FileBase DT3_rLS_rCA1_20151009_2100um_1512um ElecNo 9 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 0.96 and 1.45 GB. - 8 bytes per element (scalar), 64658600 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.46 and 0.69 GB. - 8 bytes per element (scalar), 31036128 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.12 and 0.17 GB. - 2 bytes per element (data_int), 31036128 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.06 and 0.09 GB. - 1 bytes per element (char), 31036128 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.06 and 0.09 GB. - 1 bytes per element (char), 31036128 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=1293172, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 1.66 and 2.49 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 1293172 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 1293172 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 10 (8249 points): Lose 1012.185464 but Gain 2286.798909 Iteration 0F (30.352515 sec): 19 clusters Score: Raw -145166264.116104 + Penalty 41162.380368 = -145125101.735736 nChanged 1224391 Iteration 1F (45.802286 sec): 19 clusters Score: Raw -149647349.870677 + Penalty 41162.380368 = -149606187.490309 nChanged 607902 Iteration 2F (60.947699 sec): 19 clusters Score: Raw -151365823.329503 + Penalty 41162.380368 = -151324660.949135 nChanged 343300 Iteration 3F (76.373210 sec): 19 clusters Score: Raw -152310702.043173 + Penalty 41162.380368 = -152269539.662805 nChanged 264396 Iteration 4F (91.829745 sec): 19 clusters Score: Raw -153345431.968904 + Penalty 41162.380368 = -153304269.588536 nChanged 178210 Iteration 5F (106.971838 sec): 19 clusters Score: Raw -153855067.281348 + Penalty 41162.380368 = -153813904.900980 nChanged 91725 Iteration 6F (122.281491 sec): 19 clusters Score: Raw -153996709.552720 + Penalty 41162.380368 = -153955547.172352 nChanged 55644 Iteration 7Q (129.116435 sec): 19 clusters Score: Raw -154082018.187363 + Penalty 41162.380368 = -154040855.806995 nChanged 44736 Iteration 8Q (135.812690 sec): 19 clusters Score: Raw -154137999.267213 + Penalty 41162.380368 = -154096836.886845 nChanged 35322 Iteration 9Q (142.198830 sec): 19 clusters Score: Raw -154183234.594878 + Penalty 41162.380368 = -154142072.214510 nChanged 26999 Iteration 10Q (148.951470 sec): 19 clusters Score: Raw -154214290.936614 + Penalty 41162.380368 = -154173128.556245 nChanged 20770 Iteration 11Q (155.790392 sec): 19 clusters Score: Raw -154231894.923197 + Penalty 41162.380368 = -154190732.542829 nChanged 16374 Iteration 12Q (161.783811 sec): 19 clusters Score: Raw -154242953.491977 + Penalty 41162.380368 = -154201791.111609 nChanged 13177 Iteration 13Q (168.037064 sec): 19 clusters Score: Raw -154251501.999564 + Penalty 41162.380368 = -154210339.619195 nChanged 11107 Iteration 14Q (174.095193 sec): 19 clusters Score: Raw -154256418.802535 + Penalty 41162.380368 = -154215256.422167 nChanged 9536 Iteration 15Q (180.807490 sec): 19 clusters Score: Raw -154259711.699130 + Penalty 41162.380368 = -154218549.318762 nChanged 8051 Iteration 16Q (186.641470 sec): 19 clusters Score: Raw -154262613.255000 + Penalty 41162.380368 = -154221450.874632 nChanged 7139 Iteration 17Q (192.377403 sec): 19 clusters Score: Raw -154265467.315704 + Penalty 41162.380368 = -154224304.935335 nChanged 6619 Iteration 18Q (198.543685 sec): 19 clusters Score: Raw -154268630.977567 + Penalty 41162.380368 = -154227468.597199 nChanged 6350 Iteration 19Q (204.312920 sec): 19 clusters Score: Raw -154272263.321769 + Penalty 41162.380368 = -154231100.941401 nChanged 6079 Writing temp clu file Because OldScore, -154227468.597199, is greater than current (better) Score,-154231100.941401 Compute initial score before splitting: Score: Raw -154272263.321769 + Penalty 41162.380368 = -154231100.941401 Trying to split cluster 1 (12190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.903664 sec): 2 clusters Score: Raw -1433851.722837 + Penalty 1528.860324 = -1432322.862514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.970624 sec): 3 clusters Score: Raw -1426987.516657 + Penalty 3057.720647 = -1423929.796009 nChanged 5370 SP:Iteration 1F (205.038048 sec): 3 clusters Score: Raw -1431413.307194 + Penalty 3057.720647 = -1428355.586547 nChanged 1603 SP:Iteration 2F (205.101289 sec): 3 clusters Score: Raw -1433901.584764 + Penalty 3057.720647 = -1430843.864117 nChanged 1383 SP:Iteration 3F (205.170723 sec): 3 clusters Score: Raw -1435709.611649 + Penalty 3057.720647 = -1432651.891001 nChanged 890 SP:Iteration 4F (205.229387 sec): 3 clusters Score: Raw -1436567.489247 + Penalty 3057.720647 = -1433509.768600 nChanged 562 SP:Iteration 5Q (205.308416 sec): 3 clusters Score: Raw -1436962.339587 + Penalty 3057.720647 = -1433904.618940 nChanged 388 SP:Iteration 6Q (205.379188 sec): 3 clusters Score: Raw -1437212.442785 + Penalty 3057.720647 = -1434154.722137 nChanged 295 SP:Iteration 7Q (205.449155 sec): 3 clusters Score: Raw -1437375.944202 + Penalty 3057.720647 = -1434318.223555 nChanged 233 SP:Iteration 8Q (205.508802 sec): 3 clusters Score: Raw -1437488.518118 + Penalty 3057.720647 = -1434430.797470 nChanged 201 SP:Iteration 9Q (205.587945 sec): 3 clusters Score: Raw -1437557.120031 + Penalty 3057.720647 = -1434499.399384 nChanged 150 SP:Iteration 10Q (205.648687 sec): 3 clusters Score: Raw -1437603.087117 + Penalty 3057.720647 = -1434545.366470 nChanged 115 SP:Iteration 11Q (205.730761 sec): 3 clusters Score: Raw -1437637.602552 + Penalty 3057.720647 = -1434579.881905 nChanged 97 SP:Iteration 12Q (205.799242 sec): 3 clusters Score: Raw -1437668.347664 + Penalty 3057.720647 = -1434610.627016 nChanged 95 SP:Iteration 13Q (205.869584 sec): 3 clusters Score: Raw -1437693.835258 + Penalty 3057.720647 = -1434636.114610 nChanged 75 SP:Iteration 14Q (205.940088 sec): 3 clusters Score: Raw -1437711.464014 + Penalty 3057.720647 = -1434653.743366 nChanged 61 SP:Iteration 15Q (205.998519 sec): 3 clusters Score: Raw -1437725.857330 + Penalty 3057.720647 = -1434668.136683 nChanged 46 SP:Iteration 16Q (206.079745 sec): 3 clusters Score: Raw -1437733.795179 + Penalty 3057.720647 = -1434676.074532 nChanged 35 SP:Iteration 17Q (206.133531 sec): 3 clusters Score: Raw -1437740.788356 + Penalty 3057.720647 = -1434683.067709 nChanged 33 SP:Iteration 18Q (206.197842 sec): 3 clusters Score: Raw -1437748.946968 + Penalty 3057.720647 = -1434691.226321 nChanged 43 SP:Iteration 19Q (206.266449 sec): 3 clusters Score: Raw -1437756.668764 + Penalty 3057.720647 = -1434698.948117 nChanged 37 SP:Iteration 20F (206.325474 sec): 3 clusters Score: Raw -1437764.796355 + Penalty 3057.720647 = -1434707.075707 nChanged 33 SP:Iteration 21Q (206.402439 sec): 3 clusters Score: Raw -1437773.122502 + Penalty 3057.720647 = -1434715.401855 nChanged 32 SP:Iteration 22Q (206.468588 sec): 3 clusters Score: Raw -1437778.625299 + Penalty 3057.720647 = -1434720.904652 nChanged 36 SP:Iteration 23Q (206.537858 sec): 3 clusters Score: Raw -1437785.087341 + Penalty 3057.720647 = -1434727.366694 nChanged 37 SP:Iteration 24Q (206.599810 sec): 3 clusters Score: Raw -1437790.985201 + Penalty 3057.720647 = -1434733.264554 nChanged 36 SP:Iteration 25Q (206.668972 sec): 3 clusters Score: Raw -1437795.853781 + Penalty 3057.720647 = -1434738.133133 nChanged 24 SP:Iteration 26Q (206.736134 sec): 3 clusters Score: Raw -1437798.818024 + Penalty 3057.720647 = -1434741.097377 nChanged 25 SP:Iteration 27Q (206.805342 sec): 3 clusters Score: Raw -1437802.023645 + Penalty 3057.720647 = -1434744.302997 nChanged 14 SP:Iteration 28Q (206.873649 sec): 3 clusters Score: Raw -1437803.703837 + Penalty 3057.720647 = -1434745.983190 nChanged 12 SP:Iteration 29Q (206.954258 sec): 3 clusters Score: Raw -1437805.405613 + Penalty 3057.720647 = -1434747.684966 nChanged 11 SP:Iteration 30Q (207.012942 sec): 3 clusters Score: Raw -1437806.994133 + Penalty 3057.720647 = -1434749.273485 nChanged 11 SP:Iteration 31Q (207.079397 sec): 3 clusters Score: Raw -1437808.299767 + Penalty 3057.720647 = -1434750.579119 nChanged 9 SP:Iteration 32Q (207.158550 sec): 3 clusters Score: Raw -1437809.719524 + Penalty 3057.720647 = -1434751.998877 nChanged 9 SP:Iteration 33Q (207.228871 sec): 3 clusters Score: Raw -1437810.924172 + Penalty 3057.720647 = -1434753.203525 nChanged 11 SP:Iteration 34Q (207.288166 sec): 3 clusters Score: Raw -1437811.912804 + Penalty 3057.720647 = -1434754.192157 nChanged 8 SP:Iteration 35Q (207.366459 sec): 3 clusters Score: Raw -1437812.518758 + Penalty 3057.720647 = -1434754.798110 nChanged 5 SP:Iteration 36Q (207.429030 sec): 3 clusters Score: Raw -1437812.874607 + Penalty 3057.720647 = -1434755.153960 nChanged 5 SP:Iteration 37Q (207.490221 sec): 3 clusters Score: Raw -1437813.209387 + Penalty 3057.720647 = -1434755.488740 nChanged 7 SP:Iteration 38Q (207.558110 sec): 3 clusters Score: Raw -1437814.008125 + Penalty 3057.720647 = -1434756.287478 nChanged 4 SP:Iteration 39Q (207.634369 sec): 3 clusters Score: Raw -1437814.436964 + Penalty 3057.720647 = -1434756.716317 nChanged 4 SP:Iteration 40F (207.706375 sec): 3 clusters Score: Raw -1437814.806821 + Penalty 3057.720647 = -1434757.086174 nChanged 4 SP:Iteration 41Q (207.763049 sec): 3 clusters Score: Raw -1437815.299055 + Penalty 3057.720647 = -1434757.578408 nChanged 2 SP:Iteration 42Q (207.832388 sec): 3 clusters Score: Raw -1437815.547462 + Penalty 3057.720647 = -1434757.826814 nChanged 2 SP:Iteration 43Q (207.902646 sec): 3 clusters Score: Raw -1437815.639285 + Penalty 3057.720647 = -1434757.918638 nChanged 2 SP:Iteration 44Q (207.977933 sec): 3 clusters Score: Raw -1437815.746241 + Penalty 3057.720647 = -1434758.025594 nChanged 1 SP:Iteration 45Q (208.041567 sec): 3 clusters Score: Raw -1437815.856123 + Penalty 3057.720647 = -1434758.135475 nChanged 1 SP:Iteration 46Q (208.103612 sec): 3 clusters Score: Raw -1437815.970477 + Penalty 3057.720647 = -1434758.249829 nChanged 0 SP:Iteration 47F (208.173715 sec): 3 clusters Score: Raw -1437815.970477 + Penalty 3057.720647 = -1434758.249829 nChanged 0 Score: Raw -154278271.992053 + Penalty 43449.179278 = -154234822.812775 Splitting cluster 1 changes total score from -154231100.941401 to -154234822.812775 So it's getting split into cluster 10. Trying to split cluster 2 (518096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.996642 sec): 2 clusters Score: Raw -63553563.207699 + Penalty 2138.161323 = -63551425.046376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.916849 sec): 3 clusters Score: Raw -63204594.049267 + Penalty 4276.322645 = -63200317.726621 nChanged 254187 SP:Iteration 1F (226.807465 sec): 3 clusters Score: Raw -63365318.849434 + Penalty 4276.322645 = -63361042.526789 nChanged 21311 SP:Iteration 2Q (227.707789 sec): 3 clusters Score: Raw -63372792.511705 + Penalty 4276.322645 = -63368516.189059 nChanged 24853 SP:Iteration 3Q (228.668177 sec): 3 clusters Score: Raw -63383146.888471 + Penalty 4276.322645 = -63378870.565826 nChanged 28829 SP:Iteration 4F (229.575429 sec): 3 clusters Score: Raw -63397047.815331 + Penalty 4276.322645 = -63392771.492686 nChanged 31965 SP:Iteration 5F (230.477051 sec): 3 clusters Score: Raw -63413927.657843 + Penalty 4276.322645 = -63409651.335197 nChanged 32982 SP:Iteration 6F (231.374502 sec): 3 clusters Score: Raw -63431473.957205 + Penalty 4276.322645 = -63427197.634560 nChanged 31168 SP:Iteration 7F (232.237139 sec): 3 clusters Score: Raw -63447459.206740 + Penalty 4276.322645 = -63443182.884094 nChanged 27897 SP:Iteration 8F (233.103291 sec): 3 clusters Score: Raw -63460664.035768 + Penalty 4276.322645 = -63456387.713122 nChanged 24208 SP:Iteration 9Q (234.054949 sec): 3 clusters Score: Raw -63471600.366935 + Penalty 4276.322645 = -63467324.044290 nChanged 21530 SP:Iteration 10Q (235.014133 sec): 3 clusters Score: Raw -63481776.590945 + Penalty 4276.322645 = -63477500.268299 nChanged 20716 SP:Iteration 11Q (235.973071 sec): 3 clusters Score: Raw -63492392.991237 + Penalty 4276.322645 = -63488116.668591 nChanged 20277 SP:Iteration 12Q (236.913251 sec): 3 clusters Score: Raw -63503815.246221 + Penalty 4276.322645 = -63499538.923575 nChanged 19298 SP:Iteration 13Q (237.870437 sec): 3 clusters Score: Raw -63515925.439888 + Penalty 4276.322645 = -63511649.117242 nChanged 17243 SP:Iteration 14Q (238.815577 sec): 3 clusters Score: Raw -63527975.924259 + Penalty 4276.322645 = -63523699.601614 nChanged 13682 SP:Iteration 15Q (239.733205 sec): 3 clusters Score: Raw -63538141.553785 + Penalty 4276.322645 = -63533865.231140 nChanged 9726 SP:Iteration 16Q (240.613838 sec): 3 clusters Score: Raw -63545206.181063 + Penalty 4276.322645 = -63540929.858418 nChanged 6322 SP:Iteration 17Q (241.464628 sec): 3 clusters Score: Raw -63549348.181820 + Penalty 4276.322645 = -63545071.859174 nChanged 4269 SP:Iteration 18Q (242.272164 sec): 3 clusters Score: Raw -63551914.893485 + Penalty 4276.322645 = -63547638.570839 nChanged 2928 SP:Iteration 19Q (243.060876 sec): 3 clusters Score: Raw -63553479.050192 + Penalty 4276.322645 = -63549202.727546 nChanged 2081 SP:Iteration 20F (243.952496 sec): 3 clusters Score: Raw -63554442.483938 + Penalty 4276.322645 = -63550166.161293 nChanged 1572 SP:Iteration 21Q (244.684597 sec): 3 clusters Score: Raw -63555095.425324 + Penalty 4276.322645 = -63550819.102679 nChanged 1235 SP:Iteration 22Q (245.456887 sec): 3 clusters Score: Raw -63555561.461147 + Penalty 4276.322645 = -63551285.138501 nChanged 972 SP:Iteration 23Q (246.211507 sec): 3 clusters Score: Raw -63555879.650119 + Penalty 4276.322645 = -63551603.327473 nChanged 786 SP:Iteration 24Q (246.998832 sec): 3 clusters Score: Raw -63556111.035655 + Penalty 4276.322645 = -63551834.713009 nChanged 665 SP:Iteration 25Q (247.706411 sec): 3 clusters Score: Raw -63556292.950925 + Penalty 4276.322645 = -63552016.628279 nChanged 563 SP:Iteration 26Q (248.458288 sec): 3 clusters Score: Raw -63556428.638696 + Penalty 4276.322645 = -63552152.316050 nChanged 459 SP:Iteration 27Q (249.215238 sec): 3 clusters Score: Raw -63556525.320025 + Penalty 4276.322645 = -63552248.997379 nChanged 383 SP:Iteration 28Q (249.884211 sec): 3 clusters Score: Raw -63556602.575450 + Penalty 4276.322645 = -63552326.252804 nChanged 332 SP:Iteration 29Q (250.627359 sec): 3 clusters Score: Raw -63556659.724012 + Penalty 4276.322645 = -63552383.401366 nChanged 288 SP:Iteration 30Q (251.366271 sec): 3 clusters Score: Raw -63556707.321103 + Penalty 4276.322645 = -63552430.998457 nChanged 235 SP:Iteration 31Q (252.084591 sec): 3 clusters Score: Raw -63556741.032809 + Penalty 4276.322645 = -63552464.710164 nChanged 212 SP:Iteration 32Q (252.795110 sec): 3 clusters Score: Raw -63556767.696403 + Penalty 4276.322645 = -63552491.373757 nChanged 179 SP:Iteration 33Q (253.541796 sec): 3 clusters Score: Raw -63556789.248726 + Penalty 4276.322645 = -63552512.926081 nChanged 157 SP:Iteration 34Q (254.230728 sec): 3 clusters Score: Raw -63556810.509495 + Penalty 4276.322645 = -63552534.186850 nChanged 140 SP:Iteration 35Q (254.948387 sec): 3 clusters Score: Raw -63556827.667320 + Penalty 4276.322645 = -63552551.344674 nChanged 144 SP:Iteration 36Q (255.662247 sec): 3 clusters Score: Raw -63556845.428630 + Penalty 4276.322645 = -63552569.105985 nChanged 126 SP:Iteration 37Q (256.379026 sec): 3 clusters Score: Raw -63556859.640617 + Penalty 4276.322645 = -63552583.317971 nChanged 110 SP:Iteration 38Q (257.068695 sec): 3 clusters Score: Raw -63556870.921182 + Penalty 4276.322645 = -63552594.598536 nChanged 111 SP:Iteration 39Q (257.763799 sec): 3 clusters Score: Raw -63556882.245262 + Penalty 4276.322645 = -63552605.922616 nChanged 87 SP:Iteration 40F (258.651766 sec): 3 clusters Score: Raw -63556891.163997 + Penalty 4276.322645 = -63552614.841352 nChanged 94 SP:Iteration 41Q (259.357648 sec): 3 clusters Score: Raw -63556898.937631 + Penalty 4276.322645 = -63552622.614986 nChanged 76 SP:Iteration 42Q (260.104784 sec): 3 clusters Score: Raw -63556905.273639 + Penalty 4276.322645 = -63552628.950994 nChanged 70 SP:Iteration 43Q (260.860871 sec): 3 clusters Score: Raw -63556910.248318 + Penalty 4276.322645 = -63552633.925673 nChanged 71 SP:Iteration 44Q (261.566481 sec): 3 clusters Score: Raw -63556915.609078 + Penalty 4276.322645 = -63552639.286433 nChanged 79 SP:Iteration 45Q (262.312225 sec): 3 clusters Score: Raw -63556922.469804 + Penalty 4276.322645 = -63552646.147159 nChanged 78 SP:Iteration 46Q (263.079043 sec): 3 clusters Score: Raw -63556928.982903 + Penalty 4276.322645 = -63552652.660257 nChanged 65 SP:Iteration 47Q (263.742033 sec): 3 clusters Score: Raw -63556935.638611 + Penalty 4276.322645 = -63552659.315965 nChanged 78 SP:Iteration 48Q (264.476112 sec): 3 clusters Score: Raw -63556942.654563 + Penalty 4276.322645 = -63552666.331917 nChanged 64 SP:Iteration 49Q (265.210893 sec): 3 clusters Score: Raw -63556948.248862 + Penalty 4276.322645 = -63552671.926216 nChanged 51 SP:Iteration 50Q (265.862261 sec): 3 clusters Score: Raw -63556951.317057 + Penalty 4276.322645 = -63552674.994411 nChanged 51 SP:Iteration 51Q (266.579732 sec): 3 clusters Score: Raw -63556955.121468 + Penalty 4276.322645 = -63552678.798823 nChanged 44 SP:Iteration 52Q (267.310721 sec): 3 clusters Score: Raw -63556957.887868 + Penalty 4276.322645 = -63552681.565222 nChanged 42 SP:Iteration 53Q (268.045663 sec): 3 clusters Score: Raw -63556961.558988 + Penalty 4276.322645 = -63552685.236343 nChanged 41 SP:Iteration 54Q (268.749358 sec): 3 clusters Score: Raw -63556964.431910 + Penalty 4276.322645 = -63552688.109265 nChanged 35 SP:Iteration 55Q (269.469198 sec): 3 clusters Score: Raw -63556966.095725 + Penalty 4276.322645 = -63552689.773080 nChanged 28 SP:Iteration 56Q (270.200394 sec): 3 clusters Score: Raw -63556967.253688 + Penalty 4276.322645 = -63552690.931043 nChanged 21 SP:Iteration 57Q (270.929365 sec): 3 clusters Score: Raw -63556968.199817 + Penalty 4276.322645 = -63552691.877172 nChanged 18 SP:Iteration 58Q (271.629895 sec): 3 clusters Score: Raw -63556969.066150 + Penalty 4276.322645 = -63552692.743505 nChanged 20 SP:Iteration 59Q (272.374376 sec): 3 clusters Score: Raw -63556970.131472 + Penalty 4276.322645 = -63552693.808827 nChanged 20 SP:Iteration 60F (273.267470 sec): 3 clusters Score: Raw -63556970.908947 + Penalty 4276.322645 = -63552694.586302 nChanged 18 SP:Iteration 61Q (273.981999 sec): 3 clusters Score: Raw -63556971.678994 + Penalty 4276.322645 = -63552695.356349 nChanged 13 SP:Iteration 62Q (274.669766 sec): 3 clusters Score: Raw -63556972.128274 + Penalty 4276.322645 = -63552695.805628 nChanged 11 SP:Iteration 63Q (275.387552 sec): 3 clusters Score: Raw -63556972.414717 + Penalty 4276.322645 = -63552696.092072 nChanged 6 SP:Iteration 64Q (276.095941 sec): 3 clusters Score: Raw -63556972.629247 + Penalty 4276.322645 = -63552696.306601 nChanged 7 SP:Iteration 65Q (276.820714 sec): 3 clusters Score: Raw -63556972.811350 + Penalty 4276.322645 = -63552696.488704 nChanged 5 SP:Iteration 66Q (277.559936 sec): 3 clusters Score: Raw -63556972.935569 + Penalty 4276.322645 = -63552696.612924 nChanged 3 SP:Iteration 67Q (278.310917 sec): 3 clusters Score: Raw -63556973.035798 + Penalty 4276.322645 = -63552696.713153 nChanged 2 SP:Iteration 68Q (279.115225 sec): 3 clusters Score: Raw -63556973.077041 + Penalty 4276.322645 = -63552696.754395 nChanged 2 SP:Iteration 69Q (279.774852 sec): 3 clusters Score: Raw -63556973.110626 + Penalty 4276.322645 = -63552696.787980 nChanged 1 SP:Iteration 70Q (280.510789 sec): 3 clusters Score: Raw -63556973.133199 + Penalty 4276.322645 = -63552696.810554 nChanged 2 SP:Iteration 71Q (281.240772 sec): 3 clusters Score: Raw -63556973.189380 + Penalty 4276.322645 = -63552696.866734 nChanged 2 SP:Iteration 72Q (281.923381 sec): 3 clusters Score: Raw -63556973.269845 + Penalty 4276.322645 = -63552696.947199 nChanged 3 SP:Iteration 73Q (282.643833 sec): 3 clusters Score: Raw -63556973.392254 + Penalty 4276.322645 = -63552697.069608 nChanged 1 SP:Iteration 74Q (283.346606 sec): 3 clusters Score: Raw -63556973.444288 + Penalty 4276.322645 = -63552697.121642 nChanged 5 SP:Iteration 75Q (284.065697 sec): 3 clusters Score: Raw -63556973.586237 + Penalty 4276.322645 = -63552697.263592 nChanged 4 SP:Iteration 76Q (284.769812 sec): 3 clusters Score: Raw -63556973.678210 + Penalty 4276.322645 = -63552697.355564 nChanged 4 SP:Iteration 77Q (285.497880 sec): 3 clusters Score: Raw -63556973.858192 + Penalty 4276.322645 = -63552697.535547 nChanged 8 SP:Iteration 78Q (286.223308 sec): 3 clusters Score: Raw -63556974.271832 + Penalty 4276.322645 = -63552697.949187 nChanged 10 SP:Iteration 79Q (286.901493 sec): 3 clusters Score: Raw -63556974.685299 + Penalty 4276.322645 = -63552698.362653 nChanged 11 SP:Iteration 80F (287.787399 sec): 3 clusters Score: Raw -63556975.222801 + Penalty 4276.322645 = -63552698.900155 nChanged 15 SP:Iteration 81Q (288.506793 sec): 3 clusters Score: Raw -63556975.881268 + Penalty 4276.322645 = -63552699.558623 nChanged 18 SP:Iteration 82Q (289.225915 sec): 3 clusters Score: Raw -63556976.595252 + Penalty 4276.322645 = -63552700.272606 nChanged 14 SP:Iteration 83Q (289.933088 sec): 3 clusters Score: Raw -63556977.073147 + Penalty 4276.322645 = -63552700.750501 nChanged 9 SP:Iteration 84Q (290.659447 sec): 3 clusters Score: Raw -63556977.618384 + Penalty 4276.322645 = -63552701.295738 nChanged 12 SP:Iteration 85Q (291.375257 sec): 3 clusters Score: Raw -63556978.268442 + Penalty 4276.322645 = -63552701.945797 nChanged 15 SP:Iteration 86Q (292.116052 sec): 3 clusters Score: Raw -63556978.848833 + Penalty 4276.322645 = -63552702.526188 nChanged 12 SP:Iteration 87Q (292.856864 sec): 3 clusters Score: Raw -63556979.660704 + Penalty 4276.322645 = -63552703.338059 nChanged 17 SP:Iteration 88Q (293.578431 sec): 3 clusters Score: Raw -63556980.533795 + Penalty 4276.322645 = -63552704.211150 nChanged 16 SP:Iteration 89Q (294.327167 sec): 3 clusters Score: Raw -63556981.362898 + Penalty 4276.322645 = -63552705.040253 nChanged 14 SP:Iteration 90Q (294.997554 sec): 3 clusters Score: Raw -63556981.779682 + Penalty 4276.322645 = -63552705.457037 nChanged 9 SP:Iteration 91Q (295.727125 sec): 3 clusters Score: Raw -63556982.072553 + Penalty 4276.322645 = -63552705.749908 nChanged 6 SP:Iteration 92Q (296.468988 sec): 3 clusters Score: Raw -63556982.322404 + Penalty 4276.322645 = -63552705.999759 nChanged 8 SP:Iteration 93Q (297.151282 sec): 3 clusters Score: Raw -63556982.678339 + Penalty 4276.322645 = -63552706.355694 nChanged 10 SP:Iteration 94Q (297.873479 sec): 3 clusters Score: Raw -63556982.986475 + Penalty 4276.322645 = -63552706.663830 nChanged 9 SP:Iteration 95Q (298.571171 sec): 3 clusters Score: Raw -63556983.266868 + Penalty 4276.322645 = -63552706.944223 nChanged 12 SP:Iteration 96Q (299.273612 sec): 3 clusters Score: Raw -63556983.894674 + Penalty 4276.322645 = -63552707.572028 nChanged 15 SP:Iteration 97Q (299.962642 sec): 3 clusters Score: Raw -63556984.560754 + Penalty 4276.322645 = -63552708.238108 nChanged 12 SP:Iteration 98Q (300.691811 sec): 3 clusters Score: Raw -63556985.144055 + Penalty 4276.322645 = -63552708.821410 nChanged 14 SP:Iteration 99Q (301.410440 sec): 3 clusters Score: Raw -63556985.728044 + Penalty 4276.322645 = -63552709.405398 nChanged 17 SP:Iteration 100F (302.288277 sec): 3 clusters Score: Raw -63556986.313420 + Penalty 4276.322645 = -63552709.990775 nChanged 11 SP:Iteration 101Q (303.013873 sec): 3 clusters Score: Raw -63556986.663010 + Penalty 4276.322645 = -63552710.340365 nChanged 6 SP:Iteration 102Q (303.709316 sec): 3 clusters Score: Raw -63556986.956680 + Penalty 4276.322645 = -63552710.634035 nChanged 10 SP:Iteration 103Q (304.419261 sec): 3 clusters Score: Raw -63556987.645002 + Penalty 4276.322645 = -63552711.322357 nChanged 8 SP:Iteration 104Q (305.114259 sec): 3 clusters Score: Raw -63556987.935431 + Penalty 4276.322645 = -63552711.612786 nChanged 4 SP:Iteration 105Q (305.801474 sec): 3 clusters Score: Raw -63556988.107258 + Penalty 4276.322645 = -63552711.784612 nChanged 2 SP:Iteration 106Q (306.500680 sec): 3 clusters Score: Raw -63556988.188491 + Penalty 4276.322645 = -63552711.865846 nChanged 2 SP:Iteration 107Q (307.213965 sec): 3 clusters Score: Raw -63556988.254211 + Penalty 4276.322645 = -63552711.931566 nChanged 1 SP:Iteration 108Q (307.917914 sec): 3 clusters Score: Raw -63556988.290348 + Penalty 4276.322645 = -63552711.967703 nChanged 1 SP:Iteration 109Q (308.636364 sec): 3 clusters Score: Raw -63556988.320359 + Penalty 4276.322645 = -63552711.997713 nChanged 2 SP:Iteration 110Q (309.360800 sec): 3 clusters Score: Raw -63556988.416457 + Penalty 4276.322645 = -63552712.093811 nChanged 2 SP:Iteration 111Q (310.062982 sec): 3 clusters Score: Raw -63556988.472992 + Penalty 4276.322645 = -63552712.150346 nChanged 2 SP:Iteration 112Q (310.784392 sec): 3 clusters Score: Raw -63556988.507319 + Penalty 4276.322645 = -63552712.184673 nChanged 2 SP:Iteration 113Q (311.486033 sec): 3 clusters Score: Raw -63556988.612604 + Penalty 4276.322645 = -63552712.289958 nChanged 4 SP:Iteration 114Q (312.178571 sec): 3 clusters Score: Raw -63556988.725404 + Penalty 4276.322645 = -63552712.402759 nChanged 2 SP:Iteration 115Q (312.910031 sec): 3 clusters Score: Raw -63556988.786219 + Penalty 4276.322645 = -63552712.463573 nChanged 1 SP:Iteration 116Q (313.615020 sec): 3 clusters Score: Raw -63556988.815765 + Penalty 4276.322645 = -63552712.493119 nChanged 2 SP:Iteration 117Q (314.323683 sec): 3 clusters Score: Raw -63556988.920747 + Penalty 4276.322645 = -63552712.598102 nChanged 2 SP:Iteration 118Q (315.014155 sec): 3 clusters Score: Raw -63556988.992154 + Penalty 4276.322645 = -63552712.669509 nChanged 1 SP:Iteration 119Q (315.717148 sec): 3 clusters Score: Raw -63556989.013475 + Penalty 4276.322645 = -63552712.690830 nChanged 0 SP:Iteration 120F (316.599743 sec): 3 clusters Score: Raw -63556989.013475 + Penalty 4276.322645 = -63552712.690830 nChanged 0 Score: Raw -154281697.797832 + Penalty 45735.978187 = -154235961.819645 Splitting cluster 2 changes total score from -154231100.941401 to -154235961.819645 So it's getting split into cluster 20. Trying to split cluster 3 (86512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.405544 sec): 2 clusters Score: Raw -10728560.608052 + Penalty 1847.306242 = -10726713.301810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.589626 sec): 3 clusters Score: Raw -10672739.577111 + Penalty 3694.612484 = -10669044.964628 nChanged 41336 SP:Iteration 1F (332.782963 sec): 3 clusters Score: Raw -10699475.741209 + Penalty 3694.612484 = -10695781.128725 nChanged 7105 SP:Iteration 2F (332.970351 sec): 3 clusters Score: Raw -10707362.225033 + Penalty 3694.612484 = -10703667.612549 nChanged 9957 SP:Iteration 3F (333.153259 sec): 3 clusters Score: Raw -10720024.292347 + Penalty 3694.612484 = -10716329.679863 nChanged 9436 SP:Iteration 4F (333.348256 sec): 3 clusters Score: Raw -10729673.449022 + Penalty 3694.612484 = -10725978.836538 nChanged 6469 SP:Iteration 5F (333.528359 sec): 3 clusters Score: Raw -10734267.024033 + Penalty 3694.612484 = -10730572.411549 nChanged 4128 SP:Iteration 6Q (333.728984 sec): 3 clusters Score: Raw -10736582.211067 + Penalty 3694.612484 = -10732887.598583 nChanged 2896 SP:Iteration 7Q (333.914372 sec): 3 clusters Score: Raw -10738035.463953 + Penalty 3694.612484 = -10734340.851469 nChanged 2201 SP:Iteration 8Q (334.097046 sec): 3 clusters Score: Raw -10739025.264416 + Penalty 3694.612484 = -10735330.651932 nChanged 1866 SP:Iteration 9Q (334.282966 sec): 3 clusters Score: Raw -10739740.317654 + Penalty 3694.612484 = -10736045.705171 nChanged 1558 SP:Iteration 10Q (334.488124 sec): 3 clusters Score: Raw -10740259.248758 + Penalty 3694.612484 = -10736564.636275 nChanged 1386 SP:Iteration 11Q (334.678019 sec): 3 clusters Score: Raw -10740662.733657 + Penalty 3694.612484 = -10736968.121173 nChanged 1231 SP:Iteration 12Q (334.865083 sec): 3 clusters Score: Raw -10741013.487009 + Penalty 3694.612484 = -10737318.874525 nChanged 1150 SP:Iteration 13Q (335.043059 sec): 3 clusters Score: Raw -10741354.795062 + Penalty 3694.612484 = -10737660.182579 nChanged 1021 SP:Iteration 14Q (335.241400 sec): 3 clusters Score: Raw -10741668.184718 + Penalty 3694.612484 = -10737973.572234 nChanged 978 SP:Iteration 15Q (335.423204 sec): 3 clusters Score: Raw -10741985.927917 + Penalty 3694.612484 = -10738291.315433 nChanged 963 SP:Iteration 16Q (335.606573 sec): 3 clusters Score: Raw -10742307.983571 + Penalty 3694.612484 = -10738613.371087 nChanged 921 SP:Iteration 17Q (335.805750 sec): 3 clusters Score: Raw -10742592.749185 + Penalty 3694.612484 = -10738898.136702 nChanged 817 SP:Iteration 18Q (335.995950 sec): 3 clusters Score: Raw -10742834.567278 + Penalty 3694.612484 = -10739139.954794 nChanged 785 SP:Iteration 19Q (336.175057 sec): 3 clusters Score: Raw -10743031.543378 + Penalty 3694.612484 = -10739336.930894 nChanged 694 SP:Iteration 20F (336.344830 sec): 3 clusters Score: Raw -10743176.404225 + Penalty 3694.612484 = -10739481.791741 nChanged 583 SP:Iteration 21Q (336.517954 sec): 3 clusters Score: Raw -10743278.379338 + Penalty 3694.612484 = -10739583.766854 nChanged 521 SP:Iteration 22Q (336.706244 sec): 3 clusters Score: Raw -10743348.672932 + Penalty 3694.612484 = -10739654.060449 nChanged 429 SP:Iteration 23Q (336.877204 sec): 3 clusters Score: Raw -10743398.063063 + Penalty 3694.612484 = -10739703.450580 nChanged 364 SP:Iteration 24Q (337.047061 sec): 3 clusters Score: Raw -10743434.562693 + Penalty 3694.612484 = -10739739.950209 nChanged 318 SP:Iteration 25Q (337.212468 sec): 3 clusters Score: Raw -10743463.124769 + Penalty 3694.612484 = -10739768.512285 nChanged 284 SP:Iteration 26Q (337.383858 sec): 3 clusters Score: Raw -10743486.745412 + Penalty 3694.612484 = -10739792.132929 nChanged 274 SP:Iteration 27Q (337.562736 sec): 3 clusters Score: Raw -10743506.801814 + Penalty 3694.612484 = -10739812.189330 nChanged 233 SP:Iteration 28Q (337.742378 sec): 3 clusters Score: Raw -10743520.410844 + Penalty 3694.612484 = -10739825.798360 nChanged 160 SP:Iteration 29Q (337.912336 sec): 3 clusters Score: Raw -10743528.702380 + Penalty 3694.612484 = -10739834.089896 nChanged 141 SP:Iteration 30Q (338.083111 sec): 3 clusters Score: Raw -10743535.807510 + Penalty 3694.612484 = -10739841.195026 nChanged 121 SP:Iteration 31Q (338.258003 sec): 3 clusters Score: Raw -10743541.647812 + Penalty 3694.612484 = -10739847.035328 nChanged 130 SP:Iteration 32Q (338.432633 sec): 3 clusters Score: Raw -10743547.978886 + Penalty 3694.612484 = -10739853.366402 nChanged 117 SP:Iteration 33Q (338.615425 sec): 3 clusters Score: Raw -10743553.653460 + Penalty 3694.612484 = -10739859.040976 nChanged 102 SP:Iteration 34Q (338.796316 sec): 3 clusters Score: Raw -10743558.212645 + Penalty 3694.612484 = -10739863.600161 nChanged 94 SP:Iteration 35Q (338.970815 sec): 3 clusters Score: Raw -10743561.922763 + Penalty 3694.612484 = -10739867.310280 nChanged 80 SP:Iteration 36Q (339.150525 sec): 3 clusters Score: Raw -10743564.471663 + Penalty 3694.612484 = -10739869.859179 nChanged 65 SP:Iteration 37Q (339.334249 sec): 3 clusters Score: Raw -10743566.456086 + Penalty 3694.612484 = -10739871.843603 nChanged 64 SP:Iteration 38Q (339.513064 sec): 3 clusters Score: Raw -10743568.588449 + Penalty 3694.612484 = -10739873.975965 nChanged 60 SP:Iteration 39Q (339.693131 sec): 3 clusters Score: Raw -10743570.611571 + Penalty 3694.612484 = -10739875.999087 nChanged 70 SP:Iteration 40F (339.869465 sec): 3 clusters Score: Raw -10743572.637039 + Penalty 3694.612484 = -10739878.024555 nChanged 51 SP:Iteration 41Q (340.048093 sec): 3 clusters Score: Raw -10743574.177547 + Penalty 3694.612484 = -10739879.565063 nChanged 43 SP:Iteration 42Q (340.227949 sec): 3 clusters Score: Raw -10743575.434087 + Penalty 3694.612484 = -10739880.821603 nChanged 46 SP:Iteration 43Q (340.395974 sec): 3 clusters Score: Raw -10743576.878502 + Penalty 3694.612484 = -10739882.266018 nChanged 53 SP:Iteration 44Q (340.572294 sec): 3 clusters Score: Raw -10743578.385553 + Penalty 3694.612484 = -10739883.773069 nChanged 44 SP:Iteration 45Q (340.747382 sec): 3 clusters Score: Raw -10743579.366179 + Penalty 3694.612484 = -10739884.753695 nChanged 31 SP:Iteration 46Q (340.929736 sec): 3 clusters Score: Raw -10743580.026402 + Penalty 3694.612484 = -10739885.413919 nChanged 26 SP:Iteration 47Q (341.112664 sec): 3 clusters Score: Raw -10743580.568817 + Penalty 3694.612484 = -10739885.956334 nChanged 26 SP:Iteration 48Q (341.300780 sec): 3 clusters Score: Raw -10743581.151717 + Penalty 3694.612484 = -10739886.539234 nChanged 16 SP:Iteration 49Q (341.467085 sec): 3 clusters Score: Raw -10743581.492089 + Penalty 3694.612484 = -10739886.879606 nChanged 20 SP:Iteration 50Q (341.653236 sec): 3 clusters Score: Raw -10743581.861116 + Penalty 3694.612484 = -10739887.248632 nChanged 11 SP:Iteration 51Q (341.816402 sec): 3 clusters Score: Raw -10743582.100707 + Penalty 3694.612484 = -10739887.488223 nChanged 13 SP:Iteration 52Q (341.995408 sec): 3 clusters Score: Raw -10743582.384667 + Penalty 3694.612484 = -10739887.772184 nChanged 13 SP:Iteration 53Q (342.168255 sec): 3 clusters Score: Raw -10743582.665414 + Penalty 3694.612484 = -10739888.052931 nChanged 13 SP:Iteration 54Q (342.343174 sec): 3 clusters Score: Raw -10743582.905726 + Penalty 3694.612484 = -10739888.293242 nChanged 10 SP:Iteration 55Q (342.521988 sec): 3 clusters Score: Raw -10743583.110576 + Penalty 3694.612484 = -10739888.498092 nChanged 12 SP:Iteration 56Q (342.694956 sec): 3 clusters Score: Raw -10743583.352521 + Penalty 3694.612484 = -10739888.740037 nChanged 16 SP:Iteration 57Q (342.873891 sec): 3 clusters Score: Raw -10743583.686717 + Penalty 3694.612484 = -10739889.074233 nChanged 16 SP:Iteration 58Q (343.060669 sec): 3 clusters Score: Raw -10743584.104482 + Penalty 3694.612484 = -10739889.491999 nChanged 14 SP:Iteration 59Q (343.234491 sec): 3 clusters Score: Raw -10743584.420437 + Penalty 3694.612484 = -10739889.807954 nChanged 10 SP:Iteration 60F (343.421017 sec): 3 clusters Score: Raw -10743584.598894 + Penalty 3694.612484 = -10739889.986411 nChanged 13 SP:Iteration 61Q (343.606262 sec): 3 clusters Score: Raw -10743584.868969 + Penalty 3694.612484 = -10739890.256486 nChanged 13 SP:Iteration 62Q (343.780006 sec): 3 clusters Score: Raw -10743585.107784 + Penalty 3694.612484 = -10739890.495300 nChanged 10 SP:Iteration 63Q (343.955907 sec): 3 clusters Score: Raw -10743585.243147 + Penalty 3694.612484 = -10739890.630664 nChanged 6 SP:Iteration 64Q (344.139932 sec): 3 clusters Score: Raw -10743585.429382 + Penalty 3694.612484 = -10739890.816898 nChanged 14 SP:Iteration 65Q (344.313115 sec): 3 clusters Score: Raw -10743585.730357 + Penalty 3694.612484 = -10739891.117873 nChanged 14 SP:Iteration 66Q (344.498504 sec): 3 clusters Score: Raw -10743586.013698 + Penalty 3694.612484 = -10739891.401215 nChanged 9 SP:Iteration 67Q (344.677218 sec): 3 clusters Score: Raw -10743586.216048 + Penalty 3694.612484 = -10739891.603564 nChanged 11 SP:Iteration 68Q (344.847961 sec): 3 clusters Score: Raw -10743586.402558 + Penalty 3694.612484 = -10739891.790074 nChanged 7 SP:Iteration 69Q (345.026631 sec): 3 clusters Score: Raw -10743586.514550 + Penalty 3694.612484 = -10739891.902066 nChanged 4 SP:Iteration 70Q (345.199450 sec): 3 clusters Score: Raw -10743586.578775 + Penalty 3694.612484 = -10739891.966292 nChanged 3 SP:Iteration 71Q (345.376662 sec): 3 clusters Score: Raw -10743586.621501 + Penalty 3694.612484 = -10739892.009017 nChanged 1 SP:Iteration 72Q (345.547152 sec): 3 clusters Score: Raw -10743586.641556 + Penalty 3694.612484 = -10739892.029073 nChanged 1 SP:Iteration 73Q (345.718989 sec): 3 clusters Score: Raw -10743586.646365 + Penalty 3694.612484 = -10739892.033881 nChanged 1 SP:Iteration 74Q (345.893628 sec): 3 clusters Score: Raw -10743586.681573 + Penalty 3694.612484 = -10739892.069089 nChanged 3 SP:Iteration 75Q (346.073598 sec): 3 clusters Score: Raw -10743586.730921 + Penalty 3694.612484 = -10739892.118437 nChanged 2 SP:Iteration 76Q (346.258246 sec): 3 clusters Score: Raw -10743586.764407 + Penalty 3694.612484 = -10739892.151923 nChanged 1 SP:Iteration 77Q (346.450094 sec): 3 clusters Score: Raw -10743586.785879 + Penalty 3694.612484 = -10739892.173395 nChanged 1 SP:Iteration 78Q (346.632582 sec): 3 clusters Score: Raw -10743586.799027 + Penalty 3694.612484 = -10739892.186543 nChanged 1 SP:Iteration 79Q (346.814117 sec): 3 clusters Score: Raw -10743586.814946 + Penalty 3694.612484 = -10739892.202463 nChanged 1 SP:Iteration 80F (347.000255 sec): 3 clusters Score: Raw -10743586.832337 + Penalty 3694.612484 = -10739892.219853 nChanged 1 SP:Iteration 81Q (347.178289 sec): 3 clusters Score: Raw -10743586.846164 + Penalty 3694.612484 = -10739892.233680 nChanged 1 SP:Iteration 82Q (347.355921 sec): 3 clusters Score: Raw -10743586.851991 + Penalty 3694.612484 = -10739892.239507 nChanged 0 SP:Iteration 83F (347.539843 sec): 3 clusters Score: Raw -10743586.851991 + Penalty 3694.612484 = -10739892.239507 nChanged 0 Score: Raw -154296724.041773 + Penalty 48022.777096 = -154248701.264677 Splitting cluster 3 changes total score from -154231100.941401 to -154248701.264677 So it's getting split into cluster 21. Trying to split cluster 4 (7393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.157507 sec): 2 clusters Score: Raw -768751.619056 + Penalty 1447.596944 = -767304.022112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.214016 sec): 3 clusters Score: Raw -765469.959183 + Penalty 2895.193888 = -762574.765295 nChanged 3284 SP:Iteration 1F (364.276732 sec): 3 clusters Score: Raw -774590.265545 + Penalty 2895.193888 = -771695.071657 nChanged 1316 SP:Iteration 2F (364.327409 sec): 3 clusters Score: Raw -778470.201568 + Penalty 2895.193888 = -775575.007680 nChanged 566 SP:Iteration 3F (364.394531 sec): 3 clusters Score: Raw -779321.746255 + Penalty 2895.193888 = -776426.552367 nChanged 206 SP:Iteration 4Q (364.459253 sec): 3 clusters Score: Raw -779479.459142 + Penalty 2895.193888 = -776584.265255 nChanged 104 SP:Iteration 5Q (364.515978 sec): 3 clusters Score: Raw -779547.214086 + Penalty 2895.193888 = -776652.020198 nChanged 64 SP:Iteration 6Q (364.569015 sec): 3 clusters Score: Raw -779579.501781 + Penalty 2895.193888 = -776684.307893 nChanged 49 SP:Iteration 7Q (364.627222 sec): 3 clusters Score: Raw -779603.669072 + Penalty 2895.193888 = -776708.475184 nChanged 48 SP:Iteration 8Q (364.673184 sec): 3 clusters Score: Raw -779625.655318 + Penalty 2895.193888 = -776730.461430 nChanged 39 SP:Iteration 9Q (364.717125 sec): 3 clusters Score: Raw -779639.451518 + Penalty 2895.193888 = -776744.257631 nChanged 27 SP:Iteration 10Q (364.768869 sec): 3 clusters Score: Raw -779653.560245 + Penalty 2895.193888 = -776758.366357 nChanged 33 SP:Iteration 11Q (364.825020 sec): 3 clusters Score: Raw -779668.233075 + Penalty 2895.193888 = -776773.039188 nChanged 26 SP:Iteration 12Q (364.877948 sec): 3 clusters Score: Raw -779680.432725 + Penalty 2895.193888 = -776785.238837 nChanged 31 SP:Iteration 13Q (364.931396 sec): 3 clusters Score: Raw -779701.673518 + Penalty 2895.193888 = -776806.479630 nChanged 42 SP:Iteration 14Q (364.982996 sec): 3 clusters Score: Raw -779729.161301 + Penalty 2895.193888 = -776833.967413 nChanged 47 SP:Iteration 15Q (365.039464 sec): 3 clusters Score: Raw -779770.321888 + Penalty 2895.193888 = -776875.128000 nChanged 60 SP:Iteration 16Q (365.100768 sec): 3 clusters Score: Raw -779837.617014 + Penalty 2895.193888 = -776942.423126 nChanged 79 SP:Iteration 17Q (365.155460 sec): 3 clusters Score: Raw -779964.453096 + Penalty 2895.193888 = -777069.259208 nChanged 94 SP:Iteration 18Q (365.195827 sec): 3 clusters Score: Raw -780152.276640 + Penalty 2895.193888 = -777257.082752 nChanged 109 SP:Iteration 19Q (365.250046 sec): 3 clusters Score: Raw -780453.637105 + Penalty 2895.193888 = -777558.443217 nChanged 117 SP:Iteration 20F (365.304762 sec): 3 clusters Score: Raw -780932.653070 + Penalty 2895.193888 = -778037.459182 nChanged 91 SP:Iteration 21Q (365.357804 sec): 3 clusters Score: Raw -781340.824672 + Penalty 2895.193888 = -778445.630784 nChanged 70 SP:Iteration 22Q (365.421344 sec): 3 clusters Score: Raw -781442.348121 + Penalty 2895.193888 = -778547.154233 nChanged 42 SP:Iteration 23Q (365.476544 sec): 3 clusters Score: Raw -781471.421606 + Penalty 2895.193888 = -778576.227718 nChanged 23 SP:Iteration 24Q (365.512970 sec): 3 clusters Score: Raw -781481.087333 + Penalty 2895.193888 = -778585.893445 nChanged 13 SP:Iteration 25Q (365.577233 sec): 3 clusters Score: Raw -781484.967041 + Penalty 2895.193888 = -778589.773153 nChanged 8 SP:Iteration 26Q (365.620292 sec): 3 clusters Score: Raw -781486.427141 + Penalty 2895.193888 = -778591.233253 nChanged 4 SP:Iteration 27Q (365.681345 sec): 3 clusters Score: Raw -781486.766088 + Penalty 2895.193888 = -778591.572201 nChanged 0 SP:Iteration 28F (365.718804 sec): 3 clusters Score: Raw -781486.766088 + Penalty 2895.193888 = -778591.572201 nChanged 0 Score: Raw -154309459.188805 + Penalty 50309.576006 = -154259149.612800 Splitting cluster 4 changes total score from -154231100.941401 to -154259149.612800 So it's getting split into cluster 22. Trying to split cluster 5 (12338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.830068 sec): 2 clusters Score: Raw -1439653.538836 + Penalty 1530.821372 = -1438122.717464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.892402 sec): 3 clusters Score: Raw -1433110.596960 + Penalty 3061.642743 = -1430048.954217 nChanged 5579 SP:Iteration 1F (382.949779 sec): 3 clusters Score: Raw -1438366.597890 + Penalty 3061.642743 = -1435304.955147 nChanged 1453 SP:Iteration 2F (383.024633 sec): 3 clusters Score: Raw -1440533.281188 + Penalty 3061.642743 = -1437471.638445 nChanged 1499 SP:Iteration 3F (383.074894 sec): 3 clusters Score: Raw -1443321.117832 + Penalty 3061.642743 = -1440259.475089 nChanged 1493 SP:Iteration 4F (383.137887 sec): 3 clusters Score: Raw -1446883.352297 + Penalty 3061.642743 = -1443821.709554 nChanged 1146 SP:Iteration 5F (383.213871 sec): 3 clusters Score: Raw -1450976.484517 + Penalty 3061.642743 = -1447914.841774 nChanged 805 SP:Iteration 6F (383.282113 sec): 3 clusters Score: Raw -1453519.755309 + Penalty 3061.642743 = -1450458.112566 nChanged 534 SP:Iteration 7Q (383.348684 sec): 3 clusters Score: Raw -1454624.508510 + Penalty 3061.642743 = -1451562.865767 nChanged 353 SP:Iteration 8Q (383.404639 sec): 3 clusters Score: Raw -1455131.970413 + Penalty 3061.642743 = -1452070.327669 nChanged 202 SP:Iteration 9Q (383.473820 sec): 3 clusters Score: Raw -1455368.199557 + Penalty 3061.642743 = -1452306.556814 nChanged 123 SP:Iteration 10Q (383.531222 sec): 3 clusters Score: Raw -1455457.159878 + Penalty 3061.642743 = -1452395.517135 nChanged 63 SP:Iteration 11Q (383.604185 sec): 3 clusters Score: Raw -1455490.693947 + Penalty 3061.642743 = -1452429.051204 nChanged 37 SP:Iteration 12Q (383.662060 sec): 3 clusters Score: Raw -1455504.787408 + Penalty 3061.642743 = -1452443.144665 nChanged 23 SP:Iteration 13Q (383.719278 sec): 3 clusters Score: Raw -1455511.606765 + Penalty 3061.642743 = -1452449.964022 nChanged 10 SP:Iteration 14Q (383.768021 sec): 3 clusters Score: Raw -1455513.962693 + Penalty 3061.642743 = -1452452.319950 nChanged 5 SP:Iteration 15Q (383.845832 sec): 3 clusters Score: Raw -1455521.785153 + Penalty 3061.642743 = -1452460.142410 nChanged 5 SP:Iteration 16Q (383.899867 sec): 3 clusters Score: Raw -1455522.579442 + Penalty 3061.642743 = -1452460.936699 nChanged 2 SP:Iteration 17Q (383.967302 sec): 3 clusters Score: Raw -1455523.745347 + Penalty 3061.642743 = -1452462.102604 nChanged 2 SP:Iteration 18Q (384.035003 sec): 3 clusters Score: Raw -1455523.939189 + Penalty 3061.642743 = -1452462.296446 nChanged 1 SP:Iteration 19Q (384.088047 sec): 3 clusters Score: Raw -1455524.057279 + Penalty 3061.642743 = -1452462.414535 nChanged 0 SP:Iteration 20F (384.166498 sec): 3 clusters Score: Raw -1455555.863641 + Penalty 3061.642743 = -1452494.220898 nChanged 24 SP:Iteration 21Q (384.222556 sec): 3 clusters Score: Raw -1455567.989955 + Penalty 3061.642743 = -1452506.347212 nChanged 12 SP:Iteration 22Q (384.284596 sec): 3 clusters Score: Raw -1455570.468115 + Penalty 3061.642743 = -1452508.825372 nChanged 7 SP:Iteration 23Q (384.352347 sec): 3 clusters Score: Raw -1455571.899759 + Penalty 3061.642743 = -1452510.257015 nChanged 1 SP:Iteration 24Q (384.421658 sec): 3 clusters Score: Raw -1455572.095568 + Penalty 3061.642743 = -1452510.452824 nChanged 2 SP:Iteration 25Q (384.486553 sec): 3 clusters Score: Raw -1455572.500317 + Penalty 3061.642743 = -1452510.857574 nChanged 2 SP:Iteration 26Q (384.542688 sec): 3 clusters Score: Raw -1455572.675496 + Penalty 3061.642743 = -1452511.032753 nChanged 0 SP:Iteration 27F (384.612804 sec): 3 clusters Score: Raw -1455572.675496 + Penalty 3061.642743 = -1452511.032753 nChanged 0 Score: Raw -154325378.325466 + Penalty 52596.374915 = -154272781.950551 Splitting cluster 5 changes total score from -154231100.941401 to -154272781.950551 So it's getting split into cluster 23. Trying to split cluster 6 (12451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.661364 sec): 2 clusters Score: Raw -1470632.313985 + Penalty 1532.302886 = -1469100.011099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.736084 sec): 3 clusters Score: Raw -1463425.065638 + Penalty 3064.605771 = -1460360.459866 nChanged 5618 SP:Iteration 1F (403.792026 sec): 3 clusters Score: Raw -1468612.592970 + Penalty 3064.605771 = -1465547.987198 nChanged 1821 SP:Iteration 2F (403.863171 sec): 3 clusters Score: Raw -1473470.365682 + Penalty 3064.605771 = -1470405.759910 nChanged 1613 SP:Iteration 3F (403.923605 sec): 3 clusters Score: Raw -1477304.369167 + Penalty 3064.605771 = -1474239.763395 nChanged 1181 SP:Iteration 4F (403.983707 sec): 3 clusters Score: Raw -1479617.340433 + Penalty 3064.605771 = -1476552.734661 nChanged 929 SP:Iteration 5F (404.045573 sec): 3 clusters Score: Raw -1481577.013654 + Penalty 3064.605771 = -1478512.407883 nChanged 874 SP:Iteration 6F (404.107605 sec): 3 clusters Score: Raw -1483788.126313 + Penalty 3064.605771 = -1480723.520542 nChanged 836 SP:Iteration 7F (404.171371 sec): 3 clusters Score: Raw -1485772.612053 + Penalty 3064.605771 = -1482708.006282 nChanged 705 SP:Iteration 8F (404.239483 sec): 3 clusters Score: Raw -1487773.413402 + Penalty 3064.605771 = -1484708.807631 nChanged 476 SP:Iteration 9Q (404.302788 sec): 3 clusters Score: Raw -1490208.538290 + Penalty 3064.605771 = -1487143.932518 nChanged 105 SP:Iteration 10Q (404.350985 sec): 3 clusters Score: Raw -1490800.121527 + Penalty 3064.605771 = -1487735.515756 nChanged 26 SP:Iteration 11Q (404.408684 sec): 3 clusters Score: Raw -1490821.524083 + Penalty 3064.605771 = -1487756.918312 nChanged 7 SP:Iteration 12Q (404.460411 sec): 3 clusters Score: Raw -1490824.219229 + Penalty 3064.605771 = -1487759.613458 nChanged 3 SP:Iteration 13Q (404.517924 sec): 3 clusters Score: Raw -1490825.979651 + Penalty 3064.605771 = -1487761.373879 nChanged 3 SP:Iteration 14Q (404.589282 sec): 3 clusters Score: Raw -1490827.215117 + Penalty 3064.605771 = -1487762.609346 nChanged 2 SP:Iteration 15Q (404.645082 sec): 3 clusters Score: Raw -1490827.881896 + Penalty 3064.605771 = -1487763.276125 nChanged 2 SP:Iteration 16Q (404.700451 sec): 3 clusters Score: Raw -1490828.604665 + Penalty 3064.605771 = -1487763.998894 nChanged 2 SP:Iteration 17Q (404.757020 sec): 3 clusters Score: Raw -1490829.440863 + Penalty 3064.605771 = -1487764.835091 nChanged 1 SP:Iteration 18Q (404.824847 sec): 3 clusters Score: Raw -1490829.614378 + Penalty 3064.605771 = -1487765.008607 nChanged 2 SP:Iteration 19Q (404.880646 sec): 3 clusters Score: Raw -1490829.939918 + Penalty 3064.605771 = -1487765.334147 nChanged 0 SP:Iteration 20F (404.952013 sec): 3 clusters Score: Raw -1490829.939918 + Penalty 3064.605771 = -1487765.334147 nChanged 0 Score: Raw -154345575.951398 + Penalty 54883.173824 = -154290692.777574 Splitting cluster 6 changes total score from -154231100.941401 to -154290692.777574 So it's getting split into cluster 24. Trying to split cluster 7 (30439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (424.474269 sec): 2 clusters Score: Raw -3549444.141433 + Penalty 1677.565493 = -3547766.575939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.557436 sec): 3 clusters Score: Raw -3530881.493132 + Penalty 3355.130987 = -3527526.362146 nChanged 14007 SP:Iteration 1F (424.649072 sec): 3 clusters Score: Raw -3540658.433626 + Penalty 3355.130987 = -3537303.302640 nChanged 3143 SP:Iteration 2F (424.753765 sec): 3 clusters Score: Raw -3547701.896844 + Penalty 3355.130987 = -3544346.765857 nChanged 4743 SP:Iteration 3F (424.854508 sec): 3 clusters Score: Raw -3566075.520998 + Penalty 3355.130987 = -3562720.390011 nChanged 4702 SP:Iteration 4F (424.943895 sec): 3 clusters Score: Raw -3582722.736716 + Penalty 3355.130987 = -3579367.605729 nChanged 2196 SP:Iteration 5F (425.042893 sec): 3 clusters Score: Raw -3586378.860808 + Penalty 3355.130987 = -3583023.729821 nChanged 703 SP:Iteration 6Q (425.135769 sec): 3 clusters Score: Raw -3586769.753523 + Penalty 3355.130987 = -3583414.622536 nChanged 249 SP:Iteration 7Q (425.235604 sec): 3 clusters Score: Raw -3586835.435542 + Penalty 3355.130987 = -3583480.304555 nChanged 103 SP:Iteration 8Q (425.327021 sec): 3 clusters Score: Raw -3586850.979505 + Penalty 3355.130987 = -3583495.848518 nChanged 53 SP:Iteration 9Q (425.408134 sec): 3 clusters Score: Raw -3586858.335747 + Penalty 3355.130987 = -3583503.204760 nChanged 30 SP:Iteration 10Q (425.503145 sec): 3 clusters Score: Raw -3586860.923683 + Penalty 3355.130987 = -3583505.792696 nChanged 14 SP:Iteration 11Q (425.585782 sec): 3 clusters Score: Raw -3586861.858487 + Penalty 3355.130987 = -3583506.727501 nChanged 11 SP:Iteration 12Q (425.677641 sec): 3 clusters Score: Raw -3586862.478519 + Penalty 3355.130987 = -3583507.347532 nChanged 2 SP:Iteration 13Q (425.761074 sec): 3 clusters Score: Raw -3586862.714552 + Penalty 3355.130987 = -3583507.583565 nChanged 2 SP:Iteration 14Q (425.845263 sec): 3 clusters Score: Raw -3586862.765940 + Penalty 3355.130987 = -3583507.634953 nChanged 0 SP:Iteration 15F (425.941541 sec): 3 clusters Score: Raw -3586862.765940 + Penalty 3355.130987 = -3583507.634953 nChanged 0 Score: Raw -154382994.575906 + Penalty 57169.972734 = -154325824.603173 Splitting cluster 7 changes total score from -154231100.941401 to -154325824.603173 So it's getting split into cluster 25. Trying to split cluster 8 (174160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.730115 sec): 2 clusters Score: Raw -21341707.811150 + Penalty 1961.006076 = -21339746.805075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.059223 sec): 3 clusters Score: Raw -21226176.842643 + Penalty 3922.012151 = -21222254.830492 nChanged 84627 SP:Iteration 1F (446.384592 sec): 3 clusters Score: Raw -21279521.741188 + Penalty 3922.012151 = -21275599.729037 nChanged 8978 SP:Iteration 2F (446.717489 sec): 3 clusters Score: Raw -21283590.602421 + Penalty 3922.012151 = -21279668.590270 nChanged 10170 SP:Iteration 3F (447.028957 sec): 3 clusters Score: Raw -21289010.189840 + Penalty 3922.012151 = -21285088.177689 nChanged 11148 SP:Iteration 4F (447.353134 sec): 3 clusters Score: Raw -21295723.604620 + Penalty 3922.012151 = -21291801.592469 nChanged 11575 SP:Iteration 5F (447.656777 sec): 3 clusters Score: Raw -21303070.451237 + Penalty 3922.012151 = -21299148.439085 nChanged 10968 SP:Iteration 6F (447.956976 sec): 3 clusters Score: Raw -21309670.560435 + Penalty 3922.012151 = -21305748.548284 nChanged 9331 SP:Iteration 7F (448.291635 sec): 3 clusters Score: Raw -21314666.018488 + Penalty 3922.012151 = -21310744.006336 nChanged 7505 SP:Iteration 8Q (448.623748 sec): 3 clusters Score: Raw -21318211.767630 + Penalty 3922.012151 = -21314289.755479 nChanged 5848 SP:Iteration 9Q (448.985879 sec): 3 clusters Score: Raw -21320665.327612 + Penalty 3922.012151 = -21316743.315461 nChanged 4732 SP:Iteration 10Q (449.323028 sec): 3 clusters Score: Raw -21322380.092530 + Penalty 3922.012151 = -21318458.080379 nChanged 3853 SP:Iteration 11Q (449.662257 sec): 3 clusters Score: Raw -21323611.785394 + Penalty 3922.012151 = -21319689.773243 nChanged 3239 SP:Iteration 12Q (449.999915 sec): 3 clusters Score: Raw -21324544.531312 + Penalty 3922.012151 = -21320622.519161 nChanged 2794 SP:Iteration 13Q (450.332825 sec): 3 clusters Score: Raw -21325329.573524 + Penalty 3922.012151 = -21321407.561373 nChanged 2698 SP:Iteration 