q (9008.720782 sec): 3 clusters Score: Raw -2136185.917934 + Penalty 1906.199333 = -2134279.718601 nChanged 1 SP:Iteration 33Q (9008.752217 sec): 3 clusters Score: Raw -2136186.097926 + Penalty 1906.199333 = -2134279.898593 nChanged 0 SP:Iteration 34F (9008.795586 sec): 3 clusters Score: Raw -2136186.097926 + Penalty 1906.199333 = -2134279.898593 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9008.807137 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9008.808601 sec): 3 clusters Score: Raw -17005.938579 + Penalty 1005.727917 = -16000.210662 nChanged 46 SP:Iteration 1F (9008.809855 sec): 3 clusters Score: Raw -17133.920477 + Penalty 1005.727917 = -16128.192560 nChanged 15 SP:Iteration 2F (9008.811114 sec): 3 clusters Score: Raw -17176.950562 + Penalty 1005.727917 = -16171.222645 nChanged 10 SP:Iteration 3F (9008.812355 sec): 3 clusters Score: Raw -17194.940353 + Penalty 1005.727917 = -16189.212436 nChanged 3 SP:Iteration 4Q (9008.813582 sec): 3 clusters Score: Raw -17204.382556 + Penalty 1005.727917 = -16198.654640 nChanged 1 SP:Iteration 5Q (9008.814810 sec): 3 clusters Score: Raw -17206.747695 + Penalty 1005.727917 = -16201.019778 nChanged 0 SP:Iteration 6F (9008.826114 sec): 3 clusters Score: Raw -17206.747695 + Penalty 1005.727917 = -16201.019778 nChanged 0 Trying to split cluster 18 (128288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9008.955634 sec): 2 clusters Score: Raw -12766434.911877 + Penalty 1117.393136 = -12765317.518741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9009.128581 sec): 3 clusters Score: Raw -12681103.392978 + Penalty 2234.786273 = -12678868.606705 nChanged 62230 SP:Iteration 1F (9009.301244 sec): 3 clusters Score: Raw -12717919.732577 + Penalty 2234.786273 = -12715684.946304 nChanged 3773 SP:Iteration 2Q (9009.480375 sec): 3 clusters Score: Raw -12718757.617554 + Penalty 2234.786273 = -12716522.831281 nChanged 3867 SP:Iteration 3Q (9009.647864 sec): 3 clusters Score: Raw -12719826.529703 + Penalty 2234.786273 = -12717591.743430 nChanged 4408 SP:Iteration 4Q (9009.815481 sec): 3 clusters Score: Raw -12721337.596068 + Penalty 2234.786273 = -12719102.809795 nChanged 5133 SP:Iteration 5Q (9009.983673 sec): 3 clusters Score: Raw -12723438.973895 + Penalty 2234.786273 = -12721204.187622 nChanged 5975 SP:Iteration 6Q (9010.160234 sec): 3 clusters Score: Raw -12726362.077522 + Penalty 2234.786273 = -12724127.291249 nChanged 6876 SP:Iteration 7F (9010.315822 sec): 3 clusters Score: Raw -12730450.721978 + Penalty 2234.786273 = -12728215.935705 nChanged 7589 SP:Iteration 8F (9010.477451 sec): 3 clusters Score: Raw -12735623.461815 + Penalty 2234.786273 = -12733388.675542 nChanged 7866 SP:Iteration 9F (9010.630508 sec): 3 clusters Score: Raw -12741432.919622 + Penalty 2234.786273 = -12739198.133349 nChanged 7276 SP:Iteration 10F (9010.782292 sec): 3 clusters Score: Raw -12746506.682989 + Penalty 2234.786273 = -12744271.896716 nChanged 6015 SP:Iteration 11Q (9010.961733 sec): 3 clusters Score: Raw -12750206.690907 + Penalty 2234.786273 = -12747971.904634 nChanged 4693 SP:Iteration 12Q (9011.125441 sec): 3 clusters Score: Raw -12752727.039328 + Penalty 2234.786273 = -12750492.253055 nChanged 3722 SP:Iteration 13Q (9011.286138 sec): 3 clusters Score: Raw -12754600.342921 + Penalty 2234.786273 = -12752365.556649 nChanged 3229 SP:Iteration 14Q (9011.435479 sec): 3 clusters Score: Raw -12756227.566643 + Penalty 2234.786273 = -12753992.780370 nChanged 3010 SP:Iteration 15Q (9011.586485 sec): 3 clusters Score: Raw -12757811.374616 + Penalty 2234.786273 = -12755576.588343 nChanged 2873 SP:Iteration 16Q (9011.731237 sec): 3 clusters Score: Raw -12759379.461490 + Penalty 2234.786273 = -12757144.675217 nChanged 2659 SP:Iteration 17Q (9011.873610 sec): 3 clusters Score: Raw -12760869.934305 + Penalty 2234.786273 = -12758635.148032 nChanged 2350 SP:Iteration 18Q (9012.017300 sec): 3 clusters Score: Raw -12762247.607336 + Penalty 2234.786273 = -12760012.821063 nChanged 1996 SP:Iteration 19Q (9012.154537 sec): 3 clusters Score: Raw -12763434.182352 + Penalty 2234.786273 = -12761199.396079 nChanged 1672 SP:Iteration 20F (9012.313365 sec): 3 clusters Score: Raw -12764440.372570 + Penalty 2234.786273 = -12762205.586297 nChanged 1287 SP:Iteration 21Q (9012.444614 sec): 3 clusters Score: Raw -12765200.579678 + Penalty 2234.786273 = -12762965.793405 nChanged 938 SP:Iteration 22Q (9012.573982 sec): 3 clusters Score: Raw -12765775.158719 + Penalty 2234.786273 = -12763540.372446 nChanged 658 SP:Iteration 23Q (9012.702493 sec): 3 clusters Score: Raw -12766144.258435 + Penalty 2234.786273 = -12763909.472162 nChanged 422 SP:Iteration 24Q (9012.829629 sec): 3 clusters Score: Raw -12766364.551440 + Penalty 2234.786273 = -12764129.765167 nChanged 294 SP:Iteration 25Q (9012.964758 sec): 3 clusters Score: Raw -12766503.817254 + Penalty 2234.786273 = -12764269.030982 nChanged 190 SP:Iteration 26Q (9013.114379 sec): 3 clusters Score: Raw -12766583.112635 + Penalty 2234.786273 = -12764348.326362 nChanged 155 SP:Iteration 27Q (9013.241023 sec): 3 clusters Score: Raw -12766644.034693 + Penalty 2234.786273 = -12764409.248420 nChanged 119 SP:Iteration 28Q (9013.366506 sec): 3 clusters Score: Raw -12766693.080345 + Penalty 2234.786273 = -12764458.294072 nChanged 97 SP:Iteration 29Q (9013.498730 sec): 3 clusters Score: Raw -12766733.936223 + Penalty 2234.786273 = -12764499.149950 nChanged 69 SP:Iteration 30Q (9013.644490 sec): 3 clusters Score: Raw -12766761.032448 + Penalty 2234.786273 = -12764526.246175 nChanged 55 SP:Iteration 31Q (9013.775712 sec): 3 clusters Score: Raw -12766780.060261 + Penalty 2234.786273 = -12764545.273988 nChanged 36 SP:Iteration 32Q (9013.913595 sec): 3 clusters Score: Raw -12766792.113894 + Penalty 2234.786273 = -12764557.327622 nChanged 26 SP:Iteration 33Q (9014.039053 sec): 3 clusters Score: Raw -12766799.790626 + Penalty 2234.786273 = -12764565.004353 nChanged 19 SP:Iteration 34Q (9014.163905 sec): 3 clusters Score: Raw -12766806.273365 + Penalty 2234.786273 = -12764571.487092 nChanged 16 SP:Iteration 35Q (9014.288882 sec): 3 clusters Score: Raw -12766809.790508 + Penalty 2234.786273 = -12764575.004235 nChanged 10 SP:Iteration 36Q (9014.413793 sec): 3 clusters Score: Raw -12766812.027463 + Penalty 2234.786273 = -12764577.241190 nChanged 12 SP:Iteration 37Q (9014.559185 sec): 3 clusters Score: Raw -12766814.688183 + Penalty 2234.786273 = -12764579.901910 nChanged 10 SP:Iteration 38Q (9014.682798 sec): 3 clusters Score: Raw -12766817.163781 + Penalty 2234.786273 = -12764582.377508 nChanged 9 SP:Iteration 39Q (9014.807840 sec): 3 clusters Score: Raw -12766819.398241 + Penalty 2234.786273 = -12764584.611968 nChanged 6 SP:Iteration 40F (9014.959301 sec): 3 clusters Score: Raw -12766820.509335 + Penalty 2234.786273 = -12764585.723062 nChanged 7 SP:Iteration 41Q (9015.082534 sec): 3 clusters Score: Raw -12766822.279378 + Penalty 2234.786273 = -12764587.493105 nChanged 5 SP:Iteration 42Q (9015.205966 sec): 3 clusters Score: Raw -12766823.393915 + Penalty 2234.786273 = -12764588.607643 nChanged 4 SP:Iteration 43Q (9015.330657 sec): 3 clusters Score: Raw -12766824.364049 + Penalty 2234.786273 = -12764589.577776 nChanged 5 SP:Iteration 44Q (9015.455522 sec): 3 clusters Score: Raw -12766825.388169 + Penalty 2234.786273 = -12764590.601897 nChanged 5 SP:Iteration 45Q (9015.579921 sec): 3 clusters Score: Raw -12766826.019134 + Penalty 2234.786273 = -12764591.232861 nChanged 0 SP:Iteration 46F (9015.731286 sec): 3 clusters Score: Raw -12766826.019134 + Penalty 2234.786273 = -12764591.232861 nChanged 0 Trying to split cluster 19 (3285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9015.743517 sec): 2 clusters Score: Raw -284268.929064 + Penalty 769.226583 = -283499.702481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9015.760592 sec): 3 clusters Score: Raw -282587.442909 + Penalty 1538.453167 = -281048.989742 nChanged 1323 SP:Iteration 1F (9015.772549 sec): 3 clusters Score: Raw -283362.689644 + Penalty 1538.453167 = -281824.236477 nChanged 247 SP:Iteration 2F (9015.784410 sec): 3 clusters Score: Raw -283500.078973 + Penalty 1538.453167 = -281961.625806 nChanged 187 SP:Iteration 3F (9015.796329 sec): 3 clusters Score: Raw -283602.843168 + Penalty 1538.453167 = -282064.390001 nChanged 160 SP:Iteration 4Q (9015.808254 sec): 3 clusters Score: Raw -283682.171071 + Penalty 1538.453167 = -282143.717904 nChanged 133 SP:Iteration 5Q (9015.820152 sec): 3 clusters Score: Raw -283753.514472 + Penalty 1538.453167 = -282215.061305 nChanged 135 SP:Iteration 6Q (9015.831924 sec): 3 clusters Score: Raw -283826.871368 + Penalty 1538.453167 = -282288.418201 nChanged 119 SP:Iteration 7Q (9015.843710 sec): 3 clusters Score: Raw -283895.204930 + Penalty 1538.453167 = -282356.751763 nChanged 106 SP:Iteration 8Q (9015.857269 sec): 3 clusters Score: Raw -283955.023046 + Penalty 1538.453167 = -282416.569879 nChanged 107 SP:Iteration 9Q (9015.869132 sec): 3 clusters Score: Raw -284021.073810 + Penalty 1538.453167 = -282482.620643 nChanged 90 SP:Iteration 10Q (9015.881005 sec): 3 clusters Score: Raw -284065.982387 + Penalty 1538.453167 = -282527.529220 nChanged 72 SP:Iteration 11Q (9015.892822 sec): 3 clusters Score: Raw -284105.434015 + Penalty 1538.453167 = -282566.980848 nChanged 63 SP:Iteration 12Q (9015.904696 sec): 3 clusters Score: Raw -284135.322819 + Penalty 1538.453167 = -282596.869652 nChanged 67 SP:Iteration 13Q (9015.916544 sec): 3 clusters Score: Raw -284160.932859 + Penalty 1538.453167 = -282622.479692 nChanged 57 SP:Iteration 14Q (9015.928390 sec): 3 clusters Score: Raw -284181.853767 + Penalty 1538.453167 = -282643.400600 nChanged 34 SP:Iteration 15Q (9015.940269 sec): 3 clusters Score: Raw -284192.354902 + Penalty 1538.453167 = -282653.901735 nChanged 29 SP:Iteration 16Q (9015.952106 sec): 3 clusters Score: Raw -284202.169135 + Penalty 1538.453167 = -282663.715968 nChanged 33 SP:Iteration 17Q (9015.963830 sec): 3 clusters Score: Raw -284213.974021 + Penalty 1538.453167 = -282675.520854 nChanged 23 SP:Iteration 18Q (9015.975553 sec): 3 clusters Score: Raw -284219.038401 + Penalty 1538.453167 = -282680.585234 nChanged 17 SP:Iteration 19Q (9015.987394 sec): 3 clusters Score: Raw -284223.202652 + Penalty 1538.453167 = -282684.749485 nChanged 15 SP:Iteration 20F (9016.003907 sec): 3 clusters Score: Raw -284226.268830 + Penalty 1538.453167 = -282687.815664 nChanged 12 SP:Iteration 21Q (9016.015741 sec): 3 clusters Score: Raw -284230.621215 + Penalty 1538.453167 = -282692.168048 nChanged 14 SP:Iteration 22Q (9016.027532 sec): 3 clusters Score: Raw -284232.928449 + Penalty 1538.453167 = -282694.475282 nChanged 11 SP:Iteration 23Q (9016.039270 sec): 3 clusters Score: Raw -284235.549057 + Penalty 1538.453167 = -282697.095890 nChanged 11 SP:Iteration 24Q (9016.051115 sec): 3 clusters Score: Raw -284238.920491 + Penalty 1538.453167 = -282700.467325 nChanged 9 SP:Iteration 25Q (9016.063005 sec): 3 clusters Score: Raw -284241.495480 + Penalty 1538.453167 = -282703.042313 nChanged 9 SP:Iteration 26Q (9016.074837 sec): 3 clusters Score: Raw -284243.288630 + Penalty 1538.453167 = -282704.835463 nChanged 9 SP:Iteration 27Q (9016.086631 sec): 3 clusters Score: Raw -284245.673689 + Penalty 1538.453167 = -282707.220522 nChanged 14 SP:Iteration 28Q (9016.098506 sec): 3 clusters Score: Raw -284248.044264 + Penalty 1538.453167 = -282709.591097 nChanged 13 SP:Iteration 29Q (9016.110375 sec): 3 clusters Score: Raw -284250.425423 + Penalty 1538.453167 = -282711.972256 nChanged 8 SP:Iteration 30Q (9016.122232 sec): 3 clusters Score: Raw -284251.584313 + Penalty 1538.453167 = -282713.131146 nChanged 6 SP:Iteration 31Q (9016.134041 sec): 3 clusters Score: Raw -284253.266028 + Penalty 1538.453167 = -282714.812862 nChanged 10 SP:Iteration 32Q (9016.145889 sec): 3 clusters Score: Raw -284256.129883 + Penalty 1538.453167 = -282717.676716 nChanged 12 SP:Iteration 33Q (9016.157755 sec): 3 clusters Score: Raw -284258.622398 + Penalty 1538.453167 = -282720.169231 nChanged 9 SP:Iteration 34Q (9016.169601 sec): 3 clusters Score: Raw -284260.940745 + Penalty 1538.453167 = -282722.487578 nChanged 12 SP:Iteration 35Q (9016.181244 sec): 3 clusters Score: Raw -284264.485095 + Penalty 1538.453167 = -282726.031928 nChanged 10 SP:Iteration 36Q (9016.193096 sec): 3 clusters Score: Raw -284266.372833 + Penalty 1538.453167 = -282727.919666 nChanged 8 SP:Iteration 37Q (9016.208727 sec): 3 clusters Score: Raw -284267.521410 + Penalty 1538.453167 = -282729.068243 nChanged 5 SP:Iteration 38Q (9016.220578 sec): 3 clusters Score: Raw -284268.185372 + Penalty 1538.453167 = -282729.732205 nChanged 2 SP:Iteration 39Q (9016.232296 sec): 3 clusters Score: Raw -284268.374916 + Penalty 1538.453167 = -282729.921749 nChanged 1 SP:Iteration 40F (9016.244190 sec): 3 clusters Score: Raw -284268.420162 + Penalty 1538.453167 = -282729.966995 nChanged 1 SP:Iteration 41Q (9016.256133 sec): 3 clusters Score: Raw -284268.653550 + Penalty 1538.453167 = -282730.200383 nChanged 0 SP:Iteration 42F (9016.267907 sec): 3 clusters Score: Raw -284268.653550 + Penalty 1538.453167 = -282730.200383 nChanged 0 Trying to split cluster 20 (28562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9016.307061 sec): 2 clusters Score: Raw -2491907.872340 + Penalty 974.684082 = -2490933.188258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9016.354539 sec): 3 clusters Score: Raw -2473846.584484 + Penalty 1949.368164 = -2471897.216320 nChanged 13368 SP:Iteration 1F (9016.402314 sec): 3 clusters Score: Raw -2481972.106515 + Penalty 1949.368164 = -2480022.738351 nChanged 1644 SP:Iteration 2F (9016.445439 sec): 3 clusters Score: Raw -2482701.035147 + Penalty 1949.368164 = -2480751.666983 nChanged 1713 SP:Iteration 3F (9016.511148 sec): 3 clusters Score: Raw -2483584.978752 + Penalty 1949.368164 = -2481635.610588 nChanged 1748 SP:Iteration 4F (9016.554894 sec): 3 clusters Score: Raw -2484599.694541 + Penalty 1949.368164 = -2482650.326377 nChanged 1688 SP:Iteration 5F (9016.601102 sec): 3 clusters Score: Raw -2485756.074693 + Penalty 1949.368164 = -2483806.706529 nChanged 1564 SP:Iteration 6F (9016.645106 sec): 3 clusters Score: Raw -2486989.719224 + Penalty 1949.368164 = -2485040.351060 nChanged 1373 SP:Iteration 7Q (9016.690013 sec): 3 clusters Score: Raw -2488106.879878 + Penalty 1949.368164 = -2486157.511714 nChanged 1158 SP:Iteration 8Q (9016.733816 sec): 3 clusters Score: Raw -2488896.186311 + Penalty 1949.368164 = -2486946.818147 nChanged 877 SP:Iteration 9Q (9016.776752 sec): 3 clusters Score: Raw -2489382.273531 + Penalty 1949.368164 = -2487432.905367 nChanged 619 SP:Iteration 10Q (9016.818554 sec): 3 clusters Score: Raw -2489682.104726 + Penalty 1949.368164 = -2487732.736563 nChanged 510 SP:Iteration 11Q (9016.859563 sec): 3 clusters Score: Raw -2489903.611855 + Penalty 1949.368164 = -2487954.243691 nChanged 461 SP:Iteration 12Q (9016.900493 sec): 3 clusters Score: Raw -2490104.348730 + Penalty 1949.368164 = -2488154.980566 nChanged 444 SP:Iteration 13Q (9016.941811 sec): 3 clusters Score: Raw -2490287.005258 + Penalty 1949.368164 = -2488337.637094 nChanged 398 SP:Iteration 14Q (9016.982365 sec): 3 clusters Score: Raw -2490453.763833 + Penalty 1949.368164 = -2488504.395669 nChanged 400 SP:Iteration 15Q (9017.023410 sec): 3 clusters Score: Raw -2490628.094105 + Penalty 1949.368164 = -2488678.725941 nChanged 349 SP:Iteration 16Q (9017.063892 sec): 3 clusters Score: Raw -2490782.057550 + Penalty 1949.368164 = -2488832.689386 nChanged 330 SP:Iteration 17Q (9017.108172 sec): 3 clusters Score: Raw -2490926.161311 + Penalty 1949.368164 = -2488976.793147 nChanged 315 SP:Iteration 18Q (9017.147261 sec): 3 clusters Score: Raw -2491059.062960 + Penalty 1949.368164 = -2489109.694796 nChanged 314 SP:Iteration 19Q (9017.186570 sec): 3 clusters Score: Raw -2491212.352544 + Penalty 1949.368164 = -2489262.984380 nChanged 289 SP:Iteration 20F (9017.230483 sec): 3 clusters Score: Raw -2491360.649135 + Penalty 1949.368164 = -2489411.280971 nChanged 249 SP:Iteration 21Q (9017.269188 sec): 3 clusters Score: Raw -2491486.004571 + Penalty 1949.368164 = -2489536.636407 nChanged 214 SP:Iteration 22Q (9017.308600 sec): 3 clusters Score: Raw -2491593.553077 + Penalty 1949.368164 = -2489644.184913 nChanged 180 SP:Iteration 23Q (9017.346942 sec): 3 clusters Score: Raw -2491688.567021 + Penalty 1949.368164 = -2489739.198857 nChanged 159 SP:Iteration 24Q (9017.385443 sec): 3 clusters Score: Raw -2491776.245265 + Penalty 1949.368164 = -2489826.877101 nChanged 142 SP:Iteration 25Q (9017.423201 sec): 3 clusters Score: Raw -2491846.930340 + Penalty 1949.368164 = -2489897.562177 nChanged 111 SP:Iteration 26Q (9017.482602 sec): 3 clusters Score: Raw -2491898.757333 + Penalty 1949.368164 = -2489949.389169 nChanged 101 SP:Iteration 27Q (9017.519380 sec): 3 clusters Score: Raw -2491950.747277 + Penalty 1949.368164 = -2490001.379113 nChanged 83 SP:Iteration 28Q (9017.557183 sec): 3 clusters Score: Raw -2491989.492947 + Penalty 1949.368164 = -2490040.124783 nChanged 73 SP:Iteration 29Q (9017.594921 sec): 3 clusters Score: Raw -2492026.297474 + Penalty 1949.368164 = -2490076.929310 nChanged 67 SP:Iteration 30Q (9017.632750 sec): 3 clusters Score: Raw -2492063.013965 + Penalty 1949.368164 = -2490113.645801 nChanged 54 SP:Iteration 31Q (9017.671004 sec): 3 clusters Score: Raw -2492087.764483 + Penalty 1949.368164 = -2490138.396319 nChanged 37 SP:Iteration 32Q (9017.722313 sec): 3 clusters Score: Raw -2492101.671731 + Penalty 1949.368164 = -2490152.303567 nChanged 27 SP:Iteration 33Q (9017.763752 sec): 3 clusters Score: Raw -2492116.890153 + Penalty 1949.368164 = -2490167.521989 nChanged 31 SP:Iteration 34Q (9017.801415 sec): 3 clusters Score: Raw -2492135.551634 + Penalty 1949.368164 = -2490186.183470 nChanged 28 SP:Iteration 35Q (9017.838695 sec): 3 clusters Score: Raw -2492148.270905 + Penalty 1949.368164 = -2490198.902741 nChanged 24 SP:Iteration 36Q (9017.876096 sec): 3 clusters Score: Raw -2492159.473407 + Penalty 1949.368164 = -2490210.105243 nChanged 15 SP:Iteration 37Q (9017.913019 sec): 3 clusters Score: Raw -2492166.456324 + Penalty 1949.368164 = -2490217.088160 nChanged 12 SP:Iteration 38Q (9017.950600 sec): 3 clusters Score: Raw -2492171.984893 + Penalty 1949.368164 = -2490222.616729 nChanged 10 SP:Iteration 39Q (9017.988098 sec): 3 clusters Score: Raw -2492176.600896 + Penalty 1949.368164 = -2490227.232732 nChanged 11 SP:Iteration 40F (9018.036466 sec): 3 clusters Score: Raw -2492181.388223 + Penalty 1949.368164 = -2490232.020059 nChanged 8 SP:Iteration 41Q (9018.074252 sec): 3 clusters Score: Raw -2492184.704728 + Penalty 1949.368164 = -2490235.336564 nChanged 5 SP:Iteration 42Q (9018.111616 sec): 3 clusters Score: Raw -2492187.553646 + Penalty 1949.368164 = -2490238.185482 nChanged 14 SP:Iteration 43Q (9018.150401 sec): 3 clusters Score: Raw -2492194.444113 + Penalty 1949.368164 = -2490245.075949 nChanged 10 SP:Iteration 44Q (9018.192284 sec): 3 clusters Score: Raw -2492198.867619 + Penalty 1949.368164 = -2490249.499455 nChanged 8 SP:Iteration 45Q (9018.251808 sec): 3 clusters Score: Raw -2492202.151177 + Penalty 1949.368164 = -2490252.783013 nChanged 5 SP:Iteration 46Q (9018.288182 sec): 3 clusters Score: Raw -2492203.717086 + Penalty 1949.368164 = -2490254.348922 nChanged 3 SP:Iteration 47Q (9018.326107 sec): 3 clusters Score: Raw -2492204.886367 + Penalty 1949.368164 = -2490255.518203 nChanged 4 SP:Iteration 48Q (9018.366164 sec): 3 clusters Score: Raw -2492207.006665 + Penalty 1949.368164 = -2490257.638501 nChanged 4 SP:Iteration 49Q (9018.407618 sec): 3 clusters Score: Raw -2492208.162565 + Penalty 1949.368164 = -2490258.794401 nChanged 4 SP:Iteration 50Q (9018.444431 sec): 3 clusters Score: Raw -2492209.449595 + Penalty 1949.368164 = -2490260.081431 nChanged 0 SP:Iteration 51F (9018.487586 sec): 3 clusters Score: Raw -2492209.449595 + Penalty 1949.368164 = -2490260.081431 nChanged 0 Trying to split cluster 21 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9018.501019 sec): 2 clusters Score: Raw -266268.837657 + Penalty 753.403756 = -265515.433901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9018.512165 sec): 3 clusters Score: Raw -264844.553213 + Penalty 1506.807512 = -263337.745701 nChanged 1111 SP:Iteration 1F (9018.522389 sec): 3 clusters Score: Raw -265481.857594 + Penalty 1506.807512 = -263975.050081 nChanged 247 SP:Iteration 2F (9018.532613 sec): 3 clusters Score: Raw -265686.105365 + Penalty 1506.807512 = -264179.297852 nChanged 227 SP:Iteration 3F (9018.542793 sec): 3 clusters Score: Raw -265905.520032 + Penalty 1506.807512 = -264398.712519 nChanged 205 SP:Iteration 4F (9018.552973 sec): 3 clusters Score: Raw -266100.485620 + Penalty 1506.807512 = -264593.678108 nChanged 158 SP:Iteration 5F (9018.563173 sec): 3 clusters Score: Raw -266262.636465 + Penalty 1506.807512 = -264755.828952 nChanged 122 SP:Iteration 6Q (9018.573205 sec): 3 clusters Score: Raw -266383.238053 + Penalty 1506.807512 = -264876.430541 nChanged 91 SP:Iteration 7Q (9018.588445 sec): 3 clusters Score: Raw -266474.789538 + Penalty 1506.807512 = -264967.982026 nChanged 65 SP:Iteration 8Q (9018.598498 sec): 3 clusters Score: Raw -266545.891082 + Penalty 1506.807512 = -265039.083569 nChanged 48 SP:Iteration 9Q (9018.608459 sec): 3 clusters Score: Raw -266597.459678 + Penalty 1506.807512 = -265090.652166 nChanged 40 SP:Iteration 10Q (9018.618339 sec): 3 clusters Score: Raw -266635.435892 + Penalty 1506.807512 = -265128.628380 nChanged 28 SP:Iteration 11Q (9018.628187 sec): 3 clusters Score: Raw -266667.209591 + Penalty 1506.807512 = -265160.402078 nChanged 30 SP:Iteration 12Q (9018.637918 sec): 3 clusters Score: Raw -266698.943854 + Penalty 1506.807512 = -265192.136342 nChanged 23 SP:Iteration 13Q (9018.647670 sec): 3 clusters Score: Raw -266717.754925 + Penalty 1506.807512 = -265210.947413 nChanged 16 SP:Iteration 14Q (9018.657437 sec): 3 clusters Score: Raw -266729.163380 + Penalty 1506.807512 = -265222.355867 nChanged 11 SP:Iteration 15Q (9018.667147 sec): 3 clusters Score: Raw -266735.662142 + Penalty 1506.807512 = -265228.854629 nChanged 5 SP:Iteration 16Q (9018.676243 sec): 3 clusters Score: Raw -266738.082601 + Penalty 1506.807512 = -265231.275089 nChanged 3 SP:Iteration 17Q (9018.685957 sec): 3 clusters Score: Raw -266738.865313 + Penalty 1506.807512 = -265232.057800 nChanged 1 SP:Iteration 18Q (9018.695621 sec): 3 clusters Score: Raw -266739.029666 + Penalty 1506.807512 = -265232.222154 nChanged 1 SP:Iteration 19Q (9018.705273 sec): 3 clusters Score: Raw -266739.206170 + Penalty 1506.807512 = -265232.398658 nChanged 1 SP:Iteration 20F (9018.715338 sec): 3 clusters Score: Raw -266742.143510 + Penalty 1506.807512 = -265235.335997 nChanged 1 SP:Iteration 21Q (9018.725051 sec): 3 clusters Score: Raw -266743.116163 + Penalty 1506.807512 = -265236.308651 nChanged 3 SP:Iteration 22Q (9018.734711 sec): 3 clusters Score: Raw -266744.760932 + Penalty 1506.807512 = -265237.953420 nChanged 1 SP:Iteration 23Q (9018.744264 sec): 3 clusters Score: Raw -266745.812025 + Penalty 1506.807512 = -265239.004512 nChanged 1 SP:Iteration 24Q (9018.753839 sec): 3 clusters Score: Raw -266746.148138 + Penalty 1506.807512 = -265239.340626 nChanged 0 SP:Iteration 25F (9018.763970 sec): 3 clusters Score: Raw -266746.148138 + Penalty 1506.807512 = -265239.340626 nChanged 0 Trying to split cluster 22 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9018.776191 sec): 2 clusters Score: Raw -95234.297610 + Penalty 649.342536 = -94584.955075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9018.780393 sec): 3 clusters Score: Raw -94832.023323 + Penalty 1298.685071 = -93533.338252 nChanged 321 SP:Iteration 1F (9018.784177 sec): 3 clusters Score: Raw -95051.496772 + Penalty 1298.685071 = -93752.811701 nChanged 92 SP:Iteration 2F (9018.787956 sec): 3 clusters Score: Raw -95131.431326 + Penalty 1298.685071 = -93832.746255 nChanged 48 SP:Iteration 3F (9018.791729 sec): 3 clusters Score: Raw -95170.277110 + Penalty 1298.685071 = -93871.592038 nChanged 30 SP:Iteration 4Q (9018.795505 sec): 3 clusters Score: Raw -95199.104734 + Penalty 1298.685071 = -93900.419663 nChanged 25 SP:Iteration 5Q (9018.799270 sec): 3 clusters Score: Raw -95225.194464 + Penalty 1298.685071 = -93926.509393 nChanged 25 SP:Iteration 6Q (9018.803030 sec): 3 clusters Score: Raw -95246.990097 + Penalty 1298.685071 = -93948.305026 nChanged 14 SP:Iteration 7Q (9018.806751 sec): 3 clusters Score: Raw -95258.766096 + Penalty 1298.685071 = -93960.081024 nChanged 18 SP:Iteration 8Q (9018.810540 sec): 3 clusters Score: Raw -95276.814336 + Penalty 1298.685071 = -93978.129265 nChanged 23 SP:Iteration 9Q (9018.814303 sec): 3 clusters Score: Raw -95324.325519 + Penalty 1298.685071 = -94025.640448 nChanged 31 SP:Iteration 10Q (9018.818551 sec): 3 clusters Score: Raw -95432.756502 + Penalty 1298.685071 = -94134.071431 nChanged 42 SP:Iteration 11Q (9018.821542 sec): 3 clusters Score: Raw -95834.123762 + Penalty 1298.685071 = -94535.438691 nChanged 51 SP:Iteration 12F (9018.825271 sec): 3 clusters Score: Raw -95958.732870 + Penalty 1298.685071 = -94660.047798 nChanged 40 SP:Iteration 13Q (9018.828933 sec): 3 clusters Score: Raw -96031.379973 + Penalty 1298.685071 = -94732.694902 nChanged 37 SP:Iteration 14Q (9018.836772 sec): 3 clusters Score: Raw -96119.925996 + Penalty 1298.685071 = -94821.240925 nChanged 33 SP:Iteration 15Q (9018.840335 sec): 3 clusters Score: Raw -96219.774885 + Penalty 1298.685071 = -94921.089813 nChanged 18 SP:Iteration 16Q (9018.843828 sec): 3 clusters Score: Raw -96310.542361 + Penalty 1298.685071 = -95011.857290 nChanged 10 SP:Iteration 17Q (9018.847256 sec): 3 clusters Score: Raw -96382.531814 + Penalty 1298.685071 = -95083.846742 nChanged 6 SP:Iteration 18Q (9018.850699 sec): 3 clusters Score: Raw -96514.327521 + Penalty 1298.685071 = -95215.642450 nChanged 2 SP:Iteration 19Q (9018.854163 sec): 3 clusters Score: Raw -96606.959725 + Penalty 1298.685071 = -95308.274654 nChanged 0 SP:Iteration 20F (9018.857912 sec): 3 clusters Score: Raw -96606.959725 + Penalty 1298.685071 = -95308.274654 nChanged 0 Score: Raw -58499363.128206 + Penalty 49431.021155 = -58449932.107050 Splitting cluster 22 changes total score from -58449826.907017 to -58449932.107050 So it's getting split into cluster 39. Trying to split cluster 23 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9029.961802 sec): 2 clusters Score: Raw -44580.618149 + Penalty 591.520984 = -43989.097166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9030.009540 sec): 3 clusters Score: Raw -44495.963120 + Penalty 1183.041967 = -43312.921153 nChanged 156 SP:Iteration 1F (9030.036679 sec): 3 clusters Score: Raw -44642.858263 + Penalty 1183.041967 = -43459.816296 nChanged 41 SP:Iteration 2F (9030.081533 sec): 3 clusters Score: Raw -44701.988714 + Penalty 1183.041967 = -43518.946747 nChanged 26 SP:Iteration 3F (9030.120764 sec): 3 clusters Score: Raw -44731.469883 + Penalty 1183.041967 = -43548.427916 nChanged 19 SP:Iteration 4Q (9030.156434 sec): 3 clusters Score: Raw -44755.064823 + Penalty 1183.041967 = -43572.022856 nChanged 18 SP:Iteration 5Q (9030.203721 sec): 3 clusters Score: Raw -44778.429180 + Penalty 1183.041967 = -43595.387213 nChanged 7 SP:Iteration 6Q (9030.248917 sec): 3 clusters Score: Raw -44786.364990 + Penalty 1183.041967 = -43603.323022 nChanged 3 SP:Iteration 7Q (9030.285131 sec): 3 clusters Score: Raw -44791.622201 + Penalty 1183.041967 = -43608.580234 nChanged 5 SP:Iteration 8Q (9030.330579 sec): 3 clusters Score: Raw -44799.075067 + Penalty 1183.041967 = -43616.033100 nChanged 7 SP:Iteration 9Q (9030.379550 sec): 3 clusters Score: Raw -44806.697578 + Penalty 1183.041967 = -43623.655611 nChanged 4 SP:Iteration 10Q (9030.430135 sec): 3 clusters Score: Raw -44809.841640 + Penalty 1183.041967 = -43626.799672 nChanged 6 SP:Iteration 11Q (9030.470845 sec): 3 clusters Score: Raw -44813.749444 + Penalty 1183.041967 = -43630.707477 nChanged 1 SP:Iteration 12Q (9030.517997 sec): 3 clusters Score: Raw -44814.010533 + Penalty 1183.041967 = -43630.968566 nChanged 0 SP:Iteration 13F (9030.564040 sec): 3 clusters Score: Raw -44814.010533 + Penalty 1183.041967 = -43630.968566 nChanged 0 Trying to split cluster 24 (5779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9030.593718 sec): 2 clusters Score: Raw -574819.472277 + Penalty 822.888664 = -573996.583613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9030.635963 sec): 3 clusters Score: Raw -571461.930110 + Penalty 1645.777328 = -569816.152782 nChanged 2473 SP:Iteration 1F (9030.687709 sec): 3 clusters Score: Raw -572856.190547 + Penalty 1645.777328 = -571210.413219 nChanged 350 SP:Iteration 2F (9030.733757 sec): 3 clusters Score: Raw -573018.601431 + Penalty 1645.777328 = -571372.824103 nChanged 316 SP:Iteration 3F (9030.771803 sec): 3 clusters Score: Raw -573145.022708 + Penalty 1645.777328 = -571499.245380 nChanged 249 SP:Iteration 4Q (9030.819896 sec): 3 clusters Score: Raw -573255.778356 + Penalty 1645.777328 = -571610.001028 nChanged 251 SP:Iteration 5Q (9030.873101 sec): 3 clusters Score: Raw -573367.092536 + Penalty 1645.777328 = -571721.315208 nChanged 209 SP:Iteration 6Q (9030.908647 sec): 3 clusters Score: Raw -573468.691722 + Penalty 1645.777328 = -571822.914394 nChanged 196 SP:Iteration 7Q (9030.961792 sec): 3 clusters Score: Raw -573577.211858 + Penalty 1645.777328 = -571931.434530 nChanged 214 SP:Iteration 8Q (9031.012972 sec): 3 clusters Score: Raw -573716.245593 + Penalty 1645.777328 = -572070.468265 nChanged 222 SP:Iteration 9Q (9031.063061 sec): 3 clusters Score: Raw -573869.935135 + Penalty 1645.777328 = -572224.157807 nChanged 238 SP:Iteration 10Q (9031.117805 sec): 3 clusters Score: Raw -574038.928060 + Penalty 1645.777328 = -572393.150732 nChanged 245 SP:Iteration 11Q (9031.171545 sec): 3 clusters Score: Raw -574201.971033 + Penalty 1645.777328 = -572556.193705 nChanged 211 SP:Iteration 12Q (9031.224025 sec): 3 clusters Score: Raw -574319.823952 + Penalty 1645.777328 = -572674.046624 nChanged 182 SP:Iteration 13Q (9031.281029 sec): 3 clusters Score: Raw -574420.788071 + Penalty 1645.777328 = -572775.010744 nChanged 160 SP:Iteration 14Q (9031.326057 sec): 3 clusters Score: Raw -574493.318542 + Penalty 1645.777328 = -572847.541214 nChanged 134 SP:Iteration 15Q (9031.376560 sec): 3 clusters Score: Raw -574558.054532 + Penalty 1645.777328 = -572912.277204 nChanged 111 SP:Iteration 16Q (9031.424503 sec): 3 clusters Score: Raw -574603.294222 + Penalty 1645.777328 = -572957.516894 nChanged 86 SP:Iteration 17Q (9031.475122 sec): 3 clusters Score: Raw -574629.670196 + Penalty 1645.777328 = -572983.892868 nChanged 56 SP:Iteration 18Q (9031.531670 sec): 3 clusters Score: Raw -574644.306379 + Penalty 1645.777328 = -572998.529051 nChanged 45 SP:Iteration 19Q (9031.566918 sec): 3 clusters Score: Raw -574656.376100 + Penalty 1645.777328 = -573010.598772 nChanged 45 SP:Iteration 20F (9031.621732 sec): 3 clusters Score: Raw -574667.469021 + Penalty 1645.777328 = -573021.691694 nChanged 32 SP:Iteration 21Q (9031.675608 sec): 3 clusters Score: Raw -574675.798686 + Penalty 1645.777328 = -573030.021359 nChanged 24 SP:Iteration 22Q (9031.727880 sec): 3 clusters Score: Raw -574680.921313 + Penalty 1645.777328 = -573035.143985 nChanged 32 SP:Iteration 23Q (9031.778933 sec): 3 clusters Score: Raw -574687.627664 + Penalty 1645.777328 = -573041.850336 nChanged 25 SP:Iteration 24Q (9031.819184 sec): 3 clusters Score: Raw -574692.962510 + Penalty 1645.777328 = -573047.185182 nChanged 28 SP:Iteration 25Q (9031.873164 sec): 3 clusters Score: Raw -574699.526401 + Penalty 1645.777328 = -573053.749073 nChanged 32 SP:Iteration 26Q (9031.925098 sec): 3 clusters Score: Raw -574709.084946 + Penalty 1645.777328 = -573063.307618 nChanged 32 SP:Iteration 27Q (9031.976611 sec): 3 clusters Score: Raw -574718.952630 + Penalty 1645.777328 = -573073.175302 nChanged 38 SP:Iteration 28Q (9032.029287 sec): 3 clusters Score: Raw -574727.818207 + Penalty 1645.777328 = -573082.040879 nChanged 34 SP:Iteration 29Q (9032.092580 sec): 3 clusters Score: Raw -574736.757459 + Penalty 1645.777328 = -573090.980131 nChanged 31 SP:Iteration 30Q (9032.134978 sec): 3 clusters Score: Raw -574744.214321 + Penalty 1645.777328 = -573098.436993 nChanged 31 SP:Iteration 31Q (9032.187192 sec): 3 clusters Score: Raw -574750.535799 + Penalty 1645.777328 = -573104.758472 nChanged 26 SP:Iteration 32Q (9032.240148 sec): 3 clusters Score: Raw -574756.661983 + Penalty 1645.777328 = -573110.884655 nChanged 30 SP:Iteration 33Q (9032.297179 sec): 3 clusters Score: Raw -574762.811553 + Penalty 1645.777328 = -573117.034225 nChanged 23 SP:Iteration 34Q (9032.339437 sec): 3 clusters Score: Raw -574769.191809 + Penalty 1645.777328 = -573123.414481 nChanged 32 SP:Iteration 35Q (9032.392466 sec): 3 clusters Score: Raw -574779.564943 + Penalty 1645.777328 = -573133.787615 nChanged 32 SP:Iteration 36Q (9032.440332 sec): 3 clusters Score: Raw -574787.420582 + Penalty 1645.777328 = -573141.643255 nChanged 31 SP:Iteration 37Q (9032.492707 sec): 3 clusters Score: Raw -574795.303024 + Penalty 1645.777328 = -573149.525696 nChanged 30 SP:Iteration 38Q (9032.542861 sec): 3 clusters Score: Raw -574802.785548 + Penalty 1645.777328 = -573157.008220 nChanged 22 SP:Iteration 39Q (9032.606362 sec): 3 clusters Score: Raw -574808.823223 + Penalty 1645.777328 = -573163.045895 nChanged 26 SP:Iteration 40F (9032.642907 sec): 3 clusters Score: Raw -574814.009524 + Penalty 1645.777328 = -573168.232196 nChanged 24 SP:Iteration 41Q (9032.694296 sec): 3 clusters Score: Raw -574818.866099 + Penalty 1645.777328 = -573173.088771 nChanged 23 SP:Iteration 42Q (9032.748706 sec): 3 clusters Score: Raw -574823.924163 + Penalty 1645.777328 = -573178.146836 nChanged 25 SP:Iteration 43Q (9032.801679 sec): 3 clusters Score: Raw -574828.371697 + Penalty 1645.777328 = -573182.594369 nChanged 22 SP:Iteration 44Q (9032.864648 sec): 3 clusters Score: Raw -574834.244620 + Penalty 1645.777328 = -573188.467292 nChanged 19 SP:Iteration 45Q (9032.907780 sec): 3 clusters Score: Raw -574839.023219 + Penalty 1645.777328 = -573193.245891 nChanged 16 SP:Iteration 46Q (9032.956369 sec): 3 clusters Score: Raw -574843.372461 + Penalty 1645.777328 = -573197.595134 nChanged 17 SP:Iteration 47Q (9033.017067 sec): 3 clusters Score: Raw -574846.582760 + Penalty 1645.777328 = -573200.805432 nChanged 10 SP:Iteration 48Q (9033.065468 sec): 3 clusters Score: Raw -574847.797412 + Penalty 1645.777328 = -573202.020084 nChanged 5 SP:Iteration 49Q (9033.110167 sec): 3 clusters Score: Raw -574848.317768 + Penalty 1645.777328 = -573202.540440 nChanged 4 SP:Iteration 50Q (9033.141712 sec): 3 clusters Score: Raw -574848.958149 + Penalty 1645.777328 = -573203.180821 nChanged 4 SP:Iteration 51Q (9033.189335 sec): 3 clusters Score: Raw -574849.539847 + Penalty 1645.777328 = -573203.762519 nChanged 4 SP:Iteration 52Q (9033.243281 sec): 3 clusters Score: Raw -574850.559871 + Penalty 1645.777328 = -573204.782543 nChanged 8 SP:Iteration 53Q (9033.289217 sec): 3 clusters Score: Raw -574852.021968 + Penalty 1645.777328 = -573206.244640 nChanged 7 SP:Iteration 54Q (9033.341685 sec): 3 clusters Score: Raw -574853.561163 + Penalty 1645.777328 = -573207.783835 nChanged 9 SP:Iteration 55Q (9033.378513 sec): 3 clusters Score: Raw -574855.217967 + Penalty 1645.777328 = -573209.440639 nChanged 7 SP:Iteration 56Q (9033.432217 sec): 3 clusters Score: Raw -574856.510055 + Penalty 1645.777328 = -573210.732727 nChanged 5 SP:Iteration 57Q (9033.488190 sec): 3 clusters Score: Raw -574857.497193 + Penalty 1645.777328 = -573211.719865 nChanged 4 SP:Iteration 58Q (9033.525248 sec): 3 clusters Score: Raw -574858.054075 + Penalty 1645.777328 = -573212.276747 nChanged 4 SP:Iteration 59Q (9033.577251 sec): 3 clusters Score: Raw -574858.699040 + Penalty 1645.777328 = -573212.921713 nChanged 5 SP:Iteration 60F (9033.620959 sec): 3 clusters Score: Raw -574860.248017 + Penalty 1645.777328 = -573214.470689 nChanged 7 SP:Iteration 61Q (9033.671705 sec): 3 clusters Score: Raw -574862.066752 + Penalty 1645.777328 = -573216.289424 nChanged 10 SP:Iteration 62Q (9033.726620 sec): 3 clusters Score: Raw -574865.226747 + Penalty 1645.777328 = -573219.449419 nChanged 15 SP:Iteration 63Q (9033.776456 sec): 3 clusters Score: Raw -574868.828112 + Penalty 1645.777328 = -573223.050784 nChanged 11 SP:Iteration 64Q (9033.831275 sec): 3 clusters Score: Raw -574871.131114 + Penalty 1645.777328 = -573225.353786 nChanged 16 SP:Iteration 65Q (9033.884244 sec): 3 clusters Score: Raw -574875.730116 + Penalty 1645.777328 = -573229.952788 nChanged 17 SP:Iteration 66Q (9033.940952 sec): 3 clusters Score: Raw -574879.752522 + Penalty 1645.777328 = -573233.975194 nChanged 20 SP:Iteration 67Q (9033.984881 sec): 3 clusters Score: Raw -574883.795137 + Penalty 1645.777328 = -573238.017809 nChanged 15 SP:Iteration 68Q (9034.038491 sec): 3 clusters Score: Raw -574887.172861 + Penalty 1645.777328 = -573241.395533 nChanged 17 SP:Iteration 69Q (9034.087320 sec): 3 clusters Score: Raw -574891.265430 + Penalty 1645.777328 = -573245.488102 nChanged 13 SP:Iteration 70Q (9034.142002 sec): 3 clusters Score: Raw -574896.031348 + Penalty 1645.777328 = -573250.254020 nChanged 12 SP:Iteration 71Q (9034.193676 sec): 3 clusters Score: Raw -574900.264279 + Penalty 1645.777328 = -573254.486951 nChanged 16 SP:Iteration 72Q (9034.243816 sec): 3 clusters Score: Raw -574903.619919 + Penalty 1645.777328 = -573257.842591 nChanged 14 SP:Iteration 73Q (9034.287497 sec): 3 clusters Score: Raw -574907.294393 + Penalty 1645.777328 = -573261.517065 nChanged 15 SP:Iteration 74Q (9034.338748 sec): 3 clusters Score: Raw -574911.121501 + Penalty 1645.777328 = -573265.344173 nChanged 14 SP:Iteration 75Q (9034.384406 sec): 3 clusters Score: Raw -574915.008048 + Penalty 1645.777328 = -573269.230720 nChanged 28 SP:Iteration 76Q (9034.442281 sec): 3 clusters Score: Raw -574925.766808 + Penalty 1645.777328 = -573279.989480 nChanged 22 SP:Iteration 77Q (9034.488788 sec): 3 clusters Score: Raw -574934.021392 + Penalty 1645.777328 = -573288.244064 nChanged 17 SP:Iteration 78Q (9034.545922 sec): 3 clusters Score: Raw -574939.727793 + Penalty 1645.777328 = -573293.950465 nChanged 16 SP:Iteration 79Q (9034.587715 sec): 3 clusters Score: Raw -574943.476836 + Penalty 1645.777328 = -573297.699508 nChanged 8 SP:Iteration 80F (9034.633238 sec): 3 clusters Score: Raw -574945.574189 + Penalty 1645.777328 = -573299.796861 nChanged 11 SP:Iteration 81Q (9034.684003 sec): 3 clusters Score: Raw -574947.922398 + Penalty 1645.777328 = -573302.145071 nChanged 11 SP:Iteration 82Q (9034.737161 sec): 3 clusters Score: Raw -574950.230719 + Penalty 1645.777328 = -573304.453391 nChanged 11 SP:Iteration 83Q (9034.793926 sec): 3 clusters Score: Raw -574953.225011 + Penalty 1645.777328 = -573307.447683 nChanged 11 SP:Iteration 84Q (9034.842332 sec): 3 clusters Score: Raw -574956.515633 + Penalty 1645.777328 = -573310.738305 nChanged 10 SP:Iteration 85Q (9034.879444 sec): 3 clusters Score: Raw -574958.209432 + Penalty 1645.777328 = -573312.432104 nChanged 7 SP:Iteration 86Q (9034.940440 sec): 3 clusters Score: Raw -574960.334519 + Penalty 1645.777328 = -573314.557191 nChanged 9 SP:Iteration 87Q (9034.990619 sec): 3 clusters Score: Raw -574963.948828 + Penalty 1645.777328 = -573318.171500 nChanged 11 SP:Iteration 88Q (9035.040806 sec): 3 clusters Score: Raw -574966.277518 + Penalty 1645.777328 = -573320.500190 nChanged 3 SP:Iteration 89Q (9035.081199 sec): 3 clusters Score: Raw -574966.594751 + Penalty 1645.777328 = -573320.817423 nChanged 2 SP:Iteration 90Q (9035.128872 sec): 3 clusters Score: Raw -574966.889015 + Penalty 1645.777328 = -573321.111687 nChanged 0 SP:Iteration 91F (9035.170774 sec): 3 clusters Score: Raw -574966.889015 + Penalty 1645.777328 = -573321.111687 nChanged 0 Trying to split cluster 25 (14235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9035.215696 sec): 2 clusters Score: Raw -1392551.282552 + Penalty 908.528605 = -1391642.753947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9035.274815 sec): 3 clusters Score: Raw -1383768.978649 + Penalty 1817.057210 = -1381951.921439 nChanged 6584 SP:Iteration 1F (9035.342920 sec): 3 clusters Score: Raw -1387533.179643 + Penalty 1817.057210 = -1385716.122433 nChanged 834 SP:Iteration 2F (9035.407817 sec): 3 clusters Score: Raw -1387910.715307 + Penalty 1817.057210 = -1386093.658097 nChanged 856 SP:Iteration 3F (9035.470200 sec): 3 clusters Score: Raw -1388378.196753 + Penalty 1817.057210 = -1386561.139543 nChanged 930 SP:Iteration 4F (9035.543743 sec): 3 clusters Score: Raw -1388971.195832 + Penalty 1817.057210 = -1387154.138622 nChanged 1038 SP:Iteration 5F (9035.602215 sec): 3 clusters Score: Raw -1389755.357552 + Penalty 1817.057210 = -1387938.300342 nChanged 1078 SP:Iteration 6F (9035.666895 sec): 3 clusters Score: Raw -1390727.829139 + Penalty 1817.057210 = -1388910.771929 nChanged 938 SP:Iteration 7F (9035.732173 sec): 3 clusters Score: Raw -1391581.623404 + Penalty 1817.057210 = -1389764.566194 nChanged 691 SP:Iteration 8Q (9035.807929 sec): 3 clusters Score: Raw -1392000.180176 + Penalty 1817.057210 = -1390183.122966 nChanged 401 SP:Iteration 9Q (9035.873768 sec): 3 clusters Score: Raw -1392164.184207 + Penalty 1817.057210 = -1390347.126997 nChanged 229 SP:Iteration 10Q (9035.938054 sec): 3 clusters Score: Raw -1392219.133474 + Penalty 1817.057210 = -1390402.076264 nChanged 138 SP:Iteration 11Q (9036.004790 sec): 3 clusters Score: Raw -1392252.522831 + Penalty 1817.057210 = -1390435.465621 nChanged 115 SP:Iteration 12Q (9036.067758 sec): 3 clusters Score: Raw -1392278.127614 + Penalty 1817.057210 = -1390461.070404 nChanged 107 SP:Iteration 13Q (9036.130294 sec): 3 clusters Score: Raw -1392300.180079 + Penalty 1817.057210 = -1390483.122869 nChanged 92 SP:Iteration 14Q (9036.184596 sec): 3 clusters Score: Raw -1392319.148085 + Penalty 1817.057210 = -1390502.090875 nChanged 91 SP:Iteration 15Q (9036.258877 sec): 3 clusters Score: Raw -1392337.552240 + Penalty 1817.057210 = -1390520.495030 nChanged 82 SP:Iteration 16Q (9036.316107 sec): 3 clusters Score: Raw -1392351.567768 + Penalty 1817.057210 = -1390534.510558 nChanged 63 SP:Iteration 17Q (9036.380499 sec): 3 clusters Score: Raw -1392361.566873 + Penalty 1817.057210 = -1390544.509663 nChanged 50 SP:Iteration 18Q (9036.445624 sec): 3 clusters Score: Raw -1392369.515312 + Penalty 1817.057210 = -1390552.458103 nChanged 52 SP:Iteration 19Q (9036.522283 sec): 3 clusters Score: Raw -1392377.532280 + Penalty 1817.057210 = -1390560.475070 nChanged 48 SP:Iteration 20F (9036.574540 sec): 3 clusters Score: Raw -1392386.917233 + Penalty 1817.057210 = -1390569.860023 nChanged 51 SP:Iteration 21Q (9036.642176 sec): 3 clusters Score: Raw -1392395.854031 + Penalty 1817.057210 = -1390578.796821 nChanged 59 SP:Iteration 22Q (9036.718114 sec): 3 clusters Score: Raw -1392407.129393 + Penalty 1817.057210 = -1390590.072183 nChanged 51 SP:Iteration 23Q (9036.774113 sec): 3 clusters Score: Raw -1392415.455376 + Penalty 1817.057210 = -1390598.398166 nChanged 49 SP:Iteration 24Q (9036.845572 sec): 3 clusters Score: Raw -1392421.491810 + Penalty 1817.057210 = -1390604.434601 nChanged 50 SP:Iteration 25Q (9036.905063 sec): 3 clusters Score: Raw -1392427.046710 + Penalty 1817.057210 = -1390609.989500 nChanged 46 SP:Iteration 26Q (9036.970719 sec): 3 clusters Score: Raw -1392433.606257 + Penalty 1817.057210 = -1390616.549047 nChanged 46 SP:Iteration 27Q (9037.036480 sec): 3 clusters Score: Raw -1392441.077232 + Penalty 1817.057210 = -1390624.020022 nChanged 51 SP:Iteration 28Q (9037.103469 sec): 3 clusters Score: Raw -1392450.281374 + Penalty 1817.057210 = -1390633.224164 nChanged 52 SP:Iteration 29Q (9037.158863 sec): 3 clusters Score: Raw -1392460.548880 + Penalty 1817.057210 = -1390643.491671 nChanged 63 SP:Iteration 30Q (9037.225036 sec): 3 clusters Score: Raw -1392472.934642 + Penalty 1817.057210 = -1390655.877432 nChanged 57 SP:Iteration 31Q (9037.283166 sec): 3 clusters Score: Raw -1392483.824164 + Penalty 1817.057210 = -1390666.766954 nChanged 61 SP:Iteration 32Q (9037.349982 sec): 3 clusters Score: Raw -1392494.565111 + Penalty 1817.057210 = -1390677.507901 nChanged 53 SP:Iteration 33Q (9037.410806 sec): 3 clusters Score: Raw -1392502.287033 + Penalty 1817.057210 = -1390685.229823 nChanged 58 SP:Iteration 34Q (9037.477964 sec): 3 clusters Score: Raw -1392510.473489 + Penalty 1817.057210 = -1390693.416279 nChanged 55 SP:Iteration 35Q (9037.543477 sec): 3 clusters Score: Raw -1392518.583421 + Penalty 1817.057210 = -1390701.526211 nChanged 45 SP:Iteration 36Q (9037.600336 sec): 3 clusters Score: Raw -1392524.999852 + Penalty 1817.057210 = -1390707.942642 nChanged 43 SP:Iteration 37Q (9037.660137 sec): 3 clusters Score: Raw -1392530.155602 + Penalty 1817.057210 = -1390713.098392 nChanged 40 SP:Iteration 38Q (9037.732091 sec): 3 clusters Score: Raw -1392535.836053 + Penalty 1817.057210 = -1390718.778843 nChanged 36 SP:Iteration 39Q (9037.794592 sec): 3 clusters Score: Raw -1392540.677823 + Penalty 1817.057210 = -1390723.620614 nChanged 38 SP:Iteration 40F (9037.855498 sec): 3 clusters Score: Raw -1392545.088579 + Penalty 1817.057210 = -1390728.031369 nChanged 32 SP:Iteration 41Q (9037.921874 sec): 3 clusters Score: Raw -1392548.732376 + Penalty 1817.057210 = -1390731.675166 nChanged 28 SP:Iteration 42Q (9037.995766 sec): 3 clusters Score: Raw -1392552.509514 + Penalty 1817.057210 = -1390735.452304 nChanged 35 SP:Iteration 43Q (9038.044436 sec): 3 clusters Score: Raw -1392557.499852 + Penalty 1817.057210 = -1390740.442642 nChanged 36 SP:Iteration 44Q (9038.117741 sec): 3 clusters Score: Raw -1392563.577129 + Penalty 1817.057210 = -1390746.519919 nChanged 39 SP:Iteration 45Q (9038.186100 sec): 3 clusters Score: Raw -1392571.161282 + Penalty 1817.057210 = -1390754.104072 nChanged 40 SP:Iteration 46Q (9038.251716 sec): 3 clusters Score: Raw -1392578.161976 + Penalty 1817.057210 = -1390761.104766 nChanged 39 SP:Iteration 47Q (9038.300705 sec): 3 clusters Score: Raw -1392586.735025 + Penalty 1817.057210 = -1390769.677815 nChanged 48 SP:Iteration 48Q (9038.370691 sec): 3 clusters Score: Raw -1392595.892405 + Penalty 1817.057210 = -1390778.835195 nChanged 33 SP:Iteration 49Q (9038.438139 sec): 3 clusters Score: Raw -1392601.463643 + Penalty 1817.057210 = -1390784.406433 nChanged 41 SP:Iteration 50Q (9038.504613 sec): 3 clusters Score: Raw -1392609.520293 + Penalty 1817.057210 = -1390792.463083 nChanged 44 SP:Iteration 51Q (9038.558051 sec): 3 clusters Score: Raw -1392618.095633 + Penalty 1817.057210 = -1390801.038423 nChanged 48 SP:Iteration 52Q (9038.623463 sec): 3 clusters Score: Raw -1392629.957914 + Penalty 1817.057210 = -1390812.900704 nChanged 51 SP:Iteration 53Q (9038.698518 sec): 3 clusters Score: Raw -1392638.040701 + Penalty 1817.057210 = -1390820.983491 nChanged 42 SP:Iteration 54Q (9038.748443 sec): 3 clusters Score: Raw -1392646.864415 + Penalty 1817.057210 = -1390829.807205 nChanged 47 SP:Iteration 55Q (9038.814543 sec): 3 clusters Score: Raw -1392656.757727 + Penalty 1817.057210 = -1390839.700517 nChanged 44 SP:Iteration 56Q (9038.880445 sec): 3 clusters Score: Raw -1392664.761147 + Penalty 1817.057210 = -1390847.703937 nChanged 41 SP:Iteration 57Q (9038.933948 sec): 3 clusters Score: Raw -1392671.525466 + Penalty 1817.057210 = -1390854.468256 nChanged 31 SP:Iteration 58Q (9038.969458 sec): 3 clusters Score: Raw -1392676.733381 + Penalty 1817.057210 = -1390859.676171 nChanged 27 SP:Iteration 59Q (9039.038670 sec): 3 clusters Score: Raw -1392680.989047 + Penalty 1817.057210 = -1390863.931837 nChanged 24 SP:Iteration 60F (9039.093951 sec): 3 clusters Score: Raw -1392684.398872 + Penalty 1817.057210 = -1390867.341662 nChanged 26 SP:Iteration 61Q (9039.169207 sec): 3 clusters Score: Raw -1392687.476813 + Penalty 1817.057210 = -1390870.419603 nChanged 20 SP:Iteration 62Q (9039.233363 sec): 3 clusters Score: Raw -1392690.262137 + Penalty 1817.057210 = -1390873.204927 nChanged 18 SP:Iteration 63Q (9039.298833 sec): 3 clusters Score: Raw -1392692.389565 + Penalty 1817.057210 = -1390875.332355 nChanged 20 SP:Iteration 64Q (9039.353133 sec): 3 clusters Score: Raw -1392696.431021 + Penalty 1817.057210 = -1390879.373811 nChanged 28 SP:Iteration 65Q (9039.415456 sec): 3 clusters Score: Raw -1392701.782375 + Penalty 1817.057210 = -1390884.725165 nChanged 38 SP:Iteration 66Q (9039.480225 sec): 3 clusters Score: Raw -1392710.945122 + Penalty 1817.057210 = -1390893.887912 nChanged 34 SP:Iteration 67Q (9039.555502 sec): 3 clusters Score: Raw -1392716.910717 + Penalty 1817.057210 = -1390899.853507 nChanged 28 SP:Iteration 68Q (9039.613756 sec): 3 clusters Score: Raw -1392721.893312 + Penalty 1817.057210 = -1390904.836102 nChanged 29 SP:Iteration 69Q (9039.676679 sec): 3 clusters Score: Raw -1392728.446584 + Penalty 1817.057210 = -1390911.389375 nChanged 23 SP:Iteration 70Q (9039.728393 sec): 3 clusters Score: Raw -1392734.994541 + Penalty 1817.057210 = -1390917.937331 nChanged 26 SP:Iteration 71Q (9039.798077 sec): 3 clusters Score: Raw -1392739.658292 + Penalty 1817.057210 = -1390922.601082 nChanged 16 SP:Iteration 72Q (9039.861669 sec): 3 clusters Score: Raw -1392742.037818 + Penalty 1817.057210 = -1390924.980608 nChanged 19 SP:Iteration 73Q (9039.911741 sec): 3 clusters Score: Raw -1392744.848686 + Penalty 1817.057210 = -1390927.791476 nChanged 15 SP:Iteration 74Q (9039.967527 sec): 3 clusters Score: Raw -1392748.299411 + Penalty 1817.057210 = -1390931.242201 nChanged 19 SP:Iteration 75Q (9040.027623 sec): 3 clusters Score: Raw -1392752.396810 + Penalty 1817.057210 = -1390935.339600 nChanged 20 SP:Iteration 76Q (9040.086122 sec): 3 clusters Score: Raw -1392755.617495 + Penalty 1817.057210 = -1390938.560285 nChanged 14 SP:Iteration 77Q (9040.140111 sec): 3 clusters Score: Raw -1392757.498897 + Penalty 1817.057210 = -1390940.441687 nChanged 18 SP:Iteration 78Q (9040.193101 sec): 3 clusters Score: Raw -1392760.273069 + Penalty 1817.057210 = -1390943.215860 nChanged 18 SP:Iteration 79Q (9040.251724 sec): 3 clusters Score: Raw -1392763.617418 + Penalty 1817.057210 = -1390946.560208 nChanged 19 SP:Iteration 80F (9040.316497 sec): 3 clusters Score: Raw -1392769.437368 + Penalty 1817.057210 = -1390952.380158 nChanged 17 SP:Iteration 81Q (9040.378824 sec): 3 clusters Score: Raw -1392775.022903 + Penalty 1817.057210 = -1390957.965693 nChanged 24 SP:Iteration 82Q (9040.446920 sec): 3 clusters Score: Raw -1392781.336132 + Penalty 1817.057210 = -1390964.278922 nChanged 22 SP:Iteration 83Q (9040.499716 sec): 3 clusters Score: Raw -1392785.805474 + Penalty 1817.057210 = -1390968.748264 nChanged 22 SP:Iteration 84Q (9040.563032 sec): 3 clusters Score: Raw -1392789.654188 + Penalty 1817.057210 = -1390972.596978 nChanged 16 SP:Iteration 85Q (9040.619332 sec): 3 clusters Score: Raw -1392791.971414 + Penalty 1817.057210 = -1390974.914204 nChanged 16 SP:Iteration 86Q (9040.677439 sec): 3 clusters Score: Raw -1392794.479241 + Penalty 1817.057210 = -1390977.422031 nChanged 11 SP:Iteration 87Q (9040.729428 sec): 3 clusters Score: Raw -1392796.499662 + Penalty 1817.057210 = -1390979.442452 nChanged 7 SP:Iteration 88Q (9040.773349 sec): 3 clusters Score: Raw -1392797.128173 + Penalty 1817.057210 = -1390980.070963 nChanged 6 SP:Iteration 89Q (9040.842873 sec): 3 clusters Score: Raw -1392798.155270 + Penalty 1817.057210 = -1390981.098060 nChanged 6 SP:Iteration 90Q (9040.893553 sec): 3 clusters Score: Raw -1392799.055412 + Penalty 1817.057210 = -1390981.998202 nChanged 8 SP:Iteration 91Q (9040.944736 sec): 3 clusters Score: Raw -1392800.195949 + Penalty 1817.057210 = -1390983.138739 nChanged 8 SP:Iteration 92Q (9040.999862 sec): 3 clusters Score: Raw -1392801.293073 + Penalty 1817.057210 = -1390984.235863 nChanged 3 SP:Iteration 93Q (9041.043083 sec): 3 clusters Score: Raw -1392801.758047 + Penalty 1817.057210 = -1390984.700837 nChanged 5 SP:Iteration 94Q (9041.100138 sec): 3 clusters Score: Raw -1392802.602836 + Penalty 1817.057210 = -1390985.545626 nChanged 3 SP:Iteration 95Q (9041.162586 sec): 3 clusters Score: Raw -1392802.790730 + Penalty 1817.057210 = -1390985.733520 nChanged 2 SP:Iteration 96Q (9041.217756 sec): 3 clusters Score: Raw -1392803.055825 + Penalty 1817.057210 = -1390985.998615 nChanged 6 SP:Iteration 97Q (9041.276403 sec): 3 clusters Score: Raw -1392804.612031 + Penalty 1817.057210 = -1390987.554821 nChanged 8 SP:Iteration 98Q (9041.339489 sec): 3 clusters Score: Raw -1392806.085688 + Penalty 1817.057210 = -1390989.028478 nChanged 7 SP:Iteration 99Q (9041.372406 sec): 3 clusters Score: Raw -1392807.737478 + Penalty 1817.057210 = -1390990.680268 nChanged 8 SP:Iteration 100F (9041.437806 sec): 3 clusters Score: Raw -1392808.502530 + Penalty 1817.057210 = -1390991.445320 nChanged 4 SP:Iteration 101Q (9041.490329 sec): 3 clusters Score: Raw -1392809.002870 + Penalty 1817.057210 = -1390991.945660 nChanged 8 SP:Iteration 102Q (9041.551119 sec): 3 clusters Score: Raw -1392809.841382 + Penalty 1817.057210 = -1390992.784172 nChanged 6 SP:Iteration 103Q (9041.611085 sec): 3 clusters Score: Raw -1392810.385582 + Penalty 1817.057210 = -1390993.328372 nChanged 10 SP:Iteration 104Q (9041.670350 sec): 3 clusters Score: Raw -1392811.877063 + Penalty 1817.057210 = -1390994.819853 nChanged 10 SP:Iteration 105Q (9041.730234 sec): 3 clusters Score: Raw -1392812.994327 + Penalty 1817.057210 = -1390995.937117 nChanged 7 SP:Iteration 106Q (9041.791487 sec): 3 clusters Score: Raw -1392813.705348 + Penalty 1817.057210 = -1390996.648138 nChanged 6 SP:Iteration 107Q (9041.848902 sec): 3 clusters Score: Raw -1392814.517628 + Penalty 1817.057210 = -1390997.460418 nChanged 11 SP:Iteration 108Q (9041.909170 sec): 3 clusters Score: Raw -1392816.512817 + Penalty 1817.057210 = -1390999.455607 nChanged 11 SP:Iteration 109Q (9041.963723 sec): 3 clusters Score: Raw -1392818.302443 + Penalty 1817.057210 = -1391001.245233 nChanged 8 SP:Iteration 110Q (9042.023647 sec): 3 clusters Score: Raw -1392819.249568 + Penalty 1817.057210 = -1391002.192358 nChanged 7 SP:Iteration 111Q (9042.086443 sec): 3 clusters Score: Raw -1392820.489140 + Penalty 1817.057210 = -1391003.431930 nChanged 9 SP:Iteration 112Q (9042.137580 sec): 3 clusters Score: Raw -1392822.172642 + Penalty 1817.057210 = -1391005.115433 nChanged 12 SP:Iteration 113Q (9042.194164 sec): 3 clusters Score: Raw -1392824.283128 + Penalty 1817.057210 = -1391007.225918 nChanged 18 SP:Iteration 114Q (9042.263980 sec): 3 clusters Score: Raw -1392827.569002 + Penalty 1817.057210 = -1391010.511792 nChanged 13 SP:Iteration 115Q (9042.314760 sec): 3 clusters Score: Raw -1392830.960138 + Penalty 1817.057210 = -1391013.902928 nChanged 18 SP:Iteration 116Q (9042.374261 sec): 3 clusters Score: Raw -1392835.836289 + Penalty 1817.057210 = -1391018.779079 nChanged 23 SP:Iteration 117Q (9042.437741 sec): 3 clusters Score: Raw -1392843.985738 + Penalty 1817.057210 = -1391026.928528 nChanged 29 SP:Iteration 118Q (9042.493940 sec): 3 clusters Score: Raw -1392852.959208 + Penalty 1817.057210 = -1391035.901998 nChanged 24 SP:Iteration 119Q (9042.552818 sec): 3 clusters Score: Raw -1392860.153286 + Penalty 1817.057210 = -1391043.096076 nChanged 24 SP:Iteration 120F (9042.608253 sec): 3 clusters Score: Raw -1392866.219766 + Penalty 1817.057210 = -1391049.162556 nChanged 18 SP:Iteration 121Q (9042.671486 sec): 3 clusters Score: Raw -1392870.552639 + Penalty 1817.057210 = -1391053.495429 nChanged 17 SP:Iteration 122Q (9042.735752 sec): 3 clusters Score: Raw -1392873.659894 + Penalty 1817.057210 = -1391056.602684 nChanged 16 SP:Iteration 123Q (9042.789686 sec): 3 clusters Score: Raw -1392876.278794 + Penalty 1817.057210 = -1391059.221584 nChanged 5 SP:Iteration 124Q (9042.856708 sec): 3 clusters Score: Raw -1392877.042764 + Penalty 1817.057210 = -1391059.985554 nChanged 5 SP:Iteration 125Q (9042.920557 sec): 3 clusters Score: Raw -1392877.928176 + Penalty 1817.057210 = -1391060.870966 nChanged 4 SP:Iteration 126Q (9042.983343 sec): 3 clusters Score: Raw -1392878.601104 + Penalty 1817.057210 = -1391061.543894 nChanged 6 SP:Iteration 127Q (9043.042521 sec): 3 clusters Score: Raw -1392879.498513 + Penalty 1817.057210 = -1391062.441303 nChanged 9 SP:Iteration 128Q (9043.092562 sec): 3 clusters Score: Raw -1392880.827647 + Penalty 1817.057210 = -1391063.770437 nChanged 6 SP:Iteration 129Q (9043.159694 sec): 3 clusters Score: Raw -1392881.624054 + Penalty 1817.057210 = -1391064.566844 nChanged 5 SP:Iteration 130Q (9043.220703 sec): 3 clusters Score: Raw -1392882.442897 + Penalty 1817.057210 = -1391065.385688 nChanged 1 SP:Iteration 131Q (9043.282234 sec): 3 clusters Score: Raw -1392882.509515 + Penalty 1817.057210 = -1391065.452305 nChanged 0 SP:Iteration 132F (9043.339069 sec): 3 clusters Score: Raw -1392882.509515 + Penalty 1817.057210 = -1391065.452305 nChanged 0 Trying to split cluster 26 (3630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9043.364192 sec): 2 clusters Score: Raw -347801.236405 + Penalty 778.713853 = -347022.522552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9043.406266 sec): 3 clusters Score: Raw -345887.497443 + Penalty 1557.427706 = -344330.069737 nChanged 1492 SP:Iteration 1F (9043.444224 sec): 3 clusters Score: Raw -346774.466072 + Penalty 1557.427706 = -345217.038366 nChanged 265 SP:Iteration 2F (9043.503729 sec): 3 clusters Score: Raw -346927.942528 + Penalty 1557.427706 = -345370.514822 nChanged 199 SP:Iteration 3F (9043.547495 sec): 3 clusters Score: Raw -347040.684828 + Penalty 1557.427706 = -345483.257122 nChanged 171 SP:Iteration 4Q (9043.601214 sec): 3 clusters Score: Raw -347144.637217 + Penalty 1557.427706 = -345587.209510 nChanged 161 SP:Iteration 5Q (9043.653054 sec): 3 clusters Score: Raw -347246.918380 + Penalty 1557.427706 = -345689.490674 nChanged 146 SP:Iteration 6Q (9043.700898 sec): 3 clusters Score: Raw -347337.510713 + Penalty 1557.427706 = -345780.083007 nChanged 124 SP:Iteration 7Q (9043.752949 sec): 3 clusters Score: Raw -347418.486294 + Penalty 1557.427706 = -345861.058588 nChanged 98 SP:Iteration 8Q (9043.807576 sec): 3 clusters Score: Raw -347473.784255 + Penalty 1557.427706 = -345916.356549 nChanged 91 SP:Iteration 9Q (9043.858439 sec): 3 clusters Score: Raw -347531.898498 + Penalty 1557.427706 = -345974.470792 nChanged 80 SP:Iteration 10Q (9043.905754 sec): 3 clusters Score: Raw -347579.226616 + Penalty 1557.427706 = -346021.798909 nChanged 79 SP:Iteration 11Q (9043.947681 sec): 3 clusters Score: Raw -347621.506279 + Penalty 1557.427706 = -346064.078572 nChanged 64 SP:Iteration 12Q (9043.990576 sec): 3 clusters Score: Raw -347651.791280 + Penalty 1557.427706 = -346094.363574 nChanged 61 SP:Iteration 13Q (9044.041462 sec): 3 clusters Score: Raw -347677.795380 + Penalty 1557.427706 = -346120.367674 nChanged 55 SP:Iteration 14Q (9044.090373 sec): 3 clusters Score: Raw -347699.336578 + Penalty 1557.427706 = -346141.908871 nChanged 40 SP:Iteration 15Q (9044.135972 sec): 3 clusters Score: Raw -347710.981634 + Penalty 1557.427706 = -346153.553928 nChanged 25 SP:Iteration 16Q (9044.175142 sec): 3 clusters Score: Raw -347716.581392 + Penalty 1557.427706 = -346159.153685 nChanged 20 SP:Iteration 17Q (9044.223467 sec): 3 clusters Score: Raw -347721.221216 + Penalty 1557.427706 = -346163.793510 nChanged 12 SP:Iteration 18Q (9044.276054 sec): 3 clusters Score: Raw -347723.590791 + Penalty 1557.427706 = -346166.163085 nChanged 11 SP:Iteration 19Q (9044.314502 sec): 3 clusters Score: Raw -347726.453668 + Penalty 1557.427706 = -346169.025962 nChanged 9 SP:Iteration 20F (9044.339087 sec): 3 clusters Score: Raw -347728.733632 + Penalty 1557.427706 = -346171.305926 nChanged 13 SP:Iteration 21Q (9044.356694 sec): 3 clusters Score: Raw -347732.601000 + Penalty 1557.427706 = -346175.173293 nChanged 7 SP:Iteration 22Q (9044.371753 sec): 3 clusters Score: Raw -347734.612298 + Penalty 1557.427706 = -346177.184592 nChanged 4 SP:Iteration 23Q (9044.384537 sec): 3 clusters Score: Raw -347737.111803 + Penalty 1557.427706 = -346179.684097 nChanged 4 SP:Iteration 24Q (9044.417520 sec): 3 clusters Score: Raw -347737.756896 + Penalty 1557.427706 = -346180.329190 nChanged 2 SP:Iteration 25Q (9044.460231 sec): 3 clusters Score: Raw -347738.209983 + Penalty 1557.427706 = -346180.782277 nChanged 0 SP:Iteration 26F (9044.520306 sec): 3 clusters Score: Raw -347738.209983 + Penalty 1557.427706 = -346180.782277 nChanged 0 Trying to split cluster 27 (101346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9044.644274 sec): 2 clusters Score: Raw -9948233.679583 + Penalty 1094.998090 = -9947138.681493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9044.796764 sec): 3 clusters Score: Raw -9881406.232039 + Penalty 2189.996180 = -9879216.235859 nChanged 49044 SP:Iteration 1F (9044.950631 sec): 3 clusters Score: Raw -9911080.795740 + Penalty 2189.996180 = -9908890.799560 nChanged 4632 SP:Iteration 2Q (9045.127842 sec): 3 clusters Score: Raw -9912875.402365 + Penalty 2189.996180 = -9910685.406185 nChanged 5684 SP:Iteration 3F (9045.285382 sec): 3 clusters Score: Raw -9915852.194539 + Penalty 2189.996180 = -9913662.198359 nChanged 7016 SP:Iteration 4F (9045.444263 sec): 3 clusters Score: Raw -9920536.470611 + Penalty 2189.996180 = -9918346.474431 nChanged 8056 SP:Iteration 5F (9045.601907 sec): 3 clusters Score: Raw -9927137.764839 + Penalty 2189.996180 = -9924947.768659 nChanged 8247 SP:Iteration 6F (9045.763495 sec): 3 clusters Score: Raw -9934973.222872 + Penalty 2189.996180 = -9932783.226692 nChanged 6773 SP:Iteration 7F (9045.904094 sec): 3 clusters Score: Raw -9941590.548388 + Penalty 2189.996180 = -9939400.552208 nChanged 4216 SP:Iteration 8Q (9046.066345 sec): 3 clusters Score: Raw -9945570.497379 + Penalty 2189.996180 = -9943380.501199 nChanged 2026 SP:Iteration 9Q (9046.209059 sec): 3 clusters Score: Raw -9947328.527813 + Penalty 2189.996180 = -9945138.531633 nChanged 777 SP:Iteration 10Q (9046.369211 sec): 3 clusters Score: Raw -9947955.927662 + Penalty 2189.996180 = -9945765.931482 nChanged 274 SP:Iteration 11Q (9046.519837 sec): 3 clusters Score: Raw -9948190.146337 + Penalty 2189.996180 = -9946000.150157 nChanged 84 SP:Iteration 12Q (9046.656884 sec): 3 clusters Score: Raw -9948268.960165 + Penalty 2189.996180 = -9946078.963985 nChanged 30 SP:Iteration 13Q (9046.809736 sec): 3 clusters Score: Raw -9948297.507098 + Penalty 2189.996180 = -9946107.510919 nChanged 21 SP:Iteration 14Q (9046.955803 sec): 3 clusters Score: Raw -9948319.579788 + Penalty 2189.996180 = -9946129.583609 nChanged 19 SP:Iteration 15Q (9047.098241 sec): 3 clusters Score: Raw -9948341.217775 + Penalty 2189.996180 = -9946151.221595 nChanged 18 SP:Iteration 16Q (9047.256879 sec): 3 clusters Score: Raw -9948361.015188 + Penalty 2189.996180 = -9946171.019008 nChanged 13 SP:Iteration 17Q (9047.401281 sec): 3 clusters Score: Raw -9948371.608436 + Penalty 2189.996180 = -9946181.612256 nChanged 9 SP:Iteration 18Q (9047.553494 sec): 3 clusters Score: Raw -9948378.148812 + Penalty 2189.996180 = -9946188.152632 nChanged 6 SP:Iteration 19Q (9047.700823 sec): 3 clusters Score: Raw -9948385.941382 + Penalty 2189.996180 = -9946195.945202 nChanged 8 SP:Iteration 20F (9047.867430 sec): 3 clusters Score: Raw -9948392.812550 + Penalty 2189.996180 = -9946202.816370 nChanged 4 SP:Iteration 21Q (9048.014054 sec): 3 clusters Score: Raw -9948398.597716 + Penalty 2189.996180 = -9946208.601536 nChanged 7 SP:Iteration 22Q (9048.164140 sec): 3 clusters Score: Raw -9948404.705735 + Penalty 2189.996180 = -9946214.709555 nChanged 1 SP:Iteration 23Q (9048.317703 sec): 3 clusters Score: Raw -9948405.006073 + Penalty 2189.996180 = -9946215.009893 nChanged 0 SP:Iteration 24F (9048.478686 sec): 3 clusters Score: Raw -9948405.006073 + Penalty 2189.996180 = -9946215.009893 nChanged 0 Trying to split cluster 28 (1361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9048.512423 sec): 2 clusters Score: Raw -119293.957357 + Penalty 685.517625 = -118608.439731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9048.563117 sec): 3 clusters Score: Raw -118704.414333 + Penalty 1371.035251 = -117333.379083 nChanged 458 SP:Iteration 1F (9048.597543 sec): 3 clusters Score: Raw -119010.842931 + Penalty 1371.035251 = -117639.807681 nChanged 102 SP:Iteration 2F (9048.650817 sec): 3 clusters Score: Raw -119087.182592 + Penalty 1371.035251 = -117716.147341 nChanged 64 SP:Iteration 3Q (9048.697392 sec): 3 clusters Score: Raw -119129.512465 + Penalty 1371.035251 = -117758.477215 nChanged 51 SP:Iteration 4Q (9048.742816 sec): 3 clusters Score: Raw -119164.292827 + Penalty 1371.035251 = -117793.257577 nChanged 44 SP:Iteration 5Q (9048.782090 sec): 3 clusters Score: Raw -119185.123101 + Penalty 1371.035251 = -117814.087851 nChanged 27 SP:Iteration 6Q (9048.830193 sec): 3 clusters Score: Raw -119200.377535 + Penalty 1371.035251 = -117829.342284 nChanged 22 SP:Iteration 7Q (9048.866111 sec): 3 clusters Score: Raw -119211.439485 + Penalty 1371.035251 = -117840.404234 nChanged 20 SP:Iteration 8Q (9048.907548 sec): 3 clusters Score: Raw -119221.323538 + Penalty 1371.035251 = -117850.288287 nChanged 16 SP:Iteration 9Q (9048.934506 sec): 3 clusters Score: Raw -119231.042397 + Penalty 1371.035251 = -117860.007147 nChanged 20 SP:Iteration 10Q (9048.983375 sec): 3 clusters Score: Raw -119238.719224 + Penalty 1371.035251 = -117867.683973 nChanged 15 SP:Iteration 11Q (9049.014710 sec): 3 clusters Score: Raw -119246.525198 + Penalty 1371.035251 = -117875.489947 nChanged 13 SP:Iteration 12Q (9049.058753 sec): 3 clusters Score: Raw -119253.038601 + Penalty 1371.035251 = -117882.003350 nChanged 12 SP:Iteration 13Q (9049.106597 sec): 3 clusters Score: Raw -119259.462176 + Penalty 1371.035251 = -117888.426926 nChanged 13 SP:Iteration 14Q (9049.144498 sec): 3 clusters Score: Raw -119267.202779 + Penalty 1371.035251 = -117896.167529 nChanged 15 SP:Iteration 15Q (9049.185982 sec): 3 clusters Score: Raw -119276.337233 + Penalty 1371.035251 = -117905.301983 nChanged 13 SP:Iteration 16Q (9049.223947 sec): 3 clusters Score: Raw -119282.772476 + Penalty 1371.035251 = -117911.737225 nChanged 13 SP:Iteration 17Q (9049.253461 sec): 3 clusters Score: Raw -119287.119788 + Penalty 1371.035251 = -117916.084537 nChanged 12 SP:Iteration 18Q (9049.299788 sec): 3 clusters Score: Raw -119292.879018 + Penalty 1371.035251 = -117921.843767 nChanged 11 SP:Iteration 19Q (9049.331304 sec): 3 clusters Score: Raw -119297.990631 + Penalty 1371.035251 = -117926.955381 nChanged 13 SP:Iteration 20F (9049.369105 sec): 3 clusters Score: Raw -119304.511306 + Penalty 1371.035251 = -117933.476055 nChanged 11 SP:Iteration 21Q (9049.407469 sec): 3 clusters Score: Raw -119308.629038 + Penalty 1371.035251 = -117937.593788 nChanged 8 SP:Iteration 22Q (9049.447866 sec): 3 clusters Score: Raw -119312.956683 + Penalty 1371.035251 = -117941.921433 nChanged 7 SP:Iteration 23Q (9049.487415 sec): 3 clusters Score: Raw -119317.212023 + Penalty 1371.035251 = -117946.176773 nChanged 7 SP:Iteration 24Q (9049.532077 sec): 3 clusters Score: Raw -119320.905435 + Penalty 1371.035251 = -117949.870184 nChanged 6 SP:Iteration 25Q (9049.573319 sec): 3 clusters Score: Raw -119324.086321 + Penalty 1371.035251 = -117953.051070 nChanged 6 SP:Iteration 26Q (9049.615168 sec): 3 clusters Score: Raw -119326.512645 + Penalty 1371.035251 = -117955.477394 nChanged 8 SP:Iteration 27Q (9049.657296 sec): 3 clusters Score: Raw -119329.469945 + Penalty 1371.035251 = -117958.434694 nChanged 7 SP:Iteration 28Q (9049.686137 sec): 3 clusters Score: Raw -119332.713858 + Penalty 1371.035251 = -117961.678607 nChanged 11 SP:Iteration 29Q (9049.731563 sec): 3 clusters Score: Raw -119337.792057 + Penalty 1371.035251 = -117966.756806 nChanged 8 SP:Iteration 30Q (9049.774427 sec): 3 clusters Score: Raw -119344.151794 + Penalty 1371.035251 = -117973.116544 nChanged 11 SP:Iteration 31Q (9049.817899 sec): 3 clusters Score: Raw -119350.680873 + Penalty 1371.035251 = -117979.645622 nChanged 9 SP:Iteration 32Q (9049.862028 sec): 3 clusters Score: Raw -119354.833382 + Penalty 1371.035251 = -117983.798131 nChanged 7 SP:Iteration 33Q (9049.907087 sec): 3 clusters Score: Raw -119357.487626 + Penalty 1371.035251 = -117986.452376 nChanged 7 SP:Iteration 34Q (9049.959300 sec): 3 clusters Score: Raw -119361.735438 + Penalty 1371.035251 = -117990.700187 nChanged 8 SP:Iteration 35Q (9049.996780 sec): 3 clusters Score: Raw -119366.224863 + Penalty 1371.035251 = -117995.189612 nChanged 8 SP:Iteration 36Q (9050.046248 sec): 3 clusters Score: Raw -119371.421998 + Penalty 1371.035251 = -118000.386747 nChanged 13 SP:Iteration 37Q (9050.093562 sec): 3 clusters Score: Raw -119378.524896 + Penalty 1371.035251 = -118007.489645 nChanged 12 SP:Iteration 38Q (9050.137697 sec): 3 clusters Score: Raw -119384.156504 + Penalty 1371.035251 = -118013.121253 nChanged 15 SP:Iteration 39Q (9050.187926 sec): 3 clusters Score: Raw -119392.222726 + Penalty 1371.035251 = -118021.187476 nChanged 10 SP:Iteration 40F (9050.233735 sec): 3 clusters Score: Raw -119399.474400 + Penalty 1371.035251 = -118028.439149 nChanged 10 SP:Iteration 41Q (9050.283380 sec): 3 clusters Score: Raw -119407.142034 + Penalty 1371.035251 = -118036.106784 nChanged 9 SP:Iteration 42Q (9050.331792 sec): 3 clusters Score: Raw -119412.335504 + Penalty 1371.035251 = -118041.300254 nChanged 9 SP:Iteration 43Q (9050.380173 sec): 3 clusters Score: Raw -119416.539251 + Penalty 1371.035251 = -118045.504000 nChanged 8 SP:Iteration 44Q (9050.427903 sec): 3 clusters Score: Raw -119419.655037 + Penalty 1371.035251 = -118048.619786 nChanged 3 SP:Iteration 45Q (9050.471202 sec): 3 clusters Score: Raw -119421.142441 + Penalty 1371.035251 = -118050.107191 nChanged 4 SP:Iteration 46Q (9050.510003 sec): 3 clusters Score: Raw -119423.221656 + Penalty 1371.035251 = -118052.186405 nChanged 4 SP:Iteration 47Q (9050.555682 sec): 3 clusters Score: Raw -119424.651929 + Penalty 1371.035251 = -118053.616678 nChanged 3 SP:Iteration 48Q (9050.601780 sec): 3 clusters Score: Raw -119425.526993 + Penalty 1371.035251 = -118054.491743 nChanged 2 SP:Iteration 49Q (9050.660339 sec): 3 clusters Score: Raw -119426.060202 + Penalty 1371.035251 = -118055.024952 nChanged 2 SP:Iteration 50Q (9050.690627 sec): 3 clusters Score: Raw -119426.912544 + Penalty 1371.035251 = -118055.877293 nChanged 3 SP:Iteration 51Q (9050.731528 sec): 3 clusters Score: Raw -119428.743898 + Penalty 1371.035251 = -118057.708647 nChanged 2 SP:Iteration 52Q (9050.778112 sec): 3 clusters Score: Raw -119429.394265 + Penalty 1371.035251 = -118058.359014 nChanged 1 SP:Iteration 53Q (9050.820220 sec): 3 clusters Score: Raw -119430.231482 + Penalty 1371.035251 = -118059.196232 nChanged 3 SP:Iteration 54Q (9050.867156 sec): 3 clusters Score: Raw -119431.212444 + Penalty 1371.035251 = -118060.177194 nChanged 1 SP:Iteration 55Q (9050.910089 sec): 3 clusters Score: Raw -119431.805049 + Penalty 1371.035251 = -118060.769798 nChanged 1 SP:Iteration 56Q (9050.957149 sec): 3 clusters Score: Raw -119433.357645 + Penalty 1371.035251 = -118062.322394 nChanged 1 SP:Iteration 57Q (9051.000590 sec): 3 clusters Score: Raw -119433.765547 + Penalty 1371.035251 = -118062.730296 nChanged 1 SP:Iteration 58Q (9051.042639 sec): 3 clusters Score: Raw -119434.620976 + Penalty 1371.035251 = -118063.585725 nChanged 0 SP:Iteration 59F (9051.090210 sec): 3 clusters Score: Raw -119434.620976 + Penalty 1371.035251 = -118063.585725 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9051.108186 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9051.153933 