14Q (450.664002 sec): 3 clusters Score: Raw -21326087.950920 + Penalty 3922.012151 = -21322165.938769 nChanged 2700 SP:Iteration 15Q (450.991445 sec): 3 clusters Score: Raw -21326921.514376 + Penalty 3922.012151 = -21322999.502224 nChanged 2863 SP:Iteration 16Q (451.327668 sec): 3 clusters Score: Raw -21327864.300376 + Penalty 3922.012151 = -21323942.288225 nChanged 3007 SP:Iteration 17Q (451.665757 sec): 3 clusters Score: Raw -21328929.199090 + Penalty 3922.012151 = -21325007.186938 nChanged 3031 SP:Iteration 18Q (451.997272 sec): 3 clusters Score: Raw -21330078.480604 + Penalty 3922.012151 = -21326156.468453 nChanged 3018 SP:Iteration 19Q (452.331970 sec): 3 clusters Score: Raw -21331320.507812 + Penalty 3922.012151 = -21327398.495661 nChanged 3113 SP:Iteration 20F (452.657608 sec): 3 clusters Score: Raw -21332772.610754 + Penalty 3922.012151 = -21328850.598603 nChanged 3066 SP:Iteration 21Q (452.976455 sec): 3 clusters Score: Raw -21334362.934111 + Penalty 3922.012151 = -21330440.921960 nChanged 3010 SP:Iteration 22Q (453.303286 sec): 3 clusters Score: Raw -21336005.883501 + Penalty 3922.012151 = -21332083.871349 nChanged 2761 SP:Iteration 23Q (453.630779 sec): 3 clusters Score: Raw -21337538.606887 + Penalty 3922.012151 = -21333616.594736 nChanged 2463 SP:Iteration 24Q (453.953686 sec): 3 clusters Score: Raw -21338895.597122 + Penalty 3922.012151 = -21334973.584971 nChanged 2205 SP:Iteration 25Q (454.269645 sec): 3 clusters Score: Raw -21340185.514373 + Penalty 3922.012151 = -21336263.502221 nChanged 2001 SP:Iteration 26Q (454.571387 sec): 3 clusters Score: Raw -21341235.337462 + Penalty 3922.012151 = -21337313.325311 nChanged 1711 SP:Iteration 27Q (454.869609 sec): 3 clusters Score: Raw -21342004.592894 + Penalty 3922.012151 = -21338082.580743 nChanged 1477 SP:Iteration 28Q (455.161279 sec): 3 clusters Score: Raw -21342574.310873 + Penalty 3922.012151 = -21338652.298722 nChanged 1239 SP:Iteration 29Q (455.453679 sec): 3 clusters Score: Raw -21342989.807153 + Penalty 3922.012151 = -21339067.795002 nChanged 1037 SP:Iteration 30Q (455.747663 sec): 3 clusters Score: Raw -21343287.377555 + Penalty 3922.012151 = -21339365.365404 nChanged 907 SP:Iteration 31Q (456.054387 sec): 3 clusters Score: Raw -21343497.214841 + Penalty 3922.012151 = -21339575.202690 nChanged 747 SP:Iteration 32Q (456.364607 sec): 3 clusters Score: Raw -21343655.502319 + Penalty 3922.012151 = -21339733.490167 nChanged 710 SP:Iteration 33Q (456.647686 sec): 3 clusters Score: Raw -21343795.500136 + Penalty 3922.012151 = -21339873.487985 nChanged 645 SP:Iteration 34Q (456.937437 sec): 3 clusters Score: Raw -21343902.169671 + Penalty 3922.012151 = -21339980.157520 nChanged 552 SP:Iteration 35Q (457.231616 sec): 3 clusters Score: Raw -21343977.339406 + Penalty 3922.012151 = -21340055.327255 nChanged 489 SP:Iteration 36Q (457.517075 sec): 3 clusters Score: Raw -21344034.989825 + Penalty 3922.012151 = -21340112.977674 nChanged 436 SP:Iteration 37Q (457.803463 sec): 3 clusters Score: Raw -21344083.589909 + Penalty 3922.012151 = -21340161.577758 nChanged 399 SP:Iteration 38Q (458.096366 sec): 3 clusters Score: Raw -21344128.563455 + Penalty 3922.012151 = -21340206.551304 nChanged 399 SP:Iteration 39Q (458.382573 sec): 3 clusters Score: Raw -21344170.579818 + Penalty 3922.012151 = -21340248.567667 nChanged 374 SP:Iteration 40F (458.710589 sec): 3 clusters Score: Raw -21344209.225892 + Penalty 3922.012151 = -21340287.213741 nChanged 378 SP:Iteration 41Q (459.002818 sec): 3 clusters Score: Raw -21344249.133169 + Penalty 3922.012151 = -21340327.121018 nChanged 371 SP:Iteration 42Q (459.294230 sec): 3 clusters Score: Raw -21344287.599617 + Penalty 3922.012151 = -21340365.587466 nChanged 335 SP:Iteration 43Q (459.591549 sec): 3 clusters Score: Raw -21344320.428281 + Penalty 3922.012151 = -21340398.416130 nChanged 319 SP:Iteration 44Q (459.885551 sec): 3 clusters Score: Raw -21344352.321529 + Penalty 3922.012151 = -21340430.309378 nChanged 291 SP:Iteration 45Q (460.161946 sec): 3 clusters Score: Raw -21344379.967513 + Penalty 3922.012151 = -21340457.955362 nChanged 293 SP:Iteration 46Q (460.441109 sec): 3 clusters Score: Raw -21344408.496051 + Penalty 3922.012151 = -21340486.483900 nChanged 295 SP:Iteration 47Q (460.751247 sec): 3 clusters Score: Raw -21344437.366299 + Penalty 3922.012151 = -21340515.354148 nChanged 273 SP:Iteration 48Q (461.063577 sec): 3 clusters Score: Raw -21344463.754854 + Penalty 3922.012151 = -21340541.742703 nChanged 247 SP:Iteration 49Q (461.372030 sec): 3 clusters Score: Raw -21344485.083747 + Penalty 3922.012151 = -21340563.071596 nChanged 221 SP:Iteration 50Q (461.662833 sec): 3 clusters Score: Raw -21344501.728466 + Penalty 3922.012151 = -21340579.716314 nChanged 195 SP:Iteration 51Q (461.964145 sec): 3 clusters Score: Raw -21344516.814653 + Penalty 3922.012151 = -21340594.802502 nChanged 176 SP:Iteration 52Q (462.260303 sec): 3 clusters Score: Raw -21344529.556479 + Penalty 3922.012151 = -21340607.544328 nChanged 191 SP:Iteration 53Q (462.555330 sec): 3 clusters Score: Raw -21344543.564663 + Penalty 3922.012151 = -21340621.552512 nChanged 175 SP:Iteration 54Q (462.840722 sec): 3 clusters Score: Raw -21344555.957931 + Penalty 3922.012151 = -21340633.945780 nChanged 175 SP:Iteration 55Q (463.130639 sec): 3 clusters Score: Raw -21344566.681113 + Penalty 3922.012151 = -21340644.668962 nChanged 133 SP:Iteration 56Q (463.422668 sec): 3 clusters Score: Raw -21344574.074107 + Penalty 3922.012151 = -21340652.061956 nChanged 131 SP:Iteration 57Q (463.712413 sec): 3 clusters Score: Raw -21344582.150437 + Penalty 3922.012151 = -21340660.138286 nChanged 122 SP:Iteration 58Q (463.980099 sec): 3 clusters Score: Raw -21344589.194412 + Penalty 3922.012151 = -21340667.182261 nChanged 124 SP:Iteration 59Q (464.244879 sec): 3 clusters Score: Raw -21344596.941480 + Penalty 3922.012151 = -21340674.929329 nChanged 129 SP:Iteration 60F (464.538875 sec): 3 clusters Score: Raw -21344605.632122 + Penalty 3922.012151 = -21340683.619971 nChanged 134 SP:Iteration 61Q (464.836622 sec): 3 clusters Score: Raw -21344614.507230 + Penalty 3922.012151 = -21340692.495078 nChanged 128 SP:Iteration 62Q (465.116916 sec): 3 clusters Score: Raw -21344622.237369 + Penalty 3922.012151 = -21340700.225218 nChanged 118 SP:Iteration 63Q (465.401668 sec): 3 clusters Score: Raw -21344629.481309 + Penalty 3922.012151 = -21340707.469158 nChanged 113 SP:Iteration 64Q (465.686129 sec): 3 clusters Score: Raw -21344635.273486 + Penalty 3922.012151 = -21340713.261335 nChanged 112 SP:Iteration 65Q (465.974538 sec): 3 clusters Score: Raw -21344642.195796 + Penalty 3922.012151 = -21340720.183645 nChanged 120 SP:Iteration 66Q (466.263797 sec): 3 clusters Score: Raw -21344649.216046 + Penalty 3922.012151 = -21340727.203895 nChanged 99 SP:Iteration 67Q (466.545973 sec): 3 clusters Score: Raw -21344654.711646 + Penalty 3922.012151 = -21340732.699495 nChanged 100 SP:Iteration 68Q (466.817558 sec): 3 clusters Score: Raw -21344660.450053 + Penalty 3922.012151 = -21340738.437902 nChanged 102 SP:Iteration 69Q (467.095831 sec): 3 clusters Score: Raw -21344666.086285 + Penalty 3922.012151 = -21340744.074134 nChanged 94 SP:Iteration 70Q (467.380723 sec): 3 clusters Score: Raw -21344671.026080 + Penalty 3922.012151 = -21340749.013929 nChanged 109 SP:Iteration 71Q (467.649346 sec): 3 clusters Score: Raw -21344677.029416 + Penalty 3922.012151 = -21340755.017265 nChanged 104 SP:Iteration 72Q (467.924721 sec): 3 clusters Score: Raw -21344682.635942 + Penalty 3922.012151 = -21340760.623791 nChanged 87 SP:Iteration 73Q (468.215805 sec): 3 clusters Score: Raw -21344687.038091 + Penalty 3922.012151 = -21340765.025940 nChanged 79 SP:Iteration 74Q (468.509764 sec): 3 clusters Score: Raw -21344690.453288 + Penalty 3922.012151 = -21340768.441137 nChanged 70 SP:Iteration 75Q (468.800723 sec): 3 clusters Score: Raw -21344693.945837 + Penalty 3922.012151 = -21340771.933686 nChanged 80 SP:Iteration 76Q (469.086712 sec): 3 clusters Score: Raw -21344698.021366 + Penalty 3922.012151 = -21340776.009214 nChanged 95 SP:Iteration 77Q (469.366831 sec): 3 clusters Score: Raw -21344702.618369 + Penalty 3922.012151 = -21340780.606218 nChanged 85 SP:Iteration 78Q (469.640103 sec): 3 clusters Score: Raw -21344706.557411 + Penalty 3922.012151 = -21340784.545259 nChanged 70 SP:Iteration 79Q (469.925632 sec): 3 clusters Score: Raw -21344709.564359 + Penalty 3922.012151 = -21340787.552208 nChanged 63 SP:Iteration 80F (470.250569 sec): 3 clusters Score: Raw -21344712.081318 + Penalty 3922.012151 = -21340790.069167 nChanged 50 SP:Iteration 81Q (470.549247 sec): 3 clusters Score: Raw -21344714.216603 + Penalty 3922.012151 = -21340792.204451 nChanged 41 SP:Iteration 82Q (470.832516 sec): 3 clusters Score: Raw -21344715.990359 + Penalty 3922.012151 = -21340793.978207 nChanged 48 SP:Iteration 83Q (471.110121 sec): 3 clusters Score: Raw -21344718.119358 + Penalty 3922.012151 = -21340796.107206 nChanged 50 SP:Iteration 84Q (471.389263 sec): 3 clusters Score: Raw -21344720.033827 + Penalty 3922.012151 = -21340798.021676 nChanged 42 SP:Iteration 85Q (471.652720 sec): 3 clusters Score: Raw -21344721.951269 + Penalty 3922.012151 = -21340799.939118 nChanged 42 SP:Iteration 86Q (471.939823 sec): 3 clusters Score: Raw -21344723.671243 + Penalty 3922.012151 = -21340801.659091 nChanged 37 SP:Iteration 87Q (472.218309 sec): 3 clusters Score: Raw -21344724.868408 + Penalty 3922.012151 = -21340802.856257 nChanged 33 SP:Iteration 88Q (472.503539 sec): 3 clusters Score: Raw -21344726.175527 + Penalty 3922.012151 = -21340804.163376 nChanged 38 SP:Iteration 89Q (472.800592 sec): 3 clusters Score: Raw -21344727.655495 + Penalty 3922.012151 = -21340805.643344 nChanged 37 SP:Iteration 90Q (473.084514 sec): 3 clusters Score: Raw -21344728.877892 + Penalty 3922.012151 = -21340806.865741 nChanged 32 SP:Iteration 91Q (473.373599 sec): 3 clusters Score: Raw -21344730.132021 + Penalty 3922.012151 = -21340808.119870 nChanged 24 SP:Iteration 92Q (473.648627 sec): 3 clusters Score: Raw -21344731.045716 + Penalty 3922.012151 = -21340809.033564 nChanged 28 SP:Iteration 93Q (473.928807 sec): 3 clusters Score: Raw -21344732.040646 + Penalty 3922.012151 = -21340810.028495 nChanged 26 SP:Iteration 94Q (474.207970 sec): 3 clusters Score: Raw -21344732.924024 + Penalty 3922.012151 = -21340810.911873 nChanged 29 SP:Iteration 95Q (474.490337 sec): 3 clusters Score: Raw -21344733.915334 + Penalty 3922.012151 = -21340811.903183 nChanged 33 SP:Iteration 96Q (474.767087 sec): 3 clusters Score: Raw -21344735.009765 + Penalty 3922.012151 = -21340812.997614 nChanged 23 SP:Iteration 97Q (475.065314 sec): 3 clusters Score: Raw -21344735.699114 + Penalty 3922.012151 = -21340813.686963 nChanged 19 SP:Iteration 98Q (475.355947 sec): 3 clusters Score: Raw -21344736.172635 + Penalty 3922.012151 = -21340814.160483 nChanged 12 SP:Iteration 99Q (475.645427 sec): 3 clusters Score: Raw -21344736.514332 + Penalty 3922.012151 = -21340814.502181 nChanged 17 SP:Iteration 100F (475.982515 sec): 3 clusters Score: Raw -21344736.949140 + Penalty 3922.012151 = -21340814.936989 nChanged 15 SP:Iteration 101Q (476.274811 sec): 3 clusters Score: Raw -21344737.328624 + Penalty 3922.012151 = -21340815.316472 nChanged 7 SP:Iteration 102Q (476.584517 sec): 3 clusters Score: Raw -21344737.437925 + Penalty 3922.012151 = -21340815.425774 nChanged 4 SP:Iteration 103Q (476.898015 sec): 3 clusters Score: Raw -21344737.499332 + Penalty 3922.012151 = -21340815.487181 nChanged 3 SP:Iteration 104Q (477.172861 sec): 3 clusters Score: Raw -21344737.563168 + Penalty 3922.012151 = -21340815.551017 nChanged 5 SP:Iteration 105Q (477.453424 sec): 3 clusters Score: Raw -21344737.674320 + Penalty 3922.012151 = -21340815.662169 nChanged 6 SP:Iteration 106Q (477.733501 sec): 3 clusters Score: Raw -21344737.832736 + Penalty 3922.012151 = -21340815.820585 nChanged 5 SP:Iteration 107Q (478.024118 sec): 3 clusters Score: Raw -21344737.950386 + Penalty 3922.012151 = -21340815.938235 nChanged 4 SP:Iteration 108Q (478.302695 sec): 3 clusters Score: Raw -21344738.025644 + Penalty 3922.012151 = -21340816.013493 nChanged 4 SP:Iteration 109Q (478.598698 sec): 3 clusters Score: Raw -21344738.078269 + Penalty 3922.012151 = -21340816.066118 nChanged 3 SP:Iteration 110Q (478.860707 sec): 3 clusters Score: Raw -21344738.127318 + Penalty 3922.012151 = -21340816.115167 nChanged 2 SP:Iteration 111Q (479.149215 sec): 3 clusters Score: Raw -21344738.169495 + Penalty 3922.012151 = -21340816.157344 nChanged 2 SP:Iteration 112Q (479.438846 sec): 3 clusters Score: Raw -21344738.218155 + Penalty 3922.012151 = -21340816.206004 nChanged 3 SP:Iteration 113Q (479.729303 sec): 3 clusters Score: Raw -21344738.267677 + Penalty 3922.012151 = -21340816.255526 nChanged 4 SP:Iteration 114Q (480.007801 sec): 3 clusters Score: Raw -21344738.347880 + Penalty 3922.012151 = -21340816.335729 nChanged 5 SP:Iteration 115Q (480.296187 sec): 3 clusters Score: Raw -21344738.420636 + Penalty 3922.012151 = -21340816.408485 nChanged 3 SP:Iteration 116Q (480.586808 sec): 3 clusters Score: Raw -21344738.467724 + Penalty 3922.012151 = -21340816.455573 nChanged 2 SP:Iteration 117Q (480.872566 sec): 3 clusters Score: Raw -21344738.517744 + Penalty 3922.012151 = -21340816.505593 nChanged 2 SP:Iteration 118Q (481.161553 sec): 3 clusters Score: Raw -21344738.569235 + Penalty 3922.012151 = -21340816.557084 nChanged 3 SP:Iteration 119Q (481.441994 sec): 3 clusters Score: Raw -21344738.632679 + Penalty 3922.012151 = -21340816.620528 nChanged 2 SP:Iteration 120F (481.769658 sec): 3 clusters Score: Raw -21344738.685200 + Penalty 3922.012151 = -21340816.673049 nChanged 2 SP:Iteration 121Q (482.046328 sec): 3 clusters Score: Raw -21344738.704939 + Penalty 3922.012151 = -21340816.692788 nChanged 2 SP:Iteration 122Q (482.320592 sec): 3 clusters Score: Raw -21344738.735981 + Penalty 3922.012151 = -21340816.723830 nChanged 2 SP:Iteration 123Q (482.586814 sec): 3 clusters Score: Raw -21344738.784167 + Penalty 3922.012151 = -21340816.772015 nChanged 2 SP:Iteration 124Q (482.863331 sec): 3 clusters Score: Raw -21344738.831892 + Penalty 3922.012151 = -21340816.819741 nChanged 2 SP:Iteration 125Q (483.142553 sec): 3 clusters Score: Raw -21344738.846565 + Penalty 3922.012151 = -21340816.834414 nChanged 0 SP:Iteration 126F (483.468327 sec): 3 clusters Score: Raw -21344738.846565 + Penalty 3922.012151 = -21340816.834414 nChanged 0 Score: Raw -154386025.611321 + Penalty 59456.771643 = -154326568.839678 Splitting cluster 8 changes total score from -154231100.941401 to -154326568.839678 So it's getting split into cluster 26. Trying to split cluster 9 (38304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.729186 sec): 2 clusters Score: Raw -4468539.358237 + Penalty 1714.912811 = -4466824.445425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.838935 sec): 3 clusters Score: Raw -4444545.456438 + Penalty 3429.825623 = -4441115.630815 nChanged 17842 SP:Iteration 1F (503.934994 sec): 3 clusters Score: Raw -4456801.550183 + Penalty 3429.825623 = -4453371.724560 nChanged 3450 SP:Iteration 2F (504.053215 sec): 3 clusters Score: Raw -4460289.575569 + Penalty 3429.825623 = -4456859.749947 nChanged 3937 SP:Iteration 3F (504.159270 sec): 3 clusters Score: Raw -4464710.955221 + Penalty 3429.825623 = -4461281.129598 nChanged 3709 SP:Iteration 4F (504.274598 sec): 3 clusters Score: Raw -4468213.672690 + Penalty 3429.825623 = -4464783.847067 nChanged 2645 SP:Iteration 5F (504.386315 sec): 3 clusters Score: Raw -4470105.310259 + Penalty 3429.825623 = -4466675.484636 nChanged 1674 SP:Iteration 6Q (504.499040 sec): 3 clusters Score: Raw -4471128.132868 + Penalty 3429.825623 = -4467698.307246 nChanged 1072 SP:Iteration 7Q (504.617102 sec): 3 clusters Score: Raw -4471712.761772 + Penalty 3429.825623 = -4468282.936149 nChanged 780 SP:Iteration 8Q (504.738585 sec): 3 clusters Score: Raw -4472064.764699 + Penalty 3429.825623 = -4468634.939077 nChanged 568 SP:Iteration 9Q (504.838381 sec): 3 clusters Score: Raw -4472258.367442 + Penalty 3429.825623 = -4468828.541819 nChanged 461 SP:Iteration 10Q (504.961858 sec): 3 clusters Score: Raw -4472392.596598 + Penalty 3429.825623 = -4468962.770975 nChanged 377 SP:Iteration 11Q (505.084380 sec): 3 clusters Score: Raw -4472481.057244 + Penalty 3429.825623 = -4469051.231621 nChanged 300 SP:Iteration 12Q (505.197382 sec): 3 clusters Score: Raw -4472539.337364 + Penalty 3429.825623 = -4469109.511742 nChanged 243 SP:Iteration 13Q (505.316774 sec): 3 clusters Score: Raw -4472579.044024 + Penalty 3429.825623 = -4469149.218401 nChanged 206 SP:Iteration 14Q (505.427649 sec): 3 clusters Score: Raw -4472607.463188 + Penalty 3429.825623 = -4469177.637566 nChanged 168 SP:Iteration 15Q (505.538137 sec): 3 clusters Score: Raw -4472629.906589 + Penalty 3429.825623 = -4469200.080966 nChanged 157 SP:Iteration 16Q (505.659462 sec): 3 clusters Score: Raw -4472653.283295 + Penalty 3429.825623 = -4469223.457672 nChanged 163 SP:Iteration 17Q (505.764345 sec): 3 clusters Score: Raw -4472675.632507 + Penalty 3429.825623 = -4469245.806885 nChanged 162 SP:Iteration 18Q (505.880397 sec): 3 clusters Score: Raw -4472697.534776 + Penalty 3429.825623 = -4469267.709154 nChanged 160 SP:Iteration 19Q (505.992406 sec): 3 clusters Score: Raw -4472719.128612 + Penalty 3429.825623 = -4469289.302990 nChanged 154 SP:Iteration 20F (506.097823 sec): 3 clusters Score: Raw -4472739.058904 + Penalty 3429.825623 = -4469309.233281 nChanged 154 SP:Iteration 21Q (506.210007 sec): 3 clusters Score: Raw -4472760.333661 + Penalty 3429.825623 = -4469330.508038 nChanged 155 SP:Iteration 22Q (506.313412 sec): 3 clusters Score: Raw -4472780.671624 + Penalty 3429.825623 = -4469350.846002 nChanged 172 SP:Iteration 23Q (506.432782 sec): 3 clusters Score: Raw -4472803.204759 + Penalty 3429.825623 = -4469373.379136 nChanged 157 SP:Iteration 24Q (506.536524 sec): 3 clusters Score: Raw -4472821.383706 + Penalty 3429.825623 = -4469391.558083 nChanged 143 SP:Iteration 25Q (506.648825 sec): 3 clusters Score: Raw -4472838.298395 + Penalty 3429.825623 = -4469408.472772 nChanged 118 SP:Iteration 26Q (506.752772 sec): 3 clusters Score: Raw -4472851.206061 + Penalty 3429.825623 = -4469421.380438 nChanged 106 SP:Iteration 27Q (506.859317 sec): 3 clusters Score: Raw -4472861.461721 + Penalty 3429.825623 = -4469431.636099 nChanged 116 SP:Iteration 28Q (506.971889 sec): 3 clusters Score: Raw -4472872.534340 + Penalty 3429.825623 = -4469442.708717 nChanged 97 SP:Iteration 29Q (507.068643 sec): 3 clusters Score: Raw -4472881.338415 + Penalty 3429.825623 = -4469451.512793 nChanged 85 SP:Iteration 30Q (507.178550 sec): 3 clusters Score: Raw -4472887.916083 + Penalty 3429.825623 = -4469458.090460 nChanged 84 SP:Iteration 31Q (507.289220 sec): 3 clusters Score: Raw -4472894.668437 + Penalty 3429.825623 = -4469464.842814 nChanged 79 SP:Iteration 32Q (507.393968 sec): 3 clusters Score: Raw -4472901.345483 + Penalty 3429.825623 = -4469471.519860 nChanged 69 SP:Iteration 33Q (507.499305 sec): 3 clusters Score: Raw -4472905.994396 + Penalty 3429.825623 = -4469476.168773 nChanged 59 SP:Iteration 34Q (507.603840 sec): 3 clusters Score: Raw -4472909.501497 + Penalty 3429.825623 = -4469479.675874 nChanged 54 SP:Iteration 35Q (507.704509 sec): 3 clusters Score: Raw -4472913.667821 + Penalty 3429.825623 = -4469483.842198 nChanged 47 SP:Iteration 36Q (507.816986 sec): 3 clusters Score: Raw -4472916.701143 + Penalty 3429.825623 = -4469486.875521 nChanged 43 SP:Iteration 37Q (507.931092 sec): 3 clusters Score: Raw -4472919.331426 + Penalty 3429.825623 = -4469489.505803 nChanged 34 SP:Iteration 38Q (508.042105 sec): 3 clusters Score: Raw -4472921.113712 + Penalty 3429.825623 = -4469491.288090 nChanged 31 SP:Iteration 39Q (508.142488 sec): 3 clusters Score: Raw -4472922.610418 + Penalty 3429.825623 = -4469492.784796 nChanged 29 SP:Iteration 40F (508.257795 sec): 3 clusters Score: Raw -4472923.874056 + Penalty 3429.825623 = -4469494.048434 nChanged 21 SP:Iteration 41Q (508.353919 sec): 3 clusters Score: Raw -4472924.962775 + Penalty 3429.825623 = -4469495.137153 nChanged 25 SP:Iteration 42Q (508.459280 sec): 3 clusters Score: Raw -4472926.161354 + Penalty 3429.825623 = -4469496.335732 nChanged 20 SP:Iteration 43Q (508.574927 sec): 3 clusters Score: Raw -4472926.951135 + Penalty 3429.825623 = -4469497.125513 nChanged 10 SP:Iteration 44Q (508.688122 sec): 3 clusters Score: Raw -4472927.383878 + Penalty 3429.825623 = -4469497.558255 nChanged 14 SP:Iteration 45Q (508.793950 sec): 3 clusters Score: Raw -4472927.751791 + Penalty 3429.825623 = -4469497.926168 nChanged 6 SP:Iteration 46Q (508.896868 sec): 3 clusters Score: Raw -4472927.940398 + Penalty 3429.825623 = -4469498.114775 nChanged 9 SP:Iteration 47Q (509.008510 sec): 3 clusters Score: Raw -4472928.172997 + Penalty 3429.825623 = -4469498.347374 nChanged 7 SP:Iteration 48Q (509.108268 sec): 3 clusters Score: Raw -4472928.447619 + Penalty 3429.825623 = -4469498.621996 nChanged 12 SP:Iteration 49Q (509.212256 sec): 3 clusters Score: Raw -4472928.834121 + Penalty 3429.825623 = -4469499.008499 nChanged 10 SP:Iteration 50Q (509.322931 sec): 3 clusters Score: Raw -4472929.278645 + Penalty 3429.825623 = -4469499.453022 nChanged 14 SP:Iteration 51Q (509.432878 sec): 3 clusters Score: Raw -4472929.701584 + Penalty 3429.825623 = -4469499.875961 nChanged 12 SP:Iteration 52Q (509.535356 sec): 3 clusters Score: Raw -4472929.989761 + Penalty 3429.825623 = -4469500.164138 nChanged 7 SP:Iteration 53Q (509.641233 sec): 3 clusters Score: Raw -4472930.177743 + Penalty 3429.825623 = -4469500.352120 nChanged 8 SP:Iteration 54Q (509.741808 sec): 3 clusters Score: Raw -4472930.418711 + Penalty 3429.825623 = -4469500.593089 nChanged 6 SP:Iteration 55Q (509.849353 sec): 3 clusters Score: Raw -4472930.560641 + Penalty 3429.825623 = -4469500.735018 nChanged 2 SP:Iteration 56Q (509.955150 sec): 3 clusters Score: Raw -4472930.607301 + Penalty 3429.825623 = -4469500.781678 nChanged 2 SP:Iteration 57Q (510.070718 sec): 3 clusters Score: Raw -4472930.663794 + Penalty 3429.825623 = -4469500.838171 nChanged 1 SP:Iteration 58Q (510.170340 sec): 3 clusters Score: Raw -4472930.702118 + Penalty 3429.825623 = -4469500.876496 nChanged 1 SP:Iteration 59Q (510.291152 sec): 3 clusters Score: Raw -4472930.712227 + Penalty 3429.825623 = -4469500.886604 nChanged 1 SP:Iteration 60F (510.402139 sec): 3 clusters Score: Raw -4472930.727725 + Penalty 3429.825623 = -4469500.902102 nChanged 1 SP:Iteration 61Q (510.511563 sec): 3 clusters Score: Raw -4472930.738050 + Penalty 3429.825623 = -4469500.912427 nChanged 1 SP:Iteration 62Q (510.619852 sec): 3 clusters Score: Raw -4472930.753510 + Penalty 3429.825623 = -4469500.927887 nChanged 0 SP:Iteration 63F (510.725904 sec): 3 clusters Score: Raw -4472930.753510 + Penalty 3429.825623 = -4469500.927887 nChanged 0 Score: Raw -154390417.006595 + Penalty 61743.570552 = -154328673.436043 Splitting cluster 9 changes total score from -154231100.941401 to -154328673.436043 So it's getting split into cluster 27. Trying to split cluster 11 (26856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (531.387263 sec): 2 clusters Score: Raw -3052794.545839 + Penalty 1657.214738 = -3051137.331102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (531.467755 sec): 3 clusters Score: Raw -3036445.968542 + Penalty 3314.429475 = -3033131.539067 nChanged 12378 SP:Iteration 1F (531.566890 sec): 3 clusters Score: Raw -3050096.972941 + Penalty 3314.429475 = -3046782.543466 nChanged 3598 SP:Iteration 2F (531.646090 sec): 3 clusters Score: Raw -3055880.212927 + Penalty 3314.429475 = -3052565.783451 nChanged 2754 SP:Iteration 3F (531.730723 sec): 3 clusters Score: Raw -3059262.474955 + Penalty 3314.429475 = -3055948.045480 nChanged 1727 SP:Iteration 4F (531.831385 sec): 3 clusters Score: Raw -3060688.194948 + Penalty 3314.429475 = -3057373.765473 nChanged 1035 SP:Iteration 5Q (531.915349 sec): 3 clusters Score: Raw -3061311.177128 + Penalty 3314.429475 = -3057996.747653 nChanged 700 SP:Iteration 6Q (532.006582 sec): 3 clusters Score: Raw -3061646.545992 + Penalty 3314.429475 = -3058332.116517 nChanged 468 SP:Iteration 7Q (532.109092 sec): 3 clusters Score: Raw -3061843.858980 + Penalty 3314.429475 = -3058529.429505 nChanged 371 SP:Iteration 8Q (532.202221 sec): 3 clusters Score: Raw -3062001.942322 + Penalty 3314.429475 = -3058687.512846 nChanged 350 SP:Iteration 9Q (532.295320 sec): 3 clusters Score: Raw -3062144.684698 + Penalty 3314.429475 = -3058830.255223 nChanged 322 SP:Iteration 10Q (532.388477 sec): 3 clusters Score: Raw -3062248.928828 + Penalty 3314.429475 = -3058934.499353 nChanged 265 SP:Iteration 11Q (532.481434 sec): 3 clusters Score: Raw -3062332.562638 + Penalty 3314.429475 = -3059018.133163 nChanged 236 SP:Iteration 12Q (532.561083 sec): 3 clusters Score: Raw -3062410.047059 + Penalty 3314.429475 = -3059095.617584 nChanged 240 SP:Iteration 13Q (532.654462 sec): 3 clusters Score: Raw -3062484.397198 + Penalty 3314.429475 = -3059169.967723 nChanged 237 SP:Iteration 14Q (532.744206 sec): 3 clusters Score: Raw -3062552.945814 + Penalty 3314.429475 = -3059238.516339 nChanged 222 SP:Iteration 15Q (532.836068 sec): 3 clusters Score: Raw -3062611.007373 + Penalty 3314.429475 = -3059296.577898 nChanged 214 SP:Iteration 16Q (532.926658 sec): 3 clusters Score: Raw -3062667.176149 + Penalty 3314.429475 = -3059352.746674 nChanged 227 SP:Iteration 17Q (533.016353 sec): 3 clusters Score: Raw -3062732.220434 + Penalty 3314.429475 = -3059417.790959 nChanged 208 SP:Iteration 18Q (533.094911 sec): 3 clusters Score: Raw -3062788.119556 + Penalty 3314.429475 = -3059473.690081 nChanged 213 SP:Iteration 19Q (533.186711 sec): 3 clusters Score: Raw -3062842.215025 + Penalty 3314.429475 = -3059527.785550 nChanged 203 SP:Iteration 20F (533.285299 sec): 3 clusters Score: Raw -3062895.508994 + Penalty 3314.429475 = -3059581.079519 nChanged 186 SP:Iteration 21Q (533.374397 sec): 3 clusters Score: Raw -3062940.189410 + Penalty 3314.429475 = -3059625.759935 nChanged 173 SP:Iteration 22Q (533.459415 sec): 3 clusters Score: Raw -3062977.060528 + Penalty 3314.429475 = -3059662.631053 nChanged 142 SP:Iteration 23Q (533.548493 sec): 3 clusters Score: Raw -3063006.406783 + Penalty 