sec): 3 clusters Score: Raw -7792.156349 + Penalty 992.891868 = -6799.264481 nChanged 50 SP:Iteration 1F (9051.200520 sec): 3 clusters Score: Raw -7917.402338 + Penalty 992.891868 = -6924.510470 nChanged 9 SP:Iteration 2Q (9051.257414 sec): 3 clusters Score: Raw -7957.181457 + Penalty 992.891868 = -6964.289589 nChanged 5 SP:Iteration 3Q (9051.305377 sec): 3 clusters Score: Raw -7992.534743 + Penalty 992.891868 = -6999.642875 nChanged 7 SP:Iteration 4Q (9051.340475 sec): 3 clusters Score: Raw -8021.281383 + Penalty 992.891868 = -7028.389515 nChanged 8 SP:Iteration 5Q (9051.378558 sec): 3 clusters Score: Raw -8062.334840 + Penalty 992.891868 = -7069.442972 nChanged 5 SP:Iteration 6Q (9051.424578 sec): 3 clusters Score: Raw -8108.083195 + Penalty 992.891868 = -7115.191327 nChanged 5 SP:Iteration 7Q (9051.461571 sec): 3 clusters Score: Raw -8126.442155 + Penalty 992.891868 = -7133.550287 nChanged 1 SP:Iteration 8Q (9051.507679 sec): 3 clusters Score: Raw -8128.257300 + Penalty 992.891868 = -7135.365432 nChanged 0 SP:Iteration 9F (9051.553576 sec): 3 clusters Score: Raw -8128.257300 + Penalty 992.891868 = -7135.365432 nChanged 0 Trying to split cluster 30 (8045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9051.586311 sec): 2 clusters Score: Raw -741587.716109 + Penalty 854.316576 = -740733.399534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9051.641900 sec): 3 clusters Score: Raw -736855.867407 + Penalty 1708.633151 = -735147.234255 nChanged 3566 SP:Iteration 1F (9051.691786 sec): 3 clusters Score: Raw -738845.935047 + Penalty 1708.633151 = -737137.301895 nChanged 449 SP:Iteration 2F (9051.746073 sec): 3 clusters Score: Raw -739046.372191 + Penalty 1708.633151 = -737337.739040 nChanged 428 SP:Iteration 3F (9051.793380 sec): 3 clusters Score: Raw -739235.091258 + Penalty 1708.633151 = -737526.458107 nChanged 375 SP:Iteration 4Q (9051.846292 sec): 3 clusters Score: Raw -739415.970997 + Penalty 1708.633151 = -737707.337846 nChanged 369 SP:Iteration 5Q (9051.901228 sec): 3 clusters Score: Raw -739629.492636 + Penalty 1708.633151 = -737920.859484 nChanged 408 SP:Iteration 6F (9051.957702 sec): 3 clusters Score: Raw -739909.296334 + Penalty 1708.633151 = -738200.663183 nChanged 408 SP:Iteration 7F (9052.010510 sec): 3 clusters Score: Raw -740180.189843 + Penalty 1708.633151 = -738471.556692 nChanged 388 SP:Iteration 8Q (9052.068597 sec): 3 clusters Score: Raw -740424.509706 + Penalty 1708.633151 = -738715.876555 nChanged 364 SP:Iteration 9Q (9052.123348 sec): 3 clusters Score: Raw -740643.414620 + Penalty 1708.633151 = -738934.781469 nChanged 287 SP:Iteration 10Q (9052.182064 sec): 3 clusters Score: Raw -740794.532040 + Penalty 1708.633151 = -739085.898889 nChanged 250 SP:Iteration 11Q (9052.234294 sec): 3 clusters Score: Raw -740892.665047 + Penalty 1708.633151 = -739184.031895 nChanged 166 SP:Iteration 12Q (9052.281267 sec): 3 clusters Score: Raw -740953.448251 + Penalty 1708.633151 = -739244.815100 nChanged 145 SP:Iteration 13Q (9052.339970 sec): 3 clusters Score: Raw -740998.756780 + Penalty 1708.633151 = -739290.123628 nChanged 100 SP:Iteration 14Q (9052.376811 sec): 3 clusters Score: Raw -741027.900776 + Penalty 1708.633151 = -739319.267625 nChanged 86 SP:Iteration 15Q (9052.426727 sec): 3 clusters Score: Raw -741051.775021 + Penalty 1708.633151 = -739343.141870 nChanged 71 SP:Iteration 16Q (9052.487372 sec): 3 clusters Score: Raw -741067.905498 + Penalty 1708.633151 = -739359.272346 nChanged 55 SP:Iteration 17Q (9052.539781 sec): 3 clusters Score: Raw -741080.589718 + Penalty 1708.633151 = -739371.956567 nChanged 50 SP:Iteration 18Q (9052.587623 sec): 3 clusters Score: Raw -741090.088851 + Penalty 1708.633151 = -739381.455700 nChanged 39 SP:Iteration 19Q (9052.638287 sec): 3 clusters Score: Raw -741095.674185 + Penalty 1708.633151 = -739387.041034 nChanged 42 SP:Iteration 20F (9052.689015 sec): 3 clusters Score: Raw -741100.833758 + Penalty 1708.633151 = -739392.200607 nChanged 26 SP:Iteration 21Q (9052.752937 sec): 3 clusters Score: Raw -741104.917052 + Penalty 1708.633151 = -739396.283901 nChanged 20 SP:Iteration 22Q (9052.800362 sec): 3 clusters Score: Raw -741107.369740 + Penalty 1708.633151 = -739398.736589 nChanged 14 SP:Iteration 23Q (9052.855169 sec): 3 clusters Score: Raw -741108.441901 + Penalty 1708.633151 = -739399.808750 nChanged 11 SP:Iteration 24Q (9052.912242 sec): 3 clusters Score: Raw -741109.194131 + Penalty 1708.633151 = -739400.560979 nChanged 14 SP:Iteration 25Q (9052.966929 sec): 3 clusters Score: Raw -741110.963158 + Penalty 1708.633151 = -739402.330007 nChanged 16 SP:Iteration 26Q (9053.023003 sec): 3 clusters Score: Raw -741112.921873 + Penalty 1708.633151 = -739404.288722 nChanged 15 SP:Iteration 27Q (9053.071743 sec): 3 clusters Score: Raw -741114.434562 + Penalty 1708.633151 = -739405.801411 nChanged 20 SP:Iteration 28Q (9053.119335 sec): 3 clusters Score: Raw -741116.580394 + Penalty 1708.633151 = -739407.947242 nChanged 18 SP:Iteration 29Q (9053.170336 sec): 3 clusters Score: Raw -741118.633651 + Penalty 1708.633151 = -739410.000500 nChanged 22 SP:Iteration 30Q (9053.223462 sec): 3 clusters Score: Raw -741122.311298 + Penalty 1708.633151 = -739413.678147 nChanged 26 SP:Iteration 31Q (9053.280624 sec): 3 clusters Score: Raw -741127.178709 + Penalty 1708.633151 = -739418.545558 nChanged 43 SP:Iteration 32Q (9053.331016 sec): 3 clusters Score: Raw -741135.289864 + Penalty 1708.633151 = -739426.656713 nChanged 36 SP:Iteration 33Q (9053.385638 sec): 3 clusters Score: Raw -741141.394551 + Penalty 1708.633151 = -739432.761399 nChanged 41 SP:Iteration 34Q (9053.447176 sec): 3 clusters Score: Raw -741147.457703 + Penalty 1708.633151 = -739438.824552 nChanged 43 SP:Iteration 35Q (9053.499624 sec): 3 clusters Score: Raw -741155.189884 + Penalty 1708.633151 = -739446.556732 nChanged 40 SP:Iteration 36Q (9053.542804 sec): 3 clusters Score: Raw -741163.072848 + Penalty 1708.633151 = -739454.439697 nChanged 31 SP:Iteration 37Q (9053.606779 sec): 3 clusters Score: Raw -741168.395572 + Penalty 1708.633151 = -739459.762421 nChanged 41 SP:Iteration 38Q (9053.654343 sec): 3 clusters Score: Raw -741177.409554 + Penalty 1708.633151 = -739468.776403 nChanged 54 SP:Iteration 39Q (9053.711934 sec): 3 clusters Score: Raw -741189.538332 + Penalty 1708.633151 = -739480.905181 nChanged 61 SP:Iteration 40F (9053.759923 sec): 3 clusters Score: Raw -741203.291747 + Penalty 1708.633151 = -739494.658596 nChanged 61 SP:Iteration 41Q (9053.810911 sec): 3 clusters Score: Raw -741217.689925 + Penalty 1708.633151 = -739509.056774 nChanged 61 SP:Iteration 42Q (9053.869680 sec): 3 clusters Score: Raw -741229.911820 + Penalty 1708.633151 = -739521.278669 nChanged 51 SP:Iteration 43Q (9053.924019 sec): 3 clusters Score: Raw -741241.249263 + Penalty 1708.633151 = -739532.616112 nChanged 54 SP:Iteration 44Q (9053.972462 sec): 3 clusters Score: Raw -741254.014283 + Penalty 1708.633151 = -739545.381131 nChanged 51 SP:Iteration 45Q (9054.031197 sec): 3 clusters Score: Raw -741268.391685 + Penalty 1708.633151 = -739559.758534 nChanged 63 SP:Iteration 46Q (9054.079125 sec): 3 clusters Score: Raw -741284.257352 + Penalty 1708.633151 = -739575.624201 nChanged 60 SP:Iteration 47Q (9054.139842 sec): 3 clusters Score: Raw -741301.385370 + Penalty 1708.633151 = -739592.752218 nChanged 71 SP:Iteration 48Q (9054.197085 sec): 3 clusters Score: Raw -741318.790475 + Penalty 1708.633151 = -739610.157323 nChanged 57 SP:Iteration 49Q (9054.247897 sec): 3 clusters Score: Raw -741331.615010 + Penalty 1708.633151 = -739622.981859 nChanged 58 SP:Iteration 50Q (9054.306464 sec): 3 clusters Score: Raw -741343.832430 + Penalty 1708.633151 = -739635.199278 nChanged 45 SP:Iteration 51Q (9054.362966 sec): 3 clusters Score: Raw -741352.045206 + Penalty 1708.633151 = -739643.412054 nChanged 42 SP:Iteration 52Q (9054.420883 sec): 3 clusters Score: Raw -741359.699490 + Penalty 1708.633151 = -739651.066339 nChanged 54 SP:Iteration 53Q (9054.474727 sec): 3 clusters Score: Raw -741372.071524 + Penalty 1708.633151 = -739663.438373 nChanged 47 SP:Iteration 54Q (9054.519662 sec): 3 clusters Score: Raw -741379.967449 + Penalty 1708.633151 = -739671.334298 nChanged 41 SP:Iteration 55Q (9054.572118 sec): 3 clusters Score: Raw -741387.623988 + Penalty 1708.633151 = -739678.990837 nChanged 44 SP:Iteration 56Q (9054.622005 sec): 3 clusters Score: Raw -741396.038200 + Penalty 1708.633151 = -739687.405049 nChanged 43 SP:Iteration 57Q (9054.673327 sec): 3 clusters Score: Raw -741407.269259 + Penalty 1708.633151 = -739698.636107 nChanged 49 SP:Iteration 58Q (9054.722930 sec): 3 clusters Score: Raw -741419.137322 + Penalty 1708.633151 = -739710.504171 nChanged 52 SP:Iteration 59Q (9054.791209 sec): 3 clusters Score: Raw -741432.236218 + Penalty 1708.633151 = -739723.603067 nChanged 52 SP:Iteration 60F (9054.837918 sec): 3 clusters Score: Raw -741445.481019 + Penalty 1708.633151 = -739736.847867 nChanged 46 SP:Iteration 61Q (9054.886358 sec): 3 clusters Score: Raw -741456.866012 + Penalty 1708.633151 = -739748.232861 nChanged 39 SP:Iteration 62Q (9054.943045 sec): 3 clusters Score: Raw -741466.651799 + Penalty 1708.633151 = -739758.018647 nChanged 42 SP:Iteration 63Q (9054.986338 sec): 3 clusters Score: Raw -741474.990665 + Penalty 1708.633151 = -739766.357514 nChanged 35 SP:Iteration 64Q (9055.036801 sec): 3 clusters Score: Raw -741480.845469 + Penalty 1708.633151 = -739772.212318 nChanged 30 SP:Iteration 65Q (9055.093520 sec): 3 clusters Score: Raw -741486.544857 + Penalty 1708.633151 = -739777.911706 nChanged 37 SP:Iteration 66Q (9055.143965 sec): 3 clusters Score: Raw -741494.816971 + Penalty 1708.633151 = -739786.183820 nChanged 27 SP:Iteration 67Q (9055.188059 sec): 3 clusters Score: Raw -741498.419707 + Penalty 1708.633151 = -739789.786555 nChanged 21 SP:Iteration 68Q (9055.235249 sec): 3 clusters Score: Raw -741501.388875 + Penalty 1708.633151 = -739792.755724 nChanged 9 SP:Iteration 69Q (9055.289536 sec): 3 clusters Score: Raw -741502.310607 + Penalty 1708.633151 = -739793.677455 nChanged 6 SP:Iteration 70Q (9055.338332 sec): 3 clusters Score: Raw -741502.816612 + Penalty 1708.633151 = -739794.183460 nChanged 4 SP:Iteration 71Q (9055.394660 sec): 3 clusters Score: Raw -741503.410385 + Penalty 1708.633151 = -739794.777234 nChanged 7 SP:Iteration 72Q (9055.448095 sec): 3 clusters Score: Raw -741504.335614 + Penalty 1708.633151 = -739795.702462 nChanged 9 SP:Iteration 73Q (9055.491474 sec): 3 clusters Score: Raw -741505.799759 + Penalty 1708.633151 = -739797.166608 nChanged 8 SP:Iteration 74Q (9055.545987 sec): 3 clusters Score: Raw -741507.003758 + Penalty 1708.633151 = -739798.370607 nChanged 11 SP:Iteration 75Q (9055.599464 sec): 3 clusters Score: Raw -741508.817293 + Penalty 1708.633151 = -739800.184142 nChanged 10 SP:Iteration 76Q (9055.647829 sec): 3 clusters Score: Raw -741509.833313 + Penalty 1708.633151 = -739801.200162 nChanged 11 SP:Iteration 77Q (9055.697174 sec): 3 clusters Score: Raw -741511.279547 + Penalty 1708.633151 = -739802.646396 nChanged 15 SP:Iteration 78Q (9055.748263 sec): 3 clusters Score: Raw -741513.183844 + Penalty 1708.633151 = -739804.550692 nChanged 12 SP:Iteration 79Q (9055.800895 sec): 3 clusters Score: Raw -741514.199407 + Penalty 1708.633151 = -739805.566256 nChanged 9 SP:Iteration 80F (9055.854426 sec): 3 clusters Score: Raw -741515.427365 + Penalty 1708.633151 = -739806.794214 nChanged 8 SP:Iteration 81Q (9055.910194 sec): 3 clusters Score: Raw -741516.354994 + Penalty 1708.633151 = -739807.721842 nChanged 6 SP:Iteration 82Q (9055.942793 sec): 3 clusters Score: Raw -741517.324016 + Penalty 1708.633151 = -739808.690865 nChanged 7 SP:Iteration 83Q (9055.999459 sec): 3 clusters Score: Raw -741519.204696 + Penalty 1708.633151 = -739810.571545 nChanged 12 SP:Iteration 84Q (9056.046707 sec): 3 clusters Score: Raw -741521.491953 + Penalty 1708.633151 = -739812.858802 nChanged 17 SP:Iteration 85Q (9056.101077 sec): 3 clusters Score: Raw -741524.755736 + Penalty 1708.633151 = -739816.122585 nChanged 23 SP:Iteration 86Q (9056.154591 sec): 3 clusters Score: Raw -741529.712110 + Penalty 1708.633151 = -739821.078959 nChanged 33 SP:Iteration 87Q (9056.208692 sec): 3 clusters Score: Raw -741538.927944 + Penalty 1708.633151 = -739830.294793 nChanged 36 SP:Iteration 88Q (9056.260335 sec): 3 clusters Score: Raw -741549.579243 + Penalty 1708.633151 = -739840.946092 nChanged 34 SP:Iteration 89Q (9056.305718 sec): 3 clusters Score: Raw -741561.084032 + Penalty 1708.633151 = -739852.450880 nChanged 34 SP:Iteration 90Q (9056.359094 sec): 3 clusters Score: Raw -741571.681923 + Penalty 1708.633151 = -739863.048771 nChanged 27 SP:Iteration 91Q (9056.409167 sec): 3 clusters Score: Raw -741578.171887 + Penalty 1708.633151 = -739869.538736 nChanged 23 SP:Iteration 92Q (9056.457323 sec): 3 clusters Score: Raw -741583.410030 + Penalty 1708.633151 = -739874.776879 nChanged 18 SP:Iteration 93Q (9056.509257 sec): 3 clusters Score: Raw -741586.252354 + Penalty 1708.633151 = -739877.619202 nChanged 15 SP:Iteration 94Q (9056.559969 sec): 3 clusters Score: Raw -741589.272509 + Penalty 1708.633151 = -739880.639357 nChanged 15 SP:Iteration 95Q (9056.606250 sec): 3 clusters Score: Raw -741592.440672 + Penalty 1708.633151 = -739883.807521 nChanged 16 SP:Iteration 96Q (9056.667601 sec): 3 clusters Score: Raw -741595.247950 + Penalty 1708.633151 = -739886.614799 nChanged 15 SP:Iteration 97Q (9056.711568 sec): 3 clusters Score: Raw -741597.655810 + Penalty 1708.633151 = -739889.022659 nChanged 19 SP:Iteration 98Q (9056.761678 sec): 3 clusters Score: Raw -741602.039415 + Penalty 1708.633151 = -739893.406263 nChanged 23 SP:Iteration 99Q (9056.813464 sec): 3 clusters Score: Raw -741606.702094 + Penalty 1708.633151 = -739898.068943 nChanged 23 SP:Iteration 100F (9056.869545 sec): 3 clusters Score: Raw -741611.486960 + Penalty 1708.633151 = -739902.853808 nChanged 20 SP:Iteration 101Q (9056.920055 sec): 3 clusters Score: Raw -741616.261863 + Penalty 1708.633151 = -739907.628711 nChanged 18 SP:Iteration 102Q (9056.974318 sec): 3 clusters Score: Raw -741620.198811 + Penalty 1708.633151 = -739911.565659 nChanged 16 SP:Iteration 103Q (9057.018860 sec): 3 clusters Score: Raw -741623.323831 + Penalty 1708.633151 = -739914.690680 nChanged 21 SP:Iteration 104Q (9057.075148 sec): 3 clusters Score: Raw -741627.380128 + Penalty 1708.633151 = -739918.746977 nChanged 24 SP:Iteration 105Q (9057.129050 sec): 3 clusters Score: Raw -741633.449379 + Penalty 1708.633151 = -739924.816228 nChanged 22 SP:Iteration 106Q (9057.193021 sec): 3 clusters Score: Raw -741639.303034 + Penalty 1708.633151 = -739930.669883 nChanged 19 SP:Iteration 107Q (9057.234154 sec): 3 clusters Score: Raw -741643.589785 + Penalty 1708.633151 = -739934.956634 nChanged 15 SP:Iteration 108Q (9057.292193 sec): 3 clusters Score: Raw -741646.046216 + Penalty 1708.633151 = -739937.413064 nChanged 14 SP:Iteration 109Q (9057.330420 sec): 3 clusters Score: Raw -741648.671871 + Penalty 1708.633151 = -739940.038720 nChanged 16 SP:Iteration 110Q (9057.383284 sec): 3 clusters Score: Raw -741652.550376 + Penalty 1708.633151 = -739943.917225 nChanged 16 SP:Iteration 111Q (9057.443337 sec): 3 clusters Score: Raw -741657.302416 + Penalty 1708.633151 = -739948.669264 nChanged 22 SP:Iteration 112Q (9057.489093 sec): 3 clusters Score: Raw -741662.046785 + Penalty 1708.633151 = -739953.413633 nChanged 13 SP:Iteration 113Q (9057.544369 sec): 3 clusters Score: Raw -741664.582879 + Penalty 1708.633151 = -739955.949728 nChanged 18 SP:Iteration 114Q (9057.595160 sec): 3 clusters Score: Raw -741667.715255 + Penalty 1708.633151 = -739959.082104 nChanged 11 SP:Iteration 115Q (9057.646792 sec): 3 clusters Score: Raw -741669.279671 + Penalty 1708.633151 = -739960.646520 nChanged 7 SP:Iteration 116Q (9057.711360 sec): 3 clusters Score: Raw -741670.203854 + Penalty 1708.633151 = -739961.570702 nChanged 5 SP:Iteration 117Q (9057.763600 sec): 3 clusters Score: Raw -741671.206866 + Penalty 1708.633151 = -739962.573715 nChanged 6 SP:Iteration 118Q (9057.803752 sec): 3 clusters Score: Raw -741672.336431 + Penalty 1708.633151 = -739963.703280 nChanged 8 SP:Iteration 119Q (9057.862529 sec): 3 clusters Score: Raw -741674.593307 + Penalty 1708.633151 = -739965.960156 nChanged 11 SP:Iteration 120F (9057.912074 sec): 3 clusters Score: Raw -741676.789531 + Penalty 1708.633151 = -739968.156380 nChanged 11 SP:Iteration 121Q (9057.969233 sec): 3 clusters Score: Raw -741678.737223 + Penalty 1708.633151 = -739970.104072 nChanged 11 SP:Iteration 122Q (9058.023540 sec): 3 clusters Score: Raw -741680.250489 + Penalty 1708.633151 = -739971.617338 nChanged 9 SP:Iteration 123Q (9058.074127 sec): 3 clusters Score: Raw -741681.588957 + Penalty 1708.633151 = -739972.955806 nChanged 9 SP:Iteration 124Q (9058.118732 sec): 3 clusters Score: Raw -741683.000640 + Penalty 1708.633151 = -739974.367488 nChanged 8 SP:Iteration 125Q (9058.167024 sec): 3 clusters Score: Raw -741684.734217 + Penalty 1708.633151 = -739976.101066 nChanged 7 SP:Iteration 126Q (9058.218867 sec): 3 clusters Score: Raw -741685.845912 + Penalty 1708.633151 = -739977.212761 nChanged 8 SP:Iteration 127Q (9058.272750 sec): 3 clusters Score: Raw -741687.136779 + Penalty 1708.633151 = -739978.503627 nChanged 9 SP:Iteration 128Q (9058.333030 sec): 3 clusters Score: Raw -741688.330922 + Penalty 1708.633151 = -739979.697771 nChanged 8 SP:Iteration 129Q (9058.375582 sec): 3 clusters Score: Raw -741689.336210 + Penalty 1708.633151 = -739980.703059 nChanged 5 SP:Iteration 130Q (9058.434811 sec): 3 clusters Score: Raw -741690.196486 + Penalty 1708.633151 = -739981.563335 nChanged 3 SP:Iteration 131Q (9058.476896 sec): 3 clusters Score: Raw -741690.670465 + Penalty 1708.633151 = -739982.037314 nChanged 5 SP:Iteration 132Q (9058.540924 sec): 3 clusters Score: Raw -741691.071018 + Penalty 1708.633151 = -739982.437867 nChanged 5 SP:Iteration 133Q (9058.586281 sec): 3 clusters Score: Raw -741691.475104 + Penalty 1708.633151 = -739982.841953 nChanged 2 SP:Iteration 134Q (9058.641662 sec): 3 clusters Score: Raw -741691.707319 + Penalty 1708.633151 = -739983.074168 nChanged 3 SP:Iteration 135Q (9058.689346 sec): 3 clusters Score: Raw -741691.891919 + Penalty 1708.633151 = -739983.258768 nChanged 1 SP:Iteration 136Q (9058.748625 sec): 3 clusters Score: Raw -741691.945832 + Penalty 1708.633151 = -739983.312681 nChanged 1 SP:Iteration 137Q (9058.806320 sec): 3 clusters Score: Raw -741692.013211 + Penalty 1708.633151 = -739983.380060 nChanged 2 SP:Iteration 138Q (9058.843710 sec): 3 clusters Score: Raw -741692.348574 + Penalty 1708.633151 = -739983.715423 nChanged 4 SP:Iteration 139Q (9058.902252 sec): 3 clusters Score: Raw -741693.062287 + Penalty 1708.633151 = -739984.429136 nChanged 4 SP:Iteration 140F (9058.950660 sec): 3 clusters Score: Raw -741693.457333 + Penalty 1708.633151 = -739984.824182 nChanged 3 SP:Iteration 141Q (9059.016578 sec): 3 clusters Score: Raw -741693.951067 + Penalty 1708.633151 = -739985.317916 nChanged 1 SP:Iteration 142Q (9059.069206 sec): 3 clusters Score: Raw -741694.007399 + Penalty 1708.633151 = -739985.374247 nChanged 0 SP:Iteration 143F (9059.124405 sec): 3 clusters Score: Raw -741694.007399 + Penalty 1708.633151 = -739985.374247 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9059.148127 sec): 2 clusters Score: Raw -14839.423622 + Penalty 504.285431 = -14335.138191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9059.194259 sec): 3 clusters Score: Raw -14925.491105 + Penalty 1008.570863 = -13916.920242 nChanged 55 SP:Iteration 1F (9059.240232 sec): 3 clusters Score: Raw -15084.681417 + Penalty 1008.570863 = -14076.110555 nChanged 18 SP:Iteration 2F (9059.288744 sec): 3 clusters Score: Raw -15173.775150 + Penalty 1008.570863 = -14165.204287 nChanged 5 SP:Iteration 3Q (9059.334075 sec): 3 clusters Score: Raw -15190.399299 + Penalty 1008.570863 = -14181.828436 nChanged 0 SP:Iteration 4F (9059.385300 sec): 3 clusters Score: Raw -15190.399299 + Penalty 1008.570863 = -14181.828436 nChanged 0 Trying to split cluster 32 (4642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9059.415815 sec): 2 clusters Score: Raw -444612.829276 + Penalty 802.075556 = -443810.753720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9059.464002 sec): 3 clusters Score: Raw -442113.669578 + Penalty 1604.151111 = -440509.518467 nChanged 1996 SP:Iteration 1F (9059.513712 sec): 3 clusters Score: Raw -443235.126783 + Penalty 1604.151111 = -441630.975672 nChanged 324 SP:Iteration 2F (9059.553317 sec): 3 clusters Score: Raw -443387.975484 + Penalty 1604.151111 = -441783.824373 nChanged 238 SP:Iteration 3F (9059.600236 sec): 3 clusters Score: Raw -443495.600071 + Penalty 1604.151111 = -441891.448960 nChanged 217 SP:Iteration 4Q (9059.654212 sec): 3 clusters Score: Raw -443595.388141 + Penalty 1604.151111 = -441991.237030 nChanged 194 SP:Iteration 5Q (9059.692226 sec): 3 clusters Score: Raw -443679.424097 + Penalty 1604.151111 = -442075.272985 nChanged 154 SP:Iteration 6Q (9059.745305 sec): 3 clusters Score: Raw -443752.079545 + Penalty 1604.151111 = -442147.928433 nChanged 158 SP:Iteration 7Q (9059.782124 sec): 3 clusters Score: Raw -443833.729245 + Penalty 1604.151111 = -442229.578133 nChanged 131 SP:Iteration 8Q (9059.830457 sec): 3 clusters Score: Raw -443896.531097 + Penalty 1604.151111 = -442292.379985 nChanged 115 SP:Iteration 9Q (9059.875482 sec): 3 clusters Score: Raw -443952.756274 + Penalty 1604.151111 = -442348.605162 nChanged 117 SP:Iteration 10Q (9059.922821 sec): 3 clusters Score: Raw -444006.891665 + Penalty 1604.151111 = -442402.740553 nChanged 123 SP:Iteration 11Q (9059.972120 sec): 3 clusters Score: Raw -444071.917110 + Penalty 1604.151111 = -442467.765999 nChanged 117 SP:Iteration 12Q (9060.013772 sec): 3 clusters Score: Raw -444136.321283 + Penalty 1604.151111 = -442532.170171 nChanged 115 SP:Iteration 13Q (9060.059482 sec): 3 clusters Score: Raw -444188.646842 + Penalty 1604.151111 = -442584.495730 nChanged 103 SP:Iteration 14Q (9060.108723 sec): 3 clusters Score: Raw -444246.775910 + Penalty 1604.151111 = -442642.624799 nChanged 101 SP:Iteration 15Q (9060.148550 sec): 3 clusters Score: Raw -444297.453581 + Penalty 1604.151111 = -442693.302469 nChanged 79 SP:Iteration 16Q (9060.197041 sec): 3 clusters Score: Raw -444333.629773 + Penalty 1604.151111 = -442729.478662 nChanged 70 SP:Iteration 17Q (9060.245453 sec): 3 clusters Score: Raw -444358.521617 + Penalty 1604.151111 = -442754.370505 nChanged 50 SP:Iteration 18Q (9060.291065 sec): 3 clusters Score: Raw -444376.911884 + Penalty 1604.151111 = -442772.760773 nChanged 41 SP:Iteration 19Q (9060.330441 sec): 3 clusters Score: Raw -444394.730879 + Penalty 1604.151111 = -442790.579768 nChanged 35 SP:Iteration 20F (9060.375323 sec): 3 clusters Score: Raw -444408.166304 + Penalty 1604.151111 = -442804.015192 nChanged 29 SP:Iteration 21Q (9060.420730 sec): 3 clusters Score: Raw -444415.380671 + Penalty 1604.151111 = -442811.229560 nChanged 27 SP:Iteration 22Q (9060.469148 sec): 3 clusters Score: Raw -444421.283463 + Penalty 1604.151111 = -442817.132352 nChanged 20 SP:Iteration 23Q (9060.516821 sec): 3 clusters Score: Raw -444424.323732 + Penalty 1604.151111 = -442820.172621 nChanged 14 SP:Iteration 24Q (9060.568115 sec): 3 clusters Score: Raw -444427.985771 + Penalty 1604.151111 = -442823.834659 nChanged 18 SP:Iteration 25Q (9060.608533 sec): 3 clusters Score: Raw -444432.304978 + Penalty 1604.151111 = -442828.153867 nChanged 18 SP:Iteration 26Q (9060.658392 sec): 3 clusters Score: Raw -444436.964461 + Penalty 1604.151111 = -442832.813350 nChanged 17 SP:Iteration 27Q (9060.702782 sec): 3 clusters Score: Raw -444441.239818 + Penalty 1604.151111 = -442837.088707 nChanged 14 SP:Iteration 28Q (9060.752691 sec): 3 clusters Score: Raw -444444.572111 + Penalty 1604.151111 = -442840.421000 nChanged 16 SP:Iteration 29Q (9060.798444 sec): 3 clusters Score: Raw -444448.676867 + Penalty 1604.151111 = -442844.525755 nChanged 14 SP:Iteration 30Q (9060.843434 sec): 3 clusters Score: Raw -444452.912008 + Penalty 1604.151111 = -442848.760896 nChanged 9 SP:Iteration 31Q (9060.890446 sec): 3 clusters Score: Raw -444454.679603 + Penalty 1604.151111 = -442850.528491 nChanged 10 SP:Iteration 32Q (9060.936686 sec): 3 clusters Score: Raw -444456.285549 + Penalty 1604.151111 = -442852.134438 nChanged 4 SP:Iteration 33Q (9060.977834 sec): 3 clusters Score: Raw -444457.246714 + Penalty 1604.151111 = -442853.095603 nChanged 4 SP:Iteration 34Q (9061.036285 sec): 3 clusters Score: Raw -444457.891092 + Penalty 1604.151111 = -442853.739981 nChanged 4 SP:Iteration 35Q (9061.074054 sec): 3 clusters Score: Raw -444458.175400 + Penalty 1604.151111 = -442854.024288 nChanged 1 SP:Iteration 36Q (9061.122118 sec): 3 clusters Score: Raw -444458.284886 + Penalty 1604.151111 = -442854.133775 nChanged 1 SP:Iteration 37Q (9061.169135 sec): 3 clusters Score: Raw -444458.447918 + Penalty 1604.151111 = -442854.296807 nChanged 3 SP:Iteration 38Q (9061.217689 sec): 3 clusters Score: Raw -444458.804685 + Penalty 1604.151111 = -442854.653574 nChanged 1 SP:Iteration 39Q (9061.264757 sec): 3 clusters Score: Raw -444458.898853 + Penalty 1604.151111 = -442854.747741 nChanged 1 SP:Iteration 40F (9061.299968 sec): 3 clusters Score: Raw -444459.006725 + Penalty 1604.151111 = -442854.855613 nChanged 0 Trying to split cluster 33 (5447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9061.326497 sec): 2 clusters Score: Raw -435707.147846 + Penalty 817.267926 = -434889.879919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9061.375534 sec): 3 clusters Score: Raw -432630.659703 + Penalty 1634.535853 = -430996.123851 nChanged 2394 SP:Iteration 1F (9061.426782 sec): 3 clusters Score: Raw -434091.213917 + Penalty 1634.535853 = -432456.678064 nChanged 402 SP:Iteration 2F (9061.467960 sec): 3 clusters Score: Raw -434335.835767 + Penalty 1634.535853 = -432701.299914 nChanged 363 SP:Iteration 3F (9061.509943 sec): 3 clusters Score: Raw -434573.033199 + Penalty 1634.535853 = -432938.497347 nChanged 344 SP:Iteration 4F (9061.554717 sec): 3 clusters Score: Raw -434812.703537 + Penalty 1634.535853 = -433178.167684 nChanged 309 SP:Iteration 5F (9061.602902 sec): 3 clusters Score: Raw -435014.800429 + Penalty 1634.535853 = -433380.264577 nChanged 248 SP:Iteration 6Q (9061.651024 sec): 3 clusters Score: Raw -435161.891413 + Penalty 1634.535853 = -433527.355560 nChanged 236 SP:Iteration 7Q (9061.689144 sec): 3 clusters Score: Raw -435291.339227 + Penalty 1634.535853 = -433656.803375 nChanged 187 SP:Iteration 8Q (9061.743284 sec): 3 clusters Score: Raw -435409.970252 + Penalty 1634.535853 = -433775.434400 nChanged 185 SP:Iteration 9Q (9061.775507 sec): 3 clusters Score: Raw -435513.320996 + Penalty 1634.535853 = -433878.785143 nChanged 162 SP:Iteration 10Q (9061.818599 sec): 3 clusters Score: Raw -435571.660998 + Penalty 1634.535853 = -433937.125145 nChanged 110 SP:Iteration 11Q (9061.873181 sec): 3 clusters Score: Raw -435605.165830 + Penalty 1634.535853 = -433970.629977 nChanged 95 SP:Iteration 12Q (9061.912137 sec): 3 clusters Score: Raw -435630.505124 + Penalty 1634.535853 = -433995.969271 nChanged 86 SP:Iteration 13Q (9061.967851 sec): 3 clusters Score: Raw -435649.954535 + Penalty 1634.535853 = -434015.418683 nChanged 60 SP:Iteration 14Q (9062.008044 sec): 3 clusters Score: Raw -435662.002157 + Penalty 1634.535853 = -434027.466305 nChanged 49 SP:Iteration 15Q (9062.053793 sec): 3 clusters Score: Raw -435670.608169 + Penalty 1634.535853 = -434036.072316 nChanged 46 SP:Iteration 16Q (9062.099194 sec): 3 clusters Score: Raw -435678.711875 + Penalty 1634.535853 = -434044.176022 nChanged 30 SP:Iteration 17Q (9062.148175 sec): 3 clusters Score: Raw -435682.903090 + Penalty 1634.535853 = -434048.367237 nChanged 18 SP:Iteration 18Q (9062.198436 sec): 3 clusters Score: Raw -435685.536113 + Penalty 1634.535853 = -434051.000261 nChanged 13 SP:Iteration 19Q (9062.244309 sec): 3 clusters Score: Raw -435687.146614 + Penalty 1634.535853 = -434052.610761 nChanged 9 SP:Iteration 20F (9062.290600 sec): 3 clusters Score: Raw -435688.064298 + Penalty 1634.535853 = -434053.528445 nChanged 5 SP:Iteration 21Q (9062.336500 sec): 3 clusters Score: Raw -435688.446999 + Penalty 1634.535853 = -434053.911146 nChanged 3 SP:Iteration 22Q (9062.383726 sec): 3 clusters Score: Raw -435688.997473 + Penalty 1634.535853 = -434054.461620 nChanged 3 SP:Iteration 23Q (9062.439116 sec): 3 clusters Score: Raw -435689.351452 + Penalty 1634.535853 = -434054.815600 nChanged 4 SP:Iteration 24Q (9062.479721 sec): 3 clusters Score: Raw -435689.854894 + Penalty 1634.535853 = -434055.319041 nChanged 4 SP:Iteration 25Q (9062.530686 sec): 3 clusters Score: Raw -435690.240620 + Penalty 1634.535853 = -434055.704767 nChanged 6 SP:Iteration 26Q (9062.591390 sec): 3 clusters Score: Raw -435691.206544 + Penalty 1634.535853 = -434056.670691 nChanged 5 SP:Iteration 27Q (9062.645366 sec): 3 clusters Score: Raw -435691.742316 + Penalty 1634.535853 = -434057.206463 nChanged 7 SP:Iteration 28Q (9062.696961 sec): 3 clusters Score: Raw -435692.538387 + Penalty 1634.535853 = -434058.002534 nChanged 6 SP:Iteration 29Q (9062.737885 sec): 3 clusters Score: Raw -435693.498189 + Penalty 1634.535853 = -434058.962336 nChanged 3 SP:Iteration 30Q (9062.798295 sec): 3 clusters Score: Raw -435693.825480 + Penalty 1634.535853 = -434059.289628 nChanged 1 SP:Iteration 31Q (9062.842898 sec): 3 clusters Score: Raw -435693.951819 + Penalty 1634.535853 = -434059.415967 nChanged 0 SP:Iteration 32F (9062.895489 sec): 3 clusters Score: Raw -435693.951819 + Penalty 1634.535853 = -434059.415967 nChanged 0 Trying to split cluster 34 (3720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9062.923860 sec): 2 clusters Score: Raw -335879.698732 + Penalty 781.040500 = -335098.658232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9062.968833 sec): 3 clusters Score: Raw -333957.232035 + Penalty 1562.081000 = -332395.151035 nChanged 1530 SP:Iteration 1F (9063.018656 sec): 3 clusters Score: Raw -334914.777917 + Penalty 1562.081000 = -333352.696917 nChanged 338 SP:Iteration 2F (9063.072113 sec): 3 clusters Score: Raw -335191.663504 + Penalty 1562.081000 = -333629.582504 nChanged 274 SP:Iteration 3F (9063.131138 sec): 3 clusters Score: Raw -335391.185915 + Penalty 1562.081000 = -333829.104915 nChanged 214 SP:Iteration 4F (9063.184059 sec): 3 clusters Score: Raw -335564.251401 + Penalty 1562.081000 = -334002.170401 nChanged 190 SP:Iteration 5F (9063.237609 sec): 3 clusters Score: Raw -335729.100507 + Penalty 1562.081000 = -334167.019507 nChanged 175 SP:Iteration 6Q (9063.291544 sec): 3 clusters Score: Raw -335840.196363 + Penalty 1562.081000 = -334278.115363 nChanged 134 SP:Iteration 7Q (9063.343989 sec): 3 clusters Score: Raw -335929.130710 + Penalty 1562.081000 = -334367.049710 nChanged 121 SP:Iteration 8Q (9063.398050 sec): 3 clusters Score: Raw -335999.396549 + Penalty 1562.081000 = -334437.315549 nChanged 98 SP:Iteration 9Q (9063.451496 sec): 3 clusters Score: Raw -336042.341480 + Penalty 1562.081000 = -334480.260480 nChanged 90 SP:Iteration 10Q (9063.498071 sec): 3 clusters Score: Raw -336080.367975 + Penalty 1562.081000 = -334518.286975 nChanged 76 SP:Iteration 11Q (9063.551954 sec): 3 clusters Score: Raw -336110.327777 + Penalty 1562.081000 = -334548.246777 nChanged 65 SP:Iteration 12Q (9063.592003 sec): 3 clusters Score: Raw -336129.929819 + Penalty 1562.081000 = -334567.848820 nChanged 51 SP:Iteration 13Q (9063.636360 sec): 3 clusters Score: Raw -336149.401344 + Penalty 1562.081000 = -334587.320344 nChanged 44 SP:Iteration 14Q (9063.684524 sec): 3 clusters Score: Raw -336169.270461 + Penalty 1562.081000 = -334607.189461 nChanged 47 SP:Iteration 15Q (9063.729729 sec): 3 clusters Score: Raw -336183.813841 + Penalty 1562.081000 = -334621.732841 nChanged 37 SP:Iteration 16Q (9063.780303 sec): 3 clusters Score: Raw -336192.819248 + Penalty 1562.081000 = -334630.738248 nChanged 32 SP:Iteration 17Q (9063.824825 sec): 3 clusters Score: Raw -336201.842237 + Penalty 1562.081000 = -334639.761237 nChanged 26 SP:Iteration 18Q (9063.884226 sec): 3 clusters Score: Raw -336209.605728 + Penalty 1562.081000 = -334647.524728 nChanged 24 SP:Iteration 19Q (9063.937412 sec): 3 clusters Score: Raw -336214.940762 + Penalty 1562.081000 = -334652.859762 nChanged 26 SP:Iteration 20F (9063.976653 sec): 3 clusters Score: Raw -336220.143807 + Penalty 1562.081000 = -334658.062807 nChanged 25 SP:Iteration 21Q (9064.039152 sec): 3 clusters Score: Raw -336225.099339 + Penalty 1562.081000 = -334663.018339 nChanged 24 SP:Iteration 22Q (9064.094459 sec): 3 clusters Score: Raw -336231.702750 + Penalty 1562.081000 = -334669.621750 nChanged 26 SP:Iteration 23Q (9064.144679 sec): 3 clusters Score: Raw -336239.219100 + Penalty 1562.081000 = -334677.138100 nChanged 21 SP:Iteration 24Q (9064.196008 sec): 3 clusters Score: Raw -336243.468122 + Penalty 1562.081000 = -334681.387122 nChanged 12 SP:Iteration 25Q (9064.249953 sec): 3 clusters Score: Raw -336244.937778 + Penalty 1562.081000 = -334682.856778 nChanged 8 SP:Iteration 26Q (9064.304582 sec): 3 clusters Score: Raw -336246.065983 + Penalty 1562.081000 = -334683.984983 nChanged 6 SP:Iteration 27Q (9064.358753 sec): 3 clusters Score: Raw -336247.211735 + Penalty 1562.081000 = -334685.130735 nChanged 6 SP:Iteration 28Q (9064.408500 sec): 3 clusters Score: Raw -336248.114583 + Penalty 1562.081000 = -334686.033583 nChanged 5 SP:Iteration 29Q (9064.450402 sec): 3 clusters Score: Raw -336249.433791 + Penalty 1562.081000 = -334687.352791 nChanged 8 SP:Iteration 30Q (9064.510804 sec): 3 clusters Score: Raw -336250.871910 + Penalty 1562.081000 = -334688.790910 nChanged 4 SP:Iteration 31Q (9064.560435 sec): 3 clusters Score: Raw -336251.557071 + Penalty 1562.081000 = -334689.476071 nChanged 8 SP:Iteration 32Q (9064.600001 sec): 3 clusters Score: Raw -336252.445681 + Penalty 1562.081000 = -334690.364681 nChanged 3 SP:Iteration 33Q (9064.647273 sec): 3 clusters Score: Raw -336252.741786 + Penalty 1562.081000 = -334690.660786 nChanged 3 SP:Iteration 34Q (9064.709556 sec): 3 clusters Score: Raw -336253.037569 + Penalty 1562.081000 = -334690.956569 nChanged 1 SP:Iteration 35Q (9064.761609 sec): 3 clusters Score: Raw -336253.139267 + Penalty 1562.081000 = -334691.058267 nChanged 1 SP:Iteration 36Q (9064.812828 sec): 3 clusters Score: Raw -336253.195472 + Penalty 1562.081000 = -334691.114472 nChanged 1 SP:Iteration 37Q (9064.865153 sec): 3 clusters Score: Raw -336253.281579 + Penalty 1562.081000 = -334691.200579 nChanged 2 SP:Iteration 38Q (9064.911153 sec): 3 clusters Score: Raw -336253.950537 + Penalty 1562.081000 = -334691.869537 nChanged 2 SP:Iteration 39Q (9064.962391 sec): 3 clusters Score: Raw -336254.153470 + Penalty 1562.081000 = -334692.072470 nChanged 2 SP:Iteration 40F (9065.011033 sec): 3 clusters Score: Raw -336254.362684 + Penalty 1562.081000 = -334692.281684 nChanged 1 SP:Iteration 41Q (9065.051290 sec): 3 clusters Score: Raw -336254.402027 + Penalty 1562.081000 = -334692.321027 nChanged 0 SP:Iteration 42F (9065.108990 sec): 3 clusters Score: Raw -336254.402027 + Penalty 1562.081000 = -334692.321027 nChanged 0 Trying to split cluster 35 (16574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9065.134845 sec): 2 clusters Score: Raw -1639620.225814 + Penalty 922.981096 = -1638697.244719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9065.213425 sec): 3 clusters Score: Raw -1629440.546751 + Penalty 1845.962191 = -1627594.584560 nChanged 7579 SP:Iteration 1F (9065.279684 sec): 3 clusters Score: Raw -1634189.465551 + Penalty 1845.962191 = -1632343.503360 nChanged 1116 SP:Iteration 2F (9065.334789 sec): 3 clusters Score: Raw -1634790.132531 + Penalty 1845.962191 = -1632944.170339 nChanged 1099 SP:Iteration 3F (9065.401757 sec): 3 clusters Score: Raw -1635463.710357 + Penalty 1845.962191 = -1633617.748165 nChanged 1099 SP:Iteration 4F (9065.458069 sec): 3 clusters Score: Raw -1636194.136111 + Penalty 1845.962191 = -1634348.173920 nChanged 1007 SP:Iteration 5F (9065.514773 sec): 3 clusters Score: Raw -1636907.568600 + Penalty 1845.962191 = -1635061.606409 nChanged 844 SP:Iteration 6F (9065.585279 sec): 3 clusters Score: Raw -1637454.073989 + Penalty 1845.962191 = -1635608.111798 nChanged 673 SP:Iteration 7Q (9065.642390 sec): 3 clusters Score: Raw -1637815.141216 + Penalty 1845.962191 = -1635969.179025 nChanged 482 SP:Iteration 8Q (9065.708011 sec): 3 clusters Score: Raw -1638044.728110 + Penalty 1845.962191 = -1636198.765919 nChanged 358 SP:Iteration 9Q (9065.772245 sec): 3 clusters Score: Raw -1638203.583548 + Penalty 1845.962191 = -1636357.621356 nChanged 290 SP:Iteration 10Q (9065.839149 sec): 3 clusters Score: Raw -1638320.675295 + Penalty 1845.962191 = -1636474.713103 nChanged 273 SP:Iteration 11Q (9065.903901 sec): 3 clusters Score: Raw -1638418.641028 + Penalty 1845.962191 = -1636572.678837 nChanged 261 SP:Iteration 12Q (9065.962378 sec): 3 clusters Score: Raw -1638517.471010 + Penalty 1845.962191 = -1636671.508819 nChanged 261 SP:Iteration 13Q (9066.032704 sec): 3 clusters Score: Raw -1638619.698655 + Penalty 1845.962191 = -1636773.736464 nChanged 251 SP:Iteration 14Q (9066.101911 sec): 3 clusters Score: Raw -1638723.125665 + Penalty 1845.962191 = -1636877.163473 nChanged 249 SP:Iteration 15Q (9066.165929 sec): 3 clusters Score: Raw -1638829.525474 + Penalty 1845.962191 = -1636983.563283 nChanged 228 SP:Iteration 16Q (9066.227514 sec): 3 clusters Score: Raw -1638924.808877 + Penalty 1845.962191 = -1637078.846686 nChanged 218 SP:Iteration 17Q (9066.291542 sec): 3 clusters Score: Raw -1639027.614228 + Penalty 1845.962191 = -1637181.652037 nChanged 209 SP:Iteration 18Q (9066.348458 sec): 3 clusters Score: Raw -1639126.430663 + Penalty 1845.962191 = -1637280.468472 nChanged 186 SP:Iteration 19Q (9066.405864 sec): 3 clusters Score: Raw -1639229.092815 + Penalty 1845.962191 = -1637383.130624 nChanged 195 SP:Iteration 20F (9066.470469 sec): 3 clusters Score: Raw -1639348.941450 + Penalty 1845.962191 = -1637502.979259 nChanged 180 SP:Iteration 21Q (9066.534072 sec): 3 clusters Score: Raw -1639452.437589 + Penalty 1845.962191 = -1637606.475398 nChanged 166 SP:Iteration 22Q (9066.595775 sec): 3 clusters Score: Raw -1639544.874512 + Penalty 1845.962191 = -1637698.912320 nChanged 127 SP:Iteration 23Q (9066.660392 sec): 3 clusters Score: Raw -1639608.950087 + Penalty 1845.962191 = -1637762.987895 nChanged 109 SP:Iteration 24Q (9066.720818 sec): 3 clusters Score: Raw -1639655.415371 + Penalty 1845.962191 = -1637809.453179 nChanged 85 SP:Iteration 25Q (9066.782146 sec): 3 clusters Score: Raw -1639685.590940 + Penalty 1845.962191 = -1637839.628749 nChanged 74 SP:Iteration 26Q (9066.847947 sec): 3 clusters Score: Raw -1639712.916973 + Penalty 1845.962191 = -1637866.954782 nChanged 60 SP:Iteration 27Q (9066.906646 sec): 3 clusters Score: Raw -1639735.179993 + Penalty 1845.962191 = -1637889.217802 nChanged 50 SP:Iteration 28Q (9066.967959 sec): 3 clusters Score: Raw -1639749.630736 + Penalty 1845.962191 = -1637903.668545 nChanged 38 SP:Iteration 29Q (9067.029966 sec): 3 clusters Score: Raw -1639758.752026 + Penalty 1845.962191 = -1637912.789835 nChanged 31 SP:Iteration 30Q (9067.090671 sec): 3 clusters Score: Raw -1639766.751039 + Penalty 1845.962191 = -1637920.788847 nChanged 28 SP:Iteration 31Q (9067.152216 sec): 3 clusters Score: Raw -1639774.274409 + Penalty 1845.962191 = -1637928.312218 nChanged 28 SP:Iteration 32Q (9067.218317 sec): 3 clusters Score: Raw -1639780.878413 + Penalty 1845.962191 = -1637934.916222 nChanged 27 SP:Iteration 33Q (9067.272875 sec): 3 clusters Score: Raw -1639785.368423 + Penalty 1845.962191 = -1637939.406231 nChanged 13 SP:Iteration 34Q (9067.329164 sec): 3 clusters Score: Raw -1639787.612997 + Penalty 1845.962191 = -1637941.650806 nChanged 14 SP:Iteration 35Q (9067.390430 sec): 3 clusters Score: Raw -1639789.171487 + Penalty 1845.962191 = -1637943.209295 nChanged 12 SP:Iteration 36Q (9067.453380 sec): 3 clusters Score: Raw -1639791.086440 + Penalty 1845.962191 = -1637945.124248 nChanged 17 SP:Iteration 37Q (9067.511717 sec): 3 clusters Score: Raw -1639794.301707 + Penalty 1845.962191 = -1637948.339515 nChanged 17 SP:Iteration 38Q (9067.575359 sec): 3 clusters Score: Raw -1639797.126365 + Penalty 1845.962191 = -1637951.164174 nChanged 13 SP:Iteration 39Q (9067.644742 sec): 3 clusters Score: Raw -1639800.454963 + Penalty 1845.962191 = -1637954.492771 nChanged 20 SP:Iteration 40F (9067.715693 sec): 3 clusters Score: Raw -1639805.162999 + Penalty 1845.962191 = -1637959.200807 nChanged 10 SP:Iteration 41Q (9067.781515 sec): 3 clusters Score: Raw -1639806.678571 + Penalty 1845.962191 = -1637960.716379 nChanged 7 SP:Iteration 42Q (9067.847621 sec): 3 clusters Score: Raw -1639807.493297 + Penalty 1845.962191 = -1637961.531105 nChanged 4 SP:Iteration 43Q (9067.906474 sec): 3 clusters Score: Raw -1639807.774612 + Penalty 1845.962191 = -1637961.812421 nChanged 3 SP:Iteration 44Q (9067.967613 sec): 3 clusters Score: Raw -1639808.189888 + Penalty 1845.962191 = -1637962.227697 nChanged 5 SP:Iteration 45Q (9068.025450 sec): 3 clusters Score: Raw -1639809.045557 + Penalty 1845.962191 = -1637963.083366 nChanged 7 SP:Iteration 46Q (9068.091879 sec): 3 clusters Score: Raw -1639810.250377 + Penalty 1845.962191 = -1637964.288186 nChanged 5 SP:Iteration 47Q (9068.149856 sec): 3 clusters Score: Raw -1639811.246661 + Penalty 1845.962191 = -1637965.284470 nChanged 7 SP:Iteration 48Q (9068.226033 sec): 3 clusters Score: Raw -1639813.144171 + Penalty 1845.962191 = -1637967.181980 nChanged 14 SP:Iteration 49Q (9068.287060 sec): 3 clusters Score: Raw -1639815.997975 + Penalty 1845.962191 = -1637970.035784 nChanged 12 SP:Iteration 50Q (9068.350064 sec): 3 clusters Score: Raw -1639817.940575 + Penalty 1845.962191 = -1637971.978384 nChanged 11 SP:Iteration 51Q (9068.408423 sec): 3 clusters Score: Raw -1639820.241454 + Penalty 1845.962191 = -1637974.279262 nChanged 11 SP:Iteration 52Q (9068.483454 sec): 3 clusters Score: Raw -1639821.804601 + Penalty 1845.962191 = -1637975.842409 nChanged 6 SP:Iteration 53Q (9068.545264 sec): 3 clusters Score: Raw -1639822.728285 + Penalty 1845.962191 = -1637976.766094 nChanged 5 SP:Iteration 54Q (9068.609439 sec): 3 clusters Score: Raw -1639823.830248 + Penalty 1845.962191 = -1637977.868057 nChanged 6 SP:Iteration 55Q (9068.663206 sec): 3 clusters Score: Raw -1639825.058103 + Penalty 1845.962191 = -1637979.095911 nChanged 8 SP:Iteration 56Q (9068.737828 sec): 3 clusters Score: Raw -1639826.448097 + Penalty 1845.962191 = -1637980.485906 nChanged 6 SP:Iteration 57Q (9068.802687 sec): 3 clusters Score: Raw -1639828.161522 + Penalty 1845.962191 = -1637982.199331 nChanged 10 SP:Iteration 58Q (9068.865657 sec): 3 clusters Score: Raw -1639829.362977 + Penalty 1845.962191 = -1637983.400786 nChanged 5 SP:Iteration 59Q (9068.931116 sec): 3 clusters Score: Raw -1639829.922622 + Penalty 1845.962191 = -1637983.960430 nChanged 1 SP:Iteration 60F (9068.983297 sec): 3 clusters Score: Raw -1639830.021985 + Penalty 1845.962191 = -1637984.059794 nChanged 1 SP:Iteration 61Q (9069.057454 sec): 3 clusters Score: Raw -1639830.098564 + Penalty 1845.962191 = -1637984.136372 nChanged 3 SP:Iteration 62Q (9069.123574 sec): 3 clusters Score: Raw -1639830.644558 + Penalty 1845.962191 = -1637984.682366 nChanged 3 SP:Iteration 63Q (9069.189944 sec): 3 clusters Score: Raw -1639831.238286 + Penalty 1845.962191 = -1637985.276095 nChanged 0 SP:Iteration 64F (9069.252087 sec): 3 clusters Score: Raw -1639831.238286 + Penalty 1845.962191 = -1637985.276095 nChanged 0 Trying to split cluster 36 (15881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9069.301127 sec): 2 clusters Score: Raw -1585268.653198 + Penalty 918.923477 = -1584349.729721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9069.367679 sec): 3 clusters Score: Raw -1575463.637944 + Penalty 1837.846954 = -1573625.790990 nChanged 7395 SP:Iteration 1F (9069.438161 sec): 3 clusters Score: Raw -1579847.557433 + Penalty 1837.846954 = -1578009.710479 nChanged 922 SP:Iteration 2F (9069.496028 sec): 3 clusters Score: Raw -1580248.838660 + Penalty 1837.846954 = -1578410.991706 nChanged 927 SP:Iteration 3F (9069.565143 sec): 3 clusters Score: Raw -1580716.981771 + Penalty 1837.846954 = -1578879.134817 nChanged 998 SP:Iteration 4F (9069.617897 sec): 3 clusters Score: Raw -1581361.078435 + Penalty 1837.846954 = -1579523.231481 nChanged 1096 SP:Iteration 5F (9069.696461 sec): 3 clusters Score: Raw -1582216.534627 + Penalty 1837.846954 = -1580378.687673 nChanged 1034 SP:Iteration 6F (9069.767380 sec): 3 clusters Score: Raw -1583079.914248 + Penalty 1837.846954 = -1581242.067294 nChanged 838 SP:Iteration 7F (9069.826332 sec): 3 clusters Score: Raw -1583716.863581 + Penalty 1837.846954 = -1581879.016627 nChanged 617 SP:Iteration 8Q (9069.902766 sec): 3 clusters Score: Raw -1584145.684893 + Penalty 1837.846954 = -1582307.837939 nChanged 431 SP:Iteration 9Q (9069.962197 sec): 3 clusters Score: Raw -1584388.082765 + Penalty 1837.846954 = -1582550.235811 nChanged 307 SP:Iteration 10Q (9070.028661 sec): 3 clusters Score: Raw -1584547.001646 + Penalty 1837.846954 = -1582709.154692 nChanged 250 SP:Iteration 11Q (9070.095060 sec): 3 clusters Score: Raw -1584689.125472 + Penalty 1837.846954 = -1582851.278518 nChanged 228 SP:Iteration 12Q (9070.172953 sec): 3 clusters Score: Raw -1584822.369857 + Penalty 1837.846954 = -1582984.522903 nChanged 215 SP:Iteration 13Q (9070.240366 sec): 3 clusters Score: Raw -1584955.691876 + Penalty 1837.846954 = -1583117.844922 nChanged 197 SP:Iteration 14Q (9070.297294 sec): 3 clusters Score: Raw -1585087.081135 + Penalty 1837.846954 = -1583249.234181 nChanged 171 SP:Iteration 15Q (9070.364125 sec): 3 clusters Score: Raw -1585180.117906 + Penalty 1837.846954 = -1583342.270952 nChanged 147 SP:Iteration 16Q (9070.428475 sec): 3 clusters Score: Raw -1585257.879888 + Penalty 1837.846954 = -1583420.032934 nChanged 129 SP:Iteration 17Q (9070.482693 sec): 3 clusters Score: Raw -1585311.775788 + Penalty 1837.846954 = -1583473.928834 nChanged 115 SP:Iteration 18Q (9070.555755 sec): 3 clusters Score: Raw -1585355.872795 + Penalty 1837.846954 = -1583518.025841 nChanged 86 SP:Iteration 19Q (9070.623049 sec): 3 clusters Score: Raw -1585376.036366 + Penalty 1837.846954 = -1583538.189412 nChanged 61 SP:Iteration 20F (9070.691379 sec): 3 clusters Score: Raw -1585388.143930 + Penalty 1837.846954 = -1583550.296976 nChanged 45 SP:Iteration 21Q (9070.753523 sec): 3 clusters Score: Raw -1585396.237327 + Penalty 1837.846954 = -1583558.390373 nChanged 37 SP:Iteration 22Q (9070.821757 sec): 3 clusters Score: Raw -1585404.628431 + Penalty 1837.846954 = -1583566.781477 nChanged 41 SP:Iteration 23Q (9070.873869 sec): 3 clusters Score: Raw -1585413.179787 + Penalty 1837.846954 = -1583575.332833 nChanged 35 SP:Iteration 24Q (9070.938341 sec): 3 clusters Score: Raw -1585422.082724 + Penalty 1837.846954 = -1583584.235770 nChanged 35 SP:Iteration 25Q (9070.999281 sec): 3 clusters Score: Raw -1585428.759735 + Penalty 1837.846954 = -1583590.912781 nChanged 31 SP:Iteration 26Q (9071.061929 sec): 3 clusters Score: Raw -1585435.526098 + Penalty 1837.846954 = -1583597.679144 nChanged 24 SP:Iteration 27Q (9071.123242 sec): 3 clusters Score: Raw -1585442.387541 + Penalty 1837.846954 = -1583604.540587 nChanged 26 SP:Iteration 28Q (9071.184612 sec): 3 clusters Score: Raw -1585447.841487 + Penalty 1837.846954 = -1583609.994533 nChanged 15 SP:Iteration 29Q (9071.238375 sec): 3 clusters Score: Raw -1585450.415013 + Penalty 1837.846954 = -1583612.568059 nChanged 15 SP:Iteration 30Q (9071.292741 sec): 3 clusters Score: Raw -1585452.199802 + Penalty 1837.846954 = -1583614.352848 nChanged 12 SP:Iteration 31Q (9071.360344 sec): 3 clusters Score: Raw -1585454.081953 + Penalty 1837.846954 = -1583616.234999 nChanged 12 SP:Iteration 32Q (9071.423775 sec): 3 clusters Score: Raw -1585455.442075 + Penalty 1837.846954 = -1583617.595121 nChanged 13 SP:Iteration 33Q (9071.477504 sec): 3 clusters Score: Raw -1585457.152837 + Penalty 1837.846954 = -1583619.305883 nChanged 9 SP:Iteration 34Q (9071.542953 sec): 3 clusters Score: Raw -1585457.918437 + Penalty 1837.846954 = -1583620.071483 nChanged 6 SP:Iteration 35Q (9071.601187 sec): 3 clusters Score: Raw -1585458.463784 + Penalty 1837.846954 = -1583620.616830 nChanged 4 SP:Iteration 36Q (9071.663270 sec): 3 clusters Score: Raw -1585458.833059 + Penalty 1837.846954 = -1583620.986105 nChanged 3 SP:Iteration 37Q (9071.717145 sec): 3 clusters Score: Raw -1585459.069510 + Penalty 1837.846954 = -1583621.222556 nChanged 3 SP:Iteration 38Q (9071.769866 sec): 3 clusters Score: Raw -1585459.352735 + Penalty 1837.846954 = -1583621.505781 nChanged 3 SP:Iteration 39Q (9071.825464 sec): 3 clusters Score: Raw -1585459.511207 + Penalty 1837.846954 = -1583621.664253 nChanged 3 SP:Iteration 40F (9071.883488 sec): 3 clusters Score: Raw -1585459.717036 + Penalty 1837.846954 = -1583621.870082 nChanged 2 SP:Iteration 41Q (9071.944675 sec): 3 clusters Score: Raw -1585459.869783 + Penalty 1837.846954 = -1583622.022829 nChanged 1 SP:Iteration 42Q (9072.005384 sec): 3 clusters Score: Raw -1585459.904419 + Penalty 1837.846954 = -1583622.057465 nChanged 1 SP:Iteration 43Q (9072.066588 sec): 3 clusters Score: Raw -1585459.957448 + Penalty 1837.846954 = -1583622.110494 nChanged 2 SP:Iteration 44Q (9072.128470 sec): 3 clusters Score: Raw -1585460.104483 + Penalty 1837.846954 = -1583622.257529 nChanged 2 SP:Iteration 45Q (9072.189621 sec): 3 clusters Score: Raw -1585460.171196 + Penalty 1837.846954 = -1583622.324242 nChanged 0 SP:Iteration 46F (9072.251785 sec): 3 clusters Score: Raw -1585460.171196 + Penalty 1837.846954 = -1583622.324242 nChanged 0 Trying to split cluster 37 (3802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9072.277092 sec): 2 clusters Score: Raw -365449.954576 + Penalty 783.111840 = -364666.842736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9072.322694 sec): 3 clusters Score: Raw -363419.106784 + Penalty 1566.223679 = -361852.883104 nChanged 1602 SP:Iteration 1F (9072.368480 sec): 3 clusters Score: Raw -364383.940402 + Penalty 1566.223679 = -362817.716723 nChanged 337 SP:Iteration 2F (9072.413037 sec): 3 clusters Score: Raw -364656.665236 + Penalty 1566.223679 = -363090.441556 nChanged 328 SP:Iteration 3F (9072.456444 sec): 3 clusters Score: Raw -364926.803972 + Penalty 1566.223679 = -363360.580293 nChanged 252 SP:Iteration 4F (9072.501448 sec): 3 clusters Score: Raw -365103.195027 + Penalty 1566.223679 = -363536.971348 nChanged 200 SP:Iteration 5F (9072.547978 sec): 3 clusters Score: Raw -365236.310552 + Penalty 1566.223679 = -363670.086873 nChanged 160 SP:Iteration 6Q (9072.596416 sec): 3 clusters Score: Raw -365324.842485 + Penalty 1566.223679 = -363758.618806 nChanged 116 SP:Iteration 7Q (9072.644577 sec): 3 clusters Score: Raw -365377.329383 + Penalty 1566.223679 = -363811.105704 nChanged 85 SP:Iteration 8Q (9072.691684 sec): 3 clusters Score: Raw -365422.004022 + Penalty 1566.223679 = -363855.780343 nChanged 80 SP:Iteration 9Q (9072.748209 sec): 3 clusters Score: Raw -365465.851205 + Penalty 1566.223679 = -363899.627526 nChanged 76 SP:Iteration 10Q (9072.796719 sec): 3 clusters Score: Raw -365508.727170 + Penalty 1566.223679 = -363942.503491 nChanged 69 SP:Iteration 11Q (9072.835857 sec): 3 clusters Score: Raw -365545.225603 + Penalty 1566.223679 = -363979.001924 nChanged 59 SP:Iteration 12Q (9072.883076 sec): 3 clusters Score: Raw -365573.815409 + Penalty 1566.223679 = -364007.591729 nChanged 44 SP:Iteration 13Q (9072.932209 sec): 3 clusters Score: Raw -365592.172615 + Penalty 1566.223679 = -364025.948935 nChanged 39 SP:Iteration 14Q (9072.977194 sec): 3 clusters Score: Raw -365608.353808 + Penalty 1566.223679 = -364042.130129 nChanged 33 SP:Iteration 15Q (9073.022082 sec): 3 clusters Score: Raw -365621.289685 + Penalty 1566.223679 = -364055.066006 nChanged 29 SP:Iteration 16Q (9073.065351 sec): 3 clusters Score: Raw -365632.908927 + Penalty 1566.223679 = -364066.685247 nChanged 25 SP:Iteration 17Q (9073.114479 sec): 3 clusters Score: Raw -365643.564518 + Penalty 1566.223679 = -364077.340839 nChanged 18 SP:Iteration 18Q (9073.161555 sec): 3 clusters Score: Raw -365649.654880 + Penalty 1566.223679 = -364083.431201 nChanged 15 SP:Iteration 19Q (9073.203043 sec): 3 clusters Score: Raw -365654.055431 + Penalty 1566.223679 = -364087.831752 nChanged 13 SP:Iteration 20F (9073.253017 sec): 3 clusters Score: Raw -365658.057033 + Penalty 1566.223679 = -364091.833354 nChanged 13 SP:Iteration 21Q (9073.303008 sec): 3 clusters Score: Raw -365661.157773 + Penalty 1566.223679 = -364094.934094 nChanged 9 SP:Iteration 22Q (9073.352400 sec): 3 clusters Score: Raw -365664.829120 + Penalty 1566.223679 = -364098.605440 nChanged 14 SP:Iteration 23Q (9073.402581 sec): 3 clusters Score: Raw -365670.703515 + Penalty 1566.223679 = -364104.479836 nChanged 22 SP:Iteration 24Q (9073.459502 sec): 3 clusters Score: Raw -365677.676728 + Penalty 1566.223679 = -364111.453049 nChanged 21 SP:Iteration 25Q (9073.506136 sec): 3 clusters Score: Raw -365684.785861 + Penalty 1566.223679 = -364118.562182 nChanged 19 SP:Iteration 26Q (9073.562155 sec): 3 clusters Score: Raw -365691.536353 + Penalty 1566.223679 = -364125.312674 nChanged 22 SP:Iteration 27Q (9073.608732 sec): 3 clusters Score: Raw -365699.056990 + Penalty 1566.223679 = -364132.833310 nChanged 17 SP:Iteration 28Q (9073.649080 sec): 3 clusters Score: Raw -365705.062875 + Penalty 1566.223679 = -364138.839195 nChanged 20 SP:Iteration 29Q (9073.704491 sec): 3 clusters Score: Raw -365713.569788 + Penalty 1566.223679 = -364147.346109 nChanged 12 SP:Iteration 30Q (9073.749682 sec): 3 clusters Score: Raw -365717.840841 + Penalty 1566.223679 = -364151.617162 nChanged 13 SP:Iteration 31Q (9073.795235 sec): 3 clusters Score: Raw -365721.811851 + Penalty 1566.223679 = -364155.588172 nChanged 10 SP:Iteration 32Q (9073.845975 sec): 3 clusters Score: Raw -365724.525274 + Penalty 1566.223679 = -364158.301595 nChanged 7 SP:Iteration 33Q (9073.895422 sec): 3 clusters Score: Raw -365727.585617 + Penalty 1566.223679 = -364161.361938 nChanged 7 SP:Iteration 34Q (9073.938691 sec): 3 clusters Score: Raw -365729.006481 + Penalty 1566.223679 = -364162.782801 nChanged 2 SP:Iteration 35Q (9073.988995 sec): 3 clusters Score: Raw -365729.347135 + Penalty 1566.223679 = -364163.123456 nChanged 3 SP:Iteration 36Q (9074.036854 sec): 3 clusters Score: Raw -365729.819421 + Penalty 1566.223679 = -364163.595742 nChanged 4 SP:Iteration 37Q (9074.088539 sec): 3 clusters Score: Raw -365730.454980 + Penalty 1566.223679 = -364164.231300 nChanged 1 SP:Iteration 38Q (9074.139211 sec): 3 clusters Score: Raw -365730.669289 + Penalty 1566.223679 = -364164.445609 nChanged 1 SP:Iteration 39Q (9074.178426 sec): 3 clusters Score: Raw -365730.824235 + Penalty 1566.223679 = -364164.600556 nChanged 1 SP:Iteration 40F (9074.232938 sec): 3 clusters Score: Raw -365731.414294 + Penalty 1566.223679 = -364165.190614 nChanged 1 SP:Iteration 41Q (9074.280530 sec): 3 clusters Score: Raw -365732.098709 + Penalty 1566.223679 = -364165.875029 nChanged 4 SP:Iteration 42Q (9074.329348 sec): 3 clusters Score: Raw -365733.396844 + Penalty 1566.223679 = -364167.173165 nChanged 1 SP:Iteration 43Q (9074.371726 sec): 3 clusters Score: Raw -365733.863075 + Penalty 1566.223679 = -364167.639395 nChanged 1 SP:Iteration 44Q (9074.421753 sec): 3 clusters Score: Raw -365734.066323 + Penalty 1566.223679 = -364167.842643 nChanged 0 SP:Iteration 45F (9074.477761 sec): 3 clusters Score: Raw -365734.066323 + Penalty 1566.223679 = -364167.842643 nChanged 0 Trying to split cluster 38 (21253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9074.527715 sec): 2 clusters Score: Raw -2057364.187184 + Penalty 946.604067 = -2056417.583117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9074.599469 sec): 3 clusters Score: Raw -2044106.437943 + Penalty 1893.208135 = -2042213.229808 nChanged 9906 SP:Iteration 1F (9074.675321 sec): 3 clusters Score: Raw -2049525.854488 + Penalty 1893.208135 = -2047632.646353 nChanged 978 SP:Iteration 2Q (9074.754178 sec): 3 clusters Score: Raw -2049816.942464 + Penalty 1893.208135 = -2047923.734329 nChanged 910 SP:Iteration 3Q (9074.829313 sec): 3 clusters Score: Raw -2050109.207448 + Penalty 1893.208135 = -2048215.999313 nChanged 965 SP:Iteration 4Q (9074.907282 sec): 3 clusters Score: Raw -2050452.057445 + Penalty 1893.208135 = -2048558.849310 nChanged 1008 SP:Iteration 5Q (9074.985491 sec): 3 clusters Score: Raw -2050881.460410 + Penalty 1893.208135 = -2048988.252275 nChanged 1136 SP:Iteration 6F (9075.045808 sec): 3 clusters Score: Raw -2051481.093312 + Penalty 1893.208135 = -2049587.885178 nChanged 1291 SP:Iteration 7F (9075.118317 sec): 3 clusters Score: Raw -2052341.803902 + Penalty 1893.208135 = -2050448.595767 nChanged 1427 SP:Iteration 8F (9075.191769 sec): 3 clusters Score: Raw -2053449.314991 + Penalty 1893.208135 = -2051556.106857 nChanged 1474 SP:Iteration 9F (9075.273518 sec): 3 clusters Score: Raw -2054668.515929 + Penalty 1893.208135 = -2052775.307795 nChanged 1253 SP:Iteration 10F (9075.344779 sec): 3 clusters Score: Raw -2055609.731054 + Penalty 1893.208135 = -2053716.522919 nChanged 925 SP:Iteration 11Q (9075.412132 sec): 3 clusters Score: Raw -2056222.163274 + Penalty 1893.208135 = -2054328.955139 nChanged 620 SP:Iteration 12Q (9075.485105 sec): 3 clusters Score: Raw -2056587.235916 + Penalty 1893.208135 = -2054694.027781 nChanged 438 SP:Iteration 13Q (9075.557603 sec): 3 clusters Score: Raw -2056846.475629 + Penalty 1893.208135 = -2054953.267494 nChanged 374 SP:Iteration 14Q (9075.634737 sec): 3 clusters Score: Raw -2057091.719060 + Penalty 1893.208135 = -2055198.510925 nChanged 306 SP:Iteration 15Q (9075.704645 sec): 3 clusters Score: Raw -2057301.123089 + Penalty 1893.208135 = -2055407.914954 nChanged 267 SP:Iteration 16Q (9075.771527 sec): 3 clusters Score: Raw -2057472.744268 + Penalty 1893.208135 = -2055579.536134 nChanged 238 SP:Iteration 17Q (9075.842757 sec): 3 clusters Score: Raw -2057598.476853 + Penalty 1893.208135 = -2055705.268718 nChanged 231 SP:Iteration 18Q (9075.919165 sec): 3 clusters Score: Raw -2057699.146880 + Penalty 1893.208135 = -2055805.938745 nChanged 185 SP:Iteration 19Q (9075.983126 sec): 3 clusters Score: Raw -2057777.092487 + Penalty 1893.208135 = -2055883.884352 nChanged 151 SP:Iteration 20F (9076.051525 sec): 3 clusters Score: Raw -2057839.653737 + Penalty 1893.208135 = -2055946.445602 nChanged 128 SP:Iteration 21Q (9076.119368 sec): 3 clusters Score: Raw -2057881.525435 + Penalty 1893.208135 = -2055988.317301 nChanged 112 SP:Iteration 22Q (9076.190896 sec): 3 clusters Score: Raw -2057914.462881 + Penalty 1893.208135 = -2056021.254746 nChanged 89 SP:Iteration 23Q (9076.245981 sec): 3 clusters Score: Raw -2057942.803037 + Penalty 1893.208135 = -2056049.594903 nChanged 84 SP:Iteration 24Q (9076.318492 sec): 3 clusters Score: Raw -2057965.657214 + Penalty 1893.208135 = -2056072.449079 nChanged 63 SP:Iteration 25Q (9076.393614 sec): 3 clusters Score: Raw -2057981.737379 + Penalty 1893.208135 = -2056088.529245 nChanged 59 SP:Iteration 26Q (9076.456157 sec): 3 clusters Score: Raw -2057991.599884 + Penalty 1893.208135 = -2056098.391749 nChanged 48 SP:Iteration 27Q (9076.527077 sec): 3 clusters Score: Raw -2058001.187456 + Penalty 1893.208135 = -2056107.979321 nChanged 45 SP:Iteration 28Q (9076.597585 sec): 3 clusters Score: Raw -2058010.112484 + Penalty 1893.208135 = -2056116.904350 nChanged 41 SP:Iteration 29Q (9076.653386 sec): 3 clusters Score: Raw -2058018.118953 + Penalty 1893.208135 = -2056124.910818 nChanged 41 SP:Iteration 30Q (9076.723975 sec): 3 clusters Score: Raw -2058024.948267 + Penalty 1893.208135 = -2056131.740133 nChanged 35 SP:Iteration 31Q (9076.787869 sec): 3 clusters Score: Raw -2058030.751528 + Penalty 1893.208135 = -2056137.543394 nChanged 32 SP:Iteration 32Q (9076.845232 sec): 3 clusters Score: Raw -2058035.868982 + Penalty 1893.208135 = -2056142.660847 nChanged 26 SP:Iteration 33Q (9076.918353 sec): 3 clusters Score: Raw -2058038.960584 + Penalty 1893.208135 = -2056145.752449 nChanged 22 SP:Iteration 34Q (9076.975576 sec): 3 clusters Score: Raw -2058041.180020 + Penalty 1893.208135 = -2056147.971885 nChanged 18 SP:Iteration 35Q (9077.042628 sec): 3 clusters Score: Raw -2058043.689186 + Penalty 1893.208135 = -2056150.481051 nChanged 25 SP:Iteration 36Q (9077.108839 sec): 3 clusters Score: Raw -2058046.295968 + Penalty 1893.208135 = -2056153.087833 nChanged 20 SP:Iteration 37Q (9077.182017 sec): 3 clusters Score: Raw -2058048.220354 + Penalty 1893.208135 = -2056155.012219 nChanged 14 SP:Iteration 38Q (9077.241385 sec): 3 clusters Score: Raw -2058049.639223 + Penalty 1893.208135 = -2056156.431088 nChanged 10 SP:Iteration 39Q (9077.315364 sec): 3 clusters Score: Raw -2058050.212219 + Penalty 1893.208135 = -2056157.004084 nChanged 4 SP:Iteration 40F (9077.375581 sec): 3 clusters Score: Raw -2058050.493761 + Penalty 1893.208135 = -2056157.285626 nChanged 7 SP:Iteration 41Q (9077.448272 sec): 3 clusters Score: Raw -2058051.024140 + Penalty 1893.208135 = -2056157.816006 nChanged 3 SP:Iteration 42Q (9077.513705 sec): 3 clusters Score: Raw -2058051.305362 + Penalty 1893.208135 = -2056158.097227 nChanged 2 SP:Iteration 43Q (9077.572812 sec): 3 clusters Score: Raw -2058051.499735 + Penalty 1893.208135 = -2056158.291600 nChanged 3 SP:Iteration 44Q (9077.644726 sec): 3 clusters Score: Raw -2058051.845427 + Penalty 1893.208135 = -2056158.637292 nChanged 3 SP:Iteration 45Q (9077.698672 sec): 3 clusters Score: Raw -2058052.040979 + Penalty 1893.208135 = -2056158.832845 nChanged 2 SP:Iteration 46Q (9077.763492 sec): 3 clusters Score: Raw -2058052.112743 + Penalty 1893.208135 = -2056158.904608 nChanged 0 SP:Iteration 47F (9077.837051 sec): 3 clusters Score: Raw -2058052.112743 + Penalty 1893.208135 = -2056158.904608 nChanged 0 Iteration 644F (9089.406693 sec): 40 clusters Score: Raw -58499472.114201 + Penalty 49431.021155 = -58450041.093046 nChanged 78 Iteration 645Q (9095.572422 sec): 40 clusters Score: Raw -58499537.107317 + Penalty 49431.021155 = -58450106.086162 nChanged 29 Iteration 646Q (9101.706817 sec): 40 clusters Score: Raw -58499548.119234 + Penalty 49431.021155 = -58450117.098079 nChanged 21 Iteration 647Q (9107.767313 sec): 40 clusters Score: Raw -58499551.899950 + Penalty 49431.021155 = -58450120.878795 nChanged 15 Iteration 648Q (9113.642175 sec): 40 clusters Score: Raw -58499554.032849 + Penalty 49431.021155 = -58450123.011694 nChanged 25 Iteration 649Q (9119.202173 sec): 40 clusters Score: Raw -58499555.486974 + Penalty 49431.021155 = -58450124.465819 nChanged 18 Iteration 650Q (9125.065119 sec): 40 clusters Score: Raw -58499556.526630 + Penalty 49431.021155 = -58450125.505475 nChanged 19 Iteration 651Q (9131.197917 sec): 40 clusters Score: Raw -58499557.096118 + Penalty 49431.021155 = -58450126.074963 nChanged 11 Iteration 652Q (9137.278683 sec): 40 clusters Score: Raw -58499557.320094 + Penalty 49431.021155 = -58450126.298939 nChanged 13 Iteration 653Q (9143.268014 sec): 40 clusters Score: Raw -58499557.661691 + Penalty 49431.021155 = -58450126.640536 nChanged 14 Iteration 654Q (9148.849898 sec): 40 clusters Score: Raw -58499558.076392 + Penalty 49431.021155 = -58450127.055237 nChanged 11 Iteration 655Q (9154.559426 sec): 40 clusters Score: Raw -58499558.488750 + Penalty 49431.021155 = -58450127.467595 nChanged 8 Iteration 656Q (9160.536953 sec): 40 clusters Score: Raw -58499558.702821 + Penalty 49431.021155 = -58450127.681665 nChanged 7 Iteration 657Q (9166.608247 sec): 40 clusters Score: Raw -58499558.908717 + Penalty 49431.021155 = -58450127.887562 nChanged 6 Iteration 658Q (9172.011958 sec): 40 clusters Score: Raw -58499559.012093 + Penalty 49431.021155 = -58450127.990938 nChanged 2 Writing temp clu file Because OldScore, -58450127.887562, is greater than current (better) Score,-58450127.990938 Compute initial score before splitting: Score: Raw -58499559.012093 + Penalty 49431.021155 = -58450127.990938 Trying to split cluster 1 (4419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9172.216218 sec): 2 clusters Score: Raw -416717.244827 + Penalty 797.398527 = -415919.846300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9172.271366 sec): 3 clusters Score: Raw -414330.984209 + Penalty 1594.797054 = -412736.187155 nChanged 1896 SP:Iteration 1F (9172.324455 sec): 3 clusters Score: Raw -415360.267824 + Penalty 1594.797054 = -413765.470770 nChanged 298 SP:Iteration 2F (9172.368945 sec): 3 clusters Score: Raw -415520.049140 + Penalty 1594.797054 = -413925.252086 nChanged 261 SP:Iteration 3F (9172.424647 sec): 3 clusters Score: Raw -415672.295204 + Penalty 1594.797054 = -414077.498150 nChanged 222 SP:Iteration 4F (9172.467393 sec): 3 clusters Score: Raw -415809.654978 + Penalty 1594.797054 = -414214.857924 nChanged 225 SP:Iteration 5F (9172.525632 sec): 3 clusters Score: Raw -415949.332304 + Penalty 1594.797054 = -414354.535250 nChanged 201 SP:Iteration 6Q (9172.578992 sec): 3 clusters Score: Raw -416082.494234 + Penalty 1594.797054 = -414487.697180 nChanged 199 SP:Iteration 7Q (9172.625212 sec): 3 clusters Score: Raw -416201.367494 + Penalty 1594.797054 = -414606.570440 nChanged 165 SP:Iteration 8Q (9172.680842 sec): 3 clusters Score: Raw -416300.193800 + Penalty 1594.797054 = -414705.396746 nChanged 149 SP:Iteration 9Q (9172.733095 sec): 3 clusters Score: Raw -416379.987389 + Penalty 1594.797054 = -414785.190335 nChanged 132 SP:Iteration 10Q (9172.765892 sec): 3 clusters Score: Raw -416457.817003 + Penalty 1594.797054 = -414863.019949 nChanged 131 SP:Iteration 11Q (9172.810474 sec): 3 clusters Score: Raw -416524.605386 + Penalty 1594.797054 = -414929.808332 nChanged 129 SP:Iteration 12Q (9172.857394 sec): 3 clusters Score: Raw -416577.316397 + Penalty 1594.797054 = -414982.519343 nChanged 97 SP:Iteration 13Q (9172.910313 sec): 3 clusters Score: Raw -416612.970193 + Penalty 1594.797054 = -415018.173139 nChanged 68 SP:Iteration 14Q (9172.958110 sec): 3 clusters Score: Raw -416636.781512 + Penalty 1594.797054 = -415041.984458 nChanged 57 SP:Iteration 15Q (9173.004098 sec): 3 clusters Score: Raw -416652.487703 + Penalty 1594.797054 = -415057.690649 nChanged 44 SP:Iteration 16Q (9173.057382 sec): 3 clusters Score: Raw -416667.638120 + Penalty 1594.797054 = -415072.841066 nChanged 39 SP:Iteration 17Q (9173.101776 sec): 3 clusters Score: Raw -416682.409525 + Penalty 1594.797054 = -415087.612471 nChanged 35 SP:Iteration 18Q (9173.153657 sec): 3 clusters Score: Raw -416691.071117 + Penalty 1594.797054 = -415096.274063 nChanged 20 SP:Iteration 19Q (9173.204663 sec): 3 clusters Score: Raw -416696.461137 + Penalty 1594.797054 = -415101.664083 nChanged 15 SP:Iteration 20F (9173.253678 sec): 3 clusters Score: Raw -416699.097011 + Penalty 1594.797054 = -415104.299957 nChanged 15 SP:Iteration 21Q (9173.302893 sec): 3 clusters Score: Raw -416702.466524 + Penalty 1594.797054 = -415107.669470 nChanged 14 SP:Iteration 22Q (9173.345547 sec): 3 clusters Score: Raw -416706.925065 + Penalty 1594.797054 = -415112.128011 nChanged 13 SP:Iteration 23Q (9173.403070 sec): 3 clusters Score: Raw -416710.172355 + Penalty 1594.797054 = -415115.375301 nChanged 9 SP:Iteration 24Q (9173.444808 sec): 3 clusters Score: Raw -416712.092567 + Penalty 1594.797054 = -415117.295513 nChanged 8 SP:Iteration 25Q (9173.497015 sec): 3 clusters Score: Raw -416714.031608 + Penalty 1594.797054 = -415119.234554 nChanged 6 SP:Iteration 26Q (9173.549588 sec): 3 clusters Score: Raw -416714.820549 + Penalty 1594.797054 = -415120.023495 nChanged 7 SP:Iteration 27Q (9173.599493 sec): 3 clusters Score: Raw -416715.948906 + Penalty 1594.797054 = -415121.151852 nChanged 4 SP:Iteration 28Q (9173.654282 sec): 3 clusters Score: Raw -416716.777556 + Penalty 1594.797054 = -415121.980502 nChanged 3 SP:Iteration 29Q (9173.717373 sec): 3 clusters Score: Raw -416716.928424 + Penalty 1594.797054 = -415122.131370 nChanged 1 SP:Iteration 30Q (9173.763194 sec): 3 clusters Score: Raw -416717.078353 + Penalty 1594.797054 = -415122.281299 nChanged 0 SP:Iteration 31F (9173.814043 sec): 3 clusters Score: Raw -416717.078353 + Penalty 1594.797054 = -415122.281299 nChanged 0 Trying to split cluster 2 (58203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9173.885506 sec): 2 clusters Score: Raw -5701740.696705 + Penalty 1042.310757 = -5700698.385948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9174.001593 sec): 3 clusters Score: Raw -5663932.586335 + Penalty 2084.621514 = -5661847.964821 nChanged 27802 SP:Iteration 1F (9174.112391 sec): 3 clusters Score: Raw -5681008.072326 + Penalty 2084.621514 = -5678923.450812 nChanged 3121 SP:Iteration 2F (9174.210140 sec): 3 clusters Score: Raw -5682502.838855 + Penalty 2084.621514 = -5680418.217342 nChanged 3664 SP:Iteration 3F (9174.317550 sec): 3 clusters Score: Raw -5684615.492117 + Penalty 2084.621514 = -5682530.870603 nChanged 3911 SP:Iteration 4F (9174.423455 sec): 3 clusters Score: Raw -5687229.216218 + Penalty 2084.621514 = -5685144.594704 nChanged 3913 SP:Iteration 5F (9174.528026 sec): 3 clusters Score: Raw -5690075.937337 + Penalty 2084.621514 = -5687991.315823 nChanged 3655 SP:Iteration 6F (9174.629365 sec): 3 clusters Score: Raw -5692687.104077 + Penalty 2084.621514 = -5690602.482563 nChanged 3163 SP:Iteration 7F (9174.742873 sec): 3 clusters Score: Raw -5694823.514120 + Penalty 2084.621514 = -5692738.892606 nChanged 2624 SP:Iteration 8Q (9174.852680 sec): 3 clusters Score: Raw -5696302.151789 + Penalty 2084.621514 = -5694217.530275 nChanged 1959 SP:Iteration 9Q (9174.978070 sec): 3 clusters Score: Raw -5697137.918981 + Penalty 2084.621514 = -5695053.297467 nChanged 1285 SP:Iteration 10Q (9175.100689 sec): 3 clusters Score: Raw -5697566.050356 + Penalty 2084.621514 = -5695481.428842 nChanged 930 SP:Iteration 11Q (9175.221987 sec): 3 clusters Score: Raw -5697806.290665 + Penalty 2084.621514 = -5695721.669151 nChanged 693 SP:Iteration 12Q (9175.345822 sec): 3 clusters Score: Raw -5697979.787140 + Penalty 2084.621514 = -5695895.165626 nChanged 604 SP:Iteration 13Q (9175.461654 sec): 3 clusters Score: Raw -5698098.552364 + Penalty 2084.621514 = -5696013.930850 nChanged 499 SP:Iteration 14Q (9175.565395 sec): 3 clusters Score: Raw -5698183.657102 + Penalty 2084.621514 = -5696099.035588 nChanged 394 SP:Iteration 15Q (9175.685770 sec): 3 clusters Score: Raw -5698243.770392 + Penalty 2084.621514 = -5696159.148878 nChanged 331 SP:Iteration 16Q (9175.812376 sec): 3 clusters Score: Raw -5698287.986383 + Penalty 2084.621514 = -5696203.364869 nChanged 277 SP:Iteration 17Q (9175.931156 sec): 3 clusters Score: Raw -5698318.872408 + Penalty 2084.621514 = -5696234.250894 nChanged 260 SP:Iteration 18Q (9176.043141 sec): 3 clusters Score: Raw -5698343.947927 + Penalty 2084.621514 = -5696259.326413 nChanged 237 SP:Iteration 19Q (9176.158601 sec): 3 clusters Score: Raw -5698366.358773 + Penalty 2084.621514 = -5696281.737259 nChanged 226 SP:Iteration 20F (9176.268011 sec): 3 clusters Score: Raw -5698386.196467 + Penalty 2084.621514 = -5696301.574953 nChanged 213 SP:Iteration 21Q (9176.389395 sec): 3 clusters Score: Raw -5698405.143069 + Penalty 2084.621514 = -5696320.521555 nChanged 203 SP:Iteration 22Q (9176.502680 sec): 3 clusters Score: Raw -5698420.254492 + Penalty 2084.621514 = -5696335.632978 nChanged 169 SP:Iteration 23Q (9176.629058 sec): 3 clusters Score: Raw -5698431.571506 + Penalty 2084.621514 = -5696346.949992 nChanged 160 SP:Iteration 24Q (9176.750621 sec): 3 clusters Score: Raw -5698441.516775 + Penalty 2084.621514 = -5696356.895261 nChanged 140 SP:Iteration 25Q (9176.870920 sec): 3 clusters Score: Raw -5698449.530970 + Penalty 2084.621514 = -5696364.909456 nChanged 120 SP:Iteration 26Q (9176.993391 sec): 3 clusters Score: Raw -5698455.448872 + Penalty 2084.621514 = -5696370.827358 nChanged 110 SP:Iteration 27Q (9177.107680 sec): 3 clusters Score: Raw -5698460.387700 + Penalty 2084.621514 = -5696375.766186 nChanged 81 SP:Iteration 28Q (9177.223799 sec): 3 clusters Score: Raw -5698463.530687 + Penalty 2084.621514 = -5696378.909173 nChanged 85 SP:Iteration 29Q (9177.352368 sec): 3 clusters Score: Raw -5698467.025246 + Penalty 2084.621514 = -5696382.403732 nChanged 96 SP:Iteration 30Q (9177.475627 sec): 3 clusters Score: Raw -5698471.250716 + Penalty 2084.621514 = -5696386.629202 nChanged 88 SP:Iteration 31Q (9177.598803 sec): 3 clusters Score: Raw -5698474.944855 + Penalty 2084.621514 = -5696390.323341 nChanged 74 SP:Iteration 32Q (9177.716832 sec): 3 clusters Score: Raw -5698477.500607 + Penalty 2084.621514 = -5696392.879093 nChanged 65 SP:Iteration 33Q (9177.837179 sec): 3 clusters Score: Raw -5698480.062579 + Penalty 2084.621514 = -5696395.441065 nChanged 73 SP:Iteration 34Q (9177.960829 sec): 3 clusters Score: Raw -5698482.514668 + Penalty 2084.621514 = -5696397.893155 nChanged 51 SP:Iteration 35Q (9178.073011 sec): 3 clusters Score: Raw -5698484.008091 + Penalty 2084.621514 = -5696399.386577 nChanged 44 SP:Iteration 36Q (9178.188681 sec): 3 clusters Score: Raw -5698485.257168 + Penalty 2084.621514 = -5696400.635654 nChanged 42 SP:Iteration 37Q (9178.307571 sec): 3 clusters Score: Raw -5698486.161122 + Penalty 2084.621514 = -5696401.539608 nChanged 38 SP:Iteration 38Q (9178.407070 sec): 3 clusters Score: Raw -5698487.180455 + Penalty 2084.621514 = -5696402.558942 nChanged 39 SP:Iteration 39Q (9178.518941 sec): 3 clusters Score: Raw -5698488.198213 + Penalty 2084.621514 = -5696403.576699 nChanged 35 SP:Iteration 40F (9178.631453 sec): 3 clusters Score: Raw -5698489.046871 + Penalty 2084.621514 = -5696404.425357 nChanged 31 SP:Iteration 41Q (9178.754549 sec): 3 clusters Score: Raw -5698490.035539 + Penalty 2084.621514 = -5696405.414025 nChanged 32 SP:Iteration 42Q (9178.867730 sec): 3 clusters Score: Raw -5698490.969899 + Penalty 2084.621514 = -5696406.348385 nChanged 28 SP:Iteration 43Q (9178.985847 sec): 3 clusters Score: Raw -5698491.793914 + Penalty 2084.621514 = -5696407.172400 nChanged 40 SP:Iteration 44Q (9179.088416 sec): 3 clusters Score: Raw -5698492.883870 + Penalty 2084.621514 = -5696408.262356 nChanged 38 SP:Iteration 45Q (9179.204229 sec): 3 clusters Score: Raw -5698493.903040 + Penalty 2084.621514 = -5696409.281526 nChanged 32 SP:Iteration 46Q (9179.316821 sec): 3 clusters Score: Raw -5698494.658509 + Penalty 2084.621514 = -5696410.036995 nChanged 22 SP:Iteration 47Q (9179.426056 sec): 3 clusters Score: Raw -5698495.116813 + Penalty 2084.621514 = -5696410.495299 nChanged 18 SP:Iteration 48Q (9179.540245 sec): 3 clusters Score: Raw -5698495.510531 + Penalty 2084.621514 = -5696410.889017 nChanged 20 SP:Iteration 49Q (9179.649508 sec): 3 clusters Score: Raw -5698495.881331 + Penalty 2084.621514 = -5696411.259817 nChanged 13 SP:Iteration 50Q (9179.761667 sec): 3 clusters Score: Raw -5698496.111883 + Penalty 2084.621514 = -5696411.490369 nChanged 10 SP:Iteration 51Q (9179.876518 sec): 3 clusters Score: Raw -5698496.280833 + Penalty 2084.621514 = -5696411.659319 nChanged 8 SP:Iteration 52Q (9179.995022 sec): 3 clusters Score: Raw -5698496.410869 + Penalty 2084.621514 = -5696411.789355 nChanged 6 SP:Iteration 53Q (9180.113335 sec): 3 clusters Score: Raw -5698496.464939 + Penalty 2084.621514 = -5696411.843426 nChanged 1 SP:Iteration 54Q (9180.228155 sec): 3 clusters Score: Raw -5698496.473906 + Penalty 2084.621514 = -5696411.852392 nChanged 1 SP:Iteration 55Q (9180.347049 sec): 3 clusters Score: Raw -5698496.481350 + Penalty 2084.621514 = -5696411.859836 nChanged 4 SP:Iteration 56Q (9180.462595 sec): 3 clusters Score: Raw -5698496.511629 + Penalty 2084.621514 = -5696411.890115 nChanged 3 SP:Iteration 57Q (9180.573846 sec): 3 clusters Score: Raw -5698496.546771 + Penalty 2084.621514 = -5696411.925257 nChanged 4 SP:Iteration 58Q (9180.695360 sec): 3 clusters Score: Raw -5698496.568324 + Penalty 2084.621514 = -5696411.946810 nChanged 1 SP:Iteration 59Q (9180.817141 sec): 3 clusters Score: Raw -5698496.575010 + Penalty 2084.621514 = -5696411.953496 nChanged 1 SP:Iteration 60F (9180.941946 sec): 3 clusters Score: Raw -5698496.582781 + Penalty 2084.621514 = -5696411.961267 nChanged 1 SP:Iteration 61Q (9181.068823 sec): 3 clusters Score: Raw -5698496.604033 + Penalty 2084.621514 = -5696411.982519 nChanged 1 SP:Iteration 62Q (9181.182533 sec): 3 clusters Score: Raw -5698496.610981 + Penalty 2084.621514 = -5696411.989467 nChanged 2 SP:Iteration 63Q (9181.313145 sec): 3 clusters Score: Raw -5698496.637634 + Penalty 2084.621514 = -5696412.016120 nChanged 2 SP:Iteration 64Q (9181.431070 sec): 3 clusters Score: Raw -5698496.651073 + Penalty 2084.621514 = -5696412.029559 nChanged 1 SP:Iteration 65Q (9181.541464 sec): 3 clusters Score: Raw -5698496.657163 + Penalty 2084.621514 = -5696412.035649 nChanged 2 SP:Iteration 66Q (9181.665550 sec): 3 clusters Score: Raw -5698496.685600 + Penalty 2084.621514 = -5696412.064086 nChanged 4 SP:Iteration 67Q (9181.786729 sec): 3 clusters Score: Raw -5698496.741251 + Penalty 2084.621514 = -5696412.119737 nChanged 8 SP:Iteration 68Q (9181.909881 sec): 3 clusters Score: Raw -5698496.826889 + Penalty 2084.621514 = -5696412.205375 nChanged 7 SP:Iteration 69Q (9182.021699 sec): 3 clusters Score: Raw -5698496.923786 + Penalty 2084.621514 = -5696412.302272 nChanged 4 SP:Iteration 70Q (9182.146104 sec): 3 clusters Score: Raw -5698496.948731 + Penalty 2084.621514 = -5696412.327217 nChanged 1 SP:Iteration 71Q (9182.255711 sec): 3 clusters Score: Raw -5698496.957914 + Penalty 2084.621514 = -5696412.336400 nChanged 1 SP:Iteration 72Q (9182.368152 sec): 3 clusters Score: Raw -5698496.966840 + Penalty 2084.621514 = -5696412.345326 nChanged 1 SP:Iteration 73Q (9182.485502 sec): 3 clusters Score: Raw -5698496.968282 + Penalty 2084.621514 = -5696412.346768 nChanged 0 SP:Iteration 74F (9182.598097 sec): 3 clusters Score: Raw -5698496.968282 + Penalty 2084.621514 = -5696412.346768 nChanged 0 Trying to split cluster 3 (5981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9182.633971 sec): 2 clusters Score: Raw -546617.973738 + Penalty 826.152590 = -545791.821148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9182.689227 sec): 3 clusters Score: Raw -543247.445289 + Penalty 1652.305181 = -541595.140108 nChanged 2603 SP:Iteration 1F (9182.730509 sec): 3 clusters Score: Raw -544647.287514 + Penalty 1652.305181 = -542994.982333 nChanged 390 SP:Iteration 2F (9182.780968 sec): 3 clusters Score: Raw -544843.918314 + Penalty 1652.305181 = -543191.613134 nChanged 336 SP:Iteration 3F (9182.824413 sec): 3 clusters Score: Raw -545023.028281 + Penalty 1652.305181 = -543370.723101 nChanged 303 SP:Iteration 4F (9182.878240 sec): 3 clusters Score: Raw -545183.645203 + Penalty 1652.305181 = -543531.340022 nChanged 266 SP:Iteration 5Q (9182.934043 sec): 3 clusters Score: Raw -545316.434723 + Penalty 1652.305181 = -543664.129542 nChanged 249 SP:Iteration 6Q (9182.989300 sec): 3 clusters Score: Raw -545445.734883 + Penalty 1652.305181 = -543793.429702 nChanged 258 SP:Iteration 7Q (9183.052758 sec): 3 clusters Score: Raw -545596.065975 + Penalty 1652.305181 = -543943.760794 nChanged 255 SP:Iteration 8Q (9183.103014 sec): 3 clusters Score: Raw -545764.266387 + Penalty 1652.305181 = -544111.961207 nChanged 280 SP:Iteration 9Q (9183.148170 sec): 3 clusters Score: Raw -545973.462091 + Penalty 1652.305181 = -544321.156910 nChanged 278 SP:Iteration 10Q (9183.204920 sec): 3 clusters Score: Raw -546146.999366 + Penalty 1652.305181 = -544494.694185 nChanged 227 SP:Iteration 11Q (9183.251392 sec): 3 clusters Score: Raw -546294.696628 + Penalty 1652.305181 = -544642.391447 nChanged 193 SP:Iteration 12Q (9183.305809 sec): 3 clusters Score: Raw -546409.543624 + Penalty 1652.305181 = -544757.238443 nChanged 138 SP:Iteration 13Q (9183.360865 sec): 3 clusters Score: Raw -546467.679056 + Penalty 1652.305181 = -544815.373875 nChanged 103 SP:Iteration 14Q (9183.415406 sec): 3 clusters Score: Raw -546510.594846 + Penalty 1652.305181 = -544858.289665 nChanged 96 SP:Iteration 15Q (9183.471462 sec): 3 clusters Score: Raw -546550.356519 + Penalty 1652.305181 = -544898.051338 nChanged 82 SP:Iteration 16Q (9183.522483 sec): 3 clusters Score: Raw -546582.128511 + Penalty 1652.305181 = -544929.823330 nChanged 67 SP:Iteration 17Q (9183.574000 sec): 3 clusters Score: Raw -546604.752849 + Penalty 1652.305181 = -544952.447669 nChanged 54 SP:Iteration 18Q (9183.619592 sec): 3 clusters Score: Raw -546620.240969 + Penalty 1652.305181 = -544967.935789 nChanged 55 SP:Iteration 19Q (9183.681837 sec): 3 clusters Score: Raw -546635.098908 + Penalty 1652.305181 = -544982.793727 nChanged 58 SP:Iteration 20F (9183.720679 sec): 3 clusters Score: Raw -546653.138399 + Penalty 1652.305181 = -545000.833218 nChanged 63 SP:Iteration 21Q (9183.767045 sec): 3 clusters Score: Raw -546673.518960 + Penalty 1652.305181 = -545021.213779 nChanged 57 SP:Iteration 22Q (9183.821336 sec): 3 clusters Score: Raw -546688.740291 + Penalty 1652.305181 = -545036.435110 nChanged 44 SP:Iteration 23Q (9183.874306 sec): 3 clusters Score: Raw -546701.167702 + Penalty 1652.305181 = -545048.862521 nChanged 58 SP:Iteration 24Q (9183.905711 sec): 3 clusters Score: Raw -546719.314022 + Penalty 1652.305181 = -545067.008841 nChanged 55 SP:Iteration 25Q (9183.956839 sec): 3 clusters Score: Raw -546737.242527 + Penalty 1652.305181 = -545084.937346 nChanged 54 SP:Iteration 26Q (9184.017681 sec): 3 clusters Score: Raw -546752.768243 + Penalty 1652.305181 = -545100.463063 nChanged 48 SP:Iteration 27Q (9184.065524 sec): 3 clusters Score: Raw -546767.782505 + Penalty 1652.305181 = -545115.477325 nChanged 55 SP:Iteration 28Q (9184.106207 sec): 3 clusters Score: Raw -546789.226513 + Penalty 1652.305181 = -545136.921332 nChanged 45 SP:Iteration 29Q (9184.155719 sec): 3 clusters Score: Raw -546807.250015 + Penalty 1652.305181 = -545154.944834 nChanged 56 SP:Iteration 30Q (9184.206617 sec): 3 clusters Score: Raw -546833.514041 + Penalty 1652.305181 = -545181.208860 nChanged 57 SP:Iteration 31Q (9184.258713 sec): 3 clusters Score: Raw -546859.684969 + Penalty 1652.305181 = -545207.379789 nChanged 58 SP:Iteration 32Q (9184.312658 sec): 3 clusters Score: Raw -546886.578730 + Penalty 1652.305181 = -545234.273549 nChanged 69 SP:Iteration 33Q (9184.366185 sec): 3 clusters Score: Raw -546920.567827 + Penalty 1652.305181 = -545268.262646 nChanged 73 SP:Iteration 34Q (9184.409111 sec): 3 clusters Score: Raw -546957.083584 + Penalty 1652.305181 = -545304.778403 nChanged 86 SP:Iteration 35Q (9184.460433 sec): 3 clusters Score: Raw -547004.385789 + Penalty 1652.305181 = -545352.080608 nChanged 85 SP:Iteration 36Q (9184.505656 sec): 3 clusters Score: Raw -547056.245396 + Penalty 1652.305181 = -545403.940215 nChanged 96 SP:Iteration 37Q (9184.555301 sec): 3 clusters Score: Raw -547110.032728 + Penalty 1652.305181 = -545457.727547 nChanged 86 SP:Iteration 38Q (9184.607242 sec): 3 clusters Score: Raw -547144.959080 + Penalty 1652.305181 = -545492.653899 nChanged 65 SP:Iteration 39Q (9184.652967 sec): 3 clusters Score: Raw -547166.257696 + Penalty 1652.305181 = -545513.952516 nChanged 45 SP:Iteration 40F (9184.714915 sec): 3 clusters Score: Raw -547182.677648 + Penalty 1652.305181 = -545530.372467 nChanged 36 SP:Iteration 41Q (9184.756430 sec): 3 clusters Score: Raw -547193.438168 + Penalty 1652.305181 = -545541.132987 nChanged 29 SP:Iteration 42Q (9184.807480 sec): 3 clusters Score: Raw -547200.924872 + Penalty 1652.305181 = -545548.619691 nChanged 14 SP:Iteration 43Q (9184.845922 sec): 3 clusters Score: Raw -547203.262059 + Penalty 1652.305181 = -545550.956879 nChanged 10 SP:Iteration 44Q (9184.896425 sec): 3 clusters Score: Raw -547204.261085 + Penalty 1652.305181 = -545551.955905 nChanged 3 SP:Iteration 45Q (9184.950454 sec): 3 clusters Score: Raw -547204.561671 + Penalty 1652.305181 = -545552.256490 nChanged 1 SP:Iteration 46Q (9184.992575 sec): 3 clusters Score: Raw -547204.665945 + Penalty 1652.305181 = -545552.360764 nChanged 2 SP:Iteration 47Q (9185.046087 sec): 3 clusters Score: Raw -547204.803395 + Penalty 1652.305181 = -545552.498214 nChanged 2 SP:Iteration 48Q (9185.089152 sec): 3 clusters Score: Raw -547204.959805 + Penalty 1652.305181 = -545552.654624 nChanged 1 SP:Iteration 49Q (9185.140264 sec): 3 clusters Score: Raw -547205.044923 + Penalty 1652.305181 = -545552.739742 nChanged 0 SP:Iteration 50F (9185.188555 sec): 3 clusters Score: Raw -547205.044923 + Penalty 1652.305181 = -545552.739742 nChanged 0 Trying to split cluster 4 (13536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9185.235361 sec): 2 clusters Score: Raw -1355243.347733 + Penalty 903.745268 = -1354339.602465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9185.289801 sec): 3 clusters Score: Raw -1347033.643769 + Penalty 1807.490536 = -1345226.153233 nChanged 6183 SP:Iteration 1F (9185.353677 sec): 3 clusters Score: Raw -1350629.703880 + Penalty 1807.490536 = -1348822.213345 nChanged 868 SP:Iteration 2F (9185.406707 sec): 3 clusters Score: Raw -1351150.115469 + Penalty 1807.490536 = -1349342.624934 nChanged 934 SP:Iteration 3F (9185.471296 sec): 3 clusters Score: Raw -1351836.232277 + Penalty 1807.490536 = -1350028.741742 nChanged 1043 SP:Iteration 4F (9185.533298 sec): 3 clusters Score: Raw -1352684.501875 + Penalty 1807.490536 = -1350877.011339 nChanged 1036 SP:Iteration 5F (9185.593586 sec): 3 clusters Score: Raw -1353565.841709 + Penalty 1807.490536 = -1351758.351174 nChanged 862 SP:Iteration 6F (9185.660971 sec): 3 clusters Score: Raw -1354240.855007 + Penalty 1807.490536 = -1352433.364471 nChanged 603 SP:Iteration 7Q (9185.721569 sec): 3 clusters Score: Raw -1354684.151740 + Penalty 1807.490536 = -1352876.661205 nChanged 444 SP:Iteration 8Q (9185.781088 sec): 3 clusters Score: Raw -1354967.359705 + Penalty 1807.490536 = -1353159.869169 nChanged 278 SP:Iteration 9Q (9185.844850 sec): 3 clusters Score: Raw -1355105.499230 + Penalty 1807.490536 = -1353298.008695 nChanged 202 SP:Iteration 10Q (9185.913027 sec): 3 clusters Score: Raw -1355200.496154 + Penalty 1807.490536 = -1353393.005618 nChanged 168 SP:Iteration 11Q (9185.965657 sec): 3 clusters Score: Raw -1355270.922632 + Penalty 1807.490536 = -1353463.432097 nChanged 153 SP:Iteration 12Q (9186.035869 sec): 3 clusters Score: Raw -1355327.487353 + Penalty 1807.490536 = -1353519.996817 nChanged 120 SP:Iteration 13Q (9186.099573 sec): 3 clusters Score: Raw -1355367.665779 + Penalty 1807.490536 = -1353560.175243 nChanged 115 SP:Iteration 14Q (9186.145167 sec): 3 clusters Score: Raw -1355405.124093 + Penalty 1807.490536 = -1353597.633558 nChanged 93 SP:Iteration 15Q (9186.206523 sec): 3 clusters Score: Raw -1355436.770065 + Penalty 1807.490536 = -1353629.279530 nChanged 89 SP:Iteration 16Q (9186.274045 sec): 3 clusters Score: Raw -1355462.860884 + Penalty 1807.490536 = -1353655.370349 nChanged 82 SP:Iteration 17Q (9186.334329 sec): 3 clusters Score: Raw -1355486.387362 + Penalty 1807.490536 = -1353678.896826 nChanged 82 SP:Iteration 18Q (9186.388935 sec): 3 clusters Score: Raw -1355508.508592 + Penalty 1807.490536 = -1353701.018056 nChanged 66 SP:Iteration 19Q (9186.454514 sec): 3 clusters Score: Raw -1355523.148742 + Penalty 1807.490536 = -1353715.658207 nChanged 49 SP:Iteration 20F (9186.509896 sec): 3 clusters Score: Raw -1355533.853738 + Penalty 1807.490536 = -1353726.363203 nChanged 51 SP:Iteration 21Q (9186.579655 sec): 3 clusters Score: Raw -1355544.281397 + Penalty 1807.490536 = -1353736.790861 nChanged 41 SP:Iteration 22Q (9186.637366 sec): 3 clusters Score: Raw -1355554.211343 + Penalty 1807.490536 = -1353746.720808 nChanged 39 SP:Iteration 23Q (9186.695859 sec): 3 clusters Score: Raw -1355564.166506 + Penalty 1807.490536 = -1353756.675970 nChanged 32 SP:Iteration 24Q (9186.748806 sec): 3 clusters Score: Raw -1355569.903483 + Penalty 1807.490536 = -1353762.412947 nChanged 22 SP:Iteration 25Q (9186.805135 sec): 3 clusters Score: Raw -1355574.094886 + Penalty 1807.490536 = -1353766.604351 nChanged 18 SP:Iteration 26Q (9186.858242 sec): 3 clusters Score: Raw -1355576.664055 + Penalty 1807.490536 = -1353769.173520 nChanged 17 SP:Iteration 27Q (9186.926666 sec): 3 clusters Score: Raw -1355578.667565 + Penalty 1807.490536 = -1353771.177030 nChanged 13 SP:Iteration 28Q (9186.986552 sec): 3 clusters Score: Raw -1355580.186975 + Penalty 1807.490536 = -1353772.696439 nChanged 14 SP:Iteration 29Q (9187.042393 sec): 3 clusters Score: Raw -1355581.360596 + Penalty 1807.490536 = -1353773.870060 nChanged 6 SP:Iteration 30Q (9187.102018 sec): 3 clusters Score: Raw -1355582.210269 + Penalty 1807.490536 = -1353774.719733 nChanged 11 SP:Iteration 31Q (9187.148770 sec): 3 clusters Score: Raw -1355583.768544 + Penalty 1807.490536 = -1353776.278008 nChanged 5 SP:Iteration 32Q (9187.218874 sec): 3 clusters Score: Raw -1355584.229128 + Penalty 1807.490536 = -1353776.738592 nChanged 4 SP:Iteration 33Q (9187.265441 sec): 3 clusters Score: Raw -1355584.577743 + Penalty 1807.490536 = -1353777.087207 nChanged 4 SP:Iteration 34Q (9187.334623 sec): 3 clusters Score: Raw -1355584.957140 + Penalty 1807.490536 = -1353777.466604 nChanged 2 SP:Iteration 35Q (9187.395709 sec): 3 clusters Score: Raw -1355585.352378 + Penalty 1807.490536 = -1353777.861842 nChanged 3 SP:Iteration 36Q (9187.456669 sec): 3 clusters Score: Raw -1355585.854665 + Penalty 1807.490536 = -1353778.364129 nChanged 6 SP:Iteration 37Q (9187.515999 sec): 3 clusters Score: Raw -1355586.486702 + Penalty 1807.490536 = -1353778.996166 nChanged 6 SP:Iteration 38Q (9187.565831 sec): 3 clusters Score: Raw -1355587.142246 + Penalty 1807.490536 = -1353779.651710 nChanged 6 SP:Iteration 39Q (9187.615732 sec): 3 clusters Score: Raw -1355587.963899 + Penalty 1807.490536 = -1353780.473364 nChanged 5 SP:Iteration 40F (9187.688947 sec): 3 clusters Score: Raw -1355588.630886 + Penalty 1807.490536 = -1353781.140350 nChanged 2 SP:Iteration 41Q (9187.740809 sec): 3 clusters Score: Raw -1355588.741080 + Penalty 1807.490536 = -1353781.250545 nChanged 2 SP:Iteration 42Q (9187.796709 sec): 3 clusters Score: Raw -1355588.901588 + Penalty 1807.490536 = -1353781.411053 nChanged 5 SP:Iteration 43Q (9187.864238 sec): 3 clusters Score: Raw -1355589.479727 + Penalty 1807.490536 = -1353781.989191 nChanged 6 SP:Iteration 44Q (9187.926135 sec): 3 clusters Score: Raw -1355589.925093 + Penalty 1807.490536 = -1353782.434557 nChanged 1 SP:Iteration 45Q (9187.977784 sec): 3 clusters Score: Raw -1355589.970704 + Penalty 1807.490536 = -1353782.480168 nChanged 1 SP:Iteration 46Q (9188.038877 sec): 3 clusters Score: Raw -1355589.986816 + Penalty 1807.490536 = -1353782.496281 nChanged 0 SP:Iteration 47F (9188.102964 sec): 3 clusters Score: Raw -1355589.986816 + Penalty 1807.490536 = -1353782.496281 nChanged 0 Trying to split cluster 5 (1206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9188.139994 sec): 2 clusters Score: Raw -103970.633668 + Penalty 674.031116 = -103296.602552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9188.189236 sec): 3 clusters Score: Raw -103496.804646 + Penalty 1348.062232 = -102148.742414 nChanged 436 SP:Iteration 1F (9188.226947 sec): 3 clusters Score: Raw -103817.678267 + Penalty 1348.062232 = -102469.616036 nChanged 103 SP:Iteration 2F (9188.279087 sec): 3 clusters Score: Raw -103900.618074 + Penalty 1348.062232 = -102552.555843 nChanged 57 SP:Iteration 3Q (9188.316036 sec): 3 clusters Score: Raw -103955.442719 + Penalty 1348.062232 = -102607.380487 nChanged 42 SP:Iteration 4Q (9188.358324 sec): 3 clusters Score: Raw -104000.098357 + Penalty 1348.062232 = -102652.036125 nChanged 39 SP:Iteration 5Q (9188.401219 sec): 3 clusters Score: Raw -104029.251933 + Penalty 1348.062232 = -102681.189701 nChanged 29 SP:Iteration 6Q (9188.444849 sec): 3 clusters Score: Raw -104052.862835 + Penalty 1348.062232 = -102704.800603 nChanged 24 SP:Iteration 7Q (9188.493012 sec): 3 clusters Score: Raw -104068.258686 + Penalty 1348.062232 = -102720.196454 nChanged 16 SP:Iteration 8Q (9188.540077 sec): 3 clusters Score: Raw -104077.985677 + Penalty 1348.062232 = -102729.923446 nChanged 11 SP:Iteration 9Q (9188.590024 sec): 3 clusters Score: Raw -104085.982567 + Penalty 1348.062232 = -102737.920336 nChanged 9 SP:Iteration 10Q (9188.635711 sec): 3 clusters Score: Raw -104092.460263 + Penalty 1348.062232 = -102744.398031 nChanged 7 SP:Iteration 11Q (9188.682393 sec): 3 clusters Score: Raw -104095.526517 + Penalty 1348.062232 = -102747.464285 nChanged 5 SP:Iteration 12Q (9188.719796 sec): 3 clusters Score: Raw -104096.858047 + Penalty 1348.062232 = -102748.795816 nChanged 2 SP:Iteration 13Q (9188.766957 sec): 3 clusters Score: Raw -104098.062805 + Penalty 1348.062232 = -102750.000573 nChanged 3 SP:Iteration 14Q (9188.798274 sec): 3 clusters Score: Raw -104098.639817 + Penalty 1348.062232 = -102750.577585 nChanged 3 SP:Iteration 15Q (9188.836720 sec): 3 clusters Score: Raw -104100.270055 + Penalty 1348.062232 = -102752.207823 nChanged 4 SP:Iteration 16Q (9188.879904 sec): 3 clusters Score: Raw -104102.015545 + Penalty 1348.062232 = -102753.953313 nChanged 4 SP:Iteration 17Q (9188.924055 sec): 3 clusters Score: Raw -104102.956684 + Penalty 1348.062232 = -102754.894452 nChanged 2 SP:Iteration 18Q (9188.960467 sec): 3 clusters Score: Raw -104104.044526 + Penalty 1348.062232 = -102755.982295 nChanged 1 SP:Iteration 19Q (9189.000687 sec): 3 clusters Score: Raw -104104.386853 + Penalty 1348.062232 = -102756.324622 nChanged 1 SP:Iteration 20F (9189.041919 sec): 3 clusters Score: Raw -104104.993886 + Penalty 1348.062232 = -102756.931655 nChanged 1 SP:Iteration 21Q (9189.092202 sec): 3 clusters Score: Raw -104105.274893 + Penalty 1348.062232 = -102757.212661 nChanged 1 SP:Iteration 22Q (9189.134916 sec): 3 clusters Score: Raw -104105.704862 + Penalty 1348.062232 = -102757.642630 nChanged 1 SP:Iteration 23Q (9189.185884 sec): 3 clusters Score: Raw -104106.179925 + Penalty 1348.062232 = -102758.117693 nChanged 2 SP:Iteration 24Q (9189.217549 sec): 3 clusters Score: Raw -104107.108818 + Penalty 1348.062232 = -102759.046587 nChanged 1 SP:Iteration 25Q (9189.266867 sec): 3 clusters Score: Raw -104107.695269 + Penalty 1348.062232 = -102759.633037 nChanged 0 SP:Iteration 26F (9189.316185 sec): 3 clusters Score: Raw -104107.695269 + Penalty 1348.062232 = -102759.633037 nChanged 0 Trying to split cluster 6 (7078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9189.334988 sec): 2 clusters Score: Raw -676772.499399 + Penalty 842.150933 = -675930.348466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9189.390430 sec): 3 clusters Score: Raw -672685.912112 + Penalty 1684.301866 = -671001.610246 nChanged 3160 SP:Iteration 1F (9189.445061 sec): 3 clusters Score: Raw -674413.869707 + Penalty 1684.301866 = -672729.567841 nChanged 415 SP:Iteration 2F (9189.511011 sec): 3 clusters Score: Raw -674587.865316 + Penalty 1684.301866 = -672903.563451 nChanged 362 SP:Iteration 3F (9189.553429 sec): 3 clusters Score: Raw -674759.646676 + Penalty 1684.301866 = -673075.344811 nChanged 360 SP:Iteration 4F (9189.609353 sec): 3 clusters Score: Raw -674948.241716 + Penalty 1684.301866 = -673263.939851 nChanged 390 SP:Iteration 5F (9189.663642 sec): 3 clusters Score: Raw -675176.414088 + Penalty 1684.301866 = -673492.112222 nChanged 399 SP:Iteration 6F (9189.715997 sec): 3 clusters Score: Raw -675404.001056 + Penalty 1684.301866 = -673719.699191 nChanged 360 SP:Iteration 7F (9189.769688 sec): 3 clusters Score: Raw -675632.325209 + Penalty 1684.301866 = -673948.023343 nChanged 347 SP:Iteration 8Q (9189.822520 sec): 3 clusters Score: Raw -675886.519475 + Penalty 1684.301866 = -674202.217610 nChanged 302 SP:Iteration 9Q (9189.873129 sec): 3 clusters Score: Raw -676126.326749 + Penalty 1684.301866 = -674442.024884 nChanged 261 SP:Iteration 10Q (9189.913661 sec): 3 clusters Score: Raw -676304.064011 + Penalty 1684.301866 = -674619.762146 nChanged 204 SP:Iteration 11Q (9189.959417 sec): 3 clusters Score: Raw -676430.531020 + Penalty 1684.301866 = -674746.229154 nChanged 179 SP:Iteration 12Q (9190.010675 sec): 3 clusters Score: Raw -676521.843919 + Penalty 1684.301866 = -674837.542054 nChanged 144 SP:Iteration 13Q (9190.066113 sec): 3 clusters Score: Raw -676592.497799 + Penalty 1684.301866 = -674908.195933 nChanged 120 SP:Iteration 14Q (9190.116438 sec): 3 clusters Score: Raw -676655.068773 + Penalty 1684.301866 = -674970.766907 nChanged 118 SP:Iteration 15Q (9190.169801 sec): 3 clusters Score: Raw -676719.829393 + Penalty 1684.301866 = -675035.527527 nChanged 94 SP:Iteration 16Q (9190.223098 sec): 3 clusters Score: Raw -676769.979559 + Penalty 1684.301866 = -675085.677693 nChanged 80 SP:Iteration 17Q (9190.267697 sec): 3 clusters Score: Raw -676822.765909 + Penalty 1684.301866 = -675138.464044 nChanged 62 SP:Iteration 18Q (9190.312461 sec): 3 clusters Score: Raw -676855.064246 + Penalty 1684.301866 = -675170.762381 nChanged 47 SP:Iteration 19Q (9190.362113 sec): 3 clusters Score: Raw -676878.699962 + Penalty 1684.301866 = -675194.398096 nChanged 38 SP:Iteration 20F (9190.410639 sec): 3 clusters Score: Raw -676901.903252 + Penalty 1684.301866 = -675217.601386 nChanged 37 SP:Iteration 21Q (9190.463540 sec): 3 clusters Score: Raw -676924.075580 + Penalty 1684.301866 = -675239.773714 nChanged 29 SP:Iteration 22Q (9190.518370 sec): 3 clusters Score: Raw -676941.670764 + Penalty 1684.301866 = -675257.368898 nChanged 26 SP:Iteration 23Q (9190.560450 sec): 3 clusters Score: Raw -676955.995378 + Penalty 1684.301866 = -675271.693513 nChanged 26 SP:Iteration 24Q (9190.610734 sec): 3 clusters Score: Raw -676974.246613 + Penalty 1684.301866 = -675289.944748 nChanged 17 SP:Iteration 25Q (9190.663923 sec): 3 clusters Score: Raw -676984.105692 + Penalty 1684.301866 = -675299.803826 nChanged 18 SP:Iteration 26Q (9190.717853 sec): 3 clusters Score: Raw -676992.962396 + Penalty 1684.301866 = -675308.660530 nChanged 16 SP:Iteration 27Q (9190.761308 sec): 3 clusters Score: Raw -677002.691490 + Penalty 1684.301866 = -675318.389625 nChanged 17 SP:Iteration 28Q (9190.815399 sec): 3 clusters Score: Raw -677011.690894 + Penalty 1684.301866 = -675327.389029 nChanged 16 SP:Iteration 29Q (9190.867462 sec): 3 clusters Score: Raw -677021.742425 + Penalty 1684.301866 = -675337.440560 nChanged 13 SP:Iteration 30Q (9190.919209 sec): 3 clusters Score: Raw -677026.336395 + Penalty 1684.301866 = -675342.034529 nChanged 6 SP:Iteration 31Q (9190.968685 sec): 3 clusters Score: Raw -677027.969502 + Penalty 1684.301866 = -675343.667636 nChanged 2 SP:Iteration 32Q (9191.019336 sec): 3 clusters Score: Raw -677029.626760 + Penalty 1684.301866 = -675345.324894 nChanged 4 SP:Iteration 33Q (9191.063302 sec): 3 clusters Score: Raw -677032.130342 + Penalty 1684.301866 = -675347.828476 nChanged 4 SP:Iteration 34Q (9191.116016 sec): 3 clusters Score: Raw -677033.856957 + Penalty 1684.301866 = -675349.555092 nChanged 2 SP:Iteration 35Q (9191.165723 sec): 3 clusters Score: Raw -677034.452144 + Penalty 1684.301866 = -675350.150278 nChanged 0 SP:Iteration 36F (9191.218957 sec): 3 clusters Score: Raw -677034.452144 + Penalty 1684.301866 = -675350.150278 nChanged 0 Trying to split cluster 7 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9191.242587 sec): 2 clusters Score: Raw -49119.128951 + Penalty 601.998444 = -48517.130507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9191.284915 sec): 3 clusters Score: Raw -48983.600845 + Penalty 1203.996889 = -47779.603956 nChanged 174 SP:Iteration 1F (9191.339128 sec): 3 clusters Score: Raw -49166.034495 + Penalty 1203.996889 = -47962.037606 nChanged 60 SP:Iteration 2F (9191.387729 sec): 3 clusters Score: Raw -49264.941717 + Penalty 1203.996889 = -48060.944828 nChanged 42 SP:Iteration 3F (9191.435649 sec): 3 clusters Score: Raw -49333.379267 + Penalty 1203.996889 = -48129.382378 nChanged 21 SP:Iteration 4Q (9191.482642 sec): 3 clusters Score: Raw -49374.630713 + Penalty 1203.996889 = -48170.633825 nChanged 14 SP:Iteration 5Q (9191.529757 sec): 3 clusters Score: Raw -49447.655031 + Penalty 1203.996889 = -48243.658143 nChanged 27 SP:Iteration 6Q (9191.572505 sec): 3 clusters Score: Raw -49577.834746 + Penalty 1203.996889 = -48373.837857 nChanged 23 SP:Iteration 7Q (9191.615627 sec): 3 clusters Score: Raw -49713.798221 + Penalty 1203.996889 = -48509.801332 nChanged 13 SP:Iteration 8Q (9191.663023 sec): 3 clusters Score: Raw -49755.893281 + Penalty 1203.996889 = -48551.896392 nChanged 3 SP:Iteration 9Q (9191.700654 sec): 3 clusters Score: Raw -49761.754015 + Penalty 1203.996889 = -48557.757126 nChanged 1 SP:Iteration 10Q (9191.757645 sec): 3 clusters Score: Raw -49762.392299 + Penalty 1203.996889 = -48558.395410 nChanged 2 SP:Iteration 11Q (9191.798925 sec): 3 clusters Score: Raw -49765.279918 + Penalty 1203.996889 = -48561.283029 nChanged 1 SP:Iteration 12Q (9191.836158 sec): 3 clusters Score: Raw -49766.951249 + Penalty 1203.996889 = -48562.954360 nChanged 2 SP:Iteration 13Q (9191.884137 sec): 3 clusters Score: Raw -49770.331379 + Penalty 1203.996889 = -48566.334490 nChanged 2 SP:Iteration 14Q (9191.927546 sec): 3 clusters Score: Raw -49773.404551 + Penalty 1203.996889 = -48569.407662 nChanged 1 SP:Iteration 15Q (9191.976993 sec): 3 clusters Score: Raw -49775.068539 + Penalty 1203.996889 = -48571.071650 nChanged 1 SP:Iteration 16Q (9192.016045 sec): 3 clusters Score: Raw -49777.175770 + Penalty 1203.996889 = -48573.178881 nChanged 0 SP:Iteration 17F (9192.061981 sec): 3 clusters Score: Raw -49777.175770 + Penalty 1203.996889 = -48573.178881 nChanged 0 Score: Raw -58500217.088531 + Penalty 50698.483236 = -58449518.605294 Splitting cluster 7 changes total score from -58450127.990938 to -58449518.605294 So it's not getting split. Trying to split cluster 8 (24241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9203.890549 sec): 2 clusters Score: Raw -2405863.112407 + Penalty 959.101066 = -2404904.011341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9203.966222 sec): 3 clusters Score: Raw -2390741.812325 + Penalty 1918.202132 = -2388823.610193 nChanged 11189 SP:Iteration 1F (9204.027558 sec): 3 clusters Score: Raw -2397344.789892 + Penalty 1918.202132 = -2395426.587761 nChanged 1519 SP:Iteration 2F (9204.109594 sec): 3 clusters Score: Raw -2398168.974618 + Penalty 1918.202132 = -2396250.772486 nChanged 1674 SP:Iteration 3F (9204.185198 sec): 3 clusters Score: Raw -2399267.105041 + Penalty 1918.202132 = -2397348.902909 nChanged 1845 SP:Iteration 4F (9204.254607 sec): 3 clusters Score: Raw -2400738.833839 + Penalty 1918.202132 = -2398820.631707 nChanged 1732 SP:Iteration 5F (9204.323914 sec): 3 clusters Score: Raw -2402330.113734 + Penalty 1918.202132 = -2400411.911602 nChanged 1344 SP:Iteration 6F (9204.399155 sec): 3 clusters Score: Raw -2403536.226893 + Penalty 1918.202132 = -2401618.024761 nChanged 909 SP:Iteration 7Q (9204.473016 sec): 3 clusters Score: Raw -2404209.910471 + Penalty 1918.202132 = -2402291.708339 nChanged 645 SP:Iteration 8Q (9204.535226 sec): 3 clusters Score: Raw -2404608.151076 + Penalty 1918.202132 = -2402689.948944 nChanged 450 SP:Iteration 9Q (9204.609881 sec): 3 clusters Score: Raw -2404875.226429 + Penalty 1918.202132 = -2402957.024297 nChanged 311 SP:Iteration 10Q (9204.682336 sec): 3 clusters Score: Raw -2405037.897519 + Penalty 1918.202132 = -2403119.695387 nChanged 258 SP:Iteration 11Q (9204.728778 sec): 3 clusters Score: Raw -2405179.056912 + Penalty 1918.202132 = -2403260.854780 nChanged 224 SP:Iteration 12Q (9204.809419 sec): 3 clusters Score: Raw -2405305.149661 + Penalty 1918.202132 = -2403386.947529 nChanged 184 SP:Iteration 13Q (9204.872359 sec): 3 clusters Score: Raw -2405401.798762 + Penalty 1918.202132 = -2403483.596630 nChanged 179 SP:Iteration 14Q (9204.941732 sec): 3 clusters Score: Raw -2405491.645355 + Penalty 1918.202132 = -2403573.443223 nChanged 164 SP:Iteration 15Q (9205.003371 sec): 3 clusters Score: Raw -2405564.418294 + Penalty 1918.202132 = -2403646.216162 nChanged 139 SP:Iteration 16Q (9205.080622 sec): 3 clusters Score: Raw -2405632.549499 + Penalty 1918.202132 = -2403714.347367 nChanged 126 SP:Iteration 17Q (9205.135361 sec): 3 clusters Score: Raw -2405694.692050 + Penalty 1918.202132 = -2403776.489919 nChanged 106 SP:Iteration 18Q (9205.206878 sec): 3 clusters Score: Raw -2405739.059593 + Penalty 1918.202132 = -2403820.857461 nChanged 86 SP:Iteration 19Q (9205.276323 sec): 3 clusters Score: Raw -2405772.806858 + Penalty 1918.202132 = -2403854.604726 nChanged 79 SP:Iteration 20F (9205.332266 sec): 3 clusters Score: Raw -2405802.759208 + Penalty 1918.202132 = -2403884.557077 nChanged 67 SP:Iteration 21Q (9205.405268 sec): 3 clusters Score: Raw -2405825.074349 + Penalty 1918.202132 = -2403906.872217 nChanged 60 SP:Iteration 22Q (9205.460812 sec): 3 clusters Score: Raw -2405848.918516 + Penalty 1918.202132 = -2403930.716385 nChanged 58 SP:Iteration 23Q (9205.525199 sec): 3 clusters Score: Raw -2405870.467254 + Penalty 1918.202132 = -2403952.265122 nChanged 46 SP:Iteration 24Q (9205.587840 sec): 3 clusters Score: Raw -2405881.709881 + Penalty 1918.202132 = -2403963.507750 nChanged 40 SP:Iteration 25Q (9205.660567 sec): 3 clusters Score: Raw -2405891.244457 + Penalty 1918.202132 = -2403973.042325 nChanged 35 SP:Iteration 26Q (9205.723337 sec): 3 clusters Score: Raw -2405900.400918 + Penalty 1918.202132 = -2403982.198787 nChanged 36 SP:Iteration 27Q (9205.789571 sec): 3 clusters Score: Raw -2405911.074810 + Penalty 1918.202132 = -2403992.872678 nChanged 33 SP:Iteration 28Q (9205.839394 sec): 3 clusters Score: Raw -2405919.421464 + Penalty 1918.202132 = -2404001.219332 nChanged 31 SP:Iteration 29Q (9205.903555 sec): 3 clusters Score: Raw -2405925.624548 + Penalty 1918.202132 = -2404007.422416 nChanged 24 SP:Iteration 30Q (9205.975606 sec): 3 clusters Score: Raw -2405929.948790 + Penalty 1918.202132 = -2404011.746658 nChanged 14 SP:Iteration 31Q (9206.050348 sec): 3 clusters Score: Raw -2405933.409643 + Penalty 1918.202132 = -2404015.207511 nChanged 15 SP:Iteration 32Q (9206.121116 sec): 3 clusters Score: Raw -2405936.283968 + Penalty 1918.202132 = -2404018.081837 nChanged 11 SP:Iteration 33Q (9206.190816 sec): 3 clusters Score: Raw -2405938.940294 + Penalty 1918.202132 = -2404020.738163 nChanged 8 SP:Iteration 34Q (9206.258631 sec): 3 clusters Score: Raw -2405940.640789 + Penalty 1918.202132 = -2404022.438657 nChanged 14 SP:Iteration 35Q (9206.328639 sec): 3 clusters Score: Raw -2405943.679522 + Penalty 1918.202132 = -2404025.477390 nChanged 16 SP:Iteration 36Q (9206.396699 sec): 3 clusters Score: Raw -2405946.993826 + Penalty 1918.202132 = -2404028.791695 nChanged 13 SP:Iteration 37Q (9206.460751 sec): 3 clusters Score: Raw -2405948.963049 + Penalty 1918.202132 = -2404030.760918 nChanged 7 SP:Iteration 38Q (9206.537737 sec): 3 clusters Score: Raw -2405950.377555 + Penalty 1918.202132 = -2404032.175423 nChanged 10 SP:Iteration 39Q (9206.609713 sec): 3 clusters Score: Raw -2405952.786669 + Penalty 1918.202132 = -2404034.584538 nChanged 13 SP:Iteration 40F (9206.686271 sec): 3 clusters Score: Raw -2405955.511054 + Penalty 1918.202132 = -2404037.308922 nChanged 10 SP:Iteration 41Q (9206.759071 sec): 3 clusters Score: Raw -2405957.083567 + Penalty 1918.202132 = -2404038.881435 nChanged 6 SP:Iteration 42Q (9206.819604 sec): 3 clusters Score: Raw -2405958.043977 + Penalty 1918.202132 = -2404039.841845 nChanged 4 SP:Iteration 43Q (9206.890106 sec): 3 clusters Score: Raw -2405958.809292 + Penalty 1918.202132 = -2404040.607160 nChanged 9 SP:Iteration 44Q (9206.960654 sec): 3 clusters Score: Raw -2405960.882437 + Penalty 1918.202132 = -2404042.680305 nChanged 10 SP:Iteration 45Q (9207.026218 sec): 3 clusters Score: Raw -2405963.404236 + Penalty 1918.202132 = -2404045.202104 nChanged 11 SP:Iteration 46Q (9207.093587 sec): 3 clusters Score: Raw -2405966.218631 + Penalty 1918.202132 = -2404048.016499 nChanged 11 SP:Iteration 47Q (9207.170147 sec): 3 clusters Score: Raw -2405968.217116 + Penalty 1918.202132 = -2404050.014984 nChanged 10 SP:Iteration 48Q (9207.231541 sec): 3 clusters Score: Raw -2405970.213963 + Penalty 1918.202132 = -2404052.011831 nChanged 14 SP:Iteration 49Q (9207.293172 sec): 3 clusters Score: Raw -2405971.890368 + Penalty 1918.202132 = -2404053.688236 nChanged 6 SP:Iteration 50Q (9207.359646 sec): 3 clusters Score: Raw -2405972.778747 + Penalty 1918.202132 = -2404054.576615 nChanged 8 SP:Iteration 51Q (9207.425687 sec): 3 clusters Score: Raw -2405973.859022 + Penalty 1918.202132 = -2404055.656891 nChanged 5 SP:Iteration 52Q (9207.487982 sec): 3 clusters Score: Raw -2405974.341627 + Penalty 1918.202132 = -2404056.139495 nChanged 0 SP:Iteration 53F (9207.561844 sec): 3 clusters Score: Raw -2405974.341627 + Penalty 1918.202132 = -2404056.139495 nChanged 0 Trying to split cluster 9 (4362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9207.600039 sec): 2 clusters Score: Raw -431448.268516 + Penalty 796.165165 = -430652.103351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9207.653771 sec): 3 clusters Score: Raw -429050.554700 + Penalty 1592.330330 = -427458.224370 nChanged 1795 SP:Iteration 1F (9207.702530 sec): 3 clusters Score: Raw -430020.656337 + Penalty 1592.330330 = -428428.326007 nChanged 292 SP:Iteration 2F (9207.746199 sec): 3 clusters Score: Raw -430152.835024 + Penalty 1592.330330 = -428560.504694 nChanged 237 SP:Iteration 3F (9207.791636 sec): 3 clusters Score: Raw -430254.520828 + Penalty 1592.330330 = -428662.190498 nChanged 190 SP:Iteration 4Q (9207.847997 sec): 3 clusters Score: Raw -430327.142078 + Penalty 1592.330330 = -428734.811749 nChanged 170 SP:Iteration 5Q (9207.901863 sec): 3 clusters Score: Raw -430405.984009 + Penalty 1592.330330 = -428813.653679 nChanged 180 SP:Iteration 6Q (9207.952988 sec): 3 clusters Score: Raw -430490.199842 + Penalty 1592.330330 = -428897.869512 nChanged 159 SP:Iteration 7Q (9208.006885 sec): 3 clusters Score: Raw -430568.269952 + Penalty 1592.330330 = -428975.939623 nChanged 166 SP:Iteration 8Q (9208.051592 sec): 3 clusters Score: Raw -430653.425458 + Penalty 1592.330330 = -429061.095129 nChanged 148 SP:Iteration 9Q (9208.102177 sec): 3 clusters Score: Raw -430730.744604 + Penalty 1592.330330 = -429138.414274 nChanged 132 SP:Iteration 10Q (9208.144115 sec): 3 clusters Score: Raw -430797.157062 + Penalty 1592.330330 = -429204.826732 nChanged 140 SP:Iteration 11Q (9208.201594 sec): 3 clusters Score: Raw -430879.355041 + Penalty 1592.330330 = -429287.024711 nChanged 141 SP:Iteration 12Q (9208.243026 sec): 3 clusters Score: Raw -430970.193162 + Penalty 1592.330330 = -429377.862832 nChanged 146 SP:Iteration 13Q (9208.304324 sec): 3 clusters Score: Raw -431058.620117 + Penalty 1592.330330 = -429466.289787 nChanged 133 SP:Iteration 14Q (9208.354011 sec): 3 clusters Score: Raw -431131.783205 + Penalty 1592.330330 = -429539.452875 nChanged 105 SP:Iteration 15Q (9208.392866 sec): 3 clusters Score: Raw -431185.479590 + Penalty 1592.330330 = -429593.149260 nChanged 87 SP:Iteration 16Q (9208.445922 sec): 3 clusters Score: Raw -431232.640896 + Penalty 1592.330330 = -429640.310566 nChanged 69 SP:Iteration 17Q (9208.492942 sec): 3 clusters Score: Raw -431261.749335 + Penalty 1592.330330 = -429669.419005 nChanged 48 SP:Iteration 18Q (9208.536304 sec): 3 clusters Score: Raw -431281.586619 + Penalty 1592.330330 = -429689.256290 nChanged 41 SP:Iteration 19Q (9208.584408 sec): 3 clusters Score: Raw -431298.665680 + Penalty 1592.330330 = -429706.335350 nChanged 36 SP:Iteration 20F (9208.638558 sec): 3 clusters Score: Raw -431315.420765 + Penalty 1592.330330 = -429723.090435 nChanged 39 SP:Iteration 21Q (9208.689208 sec): 3 clusters Score: Raw -431329.834673 + Penalty 1592.330330 = -429737.504343 nChanged 38 SP:Iteration 22Q (9208.738623 sec): 3 clusters Score: Raw -431347.526354 + Penalty 1592.330330 = -429755.196024 nChanged 37 SP:Iteration 23Q (9208.788037 sec): 3 clusters Score: Raw -431363.531190 + Penalty 1592.330330 = -429771.200860 nChanged 42 SP:Iteration 24Q (9208.830498 sec): 3 clusters Score: Raw -431385.506303 + Penalty 1592.330330 = -429793.175973 nChanged 39 SP:Iteration 25Q (9208.880740 sec): 3 clusters Score: Raw -431406.125888 + Penalty 1592.330330 = -429813.795558 nChanged 34 SP:Iteration 26Q (9208.929938 sec): 3 clusters Score: Raw -431421.112064 + Penalty 1592.330330 = -429828.781734 nChanged 30 SP:Iteration 27Q (9208.971813 sec): 3 clusters Score: Raw -431432.589615 + Penalty 1592.330330 = -429840.259286 nChanged 30 SP:Iteration 28Q (9209.031907 sec): 3 clusters Score: Raw -431441.057250 + Penalty 1592.330330 = -429848.726921 nChanged 20 SP:Iteration 29Q (9209.070274 sec): 3 clusters Score: Raw -431446.368483 + Penalty 1592.330330 = -429854.038153 nChanged 11 SP:Iteration 30Q (9209.129278 sec): 3 clusters Score: Raw -431449.052805 + Penalty 1592.330330 = -429856.722475 nChanged 11 SP:Iteration 31Q (9209.159360 sec): 3 clusters Score: Raw -431451.725313 + Penalty 1592.330330 = -429859.394984 nChanged 6 SP:Iteration 32Q (9209.204520 sec): 3 clusters Score: Raw -431452.788045 + Penalty 1592.330330 = -429860.457715 nChanged 2 SP:Iteration 33Q (9209.256288 sec): 3 clusters Score: Raw -431453.184203 + Penalty 1592.330330 = -429860.853873 nChanged 2 SP:Iteration 34Q (9209.294401 sec): 3 clusters Score: Raw -431453.477232 + Penalty 1592.330330 = -429861.146902 nChanged 2 SP:Iteration 35Q (9209.341654 sec): 3 clusters Score: Raw -431454.109733 + Penalty 1592.330330 = -429861.779403 nChanged 3 SP:Iteration 36Q (9209.390717 sec): 3 clusters Score: Raw -431454.839117 + Penalty 1592.330330 = -429862.508787 nChanged 3 SP:Iteration 37Q (9209.435558 sec): 3 clusters Score: Raw -431455.120964 + Penalty 1592.330330 = -429862.790634 nChanged 3 SP:Iteration 38Q (9209.486628 sec): 3 clusters Score: Raw -431455.590053 + Penalty 1592.330330 = -429863.259724 nChanged 2 SP:Iteration 39Q (9209.538944 sec): 3 clusters Score: Raw -431455.899657 + Penalty 1592.330330 = -429863.569328 nChanged 2 SP:Iteration 40F (9209.582426 sec): 3 clusters Score: Raw -431456.166901 + Penalty 1592.330330 = -429863.836571 nChanged 2 SP:Iteration 41Q (9209.632611 sec): 3 clusters Score: Raw -431456.741923 + Penalty 1592.330330 = -429864.411594 nChanged 6 SP:Iteration 42Q (9209.696499 sec): 3 clusters Score: Raw -431458.836511 + Penalty 1592.330330 = -429866.506182 nChanged 8 SP:Iteration 43Q (9209.740520 sec): 3 clusters Score: Raw -431460.807433 + Penalty 1592.330330 = -429868.477103 nChanged 8 SP:Iteration 44Q (9209.769443 sec): 3 clusters Score: Raw -431462.866605 + Penalty 1592.330330 = -429870.536275 nChanged 5 SP:Iteration 45Q (9209.819372 sec): 3 clusters Score: Raw -431463.885993 + Penalty 1592.330330 = -429871.555663 nChanged 6 SP:Iteration 46Q (9209.871222 sec): 3 clusters Score: Raw -431465.781954 + Penalty 1592.330330 = -429873.451624 nChanged 5 SP:Iteration 47Q (9209.921897 sec): 3 clusters Score: Raw -431466.831301 + Penalty 1592.330330 = -429874.500971 nChanged 1 SP:Iteration 48Q (9209.963448 sec): 3 clusters Score: Raw -431467.064242 + Penalty 1592.330330 = -429874.733912 nChanged 3 SP:Iteration 49Q (9210.006953 sec): 3 clusters Score: Raw -431467.639890 + Penalty 1592.330330 = -429875.309560 nChanged 3 SP:Iteration 50Q (9210.047214 sec): 3 clusters Score: Raw -431468.248362 + Penalty 1592.330330 = -429875.918032 nChanged 4 SP:Iteration 51Q (9210.088047 sec): 3 clusters Score: Raw -431469.535672 + Penalty 1592.330330 = -429877.205342 nChanged 3 SP:Iteration 52Q (9210.131300 sec): 3 clusters Score: Raw -431470.021500 + Penalty 1592.330330 = -429877.691170 nChanged 1 SP:Iteration 53Q (9210.178274 sec): 3 clusters Score: Raw -431470.091396 + Penalty 1592.330330 = -429877.761066 nChanged 0 SP:Iteration 54F (9210.220881 sec): 3 clusters Score: Raw -431470.091396 + Penalty 1592.330330 = -429877.761066 nChanged 0 Trying to split cluster 10 (4224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9210.253148 sec): 2 clusters Score: Raw -417165.361845 + Penalty 793.111093 = -416372.250752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9210.298871 sec): 3 clusters Score: Raw -414898.209813 + Penalty 1586.222187 = -413311.987626 nChanged 1735 SP:Iteration 1F (9210.333836 sec): 3 clusters Score: Raw -415874.148845 + Penalty 1586.222187 = -414287.926659 nChanged 265 SP:Iteration 2F (9210.395894 sec): 3 clusters Score: Raw -415995.650486 + Penalty 1586.222187 = -414409.428299 nChanged 220 SP:Iteration 3F (9210.430053 sec): 3 clusters Score: Raw -416102.228153 + Penalty 1586.222187 = -414516.005966 nChanged 191 SP:Iteration 4Q (9210.480341 sec): 3 clusters Score: Raw -416176.453060 + Penalty 1586.222187 = -414590.230874 nChanged 148 SP:Iteration 5Q (9210.533112 sec): 3 clusters Score: Raw -416246.851396 + Penalty 1586.222187 = -414660.629209 nChanged 145 SP:Iteration 6Q (9210.575456 sec): 3 clusters Score: Raw -416314.753444 + Penalty 1586.222187 = -414728.531257 nChanged 155 SP:Iteration 7Q (9210.627183 sec): 3 clusters Score: Raw -416399.587081 + Penalty 1586.222187 = -414813.364894 nChanged 139 SP:Iteration 8Q (9210.678746 sec): 3 clusters Score: Raw -416481.597635 + Penalty 1586.222187 = -414895.375448 nChanged 157 SP:Iteration 9Q (9210.724946 sec): 3 clusters Score: Raw -416567.574177 + Penalty 1586.222187 = -414981.351990 nChanged 124 SP:Iteration 10Q (9210.777677 sec): 3 clusters Score: Raw -416627.412649 + Penalty 1586.222187 = -415041.190462 nChanged 123 SP:Iteration 11Q (9210.829318 sec): 3 clusters Score: Raw -416689.384588 + Penalty 1586.222187 = -415103.162401 nChanged 112 SP:Iteration 12Q (9210.872803 sec): 3 clusters Score: Raw -416744.148634 + Penalty 1586.222187 = -415157.926447 nChanged 96 SP:Iteration 13Q (9210.933189 sec): 3 clusters Score: Raw -416790.022177 + Penalty 1586.222187 = -415203.799990 nChanged 79 SP:Iteration 14Q (9210.970769 sec): 3 clusters Score: Raw -416820.344294 + Penalty 1586.222187 = -415234.122107 nChanged 61 SP:Iteration 15Q (9211.016530 sec): 3 clusters Score: Raw -416847.356713 + Penalty 1586.222187 = -415261.134526 nChanged 62 SP:Iteration 16Q (9211.065334 sec): 3 clusters Score: Raw -416870.947491 + Penalty 1586.222187 = -415284.725305 nChanged 54 SP:Iteration 17Q (9211.111428 sec): 3 clusters Score: Raw -416889.320135 + Penalty 1586.222187 = -415303.097948 nChanged 50 SP:Iteration 18Q (9211.160614 sec): 3 clusters Score: Raw -416905.234725 + Penalty 1586.222187 = -415319.012538 nChanged 47 SP:Iteration 19Q (9211.219979 sec): 3 clusters Score: Raw -416922.677548 + Penalty 1586.222187 = -415336.455361 nChanged 49 SP:Iteration 20F (9211.260858 sec): 3 clusters Score: Raw -416941.198524 + Penalty 1586.222187 = -415354.976337 nChanged 58 SP:Iteration 21Q (9211.301329 sec): 3 clusters Score: Raw -416961.009173 + Penalty 1586.222187 = -415374.786986 nChanged 54 SP:Iteration 22Q (9211.350711 sec): 3 clusters Score: Raw -416977.752346 + Penalty 1586.222187 = -415391.530159 nChanged 34 SP:Iteration 23Q (9211.401543 sec): 3 clusters Score: Raw -416987.348632 + Penalty 1586.222187 = -415401.126445 nChanged 37 SP:Iteration 24Q (9211.454806 sec): 3 clusters Score: Raw -416997.578854 + Penalty 1586.222187 = -415411.356667 nChanged 35 SP:Iteration 25Q (9211.505545 sec): 3 clusters Score: Raw -417006.451972 + Penalty 1586.222187 = -415420.229786 nChanged 29 SP:Iteration 26Q (9211.555719 sec): 3 clusters Score: Raw -417014.718308 + Penalty 1586.222187 = -415428.496121 nChanged 29 SP:Iteration 27Q (9211.605197 sec): 3 clusters Score: Raw -417021.039319 + Penalty 1586.222187 = -415434.817132 nChanged 21 SP:Iteration 28Q (9211.654738 sec): 3 clusters Score: Raw -417026.916327 + Penalty 1586.222187 = -415440.694140 nChanged 23 SP:Iteration 29Q (9211.701232 sec): 3 clusters Score: Raw -417033.302710 + Penalty 1586.222187 = -415447.080523 nChanged 23 SP:Iteration 30Q (9211.752707 sec): 3 clusters Score: Raw -417037.587821 + Penalty 1586.222187 = -415451.365634 nChanged 22 SP:Iteration 31Q (9211.797837 sec): 3 clusters Score: Raw -417042.807421 + Penalty 1586.222187 = -415456.585234 nChanged 20 SP:Iteration 32Q (9211.847090 sec): 3 clusters Score: Raw -417046.828495 + Penalty 1586.222187 = -415460.606308 nChanged 23 SP:Iteration 33Q (9211.896548 sec): 3 clusters Score: Raw -417052.021983 + Penalty 1586.222187 = -415465.799796 nChanged 25 SP:Iteration 34Q (9211.956657 sec): 3 clusters Score: Raw -417058.108858 + Penalty 1586.222187 = -415471.886672 nChanged 19 SP:Iteration 35Q (9212.002949 sec): 3 clusters Score: Raw -417063.712135 + Penalty 1586.222187 = -415477.489948 nChanged 22 SP:Iteration 36Q (9212.048753 sec): 3 clusters Score: Raw -417070.610909 + Penalty 1586.222187 = -415484.388722 nChanged 28 SP:Iteration 37Q (9212.102534 sec): 3 clusters Score: Raw -417078.476683 + Penalty 1586.222187 = -415492.254496 nChanged 28 SP:Iteration 38Q (9212.161400 sec): 3 clusters Score: Raw -417087.896781 + Penalty 1586.222187 = -415501.674594 nChanged 30 SP:Iteration 39Q (9212.217907 sec): 3 clusters Score: Raw -417098.363176 + Penalty 1586.222187 = -415512.140989 nChanged 31 SP:Iteration 40F (9212.262798 sec): 3 clusters Score: Raw -417109.700761 + Penalty 1586.222187 = -415523.478574 nChanged 27 SP:Iteration 41Q (9212.306984 sec): 3 clusters Score: Raw -417120.222664 + Penalty 1586.222187 = -415534.000477 nChanged 30 SP:Iteration 42Q (9212.367044 sec): 3 clusters Score: Raw -417133.777017 + Penalty 1586.222187 = -415547.554830 nChanged 29 SP:Iteration 43Q (9212.418858 sec): 3 clusters Score: Raw -417145.744132 + Penalty 1586.222187 = -415559.521945 nChanged 29 SP:Iteration 44Q (9212.465599 sec): 3 clusters Score: Raw -417155.731434 + Penalty 1586.222187 = -415569.509247 nChanged 29 SP:Iteration 45Q (9212.507556 sec): 3 clusters Score: Raw -417163.562507 + Penalty 1586.222187 = -415577.340320 nChanged 18 SP:Iteration 46Q (9212.555628 sec): 3 clusters Score: Raw -417168.768912 + Penalty 1586.222187 = -415582.546725 nChanged 19 SP:Iteration 47Q (9212.615551 sec): 3 clusters Score: Raw -417174.025603 + Penalty 1586.222187 = -415587.803416 nChanged 16 SP:Iteration 48Q (9212.665459 sec): 3 clusters Score: Raw -417177.936859 + Penalty 1586.222187 = -415591.714672 nChanged 10 SP:Iteration 49Q (9212.717612 sec): 3 clusters Score: Raw -417179.935519 + Penalty 1586.222187 = -415593.713332 nChanged 8 SP:Iteration 50Q (9212.771392 sec): 3 clusters Score: Raw -417181.621870 + Penalty 1586.222187 = -415595.399684 nChanged 7 SP:Iteration 51Q (9212.812679 sec): 3 clusters Score: Raw -417182.888998 + Penalty 1586.222187 = -415596.666811 nChanged 9 SP:Iteration 52Q (9212.875524 sec): 3 clusters Score: Raw -417184.517679 + Penalty 1586.222187 = -415598.295492 nChanged 5 SP:Iteration 53Q (9212.929878 sec): 3 clusters Score: Raw -417186.555348 + Penalty 1586.222187 = -415600.333162 nChanged 12 SP:Iteration 54Q (9212.981402 sec): 3 clusters Score: Raw -417190.672681 + Penalty 1586.222187 = -415604.450494 nChanged 14 SP:Iteration 55Q (9213.028583 sec): 3 clusters Score: Raw -417193.916879 + Penalty 1586.222187 = -415607.694692 nChanged 7 SP:Iteration 56Q (9213.075814 sec): 3 clusters Score: Raw -417195.433908 + Penalty 1586.222187 = -415609.211721 nChanged 5 SP:Iteration 57Q (9213.132755 sec): 3 clusters Score: Raw -417196.303004 + Penalty 1586.222187 = -415610.080817 nChanged 9 SP:Iteration 58Q (9213.175567 sec): 3 clusters Score: Raw -417198.583987 + Penalty 1586.222187 = -415612.361800 nChanged 7 SP:Iteration 59Q (9213.231673 sec): 3 clusters Score: Raw -417200.690398 + Penalty 1586.222187 = -415614.468211 nChanged 5 SP:Iteration 60F (9213.284427 sec): 3 clusters Score: Raw -417201.232112 + Penalty 1586.222187 = -415615.009926 nChanged 4 SP:Iteration 61Q (9213.333564 sec): 3 clusters Score: Raw -417202.264150 + Penalty 1586.222187 = -415616.041963 nChanged 8 SP:Iteration 62Q (9213.386638 sec): 3 clusters Score: Raw -417204.985203 + Penalty 1586.222187 = -415618.763016 nChanged 12 SP:Iteration 63Q (9213.436523 sec): 3 clusters Score: Raw -417208.553143 + Penalty 1586.222187 = -415622.330956 nChanged 21 SP:Iteration 64Q (9213.476732 sec): 3 clusters Score: Raw -417215.301489 + Penalty 1586.222187 = -415629.079302 nChanged 17 SP:Iteration 65Q (9213.536731 sec): 3 clusters Score: Raw -417219.998267 + Penalty 1586.222187 = -415633.776080 nChanged 13 SP:Iteration 66Q (9213.593530 sec): 3 clusters Score: Raw -417223.014105 + Penalty 1586.222187 = -415636.791918 nChanged 6 SP:Iteration 67Q (9213.643171 sec): 3 clusters Score: Raw -417224.585290 + Penalty 1586.222187 = -415638.363103 nChanged 11 SP:Iteration 68Q (9213.689398 sec): 3 clusters Score: Raw -417226.847307 + Penalty 1586.222187 = -415640.625120 nChanged 10 SP:Iteration 69Q (9213.741635 sec): 3 clusters Score: Raw -417229.459977 + Penalty 1586.222187 = -415643.237791 nChanged 10 SP:Iteration 70Q (9213.783601 sec): 3 clusters Score: Raw -417232.380667 + Penalty 1586.222187 = -415646.158480 nChanged 11 SP:Iteration 71Q (9213.838405 sec): 3 clusters Score: Raw -417236.602857 + Penalty 1586.222187 = -415650.380670 nChanged 12 SP:Iteration 72Q (9213.886247 sec): 3 clusters Score: Raw -417241.691411 + Penalty 1586.222187 = -415655.469224 nChanged 14 SP:Iteration 73Q (9213.927158 sec): 3 clusters Score: Raw -417246.793939 + Penalty 1586.222187 = -415660.571752 nChanged 16 SP:Iteration 74Q (9213.971077 sec): 3 clusters Score: Raw -417251.425684 + Penalty 1586.222187 = -415665.203498 nChanged 15 SP:Iteration 75Q (9214.011250 sec): 3 clusters Score: Raw -417256.417854 + Penalty 1586.222187 = -415670.195667 nChanged 12 SP:Iteration 76Q (9214.059408 sec): 3 clusters Score: Raw -417259.635080 + Penalty 1586.222187 = -415673.412893 nChanged 7 SP:Iteration 77Q (9214.095614 sec): 3 clusters Score: Raw -417261.147400 + Penalty 1586.222187 = -415674.925213 nChanged 7 SP:Iteration 78Q (9214.143292 sec): 3 clusters Score: Raw -417263.146331 + Penalty 1586.222187 = -415676.924144 nChanged 13 SP:Iteration 79Q (9214.192834 sec): 3 clusters Score: Raw -417267.291548 + Penalty 1586.222187 = -415681.069361 nChanged 14 SP:Iteration 80F (9214.232471 sec): 3 clusters Score: Raw -417270.828044 + Penalty 1586.222187 = -415684.605858 nChanged 7 SP:Iteration 81Q (9214.287838 sec): 3 clusters Score: Raw -417271.784690 + Penalty 1586.222187 = -415685.562503 nChanged 4 SP:Iteration 82Q (9214.323911 sec): 3 clusters Score: Raw -417272.815191 + Penalty 1586.222187 = -415686.593004 nChanged 7 SP:Iteration 83Q (9214.366048 sec): 3 clusters Score: Raw -417274.600299 + Penalty 1586.222187 = -415688.378112 nChanged 8 SP:Iteration 84Q (9214.410886 sec): 3 clusters Score: Raw -417277.267585 + Penalty 1586.222187 = -415691.045398 nChanged 11 SP:Iteration 85Q (9214.455974 sec): 3 clusters Score: Raw -417279.570284 + Penalty 1586.222187 = -415693.348097 nChanged 7 SP:Iteration 86Q (9214.500915 sec): 3 clusters Score: Raw -417281.804696 + Penalty 1586.222187 = -415695.582510 nChanged 8 SP:Iteration 87Q (9214.538795 sec): 3 clusters Score: Raw -417283.791611 + Penalty 1586.222187 = -415697.569425 nChanged 7 SP:Iteration 88Q (9214.581682 sec): 3 clusters Score: Raw -417285.077869 + Penalty 1586.222187 = -415698.855682 nChanged 6 SP:Iteration 89Q (9214.629147 sec): 3 clusters Score: Raw -417286.417810 + Penalty 1586.222187 = -415700.195623 nChanged 5 SP:Iteration 90Q (9214.676015 sec): 3 clusters Score: Raw -417287.363974 + Penalty 1586.222187 = -415701.141787 nChanged 5 SP:Iteration 91Q (9214.712967 sec): 3 clusters Score: Raw -417289.013771 + Penalty 1586.222187 = -415702.791584 nChanged 5 SP:Iteration 92Q (9214.766515 sec): 3 clusters Score: Raw -417290.192876 + Penalty 1586.222187 = -415703.970689 nChanged 3 SP:Iteration 93Q (9214.807499 sec): 3 clusters Score: Raw -417291.008710 + Penalty 1586.222187 = -415704.786523 nChanged 3 SP:Iteration 94Q (9214.857761 sec): 3 clusters Score: Raw -417291.551030 + Penalty 1586.222187 = -415705.328844 nChanged 2 SP:Iteration 95Q (9214.892455 sec): 3 clusters Score: Raw -417292.113199 + Penalty 1586.222187 = -415705.891012 nChanged 3 SP:Iteration 96Q (9214.937223 sec): 3 clusters Score: Raw -417292.560829 + Penalty 1586.222187 = -415706.338642 nChanged 1 SP:Iteration 97Q (9214.979252 sec): 3 clusters Score: Raw -417292.581363 + Penalty 1586.222187 = -415706.359177 nChanged 0 SP:Iteration 98F (9215.021690 sec): 3 clusters Score: Raw -417292.581363 + Penalty 1586.222187 = -415706.359177 nChanged 0 Trying to split cluster 11 (16057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9215.069359 sec): 2 clusters Score: Raw -1485790.773678 + Penalty 919.970516 = -1484870.803161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9215.124967 sec): 3 clusters Score: Raw -1475900.369607 + Penalty 1839.941032 = -1474060.428574 nChanged 7282 SP:Iteration 1F (9215.191342 sec): 3 clusters Score: Raw -1480069.818159 + Penalty 1839.941032 = -1478229.877127 nChanged 858 SP:Iteration 2F (9215.249495 sec): 3 clusters Score: Raw -1480415.020397 + Penalty 1839.941032 = -1478575.079364 nChanged 847 SP:Iteration 3F (9215.307299 sec): 3 clusters Score: Raw -1480786.292220 + Penalty 1839.941032 = -1478946.351188 nChanged 831 SP:Iteration 4F (9215.366681 sec): 3 clusters Score: Raw -1481193.666615 + Penalty 1839.941032 = -1479353.725582 nChanged 885 SP:Iteration 5F (9215.432539 sec): 3 clusters Score: Raw -1481672.755855 + Penalty 1839.941032 = -1479832.814823 nChanged 861 SP:Iteration 6F (9215.491051 sec): 3 clusters Score: Raw -1482169.894630 + Penalty 1839.941032 = -1480329.953598 nChanged 924 SP:Iteration 7F (9215.544830 sec): 3 clusters Score: Raw -1482719.400439 + Penalty 1839.941032 = -1480879.459406 nChanged 873 SP:Iteration 8F (9215.599775 sec): 3 clusters Score: Raw -1483261.578109 + Penalty 1839.941032 = -1481421.637077 nChanged 779 SP:Iteration 9Q (9215.660696 sec): 3 clusters Score: Raw -1483721.390752 + Penalty 1839.941032 = -1481881.449720 nChanged 663 SP:Iteration 10Q (9215.714850 sec): 3 clusters Score: Raw -1484098.903214 + Penalty 1839.941032 = -1482258.962181 nChanged 569 SP:Iteration 11Q (9215.773567 sec): 3 clusters Score: Raw -1484357.769409 + Penalty 1839.941032 = -1482517.828377 nChanged 424 SP:Iteration 12Q (9215.835341 sec): 3 clusters Score: Raw -1484500.673451 + Penalty 1839.941032 = -1482660.732419 nChanged 330 SP:Iteration 13Q (9215.903686 sec): 3 clusters Score: Raw -1484605.973224 + Penalty 1839.941032 = -1482766.032191 nChanged 254 SP:Iteration 14Q (9215.956204 sec): 3 clusters Score: Raw -1484677.238388 + Penalty 1839.941032 = -1482837.297356 nChanged 207 SP:Iteration 15Q (9216.016780 sec): 3 clusters Score: Raw -1484727.920533 + Penalty 1839.941032 = -1482887.979501 nChanged 182 SP:Iteration 16Q (9216.077531 sec): 3 clusters Score: Raw -1484774.039303 + Penalty 1839.941032 = -1482934.098271 nChanged 171 SP:Iteration 17Q (9216.137373 sec): 3 clusters Score: Raw -1484814.885144 + Penalty 1839.941032 = -1482974.944112 nChanged 163 SP:Iteration 18Q (9216.198623 sec): 3 clusters Score: Raw -1484854.660859 + Penalty 1839.941032 = -1483014.719826 nChanged 172 SP:Iteration 19Q (9216.261009 sec): 3 clusters Score: Raw -1484899.534457 + Penalty 1839.941032 = -1483059.593424 nChanged 168 SP:Iteration 20F (9216.323538 sec): 3 clusters Score: Raw -1484942.000930 + Penalty 1839.941032 = -1483102.059897 nChanged 163 SP:Iteration 21Q (9216.384593 sec): 3 clusters Score: Raw -1484983.993710 + Penalty 1839.941032 = -1483144.052678 nChanged 176 SP:Iteration 22Q (9216.454582 sec): 3 clusters Score: Raw -1485029.973889 + Penalty 1839.941032 = -1483190.032857 nChanged 167 SP:Iteration 23Q (9216.529568 sec): 3 clusters Score: Raw -1485068.277584 + Penalty 1839.941032 = -1483228.336552 nChanged 159 SP:Iteration 24Q (9216.595548 sec): 3 clusters Score: Raw -1485110.736397 + Penalty 1839.941032 = -1483270.795364 nChanged 168 SP:Iteration 25Q (9216.647545 sec): 3 clusters Score: Raw -1485154.273528 + Penalty 1839.941032 = -1483314.332495 nChanged 166 SP:Iteration 26Q (9216.724438 sec): 3 clusters Score: Raw -1485207.294960 + Penalty 1839.941032 = -1483367.353928 nChanged 184 SP:Iteration 27Q (9216.778744 sec): 3 clusters Score: Raw -1485268.060062 + Penalty 1839.941032 = -1483428.119030 nChanged 193 SP:Iteration 28Q (9216.847432 sec): 3 clusters Score: Raw -1485326.022103 + Penalty 1839.941032 = -1483486.081071 nChanged 180 SP:Iteration 29Q (9216.919340 sec): 3 clusters Score: Raw -1485383.708024 + Penalty 1839.941032 = -1483543.766992 nChanged 191 SP:Iteration 30Q (9216.973321 sec): 3 clusters Score: Raw -1485448.924229 + Penalty 1839.941032 = -1483608.983197 nChanged 182 SP:Iteration 31Q (9217.038478 sec): 3 clusters Score: Raw -1485504.134946 + Penalty 1839.941032 = -1483664.193914 nChanged 177 SP:Iteration 32Q (9217.102198 sec): 3 clusters Score: Raw -1485557.781254 + Penalty 1839.941032 = -1483717.840222 nChanged 169 SP:Iteration 33Q (9217.171709 sec): 3 clusters Score: Raw -1485607.332345 + Penalty 1839.941032 = -1483767.391312 nChanged 179 SP:Iteration 34Q (9217.233344 sec): 3 clusters Score: Raw -1485670.663150 + Penalty 1839.941032 = -1483830.722118 nChanged 191 SP:Iteration 35Q (9217.304945 sec): 3 clusters Score: Raw -1485755.658518 + Penalty 1839.941032 = -1483915.717485 nChanged 212 SP:Iteration 36Q (9217.372476 sec): 3 clusters Score: Raw -1485860.566617 + Penalty 1839.941032 = -1484020.625584 nChanged 200 SP:Iteration 37Q (9217.430104 sec): 3 clusters Score: Raw -1485949.989256 + Penalty 1839.941032 = -1484110.048224 nChanged 174 SP:Iteration 38Q (9217.506168 sec): 3 clusters Score: Raw -1486022.316061 + Penalty 1839.941032 = -1484182.375029 nChanged 149 SP:Iteration 39Q (9217.574175 sec): 3 clusters Score: Raw -1486082.891080 + Penalty 1839.941032 = -1484242.950048 nChanged 133 SP:Iteration 40F (9217.641066 sec): 3 clusters Score: Raw -1486138.894942 + Penalty 1839.941032 = -1484298.953910 nChanged 141 SP:Iteration 41Q (9217.704159 sec): 3 clusters Score: Raw -1486197.101857 + Penalty 1839.941032 = -1484357.160825 nChanged 121 SP:Iteration 42Q (9217.771612 sec): 3 clusters Score: Raw -1486246.977730 + Penalty 1839.941032 = -1484407.036698 nChanged 95 SP:Iteration 43Q (9217.835699 sec): 3 clusters Score: Raw -1486281.250656 + Penalty 1839.941032 = -1484441.309624 nChanged 74 SP:Iteration 44Q (9217.902278 sec): 3 clusters Score: Raw -1486301.122796 + Penalty 1839.941032 = -1484461.181763 nChanged 58 SP:Iteration 45Q (9217.949601 sec): 3 clusters Score: Raw -1486318.097113 + Penalty 1839.941032 = -1484478.156081 nChanged 61 SP:Iteration 46Q (9218.019305 sec): 3 clusters Score: Raw -1486335.210266 + Penalty 1839.941032 = -1484495.269233 nChanged 62 SP:Iteration 47Q (9218.064942 sec): 3 clusters Score: Raw -1486353.400125 + Penalty 1839.941032 = -1484513.459093 nChanged 58 SP:Iteration 48Q (9218.130381 sec): 3 clusters Score: Raw -1486372.244470 + Penalty 1839.941032 = -1484532.303438 nChanged 56 SP:Iteration 49Q (9218.194706 sec): 3 clusters Score: Raw -1486388.616928 + Penalty 1839.941032 = -1484548.675896 nChanged 47 SP:Iteration 50Q (9218.258870 sec): 3 clusters Score: Raw -1486402.323847 + Penalty 1839.941032 = -1484562.382815 nChanged 34 SP:Iteration 51Q (9218.319884 sec): 3 clusters Score: Raw -1486410.749306 + Penalty 1839.941032 = -1484570.808274 nChanged 39 SP:Iteration 52Q (9218.344568 sec): 3 clusters Score: Raw -1486420.173743 + Penalty 1839.941032 = -1484580.232711 nChanged 36 SP:Iteration 53Q (9218.416912 sec): 3 clusters Score: Raw -1486427.628634 + Penalty 1839.941032 = -1484587.687602 nChanged 31 SP:Iteration 54Q (9218.483397 sec): 3 clusters Score: Raw -1486432.945645 + Penalty 1839.941032 = -1484593.004613 nChanged 28 SP:Iteration 55Q (9218.549594 sec): 3 clusters Score: Raw -1486438.959123 + Penalty 1839.941032 = -1484599.018090 nChanged 17 SP:Iteration 56Q (9218.606823 sec): 3 clusters Score: Raw -1486441.782770 + Penalty 1839.941032 = -1484601.841738 nChanged 8 SP:Iteration 57Q (9218.678134 sec): 3 clusters Score: Raw -1486443.034175 + Penalty 1839.941032 = -1484603.093143 nChanged 12 SP:Iteration 58Q (9218.745701 sec): 3 clusters Score: Raw -1486445.497829 + Penalty 1839.941032 = -1484605.556796 nChanged 12 SP:Iteration 59Q (9218.814958 sec): 3 clusters Score: Raw -1486447.823847 + Penalty 1839.941032 = -1484607.882814 nChanged 14 SP:Iteration 60F (9218.882950 sec): 3 clusters Score: Raw -1486450.905036 + Penalty 1839.941032 = -1484610.964003 nChanged 16 SP:Iteration 61Q (9218.939314 sec): 3 clusters Score: Raw -1486454.308843 + Penalty 1839.941032 = -1484614.367811 nChanged 17 SP:Iteration 62Q (9219.008213 sec): 3 clusters Score: Raw -1486458.775976 + Penalty 1839.941032 = -1484618.834943 nChanged 16 SP:Iteration 63Q (9219.062453 sec): 3 clusters Score: Raw -1486461.704834 + Penalty 1839.941032 = -1484621.763801 nChanged 13 SP:Iteration 64Q (9219.126614 sec): 3 clusters Score: Raw -1486463.911119 + Penalty 1839.941032 = -1484623.970086 nChanged 15 SP:Iteration 65Q (9219.191051 sec): 3 clusters Score: Raw -1486466.989282 + Penalty 1839.941032 = -1484627.048249 nChanged 13 SP:Iteration 66Q (9219.253980 sec): 3 clusters Score: Raw -1486469.902013 + Penalty 1839.941032 = -1484629.960981 nChanged 11 SP:Iteration 67Q (9219.318581 sec): 3 clusters Score: Raw -1486472.960679 + Penalty 1839.941032 = -1484633.019647 nChanged 15 SP:Iteration 68Q (9219.373077 sec): 3 clusters Score: Raw -1486476.453476 + Penalty 1839.941032 = -1484636.512443 nChanged 8 SP:Iteration 69Q (9219.439623 sec): 3 clusters Score: Raw -1486478.403763 + Penalty 1839.941032 = -1484638.462731 nChanged 12 SP:Iteration 70Q (9219.490888 sec): 3 clusters Score: Raw -1486481.425392 + Penalty 1839.941032 = -1484641.484360 nChanged 14 SP:Iteration 71Q (9219.556657 sec): 3 clusters Score: Raw -1486484.191149 + Penalty 1839.941032 = -1484644.250117 nChanged 8 SP:Iteration 72Q (9219.621065 sec): 3 clusters Score: Raw -1486486.127671 + Penalty 1839.941032 = -1484646.186638 nChanged 12 SP:Iteration 73Q (9219.686031 sec): 3 clusters Score: Raw -1486488.618174 + Penalty 1839.941032 = -1484648.677142 nChanged 8 SP:Iteration 74Q (9219.753753 sec): 3 clusters Score: Raw -1486491.116109 + Penalty 1839.941032 = -1484651.175077 nChanged 12 SP:Iteration 75Q (9219.815865 sec): 3 clusters Score: Raw -1486494.073287 + Penalty 1839.941032 = -1484654.132255 nChanged 9 SP:Iteration 76Q (9219.883525 sec): 3 clusters Score: Raw -1486496.405157 + Penalty 1839.941032 = -1484656.464125 nChanged 16 SP:Iteration 77Q (9219.948390 sec): 3 clusters Score: Raw -1486499.897433 + Penalty 1839.941032 = -1484659.956400 nChanged 12 SP:Iteration 78Q (9220.000952 sec): 3 clusters Score: Raw -1486502.560434 + Penalty 1839.941032 = -1484662.619402 nChanged 14 SP:Iteration 79Q (9220.063108 sec): 3 clusters Score: Raw -1486505.830371 + Penalty 1839.941032 = -1484665.889338 nChanged 12 SP:Iteration 80F (9220.132109 sec): 3 clusters Score: Raw -1486508.622992 + Penalty 1839.941032 = -1484668.681960 nChanged 11 SP:Iteration 81Q (9220.192987 sec): 3 clusters Score: Raw -1486511.100395 + Penalty 1839.941032 = -1484671.159363 nChanged 7 SP:Iteration 82Q (9220.242997 sec): 3 clusters Score: Raw -1486512.231300 + Penalty 1839.941032 = -1484672.290268 nChanged 3 SP:Iteration 83Q (9220.313453 sec): 3 clusters Score: Raw -1486512.682005 + Penalty 1839.941032 = -1484672.740972 nChanged 3 SP:Iteration 84Q (9220.368396 sec): 3 clusters Score: Raw -1486512.964603 + Penalty 1839.941032 = -1484673.023571 nChanged 2 SP:Iteration 85Q (9220.434302 sec): 3 clusters Score: Raw -1486513.114262 + Penalty 1839.941032 = -1484673.173230 nChanged 1 SP:Iteration 86Q (9220.496686 sec): 3 clusters Score: Raw -1486513.476327 + Penalty 1839.941032 = -1484673.535295 nChanged 2 SP:Iteration 87Q (9220.556084 sec): 3 clusters Score: Raw -1486514.689655 + Penalty 1839.941032 = -1484674.748623 nChanged 4 SP:Iteration 88Q (9220.627646 sec): 3 clusters Score: Raw -1486515.627367 + Penalty 1839.941032 = -1484675.686335 nChanged 7 SP:Iteration 89Q (9220.695127 sec): 3 clusters Score: Raw -1486517.331647 + Penalty 1839.941032 = -1484677.390615 nChanged 2 SP:Iteration 90Q (9220.740720 sec): 3 clusters Score: Raw -1486518.055460 + Penalty 1839.941032 = -1484678.114427 nChanged 5 SP:Iteration 91Q (9220.802923 sec): 3 clusters Score: Raw -1486519.089057 + Penalty 1839.941032 = -1484679.148025 nChanged 6 SP:Iteration 92Q (9220.863766 sec): 3 clusters Score: Raw -1486520.748040 + Penalty 1839.941032 = -1484680.807007 nChanged 4 SP:Iteration 93Q (9220.922621 sec): 3 clusters Score: Raw -1486521.417235 + Penalty 1839.941032 = -1484681.476203 nChanged 2 SP:Iteration 94Q (9220.983389 sec): 3 clusters Score: Raw -1486521.557160 + Penalty 1839.941032 = -1484681.616128 nChanged 0 SP:Iteration 95F (9221.053272 sec): 3 clusters Score: Raw -1486521.557160 + Penalty 1839.941032 = -1484681.616128 nChanged 0 Trying to split cluster 12 (74185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9221.145329 sec): 2 clusters Score: Raw -7057426.902854 + Penalty 1065.360139 = -7056361.542715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9221.279050 sec): 3 clusters Score: Raw -7008821.242922 + Penalty 2130.720278 = -7006690.522644 nChanged 35585 SP:Iteration 1F (9221.406979 sec): 3 clusters Score: Raw -7030574.816076 + Penalty 2130.720278 = -7028444.095798 nChanged 3443 SP:Iteration 2Q (9221.540677 sec): 3 clusters Score: Raw -7031878.086716 + Penalty 2130.720278 = -7029747.366438 nChanged 3762 SP:Iteration 3F (9221.667137 sec): 3 clusters Score: Raw -7033633.400237 + Penalty 2130.720278 = -7031502.679959 nChanged 4136 SP:Iteration 4F (9221.809624 sec): 3 clusters Score: Raw -7035915.316999 + Penalty 2130.720278 = -7033784.596721 nChanged 4388 SP:Iteration 5F (9221.950910 sec): 3 clusters Score: Raw -7038837.931095 + Penalty 2130.720278 = -7036707.210817 nChanged 4707 SP:Iteration 6F (9222.080366 sec): 3 clusters Score: Raw -7042133.862487 + Penalty 2130.720278 = -7040003.142209 nChanged 4111 SP:Iteration 7F (9222.228221 sec): 3 clusters Score: Raw -7044454.244692 + Penalty 2130.720278 = -7042323.524414 nChanged 3036 SP:Iteration 8Q (9222.369295 sec): 3 clusters Score: Raw -7045538.682889 + Penalty 2130.720278 = -7043407.962611 nChanged 1796 SP:Iteration 9Q (9222.519723 sec): 3 clusters Score: Raw -7045941.443571 + Penalty 2130.720278 = -7043810.723293 nChanged 1124 SP:Iteration 10Q (9222.667196 sec): 3 clusters Score: Raw -7046130.397474 + Penalty 2130.720278 = -7043999.677196 nChanged 795 SP:Iteration 11Q (9222.801853 sec): 3 clusters Score: Raw -7046270.010678 + Penalty 2130.720278 = -7044139.290400 nChanged 773 SP:Iteration 12Q (9222.948925 sec): 3 clusters Score: Raw -7046420.357781 + Penalty 2130.720278 = -7044289.637503 nChanged 824 SP:Iteration 13Q (9223.091928 sec): 3 clusters Score: Raw -7046580.134249 + Penalty 2130.720278 = -7044449.413971 nChanged 829 SP:Iteration 14Q (9223.234248 sec): 3 clusters Score: Raw -7046746.703201 + Penalty 2130.720278 = -7044615.982923 nChanged 892 SP:Iteration 15Q (9223.380072 sec): 3 clusters Score: Raw -7046943.591954 + Penalty 2130.720278 = -7044812.871676 nChanged 940 SP:Iteration 16Q (9223.524215 sec): 3 clusters Score: Raw -7047161.966860 + Penalty 2130.720278 = -7045031.246582 nChanged 990 SP:Iteration 17Q (9223.665154 sec): 3 clusters Score: Raw -7047397.067062 + Penalty 