3314.429475 = -3059691.977307 nChanged 152 SP:Iteration 24Q (533.639536 sec): 3 clusters Score: Raw -3063035.156830 + Penalty 3314.429475 = -3059720.727354 nChanged 128 SP:Iteration 25Q (533.730876 sec): 3 clusters Score: Raw -3063058.385797 + Penalty 3314.429475 = -3059743.956322 nChanged 135 SP:Iteration 26Q (533.813797 sec): 3 clusters Score: Raw -3063085.053206 + Penalty 3314.429475 = -3059770.623731 nChanged 146 SP:Iteration 27Q (533.904232 sec): 3 clusters Score: Raw -3063111.528628 + Penalty 3314.429475 = -3059797.099153 nChanged 136 SP:Iteration 28Q (534.002541 sec): 3 clusters Score: Raw -3063131.352737 + Penalty 3314.429475 = -3059816.923262 nChanged 107 SP:Iteration 29Q (534.093529 sec): 3 clusters Score: Raw -3063145.324061 + Penalty 3314.429475 = -3059830.894586 nChanged 87 SP:Iteration 30Q (534.179996 sec): 3 clusters Score: Raw -3063155.691330 + Penalty 3314.429475 = -3059841.261855 nChanged 76 SP:Iteration 31Q (534.267678 sec): 3 clusters Score: Raw -3063164.535375 + Penalty 3314.429475 = -3059850.105900 nChanged 65 SP:Iteration 32Q (534.360458 sec): 3 clusters Score: Raw -3063171.837829 + Penalty 3314.429475 = -3059857.408354 nChanged 59 SP:Iteration 33Q (534.450255 sec): 3 clusters Score: Raw -3063177.535982 + Penalty 3314.429475 = -3059863.106507 nChanged 52 SP:Iteration 34Q (534.540871 sec): 3 clusters Score: Raw -3063181.955673 + Penalty 3314.429475 = -3059867.526198 nChanged 44 SP:Iteration 35Q (534.630607 sec): 3 clusters Score: Raw -3063185.091895 + Penalty 3314.429475 = -3059870.662420 nChanged 36 SP:Iteration 36Q (534.711253 sec): 3 clusters Score: Raw -3063187.036693 + Penalty 3314.429475 = -3059872.607218 nChanged 30 SP:Iteration 37Q (534.802576 sec): 3 clusters Score: Raw -3063188.731812 + Penalty 3314.429475 = -3059874.302337 nChanged 24 SP:Iteration 38Q (534.880929 sec): 3 clusters Score: Raw -3063189.896175 + Penalty 3314.429475 = -3059875.466700 nChanged 16 SP:Iteration 39Q (534.970577 sec): 3 clusters Score: Raw -3063190.870801 + Penalty 3314.429475 = -3059876.441326 nChanged 22 SP:Iteration 40F (535.053396 sec): 3 clusters Score: Raw -3063191.933355 + Penalty 3314.429475 = -3059877.503880 nChanged 20 SP:Iteration 41Q (535.142190 sec): 3 clusters Score: Raw -3063192.865514 + Penalty 3314.429475 = -3059878.436039 nChanged 18 SP:Iteration 42Q (535.223757 sec): 3 clusters Score: Raw -3063194.052417 + Penalty 3314.429475 = -3059879.622942 nChanged 26 SP:Iteration 43Q (535.306328 sec): 3 clusters Score: Raw -3063196.200118 + Penalty 3314.429475 = -3059881.770643 nChanged 32 SP:Iteration 44Q (535.384104 sec): 3 clusters Score: Raw -3063198.723306 + Penalty 3314.429475 = -3059884.293831 nChanged 41 SP:Iteration 45Q (535.472756 sec): 3 clusters Score: Raw -3063201.910596 + Penalty 3314.429475 = -3059887.481121 nChanged 38 SP:Iteration 46Q (535.550321 sec): 3 clusters Score: Raw -3063205.117435 + Penalty 3314.429475 = -3059890.687960 nChanged 41 SP:Iteration 47Q (535.635539 sec): 3 clusters Score: Raw -3063208.511450 + Penalty 3314.429475 = -3059894.081975 nChanged 37 SP:Iteration 48Q (535.719432 sec): 3 clusters Score: Raw -3063211.458141 + Penalty 3314.429475 = -3059897.028666 nChanged 39 SP:Iteration 49Q (535.798469 sec): 3 clusters Score: Raw -3063214.897057 + Penalty 3314.429475 = -3059900.467582 nChanged 41 SP:Iteration 50Q (535.903889 sec): 3 clusters Score: Raw -3063218.091690 + Penalty 3314.429475 = -3059903.662215 nChanged 35 SP:Iteration 51Q (535.983644 sec): 3 clusters Score: Raw -3063220.805660 + Penalty 3314.429475 = -3059906.376185 nChanged 35 SP:Iteration 52Q (536.085802 sec): 3 clusters Score: Raw -3063223.071272 + Penalty 3314.429475 = -3059908.641797 nChanged 27 SP:Iteration 53Q (536.176068 sec): 3 clusters Score: Raw -3063224.913025 + Penalty 3314.429475 = -3059910.483550 nChanged 34 SP:Iteration 54Q (536.262795 sec): 3 clusters Score: Raw -3063227.992781 + Penalty 3314.429475 = -3059913.563306 nChanged 40 SP:Iteration 55Q (536.349612 sec): 3 clusters Score: Raw -3063230.886741 + Penalty 3314.429475 = -3059916.457266 nChanged 37 SP:Iteration 56Q (536.451213 sec): 3 clusters Score: Raw -3063234.183115 + Penalty 3314.429475 = -3059919.753640 nChanged 37 SP:Iteration 57Q (536.545043 sec): 3 clusters Score: Raw -3063237.264930 + Penalty 3314.429475 = -3059922.835455 nChanged 38 SP:Iteration 58Q (536.638003 sec): 3 clusters Score: Raw -3063240.658018 + Penalty 3314.429475 = -3059926.228543 nChanged 37 SP:Iteration 59Q (536.730379 sec): 3 clusters Score: Raw -3063244.182204 + Penalty 3314.429475 = -3059929.752729 nChanged 41 SP:Iteration 60F (536.813182 sec): 3 clusters Score: Raw -3063247.683237 + Penalty 3314.429475 = -3059933.253762 nChanged 31 SP:Iteration 61Q (536.909050 sec): 3 clusters Score: Raw -3063249.945086 + Penalty 3314.429475 = -3059935.515611 nChanged 34 SP:Iteration 62Q (537.010893 sec): 3 clusters Score: Raw -3063252.395977 + Penalty 3314.429475 = -3059937.966502 nChanged 35 SP:Iteration 63Q (537.106649 sec): 3 clusters Score: Raw -3063255.278790 + Penalty 3314.429475 = -3059940.849315 nChanged 32 SP:Iteration 64Q (537.202037 sec): 3 clusters Score: Raw -3063257.978216 + Penalty 3314.429475 = -3059943.548741 nChanged 26 SP:Iteration 65Q (537.296918 sec): 3 clusters Score: Raw -3063259.954504 + Penalty 3314.429475 = -3059945.525029 nChanged 25 SP:Iteration 66Q (537.392224 sec): 3 clusters Score: Raw -3063262.300488 + Penalty 3314.429475 = -3059947.871013 nChanged 36 SP:Iteration 67Q (537.478011 sec): 3 clusters Score: Raw -3063265.305106 + Penalty 3314.429475 = -3059950.875631 nChanged 30 SP:Iteration 68Q (537.571157 sec): 3 clusters Score: Raw -3063267.812904 + Penalty 3314.429475 = -3059953.383428 nChanged 41 SP:Iteration 69Q (537.659201 sec): 3 clusters Score: Raw -3063271.424927 + Penalty 3314.429475 = -3059956.995451 nChanged 42 SP:Iteration 70Q (537.738410 sec): 3 clusters Score: Raw -3063274.916353 + Penalty 3314.429475 = -3059960.486878 nChanged 42 SP:Iteration 71Q (537.825381 sec): 3 clusters Score: Raw -3063277.735735 + Penalty 3314.429475 = -3059963.306260 nChanged 28 SP:Iteration 72Q (537.902437 sec): 3 clusters Score: Raw -3063279.368379 + Penalty 3314.429475 = -3059964.938904 nChanged 22 SP:Iteration 73Q (537.981769 sec): 3 clusters Score: Raw -3063280.722309 + Penalty 3314.429475 = -3059966.292834 nChanged 23 SP:Iteration 74Q (538.072469 sec): 3 clusters Score: Raw -3063281.879054 + Penalty 3314.429475 = -3059967.449579 nChanged 21 SP:Iteration 75Q (538.150242 sec): 3 clusters Score: Raw -3063282.915968 + Penalty 3314.429475 = -3059968.486493 nChanged 12 SP:Iteration 76Q (538.229179 sec): 3 clusters Score: Raw -3063283.392815 + Penalty 3314.429475 = -3059968.963340 nChanged 9 SP:Iteration 77Q (538.310639 sec): 3 clusters Score: Raw -3063283.799235 + Penalty 3314.429475 = -3059969.369760 nChanged 10 SP:Iteration 78Q (538.389894 sec): 3 clusters Score: Raw -3063284.301203 + Penalty 3314.429475 = -3059969.871727 nChanged 6 SP:Iteration 79Q (538.472393 sec): 3 clusters Score: Raw -3063284.711995 + Penalty 3314.429475 = -3059970.282520 nChanged 6 SP:Iteration 80F (538.549886 sec): 3 clusters Score: Raw -3063285.145277 + Penalty 3314.429475 = -3059970.715802 nChanged 11 SP:Iteration 81Q (538.632297 sec): 3 clusters Score: Raw -3063285.817223 + Penalty 3314.429475 = -3059971.387748 nChanged 8 SP:Iteration 82Q (538.705506 sec): 3 clusters Score: Raw -3063286.108413 + Penalty 3314.429475 = -3059971.678938 nChanged 9 SP:Iteration 83Q (538.788393 sec): 3 clusters Score: Raw -3063286.585578 + Penalty 3314.429475 = -3059972.156103 nChanged 16 SP:Iteration 84Q (538.870779 sec): 3 clusters Score: Raw -3063287.665537 + Penalty 3314.429475 = -3059973.236062 nChanged 15 SP:Iteration 85Q (538.952133 sec): 3 clusters Score: Raw -3063288.399009 + Penalty 3314.429475 = -3059973.969534 nChanged 7 SP:Iteration 86Q (539.031258 sec): 3 clusters Score: Raw -3063288.639888 + Penalty 3314.429475 = -3059974.210413 nChanged 6 SP:Iteration 87Q (539.121073 sec): 3 clusters Score: Raw -3063288.912085 + Penalty 3314.429475 = -3059974.482609 nChanged 4 SP:Iteration 88Q (539.213276 sec): 3 clusters Score: Raw -3063289.055338 + Penalty 3314.429475 = -3059974.625862 nChanged 3 SP:Iteration 89Q (539.298031 sec): 3 clusters Score: Raw -3063289.129044 + Penalty 3314.429475 = -3059974.699569 nChanged 3 SP:Iteration 90Q (539.376599 sec): 3 clusters Score: Raw -3063289.226420 + Penalty 3314.429475 = -3059974.796945 nChanged 3 SP:Iteration 91Q (539.472480 sec): 3 clusters Score: Raw -3063289.367768 + Penalty 3314.429475 = -3059974.938293 nChanged 2 SP:Iteration 92Q (539.557115 sec): 3 clusters Score: Raw -3063289.433391 + Penalty 3314.429475 = -3059975.003916 nChanged 2 SP:Iteration 93Q (539.654984 sec): 3 clusters Score: Raw -3063289.481720 + Penalty 3314.429475 = -3059975.052244 nChanged 1 SP:Iteration 94Q (539.732438 sec): 3 clusters Score: Raw -3063289.501169 + Penalty 3314.429475 = -3059975.071694 nChanged 1 SP:Iteration 95Q (539.820669 sec): 3 clusters Score: Raw -3063289.516316 + Penalty 3314.429475 = -3059975.086841 nChanged 1 SP:Iteration 96Q (539.908501 sec): 3 clusters Score: Raw -3063289.532884 + Penalty 3314.429475 = -3059975.103409 nChanged 0 SP:Iteration 97F (540.000697 sec): 3 clusters Score: Raw -3063289.532884 + Penalty 3314.429475 = -3059975.103409 nChanged 0 Score: Raw -154400911.993639 + Penalty 64030.369462 = -154336881.624178 Splitting cluster 11 changes total score from -154231100.941401 to -154336881.624178 So it's getting split into cluster 28. Trying to split cluster 12 (26795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.621929 sec): 2 clusters Score: Raw -3038048.906629 + Penalty 1656.845220 = -3036392.061410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.712698 sec): 3 clusters Score: Raw -3021666.762402 + Penalty 3313.690439 = -3018353.071963 nChanged 12395 SP:Iteration 1F (561.804225 sec): 3 clusters Score: Raw -3029727.036290 + Penalty 3313.690439 = -3026413.345851 nChanged 2453 SP:Iteration 2F (561.892384 sec): 3 clusters Score: Raw -3032036.580974 + Penalty 3313.690439 = -3028722.890535 nChanged 2670 SP:Iteration 3F (561.973784 sec): 3 clusters Score: Raw -3035012.876942 + Penalty 3313.690439 = -3031699.186503 nChanged 2541 SP:Iteration 4F (562.076320 sec): 3 clusters Score: Raw -3037817.605521 + Penalty 3313.690439 = -3034503.915082 nChanged 1987 SP:Iteration 5F (562.168880 sec): 3 clusters Score: Raw -3039976.087851 + Penalty 3313.690439 = -3036662.397412 nChanged 1548 SP:Iteration 6F (562.257748 sec): 3 clusters Score: Raw -3041540.605776 + Penalty 3313.690439 = -3038226.915337 nChanged 1200 SP:Iteration 7Q (562.348881 sec): 3 clusters Score: Raw -3042646.287412 + Penalty 3313.690439 = -3039332.596973 nChanged 834 SP:Iteration 8Q (562.437113 sec): 3 clusters Score: Raw -3043129.234881 + Penalty 3313.690439 = -3039815.544442 nChanged 583 SP:Iteration 9Q (562.529033 sec): 3 clusters Score: Raw -3043386.289108 + Penalty 3313.690439 = -3040072.598669 nChanged 460 SP:Iteration 10Q (562.613075 sec): 3 clusters Score: Raw -3043592.067187 + Penalty 3313.690439 = -3040278.376748 nChanged 437 SP:Iteration 11Q (562.707957 sec): 3 clusters Score: Raw -3043813.734458 + Penalty 3313.690439 = -3040500.044019 nChanged 406 SP:Iteration 12Q (562.807001 sec): 3 clusters Score: Raw -3044073.976004 + Penalty 3313.690439 = -3040760.285564 nChanged 419 SP:Iteration 13Q (562.901503 sec): 3 clusters Score: Raw -3044390.222838 + Penalty 3313.690439 = -3041076.532399 nChanged 412 SP:Iteration 14Q (562.984627 sec): 3 clusters Score: Raw -3044684.785391 + Penalty 3313.690439 = -3041371.094952 nChanged 393 SP:Iteration 15Q (563.088060 sec): 3 clusters Score: Raw -3044942.089474 + Penalty 3313.690439 = -3041628.399035 nChanged 359 SP:Iteration 16Q (563.178195 sec): 3 clusters Score: Raw -3045120.112558 + Penalty 3313.690439 = -3041806.422119 nChanged 296 SP:Iteration 17Q (563.255860 sec): 3 clusters Score: Raw -3045223.321944 + Penalty 3313.690439 = -3041909.631505 nChanged 230 SP:Iteration 18Q (563.357945 sec): 3 clusters Score: Raw -3045268.554162 + Penalty 3313.690439 = -3041954.863723 nChanged 156 SP:Iteration 19Q (563.450356 sec): 3 clusters Score: Raw -3045285.965367 + Penalty 3313.690439 = -3041972.274928 nChanged 81 SP:Iteration 20F (563.541731 sec): 3 clusters Score: Raw -3045292.036820 + Penalty 3313.690439 = -3041978.346381 nChanged 44 SP:Iteration 21Q (563.631397 sec): 3 clusters Score: Raw -3045294.423665 + Penalty 3313.690439 = -3041980.733226 nChanged 26 SP:Iteration 22Q (563.725183 sec): 3 clusters Score: Raw -3045295.429825 + Penalty 3313.690439 = -3041981.739386 nChanged 13 SP:Iteration 23Q (563.814139 sec): 3 clusters Score: Raw -3045296.006741 + Penalty 3313.690439 = -3041982.316302 nChanged 10 SP:Iteration 24Q (563.905250 sec): 3 clusters Score: Raw -3045296.426844 + Penalty 3313.690439 = -3041982.736405 nChanged 6 SP:Iteration 25Q (563.987753 sec): 3 clusters Score: Raw -3045296.573435 + Penalty 3313.690439 = -3041982.882996 nChanged 3 SP:Iteration 26Q (564.078741 sec): 3 clusters Score: Raw -3045296.674358 + Penalty 3313.690439 = -3041982.983919 nChanged 2 SP:Iteration 27Q (564.172319 sec): 3 clusters Score: Raw -3045296.722771 + Penalty 3313.690439 = -3041983.032332 nChanged 2 SP:Iteration 28Q (564.259963 sec): 3 clusters Score: Raw -3045296.778090 + Penalty 3313.690439 = -3041983.087650 nChanged 2 SP:Iteration 29Q (564.360398 sec): 3 clusters Score: Raw -3045296.920336 + Penalty 3313.690439 = -3041983.229897 nChanged 2 SP:Iteration 30Q (564.452863 sec): 3 clusters Score: Raw -3045297.074002 + Penalty 3313.690439 = -3041983.383563 nChanged 3 SP:Iteration 31Q (564.542144 sec): 3 clusters Score: Raw -3045297.159277 + Penalty 3313.690439 = -3041983.468838 nChanged 1 SP:Iteration 32Q (564.634198 sec): 3 clusters Score: Raw -3045297.179872 + Penalty 3313.690439 = -3041983.489433 nChanged 0 SP:Iteration 33F (564.725938 sec): 3 clusters Score: Raw -3045297.179872 + Penalty 3313.690439 = -3041983.489433 nChanged 0 Score: Raw -154408160.266882 + Penalty 66317.168371 = -154341843.098511 Splitting cluster 12 changes total score from -154231100.941401 to -154341843.098511 So it's getting split into cluster 29. Trying to split cluster 13 (11438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (587.462622 sec): 2 clusters Score: Raw -1241737.808638 + Penalty 1518.513169 = -1240219.295469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (587.522681 sec): 3 clusters Score: Raw -1235347.561719 + Penalty 3037.026338 = -1232310.535381 nChanged 5076 SP:Iteration 1F (587.581693 sec): 3 clusters Score: Raw -1242737.608022 + Penalty 3037.026338 = -1239700.581684 nChanged 1862 SP:Iteration 2F (587.641166 sec): 3 clusters Score: Raw -1247419.557383 + Penalty 3037.026338 = -1244382.531045 nChanged 1319 SP:Iteration 3F (587.707415 sec): 3 clusters Score: Raw -1249479.751922 + Penalty 3037.026338 = -1246442.725584 nChanged 796 SP:Iteration 4F (587.772806 sec): 3 clusters Score: Raw -1250559.143292 + Penalty 3037.026338 = -1247522.116954 nChanged 477 SP:Iteration 5Q (587.837501 sec): 3 clusters Score: Raw -1251095.207143 + Penalty 3037.026338 = -1248058.180805 nChanged 291 SP:Iteration 6Q (587.887834 sec): 3 clusters Score: Raw -1251478.857567 + Penalty 3037.026338 = -1248441.831229 nChanged 192 SP:Iteration 7Q (587.942218 sec): 3 clusters Score: Raw -1251748.337575 + Penalty 3037.026338 = -1248711.311237 nChanged 117 SP:Iteration 8Q (588.007192 sec): 3 clusters Score: Raw -1251840.771980 + Penalty 3037.026338 = -1248803.745642 nChanged 48 SP:Iteration 9Q (588.073575 sec): 3 clusters Score: Raw -1251861.200249 + Penalty 3037.026338 = -1248824.173911 nChanged 30 SP:Iteration 10Q (588.135006 sec): 3 clusters Score: Raw -1251871.605459 + Penalty 3037.026338 = -1248834.579121 nChanged 24 SP:Iteration 11Q (588.194346 sec): 3 clusters Score: Raw -1251877.826674 + Penalty 3037.026338 = -1248840.800337 nChanged 24 SP:Iteration 12Q (588.258288 sec): 3 clusters Score: Raw -1251883.973929 + Penalty 3037.026338 = -1248846.947591 nChanged 17 SP:Iteration 13Q (588.324684 sec): 3 clusters Score: Raw -1251887.930586 + Penalty 3037.026338 = -1248850.904248 nChanged 8 SP:Iteration 14Q (588.388109 sec): 3 clusters Score: Raw -1251889.166980 + Penalty 3037.026338 = -1248852.140642 nChanged 6 SP:Iteration 15Q (588.445951 sec): 3 clusters Score: Raw -1251891.394565 + Penalty 3037.026338 = -1248854.368227 nChanged 5 SP:Iteration 16Q (588.510345 sec): 3 clusters Score: Raw -1251892.532062 + Penalty 3037.026338 = -1248855.505724 nChanged 3 SP:Iteration 17Q (588.564078 sec): 3 clusters Score: Raw -1251892.806175 + Penalty 3037.026338 = -1248855.779837 nChanged 0 SP:Iteration 18F (588.634517 sec): 3 clusters Score: Raw -1251892.806175 + Penalty 3037.026338 = -1248855.779837 nChanged 0 Score: Raw -154418315.264419 + Penalty 68603.967280 = -154349711.297139 Splitting cluster 13 changes total score from -154231100.941401 to -154349711.297139 So it's getting split into cluster 30. Trying to split cluster 14 (91205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (611.611760 sec): 2 clusters Score: Raw -11215399.103235 + Penalty 1855.890562 = -11213543.212672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.810080 sec): 3 clusters Score: Raw -11156663.521306 + Penalty 3711.781125 = -11152951.740181 nChanged 43484 SP:Iteration 1F (612.011221 sec): 3 clusters Score: Raw -11185888.575823 + Penalty 3711.781125 = -11182176.794698 nChanged 6222 SP:Iteration 2F (612.204252 sec): 3 clusters Score: Raw -11190443.256213 + Penalty 3711.781125 = -11186731.475088 nChanged 7445 SP:Iteration 3F (612.396229 sec): 3 clusters Score: Raw -11196715.425620 + Penalty 3711.781125 = -11193003.644496 nChanged 7774 SP:Iteration 4F (612.589694 sec): 3 clusters Score: Raw -11203324.265410 + Penalty 3711.781125 = -11199612.484286 nChanged 6956 SP:Iteration 5F (612.770216 sec): 3 clusters Score: Raw -11208683.641748 + Penalty 3711.781125 = -11204971.860624 nChanged 5339 SP:Iteration 6F (612.962595 sec): 3 clusters Score: Raw -11212273.227423 + Penalty 3711.781125 = -11208561.446298 nChanged 3869 SP:Iteration 7Q (613.151455 sec): 3 clusters Score: Raw -11214411.239374 + Penalty 3711.781125 = -11210699.458249 nChanged 2627 SP:Iteration 8Q (613.355077 sec): 3 clusters Score: Raw -11215708.199719 + Penalty 3711.781125 = -11211996.418595 nChanged 1982 SP:Iteration 9Q (613.553156 sec): 3 clusters Score: Raw -11216569.354996 + Penalty 3711.781125 = -11212857.573871 nChanged 1592 SP:Iteration 10Q (613.751640 sec): 3 clusters Score: Raw -11217241.313554 + Penalty 3711.781125 = -11213529.532429 nChanged 1431 SP:Iteration 11Q (613.940525 sec): 3 clusters Score: Raw -11217813.792900 + Penalty 3711.781125 = -11214102.011775 nChanged 1337 SP:Iteration 12Q (614.139674 sec): 3 clusters Score: Raw -11218302.075494 + Penalty 3711.781125 = -11214590.294369 nChanged 1226 SP:Iteration 13Q (614.338572 sec): 3 clusters Score: Raw -11218732.050872 + Penalty 3711.781125 = -11215020.269747 nChanged 1142 SP:Iteration 14Q (614.524751 sec): 3 clusters Score: Raw -11219134.832785 + Penalty 3711.781125 = -11215423.051660 nChanged 1124 SP:Iteration 15Q (614.710659 sec): 3 clusters Score: Raw -11219504.404777 + Penalty 3711.781125 = -11215792.623652 nChanged 1068 SP:Iteration 16Q (614.886351 sec): 3 clusters Score: Raw -11219846.626301 + Penalty 3711.781125 = -11216134.845176 nChanged 1033 SP:Iteration 17Q (615.069397 sec): 3 clusters Score: Raw -11220185.365162 + Penalty 3711.781125 = -11216473.584037 nChanged 1005 SP:Iteration 18Q (615.255563 sec): 3 clusters Score: Raw -11220520.423653 + Penalty 3711.781125 = -11216808.642528 nChanged 945 SP:Iteration 19Q (615.442038 sec): 3 clusters Score: Raw -11220836.198013 + Penalty 3711.781125 = -11217124.416888 nChanged 859 SP:Iteration 20F (615.634483 sec): 3 clusters Score: Raw -11221109.267822 + Penalty 3711.781125 = -11217397.486697 nChanged 794 SP:Iteration 21Q (615.821320 sec): 3 clusters Score: Raw -11221343.038846 + Penalty 3711.781125 = -11217631.257721 nChanged 749 SP:Iteration 22Q (616.005376 sec): 3 clusters Score: Raw -11221533.947016 + Penalty 3711.781125 = -11217822.165892 nChanged 651 SP:Iteration 23Q (616.191172 sec): 3 clusters Score: Raw -11221675.262253 + Penalty 3711.781125 = -11217963.481128 nChanged 532 SP:Iteration 24Q (616.371695 sec): 3 clusters Score: Raw -11221764.242581 + Penalty 3711.781125 = -11218052.461456 nChanged 433 SP:Iteration 25Q (616.555277 sec): 3 clusters Score: Raw -11221823.068898 + Penalty 3711.781125 = -11218111.287773 nChanged 361 SP:Iteration 26Q (616.734067 sec): 3 clusters Score: Raw -11221869.007397 + Penalty 3711.781125 = -11218157.226272 nChanged 328 SP:Iteration 27Q (616.919986 sec): 3 clusters Score: Raw -11221905.084307 + Penalty 3711.781125 = -11218193.303182 nChanged 286 SP:Iteration 28Q (617.109210 sec): 3 clusters Score: Raw -11221930.297149 + Penalty 3711.781125 = -11218218.516024 nChanged 252 SP:Iteration 29Q (617.301323 sec): 3 clusters Score: Raw -11221951.352211 + Penalty 3711.781125 = -11218239.571087 nChanged 239 SP:Iteration 30Q (617.479422 sec): 3 clusters Score: Raw -11221970.976919 + Penalty 3711.781125 = -11218259.195794 nChanged 209 SP:Iteration 31Q (617.661196 sec): 3 clusters Score: Raw -11221985.522307 + Penalty 3711.781125 = -11218273.741182 nChanged 188 SP:Iteration 32Q (617.847747 sec): 3 clusters Score: Raw -11221996.411548 + Penalty 3711.781125 = -11218284.630424 nChanged 148 SP:Iteration 33Q (618.030728 sec): 3 clusters Score: Raw -11222004.714137 + Penalty 3711.781125 = -11218292.933012 nChanged 141 SP:Iteration 34Q (618.219651 sec): 3 clusters Score: Raw -11222011.783658 + Penalty 3711.781125 = -11218300.002533 nChanged 115 SP:Iteration 35Q (618.396489 sec): 3 clusters Score: Raw -11222016.565550 + Penalty 3711.781125 = -11218304.784426 nChanged 87 SP:Iteration 36Q (618.580702 sec): 3 clusters Score: Raw -11222020.195460 + Penalty 3711.781125 = -11218308.414335 nChanged 84 SP:Iteration 37Q (618.750928 sec): 3 clusters Score: Raw -11222023.260913 + Penalty 3711.781125 = -11218311.479789 nChanged 74 SP:Iteration 38Q (618.929521 sec): 3 clusters Score: Raw -11222026.084977 + Penalty 3711.781125 = -11218314.303852 nChanged 83 SP:Iteration 39Q (619.121280 sec): 3 clusters Score: Raw -11222029.434545 + Penalty 3711.781125 = -11218317.653420 nChanged 90 SP:Iteration 40F (619.321158 sec): 3 clusters Score: Raw -11222032.821263 + Penalty 3711.781125 = -11218321.040138 nChanged 70 SP:Iteration 41Q (619.498819 sec): 3 clusters Score: Raw -11222035.148586 + Penalty 3711.781125 = -11218323.367461 nChanged 55 SP:Iteration 42Q (619.683904 sec): 3 clusters Score: Raw -11222036.946530 + Penalty 3711.781125 = -11218325.165406 nChanged 60 SP:Iteration 43Q (619.856179 sec): 3 clusters Score: Raw -11222038.750069 + Penalty 3711.781125 = -11218326.968945 nChanged 57 SP:Iteration 44Q (620.040393 sec): 3 clusters Score: Raw -11222040.362567 + Penalty 3711.781125 = -11218328.581443 nChanged 45 SP:Iteration 45Q (620.218457 sec): 3 clusters Score: Raw -11222041.947959 + Penalty 3711.781125 = -11218330.166834 nChanged 51 SP:Iteration 46Q (620.397515 sec): 3 clusters Score: Raw -11222043.943039 + Penalty 3711.781125 = -11218332.161914 nChanged 53 SP:Iteration 47Q (620.585369 sec): 3 clusters Score: Raw -11222045.881537 + Penalty 3711.781125 = -11218334.100412 nChanged 54 SP:Iteration 48Q (620.771717 sec): 3 clusters Score: Raw -11222047.688712 + Penalty 3711.781125 = -11218335.907587 nChanged 44 SP:Iteration 49Q (620.957122 sec): 3 clusters Score: Raw -11222048.815208 + Penalty 3711.781125 = -11218337.034083 nChanged 39 SP:Iteration 50Q (621.140408 sec): 3 clusters Score: Raw -11222049.897458 + Penalty 3711.781125 = -11218338.116333 nChanged 41 SP:Iteration 51Q (621.324883 sec): 3 clusters Score: Raw -11222050.955104 + Penalty 3711.781125 = -11218339.173979 nChanged 33 SP:Iteration 52Q (621.507645 sec): 3 clusters Score: Raw -11222051.884148 + Penalty 3711.781125 = -11218340.103023 nChanged 40 SP:Iteration 53Q (621.690836 sec): 3 clusters Score: Raw -11222052.923479 + Penalty 3711.781125 = -11218341.142355 nChanged 38 SP:Iteration 54Q (621.871943 sec): 3 clusters Score: Raw -11222053.941485 + Penalty 3711.781125 = -11218342.160361 nChanged 34 SP:Iteration 55Q (622.056395 sec): 3 clusters Score: Raw -11222055.002665 + Penalty 3711.781125 = -11218343.221540 nChanged 42 SP:Iteration 56Q (622.237385 sec): 3 clusters Score: Raw -11222056.034031 + Penalty 3711.781125 = -11218344.252906 nChanged 31 SP:Iteration 57Q (622.421021 sec): 3 clusters Score: Raw -11222056.663212 + Penalty 3711.781125 = -11218344.882087 nChanged 30 SP:Iteration 58Q (622.604668 sec): 3 clusters Score: Raw -11222057.328860 + Penalty 3711.781125 = -11218345.547735 nChanged 22 SP:Iteration 59Q (622.783648 sec): 3 clusters Score: Raw -11222057.824204 + Penalty 3711.781125 = -11218346.043080 nChanged 24 SP:Iteration 60F (622.973602 sec): 3 clusters Score: Raw -11222058.365237 + Penalty 3711.781125 = -11218346.584112 nChanged 27 SP:Iteration 61Q (623.167791 sec): 3 clusters Score: Raw -11222059.034912 + Penalty 3711.781125 = -11218347.253787 nChanged 26 SP:Iteration 62Q (623.349282 sec): 3 clusters Score: Raw -11222059.645865 + Penalty 3711.781125 = -11218347.864740 nChanged 23 SP:Iteration 63Q (623.535988 sec): 3 clusters Score: Raw -11222060.212545 + Penalty 3711.781125 = -11218348.431420 nChanged 22 SP:Iteration 64Q (623.718459 sec): 3 clusters Score: Raw -11222060.720213 + Penalty 3711.781125 = -11218348.939088 nChanged 20 SP:Iteration 65Q (623.891438 sec): 3 clusters Score: Raw -11222061.158845 + Penalty 3711.781125 = -11218349.377720 nChanged 19 SP:Iteration 66Q (624.075502 sec): 3 clusters Score: Raw -11222061.588183 + Penalty 3711.781125 = -11218349.807058 nChanged 15 SP:Iteration 67Q (624.253561 sec): 3 clusters Score: Raw -11222061.948957 + Penalty 3711.781125 = -11218350.167832 nChanged 16 SP:Iteration 68Q (624.436534 sec): 3 clusters Score: Raw -11222062.212736 + Penalty 3711.781125 = -11218350.431611 nChanged 16 SP:Iteration 69Q (624.625220 sec): 3 clusters Score: Raw -11222062.678685 + Penalty 3711.781125 = -11218350.897560 nChanged 16 SP:Iteration 70Q (624.803203 sec): 3 clusters Score: Raw -11222062.993451 + Penalty 3711.781125 = -11218351.212326 nChanged 13 SP:Iteration 