2130.720278 = -7045266.346784 nChanged 1025 SP:Iteration 18Q (9223.803415 sec): 3 clusters Score: Raw -7047648.335985 + Penalty 2130.720278 = -7045517.615707 nChanged 959 SP:Iteration 19Q (9223.944393 sec): 3 clusters Score: Raw -7047873.544057 + Penalty 2130.720278 = -7045742.823779 nChanged 964 SP:Iteration 20F (9224.086633 sec): 3 clusters Score: Raw -7048116.658245 + Penalty 2130.720278 = -7045985.937967 nChanged 1001 SP:Iteration 21Q (9224.223230 sec): 3 clusters Score: Raw -7048380.237964 + Penalty 2130.720278 = -7046249.517686 nChanged 972 SP:Iteration 22Q (9224.366928 sec): 3 clusters Score: Raw -7048641.460191 + Penalty 2130.720278 = -7046510.739913 nChanged 1016 SP:Iteration 23Q (9224.511793 sec): 3 clusters Score: Raw -7048913.179845 + Penalty 2130.720278 = -7046782.459567 nChanged 1026 SP:Iteration 24Q (9224.657709 sec): 3 clusters Score: Raw -7049184.605799 + Penalty 2130.720278 = -7047053.885521 nChanged 1039 SP:Iteration 25Q (9224.790060 sec): 3 clusters Score: Raw -7049479.223311 + Penalty 2130.720278 = -7047348.503033 nChanged 1096 SP:Iteration 26Q (9224.928600 sec): 3 clusters Score: Raw -7049799.581973 + Penalty 2130.720278 = -7047668.861695 nChanged 1160 SP:Iteration 27Q (9225.075586 sec): 3 clusters Score: Raw -7050144.274972 + Penalty 2130.720278 = -7048013.554694 nChanged 1154 SP:Iteration 28Q (9225.216918 sec): 3 clusters Score: Raw -7050499.430615 + Penalty 2130.720278 = -7048368.710337 nChanged 1166 SP:Iteration 29Q (9225.345629 sec): 3 clusters Score: Raw -7050879.503113 + Penalty 2130.720278 = -7048748.782835 nChanged 1207 SP:Iteration 30Q (9225.476309 sec): 3 clusters Score: Raw -7051279.191642 + Penalty 2130.720278 = -7049148.471364 nChanged 1169 SP:Iteration 31Q (9225.606291 sec): 3 clusters Score: Raw -7051678.448130 + Penalty 2130.720278 = -7049547.727852 nChanged 1142 SP:Iteration 32Q (9225.737159 sec): 3 clusters Score: Raw -7052064.957391 + Penalty 2130.720278 = -7049934.237114 nChanged 1129 SP:Iteration 33Q (9225.859208 sec): 3 clusters Score: Raw -7052462.974442 + Penalty 2130.720278 = -7050332.254164 nChanged 1115 SP:Iteration 34Q (9225.980152 sec): 3 clusters Score: Raw -7052846.188847 + Penalty 2130.720278 = -7050715.468569 nChanged 1033 SP:Iteration 35Q (9226.108068 sec): 3 clusters Score: Raw -7053207.468519 + Penalty 2130.720278 = -7051076.748241 nChanged 996 SP:Iteration 36Q (9226.243805 sec): 3 clusters Score: Raw -7053574.029460 + Penalty 2130.720278 = -7051443.309182 nChanged 1024 SP:Iteration 37Q (9226.371011 sec): 3 clusters Score: Raw -7053977.599064 + Penalty 2130.720278 = -7051846.878786 nChanged 958 SP:Iteration 38Q (9226.505924 sec): 3 clusters Score: Raw -7054375.042616 + Penalty 2130.720278 = -7052244.322338 nChanged 907 SP:Iteration 39Q (9226.640914 sec): 3 clusters Score: Raw -7054753.873245 + Penalty 2130.720278 = -7052623.152967 nChanged 842 SP:Iteration 40F (9226.775617 sec): 3 clusters Score: Raw -7055125.008124 + Penalty 2130.720278 = -7052994.287846 nChanged 783 SP:Iteration 41Q (9226.920914 sec): 3 clusters Score: Raw -7055459.791699 + Penalty 2130.720278 = -7053329.071422 nChanged 730 SP:Iteration 42Q (9227.040900 sec): 3 clusters Score: Raw -7055782.131055 + Penalty 2130.720278 = -7053651.410777 nChanged 671 SP:Iteration 43Q (9227.171442 sec): 3 clusters Score: Raw -7056091.445181 + Penalty 2130.720278 = -7053960.724903 nChanged 558 SP:Iteration 44Q (9227.303880 sec): 3 clusters Score: Raw -7056343.800858 + Penalty 2130.720278 = -7054213.080580 nChanged 515 SP:Iteration 45Q (9227.432570 sec): 3 clusters Score: Raw -7056565.093991 + Penalty 2130.720278 = -7054434.373713 nChanged 434 SP:Iteration 46Q (9227.560187 sec): 3 clusters Score: Raw -7056751.827166 + Penalty 2130.720278 = -7054621.106888 nChanged 376 SP:Iteration 47Q (9227.687361 sec): 3 clusters Score: Raw -7056902.570129 + Penalty 2130.720278 = -7054771.849851 nChanged 309 SP:Iteration 48Q (9227.821407 sec): 3 clusters Score: Raw -7057023.501526 + Penalty 2130.720278 = -7054892.781248 nChanged 272 SP:Iteration 49Q (9227.938969 sec): 3 clusters Score: Raw -7057134.918109 + Penalty 2130.720278 = -7055004.197831 nChanged 251 SP:Iteration 50Q (9228.065865 sec): 3 clusters Score: Raw -7057229.655613 + Penalty 2130.720278 = -7055098.935335 nChanged 207 SP:Iteration 51Q (9228.193959 sec): 3 clusters Score: Raw -7057310.502174 + Penalty 2130.720278 = -7055179.781896 nChanged 192 SP:Iteration 52Q (9228.313164 sec): 3 clusters Score: Raw -7057391.205351 + Penalty 2130.720278 = -7055260.485073 nChanged 160 SP:Iteration 53Q (9228.435159 sec): 3 clusters Score: Raw -7057457.401509 + Penalty 2130.720278 = -7055326.681231 nChanged 117 SP:Iteration 54Q (9228.563085 sec): 3 clusters Score: Raw -7057498.553782 + Penalty 2130.720278 = -7055367.833504 nChanged 94 SP:Iteration 55Q (9228.683641 sec): 3 clusters Score: Raw -7057532.173669 + Penalty 2130.720278 = -7055401.453391 nChanged 88 SP:Iteration 56Q (9228.806470 sec): 3 clusters Score: Raw -7057562.252742 + Penalty 2130.720278 = -7055431.532464 nChanged 58 SP:Iteration 57Q (9228.909786 sec): 3 clusters Score: Raw -7057579.295490 + Penalty 2130.720278 = -7055448.575212 nChanged 40 SP:Iteration 58Q (9229.028398 sec): 3 clusters Score: Raw -7057590.715760 + Penalty 2130.720278 = -7055459.995482 nChanged 45 SP:Iteration 59Q (9229.142235 sec): 3 clusters Score: Raw -7057605.257458 + Penalty 2130.720278 = -7055474.537180 nChanged 40 SP:Iteration 60F (9229.279613 sec): 3 clusters Score: Raw -7057619.968649 + Penalty 2130.720278 = -7055489.248371 nChanged 31 SP:Iteration 61Q (9229.392501 sec): 3 clusters Score: Raw -7057634.149820 + Penalty 2130.720278 = -7055503.429542 nChanged 31 SP:Iteration 62Q (9229.516786 sec): 3 clusters Score: Raw -7057644.079661 + Penalty 2130.720278 = -7055513.359383 nChanged 19 SP:Iteration 63Q (9229.643060 sec): 3 clusters Score: Raw -7057648.025322 + Penalty 2130.720278 = -7055517.305044 nChanged 13 SP:Iteration 64Q (9229.753855 sec): 3 clusters Score: Raw -7057651.498746 + Penalty 2130.720278 = -7055520.778468 nChanged 14 SP:Iteration 65Q (9229.871521 sec): 3 clusters Score: Raw -7057655.570335 + Penalty 2130.720278 = -7055524.850058 nChanged 17 SP:Iteration 66Q (9229.984485 sec): 3 clusters Score: Raw -7057659.732932 + Penalty 2130.720278 = -7055529.012654 nChanged 10 SP:Iteration 67Q (9230.093975 sec): 3 clusters Score: Raw -7057662.820063 + Penalty 2130.720278 = -7055532.099785 nChanged 7 SP:Iteration 68Q (9230.207825 sec): 3 clusters Score: Raw -7057664.013777 + Penalty 2130.720278 = -7055533.293499 nChanged 4 SP:Iteration 69Q (9230.303200 sec): 3 clusters Score: Raw -7057664.932138 + Penalty 2130.720278 = -7055534.211860 nChanged 6 SP:Iteration 70Q (9230.413851 sec): 3 clusters Score: Raw -7057666.916114 + Penalty 2130.720278 = -7055536.195837 nChanged 5 SP:Iteration 71Q (9230.515223 sec): 3 clusters Score: Raw -7057668.361456 + Penalty 2130.720278 = -7055537.641178 nChanged 4 SP:Iteration 72Q (9230.625438 sec): 3 clusters Score: Raw -7057669.161964 + Penalty 2130.720278 = -7055538.441687 nChanged 6 SP:Iteration 73Q (9230.752163 sec): 3 clusters Score: Raw -7057669.936591 + Penalty 2130.720278 = -7055539.216313 nChanged 4 SP:Iteration 74Q (9230.867647 sec): 3 clusters Score: Raw -7057670.753984 + Penalty 2130.720278 = -7055540.033706 nChanged 3 SP:Iteration 75Q (9230.984981 sec): 3 clusters Score: Raw -7057671.511712 + Penalty 2130.720278 = -7055540.791434 nChanged 2 SP:Iteration 76Q (9231.108364 sec): 3 clusters Score: Raw -7057671.878029 + Penalty 2130.720278 = -7055541.157751 nChanged 1 SP:Iteration 77Q (9231.234137 sec): 3 clusters Score: Raw -7057671.946774 + Penalty 2130.720278 = -7055541.226496 nChanged 0 SP:Iteration 78F (9231.370994 sec): 3 clusters Score: Raw -7057671.946774 + Penalty 2130.720278 = -7055541.226496 nChanged 0 Trying to split cluster 13 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9231.398672 sec): 2 clusters Score: Raw -22328.998223 + Penalty 525.295763 = -21803.702460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9231.442381 sec): 3 clusters Score: Raw -22360.845684 + Penalty 1050.591527 = -21310.254158 nChanged 64 SP:Iteration 1F (9231.485845 sec): 3 clusters Score: Raw -22465.586271 + Penalty 1050.591527 = -21414.994745 nChanged 20 SP:Iteration 2F (9231.531688 sec): 3 clusters Score: Raw -22499.130827 + Penalty 1050.591527 = -21448.539300 nChanged 8 SP:Iteration 3Q (9231.577852 sec): 3 clusters Score: Raw -22508.216030 + Penalty 1050.591527 = -21457.624503 nChanged 5 SP:Iteration 4Q (9231.628087 sec): 3 clusters Score: Raw -22512.790524 + Penalty 1050.591527 = -21462.198997 nChanged 3 SP:Iteration 5Q (9231.676346 sec): 3 clusters Score: Raw -22517.450670 + Penalty 1050.591527 = -21466.859144 nChanged 2 SP:Iteration 6Q (9231.719903 sec): 3 clusters Score: Raw -22521.179854 + Penalty 1050.591527 = -21470.588328 nChanged 1 SP:Iteration 7Q (9231.763905 sec): 3 clusters Score: Raw -22521.854335 + Penalty 1050.591527 = -21471.262808 nChanged 1 SP:Iteration 8Q (9231.796035 sec): 3 clusters Score: Raw -22522.261757 + Penalty 1050.591527 = -21471.670231 nChanged 0 SP:Iteration 9F (9231.834577 sec): 3 clusters Score: Raw -22522.261757 + Penalty 1050.591527 = -21471.670231 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9231.862999 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9231.909633 sec): 3 clusters Score: Raw -10780.673526 + Penalty 979.125403 = -9801.548123 nChanged 46 SP:Iteration 1F (9231.953725 sec): 3 clusters Score: Raw -10942.256474 + Penalty 979.125403 = -9963.131071 nChanged 11 SP:Iteration 2F (9231.987130 sec): 3 clusters Score: Raw -10976.526000 + Penalty 979.125403 = -9997.400597 nChanged 4 SP:Iteration 3Q (9232.039732 sec): 3 clusters Score: Raw -10997.562562 + Penalty 979.125403 = -10018.437159 nChanged 3 SP:Iteration 4Q (9232.083561 sec): 3 clusters Score: Raw -11015.188542 + Penalty 979.125403 = -10036.063139 nChanged 1 SP:Iteration 5Q (9232.119340 sec): 3 clusters Score: Raw -11018.363931 + Penalty 979.125403 = -10039.238528 nChanged 1 SP:Iteration 6Q (9232.167511 sec): 3 clusters Score: Raw -11020.472617 + Penalty 979.125403 = -10041.347214 nChanged 0 SP:Iteration 7F (9232.214350 sec): 3 clusters Score: Raw -11020.472617 + Penalty 979.125403 = -10041.347214 nChanged 0 Trying to split cluster 15 (14613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9232.257418 sec): 2 clusters Score: Raw -1398111.849571 + Penalty 911.018348 = -1397200.831223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9232.337441 sec): 3 clusters Score: Raw -1389154.026501 + Penalty 1822.036696 = -1387331.989805 nChanged 6719 SP:Iteration 1F (9232.406170 sec): 3 clusters Score: Raw -1393425.882945 + Penalty 1822.036696 = -1391603.846249 nChanged 1124 SP:Iteration 2F (9232.472777 sec): 3 clusters Score: Raw -1394333.439576 + Penalty 1822.036696 = -1392511.402880 nChanged 1225 SP:Iteration 3F (9232.540083 sec): 3 clusters Score: Raw -1395390.409429 + Penalty 1822.036696 = -1393568.372733 nChanged 1137 SP:Iteration 4F (9232.608086 sec): 3 clusters Score: Raw -1396386.344733 + Penalty 1822.036696 = -1394564.308037 nChanged 973 SP:Iteration 5F (9232.670997 sec): 3 clusters Score: Raw -1397112.721782 + Penalty 1822.036696 = -1395290.685086 nChanged 693 SP:Iteration 6Q (9232.741298 sec): 3 clusters Score: Raw -1397504.002541 + Penalty 1822.036696 = -1395681.965845 nChanged 445 SP:Iteration 7Q (9232.801243 sec): 3 clusters Score: Raw -1397701.389186 + Penalty 1822.036696 = -1395879.352489 nChanged 310 SP:Iteration 8Q (9232.872258 sec): 3 clusters Score: Raw -1397829.232443 + Penalty 1822.036696 = -1396007.195746 nChanged 263 SP:Iteration 9Q (9232.934917 sec): 3 clusters Score: Raw -1397922.113391 + Penalty 1822.036696 = -1396100.076695 nChanged 224 SP:Iteration 10Q (9232.988653 sec): 3 clusters Score: Raw -1397992.332531 + Penalty 1822.036696 = -1396170.295835 nChanged 194 SP:Iteration 11Q (9233.057317 sec): 3 clusters Score: Raw -1398062.996389 + Penalty 1822.036696 = -1396240.959693 nChanged 186 SP:Iteration 12Q (9233.124311 sec): 3 clusters Score: Raw -1398117.678495 + Penalty 1822.036696 = -1396295.641798 nChanged 154 SP:Iteration 13Q (9233.193451 sec): 3 clusters Score: Raw -1398157.063573 + Penalty 1822.036696 = -1396335.026876 nChanged 136 SP:Iteration 14Q (9233.252853 sec): 3 clusters Score: Raw -1398191.654261 + Penalty 1822.036696 = -1396369.617565 nChanged 125 SP:Iteration 15Q (9233.310667 sec): 3 clusters Score: Raw -1398222.233785 + Penalty 1822.036696 = -1396400.197089 nChanged 110 SP:Iteration 16Q (9233.375111 sec): 3 clusters Score: Raw -1398256.491778 + Penalty 1822.036696 = -1396434.455082 nChanged 118 SP:Iteration 17Q (9233.442551 sec): 3 clusters Score: Raw -1398290.452298 + Penalty 1822.036696 = -1396468.415602 nChanged 123 SP:Iteration 18Q (9233.506954 sec): 3 clusters Score: Raw -1398327.550372 + Penalty 1822.036696 = -1396505.513676 nChanged 139 SP:Iteration 19Q (9233.564314 sec): 3 clusters Score: Raw -1398379.384097 + Penalty 1822.036696 = -1396557.347400 nChanged 147 SP:Iteration 20F (9233.625928 sec): 3 clusters Score: Raw -1398440.122908 + Penalty 1822.036696 = -1396618.086212 nChanged 153 SP:Iteration 21Q (9233.688251 sec): 3 clusters Score: Raw -1398513.071518 + Penalty 1822.036696 = -1396691.034821 nChanged 142 SP:Iteration 22Q (9233.751581 sec): 3 clusters Score: Raw -1398578.428655 + Penalty 1822.036696 = -1396756.391959 nChanged 138 SP:Iteration 23Q (9233.822534 sec): 3 clusters Score: Raw -1398628.704870 + Penalty 1822.036696 = -1396806.668173 nChanged 127 SP:Iteration 24Q (9233.880672 sec): 3 clusters Score: Raw -1398682.258441 + Penalty 1822.036696 = -1396860.221744 nChanged 121 SP:Iteration 25Q (9233.936889 sec): 3 clusters Score: Raw -1398728.589675 + Penalty 1822.036696 = -1396906.552979 nChanged 106 SP:Iteration 26Q (9233.995361 sec): 3 clusters Score: Raw -1398763.620340 + Penalty 1822.036696 = -1396941.583644 nChanged 75 SP:Iteration 27Q (9234.064098 sec): 3 clusters Score: Raw -1398781.879077 + Penalty 1822.036696 = -1396959.842380 nChanged 62 SP:Iteration 28Q (9234.123953 sec): 3 clusters Score: Raw -1398794.413276 + Penalty 1822.036696 = -1396972.376580 nChanged 60 SP:Iteration 29Q (9234.186412 sec): 3 clusters Score: Raw -1398806.191878 + Penalty 1822.036696 = -1396984.155181 nChanged 44 SP:Iteration 30Q (9234.249485 sec): 3 clusters Score: Raw -1398814.252314 + Penalty 1822.036696 = -1396992.215618 nChanged 44 SP:Iteration 31Q (9234.309881 sec): 3 clusters Score: Raw -1398822.568736 + Penalty 1822.036696 = -1397000.532039 nChanged 47 SP:Iteration 32Q (9234.370097 sec): 3 clusters Score: Raw -1398832.261795 + Penalty 1822.036696 = -1397010.225099 nChanged 41 SP:Iteration 33Q (9234.436397 sec): 3 clusters Score: Raw -1398839.368365 + Penalty 1822.036696 = -1397017.331668 nChanged 34 SP:Iteration 34Q (9234.486609 sec): 3 clusters Score: Raw -1398844.165547 + Penalty 1822.036696 = -1397022.128851 nChanged 26 SP:Iteration 35Q (9234.556218 sec): 3 clusters Score: Raw -1398847.244186 + Penalty 1822.036696 = -1397025.207490 nChanged 16 SP:Iteration 36Q (9234.607365 sec): 3 clusters Score: Raw -1398848.821913 + Penalty 1822.036696 = -1397026.785216 nChanged 17 SP:Iteration 37Q (9234.660381 sec): 3 clusters Score: Raw -1398850.430114 + Penalty 1822.036696 = -1397028.393418 nChanged 17 SP:Iteration 38Q (9234.712816 sec): 3 clusters Score: Raw -1398852.043557 + Penalty 1822.036696 = -1397030.006861 nChanged 12 SP:Iteration 39Q (9234.769045 sec): 3 clusters Score: Raw -1398852.930066 + Penalty 1822.036696 = -1397030.893370 nChanged 9 SP:Iteration 40F (9234.822752 sec): 3 clusters Score: Raw -1398853.422277 + Penalty 1822.036696 = -1397031.385581 nChanged 8 SP:Iteration 41Q (9234.888486 sec): 3 clusters Score: Raw -1398854.116933 + Penalty 1822.036696 = -1397032.080236 nChanged 8 SP:Iteration 42Q (9234.952276 sec): 3 clusters Score: Raw -1398854.797190 + Penalty 1822.036696 = -1397032.760494 nChanged 9 SP:Iteration 43Q (9235.007820 sec): 3 clusters Score: Raw -1398855.301092 + Penalty 1822.036696 = -1397033.264396 nChanged 5 SP:Iteration 44Q (9235.067769 sec): 3 clusters Score: Raw -1398855.934319 + Penalty 1822.036696 = -1397033.897623 nChanged 7 SP:Iteration 45Q (9235.130438 sec): 3 clusters Score: Raw -1398856.912163 + Penalty 1822.036696 = -1397034.875467 nChanged 8 SP:Iteration 46Q (9235.191221 sec): 3 clusters Score: Raw -1398857.571525 + Penalty 1822.036696 = -1397035.534829 nChanged 4 SP:Iteration 47Q (9235.256242 sec): 3 clusters Score: Raw -1398857.755361 + Penalty 1822.036696 = -1397035.718665 nChanged 3 SP:Iteration 48Q (9235.310440 sec): 3 clusters Score: Raw -1398857.938715 + Penalty 1822.036696 = -1397035.902019 nChanged 2 SP:Iteration 49Q (9235.369502 sec): 3 clusters Score: Raw -1398858.087896 + Penalty 1822.036696 = -1397036.051200 nChanged 3 SP:Iteration 50Q (9235.432522 sec): 3 clusters Score: Raw -1398858.283949 + Penalty 1822.036696 = -1397036.247253 nChanged 3 SP:Iteration 51Q (9235.486461 sec): 3 clusters Score: Raw -1398858.514105 + Penalty 1822.036696 = -1397036.477409 nChanged 6 SP:Iteration 52Q (9235.546714 sec): 3 clusters Score: Raw -1398858.884492 + Penalty 1822.036696 = -1397036.847796 nChanged 5 SP:Iteration 53Q (9235.607878 sec): 3 clusters Score: Raw -1398859.245717 + Penalty 1822.036696 = -1397037.209020 nChanged 7 SP:Iteration 54Q (9235.674795 sec): 3 clusters Score: Raw -1398859.615581 + Penalty 1822.036696 = -1397037.578885 nChanged 5 SP:Iteration 55Q (9235.737804 sec): 3 clusters Score: Raw -1398859.796377 + Penalty 1822.036696 = -1397037.759681 nChanged 4 SP:Iteration 56Q (9235.794884 sec): 3 clusters Score: Raw -1398860.010574 + Penalty 1822.036696 = -1397037.973878 nChanged 2 SP:Iteration 57Q (9235.850982 sec): 3 clusters Score: Raw -1398860.071226 + Penalty 1822.036696 = -1397038.034529 nChanged 0 SP:Iteration 58F (9235.905083 sec): 3 clusters Score: Raw -1398860.071226 + Penalty 1822.036696 = -1397038.034529 nChanged 0 Trying to split cluster 16 (22756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9235.965225 sec): 2 clusters Score: Raw -2135917.434880 + Penalty 953.095492 = -2134964.339388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9236.038000 sec): 3 clusters Score: Raw -2121548.301149 + Penalty 1906.190984 = -2119642.110165 nChanged 10672 SP:Iteration 1F (9236.113568 sec): 3 clusters Score: Raw -2127625.100539 + Penalty 1906.190984 = -2125718.909555 nChanged 1146 SP:Iteration 2F (9236.188874 sec): 3 clusters Score: Raw -2128053.174864 + Penalty 1906.190984 = -2126146.983880 nChanged 1248 SP:Iteration 3F (9236.265772 sec): 3 clusters Score: Raw -2128597.673432 + Penalty 1906.190984 = -2126691.482449 nChanged 1356 SP:Iteration 4F (9236.342242 sec): 3 clusters Score: Raw -2129364.767572 + Penalty 1906.190984 = -2127458.576588 nChanged 1576 SP:Iteration 5F (9236.403435 sec): 3 clusters Score: Raw -2130509.210202 + Penalty 1906.190984 = -2128603.019218 nChanged 1675 SP:Iteration 6F (9236.476899 sec): 3 clusters Score: Raw -2131896.857665 + Penalty 1906.190984 = -2129990.666681 nChanged 1614 SP:Iteration 7F (9236.562376 sec): 3 clusters Score: Raw -2133403.627541 + Penalty 1906.190984 = -2131497.436557 nChanged 1254 SP:Iteration 8F (9236.641408 sec): 3 clusters Score: Raw -2134553.369680 + Penalty 1906.190984 = -2132647.178696 nChanged 841 SP:Iteration 9Q (9236.720541 sec): 3 clusters Score: Raw -2135319.063935 + Penalty 1906.190984 = -2133412.872951 nChanged 450 SP:Iteration 10Q (9236.797102 sec): 3 clusters Score: Raw -2135718.615823 + Penalty 1906.190984 = -2133812.424839 nChanged 222 SP:Iteration 11Q (9236.871402 sec): 3 clusters Score: Raw -2135916.732115 + Penalty 1906.190984 = -2134010.541131 nChanged 92 SP:Iteration 12Q (9236.942271 sec): 3 clusters Score: Raw -2135993.430969 + Penalty 1906.190984 = -2134087.239985 nChanged 53 SP:Iteration 13Q (9237.017421 sec): 3 clusters Score: Raw -2136041.342864 + Penalty 1906.190984 = -2134135.151881 nChanged 35 SP:Iteration 14Q (9237.079316 sec): 3 clusters Score: Raw -2136081.601994 + Penalty 1906.190984 = -2134175.411010 nChanged 19 SP:Iteration 15Q (9237.144552 sec): 3 clusters Score: Raw -2136098.118091 + Penalty 1906.190984 = -2134191.927107 nChanged 5 SP:Iteration 16Q (9237.214744 sec): 3 clusters Score: Raw -2136100.609805 + Penalty 1906.190984 = -2134194.418821 nChanged 0 SP:Iteration 17F (9237.291964 sec): 3 clusters Score: Raw -2136100.609805 + Penalty 1906.190984 = -2134194.418821 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9237.319486 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9237.355833 sec): 3 clusters Score: Raw -17001.892587 + Penalty 1005.727917 = -15996.164670 nChanged 33 SP:Iteration 1F (9237.412096 sec): 3 clusters Score: Raw -17070.492495 + Penalty 1005.727917 = -16064.764579 nChanged 6 SP:Iteration 2Q (9237.447756 sec): 3 clusters Score: Raw -17092.621286 + Penalty 1005.727917 = -16086.893369 nChanged 8 SP:Iteration 3Q (9237.492750 sec): 3 clusters Score: Raw -17127.401156 + Penalty 1005.727917 = -16121.673239 nChanged 4 SP:Iteration 4Q (9237.537587 sec): 3 clusters Score: Raw -17134.863557 + Penalty 1005.727917 = -16129.135640 nChanged 3 SP:Iteration 5Q (9237.580116 sec): 3 clusters Score: Raw -17146.301506 + Penalty 1005.727917 = -16140.573590 nChanged 0 SP:Iteration 6F (9237.630901 sec): 3 clusters Score: Raw -17146.301506 + Penalty 1005.727917 = -16140.573590 nChanged 0 Trying to split cluster 18 (128280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9237.803435 sec): 2 clusters Score: Raw -12765682.133923 + Penalty 1117.387212 = -12764564.746711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9238.015680 sec): 3 clusters Score: Raw -12680095.758738 + Penalty 2234.774424 = -12677860.984314 nChanged 62376 SP:Iteration 1F (9238.223088 sec): 3 clusters Score: Raw -12719342.578713 + Penalty 2234.774424 = -12717107.804289 nChanged 6294 SP:Iteration 2Q (9238.439609 sec): 3 clusters Score: Raw -12722617.584865 + Penalty 2234.774424 = -12720382.810440 nChanged 7373 SP:Iteration 3F (9238.635348 sec): 3 clusters Score: Raw -12727465.588581 + Penalty 2234.774424 = -12725230.814157 nChanged 8742 SP:Iteration 4F (9238.827029 sec): 3 clusters Score: Raw -12734294.186442 + Penalty 2234.774424 = -12732059.412018 nChanged 9603 SP:Iteration 5F (9239.023612 sec): 3 clusters Score: Raw -12742585.153992 + Penalty 2234.774424 = -12740350.379568 nChanged 9078 SP:Iteration 6F (9239.211171 sec): 3 clusters Score: Raw -12750584.167808 + Penalty 2234.774424 = -12748349.393384 nChanged 7311 SP:Iteration 7F (9239.383312 sec): 3 clusters Score: Raw -12756815.357398 + Penalty 2234.774424 = -12754580.582974 nChanged 5036 SP:Iteration 8Q (9239.566149 sec): 3 clusters Score: Raw -12760847.784919 + Penalty 2234.774424 = -12758613.010494 nChanged 3151 SP:Iteration 9Q (9239.745121 sec): 3 clusters Score: Raw -12763141.253994 + Penalty 2234.774424 = -12760906.479570 nChanged 1888 SP:Iteration 10Q (9239.910399 sec): 3 clusters Score: Raw -12764347.769068 + Penalty 2234.774424 = -12762112.994644 nChanged 1125 SP:Iteration 11Q (9240.093801 sec): 3 clusters Score: Raw -12764995.726204 + Penalty 2234.774424 = -12762760.951779 nChanged 698 SP:Iteration 12Q (9240.278007 sec): 3 clusters Score: Raw -12765360.544318 + Penalty 2234.774424 = -12763125.769894 nChanged 408 SP:Iteration 13Q (9240.457214 sec): 3 clusters Score: Raw -12765559.133005 + Penalty 2234.774424 = -12763324.358581 nChanged 303 SP:Iteration 14Q (9240.633649 sec): 3 clusters Score: Raw -12765706.673366 + Penalty 2234.774424 = -12763471.898942 nChanged 235 SP:Iteration 15Q (9240.805953 sec): 3 clusters Score: Raw -12765815.125952 + Penalty 2234.774424 = -12763580.351528 nChanged 167 SP:Iteration 16Q (9240.984196 sec): 3 clusters Score: Raw -12765893.184391 + Penalty 2234.774424 = -12763658.409967 nChanged 111 SP:Iteration 17Q (9241.154751 sec): 3 clusters Score: Raw -12765941.648043 + Penalty 2234.774424 = -12763706.873619 nChanged 67 SP:Iteration 18Q (9241.330221 sec): 3 clusters Score: Raw -12765967.234551 + Penalty 2234.774424 = -12763732.460127 nChanged 50 SP:Iteration 19Q (9241.502500 sec): 3 clusters Score: Raw -12765987.529100 + Penalty 2234.774424 = -12763752.754676 nChanged 38 SP:Iteration 20F (9241.703814 sec): 3 clusters Score: Raw -12766004.920797 + Penalty 2234.774424 = -12763770.146373 nChanged 39 SP:Iteration 21Q (9241.883856 sec): 3 clusters Score: Raw -12766022.079269 + Penalty 2234.774424 = -12763787.304845 nChanged 29 SP:Iteration 22Q (9242.053495 sec): 3 clusters Score: Raw -12766030.248860 + Penalty 2234.774424 = -12763795.474436 nChanged 19 SP:Iteration 23Q (9242.233019 sec): 3 clusters Score: Raw -12766035.929183 + Penalty 2234.774424 = -12763801.154759 nChanged 12 SP:Iteration 24Q (9242.409133 sec): 3 clusters Score: Raw -12766038.869345 + Penalty 2234.774424 = -12763804.094921 nChanged 9 SP:Iteration 25Q (9242.574519 sec): 3 clusters Score: Raw -12766040.394208 + Penalty 2234.774424 = -12763805.619783 nChanged 7 SP:Iteration 26Q (9242.751163 sec): 3 clusters Score: Raw -12766042.061915 + Penalty 2234.774424 = -12763807.287491 nChanged 6 SP:Iteration 27Q (9242.927337 sec): 3 clusters Score: Raw -12766042.935431 + Penalty 2234.774424 = -12763808.161007 nChanged 2 SP:Iteration 28Q (9243.087349 sec): 3 clusters Score: Raw -12766043.234636 + Penalty 2234.774424 = -12763808.460211 nChanged 1 SP:Iteration 29Q (9243.252365 sec): 3 clusters Score: Raw -12766043.519686 + Penalty 2234.774424 = -12763808.745262 nChanged 0 SP:Iteration 30F (9243.438237 sec): 3 clusters Score: Raw -12766043.519686 + Penalty 2234.774424 = -12763808.745262 nChanged 0 Trying to split cluster 19 (3285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9243.465874 sec): 2 clusters Score: Raw -284268.929064 + Penalty 769.226583 = -283499.702481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9243.513401 sec): 3 clusters Score: Raw -282517.809979 + Penalty 1538.453167 = -280979.356812 nChanged 1361 SP:Iteration 1F (9243.561129 sec): 3 clusters Score: Raw -283324.608106 + Penalty 1538.453167 = -281786.154939 nChanged 252 SP:Iteration 2F (9243.607604 sec): 3 clusters Score: Raw -283480.241112 + Penalty 1538.453167 = -281941.787945 nChanged 190 SP:Iteration 3F (9243.654365 sec): 3 clusters Score: Raw -283609.257914 + Penalty 1538.453167 = -282070.804747 nChanged 166 SP:Iteration 4F (9243.700519 sec): 3 clusters Score: Raw -283706.012202 + Penalty 1538.453167 = -282167.559035 nChanged 148 SP:Iteration 5Q (9243.738294 sec): 3 clusters Score: Raw -283782.502042 + Penalty 1538.453167 = -282244.048875 nChanged 114 SP:Iteration 6Q (9243.787592 sec): 3 clusters Score: Raw -283844.786990 + Penalty 1538.453167 = -282306.333823 nChanged 115 SP:Iteration 7Q (9243.833483 sec): 3 clusters Score: Raw -283917.836744 + Penalty 1538.453167 = -282379.383577 nChanged 116 SP:Iteration 8Q (9243.875849 sec): 3 clusters Score: Raw -283984.453436 + Penalty 1538.453167 = -282446.000269 nChanged 105 SP:Iteration 9Q (9243.924352 sec): 3 clusters Score: Raw -284042.708068 + Penalty 1538.453167 = -282504.254901 nChanged 84 SP:Iteration 10Q (9243.977247 sec): 3 clusters Score: Raw -284087.816028 + Penalty 1538.453167 = -282549.362861 nChanged 83 SP:Iteration 11Q (9244.027239 sec): 3 clusters Score: Raw -284129.324710 + Penalty 1538.453167 = -282590.871543 nChanged 86 SP:Iteration 12Q (9244.070215 sec): 3 clusters Score: Raw -284168.722165 + Penalty 1538.453167 = -282630.268998 nChanged 62 SP:Iteration 13Q (9244.120578 sec): 3 clusters Score: Raw -284194.571816 + Penalty 1538.453167 = -282656.118649 nChanged 54 SP:Iteration 14Q (9244.169975 sec): 3 clusters Score: Raw -284216.458093 + Penalty 1538.453167 = -282678.004926 nChanged 53 SP:Iteration 15Q (9244.215802 sec): 3 clusters Score: Raw -284242.961634 + Penalty 1538.453167 = -282704.508467 nChanged 66 SP:Iteration 16Q (9244.265557 sec): 3 clusters Score: Raw -284269.014710 + Penalty 1538.453167 = -282730.561543 nChanged 54 SP:Iteration 17Q (9244.319193 sec): 3 clusters Score: Raw -284291.723611 + Penalty 1538.453167 = -282753.270444 nChanged 55 SP:Iteration 18Q (9244.367489 sec): 3 clusters Score: Raw -284315.719817 + Penalty 1538.453167 = -282777.266650 nChanged 45 SP:Iteration 19Q (9244.420725 sec): 3 clusters Score: Raw -284331.657077 + Penalty 1538.453167 = -282793.203910 nChanged 33 SP:Iteration 20F (9244.473591 sec): 3 clusters Score: Raw -284344.788972 + Penalty 1538.453167 = -282806.335805 nChanged 29 SP:Iteration 21Q (9244.524593 sec): 3 clusters Score: Raw -284356.300761 + Penalty 1538.453167 = -282817.847594 nChanged 21 SP:Iteration 22Q (9244.575520 sec): 3 clusters Score: Raw -284366.499720 + Penalty 1538.453167 = -282828.046553 nChanged 17 SP:Iteration 23Q (9244.625763 sec): 3 clusters Score: Raw -284376.795234 + Penalty 1538.453167 = -282838.342067 nChanged 18 SP:Iteration 24Q (9244.672767 sec): 3 clusters Score: Raw -284386.021014 + Penalty 1538.453167 = -282847.567847 nChanged 23 SP:Iteration 25Q (9244.714984 sec): 3 clusters Score: Raw -284396.045077 + Penalty 1538.453167 = -282857.591910 nChanged 15 SP:Iteration 26Q (9244.756103 sec): 3 clusters Score: Raw -284400.773700 + Penalty 1538.453167 = -282862.320533 nChanged 10 SP:Iteration 27Q (9244.811513 sec): 3 clusters Score: Raw -284403.861160 + Penalty 1538.453167 = -282865.407993 nChanged 10 SP:Iteration 28Q (9244.858573 sec): 3 clusters Score: Raw -284410.175884 + Penalty 1538.453167 = -282871.722717 nChanged 13 SP:Iteration 29Q (9244.910819 sec): 3 clusters Score: Raw -284417.949192 + Penalty 1538.453167 = -282879.496025 nChanged 17 SP:Iteration 30Q (9244.959588 sec): 3 clusters Score: Raw -284423.860900 + Penalty 1538.453167 = -282885.407733 nChanged 16 SP:Iteration 31Q (9245.006923 sec): 3 clusters Score: Raw -284432.712764 + Penalty 1538.453167 = -282894.259597 nChanged 18 SP:Iteration 32Q (9245.046360 sec): 3 clusters Score: Raw -284438.887395 + Penalty 1538.453167 = -282900.434228 nChanged 15 SP:Iteration 33Q (9245.098435 sec): 3 clusters Score: Raw -284443.294770 + Penalty 1538.453167 = -282904.841603 nChanged 11 SP:Iteration 34Q (9245.150273 sec): 3 clusters Score: Raw -284447.485190 + Penalty 1538.453167 = -282909.032024 nChanged 11 SP:Iteration 35Q (9245.204079 sec): 3 clusters Score: Raw -284450.443476 + Penalty 1538.453167 = -282911.990309 nChanged 9 SP:Iteration 36Q (9245.252821 sec): 3 clusters Score: Raw -284453.630658 + Penalty 1538.453167 = -282915.177491 nChanged 9 SP:Iteration 37Q (9245.304340 sec): 3 clusters Score: Raw -284456.703120 + Penalty 1538.453167 = -282918.249953 nChanged 7 SP:Iteration 38Q (9245.351879 sec): 3 clusters Score: Raw -284457.947340 + Penalty 1538.453167 = -282919.494174 nChanged 6 SP:Iteration 39Q (9245.390646 sec): 3 clusters Score: Raw -284459.677578 + Penalty 1538.453167 = -282921.224411 nChanged 6 SP:Iteration 40F (9245.445686 sec): 3 clusters Score: Raw -284461.117022 + Penalty 1538.453167 = -282922.663855 nChanged 10 SP:Iteration 41Q (9245.491861 sec): 3 clusters Score: Raw -284463.634510 + Penalty 1538.453167 = -282925.181343 nChanged 8 SP:Iteration 42Q (9245.543310 sec): 3 clusters Score: Raw -284465.813632 + Penalty 1538.453167 = -282927.360465 nChanged 3 SP:Iteration 43Q (9245.583297 sec): 3 clusters Score: Raw -284467.301870 + Penalty 1538.453167 = -282928.848703 nChanged 4 SP:Iteration 44Q (9245.634424 sec): 3 clusters Score: Raw -284469.403980 + Penalty 1538.453167 = -282930.950813 nChanged 5 SP:Iteration 45Q (9245.684118 sec): 3 clusters Score: Raw -284471.111871 + Penalty 1538.453167 = -282932.658704 nChanged 3 SP:Iteration 46Q (9245.730093 sec): 3 clusters Score: Raw -284472.340171 + Penalty 1538.453167 = -282933.887004 nChanged 5 SP:Iteration 47Q (9245.777686 sec): 3 clusters Score: Raw -284474.597515 + Penalty 1538.453167 = -282936.144349 nChanged 0 SP:Iteration 48F (9245.820656 sec): 3 clusters Score: Raw -284474.597515 + Penalty 1538.453167 = -282936.144349 nChanged 0 Trying to split cluster 20 (28564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9245.886787 sec): 2 clusters Score: Raw -2492054.502688 + Penalty 974.690734 = -2491079.811954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9245.974613 sec): 3 clusters Score: Raw -2473968.782088 + Penalty 1949.381468 = -2472019.400620 nChanged 13434 SP:Iteration 1F (9246.060112 sec): 3 clusters Score: Raw -2482282.912114 + Penalty 1949.381468 = -2480333.530646 nChanged 1621 SP:Iteration 2F (9246.139505 sec): 3 clusters Score: Raw -2483056.330406 + Penalty 1949.381468 = -2481106.948938 nChanged 1704 SP:Iteration 3F (9246.215096 sec): 3 clusters Score: Raw -2484004.149063 + Penalty 1949.381468 = -2482054.767595 nChanged 1695 SP:Iteration 4F (9246.293768 sec): 3 clusters Score: Raw -2485067.983304 + Penalty 1949.381468 = -2483118.601836 nChanged 1781 SP:Iteration 5F (9246.389572 sec): 3 clusters Score: Raw -2486320.643751 + Penalty 1949.381468 = -2484371.262283 nChanged 1711 SP:Iteration 6F (9246.466391 sec): 3 clusters Score: Raw -2487532.436800 + Penalty 1949.381468 = -2485583.055332 nChanged 1497 SP:Iteration 7F (9246.544257 sec): 3 clusters Score: Raw -2488570.284231 + Penalty 1949.381468 = -2486620.902763 nChanged 1207 SP:Iteration 8Q (9246.633595 sec): 3 clusters Score: Raw -2489275.359066 + Penalty 1949.381468 = -2487325.977598 nChanged 885 SP:Iteration 9Q (9246.726744 sec): 3 clusters Score: Raw -2489669.912104 + Penalty 1949.381468 = -2487720.530636 nChanged 603 SP:Iteration 10Q (9246.809100 sec): 3 clusters Score: Raw -2489906.237136 + Penalty 1949.381468 = -2487956.855668 nChanged 479 SP:Iteration 11Q (9246.887330 sec): 3 clusters Score: Raw -2490105.645311 + Penalty 1949.381468 = -2488156.263843 nChanged 462 SP:Iteration 12Q (9246.974457 sec): 3 clusters Score: Raw -2490308.498297 + Penalty 1949.381468 = -2488359.116829 nChanged 441 SP:Iteration 13Q (9247.054384 sec): 3 clusters Score: Raw -2490484.939333 + Penalty 1949.381468 = -2488535.557865 nChanged 416 SP:Iteration 14Q (9247.131498 sec): 3 clusters Score: Raw -2490650.564843 + Penalty 1949.381468 = -2488701.183375 nChanged 384 SP:Iteration 15Q (9247.216894 sec): 3 clusters Score: Raw -2490789.718897 + Penalty 1949.381468 = -2488840.337429 nChanged 335 SP:Iteration 16Q (9247.301691 sec): 3 clusters Score: Raw -2490915.079699 + Penalty 1949.381468 = -2488965.698231 nChanged 351 SP:Iteration 17Q (9247.369185 sec): 3 clusters Score: Raw -2491046.718775 + Penalty 1949.381468 = -2489097.337307 nChanged 300 SP:Iteration 18Q (9247.452158 sec): 3 clusters Score: Raw -2491146.587491 + Penalty 1949.381468 = -2489197.206023 nChanged 274 SP:Iteration 19Q (9247.525956 sec): 3 clusters Score: Raw -2491238.353277 + Penalty 1949.381468 = -2489288.971809 nChanged 260 SP:Iteration 20F (9247.601111 sec): 3 clusters Score: Raw -2491340.295227 + Penalty 1949.381468 = -2489390.913759 nChanged 267 SP:Iteration 21Q (9247.679022 sec): 3 clusters Score: Raw -2491444.943378 + Penalty 1949.381468 = -2489495.561910 nChanged 259 SP:Iteration 22Q (9247.758080 sec): 3 clusters Score: Raw -2491561.919093 + Penalty 1949.381468 = -2489612.537625 nChanged 266 SP:Iteration 23Q (9247.843573 sec): 3 clusters Score: Raw -2491685.482602 + Penalty 1949.381468 = -2489736.101134 nChanged 245 SP:Iteration 24Q (9247.919503 sec): 3 clusters Score: Raw -2491790.917028 + Penalty 1949.381468 = -2489841.535560 nChanged 230 SP:Iteration 25Q (9247.999782 sec): 3 clusters Score: Raw -2491884.385648 + Penalty 1949.381468 = -2489935.004180 nChanged 207 SP:Iteration 26Q (9248.075009 sec): 3 clusters Score: Raw -2491966.346699 + Penalty 1949.381468 = -2490016.965231 nChanged 157 SP:Iteration 27Q (9248.151020 sec): 3 clusters Score: Raw -2492022.402518 + Penalty 1949.381468 = -2490073.021050 nChanged 150 SP:Iteration 28Q (9248.226593 sec): 3 clusters Score: Raw -2492077.814721 + Penalty 1949.381468 = -2490128.433253 nChanged 135 SP:Iteration 29Q (9248.305978 sec): 3 clusters Score: Raw -2492122.182780 + Penalty 1949.381468 = -2490172.801312 nChanged 109 SP:Iteration 30Q (9248.383207 sec): 3 clusters Score: Raw -2492152.536381 + Penalty 1949.381468 = -2490203.154913 nChanged 83 SP:Iteration 31Q (9248.454314 sec): 3 clusters Score: Raw -2492176.090055 + Penalty 1949.381468 = -2490226.708587 nChanged 76 SP:Iteration 32Q (9248.523697 sec): 3 clusters Score: Raw -2492195.968884 + Penalty 1949.381468 = -2490246.587416 nChanged 57 SP:Iteration 33Q (9248.584306 sec): 3 clusters Score: Raw -2492211.970222 + Penalty 1949.381468 = -2490262.588754 nChanged 50 SP:Iteration 34Q (9248.660210 sec): 3 clusters Score: Raw -2492222.847334 + Penalty 1949.381468 = -2490273.465866 nChanged 39 SP:Iteration 35Q (9248.732777 sec): 3 clusters Score: Raw -2492231.677864 + Penalty 1949.381468 = -2490282.296396 nChanged 34 SP:Iteration 36Q (9248.806789 sec): 3 clusters Score: Raw -2492238.521121 + Penalty 1949.381468 = -2490289.139654 nChanged 28 SP:Iteration 37Q (9248.880719 sec): 3 clusters Score: Raw -2492244.998604 + Penalty 1949.381468 = -2490295.617136 nChanged 32 SP:Iteration 38Q (9248.957357 sec): 3 clusters Score: Raw -2492251.986866 + Penalty 1949.381468 = -2490302.605398 nChanged 23 SP:Iteration 39Q (9249.031293 sec): 3 clusters Score: Raw -2492257.478987 + Penalty 1949.381468 = -2490308.097519 nChanged 26 SP:Iteration 40F (9249.110948 sec): 3 clusters Score: Raw -2492264.090803 + Penalty 1949.381468 = -2490314.709335 nChanged 28 SP:Iteration 41Q (9249.184870 sec): 3 clusters Score: Raw -2492270.902166 + Penalty 1949.381468 = -2490321.520698 nChanged 20 SP:Iteration 42Q (9249.267127 sec): 3 clusters Score: Raw -2492277.350044 + Penalty 1949.381468 = -2490327.968576 nChanged 27 SP:Iteration 43Q (9249.349408 sec): 3 clusters Score: Raw -2492287.702653 + Penalty 1949.381468 = -2490338.321185 nChanged 28 SP:Iteration 44Q (9249.432220 sec): 3 clusters Score: Raw -2492294.491107 + Penalty 1949.381468 = -2490345.109639 nChanged 16 SP:Iteration 45Q (9249.514945 sec): 3 clusters Score: Raw -2492297.911266 + Penalty 1949.381468 = -2490348.529798 nChanged 13 SP:Iteration 46Q (9249.595056 sec): 3 clusters Score: Raw -2492300.775373 + Penalty 1949.381468 = -2490351.393905 nChanged 12 SP:Iteration 47Q (9249.673348 sec): 3 clusters Score: Raw -2492303.608281 + Penalty 1949.381468 = -2490354.226813 nChanged 15 SP:Iteration 48Q (9249.753659 sec): 3 clusters Score: Raw -2492307.904721 + Penalty 1949.381468 = -2490358.523253 nChanged 18 SP:Iteration 49Q (9249.832614 sec): 3 clusters Score: Raw -2492313.827810 + Penalty 1949.381468 = -2490364.446343 nChanged 14 SP:Iteration 50Q (9249.910848 sec): 3 clusters Score: Raw -2492316.333447 + Penalty 1949.381468 = -2490366.951979 nChanged 14 SP:Iteration 51Q (9249.987344 sec): 3 clusters Score: Raw -2492318.847373 + Penalty 1949.381468 = -2490369.465905 nChanged 7 SP:Iteration 52Q (9250.068000 sec): 3 clusters Score: Raw -2492320.223144 + Penalty 1949.381468 = -2490370.841676 nChanged 7 SP:Iteration 53Q (9250.145242 sec): 3 clusters Score: Raw -2492322.283743 + Penalty 1949.381468 = -2490372.902276 nChanged 10 SP:Iteration 54Q (9250.223035 sec): 3 clusters Score: Raw -2492325.118342 + Penalty 1949.381468 = -2490375.736874 nChanged 8 SP:Iteration 55Q (9250.302251 sec): 3 clusters Score: Raw -2492326.704851 + Penalty 1949.381468 = -2490377.323383 nChanged 8 SP:Iteration 56Q (9250.375111 sec): 3 clusters Score: Raw -2492329.571643 + Penalty 1949.381468 = -2490380.190175 nChanged 10 SP:Iteration 57Q (9250.440989 sec): 3 clusters Score: Raw -2492331.651913 + Penalty 1949.381468 = -2490382.270445 nChanged 9 SP:Iteration 58Q (9250.525970 sec): 3 clusters Score: Raw -2492332.962057 + Penalty 1949.381468 = -2490383.580589 nChanged 4 SP:Iteration 59Q (9250.598820 sec): 3 clusters Score: Raw -2492333.302735 + Penalty 1949.381468 = -2490383.921268 nChanged 1 SP:Iteration 60F (9250.678761 sec): 3 clusters Score: Raw -2492333.485718 + Penalty 1949.381468 = -2490384.104250 nChanged 0 Trying to split cluster 21 (2780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9250.706807 sec): 2 clusters Score: Raw -266172.446162 + Penalty 753.369590 = -265419.076572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9250.758077 sec): 3 clusters Score: Raw -264775.096031 + Penalty 1506.739179 = -263268.356852 nChanged 1131 SP:Iteration 1F (9250.810674 sec): 3 clusters Score: Raw -265500.415427 + Penalty 1506.739179 = -263993.676248 nChanged 259 SP:Iteration 2F (9250.854180 sec): 3 clusters Score: Raw -265707.609398 + Penalty 1506.739179 = -264200.870219 nChanged 235 SP:Iteration 3F (9250.915203 sec): 3 clusters Score: Raw -265927.300282 + Penalty 1506.739179 = -264420.561103 nChanged 199 SP:Iteration 4F (9250.958721 sec): 3 clusters Score: Raw -266096.118626 + Penalty 1506.739179 = -264589.379447 nChanged 138 SP:Iteration 5Q (9251.007649 sec): 3 clusters Score: Raw -266257.277420 + Penalty 1506.739179 = -264750.538241 nChanged 125 SP:Iteration 6Q (9251.060775 sec): 3 clusters Score: Raw -266381.847646 + Penalty 1506.739179 = -264875.108467 nChanged 95 SP:Iteration 7Q (9251.105959 sec): 3 clusters Score: Raw -266444.055016 + Penalty 1506.739179 = -264937.315837 nChanged 66 SP:Iteration 8Q (9251.153003 sec): 3 clusters Score: Raw -266480.719531 + Penalty 1506.739179 = -264973.980352 nChanged 50 SP:Iteration 9Q (9251.200585 sec): 3 clusters Score: Raw -266511.181168 + Penalty 1506.739179 = -265004.441989 nChanged 34 SP:Iteration 10Q (9251.256491 sec): 3 clusters Score: Raw -266530.210569 + Penalty 1506.739179 = -265023.471390 nChanged 28 SP:Iteration 11Q (9251.304680 sec): 3 clusters Score: Raw -266544.445140 + Penalty 1506.739179 = -265037.705961 nChanged 17 SP:Iteration 12Q (9251.351904 sec): 3 clusters Score: Raw -266553.729079 + Penalty 1506.739179 = -265046.989899 nChanged 20 SP:Iteration 13Q (9251.399187 sec): 3 clusters Score: Raw -266565.206846 + Penalty 1506.739179 = -265058.467667 nChanged 15 SP:Iteration 14Q (9251.448551 sec): 3 clusters Score: Raw -266571.653195 + Penalty 1506.739179 = -265064.914016 nChanged 16 SP:Iteration 15Q (9251.502226 sec): 3 clusters Score: Raw -266577.937918 + Penalty 1506.739179 = -265071.198738 nChanged 9 SP:Iteration 16Q (9251.541985 sec): 3 clusters Score: Raw -266581.391110 + Penalty 1506.739179 = -265074.651931 nChanged 7 SP:Iteration 17Q (9251.591562 sec): 3 clusters Score: Raw -266584.427410 + Penalty 1506.739179 = -265077.688230 nChanged 4 SP:Iteration 18Q (9251.649431 sec): 3 clusters Score: Raw -266585.946440 + Penalty 1506.739179 = -265079.207261 nChanged 4 SP:Iteration 19Q (9251.700015 sec): 3 clusters Score: Raw -266588.642511 + Penalty 1506.739179 = -265081.903332 nChanged 4 SP:Iteration 20F (9251.752135 sec): 3 clusters Score: Raw -266590.799145 + Penalty 1506.739179 = -265084.059966 nChanged 5 SP:Iteration 21Q (9251.797870 sec): 3 clusters Score: Raw -266592.627716 + Penalty 1506.739179 = -265085.888537 nChanged 2 SP:Iteration 22Q (9251.834316 sec): 3 clusters Score: Raw -266593.705208 + Penalty 1506.739179 = -265086.966028 nChanged 3 SP:Iteration 23Q (9251.889685 sec): 3 clusters Score: Raw -266594.749893 + Penalty 1506.739179 = -265088.010713 nChanged 4 SP:Iteration 24Q (9251.930715 sec): 3 clusters Score: Raw -266595.753850 + Penalty 1506.739179 = -265089.014671 nChanged 4 SP:Iteration 25Q (9251.979530 sec): 3 clusters Score: Raw -266597.368790 + Penalty 1506.739179 = -265090.629610 nChanged 4 SP:Iteration 26Q (9252.027441 sec): 3 clusters Score: Raw -266598.196005 + Penalty 1506.739179 = -265091.456825 nChanged 5 SP:Iteration 27Q (9252.078730 sec): 3 clusters Score: Raw -266600.014139 + Penalty 1506.739179 = -265093.274960 nChanged 4 SP:Iteration 28Q (9252.138462 sec): 3 clusters Score: Raw -266601.414779 + Penalty 1506.739179 = -265094.675600 nChanged 2 SP:Iteration 29Q (9252.182148 sec): 3 clusters Score: Raw -266601.755395 + Penalty 1506.739179 = -265095.016216 nChanged 4 SP:Iteration 30Q (9252.233851 sec): 3 clusters Score: Raw -266602.961265 + Penalty 1506.739179 = -265096.222086 nChanged 1 SP:Iteration 31Q (9252.285360 sec): 3 clusters Score: Raw -266603.212990 + Penalty 1506.739179 = -265096.473811 nChanged 1 SP:Iteration 32Q (9252.334969 sec): 3 clusters Score: Raw -266603.402414 + Penalty 1506.739179 = -265096.663235 nChanged 1 SP:Iteration 33Q (9252.379815 sec): 3 clusters Score: Raw -266603.582452 + Penalty 1506.739179 = -265096.843272 nChanged 2 SP:Iteration 34Q (9252.426807 sec): 3 clusters Score: Raw -266603.940801 + Penalty 1506.739179 = -265097.201621 nChanged 2 SP:Iteration 35Q (9252.463405 sec): 3 clusters Score: Raw -266605.082815 + Penalty 1506.739179 = -265098.343636 nChanged 3 SP:Iteration 36Q (9252.500637 sec): 3 clusters Score: Raw -266607.105759 + Penalty 1506.739179 = -265100.366580 nChanged 2 SP:Iteration 37Q (9252.536358 sec): 3 clusters Score: Raw -266607.616969 + Penalty 1506.739179 = -265100.877789 nChanged 0 SP:Iteration 38F (9252.580616 sec): 3 clusters Score: Raw -266607.616969 + Penalty 1506.739179 = -265100.877789 nChanged 0 Trying to split cluster 22 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9252.602031 sec): 2 clusters Score: Raw -63137.373340 + Penalty 608.339549 = -62529.033791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9252.646121 sec): 3 clusters Score: Raw -62925.186910 + Penalty 1216.679098 = -61708.507812 nChanged 188 SP:Iteration 1F (9252.689169 sec): 3 clusters Score: Raw -63084.057320 + Penalty 1216.679098 = -61867.378222 nChanged 36 SP:Iteration 2F (9252.733709 sec): 3 clusters Score: Raw -63110.425159 + Penalty 1216.679098 = -61893.746061 nChanged 15 SP:Iteration 3Q (9252.774590 sec): 3 clusters Score: Raw -63130.209075 + Penalty 1216.679098 = -61913.529977 nChanged 21 SP:Iteration 4Q (9252.814476 sec): 3 clusters Score: Raw -63152.089500 + Penalty 1216.679098 = -61935.410403 nChanged 22 SP:Iteration 5Q (9252.856123 sec): 3 clusters Score: Raw -63181.272410 + Penalty 1216.679098 = -61964.593312 nChanged 12 SP:Iteration 6Q (9252.899174 sec): 3 clusters Score: Raw -63187.758011 + Penalty 1216.679098 = -61971.078914 nChanged 3 SP:Iteration 7Q (9252.941840 sec): 3 clusters Score: Raw -63190.563100 + Penalty 1216.679098 = -61973.884002 nChanged 0 SP:Iteration 8F (9252.985507 sec): 3 clusters Score: Raw -63190.563100 + Penalty 1216.679098 = -61973.884002 nChanged 0 Trying to split cluster 23 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9253.001351 sec): 2 clusters Score: Raw -45146.486791 + Penalty 592.640839 = -44553.845952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9253.037685 sec): 3 clusters Score: Raw -45008.181239 + Penalty 1185.281679 = -43822.899560 nChanged 151 SP:Iteration 1F (9253.073800 sec): 3 clusters Score: Raw -45154.156794 + Penalty 1185.281679 = -43968.875115 nChanged 38 SP:Iteration 2F (9253.117456 sec): 3 clusters Score: Raw -45212.428067 + Penalty 1185.281679 = -44027.146388 nChanged 22 SP:Iteration 3Q (9253.159681 sec): 3 clusters Score: Raw -45239.692323 + Penalty 1185.281679 = -44054.410644 nChanged 14 SP:Iteration 4Q (9253.198753 sec): 3 clusters Score: Raw -45261.333965 + Penalty 1185.281679 = -44076.052286 nChanged 11 SP:Iteration 5Q (9253.242093 sec): 3 clusters Score: Raw -45281.283830 + Penalty 1185.281679 = -44096.002151 nChanged 14 SP:Iteration 6Q (9253.285076 sec): 3 clusters Score: Raw -45297.976476 + Penalty 1185.281679 = -44112.694798 nChanged 10 SP:Iteration 7Q (9253.334105 sec): 3 clusters Score: Raw -45306.966780 + Penalty 1185.281679 = -44121.685101 nChanged 5 SP:Iteration 8Q (9253.379243 sec): 3 clusters Score: Raw -45309.276352 + Penalty 1185.281679 = -44123.994673 nChanged 2 SP:Iteration 9Q (9253.423659 sec): 3 clusters Score: Raw -45310.084766 + Penalty 1185.281679 = -44124.803088 nChanged 1 SP:Iteration 10Q (9253.465698 sec): 3 clusters Score: Raw -45310.342246 + Penalty 1185.281679 = -44125.060567 nChanged 0 SP:Iteration 11F (9253.507703 sec): 3 clusters Score: Raw -45310.342246 + Penalty 1185.281679 = -44125.060567 nChanged 0 Trying to split cluster 24 (5782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9253.526772 sec): 2 clusters Score: Raw -575114.573306 + Penalty 822.937968 = -574291.635339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9253.578502 sec): 3 clusters Score: Raw -571837.560300 + Penalty 1645.875935 = -570191.684364 nChanged 2514 SP:Iteration 1F (9253.632707 sec): 3 clusters Score: Raw -573150.865510 + Penalty 1645.875935 = -571504.989575 nChanged 404 SP:Iteration 2F (9253.673680 sec): 3 clusters Score: Raw -573354.851343 + Penalty 1645.875935 = -571708.975407 nChanged 373 SP:Iteration 3F (9253.722096 sec): 3 clusters Score: Raw -573561.623064 + Penalty 1645.875935 = -571915.747129 nChanged 336 SP:Iteration 4F (9253.779133 sec): 3 clusters Score: Raw -573774.281106 + Penalty 1645.875935 = -572128.405170 nChanged 334 SP:Iteration 5F (9253.819094 sec): 3 clusters Score: Raw -574003.379052 + Penalty 1645.875935 = -572357.503117 nChanged 329 SP:Iteration 6F (9253.875649 sec): 3 clusters Score: Raw -574238.999295 + Penalty 1645.875935 = -572593.123360 nChanged 309 SP:Iteration 7F (9253.916694 sec): 3 clusters Score: Raw -574445.968671 + Penalty 1645.875935 = -572800.092736 nChanged 240 SP:Iteration 8Q (9253.977586 sec): 3 clusters Score: Raw -574600.848378 + Penalty 1645.875935 = -572954.972443 nChanged 186 SP:Iteration 9Q (9254.017596 sec): 3 clusters Score: Raw -574701.145769 + Penalty 1645.875935 = -573055.269833 nChanged 137 SP:Iteration 10Q (9254.070178 sec): 3 clusters Score: Raw -574759.171686 + Penalty 1645.875935 = -573113.295751 nChanged 96 SP:Iteration 11Q (9254.131774 sec): 3 clusters Score: Raw -574798.190137 + Penalty 1645.875935 = -573152.314201 nChanged 67 SP:Iteration 12Q (9254.172750 sec): 3 clusters Score: Raw -574823.192880 + Penalty 1645.875935 = -573177.316945 nChanged 61 SP:Iteration 13Q (9254.228311 sec): 3 clusters Score: Raw -574845.703725 + Penalty 1645.875935 = -573199.827789 nChanged 61 SP:Iteration 14Q (9254.269165 sec): 3 clusters Score: Raw -574863.693552 + Penalty 1645.875935 = -573217.817617 nChanged 42 SP:Iteration 15Q (9254.323415 sec): 3 clusters Score: Raw -574875.270481 + Penalty 1645.875935 = -573229.394546 nChanged 46 SP:Iteration 16Q (9254.364706 sec): 3 clusters Score: Raw -574885.610766 + Penalty 1645.875935 = -573239.734831 nChanged 38 SP:Iteration 17Q (9254.423622 sec): 3 clusters Score: Raw -574894.962896 + Penalty 1645.875935 = -573249.086961 nChanged 43 SP:Iteration 18Q (9254.467996 sec): 3 clusters Score: Raw -574905.597057 + Penalty 1645.875935 = -573259.721122 nChanged 42 SP:Iteration 19Q (9254.517480 sec): 3 clusters Score: Raw -574916.820152 + Penalty 1645.875935 = -573270.944216 nChanged 36 SP:Iteration 20F (9254.566157 sec): 3 clusters Score: Raw -574925.556747 + Penalty 1645.875935 = -573279.680811 nChanged 27 SP:Iteration 21Q (9254.609462 sec): 3 clusters Score: Raw -574931.320453 + Penalty 1645.875935 = -573285.444517 nChanged 29 SP:Iteration 22Q (9254.661635 sec): 3 clusters Score: Raw -574938.125277 + Penalty 1645.875935 = -573292.249341 nChanged 30 SP:Iteration 23Q (9254.708453 sec): 3 clusters Score: Raw -574947.022371 + Penalty 1645.875935 = -573301.146435 nChanged 27 SP:Iteration 24Q (9254.758694 sec): 3 clusters Score: Raw -574957.131978 + Penalty 1645.875935 = -573311.256043 nChanged 31 SP:Iteration 25Q (9254.816352 sec): 3 clusters Score: Raw -574965.748082 + Penalty 1645.875935 = -573319.872147 nChanged 33 SP:Iteration 26Q (9254.858360 sec): 3 clusters Score: Raw -574973.222925 + Penalty 1645.875935 = -573327.346990 nChanged 30 SP:Iteration 27Q (9254.909814 sec): 3 clusters Score: Raw -574981.356630 + Penalty 1645.875935 = -573335.480695 nChanged 31 SP:Iteration 28Q (9254.966657 sec): 3 clusters Score: Raw -574990.949151 + Penalty 1645.875935 = -573345.073216 nChanged 25 SP:Iteration 29Q (9255.008473 sec): 3 clusters Score: Raw -574996.238895 + Penalty 1645.875935 = -573350.362960 nChanged 15 SP:Iteration 30Q (9255.061512 sec): 3 clusters Score: Raw -574999.277575 + Penalty 1645.875935 = -573353.401640 nChanged 14 SP:Iteration 31Q (9255.111681 sec): 3 clusters Score: Raw -575001.474602 + Penalty 1645.875935 = -573355.598667 nChanged 13 SP:Iteration 32Q (9255.152863 sec): 3 clusters Score: Raw -575003.570277 + Penalty 1645.875935 = -573357.694341 nChanged 12 SP:Iteration 33Q (9255.203903 sec): 3 clusters Score: Raw -575005.596658 + Penalty 1645.875935 = -573359.720722 nChanged 10 SP:Iteration 34Q (9255.255169 sec): 3 clusters Score: Raw -575007.113538 + Penalty 1645.875935 = -573361.237603 nChanged 9 SP:Iteration 35Q (9255.316555 sec): 3 clusters Score: Raw -575008.830798 + Penalty 1645.875935 = -573362.954862 nChanged 12 SP:Iteration 36Q (9255.359102 sec): 3 clusters Score: Raw -575012.079062 + Penalty 1645.875935 = -573366.203127 nChanged 17 SP:Iteration 37Q (9255.421609 sec): 3 clusters Score: Raw -575015.869475 + Penalty 1645.875935 = -573369.993540 nChanged 15 SP:Iteration 38Q (9255.471966 sec): 3 clusters Score: Raw -575018.967067 + Penalty 1645.875935 = -573373.091132 nChanged 16 SP:Iteration 39Q (9255.525398 sec): 3 clusters Score: Raw -575021.708429 + Penalty 1645.875935 = -573375.832494 nChanged 13 SP:Iteration 40F (9255.577362 sec): 3 clusters Score: Raw -575024.284001 + Penalty 1645.875935 = -573378.408066 nChanged 16 SP:Iteration 41Q (9255.633230 sec): 3 clusters Score: Raw -575027.524753 + Penalty 1645.875935 = -573381.648818 nChanged 11 SP:Iteration 42Q (9255.676936 sec): 3 clusters Score: Raw -575030.201450 + Penalty 1645.875935 = -573384.325515 nChanged 12 SP:Iteration 43Q (9255.724769 sec): 3 clusters Score: Raw -575032.500774 + Penalty 1645.875935 = -573386.624839 nChanged 6 SP:Iteration 44Q (9255.779063 sec): 3 clusters Score: Raw -575034.841098 + Penalty 1645.875935 = -573388.965163 nChanged 9 SP:Iteration 45Q (9255.827913 sec): 3 clusters Score: Raw -575038.724115 + Penalty 1645.875935 = -573392.848180 nChanged 11 SP:Iteration 46Q (9255.879037 sec): 3 clusters Score: Raw -575041.904775 + Penalty 1645.875935 = -573396.028840 nChanged 10 SP:Iteration 47Q (9255.930490 sec): 3 clusters Score: Raw -575044.177239 + Penalty 1645.875935 = -573398.301303 nChanged 11 SP:Iteration 48Q (9255.989760 sec): 3 clusters Score: Raw -575046.924276 + Penalty 1645.875935 = -573401.048341 nChanged 12 SP:Iteration 49Q (9256.042393 sec): 3 clusters Score: Raw -575049.350226 + Penalty 1645.875935 = -573403.474291 nChanged 10 SP:Iteration 50Q (9256.084148 sec): 3 clusters Score: Raw -575050.918102 + Penalty 1645.875935 = -573405.042167 nChanged 9 SP:Iteration 51Q (9256.142157 sec): 3 clusters Score: Raw -575051.978766 + Penalty 1645.875935 = -573406.102831 nChanged 8 SP:Iteration 52Q (9256.196858 sec): 3 clusters Score: Raw -575053.939971 + Penalty 1645.875935 = -573408.064036 nChanged 8 SP:Iteration 53Q (9256.244510 sec): 3 clusters Score: Raw -575056.046416 + Penalty 1645.875935 = -573410.170481 nChanged 13 SP:Iteration 54Q (9256.292871 sec): 3 clusters Score: Raw -575058.923664 + Penalty 1645.875935 = -573413.047728 nChanged 13 SP:Iteration 55Q (9256.336485 sec): 3 clusters Score: Raw -575062.151147 + Penalty 1645.875935 = -573416.275212 nChanged 11 SP:Iteration 56Q (9256.386840 sec): 3 clusters Score: Raw -575064.238683 + Penalty 1645.875935 = -573418.362747 nChanged 11 SP:Iteration 57Q (9256.429345 sec): 3 clusters Score: Raw -575066.384049 + Penalty 1645.875935 = -573420.508114 nChanged 14 SP:Iteration 58Q (9256.483933 sec): 3 clusters Score: Raw -575069.529183 + Penalty 1645.875935 = -573423.653247 nChanged 16 SP:Iteration 59Q (9256.538249 sec): 3 clusters Score: Raw -575073.848483 + Penalty 1645.875935 = -573427.972547 nChanged 17 SP:Iteration 60F (9256.588814 sec): 3 clusters Score: Raw -575079.045211 + Penalty 1645.875935 = -573433.169276 nChanged 16 SP:Iteration 61Q (9256.644084 sec): 3 clusters Score: Raw -575083.567964 + Penalty 1645.875935 = -573437.692029 nChanged 14 SP:Iteration 62Q (9256.694320 sec): 3 clusters Score: Raw -575086.817684 + Penalty 1645.875935 = -573440.941749 nChanged 17 SP:Iteration 63Q (9256.732082 sec): 3 clusters Score: Raw -575091.568257 + Penalty 1645.875935 = -573445.692321 nChanged 10 SP:Iteration 64Q (9256.783008 sec): 3 clusters Score: Raw -575094.014539 + Penalty 1645.875935 = -573448.138604 nChanged 9 SP:Iteration 65Q (9256.837310 sec): 3 clusters Score: Raw -575096.848195 + Penalty 1645.875935 = -573450.972260 nChanged 9 SP:Iteration 66Q (9256.897306 sec): 3 clusters Score: Raw -575098.810962 + Penalty 1645.875935 = -573452.935027 nChanged 5 SP:Iteration 67Q (9256.942753 sec): 3 clusters Score: Raw -575100.191459 + Penalty 1645.875935 = -573454.315524 nChanged 9 SP:Iteration 68Q (9256.982572 sec): 3 clusters Score: Raw -575102.529744 + Penalty 1645.875935 = -573456.653809 nChanged 10 SP:Iteration 69Q (9257.039828 sec): 3 clusters Score: Raw -575105.309014 + Penalty 1645.875935 = -573459.433079 nChanged 10 SP:Iteration 70Q (9257.081775 sec): 3 clusters Score: Raw -575107.313878 + Penalty 1645.875935 = -573461.437943 nChanged 10 SP:Iteration 71Q (9257.136603 sec): 3 clusters Score: Raw -575109.029281 + Penalty 1645.875935 = -573463.153346 nChanged 8 SP:Iteration 72Q (9257.194324 sec): 3 clusters Score: Raw -575110.340858 + Penalty 1645.875935 = -573464.464922 nChanged 7 SP:Iteration 73Q (9257.255206 sec): 3 clusters Score: Raw -575111.810994 + Penalty 1645.875935 = -573465.935059 nChanged 6 SP:Iteration 74Q (9257.305132 sec): 3 clusters Score: Raw -575113.100458 + Penalty 1645.875935 = -573467.224522 nChanged 6 SP:Iteration 75Q (9257.357532 sec): 3 clusters Score: Raw -575114.602841 + Penalty 1645.875935 = -573468.726906 nChanged 6 SP:Iteration 76Q (9257.414600 sec): 3 clusters Score: Raw -575116.309608 + Penalty 1645.875935 = -573470.433673 nChanged 11 SP:Iteration 77Q (9257.460453 sec): 3 clusters Score: Raw -575118.956648 + Penalty 1645.875935 = -573473.080713 nChanged 13 SP:Iteration 78Q (9257.513680 sec): 3 clusters Score: Raw -575122.760012 + Penalty 1645.875935 = -573476.884076 nChanged 19 SP:Iteration 79Q (9257.570300 sec): 3 clusters Score: Raw -575126.697253 + Penalty 1645.875935 = -573480.821318 nChanged 10 SP:Iteration 80F (9257.618277 sec): 3 clusters Score: Raw -575128.844662 + Penalty 1645.875935 = -573482.968727 nChanged 8 SP:Iteration 81Q (9257.669151 sec): 3 clusters Score: Raw -575130.574504 + Penalty 1645.875935 = -573484.698569 nChanged 6 SP:Iteration 82Q (9257.723309 sec): 3 clusters Score: Raw -575131.831856 + Penalty 1645.875935 = -573485.955921 nChanged 5 SP:Iteration 83Q (9257.757308 sec): 3 clusters Score: Raw -575132.973961 + Penalty 1645.875935 = -573487.098025 nChanged 7 SP:Iteration 84Q (9257.819354 sec): 3 clusters Score: Raw -575134.810025 + Penalty 1645.875935 = -573488.934090 nChanged 6 SP:Iteration 85Q (9257.868407 sec): 3 clusters Score: Raw -575135.465169 + Penalty 1645.875935 = -573489.589234 nChanged 2 SP:Iteration 86Q (9257.906562 sec): 3 clusters Score: Raw -575135.928686 + Penalty 1645.875935 = -573490.052751 nChanged 2 SP:Iteration 87Q (9257.957891 sec): 3 clusters Score: Raw -575136.155599 + Penalty 1645.875935 = -573490.279664 nChanged 3 SP:Iteration 88Q (9258.018029 sec): 3 clusters Score: Raw -575136.567958 + Penalty 1645.875935 = -573490.692022 nChanged 3 SP:Iteration 89Q (9258.075164 sec): 3 clusters Score: Raw -575136.781277 + Penalty 1645.875935 = -573490.905342 nChanged 0 SP:Iteration 90F (9258.125251 sec): 3 clusters Score: Raw -575136.781277 + Penalty 1645.875935 = -573490.905342 nChanged 0 Trying to split cluster 25 (14229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9258.162264 sec): 2 clusters Score: Raw -1391983.661797 + Penalty 908.488554 = -1391075.173242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9258.221000 sec): 3 clusters Score: Raw -1383274.550198 + Penalty 1816.977109 = -1381457.573089 nChanged 6439 SP:Iteration 1F (9258.283229 sec): 3 clusters Score: Raw -1387227.378885 + Penalty 1816.977109 = -1385410.401776 nChanged 1001 SP:Iteration 2F (9258.340446 sec): 3 clusters Score: Raw -1387879.997583 + Penalty 1816.977109 = -1386063.020474 nChanged 1113 SP:Iteration 3F (9258.368667 sec): 3 clusters Score: Raw -1388836.734756 + Penalty 1816.977109 = -1387019.757647 nChanged 1196 SP:Iteration 4F (9258.438500 sec): 3 clusters Score: Raw -1389914.351772 + Penalty 1816.977109 = -1388097.374663 nChanged 980 SP:Iteration 5F (9258.491312 sec): 3 clusters Score: Raw -1390685.865834 + Penalty 1816.977109 = -1388868.888725 nChanged 681 SP:Iteration 6Q (9258.554728 sec): 3 clusters Score: Raw -1391123.377430 + Penalty 1816.977109 = -1389306.400321 nChanged 429 SP:Iteration 7Q (9258.617360 sec): 3 clusters Score: Raw -1391349.083208 + Penalty 1816.977109 = -1389532.106100 nChanged 310 SP:Iteration 8Q (9258.687991 sec): 3 clusters Score: Raw -1391499.549124 + Penalty 1816.977109 = -1389682.572015 nChanged 245 SP:Iteration 9Q (9258.749948 sec): 3 clusters Score: Raw -1391607.011671 + Penalty 1816.977109 = -1389790.034563 nChanged 193 SP:Iteration 10Q (9258.797277 sec): 3 clusters Score: Raw -1391676.696883 + Penalty 1816.977109 = -1389859.719774 nChanged 160 SP:Iteration 11Q (9258.868524 sec): 3 clusters Score: Raw -1391733.812335 + Penalty 1816.977109 = -1389916.835226 nChanged 135 SP:Iteration 12Q (9258.925151 sec): 3 clusters Score: Raw -1391772.118662 + Penalty 1816.977109 = -1389955.141553 nChanged 114 SP:Iteration 13Q (9258.990212 sec): 3 clusters Score: Raw -1391802.267387 + Penalty 1816.977109 = -1389985.290278 nChanged 110 SP:Iteration 14Q (9259.038532 sec): 3 clusters Score: Raw -1391827.083149 + Penalty 1816.977109 = -1390010.106040 nChanged 85 SP:Iteration 15Q (9259.107441 sec): 3 clusters Score: Raw -1391846.132578 + Penalty 1816.977109 = -1390029.155469 nChanged 73 SP:Iteration 16Q (9259.169870 sec): 3 clusters Score: Raw -1391860.605236 + Penalty 1816.977109 = -1390043.628128 nChanged 57 SP:Iteration 17Q (9259.225035 sec): 3 clusters Score: Raw -1391870.246879 + Penalty 1816.977109 = -1390053.269771 nChanged 47 SP:Iteration 18Q (9259.286487 sec): 3 clusters Score: Raw -1391876.947193 + Penalty 1816.977109 = -1390059.970084 nChanged 42 SP:Iteration 19Q (9259.354705 sec): 3 clusters Score: Raw -1391883.734400 + Penalty 1816.977109 = -1390066.757291 nChanged 50 SP:Iteration 20F (9259.415165 sec): 3 clusters Score: Raw -1391892.576473 + Penalty 1816.977109 = -1390075.599364 nChanged 49 SP:Iteration 21Q (9259.467897 sec): 3 clusters Score: Raw -1391901.038488 + Penalty 1816.977109 = -1390084.061379 nChanged 53 SP:Iteration 22Q (9259.529225 sec): 3 clusters Score: Raw -1391911.916423 + Penalty 1816.977109 = -1390094.939315 nChanged 63 SP:Iteration 23Q (9259.597075 sec): 3 clusters Score: Raw -1391924.420131 + Penalty 1816.977109 = -1390107.443023 nChanged 64 SP:Iteration 24Q (9259.648136 sec): 3 clusters Score: Raw -1391934.718125 + Penalty 1816.977109 = -1390117.741016 nChanged 47 SP:Iteration 25Q (9259.714984 sec): 3 clusters Score: Raw -1391943.312147 + Penalty 1816.977109 = -1390126.335038 nChanged 45 SP:Iteration 26Q (9259.763058 sec): 3 clusters Score: Raw -1391949.570585 + Penalty 1816.977109 = -1390132.593477 nChanged 33 SP:Iteration 27Q (9259.831642 sec): 3 clusters Score: Raw -1391954.737193 + Penalty 1816.977109 = -1390137.760084 nChanged 34 SP:Iteration 28Q (9259.887516 sec): 3 clusters Score: Raw -1391959.827434 + Penalty 1816.977109 = -1390142.850325 nChanged 33 SP:Iteration 29Q (9259.935325 sec): 3 clusters Score: Raw -1391964.904276 + Penalty 1816.977109 = -1390147.927167 nChanged 45 SP:Iteration 30Q (9259.995504 sec): 3 clusters Score: Raw -1391971.544506 + Penalty 1816.977109 = -1390154.567398 nChanged 36 SP:Iteration 31Q (9260.056947 sec): 3 clusters Score: Raw -1391976.344869 + Penalty 1816.977109 = -1390159.367760 nChanged 43 SP:Iteration 32Q (9260.116754 sec): 3 clusters Score: Raw -1391981.991533 + Penalty 1816.977109 = -1390165.014424 nChanged 42 SP:Iteration 33Q (9260.181143 sec): 3 clusters Score: Raw -1391988.072819 + Penalty 1816.977109 = -1390171.095710 nChanged 40 SP:Iteration 34Q (9260.224450 sec): 3 clusters Score: Raw -1391993.770927 + Penalty 1816.977109 = -1390176.793818 nChanged 48 SP:Iteration 35Q (9260.296779 sec): 3 clusters Score: Raw -1392002.336900 + Penalty 1816.977109 = -1390185.359791 nChanged 48 SP:Iteration 36Q (9260.350807 sec): 3 clusters Score: Raw -1392013.064372 + Penalty 1816.977109 = -1390196.087264 nChanged 55 SP:Iteration 37Q (9260.399468 sec): 3 clusters Score: Raw -1392025.452284 + Penalty 1816.977109 = -1390208.475175 nChanged 57 SP:Iteration 38Q (9260.466013 sec): 3 clusters Score: Raw -1392037.850044 + Penalty 1816.977109 = -1390220.872935 nChanged 60 SP:Iteration 39Q (9260.527433 sec): 3 clusters Score: Raw -1392050.677646 + Penalty 1816.977109 = -1390233.700537 nChanged 54 SP:Iteration 40F (9260.586888 sec): 3 clusters Score: Raw -1392059.112456 + Penalty 1816.977109 = -1390242.135347 nChanged 35 SP:Iteration 41Q (9260.651705 sec): 3 clusters Score: Raw -1392063.772995 + Penalty 1816.977109 = -1390246.795886 nChanged 26 SP:Iteration 42Q (9260.704773 sec): 3 clusters Score: Raw -1392068.457068 + Penalty 1816.977109 = -1390251.479959 nChanged 29 SP:Iteration 43Q (9260.763742 sec): 3 clusters Score: Raw -1392073.743368 + Penalty 1816.977109 = -1390256.766259 nChanged 34 SP:Iteration 44Q (9260.823159 sec): 3 clusters Score: Raw -1392080.635849 + Penalty 1816.977109 = -1390263.658741 nChanged 34 SP:Iteration 45Q (9260.850204 sec): 3 clusters Score: Raw -1392087.450034 + Penalty 1816.977109 = -1390270.472925 nChanged 38 SP:Iteration 46Q (9260.892765 sec): 3 clusters Score: Raw -1392096.856554 + Penalty 1816.977109 = -1390279.879445 nChanged 41 SP:Iteration 47Q (9260.918650 sec): 3 clusters Score: Raw -1392105.300232 + Penalty 1816.977109 = -1390288.323123 nChanged 35 SP:Iteration 48Q (9260.994706 sec): 3 clusters Score: Raw -1392110.441231 + Penalty 1816.977109 = -1390293.464122 nChanged 23 SP:Iteration 49Q (9261.050494 sec): 3 clusters Score: Raw -1392114.205186 + Penalty 1816.977109 = -1390297.228077 nChanged 20 SP:Iteration 50Q (9261.112924 sec): 3 clusters Score: Raw -1392118.162871 + Penalty 1816.977109 = -1390301.185763 nChanged 21 SP:Iteration 51Q (9261.167763 sec): 3 clusters Score: Raw -1392121.631718 + Penalty 1816.977109 = -1390304.654609 nChanged 14 SP:Iteration 52Q (9261.233952 sec): 3 clusters Score: Raw -1392124.739184 + Penalty 1816.977109 = -1390307.762075 nChanged 17 SP:Iteration 53Q (9261.299521 sec): 3 clusters Score: Raw -1392128.427774 + Penalty 1816.977109 = -1390311.450665 nChanged 18 SP:Iteration 54Q (9261.361010 sec): 3 clusters Score: Raw -1392131.519858 + Penalty 1816.977109 = -1390314.542750 nChanged 19 SP:Iteration 55Q (9261.431753 sec): 3 clusters Score: Raw -1392136.034041 + Penalty 1816.977109 = -1390319.056933 nChanged 21 SP:Iteration 56Q (9261.485092 sec): 3 clusters Score: Raw -1392141.188801 + Penalty 1816.977109 = -1390324.211692 nChanged 26 SP:Iteration 57Q (9261.544174 sec): 3 clusters Score: Raw -1392145.555543 + Penalty 1816.977109 = -1390328.578434 nChanged 19 SP:Iteration 58Q (9261.602008 sec): 3 clusters Score: Raw -1392148.787231 + Penalty 1816.977109 = -1390331.810123 nChanged 24 SP:Iteration 59Q (9261.667763 sec): 3 clusters Score: Raw -1392154.792923 + Penalty 1816.977109 = -1390337.815815 nChanged 27 SP:Iteration 60F (9261.716270 sec): 3 clusters Score: Raw -1392162.445882 + Penalty 1816.977109 = -1390345.468773 nChanged 33 SP:Iteration 61Q (9261.782721 sec): 3 clusters Score: Raw -1392169.583264 + Penalty 1816.977109 = -1390352.606156 nChanged 18 SP:Iteration 62Q (9261.836851 sec): 3 clusters Score: Raw -1392172.542189 + Penalty 1816.977109 = -1390355.565080 nChanged 20 SP:Iteration 63Q (9261.900868 sec): 3 clusters Score: Raw -1392175.614375 + Penalty 1816.977109 = -1390358.637266 nChanged 16 SP:Iteration 64Q (9261.967984 sec): 3 clusters Score: Raw -1392179.136265 + Penalty 1816.977109 = -1390362.159157 nChanged 21 SP:Iteration 65Q (9262.024367 sec): 3 clusters Score: Raw -1392183.240351 + Penalty 1816.977109 = -1390366.263242 nChanged 21 SP:Iteration 66Q (9262.094039 sec): 3 clusters Score: Raw -1392186.532591 + Penalty 1816.977109 = -1390369.555482 nChanged 18 SP:Iteration 67Q (9262.158416 sec): 3 clusters Score: Raw -1392189.334424 + Penalty 1816.977109 = -1390372.357315 nChanged 19 SP:Iteration 68Q (9262.221417 sec): 3 clusters Score: Raw -1392192.575981 + Penalty 1816.977109 = -1390375.598872 nChanged 22 SP:Iteration 69Q (9262.282707 sec): 3 clusters Score: Raw -1392198.755642 + Penalty 1816.977109 = -1390381.778533 nChanged 18 SP:Iteration 70Q (9262.345727 sec): 3 clusters Score: Raw -1392204.119435 + Penalty 1816.977109 = -1390387.142326 nChanged 24 SP:Iteration 71Q (9262.405223 sec): 3 clusters Score: Raw -1392210.415013 + Penalty 1816.977109 = -1390393.437905 nChanged 19 SP:Iteration 72Q (9262.469613 sec): 3 clusters Score: Raw -1392214.553206 + Penalty 1816.977109 = -1390397.576097 nChanged 19 SP:Iteration 73Q (9262.533295 sec): 3 clusters Score: Raw -1392219.226402 + Penalty 1816.977109 = -1390402.249294 nChanged 14 SP:Iteration 74Q (9262.591331 sec): 3 clusters Score: Raw -1392221.692110 + Penalty 1816.977109 = -1390404.715001 nChanged 13 SP:Iteration 75Q (9262.652150 sec): 3 clusters Score: Raw -1392223.935141 + Penalty 1816.977109 = -1390406.958032 nChanged 14 SP:Iteration 76Q (9262.714765 sec): 3 clusters Score: Raw -1392226.254651 + Penalty 1816.977109 = -1390409.277542 nChanged 12 SP:Iteration 77Q (9262.763010 sec): 3 clusters Score: Raw -1392229.251890 + Penalty 1816.977109 = -1390412.274781 nChanged 14 SP:Iteration 78Q (9262.818647 sec): 3 clusters Score: Raw -1392231.879264 + Penalty 1816.977109 = -1390414.902155 nChanged 12 SP:Iteration 79Q (9262.879838 sec): 3 clusters Score: Raw -1392235.157902 + Penalty 1816.977109 = -1390418.180793 nChanged 17 SP:Iteration 80F (9262.949079 sec): 3 clusters Score: Raw -1392238.410080 + Penalty 1816.977109 = -1390421.432971 nChanged 19 SP:Iteration 81Q (9263.000562 sec): 3 clusters Score: Raw -1392241.246437 + Penalty 1816.977109 = -1390424.269328 nChanged 15 SP:Iteration 82Q (9263.057782 sec): 3 clusters Score: Raw -1392243.469922 + Penalty 1816.977109 = -1390426.492813 nChanged 10 SP:Iteration 83Q (9263.120045 sec): 3 clusters Score: Raw -1392244.475388 + Penalty 1816.977109 = -1390427.498279 nChanged 9 SP:Iteration 84Q (9263.177920 sec): 3 clusters Score: Raw -1392245.562552 + Penalty 1816.977109 = -1390428.585443 nChanged 9 SP:Iteration 85Q (9263.249287 sec): 3 clusters Score: Raw -1392246.428478 + Penalty 1816.977109 = -1390429.451369 nChanged 5 SP:Iteration 86Q (9263.303200 sec): 3 clusters Score: Raw -1392246.744575 + Penalty 1816.977109 = -1390429.767467 nChanged 3 SP:Iteration 87Q (9263.362380 sec): 3 clusters Score: Raw -1392246.930685 + Penalty 1816.977109 = -1390429.953576 nChanged 2 SP:Iteration 88Q (9263.425019 sec): 3 clusters Score: Raw -1392247.214231 + Penalty 1816.977109 = -1390430.237123 nChanged 2 SP:Iteration 89Q (9263.488339 sec): 3 clusters Score: Raw -1392247.343493 + Penalty 1816.977109 = -1390430.366384 nChanged 3 SP:Iteration 90Q (9263.557950 sec): 3 clusters Score: Raw -1392247.613473 + Penalty 1816.977109 = -1390430.636364 nChanged 4 SP:Iteration 91Q (9263.615322 sec): 3 clusters Score: Raw -1392248.019937 + Penalty 1816.977109 = -1390431.042828 nChanged 3 SP:Iteration 92Q (9263.670644 sec): 3 clusters Score: Raw -1392248.343416 + Penalty 1816.977109 = -1390431.366307 nChanged 2 SP:Iteration 93Q (9263.719432 sec): 3 clusters Score: Raw -1392248.622735 + Penalty 1816.977109 = -1390431.645626 nChanged 1 SP:Iteration 94Q (9263.789211 sec): 3 clusters Score: Raw -1392248.698016 + Penalty 1816.977109 = -1390431.720907 nChanged 0 SP:Iteration 95F (9263.856910 sec): 3 clusters Score: Raw -1392248.698016 + Penalty 1816.977109 = -1390431.720907 nChanged 0 Trying to split cluster 26 (3633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9263.883631 sec): 2 clusters Score: Raw -348074.231009 + Penalty 778.792333 = -347295.438676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9263.935683 sec): 3 clusters Score: Raw -346155.452922 + Penalty 1557.584666 = -344597.868256 nChanged 1498 SP:Iteration 1F (9263.983765 sec): 3 clusters Score: Raw -346998.791462 + Penalty 1557.584666 = -345441.206796 nChanged 268 SP:Iteration 2F (9264.034457 sec): 3 clusters Score: Raw -347156.857324 + Penalty 1557.584666 = -345599.272657 nChanged 204 SP:Iteration 3F (9264.082916 sec): 3 clusters Score: Raw -347273.735454 + Penalty 1557.584666 = -345716.150788 nChanged 180 SP:Iteration 4Q (9264.131419 sec): 3 clusters Score: Raw -347378.327037 + Penalty 1557.584666 = -345820.742371 nChanged 148 SP:Iteration 5Q (9264.183240 sec): 3 clusters Score: Raw -347456.088040 + Penalty 1557.584666 = -345898.503374 nChanged 134 SP:Iteration 6Q (9264.242891 sec): 3 clusters Score: Raw -347537.426249 + Penalty 1557.584666 = -345979.841583 nChanged 127 SP:Iteration 7Q (9264.278212 sec): 3 clusters Score: Raw -347613.218047 + Penalty 1557.584666 = -346055.633381 nChanged 109 SP:Iteration 8Q (9264.330502 sec): 3 clusters Score: Raw -347682.560658 + Penalty 1557.584666 = -346124.975992 nChanged 100 SP:Iteration 9Q (9264.369378 sec): 3 clusters Score: Raw -347732.166765 + Penalty 1557.584666 = -346174.582099 nChanged 71 SP:Iteration 10Q (9264.416609 sec): 3 clusters Score: Raw -347768.777244 + Penalty 1557.584666 = -346211.192578 nChanged 61 SP:Iteration 11Q (9264.469590 sec): 3 clusters Score: Raw -347793.263571 + Penalty 1557.584666 = -346235.678905 nChanged 48 SP:Iteration 12Q (9264.522029 sec): 3 clusters Score: Raw -347812.423495 + Penalty 1557.584666 = -346254.838829 nChanged 46 SP:Iteration 13Q (9264.569711 sec): 3 clusters Score: Raw -347832.448211 + Penalty 1557.584666 = -346274.863545 nChanged 44 SP:Iteration 14Q (9264.615045 sec): 3 clusters Score: Raw -347852.611548 + Penalty 1557.584666 = -346295.026882 nChanged 37 SP:Iteration 15Q (9264.659712 sec): 3 clusters Score: Raw -347865.933438 + Penalty 1557.584666 = -346308.348772 nChanged 33 SP:Iteration 16Q (9264.711746 sec): 3 clusters Score: Raw -347879.671049 + Penalty 1557.584666 = -346322.086383 nChanged 29 SP:Iteration 17Q (9264.754463 sec): 3 clusters Score: Raw -347891.015860 + Penalty 1557.584666 = -346333.431194 nChanged 21 SP:Iteration 18Q (9264.803696 sec): 3 clusters Score: Raw -347900.569108 + Penalty 1557.584666 = -346342.984442 nChanged 26 SP:Iteration 19Q (9264.854381 sec): 3 clusters Score: Raw -347913.907723 + Penalty 1557.584666 = -346356.323057 nChanged 30 SP:Iteration 20F (9264.907022 sec): 3 clusters Score: Raw -347928.783302 + Penalty 1557.584666 = -346371.198636 nChanged 26 SP:Iteration 21Q (9264.957825 sec): 3 clusters Score: Raw -347942.906229 + Penalty 1557.584666 = -346385.321562 nChanged 28 SP:Iteration 22Q (9265.010014 sec): 3 clusters Score: Raw -347953.635591 + Penalty 1557.584666 = -346396.050925 nChanged 20 SP:Iteration 23Q (9265.052928 sec): 3 clusters Score: Raw -347961.215315 + Penalty 1557.584666 = -346403.630649 nChanged 23 SP:Iteration 24Q (9265.104099 sec): 3 clusters Score: Raw -347971.025354 + Penalty 1557.584666 = -346413.440688 nChanged 21 SP:Iteration 25Q (9265.150997 sec): 3 clusters Score: Raw -347981.224892 + Penalty 1557.584666 = -346423.640226 nChanged 20 SP:Iteration 26Q (9265.198143 sec): 3 clusters Score: Raw -347989.962234 + Penalty 1557.584666 = -346432.377567 nChanged 22 SP:Iteration 27Q (9265.248674 sec): 3 clusters Score: Raw -348001.487283 + Penalty 1557.584666 = -346443.902617 nChanged 25 SP:Iteration 28Q (9265.298280 sec): 3 clusters Score: Raw -348013.680565 + Penalty 1557.584666 = -346456.095899 nChanged 22 SP:Iteration 29Q (9265.343173 sec): 3 clusters Score: Raw -348025.810994 + Penalty 1557.584666 = -346468.226328 nChanged 18 SP:Iteration 30Q (9265.388706 sec): 3 clusters Score: Raw -348035.242614 + Penalty 1557.584666 = -346477.657947 nChanged 17 SP:Iteration 31Q (9265.438399 sec): 3 clusters Score: Raw -348044.162932 + Penalty 1557.584666 = -346486.578266 nChanged 17 SP:Iteration 32Q (9265.489734 sec): 3 clusters Score: Raw -348052.508103 + Penalty 1557.584666 = -346494.923437 nChanged 13 SP:Iteration 33Q (9265.540936 sec): 3 clusters Score: Raw -348061.177310 + Penalty 1557.584666 = -346503.592644 nChanged 17 SP:Iteration 34Q (9265.589408 sec): 3 clusters Score: Raw -348073.567189 + Penalty 1557.584666 = -346515.982523 nChanged 23 SP:Iteration 35Q (9265.640146 sec): 3 clusters Score: Raw -348088.601074 + Penalty 1557.584666 = -346531.016408 nChanged 17 SP:Iteration 36Q (9265.683124 sec): 3 clusters Score: Raw -348100.987023 + Penalty 1557.584666 = -346543.402357 nChanged 19 SP:Iteration 37Q (9265.732036 sec): 3 clusters Score: Raw -348111.209338 + Penalty 1557.584666 = -346553.624672 nChanged 10 SP:Iteration 38Q (9265.787799 sec): 3 clusters Score: Raw -348117.668656 + Penalty 1557.584666 = -346560.083990 nChanged 9 SP:Iteration 39Q (9265.827713 sec): 3 clusters Score: Raw -348122.811616 + Penalty 1557.584666 = -346565.226950 nChanged 11 SP:Iteration 40F (9265.866798 sec): 3 clusters Score: Raw -348127.971966 + Penalty 1557.584666 = -346570.387300 nChanged 10 SP:Iteration 41Q (9265.917561 sec): 3 clusters Score: Raw -348133.216840 + Penalty 1557.584666 = -346575.632174 nChanged 6 SP:Iteration 42Q (9265.964654 sec): 3 clusters Score: Raw -348138.258027 + Penalty 1557.584666 = -346580.673361 nChanged 6 SP:Iteration 43Q (9266.017283 sec): 3 clusters Score: Raw -348143.041698 + Penalty 1557.584666 = -346585.457032 nChanged 8 SP:Iteration 44Q (9266.058620 sec): 3 clusters Score: Raw -348148.608921 + Penalty 1557.584666 = -346591.024255 nChanged 12 SP:Iteration 45Q (9266.094246 sec): 3 clusters Score: Raw -348154.674436 + Penalty 1557.584666 = -346597.089770 nChanged 8 SP:Iteration 46Q (9266.145404 sec): 3 clusters Score: Raw -348159.511325 + Penalty 1557.584666 = -346601.926659 nChanged 4 SP:Iteration 47Q (9266.194298 sec): 3 clusters Score: Raw -348161.394392 + Penalty 1557.584666 = -346603.809726 nChanged 3 SP:Iteration 48Q (9266.242266 sec): 3 clusters Score: Raw -348163.179923 + Penalty 1557.584666 = -346605.595257 nChanged 6 SP:Iteration 49Q (9266.292488 sec): 3 clusters Score: Raw -348166.730441 + Penalty 1557.584666 = -346609.145775 nChanged 6 SP:Iteration 50Q (9266.342069 sec): 3 clusters Score: Raw -348171.126706 + Penalty 1557.584666 = -346613.542040 nChanged 5 SP:Iteration 51Q (9266.385524 sec): 3 clusters Score: Raw -348173.510580 + Penalty 1557.584666 = -346615.925914 nChanged 1 SP:Iteration 52Q (9266.435957 sec): 3 clusters Score: Raw -348174.288097 + Penalty 1557.584666 = -346616.703431 nChanged 2 SP:Iteration 53Q (9266.487280 sec): 3 clusters Score: Raw -348175.616185 + Penalty 1557.584666 = -346618.031519 nChanged 2 SP:Iteration 54Q (9266.539934 sec): 3 clusters Score: Raw -348176.054868 + Penalty 1557.584666 = -346618.470201 nChanged 0 SP:Iteration 55F (9266.586867 sec): 3 clusters Score: Raw -348176.054868 + Penalty 1557.584666 = -346618.470201 nChanged 0 Trying to split cluster 27 (101369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9266.723857 sec): 2 clusters Score: Raw -9950378.667464 + Penalty 1095.019647 = -9949283.647817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9266.897906 sec): 3 clusters Score: Raw -9883417.113661 + Penalty 2190.039295 = -9881227.074366 nChanged 49071 SP:Iteration 1F (9267.065828 sec): 3 clusters Score: Raw -9913483.028003 + Penalty 2190.039295 = -9911292.988708 nChanged 4128 SP:Iteration 2Q (9267.247635 sec): 3 clusters Score: Raw -9914756.504120 + Penalty 2190.039295 = -9912566.464825 nChanged 4620 SP:Iteration 3Q (9267.411610 sec): 3 clusters Score: Raw -9916533.004566 + Penalty 2190.039295 = -9914342.965271 nChanged 5511 SP:Iteration 4F (9267.587752 sec): 3 clusters Score: Raw -9919174.622149 + Penalty 2190.039295 = -9916984.582855 nChanged 6378 SP:Iteration 5F (9267.754407 sec): 3 clusters Score: Raw -9923068.164581 + Penalty 2190.039295 = -9920878.125286 nChanged 7339 SP:Iteration 6F (9267.926019 sec): 3 clusters Score: Raw -9928585.267039 + Penalty 2190.039295 = -9926395.227745 nChanged 7681 SP:Iteration 7F (9268.079923 sec): 3 clusters Score: Raw -9935230.058358 + Penalty 2190.039295 = -9933040.019064 nChanged 6804 SP:Iteration 8F (9268.246832 sec): 3 clusters Score: Raw -9941554.712016 + Penalty 2190.039295 = -9939364.672721 nChanged 4888 SP:Iteration 9Q (9268.420371 sec): 3 clusters Score: Raw -9946106.732220 + Penalty 2190.039295 = -9943916.692925 nChanged 2847 SP:Iteration 10Q (9268.583350 sec): 3 clusters Score: Raw -9948654.193212 + Penalty 2190.039295 = -9946464.153918 nChanged 1276 SP:Iteration 11Q (9268.730560 sec): 3 clusters Score: Raw -9949710.724303 + Penalty 2190.039295 = -9947520.685009 nChanged 573 SP:Iteration 12Q (9268.881758 sec): 3 clusters Score: Raw -9950169.837686 + Penalty 2190.039295 = -9947979.798391 nChanged 202 SP:Iteration 13Q (9269.013311 sec): 3 clusters Score: Raw -9950339.978961 + Penalty 2190.039295 = -9948149.939666 nChanged 93 SP:Iteration 14Q (9269.120847 sec): 3 clusters Score: Raw -9950428.485087 + Penalty 2190.039295 = -9948238.445792 nChanged 56 SP:Iteration 15Q (9269.229195 sec): 3 clusters Score: Raw -9950486.863660 + Penalty 2190.039295 = -9948296.824365 nChanged 28 SP:Iteration 16Q (9269.336598 sec): 3 clusters Score: Raw -9950520.004443 + Penalty 2190.039295 = -9948329.965148 nChanged 13 SP:Iteration 17Q (9269.448043 sec): 3 clusters Score: Raw -9950532.701171 + Penalty 2190.039295 = -9948342.661876 nChanged 9 SP:Iteration 18Q (9269.553540 sec): 3 clusters Score: Raw -9950543.224122 + Penalty 2190.039295 = -9948353.184828 nChanged 6 SP:Iteration 19Q (9269.658524 sec): 3 clusters Score: Raw -9950549.180799 + Penalty 2190.039295 = -9948359.141504 nChanged 4 SP:Iteration 20F (9269.818065 sec): 3 clusters Score: Raw -9950553.541592 + Penalty 2190.039295 = -9948363.502297 nChanged 6 SP:Iteration 21Q (9269.959773 sec): 3 clusters Score: Raw -9950560.456363 + Penalty 2190.039295 = -9948370.417069 nChanged 5 SP:Iteration 22Q (9270.132169 sec): 3 clusters Score: Raw -9950563.431915 + Penalty 2190.039295 = -9948373.392620 nChanged 1 SP:Iteration 23Q (9270.278660 sec): 3 clusters Score: Raw -9950563.943445 + Penalty 2190.039295 = -9948373.904150 nChanged 1 SP:Iteration 24Q (9270.421269 sec): 3 clusters Score: Raw -9950564.657008 + Penalty 2190.039295 = -9948374.617713 nChanged 1 SP:Iteration 25Q (9270.566400 sec): 3 clusters Score: Raw -9950566.497745 + Penalty 2190.039295 = -9948376.458450 nChanged 0 SP:Iteration 26F (9270.697914 sec): 3 clusters Score: Raw -9950566.497745 + Penalty 2190.039295 = -9948376.458450 nChanged 0 Trying to split cluster 28 (1360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9270.731790 sec): 2 clusters Score: Raw -119202.455912 + Penalty 685.447798 = -118517.008114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9270.776137 sec): 3 clusters Score: Raw -118631.133287 + Penalty 1370.895596 = -117260.237691 nChanged 504 SP:Iteration 1F (9270.815193 sec): 3 clusters Score: Raw -118988.260325 + Penalty 1370.895596 = -117617.364729 nChanged 120 SP:Iteration 2F (9270.859397 sec): 3 clusters Score: Raw -119074.295637 + Penalty 1370.895596 = -117703.400041 nChanged 59 SP:Iteration 3Q (9270.895776 sec): 3 clusters Score: Raw -119121.937643 + Penalty 1370.895596 = -117751.042048 nChanged 54 SP:Iteration 4Q (9270.943369 sec): 3 clusters Score: Raw -119163.261596 + Penalty 1370.895596 = -117792.366000 nChanged 39 SP:Iteration 5Q (9270.990660 sec): 3 clusters Score: Raw -119192.560965 + Penalty 1370.895596 = -117821.665369 nChanged 29 SP:Iteration 6Q (9271.026882 sec): 3 clusters Score: Raw -119214.402575 + Penalty 1370.895596 = -117843.506979 nChanged 30 SP:Iteration 7Q (9271.069227 sec): 3 clusters Score: Raw -119236.568330 + Penalty 1370.895596 = -117865.672734 nChanged 26 SP:Iteration 8Q (9271.114936 sec): 3 clusters Score: Raw -119257.076211 + Penalty 1370.895596 = -117886.180615 nChanged 22 SP:Iteration 9Q (9271.151227 sec): 3 clusters Score: Raw -119276.090066 + Penalty 1370.895596 = -117905.194470 nChanged 22 SP:Iteration 10Q (9271.196851 sec): 3 clusters Score: Raw -119289.988186 + Penalty 1370.895596 = -117919.092590 nChanged 20 SP:Iteration 11Q (9271.234836 sec): 3 clusters Score: Raw -119301.401419 + Penalty 1370.895596 = -117930.505823 nChanged 9 SP:Iteration 12Q (9271.277931 sec): 3 clusters Score: Raw -119306.880026 + Penalty 1370.895596 = -117935.984430 nChanged 8 SP:Iteration 13Q (9271.308274 sec): 3 clusters Score: Raw -119310.920703 + Penalty 1370.895596 = -117940.025107 nChanged 9 SP:Iteration 14Q (9271.355603 sec): 3 clusters Score: Raw -119315.181727 + Penalty 1370.895596 = -117944.286131 nChanged 9 SP:Iteration 15Q (9271.399719 sec): 3 clusters Score: Raw -119318.716355 + Penalty 1370.895596 = -117947.820759 nChanged 8 SP:Iteration 16Q (9271.440644 sec): 3 clusters Score: Raw -119322.732239 + Penalty 1370.895596 = -117951.836643 nChanged 8 SP:Iteration 17Q (9271.471224 sec): 3 clusters Score: Raw -119326.015593 + Penalty 1370.895596 = -117955.119997 nChanged 8 SP:Iteration 18Q (9271.512548 sec): 3 clusters Score: Raw -119329.156302 + Penalty 1370.895596 = -117958.260706 nChanged 5 SP:Iteration 19Q (9271.553777 sec): 3 clusters Score: Raw -119332.440997 + Penalty 1370.895596 = -117961.545401 nChanged 7 SP:Iteration 20F (9271.585418 sec): 3 clusters Score: Raw -119336.983624 + Penalty 1370.895596 = -117966.088028 nChanged 7 SP:Iteration 21Q (9271.625660 sec): 3 clusters Score: Raw -119342.787433 + Penalty 1370.895596 = -117971.891837 nChanged 6 SP:Iteration 22Q (9271.637580 sec): 3 clusters Score: Raw -119344.473710 + Penalty 1370.895596 = -117973.578114 nChanged 2 SP:Iteration 23Q (9271.642947 sec): 3 clusters Score: Raw -119344.737744 + Penalty 1370.895596 = -117973.842148 nChanged 0 SP:Iteration 24F (9271.648225 sec): 3 clusters Score: Raw -119344.737744 + Penalty 1370.895596 = -117973.842148 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9271.656984 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9271.658352 sec): 3 clusters Score: Raw -7896.269930 + Penalty 992.891868 = -6903.378062 nChanged 47 SP:Iteration 1F (9271.659590 sec): 3 clusters Score: Raw -8061.490160 + Penalty 992.891868 = -7068.598292 nChanged 7 SP:Iteration 2Q (9271.660774 sec): 3 clusters Score: Raw -8121.838117 + Penalty 992.891868 = -7128.946249 nChanged 3 SP:Iteration 3Q (9271.661936 sec): 3 clusters Score: Raw -8127.192561 + Penalty 992.891868 = -7134.300693 nChanged 4 SP:Iteration 4Q (9271.663112 sec): 3 clusters Score: Raw -8157.584458 + Penalty 992.891868 = -7164.692590 nChanged 2 SP:Iteration 5Q (9271.664272 sec): 3 clusters Score: Raw -8188.318513 + Penalty 992.891868 = -7195.426645 nChanged 4 SP:Iteration 6Q (9271.665456 sec): 3 clusters Score: Raw -8233.089400 + Penalty 992.891868 = -7240.197532 nChanged 5 SP:Iteration 7Q (9271.666632 sec): 3 clusters Score: Raw -8321.669937 + Penalty 992.891868 = -7328.778069 nChanged 7 SP:Iteration 8Q (9271.667808 sec): 3 clusters Score: Raw -8372.191493 + Penalty 992.891868 = -7379.299625 nChanged 3 SP:Iteration 9Q (9271.668979 sec): 3 clusters Score: Raw -8393.173509 + Penalty 992.891868 = -7400.281641 nChanged 3 SP:Iteration 10Q (9271.670132 sec): 3 clusters Score: Raw -8409.681433 + Penalty 992.891868 = -7416.789565 nChanged 1 SP:Iteration 11Q (9271.671284 sec): 3 clusters Score: Raw -8417.871369 + Penalty 992.891868 = -7424.979501 nChanged 1 SP:Iteration 12Q (9271.672438 sec): 3 clusters Score: Raw -8423.441992 + Penalty 992.891868 = -7430.550124 nChanged 0 SP:Iteration 13F (9271.673624 sec): 3 clusters Score: Raw -8427.407375 + Penalty 992.891868 = -7434.515507 nChanged 1 SP:Iteration 14Q (9271.674778 sec): 3 clusters Score: Raw -8438.428091 + Penalty 992.891868 = -7445.536223 nChanged 1 SP:Iteration 15Q (9271.675934 sec): 3 clusters Score: Raw -8440.035864 + Penalty 992.891868 = -7447.143996 nChanged 1 SP:Iteration 16Q (9271.677099 sec): 3 clusters Score: Raw -8449.387740 + Penalty 992.891868 = -7456.495872 nChanged 0 SP:Iteration 17F (9271.678307 sec): 3 clusters Score: Raw -8449.387740 + Penalty 992.891868 = -7456.495872 nChanged 0 Score: Raw -58500287.020818 + Penalty 50698.483236 = -58449588.537582 Splitting cluster 29 changes total score from -58450127.990938 to -58449588.537582 So it's not getting split. Trying to split cluster 30 (8045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9283.895165 sec): 2 clusters Score: Raw -741587.716109 + Penalty 854.316576 = -740733.399534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9283.939393 sec): 3 clusters Score: Raw -736843.073911 + Penalty 1708.633151 = -735134.440759 nChanged 3554 SP:Iteration 1F (9283.985333 sec): 3 clusters Score: Raw -738699.357908 + Penalty 1708.633151 = -736990.724757 nChanged 429 SP:Iteration 2F (9284.041493 sec): 3 clusters Score: Raw -738877.181492 + Penalty 1708.633151 = -737168.548341 nChanged 413 SP:Iteration 3F (9284.086216 sec): 3 clusters Score: Raw -739065.825676 + Penalty 1708.633151 = -737357.192525 nChanged 408 SP:Iteration 4F (9284.148623 sec): 3 clusters Score: Raw -739250.704120 + Penalty 1708.633151 = -737542.070969 nChanged 341 SP:Iteration 5Q (9284.192042 sec): 3 clusters Score: Raw -739395.439717 + Penalty 1708.633151 = -737686.806566 nChanged 301 SP:Iteration 6Q (9284.240854 sec): 3 clusters Score: Raw -739556.805476 + Penalty 1708.633151 = -737848.172325 nChanged 305 SP:Iteration 7Q (9284.285647 sec): 3 clusters Score: Raw -739749.830980 + Penalty 1708.633151 = -738041.197828 nChanged 321 SP:Iteration 8Q (9284.341581 sec): 3 clusters Score: Raw -739958.469709 + Penalty 1708.633151 = -738249.836558 nChanged 311 SP:Iteration 9Q (9284.390570 sec): 3 clusters Score: Raw -740144.132667 + Penalty 1708.633151 = -738435.499515 nChanged 292 SP:Iteration 10Q (9284.425966 sec): 3 clusters Score: Raw -740309.207851 + Penalty 1708.633151 = -738600.574700 nChanged 256 SP:Iteration 11Q (9284.471001 sec): 3 clusters Score: Raw -740427.107582 + Penalty 1708.633151 = -738718.474430 nChanged 228 SP:Iteration 12Q (9284.533032 sec): 3 clusters Score: Raw -740515.299308 + Penalty 1708.633151 = -738806.666156 nChanged 196 SP:Iteration 13Q (9284.582129 sec): 3 clusters Score: Raw -740597.841377 + Penalty 1708.633151 = -738889.208225 nChanged 171 SP:Iteration 14Q (9284.635549 sec): 3 clusters Score: Raw -740668.471836 + Penalty 1708.633151 = -738959.838684 nChanged 151 SP:Iteration 15Q (9284.675162 sec): 3 clusters Score: Raw -740740.770043 + Penalty 1708.633151 = -739032.136892 nChanged 138 SP:Iteration 16Q (9284.736061 sec): 3 clusters Score: Raw -740797.270249 + Penalty 1708.633151 = -739088.637098 nChanged 131 SP:Iteration 17Q (9284.774967 sec): 3 clusters Score: Raw -740845.880962 + Penalty 1708.633151 = -739137.247811 nChanged 123 SP:Iteration 18Q (9284.821347 sec): 3 clusters Score: Raw -740897.823755 + Penalty 1708.633151 = -739189.190604 nChanged 128 SP:Iteration 19Q (9284.865345 sec): 3 clusters Score: Raw -740960.930993 + Penalty 1708.633151 = -739252.297842 nChanged 111 SP:Iteration 20F (9284.924445 sec): 3 clusters Score: Raw -741019.900445 + Penalty 1708.633151 = -739311.267294 nChanged 125 SP:Iteration 21Q (9284.970515 sec): 3 clusters Score: Raw -741080.936270 + Penalty 1708.633151 = -739372.303118 nChanged 122 SP:Iteration 22Q (9285.027182 sec): 3 clusters Score: Raw -741135.457629 + Penalty 1708.633151 = -739426.824478 nChanged 128 SP:Iteration 23Q (9285.073620 sec): 3 clusters Score: Raw -741194.461485 + Penalty 1708.633151 = -739485.828334 nChanged 105 SP:Iteration 24Q (9285.124240 sec): 3 clusters Score: Raw -741240.197783 + Penalty 1708.633151 = -739531.564632 nChanged 106 SP:Iteration 25Q (9285.177754 sec): 3 clusters Score: Raw -741288.146930 + Penalty 1708.633151 = -739579.513778 nChanged 98 SP:Iteration 26Q (9285.220854 sec): 3 clusters Score: Raw -741337.617849 + Penalty 1708.633151 = -739628.984698 nChanged 92 SP:Iteration 27Q (9285.268230 sec): 3 clusters Score: Raw -741379.574615 + Penalty 1708.633151 = -739670.941463 nChanged 88 SP:Iteration 28Q (9285.313678 sec): 3 clusters Score: Raw -741423.853892 + Penalty 1708.633151 = -739715.220741 nChanged 90 SP:Iteration 29Q (9285.360540 sec): 3 clusters Score: Raw -741474.947205 + Penalty 1708.633151 = -739766.314054 nChanged 87 SP:Iteration 30Q (9285.407244 sec): 3 clusters Score: Raw -741526.378055 + Penalty 1708.633151 = -739817.744904 nChanged 86 SP:Iteration 31Q (9285.467101 sec): 3 clusters Score: Raw -741582.530649 + Penalty 1708.633151 = -739873.897497 nChanged 72 SP:Iteration 32Q (9285.509544 sec): 3 clusters Score: Raw -741626.595667 + Penalty 1708.633151 = -739917.962515 nChanged 61 SP:Iteration 33Q (9285.566876 sec): 3 clusters Score: Raw -741657.408463 + Penalty 1708.633151 = -739948.775312 nChanged 53 SP:Iteration 34Q (9285.611390 sec): 3 clusters Score: Raw -741685.538620 + Penalty 1708.633151 = -739976.905469 nChanged 35 SP:Iteration 35Q (9285.660197 sec): 3 clusters Score: Raw -741701.179802 + Penalty 1708.633151 = -739992.546651 nChanged 27 SP:Iteration 36Q (9285.712348 sec): 3 clusters Score: Raw -741713.697610 + Penalty 1708.633151 = -740005.064459 nChanged 25 SP:Iteration 37Q (9285.754159 sec): 3 clusters Score: Raw -741723.520026 + Penalty 1708.633151 = -740014.886875 nChanged 21 SP:Iteration 38Q (9285.800787 sec): 3 clusters Score: Raw -741732.284457 + Penalty 1708.633151 = -740023.651305 nChanged 17 SP:Iteration 39Q (9285.861246 sec): 3 clusters Score: Raw -741739.697680 + Penalty 1708.633151 = -740031.064529 nChanged 14 SP:Iteration 40F (9285.915571 sec): 3 clusters Score: Raw -741745.627825 + Penalty 1708.633151 = -740036.994674 nChanged 13 SP:Iteration 41Q (9285.966757 sec): 3 clusters Score: Raw -741751.708353 + Penalty 1708.633151 = -740043.075201 nChanged 14 SP:Iteration 42Q (9286.013896 sec): 3 clusters Score: Raw -741757.109885 + Penalty 1708.633151 = -740048.476733 nChanged 13 SP:Iteration 43Q (9286.080069 sec): 3 clusters Score: Raw -741761.689437 + Penalty 1708.633151 = -740053.056286 nChanged 11 SP:Iteration 44Q (9286.124795 sec): 3 clusters Score: Raw -741766.297444 + Penalty 1708.633151 = -740057.664293 nChanged 10 SP:Iteration 45Q (9286.189827 sec): 3 clusters Score: Raw -741770.718689 + Penalty 1708.633151 = -740062.085538 nChanged 5 SP:Iteration 46Q (9286.233830 sec): 3 clusters Score: Raw -741771.919546 + Penalty 1708.633151 = -740063.286395 nChanged 5 SP:Iteration 47Q (9286.276906 sec): 3 clusters Score: Raw -741773.095473 + Penalty 1708.633151 = -740064.462322 nChanged 3 SP:Iteration 48Q (9286.332596 sec): 3 clusters Score: Raw -741774.657267 + Penalty 1708.633151 = -740066.024115 nChanged 4 SP:Iteration 49Q (9286.393968 sec): 3 clusters Score: Raw -741776.932306 + Penalty 1708.633151 = -740068.299155 nChanged 3 SP:Iteration 50Q (9286.435268 sec): 3 clusters Score: Raw -741778.169633 + Penalty 1708.633151 = -740069.536481 nChanged 1 SP:Iteration 51Q (9286.482114 sec): 3 clusters Score: Raw -741778.815181 + Penalty 1708.633151 = -740070.182030 nChanged 0 SP:Iteration 52F (9286.538300 sec): 3 clusters Score: Raw -741778.815181 + Penalty 1708.633151 = -740070.182030 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9286.558464 sec): 2 clusters Score: Raw -14839.423622 + Penalty 504.285431 = -14335.138191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9286.605716 sec): 3 clusters Score: Raw -14848.335713 + Penalty 1008.570863 = -13839.764851 nChanged 48 SP:Iteration 1F (9286.649138 sec): 3 clusters Score: Raw -14939.359905 + Penalty 1008.570863 = -13930.789043 nChanged 15 SP:Iteration 2F (9286.691935 sec): 3 clusters Score: Raw -14992.547554 + Penalty 1008.570863 = -13983.976692 nChanged 7 SP:Iteration 3Q (9286.738080 sec): 3 clusters Score: Raw -15031.248311 + Penalty 1008.570863 = -14022.677449 nChanged 5 SP:Iteration 4Q (9286.784222 sec): 3 clusters Score: Raw -15047.059182 + Penalty 1008.570863 = -14038.488319 nChanged 6 SP:Iteration 5Q (9286.830245 sec): 3 clusters Score: Raw -15117.548523 + Penalty 1008.570863 = -14108.977661 nChanged 6 SP:Iteration 6Q (9286.866252 sec): 3 clusters Score: Raw -15137.995174 + Penalty 1008.570863 = -14129.424311 nChanged 4 SP:Iteration 7Q (9286.904922 sec): 3 clusters Score: Raw -15157.190948 + Penalty 1008.570863 = -14148.620085 nChanged 5 SP:Iteration 8Q (9286.951816 sec): 3 clusters Score: Raw -15180.426826 + Penalty 1008.570863 = -14171.855964 nChanged 1 SP:Iteration 9Q (9286.999021 sec): 3 clusters Score: Raw -15183.113197 + Penalty 1008.570863 = -14174.542335 nChanged 0 SP:Iteration 10F (9287.046392 sec): 3 clusters Score: Raw -15183.113197 + Penalty 1008.570863 = -14174.542335 nChanged 0 Trying to split cluster 32 (4637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9287.086360 sec): 2 clusters Score: Raw -444154.057890 + Penalty 801.973174 = -443352.084716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9287.127338 sec): 3 clusters Score: Raw -441574.376269 + Penalty 1603.946348 = -439970.429921 nChanged 1946 SP:Iteration 1F (9287.172304 sec): 3 clusters Score: Raw -442671.881115 + Penalty 1603.946348 = -441067.934767 nChanged 351 SP:Iteration 2F (9287.222412 sec): 3 clusters Score: Raw -442867.820825 + Penalty 1603.946348 = -441263.874477 nChanged 278 SP:Iteration 3F (9287.262301 sec): 3 clusters Score: Raw -443047.789603 + Penalty 1603.946348 = -441443.843255 nChanged 274 SP:Iteration 4F (9287.309647 sec): 3 clusters Score: Raw -443187.749141 + Penalty 1603.946348 = -441583.802793 nChanged 218 SP:Iteration 5Q (9287.361271 sec): 3 clusters Score: Raw -443296.363651 + Penalty 1603.946348 = -441692.417303 nChanged 175 SP:Iteration 6Q (9287.410972 sec): 3 clusters Score: Raw -443374.822875 + Penalty 1603.946348 = -441770.876527 nChanged 152 SP:Iteration 7Q (9287.463642 sec): 3 clusters Score: Raw -443445.940321 + Penalty 1603.946348 = -441841.993973 nChanged 134 SP:Iteration 8Q (9287.507136 sec): 3 clusters Score: Raw -443512.330147 + Penalty 1603.946348 = -441908.383799 nChanged 127 SP:Iteration 9Q (9287.547314 sec): 3 clusters Score: Raw -443583.814485 + Penalty 1603.946348 = -441979.868137 nChanged 135 SP:Iteration 10Q (9287.602095 sec): 3 clusters Score: Raw -443661.362110 + Penalty 1603.946348 = -442057.415762 nChanged 116 SP:Iteration 11Q (9287.658072 sec): 3 clusters Score: Raw -443729.411174 + Penalty 1603.946348 = -442125.464826 nChanged 109 SP:Iteration 12Q (9287.694236 sec): 3 clusters Score: Raw -443793.385579 + Penalty 1603.946348 = -442189.439231 nChanged 101 SP:Iteration 13Q (9287.747121 sec): 3 clusters Score: Raw -443861.690483 + Penalty 1603.946348 = -442257.744135 nChanged 87 SP:Iteration 14Q (9287.798263 sec): 3 clusters Score: Raw -443920.437562 + Penalty 1603.946348 = -442316.491214 nChanged 70 SP:Iteration 15Q (9287.847033 sec): 3 clusters Score: Raw -443964.574579 + Penalty 1603.946348 = -442360.628231 nChanged 55 SP:Iteration 16Q (9287.895295 sec): 3 clusters Score: Raw -444002.273618 + Penalty 1603.946348 = -442398.327270 nChanged 54 SP:Iteration 17Q (9287.941435 sec): 3 clusters Score: Raw -444043.722233 + Penalty 1603.946348 = -442439.775885 nChanged 51 SP:Iteration 18Q (9287.999091 sec): 3 clusters Score: Raw -444079.807659 + Penalty 1603.946348 = -442475.861311 nChanged 42 SP:Iteration 19Q (9288.050387 sec): 3 clusters Score: Raw -444101.077066 + Penalty 1603.946348 = -442497.130718 nChanged 33 SP:Iteration 20F (9288.098098 sec): 3 clusters Score: Raw -444116.686037 + Penalty 1603.946348 = -442512.739689 nChanged 34 SP:Iteration 21Q (9288.150627 sec): 3 clusters Score: Raw -444137.182720 + Penalty 1603.946348 = -442533.236372 nChanged 31 SP:Iteration 22Q (9288.208718 sec): 3 clusters Score: Raw -444159.869251 + Penalty 1603.946348 = -442555.922903 nChanged 23 SP:Iteration 23Q (9288.251128 sec): 3 clusters Score: Raw -444190.452923 + Penalty 1603.946348 = -442586.506575 nChanged 24 SP:Iteration 24Q (9288.311716 sec): 3 clusters Score: Raw -444208.238651 + Penalty 1603.946348 = -442604.292303 nChanged 21 SP:Iteration 25Q (9288.365736 sec): 3 clusters Score: Raw -444225.290154 + Penalty 1603.946348 = -442621.343806 nChanged 19 SP:Iteration 26Q (9288.416615 sec): 3 clusters Score: Raw -444235.217163 + Penalty 1603.946348 = -442631.270815 nChanged 19 SP:Iteration 27Q (9288.470027 sec): 3 clusters Score: Raw -444243.669242 + Penalty 1603.946348 = -442639.722894 nChanged 17 SP:Iteration 28Q (9288.519079 sec): 3 clusters Score: Raw -444255.040718 + Penalty 1603.946348 = -442651.094370 nChanged 21 SP:Iteration 29Q (9288.565440 sec): 3 clusters Score: Raw -444267.520111 + Penalty 1603.946348 = -442663.573763 nChanged 22 SP:Iteration 30Q (9288.617105 sec): 3 clusters Score: Raw -444277.340634 + Penalty 1603.946348 = -442673.394286 nChanged 7 SP:Iteration 31Q (9288.683533 sec): 3 clusters Score: Raw -444279.361827 + Penalty 1603.946348 = -442675.415479 nChanged 5 SP:Iteration 32Q (9288.736461 sec): 3 clusters Score: Raw -444279.999072 + Penalty 1603.946348 = -442676.052724 nChanged 3 SP:Iteration 33Q (9288.790355 sec): 3 clusters Score: Raw -444280.986210 + Penalty 1603.946348 = -442677.039862 nChanged 2 SP:Iteration 34Q (9288.832349 sec): 3 clusters Score: Raw -444281.421655 + Penalty 1603.946348 = -442677.475307 nChanged 3 SP:Iteration 35Q (9288.886111 sec): 3 clusters Score: Raw -444282.494220 + Penalty 1603.946348 = -442678.547872 nChanged 4 SP:Iteration 36Q (9288.936444 sec): 3 clusters Score: Raw -444284.397954 + Penalty 1603.946348 = -442680.451606 nChanged 6 SP:Iteration 37Q (9288.983498 sec): 3 clusters Score: Raw -444286.823008 + Penalty 1603.946348 = -442682.876660 nChanged 5 SP:Iteration 38Q (9289.031675 sec): 3 clusters Score: Raw -444288.739932 + Penalty 1603.946348 = -442684.793584 nChanged 5 SP:Iteration 39Q (9289.090421 sec): 3 clusters Score: Raw -444290.733236 + Penalty 1603.946348 = -442686.786888 nChanged 5 SP:Iteration 40F (9289.142496 sec): 3 clusters Score: Raw -444292.798302 + Penalty 1603.946348 = -442688.851954 nChanged 3 SP:Iteration 41Q (9289.193159 sec): 3 clusters Score: Raw -444293.927755 + Penalty 1603.946348 = -442689.981407 nChanged 3 SP:Iteration 42Q (9289.236350 sec): 3 clusters Score: Raw -444295.718158 + Penalty 1603.946348 = -442691.771810 nChanged 3 SP:Iteration 43Q (9289.295762 sec): 3 clusters Score: Raw -444297.653636 + Penalty 1603.946348 = -442693.707288 nChanged 6 SP:Iteration 44Q (9289.335121 sec): 3 clusters Score: Raw -444299.292689 + Penalty 1603.946348 = -442695.346341 nChanged 3 SP:Iteration 45Q (9289.392326 sec): 3 clusters Score: Raw -444301.116196 + Penalty 1603.946348 = -442697.169848 nChanged 3 SP:Iteration 46Q (9289.434900 sec): 3 clusters Score: Raw -444302.165869 + Penalty 1603.946348 = -442698.219521 nChanged 0 SP:Iteration 47F (9289.489574 sec): 3 clusters Score: Raw -444302.165869 + Penalty 1603.946348 = -442698.219521 nChanged 0 Trying to split cluster 33 (5444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9289.525972 sec): 2 clusters Score: Raw -435464.097788 + Penalty 817.215590 = -434646.882199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9289.565818 sec): 3 clusters Score: Raw -432379.498790 + Penalty 1634.431179 = -430745.067611 nChanged 2394 SP:Iteration 1F (9289.616347 sec): 3 clusters Score: Raw -433922.848899 + Penalty 1634.431179 = -432288.417720 nChanged 515 SP:Iteration 2F (9289.662701 sec): 3 clusters Score: Raw -434321.356877 + Penalty 1634.431179 = -432686.925698 nChanged 500 SP:Iteration 3F (9289.710632 sec): 3 clusters Score: Raw -434716.197756 + Penalty 1634.431179 = -433081.766577 nChanged 404 SP:Iteration 4F (9289.766383 sec): 3 clusters Score: Raw -435004.687326 + Penalty 1634.431179 = -433370.256147 nChanged 296 SP:Iteration 5F (9289.820161 sec): 3 clusters Score: Raw -435181.757741 + Penalty 1634.431179 = -433547.326561 nChanged 230 SP:Iteration 6Q (9289.874679 sec): 3 clusters Score: Raw -435317.375854 + Penalty 1634.431179 = -433682.944675 nChanged 188 SP:Iteration 7Q (9289.928064 sec): 3 clusters Score: Raw -435430.828343 + Penalty 1634.431179 = -433796.397164 nChanged 161 SP:Iteration 8Q (9289.971289 sec): 3 clusters Score: Raw -435531.629549 + Penalty 1634.431179 = -433897.198370 nChanged 145 SP:Iteration 9Q (9290.021762 sec): 3 clusters Score: Raw -435613.786214 + Penalty 1634.431179 = -433979.355035 nChanged 99 SP:Iteration 10Q (9290.074975 sec): 3 clusters Score: Raw -435671.729736 + Penalty 1634.431179 = -434037.298557 nChanged 79 SP:Iteration 11Q (9290.127675 sec): 3 clusters Score: Raw -435710.834722 + Penalty 1634.431179 = -434076.403543 nChanged 60 SP:Iteration 12Q (9290.184452 sec): 3 clusters Score: Raw -435742.154254 + Penalty 1634.431179 = -434107.723074 nChanged 49 SP:Iteration 13Q (9290.240566 sec): 3 clusters Score: Raw -435775.457241 + Penalty 1634.431179 = -434141.026062 nChanged 42 SP:Iteration 14Q (9290.282307 sec): 3 clusters Score: Raw -435794.245140 + Penalty 1634.431179 = -434159.813961 nChanged 29 SP:Iteration 15Q (9290.333813 sec): 3 clusters Score: Raw -435806.807036 + Penalty 1634.431179 = -434172.375857 nChanged 30 SP:Iteration 16Q (9290.383178 sec): 3 clusters Score: Raw -435820.734157 + Penalty 1634.431179 = -434186.302978 nChanged 22 SP:Iteration 17Q (9290.433250 sec): 3 clusters Score: Raw -435829.747014 + Penalty 1634.431179 = -434195.315835 nChanged 18 SP:Iteration 18Q (9290.485419 sec): 3 clusters Score: Raw -435836.113893 + Penalty 1634.431179 = -434201.682714 nChanged 14 SP:Iteration 19Q (9290.531783 sec): 3 clusters Score: Raw -435844.361884 + Penalty 1634.431179 = -434209.930705 nChanged 19 SP:Iteration 20F (9290.595157 sec): 3 clusters Score: Raw -435851.787032 + Penalty 1634.431179 = -434217.355853 nChanged 11 SP:Iteration 21Q (9290.649024 sec): 3 clusters Score: Raw -435857.172688 + Penalty 1634.431179 = -434222.741509 nChanged 14 SP:Iteration 22Q (9290.703677 sec): 3 clusters Score: Raw -435861.882297 + Penalty 1634.431179 = -434227.451118 nChanged 10 SP:Iteration 23Q (9290.757525 sec): 3 clusters Score: Raw -435865.335543 + Penalty 1634.431179 = -434230.904364 nChanged 9 SP:Iteration 24Q (9290.813579 sec): 3 clusters Score: Raw -435871.345386 + Penalty 1634.431179 = -434236.914207 nChanged 6 SP:Iteration 25Q (9290.863579 sec): 3 clusters Score: Raw -435873.289771 + Penalty 1634.431179 = -434238.858592 nChanged 6 SP:Iteration 26Q (9290.912917 sec): 3 clusters Score: Raw -435875.498490 + Penalty 1634.431179 = -434241.067311 nChanged 3 SP:Iteration 27Q (9290.958807 sec): 3 clusters Score: Raw -435876.763325 + Penalty 1634.431179 = -434242.332146 nChanged 4 SP:Iteration 28Q (9291.014860 sec): 3 clusters Score: Raw -435877.898821 + Penalty 1634.431179 = -434243.467642 nChanged 2 SP:Iteration 29Q (9291.057241 sec): 3 clusters Score: Raw -435879.022296 + Penalty 1634.431179 = -434244.591117 nChanged 4 SP:Iteration 30Q (9291.117597 sec): 3 clusters Score: Raw -435880.594015 + Penalty 1634.431179 = -434246.162836 nChanged 1 SP:Iteration 31Q (9291.165067 sec): 3 clusters Score: Raw -435880.675716 + Penalty 1634.431179 = -434246.244536 nChanged 0 SP:Iteration 32F (9291.225915 sec): 3 clusters Score: Raw -435880.675716 + Penalty 1634.431179 = -434246.244536 nChanged 0 Trying to split cluster 34 (3720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9291.261819 sec): 2 clusters Score: Raw -335879.698732 + Penalty 781.040500 = -335098.658232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9291.312909 sec): 3 clusters Score: Raw -333906.326303 + Penalty 1562.081000 = -332344.245303 nChanged 1542 SP:Iteration 1F (9291.359082 sec): 3 clusters Score: Raw -334869.580588 + Penalty 1562.081000 = -333307.499588 nChanged 311 SP:Iteration 2F (9291.398520 sec): 3 clusters Score: Raw -335108.712984 + Penalty 1562.081000 = -333546.631984 nChanged 279 SP:Iteration 3F (9291.445670 sec): 3 clusters Score: Raw -335320.368556 + Penalty 1562.081000 = -333758.287556 nChanged 251 SP:Iteration 4F (9291.498267 sec): 3 clusters Score: Raw -335528.451559 + Penalty 1562.081000 = -333966.370559 nChanged 232 SP:Iteration 5F (9291.541554 sec): 3 clusters Score: Raw -335695.450874 + Penalty 1562.081000 = -334133.369874 nChanged 201 SP:Iteration 6F (9291.596780 sec): 3 clusters Score: Raw -335851.628292 + Penalty 1562.081000 = -334289.547292 nChanged 158 SP:Iteration 7Q (9291.638669 sec): 3 clusters Score: Raw -335953.168104 + Penalty 1562.081000 = -334391.087104 nChanged 152 SP:Iteration 8Q (9291.698324 sec): 3 clusters Score: Raw -336038.958796 + Penalty 1562.081000 = -334476.877796 nChanged 106 SP:Iteration 9Q (9291.726835 sec): 3 clusters Score: Raw -336098.189516 + Penalty 1562.081000 = -334536.108516 nChanged 82 SP:Iteration 10Q (9291.776910 sec): 3 clusters Score: Raw -336134.441600 + Penalty 1562.081000 = -334572.360600 nChanged 67 SP:Iteration 11Q (9291.831008 sec): 3 clusters Score: Raw -336161.237817 + Penalty 1562.081000 = -334599.156817 nChanged 43 SP:Iteration 12Q (9291.885424 sec): 3 clusters Score: Raw -336178.177863 + Penalty 1562.081000 = -334616.096863 nChanged 37 SP:Iteration 13Q (9291.936785 sec): 3 clusters Score: Raw -336190.897109 + Penalty 1562.081000 = -334628.816109 nChanged 33 SP:Iteration 14Q (9291.986603 sec): 3 clusters Score: Raw -336200.906691 + Penalty 1562.081000 = -334638.825691 nChanged 27 SP:Iteration 15Q (9292.038437 sec): 3 clusters Score: Raw -336210.197625 + Penalty 1562.081000 = -334648.116625 nChanged 27 SP:Iteration 16Q (9292.074929 sec): 3 clusters Score: Raw -336218.428286 + Penalty 1562.081000 = -334656.347286 nChanged 26 SP:Iteration 17Q (9292.088105 sec): 3 clusters Score: Raw -336227.549219 + Penalty 1562.081000 = -334665.468219 nChanged 32 SP:Iteration 18Q (9292.101182 sec): 3 clusters Score: Raw -336237.716922 + Penalty 1562.081000 = -334675.635922 nChanged 24 SP:Iteration 19Q (9292.142073 sec): 3 clusters Score: Raw -336244.669326 + Penalty 1562.081000 = -334682.588326 nChanged 32 SP:Iteration 20F (9292.192421 sec): 3 clusters Score: Raw -336252.696340 + Penalty 1562.081000 = -334690.615340 nChanged 21 SP:Iteration 21Q (9292.251419 sec): 3 clusters Score: Raw -336257.791047 + Penalty 1562.081000 = -334695.710047 nChanged 19 SP:Iteration 22Q (9292.296495 sec): 3 clusters Score: Raw -336263.087123 + Penalty 1562.081000 = -334701.006123 nChanged 29 SP:Iteration 23Q (9292.353644 sec): 3 clusters Score: Raw -336270.876701 + Penalty 1562.081000 = -334708.795701 nChanged 31 SP:Iteration 24Q (9292.393185 sec): 3 clusters Score: Raw -336278.292895 + Penalty 1562.081000 = -334716.211895 nChanged 20 SP:Iteration 25Q (9292.443168 sec): 3 clusters Score: Raw -336282.813804 + Penalty 1562.081000 = -334720.732804 nChanged 14 SP:Iteration 26Q (9292.493753 sec): 3 clusters Score: Raw -336285.545585 + Penalty 1562.081000 = -334723.464585 nChanged 16 SP:Iteration 27Q (9292.547210 sec): 3 clusters Score: Raw -336288.836003 + Penalty 1562.081000 = -334726.755003 nChanged 11 SP:Iteration 28Q (9292.598317 sec): 3 clusters Score: Raw -336290.912195 + Penalty 1562.081000 = -334728.831195 nChanged 11 SP:Iteration 29Q (9292.649688 sec): 3 clusters Score: Raw -336293.220890 + Penalty 1562.081000 = -334731.139890 nChanged 13 SP:Iteration 30Q (9292.693452 sec): 3 clusters Score: Raw -336296.169056 + Penalty 1562.081000 = -334734.088056 nChanged 18 SP:Iteration 31Q (9292.753777 sec): 3 clusters Score: Raw -336299.670731 + Penalty 1562.081000 = -334737.589731 nChanged 13 SP:Iteration 32Q (9292.804109 sec): 3 clusters Score: Raw -336302.555662 + Penalty 1562.081000 = -334740.474662 nChanged 10 SP:Iteration 33Q (9292.852870 sec): 3 clusters Score: Raw -336304.927382 + Penalty 1562.081000 = -334742.846382 nChanged 10 SP:Iteration 34Q (9292.901848 sec): 3 clusters Score: Raw -336306.931446 + Penalty 1562.081000 = -334744.850446 nChanged 7 SP:Iteration 35Q (9292.946536 sec): 3 clusters Score: Raw -336308.380585 + Penalty 1562.081000 = -334746.299585 nChanged 5 SP:Iteration 36Q (9292.998631 sec): 3 clusters Score: Raw -336309.289355 + Penalty 1562.081000 = -334747.208355 nChanged 5 SP:Iteration 37Q (9293.047184 sec): 3 clusters Score: Raw -336309.789478 + Penalty 1562.081000 = -334747.708478 nChanged 2 SP:Iteration 38Q (9293.085659 sec): 3 clusters Score: Raw -336309.961443 + Penalty 1562.081000 = -334747.880443 nChanged 2 SP:Iteration 39Q (9293.114125 sec): 3 clusters Score: Raw -336310.188292 + Penalty 1562.081000 = -334748.107292 nChanged 2 SP:Iteration 40F (9293.131708 sec): 3 clusters Score: Raw -336310.344495 + Penalty 1562.081000 = -334748.263495 nChanged 2 SP:Iteration 41Q (9293.183417 sec): 3 clusters Score: Raw -336310.502254 + Penalty 1562.081000 = -334748.421254 nChanged 1 SP:Iteration 42Q (9293.232491 sec): 3 clusters Score: Raw -336310.544569 + Penalty 1562.081000 = -334748.463569 nChanged 0 SP:Iteration 43F (9293.282894 sec): 3 clusters Score: Raw -336310.544569 + Penalty 1562.081000 = -334748.463569 nChanged 0 Trying to split cluster 35 (16574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9293.330668 sec): 2 clusters Score: Raw -1639613.124991 + Penalty 922.981096 = -1638690.143895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9293.388869 sec): 3 clusters Score: Raw -1629371.922189 + Penalty 1845.962191 = -1627525.959997 nChanged 7649 SP:Iteration 1F (9293.465424 sec): 3 clusters Score: Raw -1633697.996455 + Penalty 1845.962191 = -1631852.034264 nChanged 832 SP:Iteration 2F (9293.524575 sec): 3 clusters Score: Raw -1634051.948128 + Penalty 1845.962191 = -1632205.985936 nChanged 801 SP:Iteration 3Q (9293.591276 sec): 3 clusters Score: Raw -1634435.353981 + Penalty 1845.962191 = -1632589.391790 nChanged 841 SP:Iteration 4F (9293.658641 sec): 3 clusters Score: Raw -1634902.523113 + Penalty 1845.962191 = -1633056.560921 nChanged 842 SP:Iteration 5F (9293.727416 sec): 3 clusters Score: Raw -1635380.383764 + Penalty 1845.962191 = -1633534.421573 nChanged 889 SP:Iteration 6F (9293.797124 sec): 3 clusters Score: Raw -1635884.731759 + Penalty 1845.962191 = -1634038.769568 nChanged 877 SP:Iteration 7F (9293.866588 sec): 3 clusters Score: Raw -1636373.527605 + Penalty 1845.962191 = -1634527.565414 nChanged 772 SP:Iteration 8Q (9293.935414 sec): 3 clusters Score: Raw -1636818.223886 + Penalty 1845.962191 = -1634972.261694 nChanged 711 SP:Iteration 9Q (9294.007754 sec): 3 clusters Score: Raw -1637151.487598 + Penalty 1845.962191 = -1635305.525407 nChanged 517 SP:Iteration 10Q (9294.070838 sec): 3 clusters Score: Raw -1637346.356390 + Penalty 1845.962191 = -1635500.394199 nChanged 368 SP:Iteration 11Q (9294.124296 sec): 3 clusters Score: Raw -1637439.871901 + Penalty 1845.962191 = -1635593.909710 nChanged 243 SP:Iteration 12Q (9294.189544 sec): 3 clusters Score: Raw -1637489.460638 + Penalty 1845.962191 = -1635643.498446 nChanged 190 SP:Iteration 13Q (9294.235426 sec): 3 clusters Score: Raw -1637536.117539 + Penalty 1845.962191 = -1635690.155347 nChanged 193 SP:Iteration 14Q (9294.300241 sec): 3 clusters Score: Raw -1637583.725652 + Penalty 1845.962191 = -1635737.763460 nChanged 197 SP:Iteration 15Q (9294.362660 sec): 3 clusters Score: Raw -1637627.946611 + Penalty 1845.962191 = -1635781.984419 nChanged 196 SP:Iteration 16Q (9294.434323 sec): 3 clusters Score: Raw -1637674.659876 + Penalty 1845.962191 = -1635828.697685 nChanged 213 SP:Iteration 17Q (9294.497801 sec): 3 clusters Score: Raw -1637731.977611 + Penalty 1845.962191 = -1635886.015419 nChanged 228 SP:Iteration 18Q (9294.565325 sec): 3 clusters Score: Raw -1637791.011012 + Penalty 1845.962191 = -1635945.048820 nChanged 222 SP:Iteration 19Q (9294.594899 sec): 3 clusters Score: Raw -1637854.015790 + Penalty 1845.962191 = -1636008.053599 nChanged 252 SP:Iteration 20F (9294.664357 sec): 3 clusters Score: Raw -1637931.621104 + Penalty 1845.962191 = -1636085.658913 nChanged 254 SP:Iteration 21Q (9294.722005 sec): 3 clusters Score: Raw -1638019.801489 + Penalty 1845.962191 = -1636173.839297 nChanged 296 SP:Iteration 22Q (9294.792721 sec): 3 clusters Score: Raw -1638117.033228 + Penalty 1845.962191 = -1636271.071037 nChanged 295 SP:Iteration 23Q (9294.854606 sec): 3 clusters Score: Raw -1638213.706032 + Penalty 1845.962191 = -1636367.743841 nChanged 256 SP:Iteration 24Q (9294.926025 sec): 3 clusters Score: Raw -1638288.711424 + Penalty 1845.962191 = -1636442.749233 nChanged 227 SP:Iteration 25Q (9294.959638 sec): 3 clusters Score: Raw -1638354.950764 + Penalty 1845.962191 = -1636508.988572 nChanged 223 SP:Iteration 26Q (9295.030925 sec): 3 clusters Score: Raw -1638422.027796 + Penalty 1845.962191 = -1636576.065604 nChanged 219 SP:Iteration 27Q (9295.088661 sec): 3 clusters Score: Raw -1638487.774185 + Penalty 1845.962191 = -1636641.811994 nChanged 243 SP:Iteration 28Q (9295.141920 sec): 3 clusters Score: Raw -1638573.702700 + Penalty 1845.962191 = -1636727.740509 nChanged 249 SP:Iteration 29Q (9295.206902 sec): 3 clusters Score: Raw -1638668.316185 + Penalty 1845.962191 = -1636822.353994 nChanged 270 SP:Iteration 30Q (9295.259028 sec): 3 clusters Score: Raw -1638775.844447 + Penalty 1845.962191 = -1636929.882256 nChanged 261 SP:Iteration 31Q (9295.328031 sec): 3 clusters Score: Raw -1638883.228708 + Penalty 1845.962191 = -1637037.266516 nChanged 244 SP:Iteration 32Q (9295.381028 sec): 3 clusters Score: Raw -1638971.418675 + Penalty 1845.962191 = -1637125.456484 nChanged 215 SP:Iteration 33Q (9295.441331 sec): 3 clusters Score: Raw -1639047.523850 + Penalty 1845.962191 = -1637201.561658 nChanged 220 SP:Iteration 34Q (9295.506421 sec): 3 clusters Score: Raw -1639130.060231 + Penalty 1845.962191 = -1637284.098039 nChanged 201 SP:Iteration 35Q (9295.570956 sec): 3 clusters Score: Raw -1639205.312102 + Penalty 1845.962191 = -1637359.349910 nChanged 183 SP:Iteration 36Q (9295.628148 sec): 3 clusters Score: Raw -1639276.046729 + Penalty 1845.962191 = -1637430.084537 nChanged 157 SP:Iteration 37Q (9295.689644 sec): 3 clusters Score: Raw -1639333.897285 + Penalty 1845.962191 = -1637487.935094 nChanged 144 SP:Iteration 38Q (9295.757625 sec): 3 clusters Score: Raw -1639387.213904 + Penalty 1845.962191 = -1637541.251712 nChanged 130 SP:Iteration 39Q (9295.812320 sec): 3 clusters Score: Raw -1639426.546785 + Penalty 1845.962191 = -1637580.584594 nChanged 128 SP:Iteration 40F (9295.883242 sec): 3 clusters Score: Raw -1639472.066421 + Penalty 1845.962191 = -1637626.104230 nChanged 121 SP:Iteration 41Q (9295.952384 sec): 3 clusters Score: Raw -1639517.556251 + Penalty 1845.962191 = -1637671.594060 nChanged 113 SP:Iteration 42Q (9296.017547 sec): 3 clusters Score: Raw -1639554.484926 + Penalty 1845.962191 = -1637708.522734 nChanged 88 SP:Iteration 43Q (9296.069206 sec): 3 clusters Score: Raw -1639582.532088 + Penalty 1845.962191 = -1637736.569897 nChanged 96 SP:Iteration 44Q (9296.134335 sec): 3 clusters Score: Raw -1639615.218306 + Penalty 1845.962191 = -1637769.256114 nChanged 100 SP:Iteration 45Q (9296.203749 sec): 3 clusters Score: Raw -1639644.983560 + Penalty 1845.962191 = -1637799.021369 nChanged 77 SP:Iteration 46Q (9296.259963 sec): 3 clusters Score: Raw -1639663.260771 + Penalty 1845.962191 = -1637817.298579 nChanged 64 SP:Iteration 47Q (9296.319232 sec): 3 clusters Score: Raw -1639680.192051 + Penalty 1845.962191 = -1637834.229859 nChanged 60 SP:Iteration 48Q (9296.384424 sec): 3 clusters Score: Raw -1639696.221778 + Penalty 1845.962191 = -1637850.259586 nChanged 49 SP:Iteration 49Q (9296.448351 sec): 3 clusters Score: Raw -1639707.928048 + Penalty 1845.962191 = -1637861.965856 nChanged 44 SP:Iteration 50Q (9296.502521 sec): 3 clusters Score: Raw -1639717.659626 + Penalty 1845.962191 = -1637871.697435 nChanged 39 SP:Iteration 51Q (9296.558783 sec): 3 clusters Score: Raw -1639727.158697 + Penalty 1845.962191 = -1637881.196506 nChanged 41 SP:Iteration 52Q (9296.613876 sec): 3 clusters Score: Raw -1639736.877068 + Penalty 1845.962191 = -1637890.914876 nChanged 39 SP:Iteration 53Q (9296.676190 sec): 3 clusters Score: Raw -1639745.463029 + Penalty 1845.962191 = -1637899.500838 nChanged 41 SP:Iteration 54Q (9296.732775 sec): 3 clusters Score: Raw -1639755.805962 + Penalty 1845.962191 = -1637909.843770 nChanged 30 SP:Iteration 55Q (9296.802289 sec): 3 clusters Score: Raw -1639761.489704 + Penalty 1845.962191 = -1637915.527513 nChanged 24 SP:Iteration 56Q (9296.845814 sec): 3 clusters Score: Raw -1639766.857168 + Penalty 1845.962191 = -1637920.894977 nChanged 20 SP:Iteration 57Q (9296.918159 sec): 3 clusters Score: Raw -1639771.028581 + Penalty 1845.962191 = -1637925.066390 nChanged 20 SP:Iteration 58Q (9296.995041 sec): 3 clusters Score: Raw -1639774.494138 + Penalty 1845.962191 = -1637928.531946 nChanged 17 SP:Iteration 59Q (9297.051223 sec): 3 clusters Score: Raw -1639778.344806 + Penalty 1845.962191 = -1637932.382615 nChanged 16 SP:Iteration 60F (9297.121390 sec): 3 clusters Score: Raw -1639781.918972 + Penalty 1845.962191 = -1637935.956781 nChanged 13 SP:Iteration 61Q (9297.202651 sec): 3 clusters Score: Raw -1639784.614520 + Penalty 1845.962191 = -1637938.652329 nChanged 11 SP:Iteration 62Q (9297.256593 sec): 3 clusters Score: Raw -1639786.805550 + Penalty 1845.962191 = -1637940.843359 nChanged 12 SP:Iteration 63Q (9297.335303 sec): 3 clusters Score: Raw -1639789.428325 + Penalty 1845.962191 = -1637943.466133 nChanged 13 SP:Iteration 64Q (9297.400476 sec): 3 clusters Score: Raw -1639792.230663 + Penalty 1845.962191 = -1637946.268472 nChanged 14 SP:Iteration 65Q (9297.469242 sec): 3 clusters Score: Raw -1639794.207038 + Penalty 1845.962191 = -1637948.244846 nChanged 8 SP:Iteration 66Q (9297.531772 sec): 3 clusters Score: Raw -1639795.248198 + Penalty 1845.962191 = -1637949.286006 nChanged 6 SP:Iteration 67Q (9297.600180 sec): 3 clusters Score: Raw -1639796.283166 + Penalty 1845.962191 = -1637950.320974 nChanged 10 SP:Iteration 68Q (9297.669412 sec): 3 clusters Score: Raw -1639798.001313 + Penalty 1845.962191 = -1637952.039121 nChanged 10 SP:Iteration 69Q (9297.733752 sec): 3 clusters Score: Raw -1639799.791870 + Penalty 1845.962191 = -1637953.829678 nChanged 11 SP:Iteration 70Q (9297.798474 sec): 3 clusters Score: Raw -1639802.063486 + Penalty 1845.962191 = -1637956.101295 nChanged 11 SP:Iteration 71Q (9297.871750 sec): 3 clusters Score: Raw -1639804.042241 + Penalty 1845.962191 = -1637958.080050 nChanged 13 SP:Iteration 72Q (9297.924932 sec): 3 clusters Score: Raw -1639806.039460 + Penalty 1845.962191 = -1637960.077269 nChanged 8 SP:Iteration 73Q (9297.979629 sec): 3 clusters Score: Raw -1639806.906901 + Penalty 1845.962191 = -1637960.944710 nChanged 5 SP:Iteration 74Q (9298.048593 sec): 3 clusters Score: Raw -1639807.707416 + Penalty 1845.962191 = -1637961.745225 nChanged 11 SP:Iteration 75Q (9298.107252 sec): 3 clusters Score: Raw -1639809.711133 + Penalty 1845.962191 = -1637963.748942 nChanged 9 SP:Iteration 76Q (9298.158745 sec): 3 clusters Score: Raw -1639811.071497 + Penalty 1845.962191 = -1637965.109305 nChanged 9 SP:Iteration 77Q (9298.214041 sec): 3 clusters Score: Raw -1639812.646310 + Penalty 1845.962191 = -1637966.684119 nChanged 4 SP:Iteration 78Q (9298.277292 sec): 3 clusters Score: Raw -1639812.947532 + Penalty 1845.962191 = -1637966.985341 nChanged 0 SP:Iteration 79F (9298.336456 sec): 3 clusters Score: Raw -1639812.947532 + Penalty 1845.962191 = -1637966.985341 nChanged 0 Trying to split cluster 36 (15878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9298.376485 sec): 2 clusters Score: Raw -1584986.216004 + Penalty 918.905529 = -1584067.310474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9298.426897 sec): 3 clusters Score: Raw -1575212.913436 + Penalty 1837.811059 = -1573375.102378 nChanged 7346 SP:Iteration 1F (9298.492205 sec): 3 clusters Score: Raw -1579403.060852 + Penalty 1837.811059 = -1577565.249793 nChanged 884 SP:Iteration 2F (9298.556194 sec): 3 clusters Score: Raw -1579833.936384 + Penalty 1837.811059 = -1577996.125325 nChanged 987 SP:Iteration 3F (9298.623965 sec): 3 clusters Score: Raw -1580417.083863 + Penalty 1837.811059 = -1578579.272804 nChanged 1120 SP:Iteration 4F (9298.679196 sec): 3 clusters Score: Raw -1581157.997027 + Penalty 1837.811059 = -1579320.185968 nChanged 1111 SP:Iteration 5F (9298.738598 sec): 3 clusters Score: Raw -1581961.255477 + Penalty 1837.811059 = -1580123.444418 nChanged 1012 SP:Iteration 6F (9298.802871 sec): 3 clusters Score: Raw -1582762.658610 + Penalty 1837.811059 = -1580924.847552 nChanged 910 SP:Iteration 7F (9298.865847 sec): 3 clusters Score: Raw -1583462.168978 + Penalty 1837.811059 = -1581624.357919 nChanged 707 SP:Iteration 8Q (9298.941752 sec): 3 clusters Score: Raw -1583907.222945 + Penalty 1837.811059 = -1582069.411887 nChanged 497 SP:Iteration 9Q (9298.992590 sec): 3 clusters Score: Raw -1584178.251135 + Penalty 1837.811059 = -1582340.440077 nChanged 339 SP:Iteration 10Q (9299.061001 sec): 3 clusters Score: Raw -1584324.501472 + Penalty 1837.811059 = -1582486.690413 nChanged 238 SP:Iteration 11Q (9299.124605 sec): 3 clusters Score: Raw -1584425.893992 + Penalty 1837.811059 = -1582588.082933 nChanged 211 SP:Iteration 12Q (9299.189603 sec): 3 clusters Score: Raw -1584509.916626 + Penalty 1837.811059 = -1582672.105568 nChanged 208 SP:Iteration 13Q (9299.231345 sec): 3 clusters Score: Raw -1584590.572963 + Penalty 1837.811059 = -1582752.761904 nChanged 176 SP:Iteration 14Q (9299.290890 sec): 3 clusters Score: Raw -1584650.402881 + Penalty 1837.811059 = -1582812.591823 nChanged 145 SP:Iteration 15Q (9299.355393 sec): 3 clusters Score: Raw -1584691.005297 + Penalty 1837.811059 = -1582853.194239 nChanged 134 SP:Iteration 16Q (9299.416963 sec): 3 clusters Score: Raw -1584727.775448 + Penalty 1837.811059 = -1582889.964390 nChanged 110 SP:Iteration 17Q (9299.477293 sec): 3 clusters Score: Raw -1584755.019022 + Penalty 1837.811059 = -1582917.207963 nChanged 106 SP:Iteration 18Q (9299.546734 sec): 3 clusters Score: Raw -1584780.659237 + Penalty 1837.811059 = -1582942.848178 nChanged 111 SP:Iteration 19Q (9299.599712 sec): 3 clusters Score: Raw -1584811.341027 + Penalty 1837.811059 = -1582973.529968 nChanged 128 SP:Iteration 20F (9299.656557 sec): 3 clusters Score: Raw -1584848.421232 + Penalty 1837.811059 = -1583010.610174 nChanged 116 SP:Iteration 21Q (9299.707428 sec): 3 clusters Score: Raw -1584879.177552 + Penalty 1837.811059 = -1583041.366493 nChanged 111 SP:Iteration 22Q (9299.768921 sec): 3 clusters Score: Raw -1584908.951656 + Penalty 1837.811059 = -1583071.140597 nChanged 102 SP:Iteration 23Q (9299.821711 sec): 3 clusters Score: Raw -1584933.985443 + Penalty 1837.811059 = -1583096.174385 nChanged 97 SP:Iteration 24Q (9299.895212 sec): 3 clusters Score: Raw -1584956.471276 + Penalty 1837.811059 = -1583118.660217 nChanged 75 SP:Iteration 25Q (9299.951820 sec): 3 clusters Score: Raw -1584971.544006 + Penalty 1837.811059 = -1583133.732948 nChanged 65 SP:Iteration 26Q (9300.005464 sec): 3 clusters Score: Raw -1584983.095564 + Penalty 1837.811059 = -1583145.284505 nChanged 61 SP:Iteration 27Q (9300.051921 sec): 3 clusters Score: Raw -1584991.987868 + Penalty 1837.811059 = -1583154.176810 nChanged 49 SP:Iteration 28Q (9300.118079 sec): 3 clusters Score: Raw -1584999.354508 + Penalty 1837.811059 = -1583161.543450 nChanged 47 SP:Iteration 29Q (9300.170008 sec): 3 clusters Score: Raw -1585006.573484 + Penalty 1837.811059 = -1583168.762426 nChanged 51 SP:Iteration 30Q (9300.235544 sec): 3 clusters Score: Raw -1585012.991942 + Penalty 1837.811059 = -1583175.180884 nChanged 42 SP:Iteration 31Q (9300.294704 sec): 3 clusters Score: Raw -1585018.904982 + Penalty 1837.811059 = -1583181.093923 nChanged 36 SP:Iteration 32Q (9300.353379 sec): 3 clusters Score: Raw -1585024.492398 + Penalty 1837.811059 = -1583186.681339 nChanged 45 SP:Iteration 33Q (9300.413370 sec): 3 clusters Score: Raw -1585030.845094 + Penalty 1837.811059 = -1583193.034035 nChanged 45 SP:Iteration 34Q (9300.474332 sec): 3 clusters Score: Raw -1585037.890972 + Penalty 1837.811059 = -1583200.079914 nChanged 37 SP:Iteration 35Q (9300.535150 sec): 3 clusters Score: Raw -1585042.855122 + Penalty 1837.811059 = -1583205.044063 nChanged 36 SP:Iteration 36Q (9300.598471 sec): 3 clusters Score: Raw -1585049.014124 + Penalty 1837.811059 = -1583211.203065 nChanged 39 SP:Iteration 37Q (9300.645075 sec): 3 clusters Score: Raw -1585055.458342 + Penalty 1837.811059 = -1583217.647283 nChanged 40 SP:Iteration 38Q (9300.702706 sec): 3 clusters Score: Raw -1585061.724995 + Penalty 1837.811059 = -1583223.913936 nChanged 32 SP:Iteration 39Q (9300.760561 sec): 3 clusters Score: Raw -1585066.224890 + Penalty 1837.811059 = -1583228.413832 nChanged 28 SP:Iteration 40F (9300.814640 sec): 3 clusters Score: Raw -1585070.293212 + Penalty 1837.811059 = -1583232.482154 nChanged 27 SP:Iteration 41Q (9300.886427 sec): 3 clusters Score: Raw -1585073.976593 + Penalty 1837.811059 = -1583236.165535 nChanged 29 SP:Iteration 42Q (9300.940259 sec): 3 clusters Score: Raw -1585077.848289 + Penalty 1837.811059 = -1583240.037230 nChanged 24 SP:Iteration 43Q (9301.005385 sec): 3 clusters Score: Raw -1585080.773931 + Penalty 1837.811059 = -1583242.962872 nChanged 21 SP:Iteration 44Q (9301.066606 sec): 3 clusters Score: Raw -1585083.402273 + Penalty 1837.811059 = -1583245.591214 nChanged 29 SP:Iteration 45Q (9301.125387 sec): 3 clusters Score: Raw -1585087.149049 + Penalty 1837.811059 = -1583249.337991 nChanged 27 SP:Iteration 46Q (9301.180473 sec): 3 clusters Score: Raw -1585090.838531 + Penalty 1837.811059 = -1583253.027472 nChanged 23 SP:Iteration 47Q (9301.243810 sec): 3 clusters Score: Raw -1585093.554602 + Penalty 1837.811059 = -1583255.743543 nChanged 17 SP:Iteration 48Q (9301.301291 sec): 3 clusters Score: Raw -1585095.456439 + Penalty 1837.811059 = -1583257.645380 nChanged 16 SP:Iteration 49Q (9301.368763 sec): 3 clusters Score: Raw -1585097.388860 + Penalty 1837.811059 = -1583259.577802 nChanged 16 SP:Iteration 50Q (9301.434578 sec): 3 clusters Score: Raw -1585099.252418 + Penalty 1837.811059 = -1583261.441359 nChanged 15 SP:Iteration 51Q (9301.495034 sec): 3 clusters Score: Raw -1585100.662989 + Penalty 1837.811059 = -1583262.851930 nChanged 12 SP:Iteration 52Q (9301.557851 sec): 3 clusters Score: Raw -1585101.787954 + Penalty 1837.811059 = -1583263.976895 nChanged 17 SP:Iteration 53Q (9301.612152 sec): 3 clusters Score: Raw -1585103.694987 + Penalty 1837.811059 = -1583265.883928 nChanged 12 SP:Iteration 54Q (9301.674950 sec): 3 clusters Score: Raw -1585104.675559 + Penalty 1837.811059 = -1583266.864500 nChanged 14 SP:Iteration 55Q (9301.730355 sec): 3 clusters Score: Raw -1585106.351438 + Penalty 1837.811059 = -1583268.540379 nChanged 20 SP:Iteration 56Q (9301.791156 sec): 3 clusters Score: Raw -1585108.305178 + Penalty 1837.811059 = -1583270.494119 nChanged 23 SP:Iteration 57Q (9301.855900 sec): 3 clusters Score: Raw -1585110.467692 + Penalty 1837.811059 = -1583272.656633 nChanged 14 SP:Iteration 58Q (9301.915037 sec): 3 clusters Score: Raw -1585112.063302 + Penalty 1837.811059 = -1583274.252243 nChanged 10 SP:Iteration 59Q (9301.973488 sec): 3 clusters Score: Raw -1585112.962981 + Penalty 1837.811059 = -1583275.151923 nChanged 15 SP:Iteration 60F (9302.043139 sec): 3 clusters Score: Raw -1585114.682699 + Penalty 1837.811059 = -1583276.871640 nChanged 17 SP:Iteration 61Q (9302.098097 sec): 3 clusters Score: Raw -1585116.926997 + Penalty 1837.811059 = -1583279.115938 nChanged 14 SP:Iteration 62Q (9302.161672 sec): 3 clusters Score: Raw -1585118.677444 + Penalty 1837.811059 = -1583280.866385 nChanged 13 SP:Iteration 63Q (9302.223317 sec): 3 clusters Score: Raw -1585119.924546 + Penalty 1837.811059 = -1583282.113487 nChanged 16 SP:Iteration 64Q (9302.268866 sec): 3 clusters Score: Raw -1585121.615157 + Penalty 1837.811059 = -1583283.804098 nChanged 21 SP:Iteration 65Q (9302.318849 sec): 3 clusters Score: Raw -1585125.234715 + Penalty 1837.811059 = -1583287.423657 nChanged 29 SP:Iteration 66Q (9302.383135 sec): 3 clusters Score: Raw -1585131.258185 + Penalty 1837.811059 = -1583293.447126 nChanged 33 SP:Iteration 67Q (9302.442610 sec): 3 clusters Score: Raw -1585137.499700 + Penalty 1837.811059 = -1583299.688641 nChanged 33 SP:Iteration 68Q (9302.502959 sec): 3 clusters Score: Raw -1585142.480622 + Penalty 1837.811059 = -1583304.669564 nChanged 31 SP:Iteration 69Q (9302.576635 sec): 3 clusters Score: Raw -1585147.764976 + Penalty 1837.811059 = -1583309.953918 nChanged 25 SP:Iteration 70Q (9302.630699 sec): 3 clusters Score: Raw -1585150.917979 + Penalty 1837.811059 = -1583313.106920 nChanged 26 SP:Iteration 71Q (9302.688656 sec): 3 clusters Score: Raw -1585154.653040 + Penalty 1837.811059 = -1583316.841982 nChanged 23 SP:Iteration 72Q (9302.745122 sec): 3 clusters Score: Raw -1585158.740654 + Penalty 1837.811059 = -1583320.929596 nChanged 25 SP:Iteration 73Q (9302.791666 sec): 3 clusters Score: Raw -1585162.159037 + Penalty 1837.811059 = -1583324.347978 nChanged 20 SP:Iteration 74Q (9302.854491 sec): 3 clusters Score: Raw -1585165.569964 + Penalty 1837.811059 = -1583327.758905 nChanged 18 SP:Iteration 75Q (9302.920653 sec): 3 clusters Score: Raw -1585167.637860 + Penalty 1837.811059 = -1583329.826801 nChanged 14 SP:Iteration 76Q (9302.980207 sec): 3 clusters Score: Raw -1585169.281966 + Penalty 1837.811059 = -1583331.470907 nChanged 12 SP:Iteration 77Q (9303.043142 sec): 3 clusters Score: Raw -1585170.319553 + Penalty 1837.811059 = -1583332.508494 nChanged 12 SP:Iteration 78Q (9303.102054 sec): 3 clusters Score: Raw -1585171.747377 + Penalty 1837.811059 = -1583333.936319 nChanged 9 SP:Iteration 79Q (9303.164169 sec): 3 clusters Score: Raw -1585172.475939 + Penalty 1837.811059 = -1583334.664881 nChanged 6 SP:Iteration 80F (9303.230960 sec): 3 clusters Score: Raw -1585172.940776 + Penalty 1837.811059 = -1583335.129717 nChanged 3 SP:Iteration 81Q (9303.282769 sec): 3 clusters Score: Raw -1585173.275385 + Penalty 1837.811059 = -1583335.464327 nChanged 5 SP:Iteration 82Q (9303.350620 sec): 3 clusters Score: Raw -1585173.769715 + Penalty 1837.811059 = -1583335.958656 nChanged 7 SP:Iteration 83Q (9303.407827 sec): 3 clusters Score: Raw -1585174.419046 + Penalty 1837.811059 = -1583336.607987 nChanged 7 SP:Iteration 84Q (9303.471977 sec): 3 clusters Score: Raw -1585174.877409 + Penalty 1837.811059 = -1583337.066351 nChanged 4 SP:Iteration 85Q (9303.542457 sec): 3 clusters Score: Raw -1585175.304721 + Penalty 1837.811059 = -1583337.493662 nChanged 7 SP:Iteration 86Q (9303.590200 sec): 3 clusters Score: Raw -1585175.845640 + Penalty 1837.811059 = -1583338.034581 nChanged 6 SP:Iteration 87Q (9303.656905 sec): 3 clusters Score: Raw -1585176.519661 + Penalty 1837.811059 = -1583338.708602 nChanged 6 SP:Iteration 88Q (9303.710707 sec): 3 clusters Score: Raw -1585177.200327 + Penalty 1837.811059 = -1583339.389268 nChanged 6 SP:Iteration 89Q (9303.773145 sec): 3 clusters Score: Raw -1585177.596086 + Penalty 1837.811059 = -1583339.785028 nChanged 3 SP:Iteration 90Q (9303.831046 sec): 3 clusters Score: Raw -1585177.863811 + Penalty 1837.811059 = -1583340.052753 nChanged 4 SP:Iteration 91Q (9303.901939 sec): 3 clusters Score: Raw -1585178.265406 + Penalty 1837.811059 = -1583340.454348 nChanged 1 SP:Iteration 92Q (9303.959192 sec): 3 clusters Score: Raw -1585178.332057 + Penalty 1837.811059 = -1583340.520998 nChanged 0 SP:Iteration 93F (9304.012233 sec): 3 clusters Score: Raw -1585178.332057 + Penalty 1837.811059 = -1583340.520998 nChanged 0 Trying to split cluster 37 (3737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9304.037358 sec): 2 clusters Score: Raw -359006.067318 + Penalty 781.473651 = -358224.593667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9304.085388 sec): 3 clusters Score: Raw -357018.449787 + Penalty 1562.947302 = -355455.502486 nChanged 1561 SP:Iteration 1F (9304.133476 sec): 3 clusters Score: Raw -357856.693038 + Penalty 1562.947302 = -356293.745736 nChanged 281 SP:Iteration 2F (9304.175796 sec): 3 clusters Score: Raw -357993.455165 + Penalty 1562.947302 = -356430.507864 nChanged 197 SP:Iteration 3F (9304.226842 sec): 3 clusters Score: Raw -358100.815718 + Penalty 1562.947302 = -356537.868417 nChanged 160 SP:Iteration 4Q (9304.276338 sec): 3 clusters Score: Raw -358188.542374 + Penalty 1562.947302 = -356625.595072 nChanged 144 SP:Iteration 5Q (9304.324558 sec): 3 clusters Score: Raw -358267.875385 + Penalty 1562.947302 = -356704.928083 nChanged 127 SP:Iteration 6Q (9304.376235 sec): 3 clusters Score: Raw -358337.764291 + Penalty 1562.947302 = -356774.816990 nChanged 111 SP:Iteration 7Q (9304.416850 sec): 3 clusters Score: Raw -358394.167543 + Penalty 1562.947302 = -356831.220241 nChanged 114 SP:Iteration 8Q (9304.460177 sec): 3 clusters Score: Raw -358450.308116 + Penalty 1562.947302 = -356887.360814 nChanged 95 SP:Iteration 9Q (9304.498204 sec): 3 clusters Score: Raw -358490.882485 + Penalty 1562.947302 = -356927.935183 nChanged 82 SP:Iteration 10Q (9304.544734 sec): 3 clusters Score: Raw -358535.744814 + Penalty 1562.947302 = -356972.797513 nChanged 91 SP:Iteration 11Q (9304.595761 sec): 3 clusters Score: Raw -358585.023153 + Penalty 1562.947302 = -357022.075852 nChanged 101 SP:Iteration 12Q (9304.646985 sec): 3 clusters Score: Raw -358631.663191 + Penalty 1562.947302 = -357068.715890 nChanged 77 SP:Iteration 13Q (9304.698112 sec): 3 clusters Score: Raw -358664.860486 + Penalty 1562.947302 = -357101.913185 nChanged 88 SP:Iteration 14Q (9304.756220 sec): 3 clusters Score: Raw -358712.019940 + Penalty 1562.947302 = -357149.072639 nChanged 90 SP:Iteration 15Q (9304.793864 sec): 3 clusters Score: Raw -358752.712470 + Penalty 1562.947302 = -357189.765168 nChanged 79 SP:Iteration 16Q (9304.843402 sec): 3 clusters Score: Raw -358784.593706 + Penalty 1562.947302 = -357221.646405 nChanged 65 SP:Iteration 17Q (9304.892204 sec): 3 clusters Score: Raw -358816.381277 + Penalty 1562.947302 = -357253.433976 nChanged 62 SP:Iteration 18Q (9304.929671 sec): 3 clusters Score: Raw -358844.617869 + Penalty 1562.947302 = -357281.670567 nChanged 52 SP:Iteration 19Q (9304.986605 sec): 3 clusters Score: Raw -358863.221226 + Penalty 1562.947302 = -357300.273925 nChanged 45 SP:Iteration 20F (9305.024507 sec): 3 clusters Score: Raw -358877.310689 + Penalty 1562.947302 = -357314.363388 nChanged 35 SP:Iteration 21Q (9305.049740 sec): 3 clusters Score: Raw -358888.704470 + Penalty 1562.947302 = -357325.757168 nChanged 39 SP:Iteration 22Q (9305.088752 sec): 3 clusters Score: Raw -358900.186942 + Penalty 1562.947302 = -357337.239640 nChanged 26 SP:Iteration 23Q (9305.129041 sec): 3 clusters Score: Raw -358906.897100 + Penalty 1562.947302 = -357343.949799 nChanged 18 SP:Iteration 24Q (9305.179776 sec): 3 clusters Score: Raw -358913.955479 + Penalty 1562.947302 = -357351.008177 nChanged 28 SP:Iteration 25Q (9305.229138 sec): 3 clusters Score: Raw -358921.461847 + Penalty 1562.947302 = -357358.514545 nChanged 26 SP:Iteration 26Q (9305.281251 sec): 3 clusters Score: Raw -358928.458524 + Penalty 1562.947302 = -357365.511222 nChanged 29 SP:Iteration 27Q (9305.323856 sec): 3 clusters Score: Raw -358936.050480 + Penalty 1562.947302 = -357373.103178 nChanged 23 SP:Iteration 28Q (9305.374993 sec): 3 clusters Score: Raw -358942.259831 + Penalty 1562.947302 = -357379.312529 nChanged 26 SP:Iteration 29Q (9305.423375 sec): 3 clusters Score: Raw -358952.114383 + Penalty 1562.947302 = -357389.167082 nChanged 34 SP:Iteration 30Q (9305.472870 sec): 3 clusters Score: Raw -358962.094213 + Penalty 1562.947302 = -357399.146911 nChanged 30 SP:Iteration 31Q (9305.517848 sec): 3 clusters Score: Raw -358972.596257 + Penalty 1562.947302 = -357409.648955 nChanged 30 SP:Iteration 32Q (9305.559965 sec): 3 clusters Score: Raw -358984.323837 + Penalty 1562.947302 = -357421.376536 nChanged 36 SP:Iteration 33Q (9305.605232 sec): 3 clusters Score: Raw -358996.255433 + Penalty 1562.947302 = -357433.308132 nChanged 33 SP:Iteration 34Q (9305.656078 sec): 3 clusters Score: Raw -359005.329852 + Penalty 1562.947302 = -357442.382551 nChanged 20 SP:Iteration 35Q (9305.705267 sec): 3 clusters Score: Raw -359010.735664 + Penalty 1562.947302 = -357447.788363 nChanged 18 SP:Iteration 36Q (9305.753420 sec): 3 clusters Score: Raw -359014.823823 + Penalty 1562.947302 = -357451.876521 nChanged 17 SP:Iteration 37Q (9305.804042 sec): 3 clusters Score: Raw -359018.719370 + Penalty 1562.947302 = -357455.772068 nChanged 18 SP:Iteration 38Q (9305.841491 sec): 3 clusters Score: Raw -359023.680275 + Penalty 1562.947302 = -357460.732974 nChanged 15 SP:Iteration 39Q (9305.892490 sec): 3 clusters Score: Raw -359027.736414 + Penalty 1562.947302 = -357464.789113 nChanged 12 SP:Iteration 40F (9305.945340 sec): 3 clusters Score: Raw -359031.543151 + Penalty 1562.947302 = -357468.595849 nChanged 12 SP:Iteration 41Q (9306.008281 sec): 3 clusters Score: Raw -359034.369388 + Penalty 1562.947302 = -357471.422087 nChanged 10 SP:Iteration 42Q (9306.047527 sec): 3 clusters Score: Raw -359036.568889 + Penalty 1562.947302 = -357473.621587 nChanged 6 SP:Iteration 43Q (9306.103179 sec): 3 clusters Score: Raw -359038.145233 + Penalty 1562.947302 = -357475.197931 nChanged 10 SP:Iteration 44Q (9306.138531 sec): 3 clusters Score: Raw -359040.533423 + Penalty 1562.947302 = -357477.586121 nChanged 5 SP:Iteration 45Q (9306.184332 sec): 3 clusters Score: Raw -359041.728297 + Penalty 1562.947302 = -357478.780995 nChanged 8 SP:Iteration 46Q (9306.240384 sec): 3 clusters Score: Raw -359043.611735 + Penalty 1562.947302 = -357480.664433 nChanged 7 SP:Iteration 47Q (9306.280392 sec): 3 clusters Score: Raw -359046.240666 + Penalty 1562.947302 = -357483.293364 nChanged 9 SP:Iteration 48Q (9306.328269 sec): 3 clusters Score: Raw -359048.716247 + Penalty 1562.947302 = -357485.768946 nChanged 10 SP:Iteration 49Q (9306.378400 sec): 3 clusters Score: Raw -359050.788657 + Penalty 1562.947302 = -357487.841356 nChanged 5 SP:Iteration 50Q (9306.425579 sec): 3 clusters Score: Raw -359051.656820 + Penalty 1562.947302 = -357488.709518 nChanged 1 SP:Iteration 51Q (9306.474937 sec): 3 clusters Score: Raw -359051.781220 + Penalty 1562.947302 = -357488.833919 nChanged 3 SP:Iteration 52Q (9306.524636 sec): 3 clusters Score: Raw -359052.038150 + Penalty 1562.947302 = -357489.090849 nChanged 1 SP:Iteration 53Q (9306.573052 sec): 3 clusters Score: Raw -359052.068330 + Penalty 1562.947302 = -357489.121028 nChanged 0 SP:Iteration 54F (9306.621554 sec): 3 clusters Score: Raw -359052.068330 + Penalty 1562.947302 = -357489.121028 nChanged 0 Trying to split cluster 38 (21254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9306.656407 sec): 2 clusters Score: Raw -2057464.505622 + Penalty 946.608537 = -2056517.897085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9306.726610 sec): 3 clusters Score: Raw -2044309.362243 + Penalty 1893.217074 = -2042416.145169 nChanged 9777 SP:Iteration 1F (9306.801384 sec): 3 clusters Score: Raw -2049942.848929 + Penalty 1893.217074 = -2048049.631855 nChanged 1019 SP:Iteration 2Q (9306.871644 sec): 3 clusters Score: Raw -2050325.558921 + Penalty 1893.217074 = -2048432.341847 nChanged 1007 SP:Iteration 3Q (9306.913766 sec): 3 clusters Score: Raw -2050736.547556 + Penalty 1893.217074 = -2048843.330481 nChanged 986 SP:Iteration 4Q (9306.989436 sec): 3 clusters Score: Raw -2051193.603076 + Penalty 1893.217074 = -2049300.386002 nChanged 1046 SP:Iteration 5Q (9307.053348 sec): 3 clusters Score: Raw -2051733.811776 + Penalty 1893.217074 = -2049840.594702 nChanged 1147 SP:Iteration 6F (9307.124424 sec): 3 clusters Score: Raw -2052444.445131 + Penalty 1893.217074 = -2050551.228057 nChanged 1147 SP:Iteration 7F (9307.196128 sec): 3 clusters Score: Raw -2053211.488553 + Penalty 1893.217074 = -2051318.271479 nChanged 1078 SP:Iteration 8F (9307.270881 sec): 3 clusters Score: Raw -2053941.739512 + Penalty 1893.217074 = -2052048.522437 nChanged 986 SP:Iteration 9Q (9307.301284 sec): 3 clusters Score: Raw -2054584.710821 + Penalty 1893.217074 = -2052691.493747 nChanged 797 SP:Iteration 10Q (9307.372778 sec): 3 clusters Score: Raw -2055052.730681 + Penalty 1893.217074 = -2053159.513607 nChanged 660 SP:Iteration 11Q (9307.433802 sec): 3 clusters Score: Raw -2055379.533686 + Penalty 1893.217074 = -2053486.316612 nChanged 484 SP:Iteration 12Q (9307.501462 sec): 3 clusters Score: Raw -2055564.034501 + Penalty 1893.217074 = -2053670.817427 nChanged 345 SP:Iteration 13Q (9307.569975 sec): 3 clusters Score: Raw -2055669.539699 + Penalty 1893.217074 = -2053776.322625 nChanged 295 SP:Iteration 14Q (9307.635568 sec): 3 clusters Score: Raw -2055762.152456 + Penalty 1893.217074 = -2053868.935382 nChanged 283 SP:Iteration 15Q (9307.704724 sec): 3 clusters Score: Raw -2055860.446515 + Penalty 1893.217074 = -2053967.229440 nChanged 281 SP:Iteration 16Q (9307.776842 sec): 3 clusters Score: Raw -2055951.778389 + Penalty 1893.217074 = -2054058.561315 nChanged 268 SP:Iteration 17Q (9307.832252 sec): 3 clusters Score: Raw -2056040.581247 + Penalty 1893.217074 = -2054147.364173 nChanged 267 SP:Iteration 18Q (9307.894505 sec): 3 clusters Score: Raw -2056126.788068 + Penalty 1893.217074 = -2054233.570994 nChanged 267 SP:Iteration 19Q (9307.956974 sec): 3 clusters Score: Raw -2056223.837361 + Penalty 1893.217074 = -2054330.620287 nChanged 288 SP:Iteration 20F (9308.016442 sec): 3 clusters Score: Raw -2056334.984165 + Penalty 1893.217074 = -2054441.767091 nChanged 286 SP:Iteration 21Q (9308.084385 sec): 3 clusters Score: Raw -2056450.844016 + Penalty 1893.217074 = -2054557.626941 nChanged 291 SP:Iteration 22Q (9308.147010 sec): 3 clusters Score: Raw -2056566.785515 + Penalty 1893.217074 = -2054673.568440 nChanged 263 SP:Iteration 23Q (9308.217753 sec): 3 clusters Score: Raw -2056681.864995 + Penalty 1893.217074 = -2054788.647921 nChanged 292 SP:Iteration 24Q (9308.279092 sec): 3 clusters Score: Raw -2056819.256756 + Penalty 1893.217074 = -2054926.039681 nChanged 245 SP:Iteration 25Q (9308.342188 sec): 3 clusters Score: Raw -2056934.073869 + Penalty 1893.217074 = -2055040.856795 nChanged 228 SP:Iteration 26Q (9308.396328 sec): 3 clusters Score: Raw -2057045.163801 + Penalty 1893.217074 = -2055151.946726 nChanged 208 SP:Iteration 27Q (9308.474634 sec): 3 clusters Score: Raw -2057147.115329 + Penalty 1893.217074 = -2055253.898255 nChanged 187 SP:Iteration 28Q (9308.534934 sec): 3 clusters Score: Raw -2057249.400946 + Penalty 1893.217074 = -2055356.183871 nChanged 164 SP:Iteration 29Q (9308.610111 sec): 3 clusters Score: Raw -2057338.880978 + Penalty 1893.217074 = -2055445.663904 nChanged 109 SP:Iteration 30Q (9308.666408 sec): 3 clusters Score: Raw -2057395.505936 + Penalty 1893.217074 = -2055502.288862 nChanged 89 SP:Iteration 31Q (9308.735429 sec): 3 clusters Score: Raw -2057440.901091 + Penalty 1893.217074 = -2055547.684017 nChanged 70 SP:Iteration 32Q (9308.804143 sec): 3 clusters Score: Raw -2057479.446075 + Penalty 1893.217074 = -2055586.229000 nChanged 62 SP:Iteration 33Q (9308.866119 sec): 3 clusters Score: Raw -2057509.142011 + Penalty 1893.217074 = -2055615.924937 nChanged 46 SP:Iteration 34Q (9308.943268 sec): 3 clusters Score: Raw -2057531.585404 + Penalty 1893.217074 = -2055638.368329 nChanged 28 SP:Iteration 35Q (9308.998311 sec): 3 clusters Score: Raw -2057543.130007 + Penalty 1893.217074 = -2055649.912932 nChanged 20 SP:Iteration 36Q (9309.060824 sec): 3 clusters Score: Raw -2057551.968471 + Penalty 1893.217074 = -2055658.751396 nChanged 18 SP:Iteration 37Q (9309.122458 sec): 3 clusters Score: Raw -2057560.106192 + Penalty 1893.217074 = -2055666.889117 nChanged 15 SP:Iteration 38Q (9309.181694 sec): 3 clusters Score: Raw -2057566.253476 + Penalty 1893.217074 = -2055673.036401 nChanged 15 SP:Iteration 39Q (9309.249120 sec): 3 clusters Score: Raw -2057574.421132 + Penalty 1893.217074 = -2055681.204058 nChanged 18 SP:Iteration 40F (9309.320629 sec): 3 clusters Score: Raw -2057584.562692 + Penalty 1893.217074 = -2055691.345618 nChanged 16 SP:Iteration 41Q (9309.385541 sec): 3 clusters Score: Raw -2057593.683544 + Penalty 1893.217074 = -2055700.466469 nChanged 11 SP:Iteration 42Q (9309.447203 sec): 3 clusters Score: Raw -2057599.410197 + Penalty 1893.217074 = -2055706.193123 nChanged 12 SP:Iteration 43Q (9309.508351 sec): 3 clusters Score: Raw -2057604.602872 + Penalty 1893.217074 = -2055711.385797 nChanged 7 SP:Iteration 44Q (9309.569008 sec): 3 clusters Score: Raw -2057608.789562 + Penalty 1893.217074 = -2055715.572487 nChanged 9 SP:Iteration 45Q (9309.618762 sec): 3 clusters Score: Raw -2057611.711177 + Penalty 1893.217074 = -2055718.494103 nChanged 4 SP:Iteration 46Q (9309.694635 sec): 3 clusters Score: Raw -2057613.003089 + Penalty 1893.217074 = -2055719.786014 nChanged 2 SP:Iteration 47Q (9309.753874 sec): 3 clusters Score: Raw -2057613.710101 + Penalty 1893.217074 = -2055720.493027 nChanged 1 SP:Iteration 48Q (9309.821557 sec): 3 clusters Score: Raw -2057614.063107 + Penalty 1893.217074 = -2055720.846032 nChanged 2 SP:Iteration 49Q (9309.881220 sec): 3 clusters Score: Raw -2057614.378416 + Penalty 1893.217074 = -2055721.161341 nChanged 3 SP:Iteration 50Q (9309.948529 sec): 3 clusters Score: Raw -2057615.452206 + Penalty 1893.217074 = -2055722.235132 nChanged 6 SP:Iteration 51Q (9310.015578 sec): 3 clusters Score: Raw -2057618.999534 + Penalty 1893.217074 = -2055725.782460 nChanged 11 SP:Iteration 52Q (9310.081205 sec): 3 clusters Score: Raw -2057623.282508 + Penalty 1893.217074 = -2055730.065434 nChanged 11 SP:Iteration 53Q (9310.148232 sec): 3 clusters Score: Raw -2057629.368872 + Penalty 1893.217074 = -2055736.151797 nChanged 8 SP:Iteration 54Q (9310.214206 sec): 3 clusters Score: Raw -2057633.310132 + Penalty 1893.217074 = -2055740.093057 nChanged 9 SP:Iteration 55Q (9310.288459 sec): 3 clusters Score: Raw -2057637.527733 + Penalty 1893.217074 = -2055744.310659 nChanged 8 SP:Iteration 56Q (9310.351548 sec): 3 clusters Score: Raw -2057639.833683 + Penalty 1893.217074 = -2055746.616608 nChanged 6 SP:Iteration 57Q (9310.412871 sec): 3 clusters Score: Raw -2057642.462112 + Penalty 1893.217074 = -2055749.245037 nChanged 6 SP:Iteration 58Q (9310.450713 sec): 3 clusters Score: Raw -2057644.730842 + Penalty 1893.217074 = -2055751.513767 nChanged 5 SP:Iteration 59Q (9310.481774 sec): 3 clusters Score: Raw -2057645.932039 + Penalty 1893.217074 = -2055752.714964 nChanged 5 SP:Iteration 60F (9310.531087 sec): 3 clusters Score: Raw -2057647.616706 + Penalty 1893.217074 = -2055754.399632 nChanged 6 SP:Iteration 61Q (9310.561413 sec): 3 clusters Score: Raw -2057650.463761 + Penalty 1893.217074 = -2055757.246687 nChanged 3 SP:Iteration 62Q (9310.597666 sec): 3 clusters Score: Raw -2057653.591897 + Penalty 1893.217074 = -2055760.374823 nChanged 5 SP:Iteration 63Q (9310.629136 sec): 3 clusters Score: Raw -2057655.693531 + Penalty 1893.217074 = -2055762.476456 nChanged 5 SP:Iteration 64Q (9310.666797 sec): 3 clusters Score: Raw -2057658.169508 + Penalty 1893.217074 = -2055764.952433 nChanged 5 SP:Iteration 65Q (9310.698124 sec): 3 clusters Score: Raw -2057660.740314 + Penalty 1893.217074 = -2055767.523240 nChanged 5 SP:Iteration 66Q (9310.734848 sec): 3 clusters Score: Raw -2057662.451747 + Penalty 1893.217074 = -2055769.234673 nChanged 1 SP:Iteration 67Q (9310.766225 sec): 3 clusters Score: Raw -2057663.046496 + Penalty 1893.217074 = -2055769.829421 nChanged 3 SP:Iteration 68Q (9310.803066 sec): 3 clusters Score: Raw -2057664.237702 + Penalty 1893.217074 = -2055771.020627 nChanged 4 SP:Iteration 69Q (9310.845705 sec): 3 clusters Score: Raw -2057665.280063 + Penalty 1893.217074 = -2055772.062989 nChanged 1 SP:Iteration 70Q (9310.883037 sec): 3 clusters Score: Raw -2057665.761892 + Penalty 1893.217074 = -2055772.544818 nChanged 1 SP:Iteration 71Q (9310.915689 sec): 3 clusters Score: Raw -2057665.996229 + Penalty 1893.217074 = -2055772.779154 nChanged 0 SP:Iteration 72F (9310.954628 sec): 3 clusters Score: Raw -2057665.996229 + Penalty 1893.217074 = -2055772.779154 nChanged 0 Trying to split cluster 39 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9310.967231 sec): 2 clusters Score: Raw -42765.101738 + Penalty 571.534930 = -42193.566808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9310.969521 sec): 3 clusters Score: Raw -42654.040277 + Penalty 1143.069860 = -41510.970417 nChanged 99 SP:Iteration 1F (9310.971541 sec): 3 clusters Score: Raw -42776.858629 + Penalty 1143.069860 = -41633.788769 nChanged 29 SP:Iteration 2F (9310.973538 sec): 3 clusters Score: Raw -42822.624544 + Penalty 1143.069860 = -41679.554683 nChanged 16 SP:Iteration 3Q (9310.975532 sec): 3 clusters Score: Raw -42843.088449 + Penalty 1143.069860 = -41700.018589 nChanged 4 SP:Iteration 4Q (9310.977503 sec): 3 clusters Score: Raw -42846.548425 + Penalty 1143.069860 = -41703.478564 nChanged 1 SP:Iteration 5Q (9310.979476 sec): 3 clusters Score: Raw -42848.567330 + Penalty 1143.069860 = -41705.497470 nChanged 3 SP:Iteration 6Q (9310.981445 sec): 3 clusters Score: Raw -42853.093975 + Penalty 1143.069860 = -41710.024115 nChanged 1 SP:Iteration 7Q (9310.983417 sec): 3 clusters Score: Raw -42853.596418 + Penalty 1143.069860 = -41710.526557 nChanged 0 SP:Iteration 8F (9310.985410 sec): 3 clusters Score: Raw -42853.596418 + Penalty 1143.069860 = -41710.526557 nChanged 0 Iteration 659Q (9316.734220 sec): 40 clusters Score: Raw -58499559.049549 + Penalty 49431.021155 = -58450128.028394 nChanged 1 Iteration 660F (9328.218291 sec): 40 clusters Score: Raw -58499559.061624 + Penalty 49431.021155 = -58450128.040469 nChanged 1 Iteration 661Q (9334.286658 sec): 40 clusters Score: Raw -58499559.065541 + Penalty 49431.021155 = -58450128.044385 nChanged 1 Iteration 662Q (9340.266282 sec): 40 clusters Score: Raw -58499559.067034 + Penalty 49431.021155 = -58450128.045879 nChanged 0 Iteration 663F (9351.739294 sec): 40 clusters Score: Raw -58499559.067034 + Penalty 49431.021155 = -58450128.045879 nChanged 0 Compute initial score before splitting: Score: Raw -58499559.067034 + Penalty 49431.021155 = -58450128.045879 Trying to split cluster 1 (4419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9351.830046 sec): 2 clusters Score: Raw -416717.244827 + Penalty 797.398527 = -415919.846300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9351.881071 sec): 3 clusters Score: Raw -414285.228301 + Penalty 1594.797054 = -412690.431247 nChanged 1854 SP:Iteration 1F (9351.930749 sec): 3 clusters Score: Raw -415349.530995 + Penalty 1594.797054 = -413754.733941 nChanged 322 SP:Iteration 2F (9351.982009 sec): 3 clusters Score: Raw -415538.517160 + Penalty 1594.797054 = -413943.720106 nChanged 265 SP:Iteration 3F (9352.030096 sec): 3 clusters Score: Raw -415701.536480 + Penalty 1594.797054 = -414106.739426 nChanged 244 SP:Iteration 4F (9352.080508 sec): 3 clusters Score: Raw -415849.379929 + Penalty 1594.797054 = -414254.582875 nChanged 209 SP:Iteration 5Q (9352.133055 sec): 3 clusters Score: Raw -415973.468010 + Penalty 1594.797054 = -414378.670956 nChanged 196 SP:Iteration 6Q (9352.178476 sec): 3 clusters Score: Raw -416080.239213 + Penalty 1594.797054 = -414485.442159 nChanged 176 SP:Iteration 7Q (9352.225364 sec): 3 clusters Score: Raw -416196.911179 + Penalty 1594.797054 = -414602.114125 nChanged 174 SP:Iteration 8Q (9352.282032 sec): 3 clusters Score: Raw -416304.890654 + Penalty 1594.797054 = -414710.093600 nChanged 140 SP:Iteration 9Q (9352.321338 sec): 3 clusters Score: Raw -416406.186951 + Penalty 1594.797054 = -414811.389897 nChanged 126 SP:Iteration 10Q (9352.367518 sec): 3 clusters Score: Raw -416476.434974 + Penalty 1594.797054 = -414881.637920 nChanged 91 SP:Iteration 11Q (9352.419914 sec): 3 clusters Score: Raw -416520.125755 + Penalty 1594.797054 = -414925.328701 nChanged 70 SP:Iteration 12Q (9352.457995 sec): 3 clusters Score: Raw -416541.139179 + Penalty 1594.797054 = -414946.342125 nChanged 55 SP:Iteration 13Q (9352.507780 sec): 3 clusters Score: Raw -416557.527091 + Penalty 1594.797054 = -414962.730037 nChanged 41 SP:Iteration 14Q (9352.553953 sec): 3 clusters Score: Raw -416568.762488 + Penalty 1594.797054 = -414973.965434 nChanged 28 SP:Iteration 15Q (9352.606358 sec): 3 clusters Score: Raw -416575.664880 + Penalty 1594.797054 = -414980.867826 nChanged 23 SP:Iteration 16Q (9352.655432 sec): 3 clusters Score: Raw -416580.135450 + Penalty 1594.797054 = -414985.338396 nChanged 24 SP:Iteration 17Q (9352.714314 sec): 3 clusters Score: Raw -416584.701240 + Penalty 1594.797054 = -414989.904186 nChanged 13 SP:Iteration 18Q (9352.759515 sec): 3 clusters Score: Raw -416587.209719 + Penalty 1594.797054 = -414992.412665 nChanged 8 SP:Iteration 19Q (9352.814816 sec): 3 clusters Score: Raw -416588.267800 + Penalty 1594.797054 = -414993.470746 nChanged 7 SP:Iteration 20F (9352.864397 sec): 3 clusters Score: Raw -416589.262518 + Penalty 1594.797054 = -414994.465464 nChanged 10 SP:Iteration 21Q (9352.907906 sec): 3 clusters Score: Raw -416591.029276 + Penalty 1594.797054 = -414996.232222 nChanged 9 SP:Iteration 22Q (9352.956585 sec): 3 clusters Score: Raw -416592.547425 + Penalty 1594.797054 = -414997.750371 nChanged 4 SP:Iteration 23Q (9352.987963 sec): 3 clusters Score: Raw -416593.204372 + Penalty 1594.797054 = -414998.407318 nChanged 2 SP:Iteration 24Q (9353.028714 sec): 3 clusters Score: Raw -416593.365091 + Penalty 1594.797054 = -414998.568037 nChanged 1 SP:Iteration 25Q (9353.081016 sec): 3 clusters Score: Raw -416593.883042 + Penalty 1594.797054 = -414999.085988 nChanged 2 SP:Iteration 26Q (9353.130550 sec): 3 clusters Score: Raw -416594.328366 + Penalty 1594.797054 = -414999.531312 nChanged 3 SP:Iteration 27Q (9353.181685 sec): 3 clusters Score: Raw -416594.705139 + Penalty 1594.797054 = -414999.908085 nChanged 2 SP:Iteration 28Q (9353.232662 sec): 3 clusters Score: Raw -416595.003393 + Penalty 1594.797054 = -415000.206339 nChanged 3 SP:Iteration 29Q (9353.288707 sec): 3 clusters Score: Raw -416595.329458 + Penalty 1594.797054 = -415000.532404 nChanged 3 SP:Iteration 30Q (9353.330921 sec): 3 clusters Score: Raw -416596.095317 + Penalty 1594.797054 = -415001.298263 nChanged 2 SP:Iteration 31Q (9353.386254 sec): 3 clusters Score: Raw -416596.496747 + Penalty 1594.797054 = -415001.699693 nChanged 3 SP:Iteration 32Q (9353.424357 sec): 3 clusters Score: Raw -416597.063697 + Penalty 1594.797054 = -415002.266643 nChanged 5 SP:Iteration 33Q (9353.476825 sec): 3 clusters Score: Raw -416597.672849 + Penalty 1594.797054 = -415002.875795 nChanged 4 SP:Iteration 34Q (9353.527527 sec): 3 clusters Score: Raw -416598.100854 + Penalty 1594.797054 = -415003.303800 nChanged 5 SP:Iteration 35Q (9353.543007 sec): 3 clusters Score: Raw -416599.032682 + Penalty 1594.797054 = -415004.235628 nChanged 3 SP:Iteration 36Q (9353.557681 sec): 3 clusters Score: Raw -416599.272846 + Penalty 1594.797054 = -415004.475792 nChanged 1 SP:Iteration 37Q (9353.610039 sec): 3 clusters Score: Raw -416599.385790 + Penalty 1594.797054 = -415004.588736 nChanged 1 SP:Iteration 38Q (9353.657998 sec): 3 clusters Score: Raw -416599.473164 + Penalty 1594.797054 = -415004.676110 nChanged 0 SP:Iteration 39F (9353.708975 sec): 3 clusters Score: Raw -416599.473164 + Penalty 1594.797054 = -415004.676110 nChanged 0 Trying to split cluster 2 (58203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9353.795404 sec): 2 clusters Score: Raw -5701740.696705 + Penalty 1042.310757 = -5700698.385948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9353.909717 sec): 3 clusters Score: Raw -5664081.503869 + Penalty 2084.621514 = -5661996.882355 nChanged 27746 SP:Iteration 1F (9354.017696 sec): 3 clusters Score: Raw -5680293.339423 + Penalty 2084.621514 = -5678208.717909 nChanged 2811 SP:Iteration 2Q (9354.135334 sec): 3 clusters Score: Raw -5681389.081948 + Penalty 2084.621514 = -5679304.460434 nChanged 3173 SP:Iteration 3F (9354.252701 sec): 3 clusters Score: Raw -5682945.591009 + Penalty 2084.621514 = -5680860.969495 nChanged 3731 SP:Iteration 4F (9354.361269 sec): 3 clusters Score: Raw -5685147.199598 + Penalty 2084.621514 = -5683062.578084 nChanged 3958 SP:Iteration 5F (9354.463761 sec): 3 clusters Score: Raw -5687979.298446 + Penalty 2084.621514 = -5685894.676932 nChanged 3959 SP:Iteration 6F (9354.570818 sec): 3 clusters Score: Raw -5691053.193064 + Penalty 2084.621514 = -5688968.571550 nChanged 3465 SP:Iteration 7F (9354.678435 sec): 3 clusters Score: Raw -5693801.119851 + Penalty 2084.621514 = -5691716.498337 nChanged 2764 SP:Iteration 8Q (9354.798474 sec): 3 clusters Score: Raw -5695889.191445 + Penalty 2084.621514 = -5693804.569931 nChanged 1990 SP:Iteration 9Q (9354.909793 sec): 3 clusters Score: Raw -5697202.007033 + Penalty 2084.621514 = -5695117.385519 nChanged 1351 SP:Iteration 10Q (9355.019172 sec): 3 clusters Score: Raw -5697903.392819 + Penalty 2084.621514 = -5695818.771305 nChanged 983 SP:Iteration 11Q (9355.127709 sec): 3 clusters Score: Raw -5698370.424104 + Penalty 2084.621514 = -5696285.802590 nChanged 855 SP:Iteration 12Q (9355.232836 sec): 3 clusters Score: Raw -5698764.155206 + Penalty 2084.621514 = -5696679.533692 nChanged 806 SP:Iteration 13Q (9355.351546 sec): 3 clusters Score: Raw -5699130.704771 + Penalty 2084.621514 = -5697046.083257 nChanged 780 SP:Iteration 14Q (9355.465165 sec): 3 clusters Score: Raw -5699492.993273 + Penalty 2084.621514 = -5697408.371759 nChanged 728 SP:Iteration 15Q (9355.580331 sec): 3 clusters Score: Raw -5699858.721792 + Penalty 2084.621514 = -5697774.100279 nChanged 659 SP:Iteration 16Q (9355.697672 sec): 3 clusters Score: Raw -5700195.683981 + Penalty 2084.621514 = -5698111.062467 nChanged 594 SP:Iteration 17Q (9355.793319 sec): 3 clusters Score: Raw -5700483.178776 + Penalty 2084.621514 = -5698398.557262 nChanged 535 SP:Iteration 18Q (9355.888774 sec): 3 clusters Score: Raw -5700720.347060 + Penalty 2084.621514 = -5698635.725546 nChanged 482 SP:Iteration 19Q (9356.008131 sec): 3 clusters Score: Raw -5700943.199782 + Penalty 2084.621514 = -5698858.578268 nChanged 404 SP:Iteration 20F (9356.115934 sec): 3 clusters Score: Raw -5701128.639653 + Penalty 2084.621514 = -5699044.018139 nChanged 368 SP:Iteration 21Q (9356.214727 sec): 3 clusters Score: Raw -5701282.674728 + Penalty 2084.621514 = -5699198.053214 nChanged 319 SP:Iteration 22Q (9356.320473 sec): 3 clusters Score: Raw -5701415.867897 + Penalty 2084.621514 = -5699331.246383 nChanged 298 SP:Iteration 23Q (9356.422209 sec): 3 clusters Score: Raw -5701537.454902 + Penalty 2084.621514 = -5699452.833388 nChanged 251 SP:Iteration 24Q (9356.515905 sec): 3 clusters Score: Raw -5701644.906295 + Penalty 2084.621514 = -5699560.284781 nChanged 206 SP:Iteration 25Q (9356.615515 sec): 3 clusters Score: Raw -5701725.754018 + Penalty 2084.621514 = -5699641.132504 nChanged 175 SP:Iteration 26Q (9356.716182 sec): 3 clusters Score: Raw -5701793.475285 + Penalty 2084.621514 = -5699708.853771 nChanged 155 SP:Iteration 27Q (9356.818815 sec): 3 clusters Score: Raw -5701850.840692 + Penalty 2084.621514 = -5699766.219178 nChanged 125 SP:Iteration 28Q (9356.925665 sec): 3 clusters Score: Raw -5701899.335128 + Penalty 2084.621514 = -5699814.713614 nChanged 112 SP:Iteration 29Q (9357.027666 sec): 3 clusters Score: Raw -5701934.976511 + Penalty 2084.621514 = -5699850.354997 nChanged 105 SP:Iteration 30Q (9357.127871 sec): 3 clusters Score: Raw -5701960.914057 + Penalty 2084.621514 = -5699876.292543 nChanged 66 SP:Iteration 31Q (9357.237693 sec): 3 clusters Score: Raw -5701975.517831 + Penalty 2084.621514 = -5699890.896317 nChanged 67 SP:Iteration 32Q (9357.336080 sec): 3 clusters Score: Raw -5701992.477031 + Penalty 2084.621514 = -5699907.855517 nChanged 68 SP:Iteration 33Q (9357.444124 sec): 3 clusters Score: Raw -5702013.470442 + Penalty 2084.621514 = -5699928.848928 nChanged 73 SP:Iteration 34Q (9357.557184 sec): 3 clusters Score: Raw -5702034.382710 + Penalty 2084.621514 = -5699949.761196 nChanged 53 SP:Iteration 35Q (9357.656338 sec): 3 clusters Score: Raw -5702050.051023 + Penalty 2084.621514 = -5699965.429509 nChanged 44 SP:Iteration 36Q (9357.757083 sec): 3 clusters Score: Raw -5702061.908777 + Penalty 2084.621514 = -5699977.287263 nChanged 40 SP:Iteration 37Q (9357.861753 sec): 3 clusters Score: Raw -5702072.088932 + Penalty 2084.621514 = -5699987.467418 nChanged 38 SP:Iteration 38Q (9357.968346 sec): 3 clusters Score: Raw -5702081.121801 + Penalty 2084.621514 = -5699996.500287 nChanged 29 SP:Iteration 39Q (9358.070891 sec): 3 clusters Score: Raw -5702090.279818 + Penalty 2084.621514 = -5700005.658304 nChanged 24 SP:Iteration 40F (9358.180406 sec): 3 clusters Score: Raw -5702101.403237 + Penalty 2084.621514 = -5700016.781723 nChanged 18 SP:Iteration 41Q (9358.279859 sec): 3 clusters Score: Raw -5702105.600004 + Penalty 2084.621514 = -5700020.978490 nChanged 14 SP:Iteration 42Q (9358.371842 sec): 3 clusters Score: Raw -5702108.250629 + Penalty 2084.621514 = -5700023.629115 nChanged 13 SP:Iteration 43Q (9358.466374 sec): 3 clusters Score: Raw -5702111.586225 + Penalty 2084.621514 = -5700026.964711 nChanged 14 SP:Iteration 44Q (9358.568248 sec): 3 clusters Score: Raw -5702115.429017 + Penalty 2084.621514 = -5700030.807503 nChanged 18 SP:Iteration 45Q (9358.673787 sec): 3 clusters Score: Raw -5702120.537805 + Penalty 2084.621514 = -5700035.916291 nChanged 19 SP:Iteration 46Q (9358.772964 sec): 3 clusters Score: Raw -5702124.484928 + Penalty 2084.621514 = -5700039.863414 nChanged 15 SP:Iteration 47Q (9358.874094 sec): 3 clusters Score: Raw -5702127.905554 + Penalty 2084.621514 = -5700043.284040 nChanged 8 SP:Iteration 48Q (9358.967499 sec): 3 clusters Score: Raw -5702129.219070 + Penalty 2084.621514 = -5700044.597556 nChanged 8 SP:Iteration 49Q (9359.074002 sec): 3 clusters Score: Raw -5702130.809330 + Penalty 2084.621514 = -5700046.187816 nChanged 8 SP:Iteration 50Q (9359.172313 sec): 3 clusters Score: Raw -5702132.023374 + Penalty 2084.621514 = -5700047.401860 nChanged 4 SP:Iteration 51Q (9359.272305 sec): 3 clusters Score: Raw -5702132.566535 + Penalty 2084.621514 = -5700047.945021 nChanged 4 SP:Iteration 52Q (9359.373152 sec): 3 clusters Score: Raw -5702133.869385 + Penalty 2084.621514 = -5700049.247871 nChanged 10 SP:Iteration 53Q (9359.478470 sec): 3 clusters Score: Raw -5702135.575491 + Penalty 2084.621514 = -5700050.953977 nChanged 4 SP:Iteration 54Q (9359.573279 sec): 3 clusters Score: Raw -5702136.268258 + Penalty 2084.621514 = -5700051.646744 nChanged 7 SP:Iteration 55Q (9359.684814 sec): 3 clusters Score: Raw -5702137.704557 + Penalty 2084.621514 = -5700053.083043 nChanged 4 SP:Iteration 56Q (9359.791974 sec): 3 clusters Score: Raw -5702138.389078 + Penalty 2084.621514 = -5700053.767564 nChanged 4 SP:Iteration 57Q (9359.892826 sec): 3 clusters Score: Raw -5702139.362782 + Penalty 2084.621514 = -5700054.741268 nChanged 3 SP:Iteration 58Q (9359.995111 sec): 3 clusters Score: Raw -5702140.625657 + Penalty 2084.621514 = -5700056.004143 nChanged 8 SP:Iteration 59Q (9360.094422 sec): 3 clusters Score: Raw -5702142.411419 + Penalty 2084.621514 = -5700057.789905 nChanged 10 SP:Iteration 60F (9360.210513 sec): 3 clusters Score: Raw -5702145.457297 + Penalty 2084.621514 = -5700060.835783 nChanged 9 SP:Iteration 61Q (9360.312215 sec): 3 clusters Score: Raw -5702147.517477 + Penalty 2084.621514 = -5700062.895963 nChanged 11 SP:Iteration 62Q (9360.414473 sec): 3 clusters Score: Raw -5702150.238183 + Penalty 2084.621514 = -5700065.616669 nChanged 11 SP:Iteration 63Q (9360.518166 sec): 3 clusters Score: Raw -5702151.618097 + Penalty 2084.621514 = -5700066.996583 nChanged 6 SP:Iteration 64Q (9360.618200 sec): 3 clusters Score: Raw -5702152.467017 + Penalty 2084.621514 = -5700067.845503 nChanged 9 SP:Iteration 65Q (9360.717883 sec): 3 clusters Score: Raw -5702154.147993 + Penalty 2084.621514 = -5700069.526479 nChanged 5 SP:Iteration 66Q (9360.801179 sec): 3 clusters Score: Raw -5702155.034361 + Penalty 2084.621514 = -5700070.412847 nChanged 6 SP:Iteration 67Q (9360.916166 sec): 3 clusters Score: Raw -5702156.378701 + Penalty 2084.621514 = -5700071.757187 nChanged 3 SP:Iteration 68Q (9361.013820 sec): 3 clusters Score: Raw -5702156.777268 + Penalty 2084.621514 = -5700072.155754 nChanged 2 SP:Iteration 69Q (9361.114587 sec): 3 clusters Score: Raw -5702157.121169 + Penalty 2084.621514 = -5700072.499655 nChanged 1 SP:Iteration 70Q (9361.214425 sec): 3 clusters Score: Raw -5702157.254382 + Penalty 2084.621514 = -5700072.632868 nChanged 1 SP:Iteration 71Q (9361.325008 sec): 3 clusters Score: Raw -5702157.302809 + Penalty 2084.621514 = -5700072.681295 nChanged 1 SP:Iteration 72Q (9361.428540 sec): 3 clusters Score: Raw -5702157.798855 + Penalty 2084.621514 = -5700073.177341 nChanged 2 SP:Iteration 73Q (9361.531544 sec): 3 clusters Score: Raw -5702158.122382 + Penalty 2084.621514 = -5700073.500868 nChanged 3 SP:Iteration 74Q (9361.629428 sec): 3 clusters Score: Raw -5702159.092069 + Penalty 2084.621514 = -5700074.470555 nChanged 4 SP:Iteration 75Q (9361.738570 sec): 3 clusters Score: Raw -5702159.855020 + Penalty 2084.621514 = -5700075.233506 nChanged 1 SP:Iteration 76Q (9361.840696 sec): 3 clusters Score: Raw -5702159.943004 + Penalty 2084.621514 = -5700075.321490 nChanged 0 SP:Iteration 77F (9361.943115 sec): 3 clusters Score: Raw -5702159.943004 + Penalty 2084.621514 = -5700075.321490 nChanged 0 Trying to split cluster 3 (5982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9361.982749 sec): 2 clusters Score: Raw -546711.331365 + Penalty 826.168473 = -545885.162892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9362.021536 sec): 3 clusters Score: Raw -543328.644991 + Penalty 1652.336945 = -541676.308046 nChanged 2592 SP:Iteration 1F (9362.067936 sec): 3 clusters Score: Raw -544919.288829 + Penalty 1652.336945 = -543266.951884 nChanged 416 SP:Iteration 2F (9362.119146 sec): 3 clusters Score: Raw -545150.737146 + Penalty 1652.336945 = -543498.400201 nChanged 382 SP:Iteration 3F (9362.167703 sec): 3 clusters Score: Raw -545363.271283 + Penalty 1652.336945 = -543710.934338 nChanged 362 SP:Iteration 4F (9362.217789 sec): 3 clusters Score: Raw -545590.332383 + Penalty 1652.336945 = -543937.995437 nChanged 347 SP:Iteration 5F (9362.267013 sec): 3 clusters Score: Raw -545803.849386 + Penalty 1652.336945 = -544151.512440 nChanged 293 SP:Iteration 6Q (9362.311632 sec): 3 clusters Score: Raw -545984.603915 + Penalty 1652.336945 = -544332.266969 nChanged 254 SP:Iteration 7Q (9362.362541 sec): 3 clusters Score: Raw -546145.650299 + Penalty 1652.336945 = -544493.313354 nChanged 216 SP:Iteration 8Q (9362.411544 sec): 3 clusters Score: Raw -546283.705058 + Penalty 1652.336945 = -544631.368112 nChanged 163 SP:Iteration 9Q (9362.465057 sec): 3 clusters Score: Raw -546382.617657 + Penalty 1652.336945 = -544730.280711 nChanged 133 SP:Iteration 10Q (9362.510909 sec): 3 clusters Score: Raw -546467.821141 + Penalty 1652.336945 = -544815.484196 nChanged 127 SP:Iteration 11Q (9362.561094 sec): 3 clusters Score: Raw -546546.776854 + Penalty 1652.336945 = -544894.439909 nChanged 95 SP:Iteration 12Q (9362.601124 sec): 3 clusters Score: Raw -546615.584328 + Penalty 1652.336945 = -544963.247383 nChanged 89 SP:Iteration 13Q (9362.660146 sec): 3 clusters Score: Raw -546677.138607 + Penalty 1652.336945 = -545024.801662 nChanged 76 SP:Iteration 14Q (9362.708572 sec): 3 clusters Score: Raw -546741.822924 + Penalty 1652.336945 = -545089.485979 nChanged 46 SP:Iteration 15Q (9362.749933 sec): 3 clusters Score: Raw -546778.774110 + Penalty 1652.336945 = -545126.437165 nChanged 31 SP:Iteration 16Q (9362.799067 sec): 3 clusters Score: Raw -546808.631530 + Penalty 1652.336945 = -545156.294584 nChanged 34 SP:Iteration 17Q (9362.856997 sec): 3 clusters Score: Raw -546832.785361 + Penalty 1652.336945 = -545180.448415 nChanged 25 SP:Iteration 18Q (9362.898620 sec): 3 clusters Score: Raw -546852.213764 + Penalty 1652.336945 = -545199.876819 nChanged 15 SP:Iteration 19Q (9362.948733 sec): 3 clusters Score: Raw -546868.778823 + Penalty 1652.336945 = -545216.441878 nChanged 20 SP:Iteration 20F (9363.001308 sec): 3 clusters Score: Raw -546885.265158 + Penalty 1652.336945 = -545232.928212 nChanged 21 SP:Iteration 21Q (9363.046333 sec): 3 clusters Score: Raw -546909.310289 + Penalty 1652.336945 = -545256.973344 nChanged 24 SP:Iteration 22Q (9363.094923 sec): 3 clusters Score: Raw -546929.240832 + Penalty 1652.336945 = -545276.903887 nChanged 14 SP:Iteration 23Q (9363.143685 sec): 3 clusters Score: Raw -546939.472477 + Penalty 1652.336945 = -545287.135532 nChanged 15 SP:Iteration 24Q (9363.193328 sec): 3 clusters Score: Raw -546950.980173 + Penalty 1652.336945 = -545298.643228 nChanged 9 SP:Iteration 25Q (9363.242549 sec): 3 clusters Score: Raw -546959.257828 + Penalty 1652.336945 = -545306.920882 nChanged 10 SP:Iteration 26Q (9363.290426 sec): 3 clusters Score: Raw -546966.388936 + Penalty 1652.336945 = -545314.051991 nChanged 8 SP:Iteration 27Q (9363.335740 sec): 3 clusters Score: Raw -546972.180364 + Penalty 1652.336945 = -545319.843419 nChanged 11 SP:Iteration 28Q (9363.385272 sec): 3 clusters Score: Raw -546980.719140 + Penalty 1652.336945 = -545328.382195 nChanged 9 SP:Iteration 29Q (9363.435627 sec): 3 clusters Score: Raw -546984.144729 + Penalty 1652.336945 = -545331.807784 nChanged 3 SP:Iteration 30Q (9363.481616 sec): 3 clusters Score: Raw -546985.675897 + Penalty 1652.336945 = -545333.338951 nChanged 1 SP:Iteration 31Q (9363.532584 sec): 3 clusters Score: Raw -546985.815511 + Penalty 1652.336945 = -545333.478566 nChanged 0 SP:Iteration 32F (9363.577463 sec): 3 clusters Score: Raw -546985.815511 + Penalty 1652.336945 = -545333.478566 nChanged 0 Trying to split cluster 4 (13536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9363.614643 sec): 2 clusters Score: Raw -1355243.347733 + Penalty 903.745268 = -1354339.602465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9363.675489 sec): 3 clusters Score: Raw -1346944.539577 + Penalty 1807.490536 = -1345137.049042 nChanged 6215 SP:Iteration 1F (9363.743349 sec): 3 clusters Score: Raw -1350388.526155 + Penalty 1807.490536 = -1348581.035620 nChanged 775 SP:Iteration 2F (9363.802944 sec): 3 clusters Score: Raw -1350745.045195 + Penalty 1807.490536 = -1348937.554659 nChanged 773 SP:Iteration 3F (9363.851591 sec): 3 clusters Score: Raw -1351185.978201 + Penalty 1807.490536 = -1349378.487665 nChanged 879 SP:Iteration 4F (9363.908852 sec): 3 clusters Score: Raw -1351788.234616 + Penalty 1807.490536 = -1349980.744081 nChanged 972 SP:Iteration 5F (9363.964556 sec): 3 clusters Score: Raw -1352560.784378 + Penalty 1807.490536 = -1350753.293842 nChanged 952 SP:Iteration 6F (9364.024033 sec): 3 clusters Score: Raw -1353335.486539 + Penalty 1807.490536 = -1351527.996003 nChanged 851 SP:Iteration 7F (9364.081618 sec): 3 clusters Score: Raw -1354013.378222 + Penalty 1807.490536 = -1352205.887686 nChanged 666 SP:Iteration 8Q (9364.144470 sec): 3 clusters Score: Raw -1354464.462175 + Penalty 1807.490536 = -1352656.971639 nChanged 454 SP:Iteration 9Q (9364.199641 sec): 3 clusters Score: Raw -1354743.645016 + Penalty 1807.490536 = -1352936.154481 nChanged 343 SP:Iteration 10Q (9364.258556 sec): 3 clusters Score: Raw -1354927.503558 + Penalty 1807.490536 = -1353120.013023 nChanged 255 SP:Iteration 11Q (9364.322135 sec): 3 clusters Score: Raw -1355068.188205 + Penalty 1807.490536 = -1353260.697669 nChanged 229 SP:Iteration 12Q (9364.390959 sec): 3 clusters Score: Raw -1355180.990865 + Penalty 1807.490536 = -1353373.500330 nChanged 197 SP:Iteration 13Q (9364.452835 sec): 3 clusters Score: Raw -1355262.976038 + Penalty 1807.490536 = -1353455.485502 nChanged 159 SP:Iteration 14Q (9364.516517 sec): 3 clusters Score: Raw -1355324.931654 + Penalty 1807.490536 = -1353517.441118 nChanged 139 SP:Iteration 15Q (9364.573475 sec): 3 clusters Score: Raw -1355373.219875 + Penalty 1807.490536 = -1353565.729339 nChanged 121 SP:Iteration 16Q (9364.639376 sec): 3 clusters Score: Raw -1355406.336365 + Penalty 1807.490536 = -1353598.845829 nChanged 86 SP:Iteration 17Q (9364.705312 sec): 3 clusters Score: Raw -1355430.651094 + Penalty 1807.490536 = -1353623.160558 nChanged 76 SP:Iteration 18Q (9364.759981 sec): 3 clusters Score: Raw -1355450.365663 + Penalty 1807.490536 = -1353642.875128 nChanged 61 SP:Iteration 19Q (9364.825042 sec): 3 clusters Score: Raw -1355464.379059 + Penalty 1807.490536 = -1353656.888524 nChanged 49 SP:Iteration 20F (9364.891501 sec): 3 clusters Score: Raw -1355476.050918 + Penalty 1807.490536 = -1353668.560382 nChanged 48 SP:Iteration 21Q (9364.958363 sec): 3 clusters Score: Raw -1355486.994628 + Penalty 1807.490536 = -1353679.504093 nChanged 48 SP:Iteration 22Q (9365.028635 sec): 3 clusters Score: Raw -1355496.445830 + Penalty 1807.490536 = -1353688.955295 nChanged 49 SP:Iteration 23Q (9365.082796 sec): 3 clusters Score: Raw -1355506.853858 + Penalty 1807.490536 = -1353699.363323 nChanged 48 SP:Iteration 24Q (9365.150488 sec): 3 clusters Score: Raw -1355518.515952 + Penalty 1807.490536 = -1353711.025416 nChanged 55 SP:Iteration 25Q (9365.218524 sec): 3 clusters Score: Raw -1355531.638504 + Penalty 1807.490536 = -1353724.147968 nChanged 37 SP:Iteration 26Q (9365.269150 sec): 3 clusters Score: Raw -1355541.949697 + Penalty 1807.490536 = -1353734.459161 nChanged 46 SP:Iteration 27Q (9365.332912 sec): 3 clusters Score: Raw -1355555.513694 + Penalty 1807.490536 = -1353748.023158 nChanged 61 SP:Iteration 28Q (9365.397882 sec): 3 clusters Score: Raw -1355574.795851 + Penalty 1807.490536 = -1353767.305316 nChanged 55 SP:Iteration 29Q (9365.467948 sec): 3 clusters Score: Raw -1355592.812787 + Penalty 1807.490536 = -1353785.322251 nChanged 62 SP:Iteration 30Q (9365.518369 sec): 3 clusters Score: Raw -1355612.864179 + Penalty 1807.490536 = -1353805.373644 nChanged 53 SP:Iteration 31Q (9365.587297 sec): 3 clusters Score: Raw -1355628.322003 + Penalty 1807.490536 = -1353820.831467 nChanged 53 SP:Iteration 32Q (9365.646847 sec): 3 clusters Score: Raw -1355644.168827 + Penalty 1807.490536 = -1353836.678291 nChanged 40 SP:Iteration 33Q (9365.698592 sec): 3 clusters Score: Raw -1355652.647793 + Penalty 1807.490536 = -1353845.157257 nChanged 22 SP:Iteration 34Q (9365.755584 sec): 3 clusters Score: Raw -1355657.613497 + Penalty 1807.490536 = -1353850.122962 nChanged 17 SP:Iteration 35Q (9365.813680 sec): 3 clusters Score: Raw -1355660.199578 + Penalty 1807.490536 = -1353852.709043 nChanged 17 SP:Iteration 36Q (9365.885631 sec): 3 clusters Score: Raw -1355664.885724 + Penalty 1807.490536 = -1353857.395189 nChanged 22 SP:Iteration 37Q (9365.939396 sec): 3 clusters Score: Raw -1355671.646905 + Penalty 1807.490536 = -1353864.156370 nChanged 25 SP:Iteration 38Q (9366.000573 sec): 3 clusters Score: Raw -1355679.015489 + Penalty 1807.490536 = -1353871.524954 nChanged 18 SP:Iteration 39Q (9366.069529 sec): 3 clusters Score: Raw -1355683.270301 + Penalty 1807.490536 = -1353875.779765 nChanged 19 SP:Iteration 40F (9366.127988 sec): 3 clusters Score: Raw -1355688.244417 + Penalty 1807.490536 = -1353880.753881 nChanged 16 SP:Iteration 41Q (9366.187475 sec): 3 clusters Score: Raw -1355693.591152 + Penalty 1807.490536 = -1353886.100617 nChanged 15 SP:Iteration 42Q (9366.252116 sec): 3 clusters Score: Raw -1355699.381927 + Penalty 1807.490536 = -1353891.891391 nChanged 19 SP:Iteration 43Q (9366.321000 sec): 3 clusters Score: Raw -1355703.961278 + Penalty 1807.490536 = -1353896.470743 nChanged 8 SP:Iteration 44Q (9366.381967 sec): 3 clusters Score: Raw -1355705.893855 + Penalty 1807.490536 = -1353898.403320 nChanged 6 SP:Iteration 45Q (9366.433478 sec): 3 clusters Score: Raw -1355707.065123 + Penalty 1807.490536 = -1353899.574587 nChanged 6 SP:Iteration 46Q (9366.491753 sec): 3 clusters Score: Raw -1355708.027524 + Penalty 1807.490536 = -1353900.536988 nChanged 1 SP:Iteration 47Q (9366.551050 sec): 3 clusters Score: Raw -1355708.217610 + Penalty 1807.490536 = -1353900.727074 nChanged 2 SP:Iteration 48Q (9366.623689 sec): 3 clusters Score: Raw -1355708.307387 + Penalty 1807.490536 = -1353900.816852 nChanged 2 SP:Iteration 49Q (9366.675492 sec): 3 clusters Score: Raw -1355708.526828 + Penalty 1807.490536 = -1353901.036293 nChanged 3 SP:Iteration 50Q (9366.739936 sec): 3 clusters Score: Raw -1355708.726729 + Penalty 1807.490536 = -1353901.236193 nChanged 1 SP:Iteration 51Q (9366.813798 sec): 3 clusters Score: Raw -1355708.752389 + Penalty 1807.490536 = -1353901.261853 nChanged 1 SP:Iteration 52Q (9366.875253 sec): 3 clusters Score: Raw -1355708.790254 + Penalty 1807.490536 = -1353901.299718 nChanged 0 SP:Iteration 53F (9366.931142 sec): 3 clusters Score: Raw -1355708.790254 + Penalty 1807.490536 = -1353901.299718 nChanged 0 Trying to split cluster 5 (1206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9366.965986 sec): 2 clusters Score: Raw -103970.633668 + Penalty 674.031116 = -103296.602552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9367.019165 sec): 3 clusters Score: Raw -103482.575812 + Penalty 1348.062232 = -102134.513581 nChanged 448 SP:Iteration 1F (9367.065960 sec): 3 clusters Score: Raw -103830.004113 + Penalty 1348.062232 = -102481.941881 nChanged 101 SP:Iteration 2F (9367.120737 sec): 3 clusters Score: Raw -103937.805592 + Penalty 1348.062232 = -102589.743361 nChanged 78 SP:Iteration 3F (9367.169900 sec): 3 clusters Score: Raw -104003.721989 + Penalty 1348.062232 = -102655.659757 nChanged 55 SP:Iteration 4Q (9367.222613 sec): 3 clusters Score: Raw -104045.442780 + Penalty 1348.062232 = -102697.380549 nChanged 37 SP:Iteration 5Q (9367.266317 sec): 3 clusters Score: Raw -104072.022760 + Penalty 1348.062232 = -102723.960529 nChanged 31 SP:Iteration 6Q (9367.306088 sec): 3 clusters Score: Raw -104102.868699 + Penalty 1348.062232 = -102754.806467 nChanged 29 SP:Iteration 7Q (9367.364601 sec): 3 clusters Score: Raw -104131.263546 + Penalty 1348.062232 = -102783.201314 nChanged 25 SP:Iteration 8Q (9367.403985 sec): 3 clusters Score: Raw -104154.247402 + Penalty 1348.062232 = -102806.185170 nChanged 19 SP:Iteration 9Q (9367.462743 sec): 3 clusters Score: Raw -104177.538312 + Penalty 1348.062232 = -102829.476081 nChanged 18 SP:Iteration 10Q (9367.497442 sec): 3 clusters Score: Raw -104196.469298 + Penalty 1348.062232 = -102848.407066 nChanged 15 SP:Iteration 11Q (9367.541031 sec): 3 clusters Score: Raw -104209.774922 + Penalty 1348.062232 = -102861.712690 nChanged 12 SP:Iteration 12Q (9367.588858 sec): 3 clusters Score: Raw -104220.794472 + Penalty 1348.062232 = -102872.732240 nChanged 16 SP:Iteration 13Q (9367.643569 sec): 3 clusters Score: Raw -104232.980153 + Penalty 1348.062232 = -102884.917921 nChanged 10 SP:Iteration 14Q (9367.692101 sec): 3 clusters Score: Raw -104240.446285 + Penalty 1348.062232 = -102892.384053 nChanged 12 SP:Iteration 15Q (9367.736377 sec): 3 clusters Score: Raw -104252.067596 + Penalty 1348.062232 = -102904.005365 nChanged 12 SP:Iteration 16Q (9367.782999 sec): 3 clusters Score: Raw -104263.492870 + Penalty 1348.062232 = -102915.430638 nChanged 11 SP:Iteration 17Q (9367.824210 sec): 3 clusters Score: Raw -104276.159547 + Penalty 1348.062232 = -102928.097315 nChanged 6 SP:Iteration 18Q (9367.880778 sec): 3 clusters Score: Raw -104282.020694 + Penalty 1348.062232 = -102933.958462 nChanged 9 SP:Iteration 19Q (9367.928120 sec): 3 clusters Score: Raw -104288.886016 + Penalty 1348.062232 = -102940.823784 nChanged 7 SP:Iteration 20F (9367.977104 sec): 3 clusters Score: Raw -104294.752940 + Penalty 1348.062232 = -102946.690709 nChanged 5 SP:Iteration 21Q (9368.026618 sec): 3 clusters Score: Raw -104297.946729 + Penalty 1348.062232 = -102949.884497 nChanged 4 SP:Iteration 22Q (9368.069901 sec): 3 clusters Score: Raw -104302.350073 + Penalty 1348.062232 = -102954.287841 nChanged 6 SP:Iteration 23Q (9368.116357 sec): 3 clusters Score: Raw -104305.239173 + Penalty 1348.062232 = -102957.176941 nChanged 2 SP:Iteration 24Q (9368.159818 sec): 3 clusters Score: Raw -104306.180506 + Penalty 1348.062232 = -102958.118274 nChanged 2 SP:Iteration 25Q (9368.203373 sec): 3 clusters Score: Raw -104306.937069 + Penalty 1348.062232 = -102958.874838 nChanged 0 SP:Iteration 26F (9368.259218 sec): 3 clusters Score: Raw -104306.937069 + Penalty 1348.062232 = -102958.874838 nChanged 0 Trying to split cluster 6 (7078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9368.298109 sec): 2 clusters Score: Raw -676772.499399 + Penalty 842.150933 = -675930.348466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9368.353815 sec): 3 clusters Score: Raw -672691.142185 + Penalty 1684.301866 = -671006.840319 nChanged 3086 SP:Iteration 1F (9368.412400 sec): 3 clusters Score: Raw -674489.824681 + Penalty 1684.301866 = -672805.522815 nChanged 459 SP:Iteration 2F (9368.461139 sec): 3 clusters Score: Raw -674719.734458 + Penalty 1684.301866 = -673035.432592 nChanged 383 SP:Iteration 3F (9368.519608 sec): 3 clusters Score: Raw -674937.851113 + Penalty 1684.301866 = -673253.549248 nChanged 364 SP:Iteration 4F (9368.568972 sec): 3 clusters Score: Raw -675160.467184 + Penalty 1684.301866 = -673476.165318 nChanged 326 SP:Iteration 5Q (9368.633615 sec): 3 clusters Score: Raw -675365.251910 + Penalty 1684.301866 = -673680.950044 nChanged 324 SP:Iteration 6Q (9368.680702 sec): 3 clusters Score: Raw -675568.216732 + Penalty 1684.301866 = -673883.914867 nChanged 299 SP:Iteration 7Q (9368.735712 sec): 3 clusters Score: Raw -675767.571119 + Penalty 1684.301866 = -674083.269253 nChanged 276 SP:Iteration 8Q (9368.787197 sec): 3 clusters Score: Raw -675946.150188 + Penalty 1684.301866 = -674261.848323 nChanged 277 SP:Iteration 9Q (9368.837970 sec): 3 clusters Score: Raw -676100.711063 + Penalty 1684.301866 = -674416.409198 nChanged 247 SP:Iteration 10Q (9368.903688 sec): 3 clusters Score: Raw -676236.646753 + Penalty 1684.301866 = -674552.344887 nChanged 212 SP:Iteration 11Q (9368.959941 sec): 3 clusters Score: Raw -676337.643303 + Penalty 1684.301866 = -674653.341437 nChanged 172 SP:Iteration 12Q (9369.028110 sec): 3 clusters Score: Raw -676403.657259 + Penalty 1684.301866 = -674719.355394 nChanged 117 SP:Iteration 13Q (9369.070484 sec): 3 clusters Score: Raw -676440.672101 + Penalty 1684.301866 = -674756.370236 nChanged 95 SP:Iteration 14Q (9369.124019 sec): 3 clusters Score: Raw -676468.820286 + Penalty 1684.301866 = -674784.518420 nChanged 68 SP:Iteration 15Q (9369.179322 sec): 3 clusters Score: Raw -676486.002671 + Penalty 1684.301866 = -674801.700806 nChanged 57 SP:Iteration 16Q (9369.238253 sec): 3 clusters Score: Raw -676499.009094 + Penalty 1684.301866 = -674814.707228 nChanged 50 SP:Iteration 17Q (9369.293190 sec): 3 clusters Score: Raw -676510.383076 + Penalty 1684.301866 = -674826.081211 nChanged 44 SP:Iteration 18Q (9369.347260 sec): 3 clusters Score: Raw -676523.736966 + Penalty 1684.301866 = -674839.435100 nChanged 50 SP:Iteration 19Q (9369.409670 sec): 3 clusters Score: Raw -676538.435011 + Penalty 1684.301866 = -674854.133146 nChanged 51 SP:Iteration 20F (9369.465989 sec): 3 clusters Score: Raw -676553.861812 + Penalty 1684.301866 = -674869.559947 nChanged 41 SP:Iteration 21Q (9369.521679 sec): 3 clusters Score: Raw -676563.026158 + Penalty 1684.301866 = -674878.724292 nChanged 42 SP:Iteration 22Q (9369.573809 sec): 3 clusters Score: Raw -676576.614508 + Penalty 1684.301866 = -674892.312643 nChanged 45 SP:Iteration 23Q (9369.623610 sec): 3 clusters Score: Raw -676588.330878 + Penalty 1684.301866 = -674904.029012 nChanged 34 SP:Iteration 24Q (9369.689939 sec): 3 clusters Score: Raw -676596.610276 + Penalty 1684.301866 = -674912.308410 nChanged 42 SP:Iteration 25Q (9369.747799 sec): 3 clusters Score: Raw -676606.452657 + Penalty 1684.301866 = -674922.150791 nChanged 38 SP:Iteration 26Q (9369.801741 sec): 3 clusters Score: Raw -676614.831773 + Penalty 1684.301866 = -674930.529907 nChanged 36 SP:Iteration 27Q (9369.857586 sec): 3 clusters Score: Raw -676624.283437 + Penalty 1684.301866 = -674939.981571 nChanged 48 SP:Iteration 28Q (9369.915985 sec): 3 clusters Score: Raw -676639.644208 + Penalty 1684.301866 = -674955.342342 nChanged 49 SP:Iteration 29Q (9369.961012 sec): 3 clusters Score: Raw -676653.682159 + Penalty 1684.301866 = -674969.380293 nChanged 50 SP:Iteration 30Q (9370.029941 sec): 3 clusters Score: Raw -676669.779533 + Penalty 1684.301866 = -674985.477668 nChanged 62 SP:Iteration 31Q (9370.076733 sec): 3 clusters Score: Raw -676689.788613 + Penalty 1684.301866 = -675005.486747 nChanged 50 SP:Iteration 32Q (9370.129733 sec): 3 clusters Score: Raw -676708.509632 + Penalty 1684.301866 = -675024.207767 nChanged 50 SP:Iteration 33Q (9370.187750 sec): 3 clusters Score: Raw -676729.403823 + Penalty 1684.301866 = -675045.101958 nChanged 47 SP:Iteration 34Q (9370.242846 sec): 3 clusters Score: Raw -676748.191180 + Penalty 1684.301866 = -675063.889315 nChanged 41 SP:Iteration 35Q (9370.304713 sec): 3 clusters Score: Raw -676762.023722 + Penalty 1684.301866 = -675077.721856 nChanged 44 SP:Iteration 36Q (9370.353453 sec): 3 clusters Score: Raw -676777.672148 + Penalty 1684.301866 = -675093.370282 nChanged 42 SP:Iteration 37Q (9370.418100 sec): 3 clusters Score: Raw -676790.390359 + Penalty 1684.301866 = -675106.088494 nChanged 26 SP:Iteration 38Q (9370.476297 sec): 3 clusters Score: Raw -676800.718052 + Penalty 1684.301866 = -675116.416187 nChanged 30 SP:Iteration 39Q (9370.519336 sec): 3 clusters Score: Raw -676811.817895 + Penalty 1684.301866 = -675127.516029 nChanged 30 SP:Iteration 40F (9370.581321 sec): 3 clusters Score: Raw -676823.560455 + Penalty 1684.301866 = -675139.258589 nChanged 30 SP:Iteration 41Q (9370.628167 sec): 3 clusters Score: Raw -676835.243479 + Penalty 1684.301866 = -675150.941613 nChanged 18 SP:Iteration 42Q (9370.690125 sec): 3 clusters Score: Raw -676841.413980 + Penalty 1684.301866 = -675157.112115 nChanged 25 SP:Iteration 43Q (9370.727364 sec): 3 clusters Score: Raw -676853.129402 + Penalty 1684.301866 = -675168.827536 nChanged 25 SP:Iteration 44Q (9370.780252 sec): 3 clusters Score: Raw -676867.385809 + Penalty 1684.301866 = -675183.083944 nChanged 23 SP:Iteration 45Q (9370.832658 sec): 3 clusters Score: Raw -676876.511103 + Penalty 1684.301866 = -675192.209238 nChanged 17 SP:Iteration 46Q (9370.887810 sec): 3 clusters Score: Raw -676882.819961 + Penalty 1684.301866 = -675198.518095 nChanged 12 SP:Iteration 47Q (9370.946191 sec): 3 clusters Score: Raw -676887.620159 + Penalty 1684.301866 = -675203.318293 nChanged 13 SP:Iteration 48Q (9371.016780 sec): 3 clusters Score: Raw -676892.919653 + Penalty 1684.301866 = -675208.617787 nChanged 14 SP:Iteration 49Q (9371.073241 sec): 3 clusters Score: Raw -676898.890200 + Penalty 1684.301866 = -675214.588334 nChanged 11 SP:Iteration 50Q (9371.120402 sec): 3 clusters Score: Raw -676903.130857 + Penalty 1684.301866 = -675218.828991 nChanged 8 SP:Iteration 51Q (9371.173979 sec): 3 clusters Score: Raw -676906.766024 + Penalty 1684.301866 = -675222.464159 nChanged 6 SP:Iteration 52Q (9371.227508 sec): 3 clusters Score: Raw -676909.241233 + Penalty 1684.301866 = -675224.939367 nChanged 4 SP:Iteration 53Q (9371.269940 sec): 3 clusters Score: Raw -676910.595181 + Penalty 1684.301866 = -675226.293316 nChanged 4 SP:Iteration 54Q (9371.319705 sec): 3 clusters Score: Raw -676911.468883 + Penalty 1684.301866 = -675227.167017 nChanged 2 SP:Iteration 55Q (9371.366832 sec): 3 clusters Score: Raw -676912.164414 + Penalty 1684.301866 = -675227.862549 nChanged 1 SP:Iteration 56Q (9371.422846 sec): 3 clusters Score: Raw -676912.243007 + Penalty 1684.301866 = -675227.941141 nChanged 0 SP:Iteration 57F (9371.460395 sec): 3 clusters Score: Raw -676912.243007 + Penalty 1684.301866 = -675227.941141 nChanged 0 Trying to split cluster 7 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9371.478983 sec): 2 clusters Score: Raw -49119.128951 + Penalty 601.998444 = -48517.130507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9371.522986 sec): 3 clusters Score: Raw -48966.508911 + Penalty 1203.996889 = -47762.512023 nChanged 167 SP:Iteration 1F (9371.564096 sec): 3 clusters Score: Raw -49137.086395 + Penalty 1203.996889 = -47933.089506 nChanged 55 SP:Iteration 2F (9371.598741 sec): 3 clusters Score: Raw -49215.499564 + Penalty 1203.996889 = -48011.502675 nChanged 30 SP:Iteration 3F (9371.628656 sec): 3 clusters Score: Raw -49264.262418 + Penalty 1203.996889 = -48060.265529 nChanged 19 SP:Iteration 4Q (9371.677893 sec): 3 clusters Score: Raw -49288.717869 + Penalty 1203.996889 = -48084.720980 nChanged 13 SP:Iteration 5Q (9371.720331 sec): 3 clusters Score: Raw -49301.870199 + Penalty 1203.996889 = -48097.873311 nChanged 14 SP:Iteration 6Q (9371.756546 sec): 3 clusters Score: Raw -49319.323383 + Penalty 1203.996889 = -48115.326494 nChanged 12 SP:Iteration 7Q (9371.798034 sec): 3 clusters Score: Raw -49333.667862 + Penalty 1203.996889 = -48129.670973 nChanged 6 SP:Iteration 8Q (9371.840471 sec): 3 clusters Score: Raw -49349.076426 + Penalty 1203.996889 = -48145.079537 nChanged 8 SP:Iteration 9Q (9371.881998 sec): 3 clusters Score: Raw -49356.141598 + Penalty 1203.996889 = -48152.144709 nChanged 2 SP:Iteration 10Q (9371.923137 sec): 3 clusters Score: Raw -49357.839411 + Penalty 1203.996889 = -48153.842522 nChanged 3 SP:Iteration 11Q (9371.963465 sec): 3 clusters Score: Raw -49360.589735 + Penalty 1203.996889 = -48156.592846 nChanged 0 SP:Iteration 12F (9372.002853 sec): 3 clusters Score: Raw -49360.589735 + Penalty 1203.996889 = -48156.592846 nChanged 0 Trying to split cluster 8 (24241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9372.053996 sec): 2 clusters Score: Raw -2405863.112407 + Penalty 959.101066 = -2404904.011341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9372.128488 sec): 3 clusters Score: Raw -2390577.043100 + Penalty 1918.202132 = -2388658.840968 nChanged 11264 SP:Iteration 1F (9372.204801 sec): 3 clusters Score: Raw -2397121.324045 + Penalty 1918.202132 = -2395203.121913 nChanged 1109 SP:Iteration 2Q (9372.272959 sec): 3 clusters Score: Raw -2397500.879531 + Penalty 1918.202132 = -2395582.677400 nChanged 1057 SP:Iteration 3Q (9372.348358 sec): 3 clusters Score: Raw -2397899.271775 + Penalty 1918.202132 = -2395981.069643 nChanged 1094 SP:Iteration 4Q (9372.430087 sec): 3 clusters Score: Raw -2398378.337363 + Penalty 1918.202132 = -2396460.135231 nChanged 1270 SP:Iteration 5F (9372.509218 sec): 3 clusters Score: Raw -2399013.910418 + Penalty 1918.202132 = -2397095.708286 nChanged 1363 SP:Iteration 6F (9372.573266 sec): 3 clusters Score: Raw -2399753.922232 + Penalty 1918.202132 = -2397835.720100 nChanged 1438 SP:Iteration 7F (9372.647477 sec): 3 clusters Score: Raw -2400695.419675 + Penalty 1918.202132 = -2398777.217543 nChanged 1429 SP:Iteration 8F (9372.715866 sec): 3 clusters Score: Raw -2401669.368060 + Penalty 1918.202132 = -2399751.165928 nChanged 1304 SP:Iteration 9F (9372.784950 sec): 3 clusters Score: Raw -2402501.258173 + Penalty 1918.202132 = -2400583.056041 nChanged 1057 SP:Iteration 10Q (9372.852414 sec): 3 clusters Score: Raw -2403059.369651 + Penalty 1918.202132 = -2401141.167519 nChanged 748 SP:Iteration 11Q (9372.925993 sec): 3 clusters Score: Raw -2403382.588005 + Penalty 1918.202132 = -2401464.385874 nChanged 578 SP:Iteration 12Q (9373.007667 sec): 3 clusters Score: Raw -2403612.956388 + Penalty 1918.202132 = -2401694.754256 nChanged 487 SP:Iteration 13Q (9373.067299 sec): 3 clusters Score: Raw -2403821.905524 + Penalty 1918.202132 = -2401903.703392 nChanged 455 SP:Iteration 14Q (9373.138965 sec): 3 clusters Score: Raw -2404016.461552 + Penalty 1918.202132 = -2402098.259421 nChanged 441 SP:Iteration 15Q (9373.215584 sec): 3 clusters Score: Raw -2404214.427335 + Penalty 1918.202132 = -2402296.225203 nChanged 399 SP:Iteration 16Q (9373.305094 sec): 3 clusters Score: Raw -2404389.696032 + Penalty 1918.202132 = -2402471.493900 nChanged 374 SP:Iteration 17Q (9373.376151 sec): 3 clusters Score: Raw -2404551.214638 + Penalty 1918.202132 = -2402633.012506 nChanged 385 SP:Iteration 18Q (9373.449713 sec): 3 clusters Score: Raw -2404709.332432 + Penalty 1918.202132 = -2402791.130300 nChanged 326 SP:Iteration 19Q (9373.530628 sec): 3 clusters Score: Raw -2404836.149180 + Penalty 1918.202132 = -2402917.947048 nChanged 311 SP:Iteration 20F (9373.601898 sec): 3 clusters Score: Raw -2404961.799896 + Penalty 1918.202132 = -2403043.597765 nChanged 293 SP:Iteration 21Q (9373.674546 sec): 3 clusters Score: Raw -2405074.383511 + Penalty 1918.202132 = -2403156.181379 nChanged 260 SP:Iteration 22Q (9373.748141 sec): 3 clusters Score: Raw -2405165.401604 + Penalty 1918.202132 = -2403247.199472 nChanged 217 SP:Iteration 23Q (9373.811879 sec): 3 clusters Score: Raw -2405231.202613 + Penalty 1918.202132 = -2403313.000482 nChanged 189 SP:Iteration 24Q (9373.881238 sec): 3 clusters Score: Raw -2405286.866436 + Penalty 1918.202132 = -2403368.664304 nChanged 187 SP:Iteration 25Q (9373.942540 sec): 3 clusters Score: Raw -2405336.900313 + Penalty 1918.202132 = -2403418.698181 nChanged 185 SP:Iteration 26Q (9374.022982 sec): 3 clusters Score: Raw -2405388.540201 + Penalty 1918.202132 = -2403470.338070 nChanged 168 SP:Iteration 27Q (9374.087197 sec): 3 clusters Score: Raw -2405433.975945 + Penalty 1918.202132 = -2403515.773813 nChanged 172 SP:Iteration 28Q (9374.164123 sec): 3 clusters Score: Raw -2405475.687913 + Penalty 1918.202132 = -2403557.485781 nChanged 143 SP:Iteration 29Q (9374.233279 sec): 3 clusters Score: Raw -2405507.595518 + Penalty 1918.202132 = -2403589.393386 nChanged 124 SP:Iteration 30Q (9374.302160 sec): 3 clusters Score: Raw -2405535.495570 + Penalty 1918.202132 = -2403617.293439 nChanged 117 SP:Iteration 31Q (9374.379457 sec): 3 clusters Score: Raw -2405562.330442 + Penalty 1918.202132 = -2403644.128310 nChanged 118 SP:Iteration 32Q (9374.450294 sec): 3 clusters Score: Raw -2405589.427809 + Penalty 1918.202132 = -2403671.225677 nChanged 114 SP:Iteration 33Q (9374.509123 sec): 3 clusters Score: Raw -2405614.345284 + Penalty 1918.202132 = -2403696.143153 nChanged 104 SP:Iteration 34Q (9374.581110 sec): 3 clusters Score: Raw -2405634.369991 + Penalty 1918.202132 = -2403716.167859 nChanged 94 SP:Iteration 35Q (9374.645810 sec): 3 clusters Score: Raw -2405652.135097 + Penalty 1918.202132 = -2403733.932965 nChanged 82 SP:Iteration 36Q (9374.718534 sec): 3 clusters Score: Raw -2405665.877265 + Penalty 1918.202132 = -2403747.675133 nChanged 50 SP:Iteration 37Q (9374.784794 sec): 3 clusters Score: Raw -2405673.158686 + Penalty 1918.202132 = -2403754.956554 nChanged 50 SP:Iteration 38Q (9374.849669 sec): 3 clusters Score: Raw -2405681.042430 + Penalty 1918.202132 = -2403762.840299 nChanged 49 SP:Iteration 39Q (9374.925540 sec): 3 clusters Score: Raw -2405689.693837 + Penalty 1918.202132 = -2403771.491705 nChanged 47 SP:Iteration 40F (9374.993391 sec): 3 clusters Score: Raw -2405697.729906 + Penalty 1918.202132 = -2403779.527774 nChanged 48 SP:Iteration 41Q (9375.070347 sec): 3 clusters Score: Raw -2405705.983244 + Penalty 1918.202132 = -2403787.781113 nChanged 53 SP:Iteration 42Q (9375.151580 sec): 3 clusters Score: Raw -2405714.166415 + Penalty 1918.202132 = -2403795.964283 nChanged 48 SP:Iteration 43Q (9375.224874 sec): 3 clusters Score: Raw -2405721.153740 + Penalty 1918.202132 = -2403802.951608 nChanged 37 SP:Iteration 44Q (9375.297747 sec): 3 clusters Score: Raw -2405726.438651 + Penalty 1918.202132 = -2403808.236520 nChanged 38 SP:Iteration 45Q (9375.369227 sec): 3 clusters Score: Raw -2405732.026087 + Penalty 1918.202132 = -2403813.823955 nChanged 30 SP:Iteration 46Q (9375.440669 sec): 3 clusters Score: Raw -2405735.882269 + Penalty 1918.202132 = -2403817.680137 nChanged 35 SP:Iteration 47Q (9375.502997 sec): 3 clusters Score: Raw -2405740.517005 + Penalty 1918.202132 = -2403822.314873 nChanged 35 SP:Iteration 48Q (9375.568146 sec): 3 clusters Score: Raw -2405746.084207 + Penalty 1918.202132 = -2403827.882075 nChanged 40 SP:Iteration 49Q (9375.636960 sec): 3 clusters Score: Raw -2405752.520633 + Penalty 1918.202132 = -2403834.318501 nChanged 41 SP:Iteration 50Q (9375.716195 sec): 3 clusters Score: Raw -2405759.210628 + Penalty 1918.202132 = -2403841.008496 nChanged 35 SP:Iteration 51Q (9375.780123 sec): 3 clusters Score: Raw -2405764.449780 + Penalty 1918.202132 = -2403846.247648 nChanged 31 SP:Iteration 52Q (9375.850772 sec): 3 clusters Score: Raw -2405769.196352 + Penalty 1918.202132 = -2403850.994220 nChanged 38 SP:Iteration 53Q (9375.923526 sec): 3 clusters Score: Raw -2405775.947019 + Penalty 1918.202132 = -2403857.744887 nChanged 46 SP:Iteration 54Q (9375.993700 sec): 3 clusters Score: Raw -2405783.217458 + Penalty 1918.202132 = -2403865.015326 nChanged 34 SP:Iteration 55Q (9376.066249 sec): 3 clusters Score: Raw -2405789.709307 + Penalty 1918.202132 = -2403871.507175 nChanged 36 SP:Iteration 56Q (9376.134811 sec): 3 clusters Score: Raw -2405794.392848 + Penalty 1918.202132 = -2403876.190717 nChanged 24 SP:Iteration 57Q (9376.206961 sec): 3 clusters Score: Raw -2405797.682811 + Penalty 1918.202132 = -2403879.480679 nChanged 29 SP:Iteration 58Q (9376.280867 sec): 3 clusters Score: Raw -2405802.269145 + Penalty 1918.202132 = -2403884.067014 nChanged 30 SP:Iteration 59Q (9376.359994 sec): 3 clusters Score: Raw -2405807.558775 + Penalty 1918.202132 = -2403889.356643 nChanged 28 SP:Iteration 60F (9376.424890 sec): 3 clusters Score: Raw -2405812.798118 + Penalty 1918.202132 = -2403894.595987 nChanged 25 SP:Iteration 61Q (9376.492547 sec): 3 clusters Score: Raw -2405816.810572 + Penalty 1918.202132 = -2403898.608440 nChanged 28 SP:Iteration 62Q (9376.562480 sec): 3 clusters Score: Raw -2405821.030582 + Penalty 1918.202132 = -2403902.828450 nChanged 21 SP:Iteration 63Q (9376.638331 sec): 3 clusters Score: Raw -2405823.965819 + Penalty 1918.202132 = -2403905.763687 nChanged 14 SP:Iteration 64Q (9376.701524 sec): 3 clusters Score: Raw -2405825.594110 + Penalty 1918.202132 = -2403907.391978 nChanged 19 SP:Iteration 65Q (9376.766772 sec): 3 clusters Score: Raw -2405828.282684 + Penalty 1918.202132 = -2403910.080552 nChanged 17 SP:Iteration 66Q (9376.836034 sec): 3 clusters Score: Raw -2405830.553531 + Penalty 1918.202132 = -2403912.351399 nChanged 22 SP:Iteration 67Q (9376.906327 sec): 3 clusters Score: Raw -2405834.224964 + Penalty 1918.202132 = -2403916.022832 nChanged 26 SP:Iteration 68Q (9376.973933 sec): 3 clusters Score: Raw -2405838.189033 + Penalty 1918.202132 = -2403919.986901 nChanged 26 SP:Iteration 69Q (9377.041229 sec): 3 clusters Score: Raw -2405842.381036 + Penalty 1918.202132 = -2403924.178904 nChanged 23 SP:Iteration 70Q (9377.115490 sec): 3 clusters Score: Raw -2405845.447870 + Penalty 1918.202132 = -2403927.245739 nChanged 25 SP:Iteration 71Q (9377.176358 sec): 3 clusters Score: Raw -2405849.121045 + Penalty 1918.202132 = -2403930.918913 nChanged 26 SP:Iteration 72Q (9377.247078 sec): 3 clusters Score: Raw -2405852.965397 + Penalty 1918.202132 = -2403934.763265 nChanged 20 SP:Iteration 73Q (9377.316149 sec): 3 clusters Score: Raw -2405856.211535 + Penalty 1918.202132 = -2403938.009403 nChanged 23 SP:Iteration 74Q (9377.389708 sec): 3 clusters Score: Raw -2405859.671664 + Penalty 1918.202132 = -2403941.469532 nChanged 16 SP:Iteration 75Q (9377.451902 sec): 3 clusters Score: Raw -2405861.538484 + Penalty 1918.202132 = -2403943.336352 nChanged 11 SP:Iteration 76Q (9377.526531 sec): 3 clusters Score: Raw -2405863.159573 + Penalty 1918.202132 = -2403944.957442 nChanged 15 SP:Iteration 77Q (9377.591919 sec): 3 clusters Score: Raw -2405866.111535 + Penalty 1918.202132 = -2403947.909403 nChanged 18 SP:Iteration 78Q (9377.658879 sec): 3 clusters Score: Raw -2405869.188365 + Penalty 1918.202132 = -2403950.986233 nChanged 12 SP:Iteration 79Q (9377.722103 sec): 3 clusters Score: Raw -2405871.869441 + Penalty 1918.202132 = -2403953.667309 nChanged 19 SP:Iteration 80F (9377.793596 sec): 3 clusters Score: Raw -2405875.480957 + Penalty 1918.202132 = -2403957.278825 nChanged 18 SP:Iteration 81Q (9377.870125 sec): 3 clusters Score: Raw -2405879.792116 + Penalty 1918.202132 = -2403961.589984 nChanged 15 SP:Iteration 82Q (9377.935540 sec): 3 clusters Score: Raw -2405883.005647 + Penalty 1918.202132 = -2403964.803515 nChanged 14 SP:Iteration 83Q (9378.006246 sec): 3 clusters Score: Raw -2405886.305462 + Penalty 1918.202132 = -2403968.103331 nChanged 17 SP:Iteration 84Q (9378.065924 sec): 3 clusters Score: Raw -2405890.389646 + Penalty 1918.202132 = -2403972.187514 nChanged 26 SP:Iteration 85Q (9378.128186 sec): 3 clusters Score: Raw -2405896.592904 + Penalty 1918.202132 = -2403978.390772 nChanged 28 SP:Iteration 86Q (9378.192418 sec): 3 clusters Score: Raw -2405902.925370 + Penalty 1918.202132 = -2403984.723239 nChanged 24 SP:Iteration 87Q (9378.259111 sec): 3 clusters Score: Raw -2405907.446749 + Penalty 1918.202132 = -2403989.244617 nChanged 23 SP:Iteration 88Q (9378.320365 sec): 3 clusters Score: Raw -2405912.081398 + Penalty 1918.202132 = -2403993.879267 nChanged 20 SP:Iteration 89Q (9378.382016 sec): 3 clusters Score: Raw -2405916.825723 + Penalty 1918.202132 = -2403998.623591 nChanged 23 SP:Iteration 90Q (9378.453996 sec): 3 clusters Score: Raw -2405922.091908 + Penalty 1918.202132 = -2404003.889776 nChanged 23 SP:Iteration 91Q (9378.519421 sec): 3 clusters Score: Raw -2405926.852447 + Penalty 1918.202132 = -2404008.650315 nChanged 20 SP:Iteration 92Q (9378.589887 sec): 3 clusters Score: Raw -2405931.905276 + Penalty 1918.202132 = -2404013.703144 nChanged 16 SP:Iteration 93Q (9378.650933 sec): 3 clusters Score: Raw -2405935.663927 + Penalty 1918.202132 = -2404017.461795 nChanged 17 SP:Iteration 94Q (9378.717900 sec): 3 clusters Score: Raw -2405938.311222 + Penalty 1918.202132 = -2404020.109091 nChanged 8 SP:Iteration 95Q (9378.795815 sec): 3 clusters Score: Raw -2405939.342552 + Penalty 1918.202132 = -2404021.140420 nChanged 7 SP:Iteration 96Q (9378.855001 sec): 3 clusters Score: Raw -2405940.262003 + Penalty 1918.202132 = -2404022.059871 nChanged 7 SP:Iteration 97Q (9378.922845 sec): 3 clusters Score: Raw -2405941.447063 + Penalty 1918.202132 = -2404023.244931 nChanged 8 SP:Iteration 98Q (9378.992485 sec): 3 clusters Score: Raw -2405942.336645 + Penalty 1918.202132 = -2404024.134513 nChanged 6 SP:Iteration 99Q (9379.060229 sec): 3 clusters Score: Raw -2405942.943808 + Penalty 1918.202132 = -2404024.741676 nChanged 5 SP:Iteration 100F (9379.138879 sec): 3 clusters Score: Raw -2405943.957002 + Penalty 1918.202132 = -2404025.754870 nChanged 7 SP:Iteration 101Q (9379.206377 sec): 3 clusters Score: Raw -2405945.348180 + Penalty 1918.202132 = -2404027.146048 nChanged 8 SP:Iteration 102Q (9379.262646 sec): 3 clusters Score: Raw -2405946.702672 + Penalty 1918.202132 = -2404028.500540 nChanged 6 SP:Iteration 103Q (9379.336409 sec): 3 clusters Score: Raw -2405947.311119 + Penalty 1918.202132 = -2404029.108988 nChanged 4 SP:Iteration 104Q (9379.402911 sec): 3 clusters Score: Raw -2405947.767829 + Penalty 1918.202132 = -2404029.565697 nChanged 2 SP:Iteration 105Q (9379.465643 sec): 3 clusters Score: Raw -2405948.179039 + Penalty 1918.202132 = -2404029.976908 nChanged 4 SP:Iteration 106Q (9379.536005 sec): 3 clusters Score: Raw -2405948.782975 + Penalty 1918.202132 = -2404030.580844 nChanged 6 SP:Iteration 107Q (9379.592909 sec): 3 clusters Score: Raw -2405949.614261 + Penalty 1918.202132 = -2404031.412129 nChanged 3 SP:Iteration 108Q (9379.664753 sec): 3 clusters Score: Raw -2405949.821815 + Penalty 1918.202132 = -2404031.619683 nChanged 5 SP:Iteration 109Q (9379.738344 sec): 3 clusters Score: Raw -2405950.744268 + Penalty 1918.202132 = -2404032.542136 nChanged 9 SP:Iteration 110Q (9379.802041 sec): 3 clusters Score: Raw -2405952.290044 + Penalty 1918.202132 = -2404034.087912 nChanged 3 SP:Iteration 111Q (9379.868234 sec): 3 clusters Score: Raw -2405952.758995 + Penalty 1918.202132 = -2404034.556863 nChanged 3 SP:Iteration 112Q (9379.939074 sec): 3 clusters Score: Raw -2405953.194259 + Penalty 1918.202132 = -2404034.992127 nChanged 2 SP:Iteration 113Q (9380.006615 sec): 3 clusters Score: Raw -2405953.353905 + Penalty 1918.202132 = -2404035.151773 nChanged 1 SP:Iteration 114Q (9380.074186 sec): 3 clusters Score: Raw -2405953.403193 + Penalty 1918.202132 = -2404035.201061 nChanged 1 SP:Iteration 115Q (9380.145841 sec): 3 clusters Score: Raw -2405953.539370 + Penalty 1918.202132 = -2404035.337238 nChanged 1 SP:Iteration 116Q (9380.205022 sec): 3 clusters Score: Raw -2405953.630606 + Penalty 1918.202132 = -2404035.428474 nChanged 1 SP:Iteration 117Q (9380.266059 sec): 3 clusters Score: Raw -2405953.682609 + Penalty 1918.202132 = -2404035.480478 nChanged 0 SP:Iteration 118F (9380.346163 sec): 3 clusters Score: Raw -2405953.682609 + Penalty 1918.202132 = -2404035.480478 nChanged 0 Trying to split cluster 9 (4362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9380.366836 sec): 2 clusters Score: Raw -431448.268516 + Penalty 796.165165 = -430652.103351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9380.416840 sec): 3 clusters Score: Raw -429042.252456 + Penalty 1592.330330 = -427449.922126 nChanged 1855 SP:Iteration 1F (9380.454432 sec): 3 clusters Score: Raw -430056.378568 + Penalty 1592.330330 = -428464.048238 nChanged 281 SP:Iteration 2F (9380.503079 sec): 3 clusters Score: Raw -430173.207782 + Penalty 1592.330330 = -428580.877452 nChanged 221 SP:Iteration 3F (9380.554243 sec): 3 clusters Score: Raw -430268.123767 + Penalty 1592.330330 = -428675.793437 nChanged 191 SP:Iteration 4Q (9380.590562 sec): 3 clusters Score: Raw -430351.483660 + Penalty 1592.330330 = -428759.153330 nChanged 171 SP:Iteration 5Q (9380.640338 sec): 3 clusters Score: Raw -430422.716301 + Penalty 1592.330330 = -428830.385971 nChanged 156 SP:Iteration 6Q (9380.692256 sec): 3 clusters Score: Raw -430496.065950 + Penalty 1592.330330 = -428903.735620 nChanged 142 SP:Iteration 7Q (9380.747290 sec): 3 clusters Score: Raw -430562.335852 + Penalty 1592.330330 = -428970.005522 nChanged 144 SP:Iteration 8Q (9380.784987 sec): 3 clusters Score: Raw -430624.714676 + Penalty 1592.330330 = -429032.384346 nChanged 134 SP:Iteration 9Q (9380.834270 sec): 3 clusters Score: Raw -430687.398270 + Penalty 1592.330330 = -429095.067941 nChanged 150 SP:Iteration 10Q (9380.877808 sec): 3 clusters Score: Raw -430774.350980 + Penalty 1592.330330 = -429182.020650 nChanged 171 SP:Iteration 11Q (9380.935404 sec): 3 clusters Score: Raw -430877.149746 + Penalty 1592.330330 = -429284.819416 nChanged 163 SP:Iteration 12Q (9380.981854 sec): 3 clusters Score: Raw -430978.881807 + Penalty 1592.330330 = -429386.551477 nChanged 161 SP:Iteration 13Q (9381.024200 sec): 3 clusters Score: Raw -431086.055492 + Penalty 1592.330330 = -429493.725162 nChanged 128 SP:Iteration 14Q (9381.068187 sec): 3 clusters Score: Raw -431183.503977 + Penalty 1592.330330 = -429591.173647 nChanged 98 SP:Iteration 15Q (9381.131690 sec): 3 clusters Score: Raw -431245.524854 + Penalty 1592.330330 = -429653.194524 nChanged 98 SP:Iteration 16Q (9381.162369 sec): 3 clusters Score: Raw -431306.297524 + Penalty 1592.330330 = -429713.967195 nChanged 87 SP:Iteration 17Q (9381.207550 sec): 3 clusters Score: Raw -431360.644533 + Penalty 1592.330330 = -429768.314203 nChanged 67 SP:Iteration 18Q (9381.259858 sec): 3 clusters Score: Raw -431402.281761 + Penalty 1592.330330 = -429809.951431 nChanged 55 SP:Iteration 19Q (9381.299913 sec): 3 clusters Score: Raw -431432.749917 + Penalty 1592.330330 = -429840.419587 nChanged 42 SP:Iteration 20F (9381.355239 sec): 3 clusters Score: Raw -431458.722206 + Penalty 1592.330330 = -429866.391876 nChanged 43 SP:Iteration 21Q (9381.404218 sec): 3 clusters Score: Raw -431481.873078 + Penalty 1592.330330 = -429889.542748 nChanged 36 SP:Iteration 22Q (9381.453199 sec): 3 clusters Score: Raw -431494.305859 + Penalty 1592.330330 = -429901.975529 nChanged 21 SP:Iteration 23Q (9381.491192 sec): 3 clusters Score: Raw -431505.562240 + Penalty 1592.330330 = -429913.231910 nChanged 26 SP:Iteration 24Q (9381.536185 sec): 3 clusters Score: Raw -431516.893844 + Penalty 1592.330330 = -429924.563514 nChanged 20 SP:Iteration 25Q (9381.587569 sec): 3 clusters Score: Raw -431532.588820 + Penalty 1592.330330 = -429940.258491 nChanged 22 SP:Iteration 26Q (9381.628271 sec): 3 clusters Score: Raw -431545.827273 + Penalty 1592.330330 = -429953.496943 nChanged 16 SP:Iteration 27Q (9381.663818 sec): 3 clusters Score: Raw -431554.350771 + Penalty 1592.330330 = -429962.020441 nChanged 16 SP:Iteration 28Q (9381.722673 sec): 3 clusters Score: Raw -431564.584888 + Penalty 1592.330330 = -429972.254558 nChanged 11 SP:Iteration 29Q (9381.759113 sec): 3 clusters Score: Raw -431570.269858 + Penalty 1592.330330 = -429977.939528 nChanged 7 SP:Iteration 30Q (9381.810130 sec): 3 clusters Score: Raw -431573.805205 + Penalty 1592.330330 = -429981.474875 nChanged 5 SP:Iteration 31Q (9381.856659 sec): 3 clusters Score: Raw -431575.538240 + Penalty 1592.330330 = -429983.207910 nChanged 6 SP:Iteration 32Q (9381.907485 sec): 3 clusters Score: Raw -431579.659272 + Penalty 1592.330330 = -429987.328942 nChanged 7 SP:Iteration 33Q (9381.959132 sec): 3 clusters Score: Raw -431582.752749 + Penalty 1592.330330 = -429990.422419 nChanged 2 SP:Iteration 34Q (9381.987348 sec): 3 clusters Score: Raw -431583.186239 + Penalty 1592.330330 = -429990.855909 nChanged 1 SP:Iteration 35Q (9382.042333 sec): 3 clusters Score: Raw -431583.330711 + Penalty 1592.330330 = -429991.000381 nChanged 0 SP:Iteration 36F (9382.087531 sec): 3 clusters Score: Raw -431583.330711 + Penalty 1592.330330 = -429991.000381 nChanged 0 Trying to split cluster 10 (4224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9382.119376 sec): 2 clusters Score: Raw -417165.361845 + Penalty 793.111093 = -416372.250752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9382.158880 sec): 3 clusters Score: Raw -414890.331642 + Penalty 1586.222187 = -413304.109455 nChanged 1736 SP:Iteration 1F (9382.200925 sec): 3 clusters Score: Raw -415953.865128 + Penalty 1586.222187 = -414367.642942 nChanged 299 SP:Iteration 2F (9382.251583 sec): 3 clusters Score: Raw -416121.059294 + Penalty 1586.222187 = -414534.837107 nChanged 238 SP:Iteration 3F (9382.291739 sec): 3 clusters Score: Raw -416258.597054 + Penalty 1586.222187 = -414672.374867 nChanged 219 SP:Iteration 4F (9382.350037 sec): 3 clusters Score: Raw -416403.822191 + Penalty 1586.222187 = -414817.600004 nChanged 206 SP:Iteration 5Q (9382.383378 sec): 3 clusters Score: Raw -416556.717094 + Penalty 1586.222187 = -414970.494907 nChanged 188 SP:Iteration 6Q (9382.438297 sec): 3 clusters Score: Raw -416701.486433 + Penalty 1586.222187 = -415115.264246 nChanged 162 SP:Iteration 7Q (9382.477010 sec): 3 clusters Score: Raw -416818.005656 + Penalty 1586.222187 = -415231.783469 nChanged 126 SP:Iteration 8Q (9382.521164 sec): 3 clusters Score: Raw -416909.446611 + Penalty 1586.222187 = -415323.224424 nChanged 118 SP:Iteration 9Q (9382.573268 sec): 3 clusters Score: Raw -416991.258037 + Penalty 1586.222187 = -415405.035850 nChanged 114 SP:Iteration 10Q (9382.610067 sec): 3 clusters Score: Raw -417047.677765 + Penalty 1586.222187 = -415461.455578 nChanged 68 SP:Iteration 11Q (9382.648687 sec): 3 clusters Score: Raw -417072.083587 + Penalty 1586.222187 = -415485.861400 nChanged 34 SP:Iteration 12Q (9382.704009 sec): 3 clusters Score: Raw -417083.168259 + Penalty 1586.222187 = -415496.946072 nChanged 27 SP:Iteration 13Q (9382.737515 sec): 3 clusters Score: Raw -417091.392431 + Penalty 1586.222187 = -415505.170244 nChanged 18 SP:Iteration 14Q (9382.788548 sec): 3 clusters Score: Raw -417096.701617 + Penalty 1586.222187 = -415510.479431 nChanged 15 SP:Iteration 15Q (9382.835938 sec): 3 clusters Score: Raw -417099.848950 + Penalty 1586.222187 = -415513.626763 nChanged 9 SP:Iteration 16Q (9382.884132 sec): 3 clusters Score: Raw -417101.317146 + Penalty 1586.222187 = -415515.094960 nChanged 10 SP:Iteration 17Q (9382.936120 sec): 3 clusters Score: Raw -417103.592405 + Penalty 1586.222187 = -415517.370218 nChanged 12 SP:Iteration 18Q (9382.974189 sec): 3 clusters Score: Raw -417107.318381 + Penalty 1586.222187 = -415521.096194 nChanged 14 SP:Iteration 19Q (9383.017108 sec): 3 clusters Score: Raw -417110.656811 + Penalty 1586.222187 = -415524.434624 nChanged 10 SP:Iteration 20F (9383.068297 sec): 3 clusters Score: Raw -417114.209390 + Penalty 1586.222187 = -415527.987204 nChanged 12 SP:Iteration 21Q (9383.116702 sec): 3 clusters Score: Raw -417117.485194 + Penalty 1586.222187 = -415531.263007 nChanged 14 SP:Iteration 22Q (9383.161039 sec): 3 clusters Score: Raw -417121.007613 + Penalty 1586.222187 = -415534.785426 nChanged 12 SP:Iteration 23Q (9383.209618 sec): 3 clusters Score: Raw -417124.209004 + Penalty 1586.222187 = -415537.986818 nChanged 10 SP:Iteration 24Q (9383.257980 sec): 3 clusters Score: Raw -417126.444859 + Penalty 1586.222187 = -415540.222673 nChanged 8 SP:Iteration 25Q (9383.313616 sec): 3 clusters Score: Raw -417128.957629 + Penalty 1586.222187 = -415542.735442 nChanged 10 SP:Iteration 26Q (9383.349844 sec): 3 clusters Score: Raw -417131.402319 + Penalty 1586.222187 = -415545.180133 nChanged 4 SP:Iteration 27Q (9383.403921 sec): 3 clusters Score: Raw -417132.072922 + Penalty 1586.222187 = -415545.850735 nChanged 4 SP:Iteration 28Q (9383.444077 sec): 3 clusters Score: Raw -417132.938072 + Penalty 1586.222187 = -415546.715885 nChanged 2 SP:Iteration 29Q (9383.486078 sec): 3 clusters Score: Raw -417133.078664 + Penalty 1586.222187 = -415546.856477 nChanged 2 SP:Iteration 30Q (9383.541125 sec): 3 clusters Score: Raw -417133.379778 + Penalty 1586.222187 = -415547.157591 nChanged 2 SP:Iteration 31Q (9383.589548 sec): 3 clusters Score: Raw -417133.651302 + Penalty 1586.222187 = -415547.429115 nChanged 0 SP:Iteration 32F (9383.624337 sec): 3 clusters Score: Raw -417133.651302 + Penalty 1586.222187 = -415547.429115 nChanged 0 Trying to split cluster 11 (16057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9383.672626 sec): 2 clusters Score: Raw -1485790.773678 + Penalty 919.970516 = -1484870.803161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9383.742818 sec): 3 clusters Score: Raw -1476027.817770 + Penalty 1839.941032 = -1474187.876738 nChanged 7308 SP:Iteration 1F (9383.797680 sec): 3 clusters Score: Raw -1480738.120520 + Penalty 1839.941032 = -1478898.179488 nChanged 1382 SP:Iteration 2F (9383.863086 sec): 3 clusters Score: Raw -1481812.462888 + Penalty 1839.941032 = -1479972.521855 nChanged 1372 SP:Iteration 3F (9383.924928 sec): 3 clusters Score: Raw -1482864.503242 + Penalty 1839.941032 = -1481024.562210 nChanged 1189 SP:Iteration 4F (9383.989430 sec): 3 clusters Score: Raw -1483681.839562 + Penalty 1839.941032 = -1481841.898530 nChanged 916 SP:Iteration 5F (9384.042037 sec): 3 clusters Score: Raw -1484248.968953 + Penalty 1839.941032 = -1482409.027921 nChanged 667 SP:Iteration 6Q (9384.114612 sec): 3 clusters Score: Raw -1484672.466978 + Penalty 1839.941032 = -1482832.525945 nChanged 517 SP:Iteration 7Q (9384.161488 sec): 3 clusters Score: Raw -1485024.519656 + Penalty 1839.941032 = -1483184.578624 nChanged 407 SP:Iteration 8Q (9384.221681 sec): 3 clusters Score: Raw -1485311.087630 + Penalty 1839.941032 = -1483471.146597 nChanged 348 SP:Iteration 9Q (9384.289120 sec): 3 clusters Score: Raw -1485521.544595 + Penalty 1839.941032 = -1483681.603562 nChanged 281 SP:Iteration 10Q (9384.351296 sec): 3 clusters Score: Raw -1485663.757919 + Penalty 1839.941032 = -1483823.816886 nChanged 227 SP:Iteration 11Q (9384.414832 sec): 3 clusters Score: Raw -1485784.035916 + Penalty 1839.941032 = -1483944.094884 nChanged 218 SP:Iteration 12Q (9384.479240 sec): 3 clusters Score: Raw -1485890.012414 + Penalty 1839.941032 = -1484050.071382 nChanged 190 SP:Iteration 13Q (9384.536342 sec): 3 clusters Score: Raw -1485965.006657 + Penalty 1839.941032 = -1484125.065624 nChanged 149 SP:Iteration 14Q (9384.594172 sec): 3 clusters Score: Raw -1486017.406950 + Penalty 1839.941032 = -1484177.465917 nChanged 150 SP:Iteration 15Q (9384.654758 sec): 3 clusters Score: Raw -1486071.846408 + Penalty 1839.941032 = -1484231.905376 nChanged 139 SP:Iteration 16Q (9384.721615 sec): 3 clusters Score: Raw -1486128.699386 + Penalty 1839.941032 = -1484288.758354 nChanged 135 SP:Iteration 17Q (9384.772201 sec): 3 clusters Score: Raw -1486183.123680 + Penalty 1839.941032 = -1484343.182648 nChanged 117 SP:Iteration 18Q (9384.833868 sec): 3 clusters Score: Raw -1486233.628064 + Penalty 1839.941032 = -1484393.687032 nChanged 104 SP:Iteration 19Q (9384.897918 sec): 3 clusters Score: Raw -1486272.691843 + Penalty 1839.941032 = -1484432.750810 nChanged 92 SP:Iteration 20F (9384.958462 sec): 3 clusters Score: Raw -1486311.298515 + Penalty 1839.941032 = -1484471.357483 nChanged 87 SP:Iteration 21Q (9385.015338 sec): 3 clusters Score: Raw -1486349.587209 + Penalty 1839.941032 = -1484509.646176 nChanged 82 SP:Iteration 22Q (9385.072079 sec): 3 clusters Score: Raw -1486382.400548 + Penalty 1839.941032 = -1484542.459516 nChanged 72 SP:Iteration 23Q (9385.135502 sec): 3 clusters Score: Raw -1486405.963974 + Penalty 1839.941032 = -1484566.022942 nChanged 52 SP:Iteration 24Q (9385.194618 sec): 3 clusters Score: Raw -1486422.393760 + Penalty 1839.941032 = -1484582.452727 nChanged 38 SP:Iteration 25Q (9385.263450 sec): 3 clusters Score: Raw -1486431.334230 + Penalty 1839.941032 = -1484591.393198 nChanged 30 SP:Iteration 26Q (9385.314434 sec): 3 clusters Score: Raw -1486437.673479 + Penalty 1839.941032 = -1484597.732447 nChanged 27 SP:Iteration 27Q (9385.380294 sec): 3 clusters Score: Raw -1486444.099481 + Penalty 1839.941032 = -1484604.158449 nChanged 26 SP:Iteration 28Q (9385.434722 sec): 3 clusters Score: Raw -1486452.640524 + Penalty 1839.941032 = -1484612.699491 nChanged 24 SP:Iteration 29Q (9385.497480 sec): 3 clusters Score: Raw -1486459.391649 + Penalty 1839.941032 = -1484619.450617 nChanged 17 SP:Iteration 30Q (9385.561526 sec): 3 clusters Score: Raw -1486463.575887 + Penalty 1839.941032 = -1484623.634854 nChanged 11 SP:Iteration 31Q (9385.622212 sec): 3 clusters Score: Raw -1486464.939170 + Penalty 1839.941032 = -1484624.998137 nChanged 8 SP:Iteration 32Q (9385.680209 sec): 3 clusters Score: Raw -1486465.880860 + Penalty 1839.941032 = -1484625.939827 nChanged 5 SP:Iteration 33Q (9385.746249 sec): 3 clusters Score: Raw -1486466.534644 + Penalty 1839.941032 = -1484626.593611 nChanged 7 SP:Iteration 34Q (9385.803457 sec): 3 clusters Score: Raw -1486468.210687 + Penalty 1839.941032 = -1484628.269655 nChanged 9 SP:Iteration 35Q (9385.864520 sec): 3 clusters Score: Raw -1486470.157948 + Penalty 1839.941032 = -1484630.216916 nChanged 10 SP:Iteration 36Q (9385.918064 sec): 3 clusters Score: Raw -1486471.729891 + Penalty 1839.941032 = -1484631.788858 nChanged 12 SP:Iteration 37Q (9385.976960 sec): 3 clusters Score: Raw -1486474.451973 + Penalty 1839.941032 = -1484634.510941 nChanged 10 SP:Iteration 38Q (9386.035254 sec): 3 clusters Score: Raw -1486477.370663 + Penalty 1839.941032 = -1484637.429631 nChanged 10 SP:Iteration 39Q (9386.103841 sec): 3 clusters Score: Raw -1486479.127920 + Penalty 1839.941032 = -1484639.186888 nChanged 4 SP:Iteration 40F (9386.160856 sec): 3 clusters Score: Raw -1486479.614273 + Penalty 1839.941032 = -1484639.673240 nChanged 3 SP:Iteration 41Q (9386.221656 sec): 3 clusters Score: Raw -1486479.904759 + Penalty 1839.941032 = -1484639.963726 nChanged 3 SP:Iteration 42Q (9386.284763 sec): 3 clusters Score: Raw -1486480.169680 + Penalty 1839.941032 = -1484640.228647 nChanged 3 SP:Iteration 43Q (9386.348469 sec): 3 clusters Score: Raw -1486480.613042 + Penalty 1839.941032 = -1484640.672010 nChanged 4 SP:Iteration 44Q (9386.416891 sec): 3 clusters Score: Raw -1486481.207418 + Penalty 1839.941032 = -1484641.266386 nChanged 1 SP:Iteration 45Q (9386.458761 sec): 3 clusters Score: Raw -1486481.286354 + Penalty 1839.941032 = -1484641.345321 nChanged 0 SP:Iteration 46F (9386.529241 sec): 3 clusters Score: Raw -1486481.286354 + Penalty 1839.941032 = -1484641.345321 nChanged 0 Trying to split cluster 12 (74186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9386.625638 sec): 2 clusters Score: Raw -7057528.567405 + Penalty 1065.361420 = -7056463.205986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9386.757466 sec): 3 clusters Score: Raw -7008859.333058 + Penalty 2130.722839 = -7006728.610219 nChanged 35818 SP:Iteration 1F (9386.884964 sec): 3 clusters Score: Raw -7030293.314803 + Penalty 2130.722839 = -7028162.591964 nChanged 3208 SP:Iteration 2Q (9387.028239 sec): 3 clusters Score: Raw -7031370.380827 + Penalty 2130.722839 = -7029239.657988 nChanged 3360 SP:Iteration 3Q (9387.161228 sec): 3 clusters Score: Raw -7032712.181125 + Penalty 2130.722839 = -7030581.458286 nChanged 3718 SP:Iteration 4F (9387.292259 sec): 3 clusters Score: Raw -7034405.525236 + Penalty 2130.722839 = -7032274.802397 nChanged 3965 SP:Iteration 5F (9387.425511 sec): 3 clusters Score: Raw -7036568.590930 + Penalty 2130.722839 = -7034437.868091 nChanged 4202 SP:Iteration 6F (9387.556593 sec): 3 clusters Score: Raw -7039298.245113 + Penalty 2130.722839 = -7037167.522274 nChanged 4166 SP:Iteration 7F (9387.696260 sec): 3 clusters Score: Raw -7042373.800619 + Penalty 2130.722839 = -7040243.077780 nChanged 3870 SP:Iteration 8F (9387.825123 sec): 3 clusters Score: Raw -7045038.651279 + Penalty 2130.722839 = -7042907.928440 nChanged 3119 SP:Iteration 9Q (9387.960350 sec): 3 clusters Score: Raw -7046564.500681 + Penalty 2130.722839 = -7044433.777842 nChanged 2029 SP:Iteration 10Q (9388.103395 sec): 3 clusters Score: Raw -7047254.101152 + Penalty 2130.722839 = -7045123.378313 nChanged 1441 SP:Iteration 11Q (9388.242215 sec): 3 clusters Score: Raw -7047698.185784 + Penalty 2130.722839 = -7045567.462945 nChanged 1270 SP:Iteration 12Q (9388.376418 sec): 3 clusters Score: Raw -7048085.634683 + Penalty 2130.722839 = -7045954.911844 nChanged 1244 SP:Iteration 13Q (9388.503421 sec): 3 clusters Score: Raw -7048473.176758 + Penalty 2130.722839 = -7046342.453918 nChanged 1256 SP:Iteration 14Q (9388.644858 sec): 3 clusters Score: Raw -7048879.650218 + Penalty 2130.722839 = -7046748.927379 nChanged 1326 SP:Iteration 15Q (9388.769652 sec): 3 clusters Score: Raw -7049328.647984 + Penalty 2130.722839 = -7047197.925145 nChanged 1390 SP:Iteration 16Q (9388.889092 sec): 3 clusters Score: Raw -7049823.129229 + Penalty 2130.722839 = -7047692.406390 nChanged 1393 SP:Iteration 17Q (9389.019259 sec): 3 clusters Score: Raw -7050340.606598 + Penalty 2130.722839 = -7048209.883759 nChanged 1410 SP:Iteration 18Q (9389.150452 sec): 3 clusters Score: Raw -7050904.175788 + Penalty 2130.722839 = -7048773.452949 nChanged 1397 SP:Iteration 19Q (9389.281146 sec): 3 clusters Score: Raw -7051475.176729 + Penalty 2130.722839 = -7049344.453890 nChanged 1360 SP:Iteration 20F (9389.415461 sec): 3 clusters Score: Raw -7052023.766326 + Penalty 2130.722839 = -7049893.043486 nChanged 1264 SP:Iteration 21Q (9389.533154 sec): 3 clusters Score: Raw -7052553.057978 + Penalty 2130.722839 = -7050422.335139 nChanged 1310 SP:Iteration 22Q (9389.664876 sec): 3 clusters Score: Raw -7053154.461010 + Penalty 2130.722839 = -7051023.738171 nChanged 1303 SP:Iteration 23Q (9389.796964 sec): 3 clusters Score: Raw -7053801.883407 + Penalty 2130.722839 = -7051671.160568 nChanged 1224 SP:Iteration 24Q (9389.920387 sec): 3 clusters Score: Raw -7054442.334653 + Penalty 2130.722839 = -7052311.611814 nChanged 1143 SP:Iteration 25Q (9390.048672 sec): 3 clusters Score: Raw -7055082.558408 + Penalty 2130.722839 = -7052951.835568 nChanged 1017 SP:Iteration 26Q (9390.178050 sec): 3 clusters Score: Raw -7055663.008974 + Penalty 2130.722839 = -7053532.286135 nChanged 854 SP:Iteration 27Q (9390.301448 sec): 3 clusters Score: Raw -7056167.528278 + Penalty 2130.722839 = -7054036.805439 nChanged 699 SP:Iteration 28Q (9390.420107 sec): 3 clusters Score: Raw -7056587.372314 + Penalty 2130.722839 = -7054456.649475 nChanged 553 SP:Iteration 29Q (9390.543662 sec): 3 clusters Score: Raw -7056917.460516 + Penalty 2130.722839 = -7054786.737677 nChanged 439 SP:Iteration 30Q (9390.661624 sec): 3 clusters Score: Raw -7057174.071236 + Penalty 2130.722839 = -7055043.348397 nChanged 307 SP:Iteration 31Q (9390.781273 sec): 3 clusters Score: Raw -7057343.430728 + Penalty 2130.722839 = -7055212.707889 nChanged 215 SP:Iteration 32Q (9390.905725 sec): 3 clusters Score: Raw -7057461.123764 + Penalty 2130.722839 = -7055330.400925 nChanged 160 SP:Iteration 33Q (9391.021982 sec): 3 clusters Score: Raw -7057536.998156 + Penalty 2130.722839 = -7055406.275317 nChanged 121 SP:Iteration 34Q (9391.138025 sec): 3 clusters Score: Raw -7057593.767136 + Penalty 2130.722839 = -7055463.044297 nChanged 94 SP:Iteration 35Q (9391.249904 sec): 3 clusters Score: Raw -7057635.342490 + Penalty 2130.722839 = -7055504.619651 nChanged 64 SP:Iteration 36Q (9391.364549 sec): 3 clusters Score: Raw -7057659.828387 + Penalty 2130.722839 = -7055529.105548 nChanged 54 SP:Iteration 37Q (9391.480320 sec): 3 clusters Score: Raw -7057681.032339 + Penalty 2130.722839 = -7055550.309500 nChanged 38 SP:Iteration 38Q (9391.591886 sec): 3 clusters Score: Raw -7057696.570028 + Penalty 2130.722839 = -7055565.847188 nChanged 32 SP:Iteration 39Q (9391.709550 sec): 3 clusters Score: Raw -7057707.648903 + Penalty 2130.722839 = -7055576.926063 nChanged 26 SP:Iteration 40F (9391.836825 sec): 3 clusters Score: Raw -7057715.368872 + Penalty 2130.722839 = -7055584.646033 nChanged 21 SP:Iteration 41Q (9391.960977 sec): 3 clusters Score: Raw -7057720.856744 + Penalty 2130.722839 = -7055590.133905 nChanged 16 SP:Iteration 42Q (9392.070994 sec): 3 clusters Score: Raw -7057726.385357 + Penalty 2130.722839 = -7055595.662518 nChanged 12 SP:Iteration 43Q (9392.188843 sec): 3 clusters Score: Raw -7057729.240517 + Penalty 2130.722839 = -7055598.517678 nChanged 5 SP:Iteration 44Q (9392.310850 sec): 3 clusters Score: Raw -7057730.112819 + Penalty 2130.722839 = -7055599.389980 nChanged 7 SP:Iteration 45Q (9392.424881 sec): 3 clusters Score: Raw -7057731.062848 + Penalty 2130.722839 = -7055600.340009 nChanged 5 SP:Iteration 46Q (9392.543894 sec): 3 clusters Score: Raw -7057732.350691 + Penalty 2130.722839 = -7055601.627852 nChanged 2 SP:Iteration 47Q (9392.663125 sec): 3 clusters Score: Raw -7057733.114001 + Penalty 2130.722839 = -7055602.391162 nChanged 3 SP:Iteration 48Q (9392.778895 sec): 3 clusters Score: Raw -7057734.653953 + Penalty 2130.722839 = -7055603.931114 nChanged 3 SP:Iteration 49Q (9392.893193 sec): 3 clusters Score: Raw -7057735.793096 + Penalty 2130.722839 = -7055605.070257 nChanged 2 SP:Iteration 50Q (9393.014184 sec): 3 clusters Score: Raw -7057736.135361 + Penalty 2130.722839 = -7055605.412522 nChanged 3 SP:Iteration 51Q (9393.135498 sec): 3 clusters Score: Raw -7057737.607961 + Penalty 2130.722839 = -7055606.885122 nChanged 6 SP:Iteration 52Q (9393.261412 sec): 3 clusters Score: Raw -7057740.389260 + Penalty 2130.722839 = -7055609.666421 nChanged 6 SP:Iteration 53Q (9393.371867 sec): 3 clusters Score: Raw -7057741.537931 + Penalty 2130.722839 = -7055610.815092 nChanged 3 SP:Iteration 54Q (9393.495649 sec): 3 clusters Score: Raw -7057742.283279 + Penalty 2130.722839 = -7055611.560440 nChanged 1 SP:Iteration 55Q (9393.618129 sec): 3 clusters Score: Raw -7057742.554357 + Penalty 2130.722839 = -7055611.831518 nChanged 2 SP:Iteration 56Q (9393.739827 sec): 3 clusters Score: Raw -7057743.100161 + Penalty 2130.722839 = -7055612.377322 nChanged 2 SP:Iteration 57Q (9393.853306 sec): 3 clusters Score: Raw -7057743.559905 + Penalty 2130.722839 = -7055612.837066 nChanged 1 SP:Iteration 58Q (9393.970951 sec): 3 clusters Score: Raw -7057743.639435 + Penalty 2130.722839 = -7055612.916596 nChanged 0 SP:Iteration 59F (9394.099143 sec): 3 clusters Score: Raw -7057743.639435 + Penalty 2130.722839 = -7055612.916596 nChanged 0 Trying to split cluster 13 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9394.117981 sec): 2 clusters Score: Raw -22328.998223 + Penalty 525.295763 = -21803.702460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9394.158674 sec): 3 clusters Score: Raw -22328.548407 + Penalty 1050.591527 = -21277.956880 nChanged 64 SP:Iteration 1F (9394.200679 sec): 3 clusters Score: Raw -22407.225395 + Penalty 1050.591527 = -21356.633869 nChanged 19 SP:Iteration 2F (9394.241238 sec): 3 clusters Score: Raw -22438.652062 + Penalty 1050.591527 = -21388.060535 nChanged 9 SP:Iteration 3Q (9394.283080 sec): 3 clusters Score: Raw -22453.961112 + Penalty 1050.591527 = -21403.369586 nChanged 9 SP:Iteration 4Q (9394.323948 sec): 3 clusters Score: Raw -22475.655928 + Penalty 1050.591527 = -21425.064401 nChanged 4 SP:Iteration 5Q (9394.365464 sec): 3 clusters Score: Raw -22480.775395 + Penalty 1050.591527 = -21430.183868 nChanged 2 SP:Iteration 6Q (9394.399808 sec): 3 clusters Score: Raw -22487.052653 + Penalty 1050.591527 = -21436.461126 nChanged 1 SP:Iteration 7Q (9394.443524 sec): 3 clusters Score: Raw -22488.757834 + Penalty 1050.591527 = -21438.166308 nChanged 2 SP:Iteration 8Q (9394.483505 sec): 3 clusters Score: Raw -22489.996613 + Penalty 1050.591527 = -21439.405086 nChanged 1 SP:Iteration 9Q (9394.534855 sec): 3 clusters Score: Raw -22492.208320 + Penalty 1050.591527 = -21441.616793 nChanged 3 SP:Iteration 10Q (9394.569830 sec): 3 clusters Score: Raw -22496.444300 + Penalty 1050.591527 = -21445.852773 nChanged 3 SP:Iteration 11Q (9394.613794 sec): 3 clusters Score: Raw -22498.406242 + Penalty 1050.591527 = -21447.814715 nChanged 1 SP:Iteration 12Q (9394.656973 sec): 3 clusters Score: Raw -22498.920496 + Penalty 1050.591527 = -21448.328970 nChanged 0 SP:Iteration 13F (9394.700493 sec): 3 clusters Score: Raw -22498.920496 + Penalty 1050.591527 = -21448.328970 nChanged 0 Trying to split cluster 14 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9394.722705 sec): 2 clusters Score: Raw -10712.318540 + Penalty 489.562701 = -10222.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9394.765919 sec): 3 clusters Score: Raw -10797.296379 + Penalty 979.125403 = -9818.170976 nChanged 32 SP:Iteration 1F (9394.817027 sec): 3 clusters Score: Raw -10874.231150 + Penalty 979.125403 = -9895.105747 nChanged 7 SP:Iteration 2Q (9394.850667 sec): 3 clusters Score: Raw -10887.904264 + Penalty 979.125403 = -9908.778861 nChanged 1 SP:Iteration 3Q (9394.895276 sec): 3 clusters Score: Raw -10895.554987 + Penalty 979.125403 = -9916.429584 nChanged 1 SP:Iteration 4Q (9394.940877 sec): 3 clusters Score: Raw -10906.976660 + Penalty 979.125403 = -9927.851257 nChanged 0 SP:Iteration 5F (9394.983601 sec): 3 clusters Score: Raw -10906.976660 + Penalty 979.125403 = -9927.851257 nChanged 0 Trying to split cluster 15 (14613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9395.036275 sec): 2 clusters Score: Raw -1398111.849571 + Penalty 911.018348 = -1397200.831223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9395.095320 sec): 3 clusters Score: Raw -1389209.619251 + Penalty 1822.036696 = -1387387.582555 nChanged 6618 SP:Iteration 1F (9395.173677 sec): 3 clusters Score: Raw -1393071.050005 + Penalty 1822.036696 = -1391249.013308 nChanged 942 SP:Iteration 2F (9395.231266 sec): 3 clusters Score: Raw -1393580.280230 + Penalty 1822.036696 = -1391758.243533 nChanged 1061 SP:Iteration 3F (9395.305809 sec): 3 clusters Score: Raw -1394293.289493 + Penalty 1822.036696 = -1392471.252797 nChanged 1115 SP:Iteration 4F (9395.368487 sec): 3 clusters Score: Raw -1395132.540004 + Penalty 1822.036696 = -1393310.503307 nChanged 1066 SP:Iteration 5F (9395.430422 sec): 3 clusters Score: Raw -1396024.456683 + Penalty 1822.036696 = -1394202.419986 nChanged 887 SP:Iteration 6F (9395.498375 sec): 3 clusters Score: Raw -1396776.242854 + Penalty 1822.036696 = -1394954.206158 nChanged 687 SP:Iteration 7Q (9395.565174 sec): 3 clusters Score: Raw -1397371.370208 + Penalty 1822.036696 = -1395549.333512 nChanged 446 SP:Iteration 8Q (9395.640280 sec): 3 clusters Score: Raw -1397725.110101 + Penalty 1822.036696 = -1395903.073405 nChanged 239 SP:Iteration 9Q (9395.695351 sec): 3 clusters Score: Raw -1397908.768952 + Penalty 1822.036696 = -1396086.732255 nChanged 168 SP:Iteration 10Q (9395.762809 sec): 3 clusters Score: Raw -1398045.396776 + Penalty 1822.036696 = -1396223.360080 nChanged 110 SP:Iteration 11Q (9395.835007 sec): 3 clusters Score: Raw -1398137.810539 + Penalty 1822.036696 = -1396315.773843 nChanged 61 SP:Iteration 12Q (9395.899313 sec): 3 clusters Score: Raw -1398195.910969 + Penalty 1822.036696 = -1396373.874273 nChanged 46 SP:Iteration 13Q (9395.965296 sec): 3 clusters Score: Raw -1398223.574246 + Penalty 1822.036696 = -1396401.537550 nChanged 25 SP:Iteration 14Q (9396.027955 sec): 3 clusters Score: Raw -1398236.075364 + Penalty 1822.036696 = -1396414.038668 nChanged 18 SP:Iteration 15Q (9396.092550 sec): 3 clusters Score: Raw -1398242.240750 + Penalty 1822.036696 = -1396420.204053 nChanged 9 SP:Iteration 16Q (9396.146889 sec): 3 clusters Score: Raw -1398247.326751 + Penalty 1822.036696 = -1396425.290055 nChanged 9 SP:Iteration 17Q (9396.214922 sec): 3 clusters Score: Raw -1398252.394904 + Penalty 1822.036696 = -1396430.358207 nChanged 10 SP:Iteration 18Q (9396.279190 sec): 3 clusters Score: Raw -1398262.606678 + Penalty 1822.036696 = -1396440.569982 nChanged 11 SP:Iteration 19Q (9396.333147 sec): 3 clusters Score: Raw -1398276.189058 + Penalty 1822.036696 = -1396454.152362 nChanged 10 SP:Iteration 20F (9396.409525 sec): 3 clusters Score: Raw -1398280.922019 + Penalty 1822.036696 = -1396458.885323 nChanged 4 SP:Iteration 21Q (9396.463396 sec): 3 clusters Score: Raw -1398284.183052 + Penalty 1822.036696 = -1396462.146356 nChanged 8 SP:Iteration 22Q (9396.535787 sec): 3 clusters Score: Raw -1398287.385963 + Penalty 1822.036696 = -1396465.349267 nChanged 6 SP:Iteration 23Q (9396.598043 sec): 3 clusters Score: Raw -1398290.025651 + Penalty 1822.036696 = -1396467.988955 nChanged 3 SP:Iteration 24Q (9396.652237 sec): 3 clusters Score: Raw -1398291.109142 + Penalty 1822.036696 = -1396469.072446 nChanged 2 SP:Iteration 25Q (9396.713923 sec): 3 clusters Score: Raw -1398293.530635 + Penalty 1822.036696 = -1396471.493939 nChanged 4 SP:Iteration 26Q (9396.776492 sec): 3 clusters Score: Raw -1398296.726953 + Penalty 1822.036696 = -1396474.690257 nChanged 5 SP:Iteration 27Q (9396.849414 sec): 3 clusters Score: Raw -1398301.282034 + Penalty 1822.036696 = -1396479.245337 nChanged 4 SP:Iteration 28Q (9396.912729 sec): 3 clusters Score: Raw -1398305.130669 + Penalty 1822.036696 = -1396483.093973 nChanged 8 SP:Iteration 29Q (9396.965342 sec): 3 clusters Score: Raw -1398313.158855 + Penalty 1822.036696 = -1396491.122159 nChanged 8 SP:Iteration 30Q (9397.026605 sec): 3 clusters Score: Raw -1398316.890086 + Penalty 1822.036696 = -1396494.853389 nChanged 3 SP:Iteration 31Q (9397.089546 sec): 3 clusters Score: Raw -1398319.638131 + Penalty 1822.036696 = -1396497.601435 nChanged 7 SP:Iteration 32Q (9397.161479 sec): 3 clusters Score: Raw -1398324.475824 + Penalty 1822.036696 = -1396502.439128 nChanged 6 SP:Iteration 33Q (9397.227536 sec): 3 clusters Score: Raw -1398327.571901 + Penalty 1822.036696 = -1396505.535205 nChanged 3 SP:Iteration 34Q (9397.289595 sec): 3 clusters Score: Raw -1398329.980856 + Penalty 1822.036696 = -1396507.944159 nChanged 6 SP:Iteration 35Q (9397.350608 sec): 3 clusters Score: Raw -1398333.018021 + Penalty 1822.036696 = -1396510.981325 nChanged 5 SP:Iteration 36Q (9397.417631 sec): 3 clusters Score: Raw -1398336.015576 + Penalty 1822.036696 = -1396513.978880 nChanged 5 SP:Iteration 37Q (9397.474941 sec): 3 clusters Score: Raw -1398339.824725 + Penalty 1822.036696 = -1396517.788029 nChanged 5 SP:Iteration 38Q (9397.541965 sec): 3 clusters Score: Raw -1398343.147701 + Penalty 1822.036696 = -1396521.111005 nChanged 3 SP:Iteration 39Q (9397.597665 sec): 3 clusters Score: Raw -1398345.841247 + Penalty 1822.036696 = -1396523.804550 nChanged 4 SP:Iteration 40F (9397.675935 sec): 3 clusters Score: Raw -1398349.238984 + Penalty 1822.036696 = -1396527.202288 nChanged 3 SP:Iteration 41Q (9397.740448 sec): 3 clusters Score: Raw -1398351.120956 + Penalty 1822.036696 = -1396529.084260 nChanged 0 SP:Iteration 42F (9397.805207 sec): 3 clusters Score: Raw -1398351.120956 + Penalty 1822.036696 = -1396529.084260 nChanged 0 Trying to split cluster 16 (22755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9397.855691 sec): 2 clusters Score: Raw -2135821.941414 + Penalty 953.091317 = -2134868.850097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9397.934862 sec): 3 clusters Score: Raw -2121682.939254 + Penalty 1906.182634 = -2119776.756620 nChanged 10544 SP:Iteration 1F (9398.009109 sec): 3 clusters Score: Raw -2128642.893220 + Penalty 1906.182634 = -2126736.710586 nChanged 1723 SP:Iteration 2F (9398.088032 sec): 3 clusters Score: Raw -2129899.978187 + Penalty 1906.182634 = -2127993.795553 nChanged 1820 SP:Iteration 3F (9398.167097 sec): 3 clusters Score: Raw -2131437.448212 + Penalty 1906.182634 = -2129531.265578 nChanged 1626 SP:Iteration 4F (9398.245990 sec): 3 clusters Score: Raw -2132915.660967 + Penalty 1906.182634 = -2131009.478333 nChanged 1336 SP:Iteration 5F (9398.324895 sec): 3 clusters Score: Raw -2133983.676571 + Penalty 1906.182634 = -2132077.493936 nChanged 876 SP:Iteration 6Q (9398.403772 sec): 3 clusters Score: Raw -2134505.885967 + Penalty 1906.182634 = -2132599.703333 nChanged 547 SP:Iteration 7Q (9398.482483 sec): 3 clusters Score: Raw -2134815.272851 + Penalty 1906.182634 = -2132909.090216 nChanged 408 SP:Iteration 8Q (9398.558254 sec): 3 clusters Score: Raw -2135071.774512 + Penalty 1906.182634 = -2133165.591878 nChanged 362 SP:Iteration 9Q (9398.634398 sec): 3 clusters Score: Raw -2135303.699367 + Penalty 1906.182634 = -2133397.516733 nChanged 326 SP:Iteration 10Q (9398.711040 sec): 3 clusters Score: Raw -2135471.858451 + Penalty 1906.182634 = -2133565.675817 nChanged 278 SP:Iteration 11Q (9398.788022 sec): 3 clusters Score: Raw -2135607.049633 + Penalty 1906.182634 = -2133700.866999 nChanged 246 SP:Iteration 12Q (9398.864603 sec): 3 clusters Score: Raw -2135703.814961 + Penalty 1906.182634 = -2133797.632327 nChanged 200 SP:Iteration 13Q (9398.941025 sec): 3 clusters Score: Raw -2135767.677451 + Penalty 1906.182634 = -2133861.494817 nChanged 149 SP:Iteration 14Q (9399.014193 sec): 3 clusters Score: Raw -2135808.763001 + Penalty 1906.182634 = -2133902.580367 nChanged 135 SP:Iteration 15Q (9399.090702 sec): 3 clusters Score: Raw -2135838.159567 + Penalty 1906.182634 = -2133931.976932 nChanged 101 SP:Iteration 16Q (9399.161860 sec): 3 clusters Score: Raw -2135856.953043 + Penalty 1906.182634 = -2133950.770409 nChanged 72 SP:Iteration 17Q (9399.234911 sec): 3 clusters Score: Raw -2135866.155787 + Penalty 1906.182634 = -2133959.973152 nChanged 40 SP:Iteration 18Q (9399.310611 sec): 3 clusters Score: Raw -2135870.011285 + Penalty 1906.182634 = -2133963.828651 nChanged 42 SP:Iteration 19Q (9399.384834 sec): 3 clusters Score: Raw -2135874.293853 + Penalty 1906.182634 = -2133968.111219 nChanged 42 SP:Iteration 20F (9399.462936 sec): 3 clusters Score: Raw -2135878.639614 + Penalty 1906.182634 = -2133972.456979 nChanged 43 SP:Iteration 21Q (9399.532427 sec): 3 clusters Score: Raw -2135883.591988 + Penalty 1906.182634 = -2133977.409354 nChanged 41 SP:Iteration 22Q (9399.601344 sec): 3 clusters Score: Raw -2135888.500768 + Penalty 1906.182634 = -2133982.318134 nChanged 38 SP:Iteration 23Q (9399.659483 sec): 3 clusters Score: Raw -2135892.920775 + Penalty 1906.182634 = -2133986.738141 nChanged 37 SP:Iteration 24Q (9399.732313 sec): 3 clusters Score: Raw -2135897.444852 + Penalty 1906.182634 = -2133991.262218 nChanged 35 SP:Iteration 25Q (9399.810611 sec): 3 clusters Score: Raw -2135901.013658 + Penalty 1906.182634 = -2133994.831023 nChanged 33 SP:Iteration 26Q (9399.882189 sec): 3 clusters Score: Raw -2135904.777756 + Penalty 1906.182634 = -2133998.595121 nChanged 28 SP:Iteration 27Q (9399.957690 sec): 3 clusters Score: Raw -2135907.394817 + Penalty 1906.182634 = -2134001.212183 nChanged 22 SP:Iteration 28Q (9400.028687 sec): 3 clusters Score: Raw -2135909.078267 + Penalty 1906.182634 = -2134002.895633 nChanged 30 SP:Iteration 29Q (9400.107253 sec): 3 clusters Score: Raw -2135911.838709 + Penalty 1906.182634 = -2134005.656075 nChanged 27 SP:Iteration 30Q (9400.182416 sec): 3 clusters Score: Raw -2135913.991546 + Penalty 1906.182634 = -2134007.808911 nChanged 25 SP:Iteration 31Q (9400.257747 sec): 3 clusters Score: Raw -2135915.942785 + Penalty 1906.182634 = -2134009.760150 nChanged 15 SP:Iteration 32Q (9400.332903 sec): 3 clusters Score: Raw -2135917.200550 + Penalty 1906.182634 = -2134011.017916 nChanged 17 SP:Iteration 33Q (9400.407329 sec): 3 clusters Score: Raw -2135918.573186 + Penalty 1906.182634 = -2134012.390552 nChanged 21 SP:Iteration 34Q (9400.482237 sec): 3 clusters Score: Raw -2135920.671816 + Penalty 1906.182634 = -2134014.489181 nChanged 16 SP:Iteration 35Q (9400.557404 sec): 3 clusters Score: Raw -2135922.015379 + Penalty 1906.182634 = -2134015.832745 nChanged 14 SP:Iteration 36Q (9400.632594 sec): 3 clusters Score: Raw -2135923.197722 + Penalty 1906.182634 = -2134017.015088 nChanged 15 SP:Iteration 37Q (9400.707737 sec): 3 clusters Score: Raw -2135924.263070 + Penalty 1906.182634 = -2134018.080435 nChanged 13 SP:Iteration 38Q (9400.775556 sec): 3 clusters Score: Raw -2135924.971338 + Penalty 1906.182634 = -2134018.788704 nChanged 10 SP:Iteration 39Q (9400.835399 sec): 3 clusters Score: Raw -2135925.684683 + Penalty 1906.182634 = -2134019.502048 nChanged 8 SP:Iteration 40F (9400.916711 sec): 3 clusters Score: Raw -2135926.248331 + Penalty 1906.182634 = -2134020.065697 nChanged 8 SP:Iteration 41Q (9400.986173 sec): 3 clusters Score: Raw -2135926.710811 + Penalty 1906.182634 = -2134020.528177 nChanged 8 SP:Iteration 42Q (9401.050031 sec): 3 clusters Score: Raw -2135927.435378 + Penalty 1906.182634 = -2134021.252743 nChanged 9 SP:Iteration 43Q (9401.127642 sec): 3 clusters Score: Raw -2135928.075283 + Penalty 1906.182634 = -2134021.892649 nChanged 9 SP:Iteration 44Q (9401.201047 sec): 3 clusters Score: Raw -2135928.428161 + Penalty 1906.182634 = -2134022.245527 nChanged 5 SP:Iteration 45Q (9401.266582 sec): 3 clusters Score: Raw -2135928.619133 + Penalty 1906.182634 = -2134022.436499 nChanged 7 SP:Iteration 46Q (9401.341008 sec): 3 clusters Score: Raw -2135928.902361 + Penalty 1906.182634 = -2134022.719726 nChanged 3 SP:Iteration 47Q (9401.422094 sec): 3 clusters Score: Raw -2135929.113309 + Penalty 1906.182634 = -2134022.930675 nChanged 5 SP:Iteration 48Q (9401.497221 sec): 3 clusters Score: Raw -2135929.350556 + Penalty 1906.182634 = -2134023.167921 nChanged 3 SP:Iteration 49Q (9401.561645 sec): 3 clusters Score: Raw -2135929.630329 + Penalty 1906.182634 = -2134023.447695 nChanged 6 SP:Iteration 50Q (9401.634006 sec): 3 clusters Score: Raw -2135929.961723 + Penalty 1906.182634 = -2134023.779089 nChanged 2 SP:Iteration 51Q (9401.701634 sec): 3 clusters Score: Raw -2135930.050845 + Penalty 1906.182634 = -2134023.868211 nChanged 2 SP:Iteration 52Q (9401.779259 sec): 3 clusters Score: Raw -2135930.159334 + Penalty 1906.182634 = -2134023.976700 nChanged 1 SP:Iteration 53Q (9401.852325 sec): 3 clusters Score: Raw -2135930.190717 + Penalty 1906.182634 = -2134024.008083 nChanged 1 SP:Iteration 54Q (9401.912757 sec): 3 clusters Score: Raw -2135930.223999 + Penalty 1906.182634 = -2134024.041365 nChanged 2 SP:Iteration 55Q (9401.991401 sec): 3 clusters Score: Raw -2135930.322210 + Penalty 1906.182634 = -2134024.139576 nChanged 0 SP:Iteration 56F (9402.068335 sec): 3 clusters Score: Raw -2135930.322210 + Penalty 1906.182634 = -2134024.139576 nChanged 0 Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9402.095507 sec): 2 clusters Score: Raw -16955.341184 + Penalty 502.863958 = -16452.477225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9402.141423 sec): 3 clusters Score: Raw -17010.136605 + Penalty 1005.727917 = -16004.408689 nChanged 51 SP:Iteration 1F (9402.185660 sec): 3 clusters Score: Raw -17113.312611 + Penalty 1005.727917 = -16107.584695 nChanged 15 SP:Iteration 2F (9402.237166 sec): 3 clusters Score: Raw -17140.851961 + Penalty 1005.727917 = -16135.124044 nChanged 9 SP:Iteration 3Q (9402.288989 sec): 3 clusters Score: Raw -17170.169508 + Penalty 1005.727917 = -16164.441591 nChanged 3 SP:Iteration 4Q (9402.329978 sec): 3 clusters Score: Raw -17180.386087 + Penalty 1005.727917 = -16174.658171 nChanged 5 SP:Iteration 5Q (9402.376211 sec): 3 clusters Score: Raw -17196.508243 + Penalty 1005.727917 = -16190.780326 nChanged 0 SP:Iteration 6F (9402.412511 sec): 3 clusters Score: Raw -17196.508243 + Penalty 1005.727917 = -16190.780326 nChanged 0 Trying to split cluster 18 (128280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9402.571994 sec): 2 clusters Score: Raw -12765682.133923 + Penalty 1117.387212 = -12764564.746711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9402.774747 sec): 3 clusters Score: Raw -12680412.917124 + Penalty 2234.774424 = -12678178.142700 nChanged 62421 SP:Iteration 1F (9402.938090 sec): 3 clusters Score: Raw -12717726.310700 + Penalty 2234.774424 = -12715491.536276 nChanged 4432 SP:Iteration 2Q (9403.142621 sec): 3 clusters Score: Raw -12718903.004347 + Penalty 2234.774424 = -12716668.229922 nChanged 4944 SP:Iteration 3Q (9403.350118 sec): 3 clusters Score: Raw -12720542.141910 + Penalty 2234.774424 = -12718307.367486 nChanged 5756 SP:Iteration 4Q (9403.549976 sec): 3 clusters Score: Raw -12722927.585210 + Penalty 2234.774424 = -12720692.810785 nChanged 6682 SP:Iteration 5F (9403.739779 sec): 3 clusters Score: Raw -12726467.915150 + Penalty 2234.774424 = -12724233.140725 nChanged 7479 SP:Iteration 6F (9403.927466 sec): 3 clusters Score: Raw -12731417.126642 + Penalty 2234.774424 = -12729182.352218 nChanged 7983 SP:Iteration 7F (9404.104338 sec): 3 clusters Score: Raw -12737762.213842 + Penalty 2234.774424 = -12735527.439417 nChanged 7482 SP:Iteration 8F (9404.292492 sec): 3 clusters Score: Raw -12743206.133226 + Penalty 2234.774424 = -12740971.358802 nChanged 5657 SP:Iteration 9Q (9404.495982 sec): 3 clusters Score: Raw -12746004.152672 + Penalty 2234.774424 = -12743769.378247 nChanged 3509 SP:Iteration 10Q (9404.676358 sec): 3 clusters Score: Raw -12747152.196678 + Penalty 2234.774424 = -12744917.422253 nChanged 2420 SP:Iteration 11Q (9404.871720 sec): 3 clusters Score: Raw -12747906.438245 + Penalty 2234.774424 = -12745671.663821 nChanged 2302 SP:Iteration 12Q (9405.062090 sec): 3 clusters Score: Raw -12748665.252646 + Penalty 2234.774424 = -12746430.478222 nChanged 2354 SP:Iteration 13Q (9405.262115 sec): 3 clusters Score: Raw -12749472.044322 + Penalty 2234.774424 = -12747237.269898 nChanged 2398 SP:Iteration 14Q (9405.457799 sec): 3 clusters Score: Raw -12750325.936923 + Penalty 2234.774424 = -12748091.162499 nChanged 2439 SP:Iteration 15Q (9405.642583 sec): 3 clusters Score: Raw -12751257.757790 + Penalty 2234.774424 = -12749022.983366 nChanged 2518 SP:Iteration 16Q (9405.835966 sec): 3 clusters Score: Raw -12752293.698121 + Penalty 2234.774424 = -12750058.923697 nChanged 2585 SP:Iteration 17Q (9406.025982 sec): 3 clusters Score: Raw -12753435.074462 + Penalty 2234.774424 = -12751200.300038 nChanged 2576 SP:Iteration 18Q (9406.218098 sec): 3 clusters Score: Raw -12754634.517037 + Penalty 2234.774424 = -12752399.742613 nChanged 2608 SP:Iteration 19Q (9406.411693 sec): 3 clusters Score: Raw -12755942.436112 + Penalty 2234.774424 = -12753707.661688 nChanged 2461 SP:Iteration 20F (9406.600530 sec): 3 clusters Score: Raw -12757222.032175 + Penalty 2234.774424 = -12754987.257751 nChanged 2390 SP:Iteration 21Q (9406.784629 sec): 3 clusters Score: Raw -12758508.225902 + Penalty 2234.774424 = -12756273.451478 nChanged 2216 SP:Iteration 22Q (9406.960918 sec): 3 clusters Score: Raw -12759735.984316 + Penalty 2234.774424 = -12757501.209892 nChanged 1981 SP:Iteration 23Q (9407.142264 sec): 3 clusters Score: Raw -12760837.400009 + Penalty 2234.774424 = -12758602.625585 nChanged 1807 SP:Iteration 24Q (9407.321002 sec): 3 clusters Score: Raw -12761870.510972 + Penalty 2234.774424 = -12759635.736548 nChanged 1566 SP:Iteration 25Q (9407.490607 sec): 3 clusters Score: Raw -12762748.870960 + Penalty 2234.774424 = -12760514.096536 nChanged 1333 SP:Iteration 26Q (9407.638138 sec): 3 clusters Score: Raw -12763500.281772 + Penalty 2234.774424 = -12761265.507347 nChanged 1097 SP:Iteration 27Q (9407.785975 sec): 3 clusters Score: Raw -12764135.622916 + Penalty 2234.774424 = -12761900.848491 nChanged 890 SP:Iteration 28Q (9407.960686 sec): 3 clusters Score: Raw -12764648.951367 + Penalty 2234.774424 = -12762414.176943 nChanged 630 SP:Iteration 29Q (9408.120815 sec): 3 clusters Score: Raw -12765001.030923 + Penalty 2234.774424 = -12762766.256499 nChanged 478 SP:Iteration 30Q (9408.280829 sec): 3 clusters Score: Raw -12765260.868859 + Penalty 2234.774424 = -12763026.094435 nChanged 327 SP:Iteration 31Q (9408.441370 sec): 3 clusters Score: Raw -12765424.642394 + Penalty 2234.774424 = -12763189.867970 nChanged 198 SP:Iteration 32Q (9408.602084 sec): 3 clusters Score: Raw -12765511.280861 + Penalty 2234.774424 = -12763276.506437 nChanged 151 SP:Iteration 33Q (9408.766359 sec): 3 clusters Score: Raw -12765572.365891 + Penalty 2234.774424 = -12763337.591467 nChanged 107 SP:Iteration 34Q (9408.937685 sec): 3 clusters Score: Raw -12765618.338121 + Penalty 2234.774424 = -12763383.563697 nChanged 84 SP:Iteration 35Q (9409.104908 sec): 3 clusters Score: Raw -12765656.177745 + Penalty 2234.774424 = -12763421.403321 nChanged 63 SP:Iteration 36Q (9409.272691 sec): 3 clusters Score: Raw -12765685.633088 + Penalty 2234.774424 = -12763450.858664 nChanged 54 SP:Iteration 37Q (9409.431203 sec): 3 clusters Score: Raw -12765707.316974 + Penalty 2234.774424 = -12763472.542550 nChanged 39 SP:Iteration 38Q (9409.567028 sec): 3 clusters Score: Raw -12765725.703275 + Penalty 2234.774424 = -12763490.928851 nChanged 37 SP:Iteration 39Q (9409.742138 sec): 3 clusters Score: Raw -12765744.349885 + Penalty 2234.774424 = -12763509.575461 nChanged 41 SP:Iteration 40F (9409.930840 sec): 3 clusters Score: Raw -12765766.844240 + Penalty 2234.774424 = -12763532.069815 nChanged 44 SP:Iteration 41Q (9410.090057 sec): 3 clusters Score: Raw -12765795.903106 + Penalty 2234.774424 = -12763561.128682 nChanged 30 SP:Iteration 42Q (9410.240984 sec): 3 clusters Score: Raw -12765810.330605 + Penalty 2234.774424 = -12763575.556181 nChanged 19 SP:Iteration 43Q (9410.391843 sec): 3 clusters Score: Raw -12765821.163946 + Penalty 2234.774424 = -12763586.389522 nChanged 7 SP:Iteration 44Q (9410.542407 sec): 3 clusters Score: Raw -12765824.585462 + Penalty 2234.774424 = -12763589.811038 nChanged 11 SP:Iteration 45Q (9410.699630 sec): 3 clusters Score: Raw -12765829.807646 + Penalty 2234.774424 = -12763595.033222 nChanged 12 SP:Iteration 46Q (9410.871474 sec): 3 clusters Score: Raw -12765836.395452 + Penalty 2234.774424 = -12763601.621027 nChanged 8 SP:Iteration 47Q (9411.032514 sec): 3 clusters Score: Raw -12765839.361327 + Penalty 2234.774424 = -12763604.586902 nChanged 6 SP:Iteration 48Q (9411.189283 sec): 3 clusters Score: Raw -12765841.976014 + Penalty 2234.774424 = -12763607.201590 nChanged 4 SP:Iteration 49Q (9411.351639 sec): 3 clusters Score: Raw -12765843.499611 + Penalty 2234.774424 = -12763608.725187 nChanged 3 SP:Iteration 50Q (9411.493975 sec): 3 clusters Score: Raw -12765844.555120 + Penalty 2234.774424 = -12763609.780695 nChanged 1 SP:Iteration 51Q (9411.645385 sec): 3 clusters Score: Raw -12765844.724486 + Penalty 2234.774424 = -12763609.950062 nChanged 2 SP:Iteration 52Q (9411.809159 sec): 3 clusters Score: Raw -12765845.025067 + Penalty 2234.774424 = -12763610.250643 nChanged 1 SP:Iteration 53Q (9411.968148 sec): 3 clusters Score: Raw -12765845.456407 + Penalty 2234.774424 = -12763610.681983 nChanged 4 SP:Iteration 54Q (9412.127473 sec): 3 clusters Score: Raw -12765847.254602 + Penalty 2234.774424 = -12763612.480178 nChanged 1 SP:Iteration 55Q (9412.291121 sec): 3 clusters Score: Raw -12765847.664973 + Penalty 2234.774424 = -12763612.890549 nChanged 1 SP:Iteration 56Q (9412.441060 sec): 3 clusters Score: Raw -12765848.159766 + Penalty 2234.774424 = -12763613.385342 nChanged 1 SP:Iteration 57Q (9412.600714 sec): 3 clusters Score: Raw -12765848.426501 + Penalty 2234.774424 = -12763613.652077 nChanged 1 SP:Iteration 58Q (9412.746525 sec): 3 clusters Score: Raw -12765848.734774 + Penalty 2234.774424 = -12763613.960349 nChanged 1 SP:Iteration 59Q (9412.906757 sec): 3 clusters Score: Raw -12765849.067586 + Penalty 2234.774424 = -12763614.293161 nChanged 1 SP:Iteration 60F (9413.090639 sec): 3 clusters Score: Raw -12765849.324792 + Penalty 2234.774424 = -12763614.550367 nChanged 0 Trying to split cluster 19 (3285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9413.122962 sec): 2 clusters Score: Raw -284268.929064 + Penalty 769.226583 = -283499.702481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9413.175999 sec): 3 clusters Score: Raw -282520.240876 + Penalty 1538.453167 = -280981.787709 nChanged 1346 SP:Iteration 1F (9413.220364 sec): 3 clusters Score: Raw -283287.289702 + Penalty 1538.453167 = -281748.836535 nChanged 257 SP:Iteration 2F (9413.282072 sec): 3 clusters Score: Raw -283441.574757 + Penalty 1538.453167 = -281903.121590 nChanged 188 SP:Iteration 3F (9413.337527 sec): 3 clusters Score: Raw -283564.371830 + Penalty 1538.453167 = -282025.918663 nChanged 183 SP:Iteration 4F (9413.377736 sec): 3 clusters Score: Raw -283664.859677 + Penalty 1538.453167 = -282126.406511 nChanged 148 SP:Iteration 5Q (9413.439717 sec): 3 clusters Score: Raw -283750.606752 + Penalty 1538.453167 = -282212.153585 nChanged 160 SP:Iteration 6Q (9413.478659 sec): 3 clusters Score: Raw -283849.832896 + Penalty 1538.453167 = -282311.379729 nChanged 145 SP:Iteration 7Q (9413.543927 sec): 3 clusters Score: Raw -283922.911194 + Penalty 1538.453167 = -282384.458027 nChanged 117 SP:Iteration 8Q (9413.593121 sec): 3 clusters Score: Raw -283985.391308 + Penalty 1538.453167 = -282446.938141 nChanged 123 SP:Iteration 9Q (9413.640083 sec): 3 clusters Score: Raw -284047.569758 + Penalty 1538.453167 = -282509.116591 nChanged 104 SP:Iteration 10Q (9413.687657 sec): 3 clusters Score: Raw -284103.888860 + Penalty 1538.453167 = -282565.435693 nChanged 110 SP:Iteration 11Q (9413.743848 sec): 3 clusters Score: Raw -284157.870754 + Penalty 1538.453167 = -282619.417587 nChanged 84 SP:Iteration 12Q (9413.784237 sec): 3 clusters Score: Raw -284199.277617 + Penalty 1538.453167 = -282660.824450 nChanged 76 SP:Iteration 13Q (9413.842320 sec): 3 clusters Score: Raw -284230.720191 + Penalty 1538.453167 = -282692.267024 nChanged 60 SP:Iteration 14Q (9413.881055 sec): 3 clusters Score: Raw -284253.184510 + Penalty 1538.453167 = -282714.731343 nChanged 50 SP:Iteration 15Q (9413.926580 sec): 3 clusters Score: Raw -284273.142656 + Penalty 1538.453167 = -282734.689490 nChanged 45 SP:Iteration 16Q (9413.982538 sec): 3 clusters Score: Raw -284290.312869 + Penalty 1538.453167 = -282751.859702 nChanged 37 SP:Iteration 17Q (9414.029843 sec): 3 clusters Score: Raw -284300.963534 + Penalty 1538.453167 = -282762.510368 nChanged 22 SP:Iteration 18Q (9414.074925 sec): 3 clusters Score: Raw -284309.275039 + Penalty 1538.453167 = -282770.821872 nChanged 28 SP:Iteration 19Q (9414.124971 sec): 3 clusters Score: Raw -284320.855376 + Penalty 1538.453167 = -282782.402209 nChanged 27 SP:Iteration 20F (9414.177834 sec): 3 clusters Score: Raw -284331.992236 + Penalty 1538.453167 = -282793.539069 nChanged 21 SP:Iteration 21Q (9414.222864 sec): 3 clusters Score: Raw -284338.229048 + Penalty 1538.453167 = -282799.775881 nChanged 16 SP:Iteration 22Q (9414.278351 sec): 3 clusters Score: Raw -284345.562826 + Penalty 1538.453167 = -282807.109660 nChanged 16 SP:Iteration 23Q (9414.324619 sec): 3 clusters Score: Raw -284351.125149 + Penalty 1538.453167 = -282812.671982 nChanged 19 SP:Iteration 24Q (9414.372387 sec): 3 clusters Score: Raw -284358.411530 + Penalty 1538.453167 = -282819.958363 nChanged 17 SP:Iteration 25Q (9414.415343 sec): 3 clusters Score: Raw -284362.943728 + Penalty 1538.453167 = -282824.490561 nChanged 12 SP:Iteration 26Q (9414.452456 sec): 3 clusters Score: Raw -284367.034589 + Penalty 1538.453167 = -282828.581422 nChanged 9 SP:Iteration 27Q (9414.499535 sec): 3 clusters Score: Raw -284372.362614 + Penalty 1538.453167 = -282833.909447 nChanged 9 SP:Iteration 28Q (9414.552719 sec): 3 clusters Score: Raw -284375.319336 + Penalty 1538.453167 = -282836.866169 nChanged 10 SP:Iteration 29Q (9414.602709 sec): 3 clusters Score: Raw -284377.806618 + Penalty 1538.453167 = -282839.353452 nChanged 9 SP:Iteration 30Q (9414.650369 sec): 3 clusters Score: Raw -284380.020269 + Penalty 1538.453167 = -282841.567102 nChanged 7 SP:Iteration 31Q (9414.683311 sec): 3 clusters Score: Raw -284382.139412 + Penalty 1538.453167 = -282843.686245 nChanged 11 SP:Iteration 32Q (9414.735679 sec): 3 clusters Score: Raw -284384.626655 + Penalty 1538.453167 = -282846.173488 nChanged 11 SP:Iteration 33Q (9414.788045 sec): 3 clusters Score: Raw -284387.518120 + Penalty 1538.453167 = -282849.064953 nChanged 10 SP:Iteration 34Q (9414.839689 sec): 3 clusters Score: Raw -284391.310266 + Penalty 1538.453167 = -282852.857099 nChanged 8 SP:Iteration 35Q (9414.891638 sec): 3 clusters Score: Raw -284393.736579 + Penalty 1538.453167 = -282855.283412 nChanged 3 SP:Iteration 36Q (9414.944131 sec): 3 clusters Score: Raw -284394.792674 + Penalty 1538.453167 = -282856.339507 nChanged 3 SP:Iteration 37Q (9414.997627 sec): 3 clusters Score: Raw -284397.360050 + Penalty 1538.453167 = -282858.906883 nChanged 4 SP:Iteration 38Q (9415.043398 sec): 3 clusters Score: Raw -284400.257267 + Penalty 1538.453167 = -282861.804100 nChanged 10 SP:Iteration 39Q (9415.085465 sec): 3 clusters Score: Raw -284404.200857 + Penalty 1538.453167 = -282865.747690 nChanged 12 SP:Iteration 40F (9415.135647 sec): 3 clusters Score: Raw -284407.208933 + Penalty 1538.453167 = -282868.755767 nChanged 9 SP:Iteration 41Q (9415.184354 sec): 3 clusters Score: Raw -284408.838947 + Penalty 1538.453167 = -282870.385780 nChanged 3 SP:Iteration 42Q (9415.226766 sec): 3 clusters Score: Raw -284409.437270 + Penalty 1538.453167 = -282870.984103 nChanged 4 SP:Iteration 43Q (9415.286296 sec): 3 clusters Score: Raw -284410.240180 + Penalty 1538.453167 = -282871.787014 nChanged 6 SP:Iteration 44Q (9415.330443 sec): 3 clusters Score: Raw -284411.688818 + Penalty 1538.453167 = -282873.235651 nChanged 7 SP:Iteration 45Q (9415.384782 sec): 3 clusters Score: Raw -284413.727261 + Penalty 1538.453167 = -282875.274095 nChanged 5 SP:Iteration 46Q (9415.430352 sec): 3 clusters Score: Raw -284415.516419 + Penalty 1538.453167 = -282877.063253 nChanged 6 SP:Iteration 47Q (9415.475764 sec): 3 clusters Score: Raw -284417.808163 + Penalty 1538.453167 = -282879.354996 nChanged 7 SP:Iteration 48Q (9415.534317 sec): 3 clusters Score: Raw -284420.076116 + Penalty 1538.453167 = -282881.622949 nChanged 3 SP:Iteration 49Q (9415.591701 sec): 3 clusters Score: Raw -284421.387862 + Penalty 1538.453167 = -282882.934695 nChanged 7 SP:Iteration 50Q (9415.642824 sec): 3 clusters Score: Raw -284424.384439 + Penalty 1538.453167 = -282885.931272 nChanged 5 SP:Iteration 51Q (9415.696154 sec): 3 clusters Score: Raw -284425.729815 + Penalty 1538.453167 = -282887.276648 nChanged 3 SP:Iteration 52Q (9415.747072 sec): 3 clusters Score: Raw -284426.530531 + Penalty 1538.453167 = -282888.077364 nChanged 3 SP:Iteration 53Q (9415.791837 sec): 3 clusters Score: Raw -284427.304182 + Penalty 1538.453167 = -282888.851015 nChanged 2 SP:Iteration 54Q (9415.851138 sec): 3 clusters Score: Raw -284427.706756 + Penalty 1538.453167 = -282889.253589 nChanged 2 SP:Iteration 55Q (9415.901856 sec): 3 clusters Score: Raw -284427.951852 + Penalty 1538.453167 = -282889.498685 nChanged 0 SP:Iteration 56F (9415.949291 sec): 3 clusters Score: Raw -284427.951852 + Penalty 1538.453167 = -282889.498685 nChanged 0 Trying to split cluster 20 (28564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9416.005558 sec): 2 clusters Score: Raw -2492054.502688 + Penalty 974.690734 = -2491079.811954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9416.090794 sec): 3 clusters Score: Raw -2473898.563497 + Penalty 1949.381468 = -2471949.182029 nChanged 13471 SP:Iteration 1F (9416.173713 sec): 3 clusters Score: Raw -2481761.046979 + Penalty 1949.381468 = -2479811.665511 nChanged 1501 SP:Iteration 2F (9416.259422 sec): 3 clusters Score: Raw -2482374.267530 + Penalty 1949.381468 = -2480424.886062 nChanged 1573 SP:Iteration 3F (9416.344115 sec): 3 clusters Score: Raw -2483086.230007 + Penalty 1949.381468 = -2481136.848539 nChanged 1601 SP:Iteration 4F (9416.412294 sec): 3 clusters Score: Raw -2483933.161157 + Penalty 1949.381468 = -2481983.779689 nChanged 1635 SP:Iteration 5F (9416.497858 sec): 3 clusters Score: Raw -2484879.162408 + Penalty 1949.381468 = -2482929.780941 nChanged 1691 SP:Iteration 6F (9416.586219 sec): 3 clusters Score: Raw -2485931.284936 + Penalty 1949.381468 = -2483981.903468 nChanged 1684 SP:Iteration 7F (9416.659154 sec): 3 clusters Score: Raw -2487068.740539 + Penalty 1949.381468 = -2485119.359071 nChanged 1511 SP:Iteration 8F (9416.750220 sec): 3 clusters Score: Raw -2488129.108168 + Penalty 1949.381468 = -2486179.726700 nChanged 1284 SP:Iteration 9Q (9416.835887 sec): 3 clusters Score: Raw -2488986.571968 + Penalty 1949.381468 = -2487037.190500 nChanged 1067 SP:Iteration 10Q (9416.921788 sec): 3 clusters Score: Raw -2489650.587482 + Penalty 1949.381468 = -2487701.206014 nChanged 846 SP:Iteration 11Q (9417.000531 sec): 3 clusters Score: Raw -2490135.348654 + Penalty 1949.381468 = -2488185.967186 nChanged 659 SP:Iteration 12Q (9417.084812 sec): 3 clusters Score: Raw -2490476.077839 + Penalty 1949.381468 = -2488526.696371 nChanged 555 SP:Iteration 13Q (9417.166588 sec): 3 clusters Score: Raw -2490751.380232 + Penalty 1949.381468 = -2488801.998764 nChanged 478 SP:Iteration 14Q (9417.234230 sec): 3 clusters Score: Raw -2490985.322375 + Penalty 1949.381468 = -2489035.940907 nChanged 414 SP:Iteration 15Q (9417.314842 sec): 3 clusters Score: Raw -2491188.098387 + Penalty 1949.381468 = -2489238.716919 nChanged 362 SP:Iteration 16Q (9417.397380 sec): 3 clusters Score: Raw -2491355.458369 + Penalty 1949.381468 = -2489406.076901 nChanged 309 SP:Iteration 17Q (9417.475732 sec): 3 clusters Score: Raw -2491499.770426 + Penalty 1949.381468 = -2489550.388958 nChanged 290 SP:Iteration 18Q (9417.556699 sec): 3 clusters Score: Raw -2491643.300645 + Penalty 1949.381468 = -2489693.919177 nChanged 283 SP:Iteration 19Q (9417.634993 sec): 3 clusters Score: Raw -2491794.935508 + Penalty 1949.381468 = -2489845.554040 nChanged 236 SP:Iteration 20F (9417.712737 sec): 3 clusters Score: Raw -2491907.781403 + Penalty 1949.381468 = -2489958.399935 nChanged 195 SP:Iteration 21Q (9417.774532 sec): 3 clusters Score: Raw -2491986.730123 + Penalty 1949.381468 = -2490037.348655 nChanged 138 SP:Iteration 22Q (9417.859393 sec): 3 clusters Score: Raw -2492040.047696 + Penalty 1949.381468 = -2490090.666228 nChanged 117 SP:Iteration 23Q (9417.939928 sec): 3 clusters Score: Raw -2492079.870995 + Penalty 1949.381468 = -2490130.489527 nChanged 93 SP:Iteration 24Q (9418.020394 sec): 3 clusters Score: Raw -2492111.457480 + Penalty 1949.381468 = -2490162.076012 nChanged 82 SP:Iteration 25Q (9418.100555 sec): 3 clusters Score: Raw -2492137.481872 + Penalty 1949.381468 = -2490188.100404 nChanged 69 SP:Iteration 26Q (9418.177523 sec): 3 clusters Score: Raw -2492157.349652 + Penalty 1949.381468 = -2490207.968184 nChanged 67 SP:Iteration 27Q (9418.249938 sec): 3 clusters Score: Raw -2492175.954727 + Penalty 1949.381468 = -2490226.573260 nChanged 55 SP:Iteration 28Q (9418.321324 sec): 3 clusters Score: Raw -2492193.304288 + Penalty 1949.381468 = -2490243.922820 nChanged 46 SP:Iteration 29Q (9418.399839 sec): 3 clusters Score: Raw -2492208.851561 + Penalty 1949.381468 = -2490259.470093 nChanged 55 SP:Iteration 30Q (9418.480091 sec): 3 clusters Score: Raw -2492225.559803 + Penalty 1949.381468 = -2490276.178335 nChanged 46 SP:Iteration 31Q (9418.548710 sec): 3 clusters Score: Raw -2492241.021311 + Penalty 1949.381468 = -2490291.639843 nChanged 44 SP:Iteration 32Q (9418.625139 sec): 3 clusters Score: Raw -2492255.326387 + Penalty 1949.381468 = -2490305.944919 nChanged 37 SP:Iteration 33Q (9418.703876 sec): 3 clusters Score: Raw -2492268.046682 + Penalty 1949.381468 = -2490318.665214 nChanged 42 SP:Iteration 34Q (9418.770625 sec): 3 clusters Score: Raw -2492281.813601 + Penalty 1949.381468 = -2490332.432133 nChanged 36 SP:Iteration 35Q (9418.854902 sec): 3 clusters Score: Raw -2492293.500018 + Penalty 1949.381468 = -2490344.118550 nChanged 29 SP:Iteration 36Q (9418.932265 sec): 3 clusters Score: Raw -2492302.002230 + Penalty 1949.381468 = -2490352.620762 nChanged 29 SP:Iteration 37Q (9419.007075 sec): 3 clusters Score: Raw -2492311.260358 + Penalty 1949.381468 = -2490361.878890 nChanged 18 SP:Iteration 38Q (9419.085306 sec): 3 clusters Score: Raw -2492316.038223 + Penalty 1949.381468 = -2490366.656755 nChanged 19 SP:Iteration 39Q (9419.160776 sec): 3 clusters Score: Raw -2492321.494389 + Penalty 1949.381468 = -2490372.112922 nChanged 18 SP:Iteration 40F (9419.229784 sec): 3 clusters Score: Raw -2492327.062013 + Penalty 1949.381468 = -2490377.680545 nChanged 9 SP:Iteration 41Q (9419.306936 sec): 3 clusters Score: Raw -2492329.697976 + Penalty 1949.381468 = -2490380.316508 nChanged 10 SP:Iteration 42Q (9419.386213 sec): 3 clusters Score: Raw -2492332.260649 + Penalty 1949.381468 = -2490382.879181 nChanged 9 SP:Iteration 43Q (9419.463173 sec): 3 clusters Score: Raw -2492336.554279 + Penalty 1949.381468 = -2490387.172811 nChanged 12 SP:Iteration 44Q (9419.540402 sec): 3 clusters Score: Raw -2492340.097472 + Penalty 1949.381468 = -2490390.716004 nChanged 14 SP:Iteration 45Q (9419.617183 sec): 3 clusters Score: Raw -2492345.547289 + Penalty 1949.381468 = -2490396.165822 nChanged 16 SP:Iteration 46Q (9419.683866 sec): 3 clusters Score: Raw -2492351.008208 + Penalty 1949.381468 = -2490401.626740 nChanged 19 SP:Iteration 47Q (9419.762484 sec): 3 clusters Score: Raw -2492355.619234 + Penalty 1949.381468 = -2490406.237766 nChanged 11 SP:Iteration 48Q (9419.826645 sec): 3 clusters Score: Raw -2492358.647031 + Penalty 1949.381468 = -2490409.265563 nChanged 10 SP:Iteration 49Q (9419.906309 sec): 3 clusters Score: Raw -2492360.855242 + Penalty 1949.381468 = -2490411.473774 nChanged 3 SP:Iteration 50Q (9419.969476 sec): 3 clusters Score: Raw -2492361.625190 + Penalty 1949.381468 = -2490412.243722 nChanged 6 SP:Iteration 51Q (9420.053932 sec): 3 clusters Score: Raw -2492363.677318 + Penalty 1949.381468 = -2490414.295850 nChanged 8 SP:Iteration 52Q (9420.120040 sec): 3 clusters Score: Raw -2492366.104268 + Penalty 1949.381468 = -2490416.722800 nChanged 4 SP:Iteration 53Q (9420.172630 sec): 3 clusters Score: Raw -2492366.636800 + Penalty 1949.381468 = -2490417.255332 nChanged 3 SP:Iteration 54Q (9420.243153 sec): 3 clusters Score: Raw -2492367.053798 + Penalty 1949.381468 = -2490417.672330 nChanged 4 SP:Iteration 55Q (9420.322801 sec): 3 clusters Score: Raw -2492367.572967 + Penalty 1949.381468 = -2490418.191499 nChanged 1 SP:Iteration 56Q (9420.390969 sec): 3 clusters Score: Raw -2492367.997558 + Penalty 1949.381468 = -2490418.616091 nChanged 1 SP:Iteration 57Q (9420.455931 sec): 3 clusters Score: Raw -2492368.147282 + Penalty 1949.381468 = -2490418.765814 nChanged 2 SP:Iteration 58Q (9420.516614 sec): 3 clusters Score: Raw -2492368.541666 + Penalty 1949.381468 = -2490419.160198 nChanged 1 SP:Iteration 59Q (9420.588665 sec): 3 clusters Score: Raw -2492369.230506 + Penalty 1949.381468 = -2490419.849038 nChanged 3 SP:Iteration 60F (9420.648648 sec): 3 clusters Score: Raw -2492370.019545 + Penalty 1949.381468 = -2490420.638077 nChanged 5 SP:Iteration 61Q (9420.716478 sec): 3 clusters Score: Raw -2492371.270047 + Penalty 1949.381468 = -2490421.888579 nChanged 6 SP:Iteration 62Q (9420.796974 sec): 3 clusters Score: Raw -2492372.824328 + Penalty 1949.381468 = -2490423.442860 nChanged 3 SP:Iteration 63Q (9420.861961 sec): 3 clusters Score: Raw -2492374.153893 + Penalty 1949.381468 = -2490424.772425 nChanged 3 SP:Iteration 64Q (9420.932460 sec): 3 clusters Score: Raw -2492375.049146 + Penalty 1949.381468 = -2490425.667678 nChanged 4 SP:Iteration 65Q (9421.007067 sec): 3 clusters Score: Raw -2492376.014425 + Penalty 1949.381468 = -2490426.632957 nChanged 4 SP:Iteration 66Q (9421.077600 sec): 3 clusters Score: Raw -2492376.798750 + Penalty 1949.381468 = -2490427.417282 nChanged 0 SP:Iteration 67F (9421.157422 sec): 3 clusters Score: Raw -2492376.798750 + Penalty 1949.381468 = -2490427.417282 nChanged 0 Trying to split cluster 21 (2780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9421.174447 sec): 2 clusters Score: Raw -266172.446162 + Penalty 753.369590 = -265419.076572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9421.228531 sec): 3 clusters Score: Raw -264754.038513 + Penalty 1506.739179 = -263247.299334 nChanged 1110 SP:Iteration 1F (9421.273749 sec): 3 clusters Score: Raw -265514.137190 + Penalty 1506.739179 = -264007.398011 nChanged 273 SP:Iteration 2F (9421.316284 sec): 3 clusters Score: Raw -265794.956177 + Penalty 1506.739179 = -264288.216998 nChanged 242 SP:Iteration 3F (9421.361550 sec): 3 clusters Score: Raw -266056.434855 + Penalty 1506.739179 = -264549.695676 nChanged 203 SP:Iteration 4F (9421.401899 sec): 3 clusters Score: Raw -266242.771068 + Penalty 1506.739179 = -264736.031889 nChanged 146 SP:Iteration 5F (9421.448144 sec): 3 clusters Score: Raw -266352.919680 + Penalty 1506.739179 = -264846.180501 nChanged 93 SP:Iteration 6Q (9421.499383 sec): 3 clusters Score: Raw -266408.106916 + Penalty 1506.739179 = -264901.367737 nChanged 70 SP:Iteration 7Q (9421.527779 sec): 3 clusters Score: Raw -266447.474895 + Penalty 1506.739179 = -264940.735715 nChanged 62 SP:Iteration 8Q (9421.575277 sec): 3 clusters Score: Raw -266479.617405 + Penalty 1506.739179 = -264972.878225 nChanged 46 SP:Iteration 9Q (9421.631828 sec): 3 clusters Score: Raw -266502.885917 + Penalty 1506.739179 = -264996.146738 nChanged 38 SP:Iteration 10Q (9421.671267 sec): 3 clusters Score: Raw -266531.317410 + Penalty 1506.739179 = -265024.578231 nChanged 42 SP:Iteration 11Q (9421.713869 sec): 3 clusters Score: Raw -266562.071740 + Penalty 1506.739179 = -265055.332561 nChanged 30 SP:Iteration 12Q (9421.750449 sec): 3 clusters Score: Raw -266583.096218 + Penalty 1506.739179 = -265076.357039 nChanged 22 SP:Iteration 13Q (9421.794777 sec): 3 clusters Score: Raw -266597.626413 + Penalty 1506.739179 = -265090.887234 nChanged 22 SP:Iteration 14Q (9421.836126 sec): 3 clusters Score: Raw -266608.506457 + Penalty 1506.739179 = -265101.767278 nChanged 14 SP:Iteration 15Q (9421.880083 sec): 3 clusters Score: Raw -266617.063351 + Penalty 1506.739179 = -265110.324172 nChanged 7 SP:Iteration 16Q (9421.928013 sec): 3 clusters Score: Raw -266620.526893 + Penalty 1506.739179 = -265113.787713 nChanged 3 SP:Iteration 17Q (9421.976459 sec): 3 clusters Score: Raw -266622.379539 + Penalty 1506.739179 = -265115.640359 nChanged 5 SP:Iteration 18Q (9422.012319 sec): 3 clusters Score: Raw -266626.007083 + Penalty 1506.739179 = -265119.267904 nChanged 6 SP:Iteration 19Q (9422.060112 sec): 3 clusters Score: Raw -266628.524549 + Penalty 1506.739179 = -265121.785369 nChanged 1 SP:Iteration 20F (9422.090404 sec): 3 clusters Score: Raw -266628.732890 + Penalty 1506.739179 = -265121.993711 nChanged 0 Trying to split cluster 22 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9422.110304 sec): 2 clusters Score: Raw -63137.373340 + Penalty 608.339549 = -62529.033791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9422.154057 sec): 3 clusters Score: Raw -62929.380055 + Penalty 1216.679098 = -61712.700957 nChanged 180 SP:Iteration 1F (9422.187565 sec): 3 clusters Score: Raw -63092.391582 + Penalty 1216.679098 = -61875.712485 nChanged 49 SP:Iteration 2F (9422.228982 sec): 3 clusters Score: Raw -63142.101991 + Penalty 1216.679098 = -61925.422894 nChanged 28 SP:Iteration 3Q (9422.281163 sec): 3 clusters Score: Raw -63162.213045 + Penalty 1216.679098 = -61945.533947 nChanged 7 SP:Iteration 4Q (9422.314430 sec): 3 clusters Score: Raw -63168.848979 + Penalty 1216.679098 = -61952.169881 nChanged 4 SP:Iteration 5Q (9422.360285 sec): 3 clusters Score: Raw -63172.631311 + Penalty 1216.679098 = -61955.952214 nChanged 6 SP:Iteration 6Q (9422.403962 sec): 3 clusters Score: Raw -63176.686507 + Penalty 1216.679098 = -61960.007410 nChanged 3 SP:Iteration 7Q (9422.440817 sec): 3 clusters Score: Raw -63178.321831 + Penalty 1216.679098 = -61961.642733 nChanged 2 SP:Iteration 8Q (9422.486731 sec): 3 clusters Score: Raw -63179.944777 + Penalty 1216.679098 = -61963.265679 nChanged 1 SP:Iteration 9Q (9422.523819 sec): 3 clusters Score: Raw -63181.646692 + Penalty 1216.679098 = -61964.967594 nChanged 1 SP:Iteration 10Q (9422.542391 sec): 3 clusters Score: Raw -63182.469681 + Penalty 1216.679098 = -61965.790584 nChanged 1 SP:Iteration 11Q (9422.576109 sec): 3 clusters Score: Raw -63183.338543 + Penalty 1216.679098 = -61966.659445 nChanged 1 SP:Iteration 12Q (9422.618223 sec): 3 clusters Score: Raw -63183.764679 + Penalty 1216.679098 = -61967.085581 nChanged 0 SP:Iteration 13F (9422.652345 sec): 3 clusters Score: Raw -63183.764679 + Penalty 1216.679098 = -61967.085581 nChanged 0 Trying to split cluster 23 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9422.679903 sec): 2 clusters Score: Raw -45146.486791 + Penalty 592.640839 = -44553.845952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9422.718702 sec): 3 clusters Score: Raw -45026.879132 + Penalty 1185.281679 = -43841.597453 nChanged 157 SP:Iteration 1F (9422.754407 sec): 3 clusters Score: Raw -45179.856690 + Penalty 1185.281679 = -43994.575012 nChanged 39 SP:Iteration 2F (9422.793166 sec): 3 clusters Score: Raw -45227.526800 + Penalty 1185.281679 = -44042.245121 nChanged 27 SP:Iteration 3F (9422.836578 sec): 3 clusters Score: Raw -45251.508507 + Penalty 1185.281679 = -44066.226828 nChanged 16 SP:Iteration 4Q (9422.877520 sec): 3 clusters Score: Raw -45277.272446 + Penalty 1185.281679 = -44091.990767 nChanged 15 SP:Iteration 5Q (9422.917894 sec): 3 clusters Score: Raw -45289.201684 + Penalty 1185.281679 = -44103.920006 nChanged 7 SP:Iteration 6Q (9422.961445 sec): 3 clusters Score: Raw -45294.685596 + Penalty 1185.281679 = -44109.403917 nChanged 3 SP:Iteration 7Q (9422.991955 sec): 3 clusters Score: Raw -45296.969609 + Penalty 1185.281679 = -44111.687931 nChanged 4 SP:Iteration 8Q (9423.021487 sec): 3 clusters Score: Raw -45305.649155 + Penalty 1185.281679 = -44120.367476 nChanged 3 SP:Iteration 9Q (9423.046281 sec): 3 clusters Score: Raw -45308.435853 + Penalty 1185.281679 = -44123.154174 nChanged 1 SP:Iteration 10Q (9423.070816 sec): 3 clusters Score: Raw -45308.725843 + Penalty 1185.281679 = -44123.444165 nChanged 0 SP:Iteration 11F (9423.112613 sec): 3 clusters Score: Raw -45308.725843 + Penalty 1185.281679 = -44123.444165 nChanged 0 Trying to split cluster 24 (5782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9423.144564 sec): 2 clusters Score: Raw -575114.573306 + Penalty 822.937968 = -574291.635339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9423.199536 sec): 3 clusters Score: Raw -571923.650960 + Penalty 1645.875935 = -570277.775025 nChanged 2475 SP:Iteration 1F (9423.241805 sec): 3 clusters Score: Raw -573392.920270 + Penalty 1645.875935 = -571747.044334 nChanged 396 SP:Iteration 2F (9423.297051 sec): 3 clusters Score: Raw -573598.753516 + Penalty 1645.875935 = -571952.877580 nChanged 323 SP:Iteration 3F (9423.344879 sec): 3 clusters Score: Raw -573779.505386 + Penalty 1645.875935 = -572133.629451 nChanged 329 SP:Iteration 4F (9423.383574 sec): 3 clusters Score: Raw -573980.906708 + Penalty 1645.875935 = -572335.030773 nChanged 301 SP:Iteration 5F (9423.440728 sec): 3 clusters Score: Raw -574174.176563 + Penalty 1645.875935 = -572528.300628 nChanged 264 SP:Iteration 6Q (9423.482454 sec): 3 clusters Score: Raw -574357.793678 + Penalty 1645.875935 = -572711.917742 nChanged 243 SP:Iteration 7Q (9423.517096 sec): 3 clusters Score: Raw -574537.849481 + Penalty 1645.875935 = -572891.973546 nChanged 198 SP:Iteration 8Q (9423.549578 sec): 3 clusters Score: Raw -574671.274961 + Penalty 1645.875935 = -573025.399026 nChanged 151 SP:Iteration 9Q (9423.595283 sec): 3 clusters Score: Raw -574774.996074 + Penalty 1645.875935 = -573129.120138 nChanged 120 SP:Iteration 10Q (9423.640057 sec): 3 clusters Score: Raw -574845.607065 + Penalty 1645.875935 = -573199.731129 nChanged 98 SP:Iteration 11Q (9423.687314 sec): 3 clusters Score: Raw -574902.327956 + Penalty 1645.875935 = -573256.452021 nChanged 84 SP:Iteration 12Q (9423.740253 sec): 3 clusters Score: Raw -574949.410038 + Penalty 1645.875935 = -573303.534103 nChanged 82 SP:Iteration 13Q (9423.794507 sec): 3 clusters Score: Raw -574992.222816 + Penalty 1645.875935 = -573346.346880 nChanged 56 SP:Iteration 14Q (9423.841545 sec): 3 clusters Score: Raw -575023.106784 + Penalty 1645.875935 = -573377.230848 nChanged 47 SP:Iteration 15Q (9423.885205 sec): 3 clusters Score: Raw -575048.941810 + Penalty 1645.875935 = -573403.065875 nChanged 45 SP:Iteration 16Q (9423.923080 sec): 3 clusters Score: Raw -575077.440824 + Penalty 1645.875935 = -573431.564889 nChanged 43 SP:Iteration 17Q (9423.975416 sec): 3 clusters Score: Raw -575111.654435 + Penalty 1645.875935 = -573465.778500 nChanged 34 SP:Iteration 18Q (9424.022302 sec): 3 clusters Score: Raw -575132.377708 + Penalty 1645.875935 = -573486.501773 nChanged 24 SP:Iteration 19Q (9424.060026 sec): 3 clusters Score: Raw -575148.056402 + Penalty 1645.875935 = -573502.180467 nChanged 21 SP:Iteration 20F (9424.112183 sec): 3 clusters Score: Raw -575161.063145 + Penalty 1645.875935 = -573515.187210 nChanged 16 SP:Iteration 21Q (9424.156672 sec): 3 clusters Score: Raw -575171.802078 + Penalty 1645.875935 = -573525.926143 nChanged 19 SP:Iteration 22Q (9424.202332 sec): 3 clusters Score: Raw -575183.050805 + Penalty 1645.875935 = -573537.174870 nChanged 13 SP:Iteration 23Q (9424.250396 sec): 3 clusters Score: Raw -575188.755464 + Penalty 1645.875935 = -573542.879529 nChanged 8 SP:Iteration 24Q (9424.291708 sec): 3 clusters Score: Raw -575192.376005 + Penalty 1645.875935 = -573546.500070 nChanged 10 SP:Iteration 25Q (9424.326978 sec): 3 clusters Score: Raw -575198.501876 + Penalty 1645.875935 = -573552.625941 nChanged 8 SP:Iteration 26Q (9424.374626 sec): 3 clusters Score: Raw -575204.176389 + Penalty 1645.875935 = -573558.300454 nChanged 16 SP:Iteration 27Q (9424.423317 sec): 3 clusters Score: Raw -575214.878458 + Penalty 1645.875935 = -573569.002523 nChanged 12 SP:Iteration 28Q (9424.465825 sec): 3 clusters Score: Raw -575222.728343 + Penalty 1645.875935 = -573576.852408 nChanged 10 SP:Iteration 29Q (9424.508180 sec): 3 clusters Score: Raw -575230.466430 + Penalty 1645.875935 = -573584.590495 nChanged 9 SP:Iteration 30Q (9424.556941 sec): 3 clusters Score: Raw -575236.990950 + Penalty 1645.875935 = -573591.115015 nChanged 6 SP:Iteration 31Q (9424.603417 sec): 3 clusters Score: Raw -575242.725608 + Penalty 1645.875935 = -573596.849673 nChanged 7 SP:Iteration 32Q (9424.647708 sec): 3 clusters Score: Raw -575250.142222 + Penalty 1645.875935 = -573604.266287 nChanged 5 SP:Iteration 33Q (9424.690229 sec): 3 clusters Score: Raw -575253.508479 + Penalty 1645.875935 = -573607.632544 nChanged 4 SP:Iteration 34Q (9424.732386 sec): 3 clusters Score: Raw -575256.751739 + Penalty 1645.875935 = -573610.875804 nChanged 2 SP:Iteration 35Q (9424.789593 sec): 3 clusters Score: Raw -575257.497636 + Penalty 1645.875935 = -573611.621701 nChanged 0 SP:Iteration 36F (9424.826252 sec): 3 clusters Score: Raw -575257.497636 + Penalty 1645.875935 = -573611.621701 nChanged 0 Trying to split cluster 25 (14229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9424.868315 sec): 2 clusters Score: Raw -1391983.661797 + Penalty 908.488554 = -1391075.173242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9424.929495 sec): 3 clusters Score: Raw -1383373.712998 + Penalty 1816.977109 = -1381556.735890 nChanged 6518 SP:Iteration 1F (9424.983879 sec): 3 clusters Score: Raw -1387106.776357 + Penalty 1816.977109 = -1385289.799249 nChanged 979 SP:Iteration 2F (9425.042028 sec): 3 clusters Score: Raw -1387688.360921 + Penalty 1816.977109 = -1385871.383812 nChanged 1048 SP:Iteration 3F (9425.111902 sec): 3 clusters Score: Raw -1388481.298372 + Penalty 1816.977109 = -1386664.321263 nChanged 1207 SP:Iteration 4F (9425.167310 sec): 3 clusters Score: Raw -1389452.244303 + Penalty 1816.977109 = -1387635.267194 nChanged 1099 SP:Iteration 5F (9425.222830 sec): 3 clusters Score: Raw -1390303.161576 + Penalty 1816.977109 = -1388486.184467 nChanged 882 SP:Iteration 6F (9425.285558 sec): 3 clusters Score: Raw -1390870.469178 + Penalty 1816.977109 = -1389053.492069 nChanged 626 SP:Iteration 7Q (9425.350040 sec): 3 clusters Score: Raw -1391252.894883 + Penalty 1816.977109 = -1389435.917774 nChanged 430 SP:Iteration 8Q (9425.399316 sec): 3 clusters Score: Raw -1391516.900218 + Penalty 1816.977109 = -1389699.923110 nChanged 371 SP:Iteration 9Q (9425.468619 sec): 3 clusters Score: Raw -1391710.811949 + Penalty 1816.977109 = -1389893.834840 nChanged 288 SP:Iteration 10Q (9425.516965 sec): 3 clusters Score: Raw -1391830.807142 + Penalty 1816.977109 = -1390013.830034 nChanged 209 SP:Iteration 11Q (9425.564568 sec): 3 clusters Score: Raw -1391894.949940 + Penalty 1816.977109 = -1390077.972831 nChanged 149 SP:Iteration 12Q (9425.612820 sec): 3 clusters Score: Raw -1391934.334331 + Penalty 1816.977109 = -1390117.357222 nChanged 123 SP:Iteration 13Q (9425.669951 sec): 3 clusters Score: Raw -1391961.364970 + Penalty 1816.977109 = -1390144.387861 nChanged 89 SP:Iteration 14Q (9425.733053 sec): 3 clusters Score: Raw -1391978.667384 + Penalty 1816.977109 = -1390161.690275 nChanged 79 SP:Iteration 15Q (9425.793328 sec): 3 clusters Score: Raw -1391991.604693 + Penalty 1816.977109 = -1390174.627584 nChanged 63 SP:Iteration 16Q (9425.845243 sec): 3 clusters Score: Raw -1391999.312289 + Penalty 1816.977109 = -1390182.335180 nChanged 54 SP:Iteration 17Q (9425.904834 sec): 3 clusters Score: Raw -1392005.776939 + Penalty 1816.977109 = -1390188.799830 nChanged 37 SP:Iteration 18Q (9425.964779 sec): 3 clusters Score: Raw -1392009.927260 + Penalty 1816.977109 = -1390192.950152 nChanged 30 SP:Iteration 19Q (9426.017988 sec): 3 clusters Score: Raw -1392012.564557 + Penalty 1816.977109 = -1390195.587448 nChanged 21 SP:Iteration 20F (9426.081826 sec): 3 clusters Score: Raw -1392014.157030 + Penalty 1816.977109 = -1390197.179922 nChanged 16 SP:Iteration 21Q (9426.142011 sec): 3 clusters Score: Raw -1392015.220829 + Penalty 1816.977109 = -1390198.243720 nChanged 11 SP:Iteration 22Q (9426.202127 sec): 3 clusters Score: Raw -1392015.993206 + Penalty 1816.977109 = -1390199.016097 nChanged 7 SP:Iteration 23Q (9426.260655 sec): 3 clusters Score: Raw -1392016.868378 + Penalty 1816.977109 = -1390199.891270 nChanged 11 SP:Iteration 24Q (9426.324161 sec): 3 clusters Score: Raw -1392018.195215 + Penalty 1816.977109 = -1390201.218106 nChanged 10 SP:Iteration 25Q (9426.386453 sec): 3 clusters Score: Raw -1392019.297866 + Penalty 1816.977109 = -1390202.320757 nChanged 13 SP:Iteration 26Q (9426.445818 sec): 3 clusters Score: Raw -1392020.038083 + Penalty 1816.977109 = -1390203.060975 nChanged 9 SP:Iteration 27Q (9426.510034 sec): 3 clusters Score: Raw -1392020.523428 + Penalty 1816.977109 = -1390203.546319 nChanged 7 SP:Iteration 28Q (9426.574816 sec): 3 clusters Score: Raw -1392020.918680 + Penalty 1816.977109 = -1390203.941572 nChanged 2 SP:Iteration 29Q (9426.635011 sec): 3 clusters Score: Raw -1392021.020468 + Penalty 1816.977109 = -1390204.043359 nChanged 4 SP:Iteration 30Q (9426.696637 sec): 3 clusters Score: Raw -1392021.330857 + Penalty 1816.977109 = -1390204.353748 nChanged 7 SP:Iteration 31Q (9426.744678 sec): 3 clusters Score: Raw -1392021.658542 + Penalty 1816.977109 = -1390204.681433 nChanged 6 SP:Iteration 32Q (9426.814657 sec): 3 clusters Score: Raw -1392022.239227 + Penalty 1816.977109 = -1390205.262118 nChanged 11 SP:Iteration 33Q (9426.865989 sec): 3 clusters Score: Raw -1392023.092483 + Penalty 1816.977109 = -1390206.115374 nChanged 6 SP:Iteration 34Q (9426.929446 sec): 3 clusters Score: Raw -1392023.549042 + Penalty 1816.977109 = -1390206.571933 nChanged 9 SP:Iteration 35Q (9426.996619 sec): 3 clusters Score: Raw -1392024.036283 + Penalty 1816.977109 = -1390207.059174 nChanged 4 SP:Iteration 36Q (9427.044398 sec): 3 clusters Score: Raw -1392024.287612 + Penalty 1816.977109 = -1390207.310504 nChanged 7 SP:Iteration 37Q (9427.102245 sec): 3 clusters Score: Raw -1392024.728487 + Penalty 1816.977109 = -1390207.751379 nChanged 5 SP:Iteration 38Q (9427.166389 sec): 3 clusters Score: Raw -1392024.980213 + Penalty 1816.977109 = -1390208.003105 nChanged 4 SP:Iteration 39Q (9427.220325 sec): 3 clusters Score: Raw -1392025.142613 + Penalty 1816.977109 = -1390208.165504 nChanged 3 SP:Iteration 40F (9427.286796 sec): 3 clusters Score: Raw -1392025.264251 + Penalty 1816.977109 = -1390208.287142 nChanged 3 SP:Iteration 41Q (9427.344378 sec): 3 clusters Score: Raw -1392025.351149 + Penalty 1816.977109 = -1390208.374040 nChanged 1 SP:Iteration 42Q (9427.406695 sec): 3 clusters Score: Raw -1392025.401231 + Penalty 1816.977109 = -1390208.424123 nChanged 2 SP:Iteration 43Q (9427.470307 sec): 3 clusters Score: Raw -1392025.503611 + Penalty 1816.977109 = -1390208.526503 nChanged 3 SP:Iteration 44Q (9427.532543 sec): 3 clusters Score: Raw -1392025.620797 + Penalty 1816.977109 = -1390208.643688 nChanged 4 SP:Iteration 45Q (9427.585419 sec): 3 clusters Score: Raw -1392025.825075 + Penalty 1816.977109 = -1390208.847967 nChanged 3 SP:Iteration 46Q (9427.646850 sec): 3 clusters Score: Raw -1392025.997804 + Penalty 1816.977109 = -1390209.020696 nChanged 5 SP:Iteration 47Q (9427.709680 sec): 3 clusters Score: Raw -1392026.185624 + Penalty 1816.977109 = -1390209.208515 nChanged 2 SP:Iteration 48Q (9427.762452 sec): 3 clusters Score: Raw -1392026.266150 + Penalty 1816.977109 = -1390209.289041 nChanged 2 SP:Iteration 49Q (9427.825171 sec): 3 clusters Score: Raw -1392026.323165 + Penalty 1816.977109 = -1390209.346057 nChanged 1 SP:Iteration 50Q (9427.886375 sec): 3 clusters Score: Raw -1392026.331040 + Penalty 1816.977109 = -1390209.353931 nChanged 0 SP:Iteration 51F (9427.945195 sec): 3 clusters Score: Raw -1392026.331040 + Penalty 1816.977109 = -1390209.353931 nChanged 0 Trying to split cluster 26 (3633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9427.973343 sec): 2 clusters Score: Raw -348074.231009 + Penalty 778.792333 = -347295.438676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.027621 sec): 3 clusters Score: Raw -346150.265966 + Penalty 1557.584666 = -344592.681300 nChanged 1520 SP:Iteration 1F (9428.073819 sec): 3 clusters Score: Raw -347034.184586 + Penalty 1557.584666 = -345476.599920 nChanged 278 SP:Iteration 2F (9428.119638 sec): 3 clusters Score: Raw -347174.552541 + Penalty 1557.584666 = -345616.967875 nChanged 168 SP:Iteration 3Q (9428.161639 sec): 3 clusters Score: Raw -347248.540590 + Penalty 1557.584666 = -345690.955924 nChanged 138 SP:Iteration 4Q (9428.208582 sec): 3 clusters Score: Raw -347305.980594 + Penalty 1557.584666 = -345748.395928 nChanged 115 SP:Iteration 5Q (9428.248168 sec): 3 clusters Score: Raw -347363.004891 + Penalty 1557.584666 = -345805.420225 nChanged 112 SP:Iteration 6Q (9428.300318 sec): 3 clusters Score: Raw -347417.179291 + Penalty 1557.584666 = -345859.594625 nChanged 106 SP:Iteration 7Q (9428.353112 sec): 3 clusters Score: Raw -347477.542530 + Penalty 1557.584666 = -345919.957864 nChanged 109 SP:Iteration 8Q (9428.396373 sec): 3 clusters Score: Raw -347542.194459 + Penalty 1557.584666 = -345984.609793 nChanged 112 SP:Iteration 9Q (9428.440610 sec): 3 clusters Score: Raw -347606.762282 + Penalty 1557.584666 = -346049.177616 nChanged 94 SP:Iteration 10Q (9428.490442 sec): 3 clusters Score: Raw -347655.426753 + Penalty 1557.584666 = -346097.842087 nChanged 81 SP:Iteration 11Q (9428.541682 sec): 3 clusters Score: Raw -347707.324106 + Penalty 1557.584666 = -346149.739440 nChanged 82 SP:Iteration 12Q (9428.584737 sec): 3 clusters Score: Raw -347749.263309 + Penalty 1557.584666 = -346191.678643 nChanged 74 SP:Iteration 13Q (9428.643693 sec): 3 clusters Score: Raw -347789.317162 + Penalty 1557.584666 = -346231.732496 nChanged 70 SP:Iteration 14Q (9428.693766 sec): 3 clusters Score: Raw -347834.393542 + Penalty 1557.584666 = -346276.808876 nChanged 70 SP:Iteration 15Q (9428.744666 sec): 3 clusters Score: Raw -347876.178530 + Penalty 1557.584666 = -346318.593864 nChanged 71 SP:Iteration 16Q (9428.783338 sec): 3 clusters Score: Raw -347917.061520 + Penalty 1557.584666 = -346359.476854 nChanged 69 SP:Iteration 17Q (9428.833730 sec): 3 clusters Score: Raw -347952.962357 + Penalty 1557.584666 = -346395.377691 nChanged 49 SP:Iteration 18Q (9428.887512 sec): 3 clusters Score: Raw -347982.568922 + Penalty 1557.584666 = -346424.984256 nChanged 40 SP:Iteration 19Q (9428.935981 sec): 3 clusters Score: Raw -348010.513667 + Penalty 1557.584666 = -346452.929001 nChanged 38 SP:Iteration 20F (9428.981853 sec): 3 clusters Score: Raw -348038.115064 + Penalty 1557.584666 = -346480.530398 nChanged 26 SP:Iteration 21Q (9429.027669 sec): 3 clusters Score: Raw -348053.791046 + Penalty 1557.584666 = -346496.206380 nChanged 23 SP:Iteration 22Q (9429.074964 sec): 3 clusters Score: Raw -348065.292466 + Penalty 1557.584666 = -346507.707800 nChanged 21 SP:Iteration 23Q (9429.123445 sec): 3 clusters Score: Raw -348077.563241 + Penalty 1557.584666 = -346519.978575 nChanged 18 SP:Iteration 24Q (9429.159675 sec): 3 clusters Score: Raw -348086.525853 + Penalty 1557.584666 = -346528.941187 nChanged 13 SP:Iteration 25Q (9429.207321 sec): 3 clusters Score: Raw -348093.686716 + Penalty 1557.584666 = -346536.102050 nChanged 16 SP:Iteration 26Q (9429.257286 sec): 3 clusters Score: Raw -348104.787475 + Penalty 1557.584666 = -346547.202809 nChanged 9 SP:Iteration 27Q (9429.298859 sec): 3 clusters Score: Raw -348110.897585 + Penalty 1557.584666 = -346553.312919 nChanged 13 SP:Iteration 28Q (9429.347653 sec): 3 clusters Score: Raw -348119.203744 + Penalty 1557.584666 = -346561.619078 nChanged 14 SP:Iteration 29Q (9429.405606 sec): 3 clusters Score: Raw -348128.643820 + Penalty 1557.584666 = -346571.059154 nChanged 13 SP:Iteration 30Q (9429.447138 sec): 3 clusters Score: Raw -348141.529696 + Penalty 1557.584666 = -346583.945030 nChanged 10 SP:Iteration 31Q (9429.505046 sec): 3 clusters Score: Raw -348147.495387 + Penalty 1557.584666 = -346589.910721 nChanged 7 SP:Iteration 32Q (9429.546970 sec): 3 clusters Score: Raw -348151.721429 + Penalty 1557.584666 = -346594.136763 nChanged 4 SP:Iteration 33Q (9429.583970 sec): 3 clusters Score: Raw -348155.112876 + Penalty 1557.584666 = -346597.528210 nChanged 3 SP:Iteration 34Q (9429.638398 sec): 3 clusters Score: Raw -348156.329497 + Penalty 1557.584666 = -346598.744831 nChanged 4 SP:Iteration 35Q (9429.679484 sec): 3 clusters Score: Raw -348158.409174 + Penalty 1557.584666 = -346600.824508 nChanged 4 SP:Iteration 36Q (9429.725612 sec): 3 clusters Score: Raw -348160.506286 + Penalty 1557.584666 = -346602.921620 nChanged 6 SP:Iteration 37Q (9429.789147 sec): 3 clusters Score: Raw -348164.624046 + Penalty 1557.584666 = -346607.039379 nChanged 5 SP:Iteration 38Q (9429.850790 sec): 3 clusters Score: Raw -348169.292011 + Penalty 1557.584666 = -346611.707345 nChanged 5 SP:Iteration 39Q (9429.903191 sec): 3 clusters Score: Raw -348174.939017 + Penalty 1557.584666 = -346617.354351 nChanged 4 SP:Iteration 40F (9429.960690 sec): 3 clusters Score: Raw -348178.792147 + Penalty 1557.584666 = -346621.207481 nChanged 4 SP:Iteration 41Q (9430.021753 sec): 3 clusters Score: Raw -348180.808801 + Penalty 1557.584666 = -346623.224135 nChanged 2 SP:Iteration 42Q (9430.071705 sec): 3 clusters Score: Raw -348182.050800 + Penalty 1557.584666 = -346624.466134 nChanged 0 SP:Iteration 43F (9430.128323 sec): 3 clusters Score: Raw -348182.050800 + Penalty 1557.584666 = -346624.466134 nChanged 0 Trying to split cluster 27 (101368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9430.259672 sec): 2 clusters Score: Raw -9950280.812404 + Penalty 1095.018710 = -9949185.793694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9430.422511 sec): 3 clusters Score: Raw -9883226.332959 + Penalty 2190.037420 = -9881036.295538 nChanged 48887 SP:Iteration 1F (9430.586704 sec): 3 clusters Score: Raw -9912808.004738 + Penalty 2190.037420 = -9910617.967318 nChanged 3834 SP:Iteration 2Q (9430.761371 sec): 3 clusters Score: Raw -9913974.434654 + Penalty 2190.037420 = -9911784.397234 nChanged 4146 SP:Iteration 3Q (9430.933514 sec): 3 clusters Score: Raw -9915454.802105 + Penalty 2190.037420 = -9913264.764684 nChanged 4627 SP:Iteration 4Q (9431.109111 sec): 3 clusters Score: Raw -9917517.523676 + Penalty 2190.037420 = -9915327.486256 nChanged 5299 SP:Iteration 5F (9431.284381 sec): 3 clusters Score: Raw -9920483.126112 + Penalty 2190.037420 = -9918293.088692 nChanged 6105 SP:Iteration 6F (9431.451629 sec): 3 clusters Score: Raw -9924712.651319 + Penalty 2190.037420 = -9922522.613899 nChanged 6457 SP:Iteration 7F (9431.620348 sec): 3 clusters Score: Raw -9929524.961114 + Penalty 2190.037420 = -9927334.923694 nChanged 5642 SP:Iteration 8F (9431.787206 sec): 3 clusters Score: Raw -9932521.341782 + Penalty 2190.037420 = -9930331.304362 nChanged 3758 SP:Iteration 9Q (9431.967486 sec): 3 clusters Score: Raw -9933626.571386 + Penalty 2190.037420 = -9931436.533966 nChanged 2088 SP:Iteration 10Q (9432.145155 sec): 3 clusters Score: Raw -9933995.756611 + Penalty 2190.037420 = -9931805.719191 nChanged 1217 SP:Iteration 11Q (9432.319935 sec): 3 clusters Score: Raw -9934181.236402 + Penalty 2190.037420 = -9931991.198981 nChanged 950 SP:Iteration 12Q (9432.498188 sec): 3 clusters Score: Raw -9934342.317618 + Penalty 2190.037420 = -9932152.280198 nChanged 919 SP:Iteration 13Q (9432.673224 sec): 3 clusters Score: Raw -9934501.835826 + Penalty 2190.037420 = -9932311.798405 nChanged 931 SP:Iteration 14Q (9432.840188 sec): 3 clusters Score: Raw -9934657.354708 + Penalty 2190.037420 = -9932467.317288 nChanged 975 SP:Iteration 15Q (9433.006928 sec): 3 clusters Score: Raw -9934827.782315 + Penalty 2190.037420 = -9932637.744895 nChanged 952 SP:Iteration 16Q (9433.180526 sec): 3 clusters Score: Raw -9935003.362730 + Penalty 2190.037420 = -9932813.325310 nChanged 993 SP:Iteration 17Q (9433.353172 sec): 3 clusters Score: Raw -9935191.581458 + Penalty 2190.037420 = -9933001.544038 nChanged 1078 SP:Iteration 18Q (9433.520081 sec): 3 clusters Score: Raw -9935406.200981 + Penalty 2190.037420 = -9933216.163561 nChanged 1122 SP:Iteration 19Q (9433.686098 sec): 3 clusters Score: Raw -9935633.658333 + Penalty 2190.037420 = -9933443.620913 nChanged 1120 SP:Iteration 20F (9433.848352 sec): 3 clusters Score: Raw -9935860.031211 + Penalty 2190.037420 = -9933669.993791 nChanged 1140 SP:Iteration 21Q (9434.014052 sec): 3 clusters Score: Raw -9936098.533824 + Penalty 2190.037420 = -9933908.496404 nChanged 1175 SP:Iteration 22Q (9434.167338 sec): 3 clusters Score: Raw -9936349.460128 + Penalty 2190.037420 = -9934159.422707 nChanged 1148 SP:Iteration 23Q (9434.326609 sec): 3 clusters Score: Raw -9936593.135885 + Penalty 2190.037420 = -9934403.098465 nChanged 1130 SP:Iteration 24Q (9434.501417 sec): 3 clusters Score: Raw -9936817.506788 + Penalty 2190.037420 = -9934627.469368 nChanged 1095 SP:Iteration 25Q (9434.668931 sec): 3 clusters Score: Raw -9937032.578401 + Penalty 2190.037420 = -9934842.540981 nChanged 1072 SP:Iteration 26Q (9434.808058 sec): 3 clusters Score: Raw -9937245.928934 + Penalty 2190.037420 = -9935055.891514 nChanged 1138 SP:Iteration 27Q (9434.977510 sec): 3 clusters Score: Raw -9937481.730210 + Penalty 2190.037420 = -9935291.692790 nChanged 1144 SP:Iteration 28Q (9435.147223 sec): 3 clusters Score: Raw -9937724.726210 + Penalty 2190.037420 = -9935534.688790 nChanged 1174 SP:Iteration 29Q (9435.319650 sec): 3 clusters Score: Raw -9937981.055172 + Penalty 2190.037420 = -9935791.017752 nChanged 1197 SP:Iteration 30Q (9435.489484 sec): 3 clusters Score: Raw -9938249.153611 + Penalty 2190.037420 = -9936059.116191 nChanged 1201 SP:Iteration 31Q (9435.665138 sec): 3 clusters Score: Raw -9938518.495739 + Penalty 2190.037420 = -9936328.458319 nChanged 1235 SP:Iteration 32Q (9435.835715 sec): 3 clusters Score: Raw -9938804.302004 + Penalty 2190.037420 = -9936614.264584 nChanged 1324 SP:Iteration 33Q (9435.999348 sec): 3 clusters Score: Raw -9939123.132978 + Penalty 2190.037420 = -9936933.095557 nChanged 1352 SP:Iteration 34Q (9436.167682 sec): 3 clusters Score: Raw -9939459.623011 + Penalty 2190.037420 = -9937269.585590 nChanged 1402 SP:Iteration 35Q (9436.326222 sec): 3 clusters Score: Raw -9939823.207010 + Penalty 2190.037420 = -9937633.169590 nChanged 1420 SP:Iteration 36Q (9436.490272 sec): 3 clusters Score: Raw -9940215.248740 + Penalty 2190.037420 = -9938025.211320 nChanged 1481 SP:Iteration 37Q (9436.651866 sec): 3 clusters Score: Raw -9940645.139447 + Penalty 2190.037420 = -9938455.102027 nChanged 1500 SP:Iteration 38Q (9436.811178 sec): 3 clusters Score: Raw -9941113.470919 + Penalty 2190.037420 = -9938923.433499 nChanged 1521 SP:Iteration 39Q (9436.970076 sec): 3 clusters Score: Raw -9941612.996376 + Penalty 2190.037420 = -9939422.958956 nChanged 1537 SP:Iteration 40F (9437.136732 sec): 3 clusters Score: Raw -9942136.217919 + Penalty 2190.037420 = -9939946.180499 nChanged 1566 SP:Iteration 41Q (9437.305734 sec): 3 clusters Score: Raw -9942695.829532 + Penalty 2190.037420 = -9940505.792112 nChanged 1577 SP:Iteration 42Q (9437.462308 sec): 3 clusters Score: Raw -9943288.882474 + Penalty 2190.037420 = -9941098.845054 nChanged 1518 SP:Iteration 43Q (9437.616067 sec): 3 clusters Score: Raw -9943877.028167 + Penalty 2190.037420 = -9941686.990747 nChanged 1504 SP:Iteration 44Q (9437.758656 sec): 3 clusters Score: Raw -9944505.777558 + Penalty 2190.037420 = -9942315.740138 nChanged 1528 SP:Iteration 45Q (9437.905194 sec): 3 clusters Score: Raw -9945182.881983 + Penalty 2190.037420 = -9942992.844563 nChanged 1455 SP:Iteration 46Q (9438.055631 sec): 3 clusters Score: Raw -9945858.762709 + Penalty 2190.037420 = -9943668.725289 nChanged 1314 SP:Iteration 47Q (9438.198416 sec): 3 clusters Score: Raw -9946477.475926 + Penalty 2190.037420 = -9944287.438506 nChanged 1277 SP:Iteration 48Q (9438.339273 sec): 3 clusters Score: Raw -9947129.497852 + Penalty 2190.037420 = -9944939.460432 nChanged 1186 SP:Iteration 49Q (9438.506941 sec): 3 clusters Score: Raw -9947762.201118 + Penalty 2190.037420 = -9945572.163697 nChanged 1047 SP:Iteration 50Q (9438.634338 sec): 3 clusters Score: Raw -9948332.275275 + Penalty 2190.037420 = -9946142.237855 nChanged 846 SP:Iteration 51Q (9438.790165 sec): 3 clusters Score: Raw -9948796.218046 + Penalty 2190.037420 = -9946606.180626 nChanged 689 SP:Iteration 52Q (9438.943190 sec): 3 clusters Score: Raw -9949185.628733 + Penalty 2190.037420 = -9946995.591313 nChanged 556 SP:Iteration 53Q (9439.089119 sec): 3 clusters Score: Raw -9949495.243591 + Penalty 2190.037420 = -9947305.206170 nChanged 417 SP:Iteration 54Q (9439.238490 sec): 3 clusters Score: Raw -9949709.112016 + Penalty 2190.037420 = -9947519.074596 nChanged 317 SP:Iteration 55Q (9439.382340 sec): 3 clusters Score: Raw -9949866.991212 + Penalty 2190.037420 = -9947676.953791 nChanged 259 SP:Iteration 56Q (9439.532125 sec): 3 clusters Score: Raw -9949988.652282 + Penalty 2190.037420 = -9947798.614861 nChanged 202 SP:Iteration 57Q (9439.682983 sec): 3 clusters Score: Raw -9950091.340719 + Penalty 2190.037420 = -9947901.303299 nChanged 160 SP:Iteration 58Q (9439.819485 sec): 3 clusters Score: Raw -9950171.239636 + Penalty 2190.037420 = -9947981.202216 nChanged 127 SP:Iteration 59Q (9439.966551 sec): 3 clusters Score: Raw -9950238.283210 + Penalty 2190.037420 = -9948048.245790 nChanged 102 SP:Iteration 60F (9440.119894 sec): 3 clusters Score: Raw -9950289.274944 + Penalty 2190.037420 = -9948099.237524 nChanged 77 SP:Iteration 61Q (9440.263552 sec): 3 clusters Score: Raw -9950320.690922 + Penalty 2190.037420 = -9948130.653502 nChanged 54 SP:Iteration 62Q (9440.413953 sec): 3 clusters Score: Raw -9950346.737024 + Penalty 2190.037420 = -9948156.699603 nChanged 44 SP:Iteration 63Q (9440.559460 sec): 3 clusters Score: Raw -9950368.655818 + Penalty 2190.037420 = -9948178.618398 nChanged 37 SP:Iteration 64Q (9440.665248 sec): 3 clusters Score: Raw -9950387.755441 + Penalty 2190.037420 = -9948197.718021 nChanged 37 SP:Iteration 65Q (9440.797912 sec): 3 clusters Score: Raw -9950402.835632 + Penalty 2190.037420 = -9948212.798211 nChanged 19 SP:Iteration 66Q (9440.939461 sec): 3 clusters Score: Raw -9950409.272574 + Penalty 2190.037420 = -9948219.235153 nChanged 17 SP:Iteration 67Q (9441.090027 sec): 3 clusters Score: Raw -9950415.010569 + Penalty 2190.037420 = -9948224.973149 nChanged 10 SP:Iteration 68Q (9441.227269 sec): 3 clusters Score: Raw -9950418.939981 + Penalty 2190.037420 = -9948228.902561 nChanged 10 SP:Iteration 69Q (9441.361796 sec): 3 clusters Score: Raw -9950423.312523 + Penalty 2190.037420 = -9948233.275103 nChanged 12 SP:Iteration 70Q (9441.496562 sec): 3 clusters Score: Raw -9950427.320842 + Penalty 2190.037420 = -9948237.283422 nChanged 13 SP:Iteration 71Q (9441.635333 sec): 3 clusters Score: Raw -9950431.888197 + Penalty 2190.037420 = -9948241.850777 nChanged 10 SP:Iteration 72Q (9441.773135 sec): 3 clusters Score: Raw -9950437.507550 + Penalty 2190.037420 = -9948247.470130 nChanged 19 SP:Iteration 73Q (9441.910567 sec): 3 clusters Score: Raw -9950445.385287 + Penalty 2190.037420 = -9948255.347866 nChanged 12 SP:Iteration 74Q (9442.057924 sec): 3 clusters Score: Raw -9950449.280226 + Penalty 2190.037420 = -9948259.242806 nChanged 9 SP:Iteration 75Q (9442.194459 sec): 3 clusters Score: Raw -9950452.494833 + Penalty 2190.037420 = -9948262.457412 nChanged 6 SP:Iteration 76Q (9442.343951 sec): 3 clusters Score: Raw -9950455.077925 + Penalty 2190.037420 = -9948265.040504 nChanged 5 SP:Iteration 77Q (9442.476242 sec): 3 clusters Score: Raw -9950457.429466 + Penalty 2190.037420 = -9948267.392046 nChanged 7 SP:Iteration 78Q (9442.619672 sec): 3 clusters Score: Raw -9950460.587727 + Penalty 2190.037420 = -9948270.550306 nChanged 5 SP:Iteration 79Q (9442.759401 sec): 3 clusters Score: Raw -9950462.105105 + Penalty 2190.037420 = -9948272.067685 nChanged 5 SP:Iteration 80F (9442.920345 sec): 3 clusters Score: Raw -9950463.913298 + Penalty 2190.037420 = -9948273.875878 nChanged 5 SP:Iteration 81Q (9443.067113 sec): 3 clusters Score: Raw -9950465.120712 + Penalty 2190.037420 = -9948275.083291 nChanged 3 SP:Iteration 82Q (9443.214459 sec): 3 clusters Score: Raw -9950466.190855 + Penalty 2190.037420 = -9948276.153435 nChanged 2 SP:Iteration 83Q (9443.360817 sec): 3 clusters Score: Raw -9950466.876367 + Penalty 2190.037420 = -9948276.838947 nChanged 5 SP:Iteration 84Q (9443.508251 sec): 3 clusters Score: Raw -9950468.651864 + Penalty 2190.037420 = -9948278.614444 nChanged 4 SP:Iteration 85Q (9443.654549 sec): 3 clusters Score: Raw -9950470.428413 + Penalty 2190.037420 = -9948280.390993 nChanged 2 SP:Iteration 86Q (9443.789495 sec): 3 clusters Score: Raw -9950470.879155 + Penalty 2190.037420 = -9948280.841735 nChanged 1 SP:Iteration 87Q (9443.942928 sec): 3 clusters Score: Raw -9950471.149685 + Penalty 2190.037420 = -9948281.112264 nChanged 0 SP:Iteration 88F (9444.113994 sec): 3 clusters Score: Raw -9950471.149685 + Penalty 2190.037420 = -9948281.112264 nChanged 0 Trying to split cluster 28 (1360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9444.144543 sec): 2 clusters Score: Raw -119202.455912 + Penalty 685.447798 = -118517.008114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9444.177095 sec): 3 clusters Score: Raw -118579.558530 + Penalty 1370.895596 = -117208.662934 nChanged 506 SP:Iteration 1F (9444.224517 sec): 3 clusters Score: Raw -118918.695969 + Penalty 1370.895596 = -117547.800373 nChanged 119 SP:Iteration 2F (9444.265703 sec): 3 clusters Score: Raw -119016.780300 + Penalty 1370.895596 = -117645.884704 nChanged 89 SP:Iteration 3F (9444.313515 sec): 3 clusters Score: Raw -119078.022120 + Penalty 1370.895596 = -117707.126524 nChanged 50 SP:Iteration 4Q (9444.369890 sec): 3 clusters Score: Raw -119111.905082 + Penalty 1370.895596 = -117741.009486 nChanged 40 SP:Iteration 5Q (9444.412677 sec): 3 clusters Score: Raw -119143.657882 + Penalty 1370.895596 = -117772.762286 nChanged 43 SP:Iteration 6Q (9444.453687 sec): 3 clusters Score: Raw -119171.458069 + Penalty 1370.895596 = -117800.562473 nChanged 35 SP:Iteration 7Q (9444.495957 sec): 3 clusters Score: Raw -119193.454454 + Penalty 1370.895596 = -117822.558858 nChanged 29 SP:Iteration 8Q (9444.540771 sec): 3 clusters Score: Raw -119214.940987 + Penalty 1370.895596 = -117844.045391 nChanged 33 SP:Iteration 9Q (9444.575550 sec): 3 clusters Score: Raw -119243.014872 + Penalty 1370.895596 = -117872.119276 nChanged 20 SP:Iteration 10Q (9444.628158 sec): 3 clusters Score: Raw -119260.973520 + Penalty 1370.895596 = -117890.077924 nChanged 25 SP:Iteration 11Q (9444.664928 sec): 3 clusters Score: Raw -119278.159891 + Penalty 1370.895596 = -117907.264295 nChanged 22 SP:Iteration 12Q (9444.713536 sec): 3 clusters Score: Raw -119292.559657 + Penalty 1370.895596 = -117921.664061 nChanged 17 SP:Iteration 13Q (9444.752389 sec): 3 clusters Score: Raw -119299.491877 + Penalty 1370.895596 = -117928.596281 nChanged 18 SP:Iteration 14Q (9444.810778 sec): 3 clusters Score: Raw -119307.619172 + Penalty 1370.895596 = -117936.723576 nChanged 11 SP:Iteration 15Q (9444.859127 sec): 3 clusters Score: Raw -119311.907389 + Penalty 1370.895596 = -117941.011793 nChanged 10 SP:Iteration 16Q (9444.905068 sec): 3 clusters Score: Raw -119316.428576 + Penalty 1370.895596 = -117945.532980 nChanged 12 SP:Iteration 17Q (9444.955901 sec): 3 clusters Score: Raw -119320.449621 + Penalty 1370.895596 = -117949.554025 nChanged 8 SP:Iteration 18Q (9445.007042 sec): 3 clusters Score: Raw -119323.409664 + Penalty 1370.895596 = -117952.514068 nChanged 6 SP:Iteration 19Q (9445.057836 sec): 3 clusters Score: Raw -119327.562326 + Penalty 1370.895596 = -117956.666730 nChanged 6 SP:Iteration 20F (9445.100844 sec): 3 clusters Score: Raw -119330.326462 + Penalty 1370.895596 = -117959.430866 nChanged 3 SP:Iteration 21Q (9445.133732 sec): 3 clusters Score: Raw -119333.461645 + Penalty 1370.895596 = -117962.566049 nChanged 7 SP:Iteration 22Q (9445.179644 sec): 3 clusters Score: Raw -119338.242853 + Penalty 1370.895596 = -117967.347257 nChanged 6 SP:Iteration 23Q (9445.230398 sec): 3 clusters Score: Raw -119342.698663 + Penalty 1370.895596 = -117971.803067 nChanged 3 SP:Iteration 24Q (9445.281696 sec): 3 clusters Score: Raw -119343.742270 + Penalty 1370.895596 = -117972.846674 nChanged 4 SP:Iteration 25Q (9445.317643 sec): 3 clusters Score: Raw -119345.193147 + Penalty 1370.895596 = -117974.297551 nChanged 0 SP:Iteration 26F (9445.367447 sec): 3 clusters Score: Raw -119345.193147 + Penalty 1370.895596 = -117974.297551 nChanged 0 Trying to split cluster 29 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9445.392381 sec): 2 clusters Score: Raw -7721.408635 + Penalty 496.445934 = -7224.962701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9445.442294 sec): 3 clusters Score: Raw -7947.629454 + Penalty 992.891868 = -6954.737586 nChanged 54 SP:Iteration 1F (9445.487114 sec): 3 clusters Score: Raw -8169.517438 + Penalty 992.891868 = -7176.625570 nChanged 16 SP:Iteration 2F (9445.533763 sec): 3 clusters Score: Raw -8338.295120 + Penalty 992.891868 = -7345.403252 nChanged 7 SP:Iteration 3Q (9445.571439 sec): 3 clusters Score: Raw -8366.602403 + Penalty 992.891868 = -7373.710535 nChanged 2 SP:Iteration 4Q (9445.618325 sec): 3 clusters Score: Raw -8374.558107 + Penalty 992.891868 = -7381.666239 nChanged 0 SP:Iteration 5F (9445.664239 sec): 3 clusters Score: Raw -8374.558107 + Penalty 992.891868 = -7381.666239 nChanged 0 Score: Raw -58500212.216507 + Penalty 50698.483236 = -58449513.733271 Splitting cluster 29 changes total score from -58450128.045879 to -58449513.733271 So it's not getting split. Trying to split cluster 30 (8045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9457.943721 sec): 2 clusters Score: Raw -741587.716109 + Penalty 854.316576 = -740733.399534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9457.999300 sec): 3 clusters Score: Raw -736871.332031 + Penalty 1708.633151 = -735162.698880 nChanged 3548 SP:Iteration 1F (9458.055458 sec): 3 clusters Score: Raw -738866.694389 + Penalty 1708.633151 = -737158.061238 nChanged 534 SP:Iteration 2F (9458.104702 sec): 3 clusters Score: Raw -739164.474116 + Penalty 1708.633151 = -737455.840964 nChanged 533 SP:Iteration 3F (9458.151156 sec): 3 clusters Score: Raw -739519.485953 + Penalty 1708.633151 = -737810.852802 nChanged 527 SP:Iteration 4F (9458.203108 sec): 3 clusters Score: Raw -739869.271159 + Penalty 1708.633151 = -738160.638007 nChanged 447 SP:Iteration 5F (9458.260865 sec): 3 clusters Score: Raw -740213.109550 + Penalty 1708.633151 = -738504.476399 nChanged 421 SP:Iteration 6F (9458.317835 sec): 3 clusters Score: Raw -740566.915453 + Penalty 1708.633151 = -738858.282302 nChanged 369 SP:Iteration 7Q (9458.364888 sec): 3 clusters Score: Raw -740904.157631 + Penalty 1708.633151 = -739195.524480 nChanged 287 SP:Iteration 8Q (9458.410124 sec): 3 clusters Score: Raw -741150.478054 + Penalty 1708.633151 = -739441.844902 nChanged 215 SP:Iteration 9Q (9458.458672 sec): 3 clusters Score: Raw -741307.568472 + Penalty 1708.633151 = -739598.935321 nChanged 146 SP:Iteration 10Q (9458.510396 sec): 3 clusters Score: Raw -741401.722127 + Penalty 1708.633151 = -739693.088976 nChanged 97 SP:Iteration 11Q (9458.558846 sec): 3 clusters Score: Raw -741453.956718 + Penalty 1708.633151 = -739745.323567 nChanged 67 SP:Iteration 12Q (9458.601431 sec): 3 clusters Score: Raw -741481.616374 + Penalty 1708.633151 = -739772.983223 nChanged 56 SP:Iteration 13Q (9458.651423 sec): 3 clusters Score: Raw -741501.611395 + Penalty 1708.633151 = -739792.978244 nChanged 51 SP:Iteration 14Q (9458.701959 sec): 3 clusters Score: Raw -741520.928845 + Penalty 1708.633151 = -739812.295693 nChanged 42 SP:Iteration 15Q (9458.755780 sec): 3 clusters Score: Raw -741537.121137 + Penalty 1708.633151 = -739828.487986 nChanged 28 SP:Iteration 16Q (9458.807827 sec): 3 clusters Score: Raw -741548.509846 + Penalty 1708.633151 = -739839.876695 nChanged 28 SP:Iteration 17Q (9458.861566 sec): 3 clusters Score: Raw -741562.016486 + Penalty 1708.633151 = -739853.383335 nChanged 39 SP:Iteration 18Q (9458.916142 sec): 3 clusters Score: Raw -741582.636805 + Penalty 1708.633151 = -739874.003654 nChanged 43 SP:Iteration 19Q (9458.963525 sec): 3 clusters Score: Raw -741607.323321 + Penalty 1708.633151 = -739898.690170 nChanged 40 SP:Iteration 20F (9459.017829 sec): 3 clusters Score: Raw -741624.852107 + Penalty 1708.633151 = -739916.218956 nChanged 44 SP:Iteration 21Q (9459.065042 sec): 3 clusters Score: Raw -741649.941475 + Penalty 1708.633151 = -739941.308324 nChanged 40 SP:Iteration 22Q (9459.122881 sec): 3 clusters Score: Raw -741672.289765 + Penalty 1708.633151 = -739963.656613 nChanged 37 SP:Iteration 23Q (9459.168601 sec): 3 clusters Score: Raw -741691.045536 + Penalty 1708.633151 = -739982.412385 nChanged 32 SP:Iteration 24Q (9459.225814 sec): 3 clusters Score: Raw -741705.263836 + Penalty 1708.633151 = -739996.630684 nChanged 27 SP:Iteration 25Q (9459.286272 sec): 3 clusters Score: Raw -741713.898047 + Penalty 1708.633151 = -740005.264896 nChanged 16 SP:Iteration 26Q (9459.325845 sec): 3 clusters Score: Raw -741719.200135 + Penalty 1708.633151 = -740010.566984 nChanged 14 SP:Iteration 27Q (9459.373773 sec): 3 clusters Score: Raw -741723.105109 + Penalty 1708.633151 = -740014.471958 nChanged 14 SP:Iteration 28Q (9459.412791 sec): 3 clusters Score: Raw -741727.431160 + Penalty 1708.633151 = -740018.798009 nChanged 12 SP:Iteration 29Q (9459.464272 sec): 3 clusters Score: Raw -741730.143483 + Penalty 1708.633151 = -740021.510332 nChanged 7 SP:Iteration 30Q (9459.505392 sec): 3 clusters Score: Raw -741732.092984 + Penalty 1708.633151 = -740023.459833 nChanged 8 SP:Iteration 31Q (9459.568503 sec): 3 clusters Score: Raw -741734.074823 + Penalty 1708.633151 = -740025.441672 nChanged 5 SP:Iteration 32Q (9459.610981 sec): 3 clusters Score: Raw -741735.256952 + Penalty 1708.633151 = -740026.623801 nChanged 1 SP:Iteration 33Q (9459.663445 sec): 3 clusters Score: Raw -741735.411438 + Penalty 1708.633151 = -740026.778286 nChanged 0 SP:Iteration 34F (9459.701770 sec): 3 clusters Score: Raw -741735.411438 + Penalty 1708.633151 = -740026.778286 nChanged 0 Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9459.724439 sec): 2 clusters Score: Raw -14839.423622 + Penalty 504.285431 = -14335.138191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9459.771648 sec): 3 clusters Score: Raw -14841.106869 + Penalty 1008.570863 = -13832.536006 nChanged 47 SP:Iteration 1F (9459.811166 sec): 3 clusters Score: Raw -14942.788149 + Penalty 1008.570863 = -13934.217287 nChanged 13 SP:Iteration 2F (9459.860290 sec): 3 clusters Score: Raw -14972.370047 + Penalty 1008.570863 = -13963.799184 nChanged 11 SP:Iteration 3F (9459.907606 sec): 3 clusters Score: Raw -14987.725888 + Penalty 1008.570863 = -13979.155026 nChanged 3 SP:Iteration 4Q (9459.953835 sec): 3 clusters Score: Raw -14993.796486 + Penalty 1008.570863 = -13985.225623 nChanged 1 SP:Iteration 5Q (9459.993775 sec): 3 clusters Score: Raw -15001.170864 + Penalty 1008.570863 = -13992.600002 nChanged 3 SP:Iteration 6Q (9460.040359 sec): 3 clusters Score: Raw -15005.416126 + Penalty 1008.570863 = -13996.845264 nChanged 4 SP:Iteration 7Q (9460.079758 sec): 3 clusters Score: Raw -15016.834268 + Penalty 1008.570863 = -14008.263405 nChanged 6 SP:Iteration 8Q (9460.120403 sec): 3 clusters Score: Raw -15025.380731 + Penalty 1008.570863 = -14016.809868 nChanged 2 SP:Iteration 9Q (9460.167466 sec): 3 clusters Score: Raw -15029.112295 + Penalty 1008.570863 = -14020.541433 nChanged 2 SP:Iteration 10Q (9460.208053 sec): 3 clusters Score: Raw -15031.775997 + Penalty 1008.570863 = -14023.205134 nChanged 2 SP:Iteration 11Q (9460.254857 sec): 3 clusters Score: Raw -15038.799235 + Penalty 1008.570863 = -14030.228373 nChanged 1 SP:Iteration 12Q (9460.297391 sec): 3 clusters Score: Raw -15040.025617 + Penalty 1008.570863 = -14031.454754 nChanged 0 SP:Iteration 13F (9460.346965 sec): 3 clusters Score: Raw -15040.025617 + Penalty 1008.570863 = -14031.454754 nChanged 0 Trying to split cluster 32 (4637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9460.379228 sec): 2 clusters Score: Raw -444154.057890 + Penalty 801.973174 = -443352.084716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9460.422008 sec): 3 clusters Score: Raw -441644.424331 + Penalty 1603.946348 = -440040.477983 nChanged 1941 SP:Iteration 1F (9460.464894 sec): 3 clusters Score: Raw -442817.280568 + Penalty 1603.946348 = -441213.334220 nChanged 375 SP:Iteration 2F (9460.515256 sec): 3 clusters Score: Raw -443060.583045 + Penalty 1603.946348 = -441456.636697 nChanged 313 SP:Iteration 3F (9460.567873 sec): 3 clusters Score: Raw -443267.044242 + Penalty 1603.946348 = -441663.097894 nChanged 256 SP:Iteration 4F (9460.615359 sec): 3 clusters Score: Raw -443424.882174 + Penalty 1603.946348 = -441820.935826 nChanged 215 SP:Iteration 5Q (9460.667795 sec): 3 clusters Score: Raw -443576.704717 + Penalty 1603.946348 = -441972.758369 nChanged 197 SP:Iteration 6Q (9460.717188 sec): 3 clusters Score: Raw -443697.190230 + Penalty 1603.946348 = -442093.243881 nChanged 147 SP:Iteration 7Q (9460.761811 sec): 3 clusters Score: Raw -443787.067940 + Penalty 1603.946348 = -442183.121592 nChanged 142 SP:Iteration 8Q (9460.811282 sec): 3 clusters Score: Raw -443855.099401 + Penalty 1603.946348 = -442251.153053 nChanged 105 SP:Iteration 9Q (9460.849609 sec): 3 clusters Score: Raw -443892.257868 + Penalty 1603.946348 = -442288.311520 nChanged 70 SP:Iteration 10Q (9460.899411 sec): 3 clusters Score: Raw -443915.910881 + Penalty 1603.946348 = -442311.964533 nChanged 55 SP:Iteration 11Q (9460.949770 sec): 3 clusters Score: Raw -443934.272514 + Penalty 1603.946348 = -442330.326166 nChanged 52 SP:Iteration 12Q (9461.004633 sec): 3 clusters Score: Raw -443950.445972 + Penalty 1603.946348 = -442346.499624 nChanged 56 SP:Iteration 13Q (9461.047771 sec): 3 clusters Score: Raw -443966.607462 + Penalty 1603.946348 = -442362.661114 nChanged 37 SP:Iteration 14Q (9461.102229 sec): 3 clusters Score: Raw -443978.201980 + Penalty 1603.946348 = -442374.255632 nChanged 49 SP:Iteration 15Q (9461.134718 sec): 3 clusters Score: Raw -443996.704356 + Penalty 1603.946348 = -442392.758008 nChanged 53 SP:Iteration 16Q (9461.190132 sec): 3 clusters Score: Raw -444012.589057 + Penalty 1603.946348 = -442408.642709 nChanged 45 SP:Iteration 17Q (9461.243539 sec): 3 clusters Score: Raw -444027.861929 + Penalty 1603.946348 = -442423.915581 nChanged 41 SP:Iteration 18Q (9461.282623 sec): 3 clusters Score: Raw -444039.761447 + Penalty 1603.946348 = -442435.815099 nChanged 33 SP:Iteration 19Q (9461.344485 sec): 3 clusters Score: Raw -444048.481858 + Penalty 1603.946348 = -442444.535510 nChanged 31 SP:Iteration 20F (9461.391163 sec): 3 clusters Score: Raw -444056.760532 + Penalty 1603.946348 = -442452.814184 nChanged 30 SP:Iteration 21Q (9461.433479 sec): 3 clusters Score: Raw -444064.708145 + Penalty 1603.946348 = -442460.761797 nChanged 27 SP:Iteration 22Q (9461.484647 sec): 3 clusters Score: Raw -444073.876837 + Penalty 1603.946348 = -442469.930489 nChanged 35 SP:Iteration 23Q (9461.537458 sec): 3 clusters Score: Raw -444085.056387 + Penalty 1603.946348 = -442481.110039 nChanged 34 SP:Iteration 24Q (9461.585905 sec): 3 clusters Score: Raw -444094.605539 + Penalty 1603.946348 = -442490.659191 nChanged 27 SP:Iteration 25Q (9461.638972 sec): 3 clusters Score: Raw -444100.163364 + Penalty 1603.946348 = -442496.217016 nChanged 19 SP:Iteration 26Q (9461.691710 sec): 3 clusters Score: Raw -444104.305151 + Penalty 1603.946348 = -442500.358803 nChanged 17 SP:Iteration 27Q (9461.742760 sec): 3 clusters Score: Raw -444107.536674 + Penalty 1603.946348 = -442503.590326 nChanged 11 SP:Iteration 28Q (9461.788112 sec): 3 clusters Score: Raw -444109.190220 + Penalty 1603.946348 = -442505.243872 nChanged 9 SP:Iteration 29Q (9461.847516 sec): 3 clusters Score: Raw -444110.651101 + Penalty 1603.946348 = -442506.704753 nChanged 8 SP:Iteration 30Q (9461.902171 sec): 3 clusters Score: Raw -444111.408092 + Penalty 1603.946348 = -442507.461744 nChanged 6 SP:Iteration 31Q (9461.955857 sec): 3 clusters Score: Raw -444111.868630 + Penalty 1603.946348 = -442507.922282 nChanged 2 SP:Iteration 32Q (9461.984287 sec): 3 clusters Score: Raw -444112.104978 + Penalty 1603.946348 = -442508.158630 nChanged 0 SP:Iteration 33F (9462.000249 sec): 3 clusters Score: Raw -444112.104978 + Penalty 1603.946348 = -442508.158630 nChanged 0 Trying to split cluster 33 (5444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9462.041466 sec): 2 clusters Score: Raw -435464.097788 + Penalty 817.215590 = -434646.882199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9462.094993 sec): 3 clusters Score: Raw -432409.106013 + Penalty 1634.431179 = -430774.674834 nChanged 2313 SP:Iteration 1F (9462.150751 sec): 3 clusters Score: Raw -433730.945738 + Penalty 1634.431179 = -432096.514559 nChanged 411 SP:Iteration 2F (9462.197036 sec): 3 clusters Score: Raw -433975.424192 + Penalty 1634.431179 = -432340.993013 nChanged 339 SP:Iteration 3F (9462.250988 sec): 3 clusters Score: Raw -434210.733696 + Penalty 1634.431179 = -432576.302517 nChanged 337 SP:Iteration 4F (9462.300687 sec): 3 clusters Score: Raw -434452.436258 + Penalty 1634.431179 = -432818.005079 nChanged 356 SP:Iteration 5F (9462.348361 sec): 3 clusters Score: Raw -434722.957840 + Penalty 1634.431179 = -433088.526661 nChanged 320 SP:Iteration 6F (9462.383672 sec): 3 clusters Score: Raw -434933.600287 + Penalty 1634.431179 = -433299.169108 nChanged 255 SP:Iteration 7Q (9462.428880 sec): 3 clusters Score: Raw -435101.003245 + Penalty 1634.431179 = -433466.572066 nChanged 222 SP:Iteration 8Q (9462.487075 sec): 3 clusters Score: Raw -435249.456369 + Penalty 1634.431179 = -433615.025190 nChanged 165 SP:Iteration 9Q (9462.536074 sec): 3 clusters Score: Raw -435337.013194 + Penalty 1634.431179 = -433702.582015 nChanged 119 SP:Iteration 10Q (9462.588752 sec): 3 clusters Score: Raw -435393.368117 + Penalty 1634.431179 = -433758.936938 nChanged 122 SP:Iteration 11Q (9462.639035 sec): 3 clusters Score: Raw -435444.162426 + Penalty 1634.431179 = -433809.731247 nChanged 110 SP:Iteration 12Q (9462.675530 sec): 3 clusters Score: Raw -435498.569715 + Penalty 1634.431179 = -433864.138536 nChanged 104 SP:Iteration 13Q (9462.732918 sec): 3 clusters Score: Raw -435553.354446 + Penalty 1634.431179 = -433918.923267 nChanged 106 SP:Iteration 14Q (9462.784079 sec): 3 clusters Score: Raw -435597.770909 + Penalty 1634.431179 = -433963.339730 nChanged 86 SP:Iteration 15Q (9462.824905 sec): 3 clusters Score: Raw -435638.075022 + Penalty 1634.431179 = -434003.643843 nChanged 84 SP:Iteration 16Q (9462.882611 sec): 3 clusters Score: Raw -435682.863122 + Penalty 1634.431179 = -434048.431943 nChanged 93 SP:Iteration 17Q (9462.936801 sec): 3 clusters Score: Raw -435733.046512 + Penalty 1634.431179 = -434098.615333 nChanged 77 SP:Iteration 18Q (9462.991115 sec): 3 clusters Score: Raw -435767.336786 + Penalty 1634.431179 = -434132.905606 nChanged 73 SP:Iteration 19Q (9463.029525 sec): 3 clusters Score: Raw -435800.378999 + Penalty 1634.431179 = -434165.947820 nChanged 78 SP:Iteration 20F (9463.080558 sec): 3 clusters Score: Raw -435832.208451 + Penalty 1634.431179 = -434197.777272 nChanged 61 SP:Iteration 21Q (9463.134585 sec): 3 clusters Score: Raw -435856.449029 + Penalty 1634.431179 = -434222.017850 nChanged 62 SP:Iteration 22Q (9463.188505 sec): 3 clusters Score: Raw -435878.853692 + Penalty 1634.431179 = -434244.422513 nChanged 56 SP:Iteration 23Q (9463.241039 sec): 3 clusters Score: Raw -435900.435459 + Penalty 1634.431179 = -434266.004280 nChanged 49 SP:Iteration 24Q (9463.296442 sec): 3 clusters Score: Raw -435920.737612 + Penalty 1634.431179 = -434286.306433 nChanged 35 SP:Iteration 25Q (9463.348728 sec): 3 clusters Score: Raw -435933.380897 + Penalty 1634.431179 = -434298.949718 nChanged 37 SP:Iteration 26Q (9463.401266 sec): 3 clusters Score: Raw -435949.187860 + Penalty 1634.431179 = -434314.756681 nChanged 33 SP:Iteration 27Q (9463.453880 sec): 3 clusters Score: Raw -435961.677192 + Penalty 1634.431179 = -434327.246013 nChanged 30 SP:Iteration 28Q (9463.508529 sec): 3 clusters Score: Raw -435975.668220 + Penalty 1634.431179 = -434341.237041 nChanged 24 SP:Iteration 29Q (9463.549528 sec): 3 clusters Score: Raw -435987.490253 + Penalty 1634.431179 = -434353.059074 nChanged 17 SP:Iteration 30Q (9463.598919 sec): 3 clusters Score: Raw -435993.968730 + Penalty 1634.431179 = -434359.537551 nChanged 15 SP:Iteration 31Q (9463.661174 sec): 3 clusters Score: Raw -435997.705545 + Penalty 1634.431179 = -434363.274366 nChanged 11 SP:Iteration 32Q (9463.703601 sec): 3 clusters Score: Raw -436001.164486 + Penalty 1634.431179 = -434366.733307 nChanged 8 SP:Iteration 33Q (9463.761748 sec): 3 clusters Score: Raw -436003.265583 + Penalty 1634.431179 = -434368.834404 nChanged 6 SP:Iteration 34Q (9463.810532 sec): 3 clusters Score: Raw -436004.247980 + Penalty 1634.431179 = -434369.816800 nChanged 5 SP:Iteration 35Q (9463.862864 sec): 3 clusters Score: Raw -436004.791748 + Penalty 1634.431179 = -434370.360569 nChanged 3 SP:Iteration 36Q (9463.900315 sec): 3 clusters Score: Raw -436005.562375 + Penalty 1634.431179 = -434371.131196 nChanged 5 SP:Iteration 37Q (9463.949583 sec): 3 clusters Score: Raw -436006.204432 + Penalty 1634.431179 = -434371.773253 nChanged 1 SP:Iteration 38Q (9463.996392 sec): 3 clusters Score: Raw -436006.630766 + Penalty 1634.431179 = -434372.199587 nChanged 3 SP:Iteration 39Q (9464.044299 sec): 3 clusters Score: Raw -436006.889241 + Penalty 1634.431179 = -434372.458062 nChanged 1 SP:Iteration 40F (9464.091301 sec): 3 clusters Score: Raw -436007.004311 + Penalty 1634.431179 = -434372.573132 nChanged 1 SP:Iteration 41Q (9464.137479 sec): 3 clusters Score: Raw -436007.098418 + Penalty 1634.431179 = -434372.667239 nChanged 1 SP:Iteration 42Q (9464.194538 sec): 3 clusters Score: Raw -436007.297307 + Penalty 1634.431179 = -434372.866128 nChanged 2 SP:Iteration 43Q (9464.244712 sec): 3 clusters Score: Raw -436007.972904 + Penalty 1634.431179 = -434373.541725 nChanged 4 SP:Iteration 44Q (9464.285015 sec): 3 clusters Score: Raw -436008.710824 + Penalty 1634.431179 = -434374.279645 nChanged 2 SP:Iteration 45Q (9464.331293 sec): 3 clusters Score: Raw -436009.394649 + Penalty 1634.431179 = -434374.963470 nChanged 4 SP:Iteration 46Q (9464.382453 sec): 3 clusters Score: Raw -436010.276706 + Penalty 1634.431179 = -434375.845527 nChanged 2 SP:Iteration 47Q (9464.429605 sec): 3 clusters Score: Raw -436010.501962 + Penalty 1634.431179 = -434376.070783 nChanged 1 SP:Iteration 48Q (9464.465834 sec): 3 clusters Score: Raw -436010.692523 + Penalty 1634.431179 = -434376.261344 nChanged 1 SP:Iteration 49Q (9464.511056 sec): 3 clusters Score: Raw -436011.381421 + Penalty 1634.431179 = -434376.950241 nChanged 4 SP:Iteration 50Q (9464.550074 sec): 3 clusters Score: Raw -436012.084417 + Penalty 1634.431179 = -434377.653238 nChanged 3 SP:Iteration 51Q (9464.590088 sec): 3 clusters Score: Raw -436013.361949 + Penalty 1634.431179 = -434378.930770 nChanged 3 SP:Iteration 52Q (9464.635640 sec): 3 clusters Score: Raw -436013.611555 + Penalty 1634.431179 = -434379.180376 nChanged 3 SP:Iteration 53Q (9464.683579 sec): 3 clusters Score: Raw -436014.544182 + Penalty 1634.431179 = -434380.113002 nChanged 3 SP:Iteration 54Q (9464.731500 sec): 3 clusters Score: Raw -436015.131623 + Penalty 1634.431179 = -434380.700444 nChanged 4 SP:Iteration 55Q (9464.782268 sec): 3 clusters Score: Raw -436016.032801 + Penalty 1634.431179 = -434381.601622 nChanged 2 SP:Iteration 56Q (9464.826777 sec): 3 clusters Score: Raw -436016.507671 + Penalty 1634.431179 = -434382.076492 nChanged 0 SP:Iteration 57F (9464.875998 sec): 3 clusters Score: Raw -436016.507671 + Penalty 1634.431179 = -434382.076492 nChanged 0 Trying to split cluster 34 (3720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9464.899946 sec): 2 clusters Score: Raw -335879.698732 + Penalty 781.040500 = -335098.658232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9464.932274 sec): 3 clusters Score: Raw -333864.817392 + Penalty 1562.081000 = -332302.736392 nChanged 1598 SP:Iteration 1F (9464.988704 sec): 3 clusters Score: Raw -334966.675809 + Penalty 1562.081000 = -333404.594809 nChanged 339 SP:Iteration 2F (9465.033790 sec): 3 clusters Score: Raw -335230.939395 + Penalty 1562.081000 = -333668.858395 nChanged 278 SP:Iteration 3F (9465.069162 sec): 3 clusters Score: Raw -335428.454733 + Penalty 1562.081000 = -333866.373733 nChanged 207 SP:Iteration 4F (9465.112971 sec): 3 clusters Score: Raw -335553.384659 + Penalty 1562.081000 = -333991.303659 nChanged 162 SP:Iteration 5Q (9465.155654 sec): 3 clusters Score: Raw -335649.920620 + Penalty 1562.081000 = -334087.839620 nChanged 124 SP:Iteration 6Q (9465.199173 sec): 3 clusters Score: Raw -335723.125611 + Penalty 1562.081000 = -334161.044611 nChanged 102 SP:Iteration 7Q (9465.246544 sec): 3 clusters Score: Raw -335806.142273 + Penalty 1562.081000 = -334244.061273 nChanged 114 SP:Iteration 8Q (9465.302846 sec): 3 clusters Score: Raw -335880.375846 + Penalty 1562.081000 = -334318.294846 nChanged 82 SP:Iteration 9Q (9465.348003 sec): 3 clusters Score: Raw -335933.608938 + Penalty 1562.081000 = -334371.527938 nChanged 68 SP:Iteration 10Q (9465.393759 sec): 3 clusters Score: Raw -335986.638311 + Penalty 1562.081000 = -334424.557311 nChanged 59 SP:Iteration 11Q (9465.432515 sec): 3 clusters Score: Raw -336027.880727 + Penalty 1562.081000 = -334465.799727 nChanged 62 SP:Iteration 12Q (9465.475738 sec): 3 clusters Score: Raw -336061.689086 + Penalty 1562.081000 = -334499.608086 nChanged 55 SP:Iteration 13Q (9465.524783 sec): 3 clusters Score: Raw -336092.893037 + Penalty 1562.081000 = -334530.812037 nChanged 46 SP:Iteration 14Q (9465.579287 sec): 3 clusters Score: Raw -336117.000848 + Penalty 1562.081000 = -334554.919848 nChanged 36 SP:Iteration 15Q (9465.618402 sec): 3 clusters Score: Raw -336140.331755 + Penalty 1562.081000 = -334578.250755 nChanged 27 SP:Iteration 16Q (9465.663326 sec): 3 clusters Score: Raw -336151.872626 + Penalty 1562.081000 = -334589.791626 nChanged 29 SP:Iteration 17Q (9465.702357 sec): 3 clusters Score: Raw -336165.418405 + Penalty 1562.081000 = -334603.337405 nChanged 28 SP:Iteration 18Q (9465.747045 sec): 3 clusters Score: Raw -336180.900685 + Penalty 1562.081000 = -334618.819685 nChanged 30 SP:Iteration 19Q (9465.794058 sec): 3 clusters Score: Raw -336198.516106 + Penalty 1562.081000 = -334636.435106 nChanged 24 SP:Iteration 20F (9465.838823 sec): 3 clusters Score: Raw -336212.994067 + Penalty 1562.081000 = -334650.913067 nChanged 24 SP:Iteration 21Q (9465.890378 sec): 3 clusters Score: Raw -336229.246754 + Penalty 1562.081000 = -334667.165754 nChanged 21 SP:Iteration 22Q (9465.933774 sec): 3 clusters Score: Raw -336242.164615 + Penalty 1562.081000 = -334680.083615 nChanged 17 SP:Iteration 23Q (9465.971205 sec): 3 clusters Score: Raw -336254.252479 + Penalty 1562.081000 = -334692.171479 nChanged 14 SP:Iteration 24Q (9466.017069 sec): 3 clusters Score: Raw -336265.353187 + Penalty 1562.081000 = -334703.272187 nChanged 16 SP:Iteration 25Q (9466.070239 sec): 3 clusters Score: Raw -336278.512139 + Penalty 1562.081000 = -334716.431139 nChanged 27 SP:Iteration 26Q (9466.099500 sec): 3 clusters Score: Raw -336292.191983 + Penalty 1562.081000 = -334730.110983 nChanged 14 SP:Iteration 27Q (9466.144006 sec): 3 clusters Score: Raw -336300.187144 + Penalty 1562.081000 = -334738.106144 nChanged 12 SP:Iteration 28Q (9466.189081 sec): 3 clusters Score: Raw -336306.127470 + Penalty 1562.081000 = -334744.046470 nChanged 15 SP:Iteration 29Q (9466.225946 sec): 3 clusters Score: Raw -336317.454240 + Penalty 1562.081000 = -334755.373240 nChanged 15 SP:Iteration 30Q (9466.281098 sec): 3 clusters Score: Raw -336325.609531 + Penalty 1562.081000 = -334763.528531 nChanged 12 SP:Iteration 31Q (9466.328101 sec): 3 clusters Score: Raw -336331.934053 + Penalty 1562.081000 = -334769.853053 nChanged 11 SP:Iteration 32Q (9466.367544 sec): 3 clusters Score: Raw -336336.161669 + Penalty 1562.081000 = -334774.080669 nChanged 11 SP:Iteration 33Q (9466.415880 sec): 3 clusters Score: Raw -336341.348359 + Penalty 1562.081000 = -334779.267359 nChanged 8 SP:Iteration 34Q (9466.462621 sec): 3 clusters Score: Raw -336345.406263 + Penalty 1562.081000 = -334783.325263 nChanged 4 SP:Iteration 35Q (9466.507446 sec): 3 clusters Score: Raw -336346.336649 + Penalty 1562.081000 = -334784.255649 nChanged 6 SP:Iteration 36Q (9466.544187 sec): 3 clusters Score: Raw -336348.925374 + Penalty 1562.081000 = -334786.844374 nChanged 14 SP:Iteration 37Q (9466.589873 sec): 3 clusters Score: Raw -336357.085851 + Penalty 1562.081000 = -334795.004851 nChanged 11 SP:Iteration 38Q (9466.642924 sec): 3 clusters Score: Raw -336362.559747 + Penalty 1562.081000 = -334800.478747 nChanged 10 SP:Iteration 39Q (9466.706522 sec): 3 clusters Score: Raw -336367.853566 + Penalty 1562.081000 = -334805.772566 nChanged 14 SP:Iteration 40F (9466.759365 sec): 3 clusters Score: Raw -336375.387838 + Penalty 1562.081000 = -334813.306838 nChanged 14 SP:Iteration 41Q (9466.806327 sec): 3 clusters Score: Raw -336383.947416 + Penalty 1562.081000 = -334821.866416 nChanged 13 SP:Iteration 42Q (9466.858371 sec): 3 clusters Score: Raw -336388.756829 + Penalty 1562.081000 = -334826.675829 nChanged 7 SP:Iteration 43Q (9466.913272 sec): 3 clusters Score: Raw -336390.390783 + Penalty 1562.081000 = -334828.309783 nChanged 2 SP:Iteration 44Q (9466.959727 sec): 3 clusters Score: Raw -336390.982384 + Penalty 1562.081000 = -334828.901384 nChanged 3 SP:Iteration 45Q (9467.022280 sec): 3 clusters Score: Raw -336392.131563 + Penalty 1562.081000 = -334830.050563 nChanged 2 SP:Iteration 46Q (9467.077934 sec): 3 clusters Score: Raw -336392.547348 + Penalty 1562.081000 = -334830.466348 nChanged 0 SP:Iteration 47F (9467.128262 sec): 3 clusters Score: Raw -336392.547348 + Penalty 1562.081000 = -334830.466348 nChanged 0 Trying to split cluster 35 (16574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9467.170872 sec): 2 clusters Score: Raw -1639613.124991 + Penalty 922.981096 = -1638690.143895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9467.240555 sec): 3 clusters Score: Raw -1629496.831286 + Penalty 1845.962191 = -1627650.869095 nChanged 7588 SP:Iteration 1F (9467.303907 sec): 3 clusters Score: Raw -1633692.140255 + Penalty 1845.962191 = -1631846.178064 nChanged 876 SP:Iteration 2F (9467.364997 sec): 3 clusters Score: Raw -1634055.353774 + Penalty 1845.962191 = -1632209.391583 nChanged 903 SP:Iteration 3F (9467.433187 sec): 3 clusters Score: Raw -1634514.555325 + Penalty 1845.962191 = -1632668.593133 nChanged 966 SP:Iteration 4F (9467.496079 sec): 3 clusters Score: Raw -1635093.917176 + Penalty 1845.962191 = -1633247.954985 nChanged 1032 SP:Iteration 5F (9467.573103 sec): 3 clusters Score: Raw -1635831.374822 + Penalty 1845.962191 = -1633985.412631 nChanged 1041 SP:Iteration 6F (9467.642493 sec): 3 clusters Score: Raw -1636706.538921 + Penalty 1845.962191 = -1634860.576730 nChanged 961 SP:Iteration 7F (9467.716302 sec): 3 clusters Score: Raw -1637539.386451 + Penalty 1845.962191 = -1635693.424259 nChanged 830 SP:Iteration 8F (9467.787710 sec): 3 clusters Score: Raw -1638279.127155 + Penalty 1845.962191 = -1636433.164963 nChanged 563 SP:Iteration 9Q (9467.859387 sec): 3 clusters Score: Raw -1638749.229962 + Penalty 1845.962191 = -1636903.267770 nChanged 383 SP:Iteration 10Q (9467.927843 sec): 3 clusters Score: Raw -1639039.693167 + Penalty 1845.962191 = -1637193.730976 nChanged 267 SP:Iteration 11Q (9467.988051 sec): 3 clusters Score: Raw -1639212.441197 + Penalty 1845.962191 = -1637366.479006 nChanged 185 SP:Iteration 12Q (9468.055384 sec): 3 clusters Score: Raw -1639322.527978 + Penalty 1845.962191 = -1637476.565787 nChanged 143 SP:Iteration 13Q (9468.128128 sec): 3 clusters Score: Raw -1639406.936903 + Penalty 1845.962191 = -1637560.974711 nChanged 119 SP:Iteration 14Q (9468.197952 sec): 3 clusters Score: Raw -1639477.587462 + Penalty 1845.962191 = -1637631.625270 nChanged 106 SP:Iteration 15Q (9468.258189 sec): 3 clusters Score: Raw -1639542.273760 + Penalty 1845.962191 = -1637696.311569 nChanged 81 SP:Iteration 16Q (9468.331750 sec): 3 clusters Score: Raw -1639592.601481 + Penalty 1845.962191 = -1637746.639290 nChanged 59 SP:Iteration 17Q (9468.389619 sec): 3 clusters Score: Raw -1639631.579780 + Penalty 1845.962191 = -1637785.617588 nChanged 52 SP:Iteration 18Q (9468.464010 sec): 3 clusters Score: Raw -1639665.889359 + Penalty 1845.962191 = -1637819.927168 nChanged 43 SP:Iteration 19Q (9468.529823 sec): 3 clusters Score: Raw -1639692.454836 + Penalty 1845.962191 = -1637846.492645 nChanged 29 SP:Iteration 20F (9468.589724 sec): 3 clusters Score: Raw -1639711.040839 + Penalty 1845.962191 = -1637865.078648 nChanged 18 SP:Iteration 21Q (9468.657988 sec): 3 clusters Score: Raw -1639720.433891 + Penalty 1845.962191 = -1637874.471699 nChanged 12 SP:Iteration 22Q (9468.730006 sec): 3 clusters Score: Raw -1639727.121277 + Penalty 1845.962191 = -1637881.159086 nChanged 15 SP:Iteration 23Q (9468.787791 sec): 3 clusters Score: Raw -1639735.696404 + Penalty 1845.962191 = -1637889.734212 nChanged 13 SP:Iteration 24Q (9468.839041 sec): 3 clusters Score: Raw -1639742.710763 + Penalty 1845.962191 = -1637896.748571 nChanged 9 SP:Iteration 25Q (9468.905466 sec): 3 clusters Score: Raw -1639748.092022 + Penalty 1845.962191 = -1637902.129830 nChanged 8 SP:Iteration 26Q (9468.964399 sec): 3 clusters Score: Raw -1639753.244909 + Penalty 1845.962191 = -1637907.282717 nChanged 5 SP:Iteration 27Q (9469.040374 sec): 3 clusters Score: Raw -1639757.545055 + Penalty 1845.962191 = -1637911.582863 nChanged 7 SP:Iteration 28Q (9469.097737 sec): 3 clusters Score: Raw -1639762.620467 + Penalty 1845.962191 = -1637916.658275 nChanged 5 SP:Iteration 29Q (9469.151181 sec): 3 clusters Score: Raw -1639765.700385 + Penalty 1845.962191 = -1637919.738193 nChanged 4 SP:Iteration 30Q (9469.209366 sec): 3 clusters Score: Raw -1639767.899129 + Penalty 1845.962191 = -1637921.936937 nChanged 7 SP:Iteration 31Q (9469.280260 sec): 3 clusters Score: Raw -1639771.208596 + Penalty 1845.962191 = -1637925.246404 nChanged 4 SP:Iteration 32Q (9469.344903 sec): 3 clusters Score: Raw -1639774.367478 + Penalty 1845.962191 = -1637928.405286 nChanged 3 SP:Iteration 33Q (9469.412935 sec): 3 clusters Score: Raw -1639775.222732 + Penalty 1845.962191 = -1637929.260541 nChanged 4 SP:Iteration 34Q (9469.469560 sec): 3 clusters Score: Raw -1639777.607218 + Penalty 1845.962191 = -1637931.645027 nChanged 2 SP:Iteration 35Q (9469.529635 sec): 3 clusters Score: Raw -1639778.552189 + Penalty 1845.962191 = -1637932.589998 nChanged 1 SP:Iteration 36Q (9469.581237 sec): 3 clusters Score: Raw -1639779.521316 + Penalty 1845.962191 = -1637933.559125 nChanged 2 SP:Iteration 37Q (9469.641026 sec): 3 clusters Score: Raw -1639780.556213 + Penalty 1845.962191 = -1637934.594021 nChanged 0 SP:Iteration 38F (9469.714620 sec): 3 clusters Score: Raw -1639780.556213 + Penalty 1845.962191 = -1637934.594021 nChanged 0 Trying to split cluster 36 (15878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9469.758688 sec): 2 clusters Score: Raw -1584986.216004 + Penalty 918.905529 = -1584067.310474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9469.818105 sec): 3 clusters Score: Raw -1575188.991944 + Penalty 1837.811059 = -1573351.180885 nChanged 7330 SP:Iteration 1F (9469.881355 sec): 3 clusters Score: Raw -1579312.420352 + Penalty 1837.811059 = -1577474.609293 nChanged 958 SP:Iteration 2F (9469.939028 sec): 3 clusters Score: Raw -1579753.287251 + Penalty 1837.811059 = -1577915.476192 nChanged 1040 SP:Iteration 3F (9470.001443 sec): 3 clusters Score: Raw -1580319.964907 + Penalty 1837.811059 = -1578482.153848 nChanged 1098 SP:Iteration 4F (9470.056160 sec): 3 clusters Score: Raw -1581024.603874 + Penalty 1837.811059 = -1579186.792815 nChanged 1179 SP:Iteration 5F (9470.125145 sec): 3 clusters Score: Raw -1581860.900601 + Penalty 1837.811059 = -1580023.089542 nChanged 1102 SP:Iteration 6F (9470.175116 sec): 3 clusters Score: Raw -1582713.017676 + Penalty 1837.811059 = -1580875.206618 nChanged 975 SP:Iteration 7F (9470.241883 sec): 3 clusters Score: Raw -1583522.716272 + Penalty 1837.811059 = -1581684.905213 nChanged 730 SP:Iteration 8Q (9470.296728 sec): 3 clusters Score: Raw -1584113.347551 + Penalty 1837.811059 = -1582275.536493 nChanged 459 SP:Iteration 9Q (9470.358182 sec): 3 clusters Score: Raw -1584483.220825 + Penalty 1837.811059 = -1582645.409766 nChanged 319 SP:Iteration 10Q (9470.422001 sec): 3 clusters Score: Raw -1584733.479761 + Penalty 1837.811059 = -1582895.668702 nChanged 210 SP:Iteration 11Q (9470.491708 sec): 3 clusters Score: Raw -1584893.949402 + Penalty 1837.811059 = -1583056.138344 nChanged 112 SP:Iteration 12Q (9470.560135 sec): 3 clusters Score: Raw -1584978.931757 + Penalty 1837.811059 = -1583141.120699 nChanged 50 SP:Iteration 13Q (9470.613141 sec): 3 clusters Score: Raw -1585029.575980 + Penalty 1837.811059 = -1583191.764921 nChanged 28 SP:Iteration 14Q (9470.681604 sec): 3 clusters Score: Raw -1585050.824626 + Penalty 1837.811059 = -1583213.013568 nChanged 18 SP:Iteration 15Q (9470.733794 sec): 3 clusters Score: Raw -1585065.503149 + Penalty 1837.811059 = -1583227.692090 nChanged 12 SP:Iteration 16Q (9470.794082 sec): 3 clusters Score: Raw -1585078.230285 + Penalty 1837.811059 = -1583240.419226 nChanged 12 SP:Iteration 17Q (9470.860902 sec): 3 clusters Score: Raw -1585088.755360 + Penalty 1837.811059 = -1583250.944301 nChanged 14 SP:Iteration 18Q (9470.919229 sec): 3 clusters Score: Raw -1585100.426332 + Penalty 1837.811059 = -1583262.615273 nChanged 8 SP:Iteration 19Q (9470.971172 sec): 3 clusters Score: Raw -1585106.636021 + Penalty 1837.811059 = -1583268.824963 nChanged 9 SP:Iteration 20F (9471.029648 sec): 3 clusters Score: Raw -1585115.138828 + Penalty 1837.811059 = -1583277.327769 nChanged 6 SP:Iteration 21Q (9471.088066 sec): 3 clusters Score: Raw -1585118.628500 + Penalty 1837.811059 = -1583280.817441 nChanged 1 SP:Iteration 22Q (9471.147012 sec): 3 clusters Score: Raw -1585119.459917 + Penalty 1837.811059 = -1583281.648858 nChanged 0 SP:Iteration 23F (9471.213620 sec): 3 clusters Score: Raw -1585119.459917 + Penalty 1837.811059 = -1583281.648858 nChanged 0 Trying to split cluster 37 (3737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9471.241254 sec): 2 clusters Score: Raw -359006.067318 + Penalty 781.473651 = -358224.593667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9471.288348 sec): 3 clusters Score: Raw -357006.268862 + Penalty 1562.947302 = -355443.321561 nChanged 1558 SP:Iteration 1F (9471.337035 sec): 3 clusters Score: Raw -357876.907789 + Penalty 1562.947302 = -356313.960487 nChanged 296 SP:Iteration 2F (9471.374606 sec): 3 clusters Score: Raw -358081.464593 + Penalty 1562.947302 = -356518.517292 nChanged 263 SP:Iteration 3F (9471.422291 sec): 3 clusters Score: Raw -358236.103151 + Penalty 1562.947302 = -356673.155850 nChanged 212 SP:Iteration 4F (9471.477415 sec): 3 clusters Score: Raw -358368.864910 + Penalty 1562.947302 = -356805.917609 nChanged 176 SP:Iteration 5Q (9471.512528 sec): 3 clusters Score: Raw -358472.232202 + Penalty 1562.947302 = -356909.284901 nChanged 148 SP:Iteration 6Q (9471.570014 sec): 3 clusters Score: Raw -358542.122222 + Penalty 1562.947302 = -356979.174920 nChanged 147 SP:Iteration 7Q (9471.617562 sec): 3 clusters Score: Raw -358611.693311 + Penalty 1562.947302 = -357048.746009 nChanged 127 SP:Iteration 8Q (9471.651983 sec): 3 clusters Score: Raw -358671.651019 + Penalty 1562.947302 = -357108.703717 nChanged 105 SP:Iteration 9Q (9471.701169 sec): 3 clusters Score: Raw -358724.828677 + Penalty 1562.947302 = -357161.881375 nChanged 108 SP:Iteration 10Q (9471.744551 sec): 3 clusters Score: Raw -358779.587289 + Penalty 1562.947302 = -357216.639988 nChanged 96 SP:Iteration 11Q (9471.793932 sec): 3 clusters Score: Raw -358828.424824 + Penalty 1562.947302 = -357265.477522 nChanged 90 SP:Iteration 12Q (9471.838496 sec): 3 clusters Score: Raw -358875.130742 + Penalty 1562.947302 = -357312.183441 nChanged 70 SP:Iteration 13Q (9471.883927 sec): 3 clusters Score: Raw -358915.089471 + Penalty 1562.947302 = -357352.142170 nChanged 74 SP:Iteration 14Q (9471.923415 sec): 3 clusters Score: Raw -358957.285988 + Penalty 1562.947302 = -357394.338686 nChanged 62 SP:Iteration 15Q (9471.969576 sec): 3 clusters Score: Raw -358993.626887 + Penalty 1562.947302 = -357430.679586 nChanged 67 SP:Iteration 16Q (9472.014970 sec): 3 clusters Score: Raw -359028.134968 + Penalty 1562.947302 = -357465.187666 nChanged 59 SP:Iteration 17Q (9472.061001 sec): 3 clusters Score: Raw -359059.189835 + Penalty 1562.947302 = -357496.242534 nChanged 58 SP:Iteration 18Q (9472.105308 sec): 3 clusters Score: Raw -359090.624146 + Penalty 1562.947302 = -357527.676844 nChanged 62 SP:Iteration 19Q (9472.151011 sec): 3 clusters Score: Raw -359124.559755 + Penalty 1562.947302 = -357561.612454 nChanged 44 SP:Iteration 20F (9472.203933 sec): 3 clusters Score: Raw -359140.434140 + Penalty 1562.947302 = -357577.486838 nChanged 33 SP:Iteration 21Q (9472.248447 sec): 3 clusters Score: Raw -359152.922788 + Penalty 1562.947302 = -357589.975486 nChanged 31 SP:Iteration 22Q (9472.292256 sec): 3 clusters Score: Raw -359167.785351 + Penalty 1562.947302 = -357604.838049 nChanged 34 SP:Iteration 23Q (9472.335983 sec): 3 clusters Score: Raw -359180.307489 + Penalty 1562.947302 = -357617.360187 nChanged 21 SP:Iteration 24Q (9472.386394 sec): 3 clusters Score: Raw -359187.408394 + Penalty 1562.947302 = -357624.461092 nChanged 19 SP:Iteration 25Q (9472.430115 sec): 3 clusters Score: Raw -359193.039807 + Penalty 1562.947302 = -357630.092505 nChanged 16 SP:Iteration 26Q (9472.480030 sec): 3 clusters Score: Raw -359197.137401 + Penalty 1562.947302 = -357634.190100 nChanged 17 SP:Iteration 27Q (9472.515311 sec): 3 clusters Score: Raw -359201.874234 + Penalty 1562.947302 = -357638.926932 nChanged 12 SP:Iteration 28Q (9472.566929 sec): 3 clusters Score: Raw -359205.980074 + Penalty 1562.947302 = -357643.032772 nChanged 10 SP:Iteration 29Q (9472.610021 sec): 3 clusters Score: Raw -359210.120844 + Penalty 1562.947302 = -357647.173543 nChanged 11 SP:Iteration 30Q (9472.651584 sec): 3 clusters Score: Raw -359213.510269 + Penalty 1562.947302 = -357650.562967 nChanged 9 SP:Iteration 31Q (9472.703184 sec): 3 clusters Score: Raw -359215.171748 + Penalty 1562.947302 = -357652.224447 nChanged 3 SP:Iteration 32Q (9472.753272 sec): 3 clusters Score: Raw -359215.743509 + Penalty 1562.947302 = -357652.796207 nChanged 3 SP:Iteration 33Q (9472.803311 sec): 3 clusters Score: Raw -359216.307858 + Penalty 1562.947302 = -357653.360556 nChanged 2 SP:Iteration 34Q (9472.854483 sec): 3 clusters Score: Raw -359216.524588 + Penalty 1562.947302 = -357653.577287 nChanged 5 SP:Iteration 35Q (9472.907981 sec): 3 clusters Score: Raw -359217.182899 + Penalty 1562.947302 = -357654.235597 nChanged 2 SP:Iteration 36Q (9472.951145 sec): 3 clusters Score: Raw -359217.753050 + Penalty 1562.947302 = -357654.805748 nChanged 5 SP:Iteration 37Q (9472.992144 sec): 3 clusters Score: Raw -359218.884227 + Penalty 1562.947302 = -357655.936926 nChanged 4 SP:Iteration 38Q (9473.052051 sec): 3 clusters Score: Raw -359220.217098 + Penalty 1562.947302 = -357657.269796 nChanged 3 SP:Iteration 39Q (9473.098769 sec): 3 clusters Score: Raw -359220.860267 + Penalty 1562.947302 = -357657.912966 nChanged 2 SP:Iteration 40F (9473.151597 sec): 3 clusters Score: Raw -359221.324791 + Penalty 1562.947302 = -357658.377489 nChanged 2 SP:Iteration 41Q (9473.201247 sec): 3 clusters Score: Raw -359221.639563 + Penalty 1562.947302 = -357658.692262 nChanged 3 SP:Iteration 42Q (9473.255694 sec): 3 clusters Score: Raw -359222.021795 + Penalty 1562.947302 = -357659.074493 nChanged 0 SP:Iteration 43F (9473.306376 sec): 3 clusters Score: Raw -359222.021795 + Penalty 1562.947302 = -357659.074493 nChanged 0 Trying to split cluster 38 (21254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9473.349671 sec): 2 clusters Score: Raw -2057464.505622 + Penalty 946.608537 = -2056517.897085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9473.424939 sec): 3 clusters Score: Raw -2044191.996269 + Penalty 1893.217074 = -2042298.779194 nChanged 9884 SP:Iteration 1F (9473.499000 sec): 3 clusters Score: Raw -2049518.593988 + Penalty 1893.217074 = -2047625.376913 nChanged 971 SP:Iteration 2Q (9473.577646 sec): 3 clusters Score: Raw -2049850.349331 + Penalty 1893.217074 = -2047957.132257 nChanged 1085 SP:Iteration 3F (9473.651584 sec): 3 clusters Score: Raw -2050316.495825 + Penalty 1893.217074 = -2048423.278751 nChanged 1259 SP:Iteration 4F (9473.727313 sec): 3 clusters Score: Raw -2051017.368485 + Penalty 1893.217074 = -2049124.151410 nChanged 1527 SP:Iteration 5F (9473.797368 sec): 3 clusters Score: Raw -2052076.852160 + Penalty 1893.217074 = -2050183.635086 nChanged 1746 SP:Iteration 6F (9473.863478 sec): 3 clusters Score: Raw -2053450.857166 + Penalty 1893.217074 = -2051557.640091 nChanged 1556 SP:Iteration 7F (9473.927053 sec): 3 clusters Score: Raw -2054780.797993 + Penalty 1893.217074 = -2052887.580919 nChanged 1229 SP:Iteration 8F (9473.996832 sec): 3 clusters Score: Raw -2055906.941834 + Penalty 1893.217074 = -2054013.724760 nChanged 778 SP:Iteration 9Q (9474.068667 sec): 3 clusters Score: Raw -2056718.711386 + Penalty 1893.217074 = -2054825.494311 nChanged 492 SP:Iteration 10Q (9474.148554 sec): 3 clusters Score: Raw -2057272.729303 + Penalty 1893.217074 = -2055379.512228 nChanged 353 SP:Iteration 11Q (9474.222053 sec): 3 clusters Score: Raw -2057614.408421 + Penalty 1893.217074 = -2055721.191346 nChanged 250 SP:Iteration 12Q (9474.281347 sec): 3 clusters Score: Raw -2057809.384032 + Penalty 1893.217074 = -2055916.166957 nChanged 181 SP:Iteration 13Q (9474.359724 sec): 3 clusters Score: Raw -2057924.909580 + Penalty 1893.217074 = -2056031.692505 nChanged 131 SP:Iteration 14Q (9474.430352 sec): 3 clusters Score: Raw -2058000.445468 + Penalty 1893.217074 = -2056107.228394 nChanged 121 SP:Iteration 15Q (9474.502652 sec): 3 clusters Score: Raw -2058063.941629 + Penalty 1893.217074 = -2056170.724554 nChanged 102 SP:Iteration 16Q (9474.573154 sec): 3 clusters Score: Raw -2058106.324812 + Penalty 1893.217074 = -2056213.107737 nChanged 71 SP:Iteration 17Q (9474.645372 sec): 3 clusters Score: Raw -2058132.457407 + Penalty 1893.217074 = -2056239.240333 nChanged 56 SP:Iteration 18Q (9474.716942 sec): 3 clusters Score: Raw -2058144.208348 + Penalty 1893.217074 = -2056250.991274 nChanged 37 SP:Iteration 19Q (9474.786487 sec): 3 clusters Score: Raw -2058152.197465 + Penalty 1893.217074 = -2056258.980391 nChanged 29 SP:Iteration 20F (9474.861916 sec): 3 clusters Score: Raw -2058157.970647 + Penalty 1893.217074 = -2056264.753573 nChanged 15 SP:Iteration 21Q (9474.927085 sec): 3 clusters Score: Raw -2058160.212024 + Penalty 1893.217074 = -2056266.994950 nChanged 20 SP:Iteration 22Q (9474.999308 sec): 3 clusters Score: Raw -2058163.450527 + Penalty 1893.217074 = -2056270.233452 nChanged 16 SP:Iteration 23Q (9475.073520 sec): 3 clusters Score: Raw -2058165.521651 + Penalty 1893.217074 = -2056272.304577 nChanged 8 SP:Iteration 24Q (9475.145283 sec): 3 clusters Score: Raw -2058166.541334 + Penalty 1893.217074 = -2056273.324260 nChanged 5 SP:Iteration 25Q (9475.216496 sec): 3 clusters Score: Raw -2058166.957205 + Penalty 1893.217074 = -2056273.740131 nChanged 5 SP:Iteration 26Q (9475.283977 sec): 3 clusters Score: Raw -2058167.490365 + Penalty 1893.217074 = -2056274.273291 nChanged 4 SP:Iteration 27Q (9475.341352 sec): 3 clusters Score: Raw -2058167.757592 + Penalty 1893.217074 = -2056274.540517 nChanged 3 SP:Iteration 28Q (9475.413727 sec): 3 clusters Score: Raw -2058168.013807 + Penalty 1893.217074 = -2056274.796733 nChanged 3 SP:Iteration 29Q (9475.478598 sec): 3 clusters Score: Raw -2058168.398320 + Penalty 1893.217074 = -2056275.181246 nChanged 4 SP:Iteration 30Q (9475.534343 sec): 3 clusters Score: Raw -2058168.747445 + Penalty 1893.217074 = -2056275.530371 nChanged 2 SP:Iteration 31Q (9475.598451 sec): 3 clusters Score: Raw -2058168.872137 + Penalty 1893.217074 = -2056275.655063 nChanged 2 SP:Iteration 32Q (9475.665836 sec): 3 clusters Score: Raw -2058168.984178 + Penalty 1893.217074 = -2056275.767104 nChanged 3 SP:Iteration 33Q (9475.740894 sec): 3 clusters Score: Raw -2058169.445833 + Penalty 1893.217074 = -2056276.228759 nChanged 2 SP:Iteration 34Q (9475.800270 sec): 3 clusters Score: Raw -2058169.692473 + Penalty 1893.217074 = -2056276.475399 nChanged 5 SP:Iteration 35Q (9475.872734 sec): 3 clusters Score: Raw -2058170.706032 + Penalty 1893.217074 = -2056277.488957 nChanged 6 SP:Iteration 36Q (9475.936183 sec): 3 clusters Score: Raw -2058171.213880 + Penalty 1893.217074 = -2056277.996805 nChanged 3 SP:Iteration 37Q (9476.001059 sec): 3 clusters Score: Raw -2058171.472080 + Penalty 1893.217074 = -2056278.255005 nChanged 3 SP:Iteration 38Q (9476.070583 sec): 3 clusters Score: Raw -2058171.595050 + Penalty 1893.217074 = -2056278.377975 nChanged 0 SP:Iteration 39F (9476.130099 sec): 3 clusters Score: Raw -2058171.595050 + Penalty 1893.217074 = -2056278.377975 nChanged 0 Trying to split cluster 39 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9476.147802 sec): 2 clusters Score: Raw -42765.101738 + Penalty 571.534930 = -42193.566808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9476.188898 sec): 3 clusters Score: Raw -42667.113892 + Penalty 1143.069860 = -41524.044032 nChanged 103 SP:Iteration 1F (9476.224242 sec): 3 clusters Score: Raw -42762.774168 + Penalty 1143.069860 = -41619.704308 nChanged 24 SP:Iteration 2F (9476.262174 sec): 3 clusters Score: Raw -42791.622597 + Penalty 1143.069860 = -41648.552736 nChanged 13 SP:Iteration 3Q (9476.302044 sec): 3 clusters Score: Raw -42808.805671 + Penalty 1143.069860 = -41665.735811 nChanged 6 SP:Iteration 4Q (9476.341360 sec): 3 clusters Score: Raw -42812.076605 + Penalty 1143.069860 = -41669.006745 nChanged 3 SP:Iteration 5Q (9476.384637 sec): 3 clusters Score: Raw -42815.007941 + Penalty 1143.069860 = -41671.938081 nChanged 4 SP:Iteration 6Q (9476.426845 sec): 3 clusters Score: Raw -42821.417879 + Penalty 1143.069860 = -41678.348019 nChanged 3 SP:Iteration 7Q (9476.469594 sec): 3 clusters Score: Raw -42826.529525 + Penalty 1143.069860 = -41683.459664 nChanged 6 SP:Iteration 8Q (9476.523975 sec): 3 clusters Score: Raw -42831.771126 + Penalty 1143.069860 = -41688.701266 nChanged 1 SP:Iteration 9Q (9476.557635 sec): 3 clusters Score: Raw -42832.173848 + Penalty 1143.069860 = -41689.103988 nChanged 0 SP:Iteration 10F (9476.603821 sec): 3 clusters Score: Raw -42832.173848 + Penalty 1143.069860 = -41689.103988 nChanged 0 Time taken for this iteration:6985.296065 seconds. 21->40 Clusters: Score -58450128.045879, best is -58450194.614137 Main iterations: 945 (time per iteration =4576.987140 ms) Total iterations: 50000 (time per iteration =86.505057 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 608706455148.000000 (time per metric unit =7.105646ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 10956716192664.000000 (time per metric unit=394.758135ps) That took 4325.252847 seconds.