71Q (624.989524 sec): 3 clusters Score: Raw -11222063.273350 + Penalty 3711.781125 = -11218351.492226 nChanged 14 SP:Iteration 72Q (625.173325 sec): 3 clusters Score: Raw -11222063.589224 + Penalty 3711.781125 = -11218351.808099 nChanged 14 SP:Iteration 73Q (625.356888 sec): 3 clusters Score: Raw -11222063.886690 + Penalty 3711.781125 = -11218352.105565 nChanged 16 SP:Iteration 74Q (625.539733 sec): 3 clusters Score: Raw -11222064.268088 + Penalty 3711.781125 = -11218352.486963 nChanged 16 SP:Iteration 75Q (625.717893 sec): 3 clusters Score: Raw -11222064.614043 + Penalty 3711.781125 = -11218352.832918 nChanged 17 SP:Iteration 76Q (625.902616 sec): 3 clusters Score: Raw -11222065.042748 + Penalty 3711.781125 = -11218353.261623 nChanged 22 SP:Iteration 77Q (626.092734 sec): 3 clusters Score: Raw -11222065.495752 + Penalty 3711.781125 = -11218353.714627 nChanged 18 SP:Iteration 78Q (626.280085 sec): 3 clusters Score: Raw -11222065.901019 + Penalty 3711.781125 = -11218354.119895 nChanged 17 SP:Iteration 79Q (626.471198 sec): 3 clusters Score: Raw -11222066.374784 + Penalty 3711.781125 = -11218354.593659 nChanged 17 SP:Iteration 80F (626.671962 sec): 3 clusters Score: Raw -11222066.690185 + Penalty 3711.781125 = -11218354.909060 nChanged 13 SP:Iteration 81Q (626.852155 sec): 3 clusters Score: Raw -11222066.976474 + Penalty 3711.781125 = -11218355.195349 nChanged 15 SP:Iteration 82Q (627.034603 sec): 3 clusters Score: Raw -11222067.278937 + Penalty 3711.781125 = -11218355.497812 nChanged 15 SP:Iteration 83Q (627.212910 sec): 3 clusters Score: Raw -11222067.526245 + Penalty 3711.781125 = -11218355.745120 nChanged 11 SP:Iteration 84Q (627.401434 sec): 3 clusters Score: Raw -11222067.715084 + Penalty 3711.781125 = -11218355.933959 nChanged 10 SP:Iteration 85Q (627.578765 sec): 3 clusters Score: Raw -11222067.916249 + Penalty 3711.781125 = -11218356.135124 nChanged 12 SP:Iteration 86Q (627.771747 sec): 3 clusters Score: Raw -11222068.207459 + Penalty 3711.781125 = -11218356.426334 nChanged 10 SP:Iteration 87Q (627.949662 sec): 3 clusters Score: Raw -11222068.365906 + Penalty 3711.781125 = -11218356.584781 nChanged 8 SP:Iteration 88Q (628.137653 sec): 3 clusters Score: Raw -11222068.463369 + Penalty 3711.781125 = -11218356.682244 nChanged 7 SP:Iteration 89Q (628.336909 sec): 3 clusters Score: Raw -11222068.551042 + Penalty 3711.781125 = -11218356.769917 nChanged 5 SP:Iteration 90Q (628.526285 sec): 3 clusters Score: Raw -11222068.634266 + Penalty 3711.781125 = -11218356.853141 nChanged 5 SP:Iteration 91Q (628.701616 sec): 3 clusters Score: Raw -11222068.702821 + Penalty 3711.781125 = -11218356.921696 nChanged 3 SP:Iteration 92Q (628.897453 sec): 3 clusters Score: Raw -11222068.753271 + Penalty 3711.781125 = -11218356.972146 nChanged 5 SP:Iteration 93Q (629.077239 sec): 3 clusters Score: Raw -11222068.820540 + Penalty 3711.781125 = -11218357.039416 nChanged 5 SP:Iteration 94Q (629.256806 sec): 3 clusters Score: Raw -11222068.903104 + Penalty 3711.781125 = -11218357.121980 nChanged 1 SP:Iteration 95Q (629.435267 sec): 3 clusters Score: Raw -11222068.914851 + Penalty 3711.781125 = -11218357.133726 nChanged 1 SP:Iteration 96Q (629.627926 sec): 3 clusters Score: Raw -11222068.927889 + Penalty 3711.781125 = -11218357.146764 nChanged 3 SP:Iteration 97Q (629.821079 sec): 3 clusters Score: Raw -11222068.973372 + Penalty 3711.781125 = -11218357.192248 nChanged 0 SP:Iteration 98F (630.020958 sec): 3 clusters Score: Raw -11222068.973372 + Penalty 3711.781125 = -11218357.192248 nChanged 0 Score: Raw -154424985.134555 + Penalty 70890.766190 = -154354094.368365 Splitting cluster 14 changes total score from -154231100.941401 to -154354094.368365 So it's getting split into cluster 31. Trying to split cluster 15 (85972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.159955 sec): 2 clusters Score: Raw -10546648.044241 + Penalty 1846.288753 = -10544801.755488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.350386 sec): 3 clusters Score: Raw -10491364.645128 + Penalty 3692.577506 = -10487672.067622 nChanged 41036 SP:Iteration 1F (654.528170 sec): 3 clusters Score: Raw -10521516.695981 + Penalty 3692.577506 = -10517824.118476 nChanged 8686 SP:Iteration 2F (654.703755 sec): 3 clusters Score: Raw -10531429.610616 + Penalty 3692.577506 = -10527737.033111 nChanged 10023 SP:Iteration 3F (654.903804 sec): 3 clusters Score: Raw -10544430.890169 + Penalty 3692.577506 = -10540738.312663 nChanged 8842 SP:Iteration 4F (655.085819 sec): 3 clusters Score: Raw -10556313.022601 + Penalty 3692.577506 = -10552620.445096 nChanged 6704 SP:Iteration 5F (655.276932 sec): 3 clusters Score: Raw -10566179.826955 + Penalty 3692.577506 = -10562487.249449 nChanged 4710 SP:Iteration 6F (655.454447 sec): 3 clusters Score: Raw -10572195.229042 + Penalty 3692.577506 = -10568502.651536 nChanged 2977 SP:Iteration 7Q (655.643914 sec): 3 clusters Score: Raw -10574257.699697 + Penalty 3692.577506 = -10570565.122191 nChanged 1732 SP:Iteration 8Q (655.826441 sec): 3 clusters Score: Raw -10574879.953966 + Penalty 3692.577506 = -10571187.376461 nChanged 952 SP:Iteration 9Q (656.001679 sec): 3 clusters Score: Raw -10575079.284194 + Penalty 3692.577506 = -10571386.706688 nChanged 549 SP:Iteration 10Q (656.180476 sec): 3 clusters Score: Raw -10575157.966118 + Penalty 3692.577506 = -10571465.388613 nChanged 352 SP:Iteration 11Q (656.350157 sec): 3 clusters Score: Raw -10575197.511177 + Penalty 3692.577506 = -10571504.933671 nChanged 249 SP:Iteration 12Q (656.537427 sec): 3 clusters Score: Raw -10575219.520913 + Penalty 3692.577506 = -10571526.943407 nChanged 245 SP:Iteration 13Q (656.717826 sec): 3 clusters Score: Raw -10575238.897969 + Penalty 3692.577506 = -10571546.320464 nChanged 212 SP:Iteration 14Q (656.889957 sec): 3 clusters Score: Raw -10575254.705547 + Penalty 3692.577506 = -10571562.128041 nChanged 191 SP:Iteration 15Q (657.061072 sec): 3 clusters Score: Raw -10575267.756094 + Penalty 3692.577506 = -10571575.178588 nChanged 148 SP:Iteration 16Q (657.239786 sec): 3 clusters Score: Raw -10575275.465240 + Penalty 3692.577506 = -10571582.887734 nChanged 118 SP:Iteration 17Q (657.413096 sec): 3 clusters Score: Raw -10575280.746129 + Penalty 3692.577506 = -10571588.168623 nChanged 84 SP:Iteration 18Q (657.580411 sec): 3 clusters Score: Raw -10575284.127853 + Penalty 3692.577506 = -10571591.550347 nChanged 85 SP:Iteration 19Q (657.769019 sec): 3 clusters Score: Raw -10575287.280309 + Penalty 3692.577506 = -10571594.702803 nChanged 76 SP:Iteration 20F (657.945584 sec): 3 clusters Score: Raw -10575289.921987 + Penalty 3692.577506 = -10571597.344481 nChanged 65 SP:Iteration 21Q (658.128122 sec): 3 clusters Score: Raw -10575291.911430 + Penalty 3692.577506 = -10571599.333924 nChanged 58 SP:Iteration 22Q (658.308703 sec): 3 clusters Score: Raw -10575294.033641 + Penalty 3692.577506 = -10571601.456136 nChanged 50 SP:Iteration 23Q (658.487719 sec): 3 clusters Score: Raw -10575295.427101 + Penalty 3692.577506 = -10571602.849595 nChanged 36 SP:Iteration 24Q (658.671536 sec): 3 clusters Score: Raw -10575296.168798 + Penalty 3692.577506 = -10571603.591292 nChanged 31 SP:Iteration 25Q (658.857887 sec): 3 clusters Score: Raw -10575296.967983 + Penalty 3692.577506 = -10571604.390477 nChanged 21 SP:Iteration 26Q (659.032707 sec): 3 clusters Score: Raw -10575297.364126 + Penalty 3692.577506 = -10571604.786620 nChanged 15 SP:Iteration 27Q (659.216630 sec): 3 clusters Score: Raw -10575297.609952 + Penalty 3692.577506 = -10571605.032447 nChanged 10 SP:Iteration 28Q (659.402146 sec): 3 clusters Score: Raw -10575297.780924 + Penalty 3692.577506 = -10571605.203419 nChanged 10 SP:Iteration 29Q (659.583559 sec): 3 clusters Score: Raw -10575298.005115 + Penalty 3692.577506 = -10571605.427609 nChanged 14 SP:Iteration 30Q (659.766787 sec): 3 clusters Score: Raw -10575298.392156 + Penalty 3692.577506 = -10571605.814650 nChanged 20 SP:Iteration 31Q (659.948944 sec): 3 clusters Score: Raw -10575298.915366 + Penalty 3692.577506 = -10571606.337860 nChanged 19 SP:Iteration 32Q (660.120573 sec): 3 clusters Score: Raw -10575299.442949 + Penalty 3692.577506 = -10571606.865443 nChanged 19 SP:Iteration 33Q (660.302379 sec): 3 clusters Score: Raw -10575299.942551 + Penalty 3692.577506 = -10571607.365045 nChanged 23 SP:Iteration 34Q (660.487497 sec): 3 clusters Score: Raw -10575300.433665 + Penalty 3692.577506 = -10571607.856160 nChanged 19 SP:Iteration 35Q (660.673000 sec): 3 clusters Score: Raw -10575300.838128 + Penalty 3692.577506 = -10571608.260622 nChanged 19 SP:Iteration 36Q (660.856014 sec): 3 clusters Score: Raw -10575301.326565 + Penalty 3692.577506 = -10571608.749059 nChanged 17 SP:Iteration 37Q (661.032188 sec): 3 clusters Score: Raw -10575301.699278 + Penalty 3692.577506 = -10571609.121772 nChanged 18 SP:Iteration 38Q (661.204199 sec): 3 clusters Score: Raw -10575302.076211 + Penalty 3692.577506 = -10571609.498705 nChanged 15 SP:Iteration 39Q (661.402100 sec): 3 clusters Score: Raw -10575302.408858 + Penalty 3692.577506 = -10571609.831352 nChanged 18 SP:Iteration 40F (661.587356 sec): 3 clusters Score: Raw -10575302.818513 + Penalty 3692.577506 = -10571610.241008 nChanged 14 SP:Iteration 41Q (661.769083 sec): 3 clusters Score: Raw -10575303.081768 + Penalty 3692.577506 = -10571610.504262 nChanged 10 SP:Iteration 42Q (661.946811 sec): 3 clusters Score: Raw -10575303.316067 + Penalty 3692.577506 = -10571610.738561 nChanged 13 SP:Iteration 43Q (662.130623 sec): 3 clusters Score: Raw -10575303.599877 + Penalty 3692.577506 = -10571611.022372 nChanged 8 SP:Iteration 44Q (662.316657 sec): 3 clusters Score: Raw -10575303.707860 + Penalty 3692.577506 = -10571611.130354 nChanged 7 SP:Iteration 45Q (662.494387 sec): 3 clusters Score: Raw -10575303.819380 + Penalty 3692.577506 = -10571611.241874 nChanged 5 SP:Iteration 46Q (662.673796 sec): 3 clusters Score: Raw -10575303.916089 + Penalty 3692.577506 = -10571611.338583 nChanged 6 SP:Iteration 47Q (662.850522 sec): 3 clusters Score: Raw -10575304.027805 + Penalty 3692.577506 = -10571611.450299 nChanged 3 SP:Iteration 48Q (663.033097 sec): 3 clusters Score: Raw -10575304.066937 + Penalty 3692.577506 = -10571611.489431 nChanged 3 SP:Iteration 49Q (663.219039 sec): 3 clusters Score: Raw -10575304.097312 + Penalty 3692.577506 = -10571611.519807 nChanged 2 SP:Iteration 50Q (663.408733 sec): 3 clusters Score: Raw -10575304.106005 + Penalty 3692.577506 = -10571611.528499 nChanged 1 SP:Iteration 51Q (663.594439 sec): 3 clusters Score: Raw -10575304.121160 + Penalty 3692.577506 = -10571611.543654 nChanged 2 SP:Iteration 52Q (663.757222 sec): 3 clusters Score: Raw -10575304.149065 + Penalty 3692.577506 = -10571611.571559 nChanged 1 SP:Iteration 53Q (663.936320 sec): 3 clusters Score: Raw -10575304.152496 + Penalty 3692.577506 = -10571611.574991 nChanged 0 SP:Iteration 54F (664.128421 sec): 3 clusters Score: Raw -10575304.152496 + Penalty 3692.577506 = -10571611.574991 nChanged 0 Score: Raw -154453641.242811 + Penalty 73177.565099 = -154380463.677712 Splitting cluster 15 changes total score from -154231100.941401 to -154380463.677712 So it's getting split into cluster 32. Trying to split cluster 16 (15572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.987420 sec): 2 clusters Score: Raw -1862804.684840 + Penalty 1568.649828 = -1861236.035012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.059881 sec): 3 clusters Score: Raw -1853786.164371 + Penalty 3137.299655 = -1850648.864716 nChanged 7030 SP:Iteration 1F (689.123287 sec): 3 clusters Score: Raw -1859184.847438 + Penalty 3137.299655 = -1856047.547783 nChanged 1935 SP:Iteration 2F (689.197130 sec): 3 clusters Score: Raw -1862864.984522 + Penalty 3137.299655 = -1859727.684867 nChanged 2274 SP:Iteration 3F (689.278100 sec): 3 clusters Score: Raw -1869478.742323 + Penalty 3137.299655 = -1866341.442668 nChanged 1784 SP:Iteration 4F (689.352466 sec): 3 clusters Score: Raw -1873766.930157 + Penalty 3137.299655 = -1870629.630502 nChanged 1061 SP:Iteration 5F (689.415505 sec): 3 clusters Score: Raw -1875562.096309 + Penalty 3137.299655 = -1872424.796654 nChanged 674 SP:Iteration 6Q (689.488653 sec): 3 clusters Score: Raw -1876458.395517 + Penalty 3137.299655 = -1873321.095861 nChanged 451 SP:Iteration 7Q (689.559508 sec): 3 clusters Score: Raw -1876962.242717 + Penalty 3137.299655 = -1873824.943062 nChanged 313 SP:Iteration 8Q (689.636752 sec): 3 clusters Score: Raw -1877219.655486 + Penalty 3137.299655 = -1874082.355830 nChanged 244 SP:Iteration 9Q (689.703455 sec): 3 clusters Score: Raw -1877371.325725 + Penalty 3137.299655 = -1874234.026069 nChanged 189 SP:Iteration 10Q (689.762926 sec): 3 clusters Score: Raw -1877471.441207 + Penalty 3137.299655 = -1874334.141552 nChanged 154 SP:Iteration 11Q (689.829344 sec): 3 clusters Score: Raw -1877537.512211 + Penalty 3137.299655 = -1874400.212555 nChanged 128 SP:Iteration 12Q (689.905800 sec): 3 clusters Score: Raw -1877580.595663 + Penalty 3137.299655 = -1874443.296007 nChanged 90 SP:Iteration 13Q (689.974237 sec): 3 clusters Score: Raw -1877608.878304 + Penalty 3137.299655 = -1874471.578648 nChanged 66 SP:Iteration 14Q (690.038648 sec): 3 clusters Score: Raw -1877634.764858 + Penalty 3137.299655 = -1874497.465202 nChanged 56 SP:Iteration 15Q (690.116637 sec): 3 clusters Score: Raw -1877659.896425 + Penalty 3137.299655 = -1874522.596769 nChanged 48 SP:Iteration 16Q (690.183406 sec): 3 clusters Score: Raw -1877675.639013 + Penalty 3137.299655 = -1874538.339358 nChanged 51 SP:Iteration 17Q (690.260559 sec): 3 clusters Score: Raw -1877686.472813 + Penalty 3137.299655 = -1874549.173158 nChanged 33 SP:Iteration 18Q (690.338408 sec): 3 clusters Score: Raw -1877692.760842 + Penalty 3137.299655 = -1874555.461187 nChanged 21 SP:Iteration 19Q (690.408060 sec): 3 clusters Score: Raw -1877695.710026 + Penalty 3137.299655 = -1874558.410370 nChanged 16 SP:Iteration 20F (690.469011 sec): 3 clusters Score: Raw -1877702.033423 + Penalty 3137.299655 = -1874564.733767 nChanged 12 SP:Iteration 21Q (690.547213 sec): 3 clusters Score: Raw -1877705.822987 + Penalty 3137.299655 = -1874568.523332 nChanged 23 SP:Iteration 22Q (690.621296 sec): 3 clusters Score: Raw -1877712.345880 + Penalty 3137.299655 = -1874575.046224 nChanged 34 SP:Iteration 23Q (690.687700 sec): 3 clusters Score: Raw -1877723.576878 + Penalty 3137.299655 = -1874586.277222 nChanged 33 SP:Iteration 24Q (690.750664 sec): 3 clusters Score: Raw -1877737.837202 + Penalty 3137.299655 = -1874600.537547 nChanged 48 SP:Iteration 25Q (690.829304 sec): 3 clusters Score: Raw -1877768.150029 + Penalty 3137.299655 = -1874630.850373 nChanged 54 SP:Iteration 26Q (690.902151 sec): 3 clusters Score: Raw -1877795.449342 + Penalty 3137.299655 = -1874658.149687 nChanged 55 SP:Iteration 27Q (690.972985 sec): 3 clusters Score: Raw -1877822.146733 + Penalty 3137.299655 = -1874684.847077 nChanged 38 SP:Iteration 28Q (691.044691 sec): 3 clusters Score: Raw -1877843.697830 + Penalty 3137.299655 = -1874706.398174 nChanged 39 SP:Iteration 29Q (691.111896 sec): 3 clusters Score: Raw -1877870.962982 + Penalty 3137.299655 = -1874733.663326 nChanged 50 SP:Iteration 30Q (691.174388 sec): 3 clusters Score: Raw -1877898.460153 + Penalty 3137.299655 = -1874761.160498 nChanged 44 SP:Iteration 31Q (691.254334 sec): 3 clusters Score: Raw -1877917.351374 + Penalty 3137.299655 = -1874780.051718 nChanged 40 SP:Iteration 32Q (691.325035 sec): 3 clusters Score: Raw -1877935.077675 + Penalty 3137.299655 = -1874797.778019 nChanged 53 SP:Iteration 33Q (691.386279 sec): 3 clusters Score: Raw -1877964.901433 + Penalty 3137.299655 = -1874827.601778 nChanged 61 SP:Iteration 34Q (691.458546 sec): 3 clusters Score: Raw -1878003.495706 + Penalty 3137.299655 = -1874866.196050 nChanged 76 SP:Iteration 35Q (691.536953 sec): 3 clusters Score: Raw -1878062.676860 + Penalty 3137.299655 = -1874925.377204 nChanged 100 SP:Iteration 36Q (691.601848 sec): 3 clusters Score: Raw -1878127.859552 + Penalty 3137.299655 = -1874990.559896 nChanged 112 SP:Iteration 37Q (691.676144 sec): 3 clusters Score: Raw -1878215.826822 + Penalty 3137.299655 = -1875078.527166 nChanged 129 SP:Iteration 38Q (691.747519 sec): 3 clusters Score: Raw -1878315.856229 + Penalty 3137.299655 = -1875178.556574 nChanged 142 SP:Iteration 39Q (691.817841 sec): 3 clusters Score: Raw -1878433.392497 + Penalty 3137.299655 = -1875296.092842 nChanged 150 SP:Iteration 40F (691.890093 sec): 3 clusters Score: Raw -1878553.352205 + Penalty 3137.299655 = -1875416.052550 nChanged 158 SP:Iteration 41Q (691.951417 sec): 3 clusters Score: Raw -1878667.038665 + Penalty 3137.299655 = -1875529.739009 nChanged 147 SP:Iteration 42Q (692.020987 sec): 3 clusters Score: Raw -1878767.587296 + Penalty 3137.299655 = -1875630.287641 nChanged 151 SP:Iteration 43Q (692.094647 sec): 3 clusters Score: Raw -1878876.993920 + Penalty 3137.299655 = -1875739.694265 nChanged 160 SP:Iteration 44Q (692.154380 sec): 3 clusters Score: Raw -1879001.672078 + Penalty 3137.299655 = -1875864.372422 nChanged 162 SP:Iteration 45Q (692.223292 sec): 3 clusters Score: Raw -1879139.478499 + Penalty 3137.299655 = -1876002.178844 nChanged 157 SP:Iteration 46Q (692.286540 sec): 3 clusters Score: Raw -1879292.615900 + Penalty 3137.299655 = -1876155.316244 nChanged 164 SP:Iteration 47Q (692.350988 sec): 3 clusters Score: Raw -1879458.658122 + Penalty 3137.299655 = -1876321.358467 nChanged 140 SP:Iteration 48Q (692.413407 sec): 3 clusters Score: Raw -1879579.538736 + Penalty 3137.299655 = -1876442.239081 nChanged 107 SP:Iteration 49Q (692.472177 sec): 3 clusters Score: Raw -1879650.428111 + Penalty 3137.299655 = -1876513.128456 nChanged 59 SP:Iteration 50Q (692.548168 sec): 3 clusters Score: Raw -1879673.226972 + Penalty 3137.299655 = -1876535.927317 nChanged 35 SP:Iteration 51Q (692.613567 sec): 3 clusters Score: Raw -1879681.834888 + Penalty 3137.299655 = -1876544.535233 nChanged 19 SP:Iteration 52Q (692.690997 sec): 3 clusters Score: Raw -1879684.626399 + Penalty 3137.299655 = -1876547.326743 nChanged 10 SP:Iteration 53Q (692.760594 sec): 3 clusters Score: Raw -1879685.398750 + Penalty 3137.299655 = -1876548.099095 nChanged 1 SP:Iteration 54Q (692.829873 sec): 3 clusters Score: Raw -1879685.416900 + Penalty 3137.299655 = -1876548.117244 nChanged 0 SP:Iteration 55F (692.905116 sec): 3 clusters Score: Raw -1879685.416900 + Penalty 3137.299655 = -1876548.117244 nChanged 0 Score: Raw -154470521.974871 + Penalty 75464.364008 = -154395057.610863 Splitting cluster 16 changes total score from -154231100.941401 to -154395057.610863 So it's getting split into cluster 33. Trying to split cluster 17 (13449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (720.049405 sec): 2 clusters Score: Raw -1634920.193415 + Penalty 1544.832255 = -1633375.361159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (720.117695 sec): 3 clusters Score: Raw -1627109.747272 + Penalty 3089.664511 = -1624020.082762 nChanged 5996 SP:Iteration 1F (720.190077 sec): 3 clusters Score: Raw -1630944.199301 + Penalty 3089.664511 = -1627854.534791 nChanged 1281 SP:Iteration 2F (720.257332 sec): 3 clusters Score: Raw -1632909.501669 + Penalty 3089.664511 = -1629819.837158 nChanged 1574 SP:Iteration 3F (720.312817 sec): 3 clusters Score: Raw -1635238.128065 + Penalty 3089.664511 = -1632148.463555 nChanged 1468 SP:Iteration 4F (720.380545 sec): 3 clusters Score: Raw -1636812.934468 + Penalty 3089.664511 = -1633723.269957 nChanged 974 SP:Iteration 5F (720.452599 sec): 3 clusters Score: Raw -1637578.940530 + Penalty 3089.664511 = -1634489.276019 nChanged 584 SP:Iteration 6Q (720.527973 sec): 3 clusters Score: Raw -1637912.037919 + Penalty 3089.664511 = -1634822.373408 nChanged 367 SP:Iteration 7Q (720.587582 sec): 3 clusters Score: Raw -1638104.543999 + Penalty 3089.664511 = -1635014.879488 nChanged 270 SP:Iteration 8Q (720.663193 sec): 3 clusters Score: Raw -1638219.194370 + Penalty 3089.664511 = -1635129.529859 nChanged 190 SP:Iteration 9Q (720.723299 sec): 3 clusters Score: Raw -1638290.624742 + Penalty 3089.664511 = -1635200.960231 nChanged 139 SP:Iteration 10Q (720.793373 sec): 3 clusters Score: Raw -1638331.220107 + Penalty 3089.664511 = -1635241.555596 nChanged 98 SP:Iteration 11Q (720.864058 sec): 3 clusters Score: Raw -1638351.262014 + Penalty 3089.664511 = -1635261.597503 nChanged 79 SP:Iteration 12Q (720.933214 sec): 3 clusters Score: Raw -1638368.311465 + Penalty 3089.664511 = -1635278.646954 nChanged 64 SP:Iteration 13Q (721.008727 sec): 3 clusters Score: Raw -1638382.461799 + Penalty 3089.664511 = -1635292.797288 nChanged 48 SP:Iteration 14Q (721.077079 sec): 3 clusters Score: Raw -1638391.367488 + Penalty 3089.664511 = -1635301.702977 nChanged 43 SP:Iteration 15Q (721.142485 sec): 3 clusters Score: Raw -1638397.120459 + Penalty 3089.664511 = -1635307.455948 nChanged 27 SP:Iteration 16Q (721.212520 sec): 3 clusters Score: Raw -1638401.163362 + Penalty 3089.664511 = -1635311.498851 nChanged 25 SP:Iteration 17Q (721.284750 sec): 3 clusters Score: Raw -1638403.878685 + Penalty 3089.664511 = -1635314.214175 nChanged 20 SP:Iteration 18Q (721.347335 sec): 3 clusters Score: Raw -1638406.714543 + Penalty 3089.664511 = -1635317.050032 nChanged 16 SP:Iteration 19Q (721.419795 sec): 3 clusters Score: Raw -1638409.033241 + Penalty 3089.664511 = -1635319.368730 nChanged 9 SP:Iteration 20F (721.501018 sec): 3 clusters Score: Raw -1638410.080555 + Penalty 3089.664511 = -1635320.416044 nChanged 3 SP:Iteration 21Q (721.572987 sec): 3 clusters Score: Raw -1638410.689856 + Penalty 3089.664511 = -1635321.025346 nChanged 4 SP:Iteration 22Q (721.645914 sec): 3 clusters Score: Raw -1638411.034476 + Penalty 3089.664511 = -1635321.369965 nChanged 2 SP:Iteration 23Q (721.716180 sec): 3 clusters Score: Raw -1638411.285006 + Penalty 3089.664511 = -1635321.620495 nChanged 2 SP:Iteration 24Q (721.778114 sec): 3 clusters Score: Raw -1638411.433335 + Penalty 3089.664511 = -1635321.768824 nChanged 1 SP:Iteration 25Q (721.846316 sec): 3 clusters Score: Raw -1638411.529068 + Penalty 3089.664511 = -1635321.864558 nChanged 0 SP:Iteration 26F (721.918424 sec): 3 clusters Score: Raw -1638411.529068 + Penalty 3089.664511 = -1635321.864558 nChanged 0 Score: Raw -154474013.310526 + Penalty 77751.162918 = -154396262.147608 Splitting cluster 17 changes total score from -154231100.941401 to -154396262.147608 So it's getting split into cluster 34. Trying to split cluster 18 (77909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.551591 sec): 2 clusters Score: Raw -9526399.870773 + Penalty 1830.285723 = -9524569.585050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.717310 sec): 3 clusters Score: Raw -9476197.852657 + Penalty 3660.571446 = -9472537.281210 nChanged 37069 SP:Iteration 1F (749.873369 sec): 3 clusters Score: Raw -9499970.526939 + Penalty 3660.571446 = -9496309.955493 nChanged 5873 SP:Iteration 2F (750.039930 sec): 3 clusters Score: Raw -9504750.288752 + Penalty 3660.571446 = -9501089.717306 nChanged 7664 SP:Iteration 3F (750.208587 sec): 3 clusters Score: Raw -9512235.588418 + Penalty 3660.571446 = -9508575.016971 nChanged 7774 SP:Iteration 4F (750.382275 sec): 3 clusters Score: Raw -9519356.290939 + Penalty 3660.571446 = -9515695.719492 nChanged 5988 SP:Iteration 5F (750.555564 sec): 3 clusters Score: Raw -9523707.643836 + Penalty 3660.571446 = -9520047.072389 nChanged 4037 SP:Iteration 6F (750.723580 sec): 3 clusters Score: Raw -9526066.441726 + Penalty 3660.571446 = -9522405.870280 nChanged 2853 SP:Iteration 7Q (750.901896 sec): 3 clusters Score: Raw -9527570.198989 + Penalty 3660.571446 = -9523909.627543 nChanged 2152 SP:Iteration 8Q (751.085067 sec): 3 clusters Score: Raw -9528721.291092 + Penalty 3660.571446 = -9525060.719646 nChanged 1729 SP:Iteration 9Q (751.261362 sec): 3 clusters Score: Raw -9529721.075331 + Penalty 3660.571446 = -9526060.503885 nChanged 1385 SP:Iteration 10Q (751.451723 sec): 3 clusters Score: Raw -9530486.403771 + Penalty 3660.571446 = -9526825.832325 nChanged 1052 SP:Iteration 11Q (751.627572 sec): 3 clusters Score: Raw -9530935.010523 + Penalty 3660.571446 = -9527274.439077 nChanged 818 SP:Iteration 12Q (751.810637 sec): 3 clusters Score: Raw -9531202.291708 + Penalty 3660.571446 = -9527541.720262 nChanged 602 SP:Iteration 13Q (751.992277 sec): 3 clusters Score: Raw -9531361.369171 + Penalty 3660.571446 = -9527700.797725 nChanged 495 SP:Iteration 14Q (752.169741 sec): 3 clusters Score: Raw -9531467.451385 + Penalty 3660.571446 = -9527806.879939 nChanged 393 SP:Iteration 15Q (752.347173 sec): 3 clusters Score: Raw -9531531.754048 + Penalty 3660.571446 = -9527871.182601 nChanged 316 SP:Iteration 16Q (752.526927 sec): 3 clusters Score: Raw -9531576.605828 + Penalty 3660.571446 = -9527916.034382 nChanged 259 SP:Iteration 17Q (752.706529 sec): 3 clusters Score: Raw -9531618.452840 + Penalty 3660.571446 = -9527957.881394 nChanged 247 SP:Iteration 18Q (752.891237 sec): 3 clusters Score: Raw -9531654.596318 + Penalty 3660.571446 = -9527994.024872 nChanged 225 SP:Iteration 19Q (753.063089 sec): 3 clusters Score: Raw -9531679.425452 + Penalty 3660.571446 = -9528018.854006 nChanged 184 SP:Iteration 20F (753.242175 sec): 3 clusters Score: Raw -9531699.728311 + Penalty 3660.571446 = -9528039.156865 nChanged 165 SP:Iteration 21Q (753.425385 sec): 3 clusters Score: Raw -9531716.234065 + Penalty 3660.571446 = -9528055.662618 nChanged 147 SP:Iteration 22Q (753.606744 sec): 3 clusters Score: Raw -9531729.210119 + Penalty 3660.571446 = -9528068.638673 nChanged 133 SP:Iteration 23Q (753.782447 sec): 3 clusters Score: Raw -9531740.101266 + Penalty 3660.571446 = -9528079.529820 nChanged 124 SP:Iteration 24Q (753.963317 sec): 3 clusters Score: Raw -9531751.002494 + Penalty 3660.571446 = -9528090.431048 nChanged 117 SP:Iteration 25Q (754.145297 sec): 3 clusters Score: Raw -9531761.083038 + Penalty 3660.571446 = -9528100.511592 nChanged 118 SP:Iteration 26Q (754.323785 sec): 3 clusters Score: Raw -9531771.010338 + Penalty 3660.571446 = -9528110.438892 nChanged 119 SP:Iteration 27Q (754.503795 sec): 3 clusters Score: Raw -9531781.219031 + Penalty 3660.571446 = -9528120.647585 nChanged 118 SP:Iteration 28Q (754.669748 sec): 3 clusters Score: Raw -9531794.658273 + Penalty 3660.571446 = -9528134.086827 nChanged 144 SP:Iteration 29Q (754.854048 sec): 3 clusters Score: Raw -9531811.144536 + Penalty 3660.571446 = -9528150.573090 nChanged 150 SP:Iteration 30Q (755.034466 sec): 3 clusters Score: Raw -9531828.044268 + Penalty 3660.571446 = -9528167.472822 nChanged 175 SP:Iteration 31Q (755.215467 sec): 3 clusters Score: Raw -9531848.984705 + Penalty 3660.571446 = -9528188.413258 nChanged 201 SP:Iteration 32Q (755.388061 sec): 3 clusters Score: Raw -9531879.065220 + Penalty 3660.571446 = -9528218.493774 nChanged 229 SP:Iteration 33Q (755.565025 sec): 3 clusters Score: Raw -9531921.404531 + Penalty 3660.571446 = -9528260.833085 nChanged 274 SP:Iteration 34Q (755.742882 sec): 3 clusters Score: Raw -9531975.648435 + Penalty 3660.571446 = -9528315.076988 nChanged 365 SP:Iteration 35Q (755.920733 sec): 3 clusters Score: Raw -9532055.576783 + Penalty 3660.571446 = -9528395.005337 nChanged 397 SP:Iteration 36Q (756.090164 sec): 3 clusters Score: Raw -9532150.581255 + Penalty 3660.571446 = -9528490.009809 nChanged 474 SP:Iteration 37Q (756.278717 sec): 3 clusters Score: Raw -9532267.714346 + Penalty 3660.571446 = -9528607.142899 nChanged 533 SP:Iteration 38Q (756.437932 sec): 3 clusters Score: Raw -9532408.365171 + Penalty 3660.571446 = -9528747.793725 nChanged 550 SP:Iteration 39Q (756.612019 sec): 3 clusters Score: Raw -9532558.108237 + Penalty 3660.571446 = -9528897.536791 nChanged 586 SP:Iteration 40F (756.788155 sec): 3 clusters Score: Raw -9532725.541074 + Penalty 3660.571446 = -9529064.969628 nChanged 613 SP:Iteration 41Q (756.960204 sec): 3 clusters Score: Raw -9532887.994694 + Penalty 3660.571446 = -9529227.423248 nChanged 597 SP:Iteration 42Q (757.143792 sec): 3 clusters Score: Raw -9533040.369941 + Penalty 3660.571446 = -9529379.798495 nChanged 622 SP:Iteration 43Q (757.316182 sec): 3 clusters Score: Raw -9533190.758225 + Penalty 3660.571446 = -9529530.186779 nChanged 585 SP:Iteration 44Q (757.489042 sec): 3 clusters Score: Raw -9533333.949776 + Penalty 3660.571446 = -9529673.378329 nChanged 605 SP:Iteration 45Q (757.660520 sec): 3 clusters Score: Raw -9533495.828669 + Penalty 3660.571446 = -9529835.257223 nChanged 659 SP:Iteration 46Q (757.835983 sec): 3 clusters Score: Raw -9533670.970955 + Penalty 3660.571446 = -9530010.399509 nChanged 643 SP:Iteration 47Q (757.999666 sec): 3 clusters Score: Raw -9533838.431212 + Penalty 3660.571446 = -9530177.859766 nChanged 665 SP:Iteration 48Q (758.172936 sec): 3 clusters Score: Raw -9534005.826776 + Penalty 3660.571446 = -9530345.255329 nChanged 654 SP:Iteration 49Q (758.345722 sec): 3 clusters Score: Raw -9534189.308395 + Penalty 3660.571446 = -9530528.736949 nChanged 635 SP:Iteration 50Q (758.525227 sec): 3 clusters Score: Raw -9534364.504095 + Penalty 3660.571446 = -9530703.932649 nChanged 645 SP:Iteration 51Q (758.691533 sec): 3 clusters Score: Raw -9534530.274427 + Penalty 3660.571446 = -9530869.702980 nChanged 590 SP:Iteration 52Q (758.869340 sec): 3 clusters Score: Raw -9534668.559933 + Penalty 3660.571446 = -9531007.988487 nChanged 547 SP:Iteration 53Q (759.040869 sec): 3 clusters Score: Raw -9534787.615058 + Penalty 3660.571446 = -9531127.043612 nChanged 486 SP:Iteration 54Q (759.209995 sec): 3 clusters Score: Raw -9534888.520902 + Penalty 3660.571446 = -9531227.949455 nChanged 432 SP:Iteration 55Q (759.371337 sec): 3 clusters Score: Raw -9534965.097144 + Penalty 3660.571446 = -9531304.525698 nChanged 385 SP:Iteration 56Q (759.540460 sec): 3 clusters Score: Raw -9535034.736872 + Penalty 3660.571446 = -9531374.165426 nChanged 358 SP:Iteration 57Q (759.709444 sec): 3 clusters Score: Raw -9535103.210252 + Penalty 3660.571446 = -9531442.638805 nChanged 369 SP:Iteration 58Q (759.876543 sec): 3 clusters Score: Raw -9535159.995860 + Penalty 3660.571446 = -9531499.424413 nChanged 337 SP:Iteration 59Q (760.042935 sec): 3 clusters Score: Raw -9535206.246790 + Penalty 3660.571446 = -9531545.675343 nChanged 304 SP:Iteration 60F (760.218876 sec): 3 clusters Score: Raw -9535248.905359 + Penalty 3660.571446 = -9531588.333913 nChanged 267 SP:Iteration 61Q (760.383982 sec): 3 clusters Score: Raw -9535286.374829 + Penalty 3660.571446 = -9531625.803383 nChanged 244 SP:Iteration 62Q (760.553512 sec): 3 clusters Score: Raw -9535317.361954 + Penalty 3660.571446 = -9531656.790508 nChanged 208 SP:Iteration 63Q (760.721416 sec): 3 clusters Score: Raw -9535341.453740 + Penalty 3660.571446 = -9531680.882294 nChanged 207 SP:Iteration 64Q (760.881201 sec): 3 clusters Score: Raw -9535364.070286 + Penalty 3660.571446 = -9531703.498840 nChanged 189 SP:Iteration 65Q (761.051905 sec): 3 clusters Score: Raw -9535383.441621 + Penalty 3660.571446 = -9531722.870174 nChanged 171 SP:Iteration 66Q (761.214800 sec): 3 clusters Score: Raw -9535401.557538 + Penalty 3660.571446 = -9531740.986092 nChanged 176 SP:Iteration 67Q (761.391396 sec): 3 clusters Score: Raw -9535416.592676 + Penalty 3660.571446 = -9531756.021230 nChanged 150 SP:Iteration 68Q (761.559323 sec): 3 clusters Score: Raw -9535429.560491 + Penalty 3660.571446 = -9531768.989045 nChanged 151 SP:Iteration 69Q (761.714899 sec): 3 clusters Score: Raw -9535441.897455 + Penalty 3660.571446 = -9531781.326009 nChanged 138 SP:Iteration 70Q (761.886106 sec): 3 clusters Score: Raw -9535453.852421 + Penalty 3660.571446 = -9531793.280975 nChanged 129 SP:Iteration 71Q (762.047207 sec): 3 clusters Score: Raw -9535464.311052 + Penalty 3660.571446 = -9531803.739606 nChanged 127 SP:Iteration 72Q (762.216707 sec): 3 clusters Score: Raw -9535473.073946 + Penalty 3660.571446 = -9531812.502499 nChanged 113 SP:Iteration 73Q (762.383828 sec): 3 clusters Score: Raw -9535481.236240 + Penalty 3660.571446 = -9531820.664794 nChanged 108 SP:Iteration 74Q (762.545026 sec): 3 clusters Score: Raw -9535488.767936 + Penalty 3660.571446 = -9531828.196490 nChanged 98 SP:Iteration 75Q (762.714186 sec): 3 clusters Score: Raw -9535494.876352 + Penalty 3660.571446 = -9531834.304906 nChanged 87 SP:Iteration 76Q (762.876181 sec): 3 clusters Score: Raw -9535500.309993 + Penalty 3660.571446 = -9531839.738547 nChanged 78 SP:Iteration 77Q (763.041489 sec): 3 clusters Score: Raw -9535504.517170 + Penalty 3660.571446 = -9531843.945724 nChanged 70 SP:Iteration 78Q (763.217123 sec): 3 clusters Score: Raw -9535508.841687 + Penalty 3660.571446 = -9531848.270240 nChanged 58 SP:Iteration 79Q (763.376892 sec): 3 clusters Score: Raw -9535512.424903 + Penalty 3660.571446 = -9531851.853457 nChanged 64 SP:Iteration 80F (763.561879 sec): 3 clusters Score: Raw -9535515.619379 + Penalty 3660.571446 = -9531855.047933 nChanged 56 SP:Iteration 81Q (763.727088 sec): 3 clusters Score: Raw -9535518.572181 + Penalty 3660.571446 = -9531858.000735 nChanged 52 SP:Iteration 82Q (763.899367 sec): 3 clusters Score: Raw -9535520.946154 + Penalty 3660.571446 = -9531860.374708 nChanged 38 SP:Iteration 83Q (764.063272 sec): 3 clusters Score: Raw -9535522.655828 + Penalty 3660.571446 = -9531862.084382 nChanged 41 SP:Iteration 84Q (764.221887 sec): 3 clusters Score: Raw -9535524.213220 + Penalty 3660.571446 = -9531863.641773 nChanged 35 SP:Iteration 85Q (764.383713 sec): 3 clusters Score: Raw -9535525.739827 + Penalty 3660.571446 = -9531865.168381 nChanged 38 SP:Iteration 86Q (764.542202 sec): 3 clusters Score: Raw -9535527.072938 + Penalty 3660.571446 = -9531866.501491 nChanged 33 SP:Iteration 87Q (764.716739 sec): 3 clusters Score: Raw -9535527.992882 + Penalty 3660.571446 = -9531867.421436 nChanged 24 SP:Iteration 88Q (764.880676 sec): 3 clusters Score: Raw -9535528.854652 + Penalty 3660.571446 = -9531868.283205 nChanged 26 SP:Iteration 89Q (765.052887 sec): 3 clusters Score: Raw -9535529.787644 + Penalty 3660.571446 = -9531869.216198 nChanged 23 SP:Iteration 90Q (765.228016 sec): 3 clusters Score: Raw -9535530.619858 + Penalty 3660.571446 = -9531870.048412 nChanged 28 SP:Iteration 91Q (765.385074 sec): 3 clusters Score: Raw -9535531.588237 + Penalty 3660.571446 = -9531871.016790 nChanged 21 SP:Iteration 92Q (765.559518 sec): 3 clusters Score: Raw -9535532.183701 + Penalty 3660.571446 = -9531871.612254 nChanged 21 SP:Iteration 93Q (765.735289 sec): 3 clusters Score: Raw -9535532.802186 + Penalty 3660.571446 = -9531872.230740 nChanged 16 SP:Iteration 94Q (765.910305 sec): 3 clusters Score: Raw -9535533.224105 + Penalty 3660.571446 = -9531872.652659 nChanged 7 SP:Iteration 95Q (766.067451 sec): 3 clusters Score: Raw -9535533.428840 + Penalty 3660.571446 = -9531872.857393 nChanged 6 SP:Iteration 96Q (766.234118 sec): 3 clusters Score: Raw -9535533.509294 + Penalty 3660.571446 = -9531872.937848 nChanged 7 SP:Iteration 97Q (766.412043 sec): 3 clusters Score: Raw -9535533.649798 + Penalty 3660.571446 = -9531873.078352 nChanged 4 SP:Iteration 98Q (766.572976 sec): 3 clusters Score: Raw -9535533.764846 + Penalty 3660.571446 = -9531873.193400 nChanged 4 SP:Iteration 99Q (766.729335 sec): 3 clusters Score: Raw -9535533.861499 + Penalty 3660.571446 = -9531873.290053 nChanged 3 SP:Iteration 100F (766.909498 sec): 3 clusters Score: Raw -9535533.922729 + Penalty 3660.571446 = -9531873.351282 nChanged 4 SP:Iteration 101Q (767.083271 sec): 3 clusters Score: Raw -9535533.994154 + Penalty 3660.571446 = -9531873.422708 nChanged 2 SP:Iteration 102Q (767.247979 sec): 3 clusters Score: Raw -9535534.055236 + Penalty 3660.571446 = -9531873.483790 nChanged 3 SP:Iteration 103Q (767.415097 sec): 3 clusters Score: Raw -9535534.143759 + Penalty 3660.571446 = -9531873.572313 nChanged 3 SP:Iteration 104Q (767.583043 sec): 3 clusters Score: Raw -9535534.250665 + Penalty 3660.571446 = -9531873.679219 nChanged 2 SP:Iteration 105Q (767.742724 sec): 3 clusters Score: Raw -9535534.262276 + Penalty 3660.571446 = -9531873.690830 nChanged 1 SP:Iteration 106Q (767.915013 sec): 3 clusters Score: Raw -9535534.302527 + Penalty 3660.571446 = -9531873.731081 nChanged 3 SP:Iteration 107Q (768.082855 sec): 3 clusters Score: Raw -9535534.330582 + Penalty 3660.571446 = -9531873.759135 nChanged 1 SP:Iteration 108Q (768.252205 sec): 3 clusters Score: Raw -9535534.354214 + Penalty 3660.571446 = -9531873.782767 nChanged 0 SP:Iteration 109F (768.422185 sec): 3 clusters Score: Raw -9535534.354214 + Penalty 3660.571446 = -9531873.782767 nChanged 0 Score: Raw -154483147.793969 + Penalty 80037.961827 = -154403109.832142 Splitting cluster 18 changes total score from -154231100.941401 to -154403109.832142 So it's getting split into cluster 35. Trying to split cluster 19 (51898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (795.868787 sec): 2 clusters Score: Raw -6171652.061025 + Penalty 1764.268274 = -6169887.792751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.007280 sec): 3 clusters Score: Raw -6138900.085592 + Penalty 3528.536548 = -6135371.549044 nChanged 24376 SP:Iteration 1F (796.131329 sec): 3 clusters Score: Raw -6152781.856649 + Penalty 3528.536548 = -6149253.320101 nChanged 2532 SP:Iteration 2Q (796.281149 sec): 3 clusters Score: Raw -6153769.758180 + Penalty 3528.536548 = -6150241.221631 nChanged 2898 SP:Iteration 3F (796.418845 sec): 3 clusters Score: Raw -6155260.748143 + Penalty 3528.536548 = -6151732.211595 nChanged 3415 SP:Iteration 4F (796.552210 sec): 3 clusters Score: Raw -6157541.213768 + Penalty 3528.536548 = -6154012.677220 nChanged 4095 SP:Iteration 5F (796.686096 sec): 3 clusters Score: Raw -6160951.078747 + Penalty 3528.536548 = -6157422.542199 nChanged 4264 SP:Iteration 6F (796.814274 sec): 3 clusters Score: Raw -6164936.396424 + Penalty 3528.536548 = -6161407.859876 nChanged 3502 SP:Iteration 7F (796.946245 sec): 3 clusters Score: Raw -6168600.477847 + Penalty 3528.536548 = -6165071.941299 nChanged 2231 SP:Iteration 8Q (797.083785 sec): 3 clusters Score: Raw -6170975.831804 + Penalty 3528.536548 = -6167447.295255 nChanged 1112 SP:Iteration 9Q (797.193688 sec): 3 clusters Score: Raw -6172143.180002 + Penalty 3528.536548 = -6168614.643453 nChanged 601 SP:Iteration 10Q (797.318805 sec): 3 clusters Score: Raw -6172789.718297 + Penalty 3528.536548 = -6169261.181749 nChanged 410 SP:Iteration 11Q (797.443004 sec): 3 clusters Score: Raw -6173147.135980 + Penalty 3528.536548 = -6169618.599432 nChanged 290 SP:Iteration 12Q (797.564601 sec): 3 clusters Score: Raw -6173343.357653 + Penalty 3528.536548 = -6169814.821105 nChanged 230 SP:Iteration 13Q (797.686191 sec): 3 clusters Score: Raw -6173480.491973 + Penalty 3528.536548 = -6169951.955424 nChanged 165 SP:Iteration 14Q (797.806884 sec): 3 clusters Score: Raw -6173560.481274 + Penalty 3528.536548 = -6170031.944726 nChanged 144 SP:Iteration 15Q (797.928579 sec): 3 clusters Score: Raw -6173622.514306 + Penalty 3528.536548 = -6170093.977758 nChanged 109 SP:Iteration 16Q (798.049299 sec): 3 clusters Score: Raw -6173663.286795 + Penalty 3528.536548 = -6170134.750247 nChanged 95 SP:Iteration 17Q (798.175953 sec): 3 clusters Score: Raw -6173700.282505 + Penalty 3528.536548 = -6170171.745957 nChanged 80 SP:Iteration 18Q (798.302547 sec): 3 clusters Score: Raw -6173736.109550 + Penalty 3528.536548 = -6170207.573002 nChanged 101 SP:Iteration 19Q (798.416693 sec): 3 clusters Score: Raw -6173776.657341 + Penalty 3528.536548 = -6170248.120793 nChanged 85 SP:Iteration 20F (798.554841 sec): 3 clusters Score: Raw -6173986.927676 + Penalty 3528.536548 = -6170458.391128 nChanged 178 SP:Iteration 21Q (798.683030 sec): 3 clusters Score: Raw -6174156.118640 + Penalty 3528.536548 = -6170627.582092 nChanged 180 SP:Iteration 22Q (798.826394 sec): 3 clusters Score: Raw -6174259.451663 + Penalty 3528.536548 = -6170730.915115 nChanged 186 SP:Iteration 23Q (798.960665 sec): 3 clusters Score: Raw -6174349.965622 + Penalty 3528.536548 = -6170821.429074 nChanged 176 SP:Iteration 24Q (799.090374 sec): 3 clusters Score: Raw -6174424.189148 + Penalty 3528.536548 = -6170895.652600 nChanged 160 SP:Iteration 25Q (799.221451 sec): 3 clusters Score: Raw -6174482.563590 + Penalty 3528.536548 = -6170954.027042 nChanged 147 SP:Iteration 26Q (799.345732 sec): 3 clusters Score: Raw -6174526.988580 + Penalty 3528.536548 = -6170998.452032 nChanged 122 SP:Iteration 27Q (799.464171 sec): 3 clusters Score: Raw -6174565.519911 + Penalty 3528.536548 = -6171036.983363 nChanged 122 SP:Iteration 28Q (799.585242 sec): 3 clusters Score: Raw -6174596.222277 + Penalty 3528.536548 = -6171067.685729 nChanged 113 SP:Iteration 29Q (799.700349 sec): 3 clusters Score: Raw -6174620.470872 + Penalty 3528.536548 = -6171091.934324 nChanged 94 SP:Iteration 30Q (799.819200 sec): 3 clusters Score: Raw -6174640.901200 + Penalty 3528.536548 = -6171112.364652 nChanged 107 SP:Iteration 31Q (799.935783 sec): 3 clusters Score: Raw -6174659.668726 + Penalty 3528.536548 = -6171131.132178 nChanged 75 SP:Iteration 32Q (800.050039 sec): 3 clusters Score: Raw -6174670.422471 + Penalty 3528.536548 = -6171141.885923 nChanged 60 SP:Iteration 33Q (800.161876 sec): 3 clusters Score: Raw -6174679.708734 + Penalty 3528.536548 = -6171151.172186 nChanged 50 SP:Iteration 34Q (800.274810 sec): 3 clusters Score: Raw -6174685.638340 + Penalty 3528.536548 = -6171157.101792 nChanged 42 SP:Iteration 35Q (800.386740 sec): 3 clusters Score: Raw -6174690.355842 + Penalty 3528.536548 = -6171161.819294 nChanged 27 SP:Iteration 36Q (800.506184 sec): 3 clusters Score: Raw -6174693.283475 + Penalty 3528.536548 = -6171164.746927 nChanged 22 SP:Iteration 37Q (800.623175 sec): 3 clusters Score: Raw -6174696.483649 + Penalty 3528.536548 = -6171167.947101 nChanged 26 SP:Iteration 38Q (800.745574 sec): 3 clusters Score: Raw -6174699.995304 + Penalty 3528.536548 = -6171171.458756 nChanged 31 SP:Iteration 39Q (800.873474 sec): 3 clusters Score: Raw -6174703.361051 + Penalty 3528.536548 = -6171174.824503 nChanged 34 SP:Iteration 40F (801.006490 sec): 3 clusters Score: Raw -6174715.823067 + Penalty 3528.536548 = -6171187.286519 nChanged 47 SP:Iteration 41Q (801.136397 sec): 3 clusters Score: Raw -6174722.810904 + Penalty 3528.536548 = -6171194.274355 nChanged 47 SP:Iteration 42Q (801.262704 sec): 3 clusters Score: Raw -6174729.534731 + Penalty 3528.536548 = -6171200.998183 nChanged 40 SP:Iteration 43Q (801.388458 sec): 3 clusters Score: Raw -6174734.427704 + Penalty 3528.536548 = -6171205.891156 nChanged 30 SP:Iteration 44Q (801.505368 sec): 3 clusters Score: Raw -6174738.247725 + Penalty 3528.536548 = -6171209.711177 nChanged 32 SP:Iteration 45Q (801.633966 sec): 3 clusters Score: Raw -6174741.528357 + Penalty 3528.536548 = -6171212.991809 nChanged 32 SP:Iteration 46Q (801.749471 sec): 3 clusters Score: Raw -6174745.216468 + Penalty 3528.536548 = -6171216.679920 nChanged 29 SP:Iteration 47Q (801.874651 sec): 3 clusters Score: Raw -6174749.578671 + Penalty 3528.536548 = -6171221.042123 nChanged 25 SP:Iteration 48Q (802.000347 sec): 3 clusters Score: Raw -6174751.993374 + Penalty 3528.536548 = -6171223.456826 nChanged 25 SP:Iteration 49Q (802.108467 sec): 3 clusters Score: Raw -6174754.234268 + Penalty 3528.536548 = -6171225.697720 nChanged 22 SP:Iteration 50Q (802.222246 sec): 3 clusters Score: Raw -6174756.352708 + Penalty 3528.536548 = -6171227.816160 nChanged 28 SP:Iteration 51Q (802.340072 sec): 3 clusters Score: Raw -6174759.253514 + Penalty 3528.536548 = -6171230.716966 nChanged 25 SP:Iteration 52Q (802.451105 sec): 3 clusters Score: Raw -6174762.135321 + Penalty 3528.536548 = -6171233.598773 nChanged 27 SP:Iteration 53Q (802.564971 sec): 3 clusters Score: Raw -6174764.820947 + Penalty 3528.536548 = -6171236.284399 nChanged 20 SP:Iteration 54Q (802.677689 sec): 3 clusters Score: Raw -6174767.774851 + Penalty 3528.536548 = -6171239.238303 nChanged 24 SP:Iteration 55Q (802.787251 sec): 3 clusters Score: Raw -6174770.800202 + Penalty 3528.536548 = -6171242.263654 nChanged 28 SP:Iteration 56Q (802.906498 sec): 3 clusters Score: Raw -6174774.152178 + Penalty 3528.536548 = -6171245.615630 nChanged 20 SP:Iteration 57Q (803.027172 sec): 3 clusters Score: Raw -6174775.649934 + Penalty 3528.536548 = -6171247.113386 nChanged 17 SP:Iteration 58Q (803.148325 sec): 3 clusters Score: Raw -6174777.004295 + Penalty 3528.536548 = -6171248.467747 nChanged 18 SP:Iteration 59Q (803.267744 sec): 3 clusters Score: Raw -6174778.926026 + Penalty 3528.536548 = -6171250.389477 nChanged 19 SP:Iteration 60F (803.395310 sec): 3 clusters Score: Raw -6174781.642399 + Penalty 3528.536548 = -6171253.105850 nChanged 23 SP:Iteration 61Q (803.510097 sec): 3 clusters Score: Raw -6174784.659702 + Penalty 3528.536548 = -6171256.123154 nChanged 29 SP:Iteration 62Q (803.639389 sec): 3 clusters Score: Raw -6174789.822274 + Penalty 3528.536548 = -6171261.285726 nChanged 26 SP:Iteration 63Q (803.761416 sec): 3 clusters Score: Raw -6174795.006218 + Penalty 3528.536548 = -6171266.469670 nChanged 38 SP:Iteration 64Q (803.878513 sec): 3 clusters Score: Raw -6174801.691946 + Penalty 3528.536548 = -6171273.155398 nChanged 46 SP:Iteration 65Q (804.001692 sec): 3 clusters Score: Raw -6174809.797895 + Penalty 3528.536548 = -6171281.261347 nChanged 45 SP:Iteration 66Q (804.130148 sec): 3 clusters Score: Raw -6174816.428860 + Penalty 3528.536548 = -6171287.892311 nChanged 32 SP:Iteration 67Q (804.245846 sec): 3 clusters Score: Raw -6174819.382820 + Penalty 3528.536548 = -6171290.846271 nChanged 29 SP:Iteration 68Q (804.367646 sec): 3 clusters Score: Raw -6174821.924489 + Penalty 3528.536548 = -6171293.387941 nChanged 18 SP:Iteration 69Q (804.484676 sec): 3 clusters Score: Raw -6174823.401847 + Penalty 3528.536548 = -6171294.865298 nChanged 18 SP:Iteration 70Q (804.607414 sec): 3 clusters Score: Raw -6174824.998955 + Penalty 3528.536548 = -6171296.462407 nChanged 21 SP:Iteration 71Q (804.734663 sec): 3 clusters Score: Raw -6174826.819038 + Penalty 3528.536548 = -6171298.282490 nChanged 14 SP:Iteration 72Q (804.853563 sec): 3 clusters Score: Raw -6174827.775344 + Penalty 3528.536548 = -6171299.238796 nChanged 15 SP:Iteration 73Q (804.977174 sec): 3 clusters Score: Raw -6174829.071972 + Penalty 3528.536548 = -6171300.535424 nChanged 16 SP:Iteration 74Q (805.095973 sec): 3 clusters Score: Raw -6174830.026804 + Penalty 3528.536548 = -6171301.490255 nChanged 9 SP:Iteration 75Q (805.222259 sec): 3 clusters Score: Raw -6174830.670959 + Penalty 3528.536548 = -6171302.134411 nChanged 6 SP:Iteration 76Q (805.341183 sec): 3 clusters Score: Raw -6174831.048359 + Penalty 3528.536548 = -6171302.511811 nChanged 7 SP:Iteration 77Q (805.458275 sec): 3 clusters Score: Raw -6174831.487322 + Penalty 3528.536548 = -6171302.950774 nChanged 7 SP:Iteration 78Q (805.571980 sec): 3 clusters Score: Raw -6174831.938664 + Penalty 3528.536548 = -6171303.402116 nChanged 6 SP:Iteration 79Q (805.702270 sec): 3 clusters Score: Raw -6174832.398511 + Penalty 3528.536548 = -6171303.861963 nChanged 6 SP:Iteration 80F (805.837501 sec): 3 clusters Score: Raw -6174832.799148 + Penalty 3528.536548 = -6171304.262600 nChanged 0 Score: Raw -154486328.532095 + Penalty 82324.760736 = -154404003.771359 Splitting cluster 19 changes total score from -154231100.941401 to -154404003.771359 So it's getting split into cluster 36. Iteration 20F (861.490029 sec): 37 clusters Score: Raw -154536150.617701 + Penalty 82324.760736 = -154453825.856964 nChanged 46262 Iteration 21Q (873.723909 sec): 37 clusters Score: Raw -154562865.583810 + Penalty 82324.760736 = -154480540.823073 nChanged 21156 Iteration 22Q (885.474300 sec): 37 clusters Score: Raw -154574414.079416 + Penalty 82324.760736 = -154492089.318679 nChanged 15049 Iteration 23Q (896.788710 sec): 37 clusters Score: Raw -154581679.768527 + Penalty 82324.760736 = -154499355.007790 nChanged 12192 Iteration 24Q (909.489784 sec): 37 clusters Score: Raw -154587541.865936 + Penalty 82324.760736 = -154505217.105200 nChanged 10263 Iteration 25Q (920.660159 sec): 37 clusters Score: Raw -154592719.401983 + Penalty 82324.760736 = -154510394.641247 nChanged 9012 Iteration 26Q (931.730372 sec): 37 clusters Score: Raw -154595972.757267 + Penalty 82324.760736 = -154513647.996531 nChanged 7940 Iteration 27Q (944.011825 sec): 37 clusters Score: Raw -154598305.071051 + Penalty 82324.760736 = -154515980.310314 nChanged 7026 Iteration 28Q (955.070373 sec): 37 clusters Score: Raw -154600219.261101 + Penalty 82324.760736 = -154517894.500364 nChanged 6196 Iteration 29Q (966.384859 sec): 37 clusters Score: Raw -154601762.876994 + Penalty 82324.760736 = -154519438.116258 nChanged 5531 Iteration 30Q (977.682608 sec): 37 clusters Score: Raw -154603095.680554 + Penalty 82324.760736 = -154520770.919818 nChanged 4920 Iteration 31Q (988.371058 sec): 37 clusters Score: Raw -154604204.302239 + Penalty 82324.760736 = -154521879.541503 nChanged 4525 Iteration 32Q (1000.477295 sec): 37 clusters Score: Raw -154605200.400789 + Penalty 82324.760736 = -154522875.640052 nChanged 4308 Iteration 33Q (1011.325586 sec): 37 clusters Score: Raw -154606192.197827 + Penalty 82324.760736 = -154523867.437091 nChanged 4041 Iteration 34Q (1022.284804 sec): 37 clusters Score: Raw -154607670.694929 + Penalty 82324.760736 = -154525345.934193 nChanged 3902 Iteration 35Q (1034.981195 sec): 37 clusters Score: Raw -154610431.499984 + Penalty 82324.760736 = -154528106.739248 nChanged 4063 Iteration 36Q (1046.237953 sec): 37 clusters Score: Raw -154613137.753863 + Penalty 82324.760736 = -154530812.993126 nChanged 4032 Iteration 37Q (1057.643201 sec): 37 clusters Score: Raw -154614393.725836 + Penalty 82324.760736 = -154532068.965099 nChanged 3728 Iteration 38Q (1069.652932 sec): 37 clusters Score: Raw -154615429.581051 + Penalty 82324.760736 = -154533104.820315 nChanged 3496 Iteration 39Q (1080.396539 sec): 37 clusters Score: Raw -154616379.588285 + Penalty 82324.760736 = -154534054.827548 nChanged 3222 Iteration 40F (1108.589379 sec): 37 clusters Score: Raw -154618923.679295 + Penalty 82324.760736 = -154536598.918559 nChanged 4155 Iteration 41Q (1119.613106 sec): 37 clusters Score: Raw -154620966.152731 + Penalty 82324.760736 = -154538641.391995 nChanged 4479 Iteration 42Q (1131.296101 sec): 37 clusters Score: Raw -154622892.352732 + Penalty 82324.760736 = -154540567.591996 nChanged 4550 Iteration 43Q (1142.858862 sec): 37 clusters Score: Raw -154624759.106416 + Penalty 82324.760736 = -154542434.345680 nChanged 4391 Iteration 44Q (1154.065219 sec): 37 clusters Score: Raw -154626491.164579 + Penalty 82324.760736 = -154544166.403843 nChanged 4170 Iteration 45Q (1166.608338 sec): 37 clusters Score: Raw -154628065.245174 + Penalty 82324.760736 = -154545740.484438 nChanged 3740 Iteration 46Q (1177.811943 sec): 37 clusters Score: Raw -154629396.579482 + Penalty 82324.760736 = -154547071.818746 nChanged 3484 Iteration 47Q (1188.936637 sec): 37 clusters Score: Raw -154630408.875992 + Penalty 82324.760736 = -154548084.115256 nChanged 2990 Iteration 48Q (1201.589907 sec): 37 clusters Score: Raw -154631205.083216 + Penalty 82324.760736 = -154548880.322480 nChanged 2714 Iteration 49Q (1212.859999 sec): 37 clusters Score: Raw -154631826.305091 + Penalty 82324.760736 = -154549501.544355 nChanged 2312 Iteration 50Q (1224.211932 sec): 37 clusters Score: Raw -154632270.955131 + Penalty 82324.760736 = -154549946.194394 nChanged 2038 Iteration 51Q (1236.076570 sec): 37 clusters Score: Raw -154632654.427513 + Penalty 82324.760736 = -154550329.666777 nChanged 1951 Iteration 52Q (1247.034257 sec): 37 clusters Score: Raw -154633007.491479 + Penalty 82324.760736 = -154550682.730743 nChanged 1785 Iteration 53Q (1259.364831 sec): 37 clusters Score: Raw -154633306.545635 + Penalty 82324.760736 = -154550981.784899 nChanged 1578 Iteration 54Q (1270.759135 sec): 37 clusters Score: Raw -154633533.372250 + Penalty 82324.760736 = -154551208.611514 nChanged 1484 Iteration 55Q (1282.133870 sec): 37 clusters Score: Raw -154633723.089000 + Penalty 82324.760736 = -154551398.328263 nChanged 1335 Iteration 56Q (1294.597837 sec): 37 clusters Score: Raw -154633855.009050 + Penalty 82324.760736 = -154551530.248314 nChanged 1250 Iteration 57Q (1305.514207 sec): 37 clusters Score: Raw -154633973.198753 + Penalty 82324.760736 = -154551648.438016 nChanged 1215 Iteration 58Q (1316.442707 sec): 37 clusters Score: Raw -154634075.173750 + Penalty 82324.760736 = -154551750.413013 nChanged 1076 Writing temp clu file Because OldScore, -154551648.438016, is greater than current (better) Score,-154551750.413013 Compute initial score before splitting: Score: Raw -154634075.173750 + Penalty 82324.760736 = -154551750.413013 Trying to split cluster 1 (16108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.925218 sec): 2 clusters Score: Raw -1975004.110499 + Penalty 1574.149090 = -1973429.961409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1316.999632 sec): 3 clusters Score: Raw -1965527.993359 + Penalty 3148.298180 = -1962379.695180 nChanged 7188 SP:Iteration 1F (1317.060257 sec): 3 clusters Score: Raw -1969987.119332 + Penalty 3148.298180 = -1966838.821153 nChanged 1132 SP:Iteration 2F (1317.141613 sec): 3 clusters Score: Raw -1970862.450515 + Penalty 3148.298180 = -1967714.152335 nChanged 1160 SP:Iteration 3F (1317.205235 sec): 3 clusters Score: Raw -1971866.576347 + Penalty 3148.298180 = -1968718.278168 nChanged 1282 SP:Iteration 4F (1317.273775 sec): 3 clusters Score: Raw -1973063.608589 + Penalty 3148.298180 = -1969915.310410 nChanged 1326 SP:Iteration 5F (1317.349950 sec): 3 clusters Score: Raw -1974361.563018 + Penalty 3148.298180 = -1971213.264838 nChanged 1277 SP:Iteration 6F (1317.423082 sec): 3 clusters Score: Raw -1975499.009137 + Penalty 3148.298180 = -1972350.710957 nChanged 1011 SP:Iteration 7F (1317.488104 sec): 3 clusters Score: Raw -1976220.485217 + Penalty 3148.298180 = -1973072.187038 nChanged 670 SP:Iteration 8Q (1317.559936 sec): 3 clusters Score: Raw -1976590.800419 + Penalty 3148.298180 = -1973442.502239 nChanged 459 SP:Iteration 9Q (1317.631062 sec): 3 clusters Score: Raw -1976791.675606 + Penalty 3148.298180 = -1973643.377426 nChanged 324 SP:Iteration 10Q (1317.707482 sec): 3 clusters Score: Raw -1976910.408634 + Penalty 3148.298180 = -1973762.110454 nChanged 257 SP:Iteration 11Q (1317.773581 sec): 3 clusters Score: Raw -1976999.207940 + Penalty 3148.298180 = -1973850.909760 nChanged 214 SP:Iteration 12Q (1317.845656 sec): 3 clusters Score: Raw -1977067.322090 + Penalty 3148.298180 = -1973919.023911 nChanged 172 SP:Iteration 13Q (1317.921610 sec): 3 clusters Score: Raw -1977118.222187 + Penalty 3148.298180 = -1973969.924008 nChanged 152 SP:Iteration 14Q (1317.988274 sec): 3 clusters Score: Raw -1977163.031078 + Penalty 3148.298180 = -1974014.732899 nChanged 148 SP:Iteration 15Q (1318.051691 sec): 3 clusters Score: Raw -1977199.109415 + Penalty 3148.298180 = -1974050.811236 nChanged 119 SP:Iteration 16Q (1318.127174 sec): 3 clusters Score: Raw -1977223.032057 + Penalty 3148.298180 = -1974074.733877 nChanged 85 SP:Iteration 17Q (1318.200272 sec): 3 clusters Score: Raw -1977236.420374 + Penalty 3148.298180 = -1974088.122194 nChanged 68 SP:Iteration 18Q (1318.270275 sec): 3 clusters Score: Raw -1977246.730868 + Penalty 3148.298180 = -1974098.432689 nChanged 61 SP:Iteration 19Q (1318.336372 sec): 3 clusters Score: Raw -1977256.892748 + Penalty 3148.298180 = -1974108.594568 nChanged 74 SP:Iteration 20F (1318.418315 sec): 3 clusters Score: Raw -1977270.678536 + Penalty 3148.298180 = -1974122.380357 nChanged 71 SP:Iteration 21Q (1318.475607 sec): 3 clusters Score: Raw -1977284.917391 + Penalty 3148.298180 = -1974136.619211 nChanged 67 SP:Iteration 22Q (1318.541822 sec): 3 clusters Score: Raw -1977298.420475 + Penalty 3148.298180 = -1974150.122296 nChanged 65 SP:Iteration 23Q (1318.612473 sec): 3 clusters Score: Raw -1977312.030312 + Penalty 3148.298180 = -1974163.732132 nChanged 62 SP:Iteration 24Q (1318.683282 sec): 3 clusters Score: Raw -1977325.193756 + Penalty 3148.298180 = -1974176.895576 nChanged 73 SP:Iteration 25Q (1318.748394 sec): 3 clusters Score: Raw -1977339.312801 + Penalty 3148.298180 = -1974191.014621 nChanged 76 SP:Iteration 26Q (1318.827385 sec): 3 clusters Score: Raw -1977353.064847 + Penalty 3148.298180 = -1974204.766667 nChanged 59 SP:Iteration 27Q (1318.894548 sec): 3 clusters Score: Raw -1977363.166774 + Penalty 3148.298180 = -1974214.868595 nChanged 57 SP:Iteration 28Q (1318.969700 sec): 3 clusters Score: Raw -1977374.439602 + Penalty 3148.298180 = -1974226.141422 nChanged 58 SP:Iteration 29Q (1319.047926 sec): 3 clusters Score: Raw -1977385.361952 + Penalty 3148.298180 = -1974237.063772 nChanged 64 SP:Iteration 30Q (1319.115788 sec): 3 clusters Score: Raw -1977397.567525 + Penalty 3148.298180 = -1974249.269345 nChanged 61 SP:Iteration 31Q (1319.187746 sec): 3 clusters Score: Raw -1977408.227625 + Penalty 3148.298180 = -1974259.929445 nChanged 55 SP:Iteration 32Q (1319.265673 sec): 3 clusters Score: Raw -1977421.275650 + Penalty 3148.298180 = -1974272.977471 nChanged 79 SP:Iteration 33Q (1319.335171 sec): 3 clusters Score: Raw -1977439.766933 + Penalty 3148.298180 = -1974291.468753 nChanged 83 SP:Iteration 34Q (1319.411946 sec): 3 clusters Score: Raw -1977464.089341 + Penalty 3148.298180 = -1974315.791161 nChanged 82 SP:Iteration 35Q (1319.469765 sec): 3 clusters Score: Raw -1977484.201163 + Penalty 3148.298180 = -1974335.902983 nChanged 80 SP:Iteration 36Q (1319.534079 sec): 3 clusters Score: Raw -1977503.279042 + Penalty 3148.298180 = -1974354.980862 nChanged 86 SP:Iteration 37Q (1319.608446 sec): 3 clusters Score: Raw -1977524.611541 + Penalty 3148.298180 = -1974376.313361 nChanged 79 SP:Iteration 38Q (1319.680862 sec): 3 clusters Score: Raw -1977541.648301 + Penalty 3148.298180 = -1974393.350122 nChanged 78 SP:Iteration 39Q (1319.739577 sec): 3 clusters Score: Raw -1977557.875211 + Penalty 3148.298180 = -1974409.577032 nChanged 71 SP:Iteration 40F (1319.810115 sec): 3 clusters Score: Raw -1977570.576703 + Penalty 3148.298180 = -1974422.278524 nChanged 52 SP:Iteration 41Q (1319.875708 sec): 3 clusters Score: Raw -1977578.806944 + Penalty 3148.298180 = -1974430.508765 nChanged 52 SP:Iteration 42Q (1319.948326 sec): 3 clusters Score: Raw -1977588.172855 + Penalty 3148.298180 = -1974439.874675 nChanged 55 SP:Iteration 43Q (1320.011177 sec): 3 clusters Score: Raw -1977597.225291 + Penalty 3148.298180 = -1974448.927112 nChanged 52 SP:Iteration 44Q (1320.075891 sec): 3 clusters Score: Raw -1977604.323650 + Penalty 3148.298180 = -1974456.025471 nChanged 45 SP:Iteration 45Q (1320.159644 sec): 3 clusters Score: Raw -1977611.934717 + Penalty 3148.298180 = -1974463.636538 nChanged 35 SP:Iteration 46Q (1320.229279 sec): 3 clusters Score: Raw -1977617.568523 + Penalty 3148.298180 = -1974469.270344 nChanged 40 SP:Iteration 47Q (1320.293034 sec): 3 clusters Score: Raw -1977625.467280 + Penalty 3148.298180 = -1974477.169100 nChanged 58 SP:Iteration 48Q (1320.359997 sec): 3 clusters Score: Raw -1977639.029360 + Penalty 3148.298180 = -1974490.731181 nChanged 59 SP:Iteration 49Q (1320.429704 sec): 3 clusters Score: Raw -1977651.251549 + Penalty 3148.298180 = -1974502.953370 nChanged 63 SP:Iteration 50Q (1320.500216 sec): 3 clusters Score: Raw -1977661.631198 + Penalty 3148.298180 = -1974513.333018 nChanged 49 SP:Iteration 51Q (1320.571973 sec): 3 clusters Score: Raw -1977669.254092 + Penalty 3148.298180 = -1974520.955913 nChanged 55 SP:Iteration 52Q (1320.644759 sec): 3 clusters Score: Raw -1977678.230930 + Penalty 3148.298180 = -1974529.932750 nChanged 51 SP:Iteration 53Q (1320.710492 sec): 3 clusters Score: Raw -1977686.496262 + Penalty 3148.298180 = -1974538.198082 nChanged 47 SP:Iteration 54Q (1320.786397 sec): 3 clusters Score: Raw -1977695.698373 + Penalty 3148.298180 = -1974547.400194 nChanged 64 SP:Iteration 55Q (1320.856045 sec): 3 clusters Score: Raw -1977709.928085 + Penalty 3148.298180 = -1974561.629906 nChanged 72 SP:Iteration 56Q (1320.919728 sec): 3 clusters Score: Raw -1977731.830854 + Penalty 3148.298180 = -1974583.532675 nChanged 94 SP:Iteration 57Q (1320.974971 sec): 3 clusters Score: Raw -1977765.449205 + Penalty 3148.298180 = -1974617.151025 nChanged 97 SP:Iteration 58Q (1321.041559 sec): 3 clusters Score: Raw -1977800.429326 + Penalty 3148.298180 = -1974652.131147 nChanged 110 SP:Iteration 59Q (1321.119888 sec): 3 clusters Score: Raw -1977856.355060 + Penalty 3148.298180 = -1974708.056880 nChanged 143 SP:Iteration 60F (1321.185790 sec): 3 clusters Score: Raw -1977961.319195 + Penalty 3148.298180 = -1974813.021016 nChanged 195 SP:Iteration 61Q (1321.245845 sec): 3 clusters Score: Raw -1978128.314324 + Penalty 3148.298180 = -1974980.016145 nChanged 223 SP:Iteration 62Q (1321.315684 sec): 3 clusters Score: Raw -1978363.784548 + Penalty 3148.298180 = -1975215.486369 nChanged 278 SP:Iteration 63Q (1321.378439 sec): 3 clusters Score: Raw -1978642.709134 + Penalty 3148.298180 = -1975494.410954 nChanged 254 SP:Iteration 64Q (1321.451190 sec): 3 clusters Score: Raw -1978833.627969 + Penalty 3148.298180 = -1975685.329789 nChanged 192 SP:Iteration 65Q (1321.512596 sec): 3 clusters Score: Raw -1978911.490002 + Penalty 3148.298180 = -1975763.191822 nChanged 114 SP:Iteration 66Q (1321.584138 sec): 3 clusters Score: Raw -1978936.603771 + Penalty 3148.298180 = -1975788.305591 nChanged 72 SP:Iteration 67Q (1321.648990 sec): 3 clusters Score: Raw -1978948.417663 + Penalty 3148.298180 = -1975800.119484 nChanged 47 SP:Iteration 68Q (1321.728995 sec): 3 clusters Score: Raw -1978954.130898 + Penalty 3148.298180 = -1975805.832719 nChanged 28 SP:Iteration 69Q (1321.795987 sec): 3 clusters Score: Raw -1978956.901717 + Penalty 3148.298180 = -1975808.603538 nChanged 22 SP:Iteration 70Q (1321.862292 sec): 3 clusters Score: Raw -1978958.745697 + Penalty 3148.298180 = -1975810.447517 nChanged 17 SP:Iteration 71Q (1321.926139 sec): 3 clusters Score: Raw -1978960.380008 + Penalty 3148.298180 = -1975812.081829 nChanged 16 SP:Iteration 72Q (1322.000632 sec): 3 clusters Score: Raw -1978961.490253 + Penalty 3148.298180 = -1975813.192074 nChanged 12 SP:Iteration 73Q (1322.072562 sec): 3 clusters Score: Raw -1978962.473237 + Penalty 3148.298180 = -1975814.175058 nChanged 10 SP:Iteration 74Q (1322.144265 sec): 3 clusters Score: Raw -1978963.411300 + Penalty 3148.298180 = -1975815.113120 nChanged 8 SP:Iteration 75Q (1322.216757 sec): 3 clusters Score: Raw -1978963.944281 + Penalty 3148.298180 = -1975815.646102 nChanged 6 SP:Iteration 76Q (1322.287673 sec): 3 clusters Score: Raw -1978964.381458 + Penalty 3148.298180 = -1975816.083279 nChanged 9 SP:Iteration 77Q (1322.348965 sec): 3 clusters Score: Raw -1978965.207513 + Penalty 3148.298180 = -1975816.909333 nChanged 8 SP:Iteration 78Q (1322.421840 sec): 3 clusters Score: Raw -1978965.667308 + Penalty 3148.298180 = -1975817.369129 nChanged 4 SP:Iteration 79Q (1322.496613 sec): 3 clusters Score: Raw -1978965.916030 + Penalty 3148.298180 = -1975817.617850 nChanged 4 SP:Iteration 80F (1322.561822 sec): 3 clusters Score: Raw -1978966.209763 + Penalty 3148.298180 = -1975817.911583 nChanged 2 SP:Iteration 81Q (1322.645919 sec): 3 clusters Score: Raw -1978966.341095 + Penalty 3148.298180 = -1975818.042915 nChanged 2 SP:Iteration 82Q (1322.715894 sec): 3 clusters Score: Raw -1978966.450717 + Penalty 3148.298180 = -1975818.152538 nChanged 1 SP:Iteration 83Q (1322.787387 sec): 3 clusters Score: Raw -1978966.502517 + Penalty 3148.298180 = -1975818.204337 nChanged 0 SP:Iteration 84F (1322.860358 sec): 3 clusters Score: Raw -1978966.502517 + Penalty 3148.298180 = -1975818.204337 nChanged 0 Score: Raw -154638087.292224 + Penalty 84611.559646 = -154553475.732578 Splitting cluster 1 changes total score from -154551750.413013 to -154553475.732578 So it's getting split into cluster 37. Trying to split cluster 2 (494895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1353.388731 sec): 2 clusters Score: Raw -60836098.048189 + Penalty 2130.716396 = -60833967.331794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1354.214503 sec): 3 clusters Score: Raw -60502605.958802 + Penalty 4261.432792 = -60498344.526011 nChanged 242672 SP:Iteration 1F (1355.028278 sec): 3 clusters Score: Raw -60650320.106767 + Penalty 4261.432792 = -60646058.673975 nChanged 16961 SP:Iteration 2Q (1355.902915 sec): 3 clusters Score: Raw -60655242.638308 + Penalty 4261.432792 = -60650981.205516 nChanged 20395 SP:Iteration 3Q (1356.780020 sec): 3 clusters Score: Raw -60662688.555366 + Penalty 4261.432792 = -60658427.122574 nChanged 24820 SP:Iteration 4F (1357.597761 sec): 3 clusters Score: Raw -60674506.125992 + Penalty 4261.432792 = -60670244.693200 nChanged 30127 SP:Iteration 5F (1358.447920 sec): 3 clusters Score: Raw -60692320.569463 + Penalty 4261.432792 = -60688059.136671 nChanged 33544 SP:Iteration 6F (1359.299291 sec): 3 clusters Score: Raw -60715949.410365 + Penalty 4261.432792 = -60711687.977573 nChanged 33051 SP:Iteration 7F (1360.150151 sec): 3 clusters Score: Raw -60741847.553012 + Penalty 4261.432792 = -60737586.120220 nChanged 28404 SP:Iteration 8F (1360.984889 sec): 3 clusters Score: Raw -60765146.470319 + Penalty 4261.432792 = -60760885.037527 nChanged 21936 SP:Iteration 9Q (1361.836831 sec): 3 clusters Score: Raw -60782592.519013 + Penalty 4261.432792 = -60778331.086221 nChanged 15978 SP:Iteration 10Q (1362.674235 sec): 3 clusters Score: Raw -60794422.594408 + Penalty 4261.432792 = -60790161.161616 nChanged 11659 SP:Iteration 11Q (1363.481088 sec): 3 clusters Score: Raw -60803034.275186 + Penalty 4261.432792 = -60798772.842394 nChanged 9074 SP:Iteration 12Q (1364.268172 sec): 3 clusters Score: Raw -60809663.136446 + Penalty 4261.432792 = -60805401.703655 nChanged 7905 SP:Iteration 13Q (1365.050827 sec): 3 clusters Score: Raw -60814741.098613 + Penalty 4261.432792 = -60810479.665821 nChanged 7053 SP:Iteration 14Q (1365.813398 sec): 3 clusters Score: Raw -60818596.598904 + Penalty 4261.432792 = -60814335.166112 nChanged 6331 SP:Iteration 15Q (1366.576891 sec): 3 clusters Score: Raw -60821666.522604 + Penalty 4261.432792 = -60817405.089812 nChanged 5824 SP:Iteration 16Q (1367.343711 sec): 3 clusters Score: Raw -60824095.722731 + Penalty 4261.432792 = -60819834.289939 nChanged 5226 SP:Iteration 17Q (1368.103274 sec): 3 clusters Score: Raw -60826026.249848 + Penalty 4261.432792 = -60821764.817056 nChanged 4658 SP:Iteration 18Q (1368.854001 sec): 3 clusters Score: Raw -60827592.883247 + Penalty 4261.432792 = -60823331.450455 nChanged 4197 SP:Iteration 19Q (1369.583216 sec): 3 clusters Score: Raw -60828857.773553 + Penalty 4261.432792 = -60824596.340761 nChanged 3686 SP:Iteration 20F (1370.427643 sec): 3 clusters Score: Raw -60829858.845131 + Penalty 4261.432792 = -60825597.412339 nChanged 3378 SP:Iteration 21Q (1371.143806 sec): 3 clusters Score: Raw -60830726.976721 + Penalty 4261.432792 = -60826465.543930 nChanged 3101 SP:Iteration 22Q (1371.994103 sec): 3 clusters Score: Raw -60831433.089966 + Penalty 4261.432792 = -60827171.657174 nChanged 2857 SP:Iteration 23Q (1372.731413 sec): 3 clusters Score: Raw -60832040.550543 + Penalty 4261.432792 = -60827779.117751 nChanged 2505 SP:Iteration 24Q (1373.450258 sec): 3 clusters Score: Raw -60832515.508152 + Penalty 4261.432792 = -60828254.075360 nChanged 2226 SP:Iteration 25Q (1374.190409 sec): 3 clusters Score: Raw -60832892.753153 + Penalty 4261.432792 = -60828631.320361 nChanged 1960 SP:Iteration 26Q (1374.902759 sec): 3 clusters Score: Raw -60833196.554778 + Penalty 4261.432792 = -60828935.121986 nChanged 1886 SP:Iteration 27Q (1375.657319 sec): 3 clusters Score: Raw -60833489.882531 + Penalty 4261.432792 = -60829228.449739 nChanged 1849 SP:Iteration 28Q (1376.384376 sec): 3 clusters Score: Raw -60833758.527891 + Penalty 4261.432792 = -60829497.095099 nChanged 1748 SP:Iteration 29Q (1377.110104 sec): 3 clusters Score: Raw -60833993.060507 + Penalty 4261.432792 = -60829731.627715 nChanged 1728 SP:Iteration 30Q (1377.836557 sec): 3 clusters Score: Raw -60834217.759307 + Penalty 4261.432792 = -60829956.326515 nChanged 1810 SP:Iteration 31Q (1378.603825 sec): 3 clusters Score: Raw -60834452.575173 + Penalty 4261.432792 = -60830191.142382 nChanged 1818 SP:Iteration 32Q (1379.338889 sec): 3 clusters Score: Raw -60834670.696521 + Penalty 4261.432792 = -60830409.263729 nChanged 1835 SP:Iteration 33Q (1380.112333 sec): 3 clusters Score: Raw -60834884.870314 + Penalty 4261.432792 = -60830623.437522 nChanged 1876 SP:Iteration 34Q (1380.840877 sec): 3 clusters Score: Raw -60835105.597541 + Penalty 4261.432792 = -60830844.164749 nChanged 1881 SP:Iteration 35Q (1381.569241 sec): 3 clusters Score: Raw -60835311.354690 + Penalty 4261.432792 = -60831049.921899 nChanged 1775 SP:Iteration 36Q (1382.316986 sec): 3 clusters Score: Raw -60835499.048080 + Penalty 4261.432792 = -60831237.615288 nChanged 1805 SP:Iteration 37Q (1383.106166 sec): 3 clusters Score: Raw -60835690.108817 + Penalty 4261.432792 = -60831428.676026 nChanged 1777 SP:Iteration 38Q (1383.828257 sec): 3 clusters Score: Raw -60835876.020059 + Penalty 4261.432792 = -60831614.587267 nChanged 1772 SP:Iteration 39Q (1384.586720 sec): 3 clusters Score: Raw -60836061.714674 + Penalty 4261.432792 = -60831800.281883 nChanged 1796 SP:Iteration 40F (1385.415117 sec): 3 clusters Score: Raw -60836258.964933 + Penalty 4261.432792 = -60831997.532142 nChanged 1830 SP:Iteration 41Q (1386.189098 sec): 3 clusters Score: Raw -60836456.444389 + Penalty 4261.432792 = -60832195.011597 nChanged 1841 SP:Iteration 42Q (1386.931047 sec): 3 clusters Score: Raw -60836657.455277 + Penalty 4261.432792 = -60832396.022485 nChanged 1893 SP:Iteration 43Q (1387.663946 sec): 3 clusters Score: Raw -60836863.808910 + Penalty 4261.432792 = -60832602.376118 nChanged 1859 SP:Iteration 44Q (1388.403679 sec): 3 clusters Score: Raw -60837058.902103 + Penalty 4261.432792 = -60832797.469311 nChanged 1853 SP:Iteration 45Q (1389.163947 sec): 3 clusters Score: Raw -60837257.093954 + Penalty 4261.432792 = -60832995.661162 nChanged 1875 SP:Iteration 46Q (1389.917486 sec): 3 clusters Score: Raw -60837457.724122 + Penalty 4261.432792 = -60833196.291330 nChanged 1879 SP:Iteration 47Q (1390.672192 sec): 3 clusters Score: Raw -60837659.601842 + Penalty 4261.432792 = -60833398.169051 nChanged 1909 SP:Iteration 48Q (1391.422419 sec): 3 clusters Score: Raw -60837866.207994 + Penalty 4261.432792 = -60833604.775202 nChanged 1937 SP:Iteration 49Q (1392.164533 sec): 3 clusters Score: Raw -60838076.876626 + Penalty 4261.432792 = -60833815.443835 nChanged 1915 SP:Iteration 50Q (1392.936298 sec): 3 clusters Score: Raw -60838275.504945 + Penalty 4261.432792 = -60834014.072153 nChanged 1895 SP:Iteration 51Q (1393.705538 sec): 3 clusters Score: Raw -60838466.851151 + Penalty 4261.432792 = -60834205.418359 nChanged 1822 SP:Iteration 52Q (1394.454376 sec): 3 clusters Score: Raw -60838649.340811 + Penalty 4261.432792 = -60834387.908019 nChanged 1857 SP:Iteration 53Q (1395.203195 sec): 3 clusters Score: Raw -60838839.883520 + Penalty 4261.432792 = -60834578.450728 nChanged 1878 SP:Iteration 54Q (1395.960758 sec): 3 clusters Score: Raw -60839028.112649 + Penalty 4261.432792 = -60834766.679857 nChanged 1838 SP:Iteration 55Q (1396.701004 sec): 3 clusters Score: Raw -60839211.106366 + Penalty 4261.432792 = -60834949.673574 nChanged 1847 SP:Iteration 56Q (1397.441743 sec): 3 clusters Score: Raw -60839388.764101 + Penalty 4261.432792 = -60835127.331309 nChanged 1736 SP:Iteration 57Q (1398.213458 sec): 3 clusters Score: Raw -60839553.250439 + Penalty 4261.432792 = -60835291.817647 nChanged 1743 SP:Iteration 58Q (1398.977250 sec): 3 clusters Score: Raw -60839719.460887 + Penalty 4261.432792 = -60835458.028095 nChanged 1758 SP:Iteration 59Q (1399.713844 sec): 3 clusters Score: Raw -60839889.967506 + Penalty 4261.432792 = -60835628.534714 nChanged 1789 SP:Iteration 60F (1400.536603 sec): 3 clusters Score: Raw -60840059.899651 + Penalty 4261.432792 = -60835798.466859 nChanged 1750 SP:Iteration 61Q (1401.337350 sec): 3 clusters Score: Raw -60840223.473954 + Penalty 4261.432792 = -60835962.041163 nChanged 1693 SP:Iteration 62Q (1402.115175 sec): 3 clusters Score: Raw -60840375.201624 + Penalty 4261.432792 = -60836113.768832 nChanged 1667 SP:Iteration 63Q (1402.902794 sec): 3 clusters Score: Raw -60840521.450918 + Penalty 4261.432792 = -60836260.018126 nChanged 1624 SP:Iteration 64Q (1403.670632 sec): 3 clusters Score: Raw -60840662.094876 + Penalty 4261.432792 = -60836400.662084 nChanged 1611 SP:Iteration 65Q (1404.456508 sec): 3 clusters Score: Raw -60840800.150864 + Penalty 4261.432792 = -60836538.718072 nChanged 1580 SP:Iteration 66Q (1405.224560 sec): 3 clusters Score: Raw -60840927.935344 + Penalty 4261.432792 = -60836666.502552 nChanged 1504 SP:Iteration 67Q (1405.979137 sec): 3 clusters Score: Raw -60841043.508349 + Penalty 4261.432792 = -60836782.075557 nChanged 1427 SP:Iteration 68Q (1406.740197 sec): 3 clusters Score: Raw -60841150.605541 + Penalty 4261.432792 = -60836889.172749 nChanged 1371 SP:Iteration 69Q (1407.468151 sec): 3 clusters Score: Raw -60841250.375966 + Penalty 4261.432792 = -60836988.943174 nChanged 1341 SP:Iteration 70Q (1408.214682 sec): 3 clusters Score: Raw -60841345.369119 + Penalty 4261.432792 = -60837083.936327 nChanged 1286 SP:Iteration 71Q (1408.961724 sec): 3 clusters Score: Raw -60841433.391450 + Penalty 4261.432792 = -60837171.958658 nChanged 1306 SP:Iteration 72Q (1409.702614 sec): 3 clusters Score: Raw -60841521.129149 + Penalty 4261.432792 = -60837259.696357 nChanged 1270 SP:Iteration 73Q (1410.451750 sec): 3 clusters Score: Raw -60841603.127124 + Penalty 4261.432792 = -60837341.694332 nChanged 1228 SP:Iteration 74Q (1411.195526 sec): 3 clusters Score: Raw -60841681.819404 + Penalty 4261.432792 = -60837420.386612 nChanged 1181 SP:Iteration 75Q (1411.927187 sec): 3 clusters Score: Raw -60841756.304795 + Penalty 4261.432792 = -60837494.872003 nChanged 1167 SP:Iteration 76Q (1412.670832 sec): 3 clusters Score: Raw -60841829.542764 + Penalty 4261.432792 = -60837568.109972 nChanged 1169 SP:Iteration 77Q (1413.419844 sec): 3 clusters Score: Raw -60841900.415970 + Penalty 4261.432792 = -60837638.983178 nChanged 1152 SP:Iteration 78Q (1414.162066 sec): 3 clusters Score: Raw -60841968.272895 + Penalty 4261.432792 = -60837706.840103 nChanged 1104 SP:Iteration 79Q (1414.897834 sec): 3 clusters Score: Raw -60842030.034437 + Penalty 4261.432792 = -60837768.601645 nChanged 1078 SP:Iteration 80F (1415.689210 sec): 3 clusters Score: Raw -60842087.630132 + Penalty 4261.432792 = -60837826.197341 nChanged 1011 SP:Iteration 81Q (1416.443359 sec): 3 clusters Score: Raw -60842140.873233 + Penalty 4261.432792 = -60837879.440442 nChanged 1019 SP:Iteration 82Q (1417.242696 sec): 3 clusters Score: Raw -60842196.468336 + Penalty 4261.432792 = -60837935.035544 nChanged 1020 SP:Iteration 83Q (1417.967350 sec): 3 clusters Score: Raw -60842250.202421 + Penalty 4261.432792 = -60837988.769629 nChanged 980 SP:Iteration 84Q (1418.760369 sec): 3 clusters Score: Raw -60842300.135025 + Penalty 4261.432792 = -60838038.702234 nChanged 971 SP:Iteration 85Q (1419.539907 sec): 3 clusters Score: Raw -60842348.116726 + Penalty 4261.432792 = -60838086.683934 nChanged 926 SP:Iteration 86Q (1420.322213 sec): 3 clusters Score: Raw -60842392.695717 + Penalty 4261.432792 = -60838131.262925 nChanged 904 SP:Iteration 87Q (1421.119321 sec): 3 clusters Score: Raw -60842435.381230 + Penalty 4261.432792 = -60838173.948439 nChanged 892 SP:Iteration 88Q (1421.928312 sec): 3 clusters Score: Raw -60842476.245631 + Penalty 4261.432792 = -60838214.812839 nChanged 850 SP:Iteration 89Q (1422.736796 sec): 3 clusters Score: Raw -60842513.710628 + Penalty 4261.432792 = -60838252.277836 nChanged 797 SP:Iteration 90Q (1423.525256 sec): 3 clusters Score: Raw -60842546.105480 + Penalty 4261.432792 = -60838284.672689 nChanged 751 SP:Iteration 91Q (1424.283120 sec): 3 clusters Score: Raw -60842575.808093 + Penalty 4261.432792 = -60838314.375301 nChanged 752 SP:Iteration 92Q (1425.006298 sec): 3 clusters Score: Raw -60842605.332541 + Penalty 4261.432792 = -60838343.899749 nChanged 732 SP:Iteration 93Q (1425.744939 sec): 3 clusters Score: Raw -60842632.701297 + Penalty 4261.432792 = -60838371.268505 nChanged 699 SP:Iteration 94Q (1426.474992 sec): 3 clusters Score: Raw -60842659.155206 + Penalty 4261.432792 = -60838397.722414 nChanged 709 SP:Iteration 95Q (1427.242942 sec): 3 clusters Score: Raw -60842685.902858 + Penalty 4261.432792 = -60838424.470066 nChanged 691 SP:Iteration 96Q (1428.028760 sec): 3 clusters Score: Raw -60842711.135245 + Penalty 4261.432792 = -60838449.702453 nChanged 667 SP:Iteration 97Q (1428.747123 sec): 3 clusters Score: Raw -60842734.160844 + Penalty 4261.432792 = -60838472.728053 nChanged 664 SP:Iteration 98Q (1429.490627 sec): 3 clusters Score: Raw -60842757.539930 + Penalty 4261.432792 = -60838496.107139 nChanged 642 SP:Iteration 99Q (1430.222348 sec): 3 clusters Score: Raw -60842779.521132 + Penalty 4261.432792 = -60838518.088340 nChanged 633 SP:Iteration 100F (1431.033101 sec): 3 clusters Score: Raw -60842801.330423 + Penalty 4261.432792 = -60838539.897631 nChanged 649 SP:Iteration 101Q (1431.802981 sec): 3 clusters Score: Raw -60842823.342347 + Penalty 4261.432792 = -60838561.909555 nChanged 622 SP:Iteration 102Q (1432.585104 sec): 3 clusters Score: Raw -60842843.073782 + Penalty 4261.432792 = -60838581.640990 nChanged 597 SP:Iteration 103Q (1433.317055 sec): 3 clusters Score: Raw -60842861.910744 + Penalty 4261.432792 = -60838600.477952 nChanged 608 SP:Iteration 104Q (1434.052231 sec): 3 clusters Score: Raw -60842882.036681 + Penalty 4261.432792 = -60838620.603889 nChanged 615 SP:Iteration 105Q (1434.858152 sec): 3 clusters Score: Raw -60842902.298832 + Penalty 4261.432792 = -60838640.866040 nChanged 582 SP:Iteration 106Q (1435.597066 sec): 3 clusters Score: Raw -60842920.228923 + Penalty 4261.432792 = -60838658.796131 nChanged 578 SP:Iteration 107Q (1436.351288 sec): 3 clusters Score: Raw -60842937.916625 + Penalty 4261.432792 = -60838676.483833 nChanged 587 SP:Iteration 108Q (1437.074844 sec): 3 clusters Score: Raw -60842955.814041 + Penalty 4261.432792 = -60838694.381249 nChanged 564 SP:Iteration 109Q (1437.839623 sec): 3 clusters Score: Raw -60842973.242820 + Penalty 4261.432792 = -60838711.810028 nChanged 607 SP:Iteration 110Q (1438.575729 sec): 3 clusters Score: Raw -60842992.601889 + Penalty 4261.432792 = -60838731.169097 nChanged 594 SP:Iteration 111Q (1439.308112 sec): 3 clusters Score: Raw -60843011.636784 + Penalty 4261.432792 = -60838750.203992 nChanged 634 SP:Iteration 112Q (1440.044084 sec): 3 clusters Score: Raw -60843031.908725 + Penalty 4261.432792 = -60838770.475933 nChanged 568 SP:Iteration 113Q (1440.777009 sec): 3 clusters Score: Raw -60843048.481772 + Penalty 4261.432792 = -60838787.048980 nChanged 537 SP:Iteration 114Q (1441.527853 sec): 3 clusters Score: Raw -60843063.517730 + Penalty 4261.432792 = -60838802.084938 nChanged 504 SP:Iteration 115Q (1442.286854 sec): 3 clusters Score: Raw -60843076.418503 + Penalty 4261.432792 = -60838814.985711 nChanged 462 SP:Iteration 116Q (1443.057617 sec): 3 clusters Score: Raw -60843088.350346 + Penalty 4261.432792 = -60838826.917554 nChanged 470 SP:Iteration 117Q (1443.810752 sec): 3 clusters Score: Raw -60843101.106358 + Penalty 4261.432792 = -60838839.673566 nChanged 486 SP:Iteration 118Q (1444.532701 sec): 3 clusters Score: Raw -60843113.697352 + Penalty 4261.432792 = -60838852.264561 nChanged 465 SP:Iteration 119Q (1445.245796 sec): 3 clusters Score: Raw -60843125.473158 + Penalty 4261.432792 = -60838864.040366 nChanged 454 SP:Iteration 120F (1446.035377 sec): 3 clusters Score: Raw -60843136.531927 + Penalty 4261.432792 = -60838875.099135 nChanged 455 SP:Iteration 121Q (1446.775814 sec): 3 clusters Score: Raw -60843148.255513 + Penalty 4261.432792 = -60838886.822721 nChanged 493 SP:Iteration 122Q (1447.538305 sec): 3 clusters Score: Raw -60843160.466721 + Penalty 4261.432792 = -60838899.033929 nChanged 446 SP:Iteration 123Q (1448.284418 sec): 3 clusters Score: Raw -60843171.514608 + Penalty 4261.432792 = -60838910.081817 nChanged 458 SP:Iteration 124Q (1449.028700 sec): 3 clusters Score: Raw -60843183.058475 + Penalty 4261.432792 = -60838921.625683 nChanged 456 SP:Iteration 125Q (1449.858211 sec): 3 clusters Score: Raw -60843194.398954 + Penalty 4261.432792 = -60838932.966162 nChanged 470 SP:Iteration 126Q (1450.616354 sec): 3 clusters Score: Raw -60843206.097889 + Penalty 4261.432792 = -60838944.665098 nChanged 470 SP:Iteration 127Q (1451.376949 sec): 3 clusters Score: Raw -60843218.198746 + Penalty 4261.432792 = -60838956.765954 nChanged 494 SP:Iteration 128Q (1452.180666 sec): 3 clusters Score: Raw -60843230.965444 + Penalty 4261.432792 = -60838969.532652 nChanged 484 SP:Iteration 129Q (1452.959359 sec): 3 clusters Score: Raw -60843242.627443 + Penalty 4261.432792 = -60838981.194651 nChanged 449 SP:Iteration 130Q (1453.692324 sec): 3 clusters Score: Raw -60843252.862789 + Penalty 4261.432792 = -60838991.429997 nChanged 393 SP:Iteration 131Q (1454.445251 sec): 3 clusters Score: Raw -60843260.764590 + Penalty 4261.432792 = -60838999.331798 nChanged 365 SP:Iteration 132Q (1455.182191 sec): 3 clusters Score: Raw -60843267.576992 + Penalty 4261.432792 = -60839006.144200 nChanged 337 SP:Iteration 133Q (1455.938631 sec): 3 clusters Score: Raw -60843273.851450 + Penalty 4261.432792 = -60839012.418658 nChanged 344 SP:Iteration 134Q (1456.674633 sec): 3 clusters Score: Raw -60843280.634284 + Penalty 4261.432792 = -60839019.201492 nChanged 382 SP:Iteration 135Q (1457.411971 sec): 3 clusters Score: Raw -60843288.444437 + Penalty 4261.432792 = -60839027.011645 nChanged 402 SP:Iteration 136Q (1458.125868 sec): 3 clusters Score: Raw -60843296.904344 + Penalty 4261.432792 = -60839035.471552 nChanged 392 SP:Iteration 137Q (1458.863985 sec): 3 clusters Score: Raw -60843305.185232 + Penalty 4261.432792 = -60839043.752440 nChanged 390 SP:Iteration 138Q (1459.597499 sec): 3 clusters Score: Raw -60843313.494637 + Penalty 4261.432792 = -60839052.061845 nChanged 383 SP:Iteration 139Q (1460.334599 sec): 3 clusters Score: Raw -60843321.835563 + Penalty 4261.432792 = -60839060.402772 nChanged 428 SP:Iteration 140F (1461.113711 sec): 3 clusters Score: Raw -60843331.772877 + Penalty 4261.432792 = -60839070.340085 nChanged 438 SP:Iteration 141Q (1461.854798 sec): 3 clusters Score: Raw -60843341.605703 + Penalty 4261.432792 = -60839080.172911 nChanged 430 SP:Iteration 142Q (1462.577872 sec): 3 clusters Score: Raw -60843351.038556 + Penalty 4261.432792 = -60839089.605764 nChanged 418 SP:Iteration 143Q (1463.336756 sec): 3 clusters Score: Raw -60843360.412715 + Penalty 4261.432792 = -60839098.979923 nChanged 436 SP:Iteration 144Q (1464.065506 sec): 3 clusters Score: Raw -60843370.362229 + Penalty 4261.432792 = -60839108.929437 nChanged 422 SP:Iteration 145Q (1464.828844 sec): 3 clusters Score: Raw -60843379.555187 + Penalty 4261.432792 = -60839118.122395 nChanged 414 SP:Iteration 146Q (1465.554990 sec): 3 clusters Score: Raw -60843388.945909 + Penalty 4261.432792 = -60839127.513117 nChanged 429 SP:Iteration 147Q (1466.348494 sec): 3 clusters Score: Raw -60843398.450831 + Penalty 4261.432792 = -60839137.018040 nChanged 417 SP:Iteration 148Q (1467.081971 sec): 3 clusters Score: Raw -60843407.708004 + Penalty 4261.432792 = -60839146.275212 nChanged 414 SP:Iteration 149Q (1467.844529 sec): 3 clusters Score: Raw -60843417.104465 + Penalty 4261.432792 = -60839155.671673 nChanged 401 SP:Iteration 150Q (1468.583905 sec): 3 clusters Score: Raw -60843425.759808 + Penalty 4261.432792 = -60839164.327016 nChanged 394 SP:Iteration 151Q (1469.323733 sec): 3 clusters Score: Raw -60843434.303498 + Penalty 4261.432792 = -60839172.870707 nChanged 372 SP:Iteration 152Q (1470.068738 sec): 3 clusters Score: Raw -60843441.945625 + Penalty 4261.432792 = -60839180.512833 nChanged 363 SP:Iteration 153Q (1470.769408 sec): 3 clusters Score: Raw -60843449.063788 + Penalty 4261.432792 = -60839187.630996 nChanged 356 SP:Iteration 154Q (1471.498108 sec): 3 clusters Score: Raw -60843455.941425 + Penalty 4261.432792 = -60839194.508633 nChanged 347 SP:Iteration 155Q (1472.232851 sec): 3 clusters Score: Raw -60843462.442106 + Penalty 4261.432792 = -60839201.009314 nChanged 345 SP:Iteration 156Q (1472.973703 sec): 3 clusters Score: Raw -60843468.771683 + Penalty 4261.432792 = -60839207.338892 nChanged 329 SP:Iteration 157Q (1473.701073 sec): 3 clusters Score: Raw -60843474.717235 + Penalty 4261.432792 = -60839213.284443 nChanged 324 SP:Iteration 158Q (1474.467663 sec): 3 clusters Score: Raw -60843480.305048 + Penalty 4261.432792 = -60839218.872256 nChanged 321 SP:Iteration 159Q (1475.194721 sec): 3 clusters Score: Raw -60843485.915563 + Penalty 4261.432792 = -60839224.482771 nChanged 326 SP:Iteration 160F (1476.031058 sec): 3 clusters Score: Raw -60843492.020307 + Penalty 4261.432792 = -60839230.587516 nChanged 360 SP:Iteration 161Q (1476.763862 sec): 3 clusters Score: Raw -60843499.021447 + Penalty 4261.432792 = -60839237.588655 nChanged 351 SP:Iteration 162Q (1477.560437 sec): 3 clusters Score: Raw -60843506.029865 + Penalty 4261.432792 = -60839244.597073 nChanged 370 SP:Iteration 163Q (1478.292396 sec): 3 clusters Score: Raw -60843513.720966 + Penalty 4261.432792 = -60839252.288175 nChanged 381 SP:Iteration 164Q (1479.007207 sec): 3 clusters Score: Raw -60843521.770745 + Penalty 4261.432792 = -60839260.337953 nChanged 397 SP:Iteration 165Q (1479.748316 sec): 3 clusters Score: Raw -60843529.942014 + Penalty 4261.432792 = -60839268.509222 nChanged 373 SP:Iteration 166Q (1480.488712 sec): 3 clusters Score: Raw -60843537.451108 + Penalty 4261.432792 = -60839276.018316 nChanged 363 SP:Iteration 167Q (1481.226671 sec): 3 clusters Score: Raw -60843544.862265 + Penalty 4261.432792 = -60839283.429473 nChanged 396 SP:Iteration 168Q (1481.963565 sec): 3 clusters Score: Raw -60843553.113158 + Penalty 4261.432792 = -60839291.680366 nChanged 382 SP:Iteration 169Q (1482.723567 sec): 3 clusters Score: Raw -60843560.628970 + Penalty 4261.432792 = -60839299.196178 nChanged 364 SP:Iteration 170Q (1483.464398 sec): 3 clusters Score: Raw -60843567.738773 + Penalty 4261.432792 = -60839306.305981 nChanged 374 SP:Iteration 171Q (1484.246871 sec): 3 clusters Score: Raw -60843575.246243 + Penalty 4261.432792 = -60839313.813451 nChanged 372 SP:Iteration 172Q (1484.986542 sec): 3 clusters Score: Raw -60843582.824314 + Penalty 4261.432792 = -60839321.391522 nChanged 388 SP:Iteration 173Q (1485.789650 sec): 3 clusters Score: Raw -60843591.062379 + Penalty 4261.432792 = -60839329.629587 nChanged 380 SP:Iteration 174Q (1486.517559 sec): 3 clusters Score: Raw -60843599.170456 + Penalty 4261.432792 = -60839337.737664 nChanged 358 SP:Iteration 175Q (1487.318819 sec): 3 clusters Score: Raw -60843605.950838 + Penalty 4261.432792 = -60839344.518047 nChanged 351 SP:Iteration 176Q (1488.043547 sec): 3 clusters Score: Raw -60843612.767026 + Penalty 4261.432792 = -60839351.334234 nChanged 364 SP:Iteration 177Q (1488.847001 sec): 3 clusters Score: Raw -60843619.779475 + Penalty 4261.432792 = -60839358.346683 nChanged 357 SP:Iteration 178Q (1489.595564 sec): 3 clusters Score: Raw -60843627.003611 + Penalty 4261.432792 = -60839365.570819 nChanged 364 SP:Iteration 179Q (1490.337872 sec): 3 clusters Score: Raw -60843634.390143 + Penalty 4261.432792 = -60839372.957351 nChanged 379 SP:Iteration 180F (1491.173639 sec): 3 clusters Score: Raw -60843642.345278 + Penalty 4261.432792 = -60839380.912486 nChanged 395 SP:Iteration 181Q (1491.908213 sec): 3 clusters Score: Raw -60843650.535859 + Penalty 4261.432792 = -60839389.103068 nChanged 393 SP:Iteration 182Q (1492.685080 sec): 3 clusters Score: Raw -60843658.726623 + Penalty 4261.432792 = -60839397.293831 nChanged 375 SP:Iteration 183Q (1493.416766 sec): 3 clusters Score: Raw -60843665.998755 + Penalty 4261.432792 = -60839404.565963 nChanged 378 SP:Iteration 184Q (1494.227225 sec): 3 clusters Score: Raw -60843673.449975 + Penalty 4261.432792 = -60839412.017183 nChanged 373 SP:Iteration 185Q (1494.998237 sec): 3 clusters Score: Raw -60843680.929987 + Penalty 4261.432792 = -60839419.497195 nChanged 352 SP:Iteration 186Q (1495.730697 sec): 3 clusters Score: Raw -60843687.553364 + Penalty 4261.432792 = -60839426.120572 nChanged 321 SP:Iteration 187Q (1496.532592 sec): 3 clusters Score: Raw -60843693.223981 + Penalty 4261.432792 = -60839431.791189 nChanged 295 SP:Iteration 188Q (1497.271632 sec): 3 clusters Score: Raw -60843698.218815 + Penalty 4261.432792 = -60839436.786023 nChanged 311 SP:Iteration 189Q (1498.019547 sec): 3 clusters Score: Raw -60843703.657062 + Penalty 4261.432792 = -60839442.224270 nChanged 303 SP:Iteration 190Q (1498.755330 sec): 3 clusters Score: Raw -60843708.647980 + Penalty 4261.432792 = -60839447.215188 nChanged 271 SP:Iteration 191Q (1499.487975 sec): 3 clusters Score: Raw -60843712.599196 + Penalty 4261.432792 = -60839451.166404 nChanged 240 SP:Iteration 192Q (1500.231208 sec): 3 clusters Score: Raw -60843716.063331 + Penalty 4261.432792 = -60839454.630539 nChanged 249 SP:Iteration 193Q (1500.969463 sec): 3 clusters Score: Raw -60843719.233322 + Penalty 4261.432792 = -60839457.800530 nChanged 213 SP:Iteration 194Q (1501.744042 sec): 3 clusters Score: Raw -60843721.973374 + Penalty 4261.432792 = -60839460.540582 nChanged 227 SP:Iteration 195Q (1502.488045 sec): 3 clusters Score: Raw -60843725.017611 + Penalty 4261.432792 = -60839463.584819 nChanged 229 SP:Iteration 196Q (1503.291250 sec): 3 clusters Score: Raw -60843727.902422 + Penalty 4261.432792 = -60839466.469630 nChanged 193 SP:Iteration 197Q (1504.016035 sec): 3 clusters Score: Raw -60843730.152806 + Penalty 4261.432792 = -60839468.720014 nChanged 187 SP:Iteration 198Q (1504.806590 sec): 3 clusters Score: Raw -60843732.432965 + Penalty 4261.432792 = -60839471.000173 nChanged 201 SP:Iteration 199Q (1505.542176 sec): 3 clusters Score: Raw -60843734.871715 + Penalty 4261.432792 = -60839473.438923 nChanged 192 SP:Iteration 200F (1506.336645 sec): 3 clusters Score: Raw -60843737.115730 + Penalty 4261.432792 = -60839475.682938 nChanged 179 SP:Iteration 201Q (1507.143050 sec): 3 clusters Score: Raw -60843739.161135 + Penalty 4261.432792 = -60839477.728343 nChanged 182 SP:Iteration 202Q (1507.877084 sec): 3 clusters Score: Raw -60843741.494873 + Penalty 4261.432792 = -60839480.062082 nChanged 219 SP:Iteration 203Q (1508.653030 sec): 3 clusters Score: Raw -60843744.296382 + Penalty 4261.432792 = -60839482.863591 nChanged 204 SP:Iteration 204Q (1509.398796 sec): 3 clusters Score: Raw -60843746.767346 + Penalty 4261.432792 = -60839485.334554 nChanged 194 SP:Iteration 205Q (1510.211900 sec): 3 clusters Score: Raw -60843749.129729 + Penalty 4261.432792 = -60839487.696938 nChanged 180 SP:Iteration 206Q (1510.941718 sec): 3 clusters Score: Raw -60843751.058679 + Penalty 4261.432792 = -60839489.625887 nChanged 169 SP:Iteration 207Q (1511.739097 sec): 3 clusters Score: Raw -60843752.958011 + Penalty 4261.432792 = -60839491.525219 nChanged 183 SP:Iteration 208Q (1512.474002 sec): 3 clusters Score: Raw -60843754.876066 + Penalty 4261.432792 = -60839493.443274 nChanged 156 SP:Iteration 209Q (1513.277760 sec): 3 clusters Score: Raw -60843756.348445 + Penalty 4261.432792 = -60839494.915653 nChanged 161 SP:Iteration 210Q (1514.017598 sec): 3 clusters Score: Raw -60843758.015282 + Penalty 4261.432792 = -60839496.582491 nChanged 157 SP:Iteration 211Q (1514.774903 sec): 3 clusters Score: Raw -60843759.640171 + Penalty 4261.432792 = -60839498.207380 nChanged 141 SP:Iteration 212Q (1515.505157 sec): 3 clusters Score: Raw -60843760.979303 + Penalty 4261.432792 = -60839499.546511 nChanged 148 SP:Iteration 213Q (1516.307931 sec): 3 clusters Score: Raw -60843762.274112 + Penalty 4261.432792 = -60839500.841320 nChanged 119 SP:Iteration 214Q (1517.115382 sec): 3 clusters Score: Raw -60843763.280880 + Penalty 4261.432792 = -60839501.848089 nChanged 109 SP:Iteration 215Q (1517.933342 sec): 3 clusters Score: Raw -60843764.124532 + Penalty 4261.432792 = -60839502.691740 nChanged 111 SP:Iteration 216Q (1518.738905 sec): 3 clusters Score: Raw -60843765.025403 + Penalty 4261.432792 = -60839503.592611 nChanged 117 SP:Iteration 217Q (1519.484624 sec): 3 clusters Score: Raw -60843765.934800 + Penalty 4261.432792 = -60839504.502008 nChanged 90 SP:Iteration 218Q (1520.289273 sec): 3 clusters Score: Raw -60843766.555169 + Penalty 4261.432792 = -60839505.122377 nChanged 86 SP:Iteration 219Q (1521.022070 sec): 3 clusters Score: Raw -60843767.117385 + Penalty 4261.432792 = -60839505.684594 nChanged 88 SP:Iteration 220F (1521.863546 sec): 3 clusters Score: Raw -60843767.704522 + Penalty 4261.432792 = -60839506.271730 nChanged 87 SP:Iteration 221Q (1522.587746 sec): 3 clusters Score: Raw -60843768.216435 + Penalty 4261.432792 = -60839506.783643 nChanged 74 SP:Iteration 222Q (1523.306565 sec): 3 clusters Score: Raw -60843768.642771 + Penalty 4261.432792 = -60839507.209980 nChanged 76 SP:Iteration 223Q (1524.039911 sec): 3 clusters Score: Raw -60843769.116936 + Penalty 4261.432792 = -60839507.684144 nChanged 76 SP:Iteration 224Q (1524.848353 sec): 3 clusters Score: Raw -60843769.578083 + Penalty 4261.432792 = -60839508.145291 nChanged 71 SP:Iteration 225Q (1525.594002 sec): 3 clusters Score: Raw -60843769.964251 + Penalty 4261.432792 = -60839508.531459 nChanged 60 SP:Iteration 226Q (1526.325904 sec): 3 clusters Score: Raw -60843770.306361 + Penalty 4261.432792 = -60839508.873570 nChanged 67 SP:Iteration 227Q (1527.097344 sec): 3 clusters Score: Raw -60843770.710267 + Penalty 4261.432792 = -60839509.277475 nChanged 55 SP:Iteration 228Q (1527.846910 sec): 3 clusters Score: Raw -60843771.013469 + Penalty 4261.432792 = -60839509.580677 nChanged 54 SP:Iteration 229Q (1528.658883 sec): 3 clusters Score: Raw -60843771.304974 + Penalty 4261.432792 = -60839509.872182 nChanged 58 SP:Iteration 230Q (1529.384423 sec): 3 clusters Score: Raw -60843771.669082 + Penalty 4261.432792 = -60839510.236290 nChanged 70 SP:Iteration 231Q (1530.179173 sec): 3 clusters Score: Raw -60843772.081286 + Penalty 4261.432792 = -60839510.648494 nChanged 66 SP:Iteration 232Q (1530.918316 sec): 3 clusters Score: Raw -60843772.497819 + Penalty 4261.432792 = -60839511.065027 nChanged 73 SP:Iteration 233Q (1531.668710 sec): 3 clusters Score: Raw -60843772.977770 + Penalty 4261.432792 = -60839511.544978 nChanged 80 SP:Iteration 234Q (1532.389598 sec): 3 clusters Score: Raw -60843773.423724 + Penalty 4261.432792 = -60839511.990932 nChanged 70 SP:Iteration 235Q (1533.209455 sec): 3 clusters Score: Raw -60843773.794395 + Penalty 4261.432792 = -60839512.361604 nChanged 57 SP:Iteration 236Q (1534.023925 sec): 3 clusters Score: Raw -60843774.109592 + Penalty 4261.432792 = -60839512.676800 nChanged 62 SP:Iteration 237Q (1534.752797 sec): 3 clusters Score: Raw -60843774.420067 + Penalty 4261.432792 = -60839512.987275 nChanged 62 SP:Iteration 238Q (1535.526875 sec): 3 clusters Score: Raw -60843774.743505 + Penalty 4261.432792 = -60839513.310713 nChanged 65 SP:Iteration 239Q (1536.353618 sec): 3 clusters Score: Raw -60843775.129431 + Penalty 4261.432792 = -60839513.696640 nChanged 72 SP:Iteration 240F (1537.222445 sec): 3 clusters Score: Raw -60843775.635055 + Penalty 4261.432792 = -60839514.202263 nChanged 76 SP:Iteration 241Q (1538.041466 sec): 3 clusters Score: Raw -60843776.101062 + Penalty 4261.432792 = -60839514.668270 nChanged 72 SP:Iteration 242Q (1538.870899 sec): 3 clusters Score: Raw -60843776.572832 + Penalty 4261.432792 = -60839515.140040 nChanged 84 SP:Iteration 243Q (1539.690394 sec): 3 clusters Score: Raw -60843777.017287 + Penalty 4261.432792 = -60839515.584495 nChanged 60 SP:Iteration 244Q (1540.448024 sec): 3 clusters Score: Raw -60843777.276449 + Penalty 4261.432792 = -60839515.843657 nChanged 51 SP:Iteration 245Q (1541.183263 sec): 3 clusters Score: Raw -60843777.521083 + Penalty 4261.432792 = -60839516.088291 nChanged 56 SP:Iteration 246Q (1541.991786 sec): 3 clusters Score: Raw -60843777.831718 + Penalty 4261.432792 = -60839516.398926 nChanged 57 SP:Iteration 247Q (1542.738731 sec): 3 clusters Score: Raw -60843778.118404 + Penalty 4261.432792 = -60839516.685612 nChanged 55 SP:Iteration 248Q (1543.477657 sec): 3 clusters Score: Raw -60843778.427615 + Penalty 4261.432792 = -60839516.994823 nChanged 64 SP:Iteration 249Q (1544.231131 sec): 3 clusters Score: Raw -60843778.897997 + Penalty 4261.432792 = -60839517.465205 nChanged 68 SP:Iteration 250Q (1544.967568 sec): 3 clusters Score: Raw -60843779.304950 + Penalty 4261.432792 = -60839517.872159 nChanged 67 SP:Iteration 251Q (1545.733110 sec): 3 clusters Score: Raw -60843779.676657 + Penalty 4261.432792 = -60839518.243865 nChanged 64 SP:Iteration 252Q (1546.559956 sec): 3 clusters Score: Raw -60843780.011229 + Penalty 4261.432792 = -60839518.578437 nChanged 63 SP:Iteration 253Q (1547.401892 sec): 3 clusters Score: Raw -60843780.306101 + Penalty 4261.432792 = -60839518.873310 nChanged 50 SP:Iteration 254Q (1548.215208 sec): 3 clusters Score: Raw -60843780.505780 + Penalty 4261.432792 = -60839519.072989 nChanged 44 SP:Iteration 255Q (1549.053527 sec): 3 clusters Score: Raw -60843780.677017 + Penalty 4261.432792 = -60839519.244225 nChanged 39 SP:Iteration 256Q (1549.871712 sec): 3 clusters Score: Raw -60843780.816306 + Penalty 4261.432792 = -60839519.383514 nChanged 33 SP:Iteration 257Q (1550.693567 sec): 3 clusters Score: Raw -60843780.921286 + Penalty 4261.432792 = -60839519.488494 nChanged 32 SP:Iteration 258Q (1551.507179 sec): 3 clusters Score: Raw -60843781.033108 + Penalty 4261.432792 = -60839519.600316 nChanged 35 SP:Iteration 259Q (1552.320714 sec): 3 clusters Score: Raw -60843781.155052 + Penalty 4261.432792 = -60839519.722261 nChanged 33 SP:Iteration 260F (1553.174844 sec): 3 clusters Score: Raw -60843781.262891 + Penalty 4261.432792 = -60839519.830099 nChanged 29 SP:Iteration 261Q (1553.909525 sec): 3 clusters Score: Raw -60843781.358425 + Penalty 4261.432792 = -60839519.925633 nChanged 23 SP:Iteration 262Q (1554.696630 sec): 3 clusters Score: Raw -60843781.434261 + Penalty 4261.432792 = -60839520.001469 nChanged 23 SP:Iteration 263Q (1555.440098 sec): 3 clusters Score: Raw -60843781.509095 + Penalty 4261.432792 = -60839520.076303 nChanged 21 SP:Iteration 264Q (1556.409136 sec): 3 clusters Score: Raw -60843781.563252 + Penalty 4261.432792 = -60839520.130460 nChanged 10 SP:Iteration 265Q (1557.153880 sec): 3 clusters Score: Raw -60843781.584203 + Penalty 4261.432792 = -60839520.151411 nChanged 13 SP:Iteration 266Q (1557.964839 sec): 3 clusters Score: Raw -60843781.610919 + Penalty 4261.432792 = -60839520.178127 nChanged 8 SP:Iteration 267Q (1558.768051 sec): 3 clusters Score: Raw -60843781.626128 + Penalty 4261.432792 = -60839520.193336 nChanged 9 SP:Iteration 268Q (1559.486107 sec): 3 clusters Score: Raw -60843781.643899 + Penalty 4261.432792 = -60839520.211107 nChanged 7 SP:Iteration 269Q (1560.239866 sec): 3 clusters Score: Raw -60843781.655033 + Penalty 4261.432792 = -60839520.222241 nChanged 7 SP:Iteration 270Q (1561.071154 sec): 3 clusters Score: Raw -60843781.666909 + Penalty 4261.432792 = -60839520.234117 nChanged 7 SP:Iteration 271Q (1561.880789 sec): 3 clusters Score: Raw -60843781.677096 + Penalty 4261.432792 = -60839520.244305 nChanged 4 SP:Iteration 272Q (1562.613217 sec): 3 clusters Score: Raw -60843781.687934 + Penalty 4261.432792 = -60839520.255142 nChanged 7 SP:Iteration 273Q (1563.348445 sec): 3 clusters Score: Raw -60843781.702302 + Penalty 4261.432792 = -60839520.269510 nChanged 4 SP:Iteration 274Q (1564.115468 sec): 3 clusters Score: Raw -60843781.709136 + Penalty 4261.432792 = -60839520.276344 nChanged 8 SP:Iteration 275Q (1564.945437 sec): 3 clusters Score: Raw -60843781.723477 + Penalty 4261.432792 = -60839520.290685 nChanged 10 SP:Iteration 276Q (1565.797464 sec): 3 clusters Score: Raw -60843781.741822 + Penalty 4261.432792 = -60839520.309030 nChanged 9 SP:Iteration 277Q (1566.617417 sec): 3 clusters Score: Raw -60843781.761978 + Penalty 4261.432792 = -60839520.329186 nChanged 11 SP:Iteration 278Q (1567.443288 sec): 3 clusters Score: Raw -60843781.791951 + Penalty 4261.432792 = -60839520.359159 nChanged 17 SP:Iteration 279Q (1568.199898 sec): 3 clusters Score: Raw -60843781.841340 + Penalty 4261.432792 = -60839520.408549 nChanged 18 SP:Iteration 280F (1569.060144 sec): 3 clusters Score: Raw -60843781.893260 + Penalty 4261.432792 = -60839520.460468 nChanged 17 SP:Iteration 281Q (1569.868946 sec): 3 clusters Score: Raw -60843781.943764 + Penalty 4261.432792 = -60839520.510972 nChanged 17 SP:Iteration 282Q (1570.702708 sec): 3 clusters Score: Raw -60843781.981712 + Penalty 4261.432792 = -60839520.548920 nChanged 17 SP:Iteration 283Q (1571.537559 sec): 3 clusters Score: Raw -60843782.024506 + Penalty 4261.432792 = -60839520.591714 nChanged 16 SP:Iteration 284Q (1572.305061 sec): 3 clusters Score: Raw -60843782.061747 + Penalty 4261.432792 = -60839520.628955 nChanged 10 SP:Iteration 285Q (1573.124979 sec): 3 clusters Score: Raw -60843782.078239 + Penalty 4261.432792 = -60839520.645448 nChanged 5 SP:Iteration 286Q (1573.909862 sec): 3 clusters Score: Raw -60843782.086510 + Penalty 4261.432792 = -60839520.653718 nChanged 2 SP:Iteration 287Q (1574.699697 sec): 3 clusters Score: Raw -60843782.090434 + Penalty 4261.432792 = -60839520.657642 nChanged 3 SP:Iteration 288Q (1575.517213 sec): 3 clusters Score: Raw -60843782.093628 + Penalty 4261.432792 = -60839520.660837 nChanged 2 SP:Iteration 289Q (1576.298257 sec): 3 clusters Score: Raw -60843782.097622 + Penalty 4261.432792 = -60839520.664830 nChanged 4 SP:Iteration 290Q (1577.122607 sec): 3 clusters Score: Raw -60843782.106460 + Penalty 4261.432792 = -60839520.673668 nChanged 2 SP:Iteration 291Q (1577.918190 sec): 3 clusters Score: Raw -60843782.109733 + Penalty 4261.432792 = -60839520.676942 nChanged 2 SP:Iteration 292Q (1578.742386 sec): 3 clusters Score: Raw -60843782.114831 + Penalty 4261.432792 = -60839520.682039 nChanged 1 SP:Iteration 293Q (1579.520165 sec): 3 clusters Score: Raw -60843782.117043 + Penalty 4261.432792 = -60839520.684252 nChanged 0 SP:Iteration 294F (1580.371696 sec): 3 clusters Score: Raw -60843782.117043 + Penalty 4261.432792 = -60839520.684252 nChanged 0 Score: Raw -154645771.361081 + Penalty 86898.358555 = -154558873.002526 Splitting cluster 2 changes total score from -154551750.413013 to -154558873.002526 So it's getting split into cluster 38. Trying to split cluster 3 (64160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1610.115087 sec): 2 clusters Score: Raw -7865318.791849 + Penalty 1798.734477 = -7863520.057372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1610.249401 sec): 3 clusters Score: Raw -7824171.161421 + Penalty 3597.468954 = -7820573.692467 nChanged 30525 SP:Iteration 1F (1610.408556 sec): 3 clusters Score: Raw -7842576.790199 + Penalty 3597.468954 = -7838979.321245 nChanged 3638 SP:Iteration 2F (1610.550408 sec): 3 clusters Score: Raw -7844690.969000 + Penalty 3597.468954 = -7841093.500046 nChanged 4387 SP:Iteration 3F (1610.702063 sec): 3 clusters Score: Raw -7847919.747238 + Penalty 3597.468954 = -7844322.278284 nChanged 5044 SP:Iteration 4F (1610.848502 sec): 3 clusters Score: Raw -7851576.243454 + Penalty 3597.468954 = -7847978.774500 nChanged 4823 SP:Iteration 5F (1610.984447 sec): 3 clusters Score: Raw -7854336.850103 + Penalty 3597.468954 = -7850739.381150 nChanged 3845 SP:Iteration 6F (1611.147919 sec): 3 clusters Score: Raw -7856105.883921 + Penalty 3597.468954 = -7852508.414967 nChanged 3004 SP:Iteration 7Q (1611.303542 sec): 3 clusters Score: Raw -7857247.593469 + Penalty 3597.468954 = -7853650.124516 nChanged 2273 SP:Iteration 8Q (1611.458041 sec): 3 clusters Score: Raw -7858003.160007 + Penalty 3597.468954 = -7854405.691053 nChanged 1899 SP:Iteration 9Q (1611.611180 sec): 3 clusters Score: Raw -7858601.457523 + Penalty 3597.468954 = -7855003.988569 nChanged 1606 SP:Iteration 10Q (1611.757990 sec): 3 clusters Score: Raw -7859095.620023 + Penalty 3597.468954 = -7855498.151069 nChanged 1479 SP:Iteration 11Q (1611.918989 sec): 3 clusters Score: Raw -7859573.580191 + Penalty 3597.468954 = -7855976.111237 nChanged 1460 SP:Iteration 12Q (1612.071915 sec): 3 clusters Score: Raw -7860078.692027 + Penalty 3597.468954 = -7856481.223073 nChanged 1456 SP:Iteration 13Q (1612.216833 sec): 3 clusters Score: Raw -7860623.970672 + Penalty 3597.468954 = -7857026.501719 nChanged 1494 SP:Iteration 14Q (1612.359832 sec): 3 clusters Score: Raw -7861237.934315 + Penalty 3597.468954 = -7857640.465361 nChanged 1622 SP:Iteration 15Q (1612.513815 sec): 3 clusters Score: Raw -7861954.296255 + Penalty 3597.468954 = -7858356.827301 nChanged 1566 SP:Iteration 16Q (1612.663222 sec): 3 clusters Score: Raw -7862695.843251 + Penalty 3597.468954 = -7859098.374297 nChanged 1678 SP:Iteration 17Q (1612.816858 sec): 3 clusters Score: Raw -7863572.452467 + Penalty 3597.468954 = -7859974.983513 nChanged 1610 SP:Iteration 18Q (1612.966139 sec): 3 clusters Score: Raw -7864443.121923 + Penalty 3597.468954 = -7860845.652970 nChanged 1542 SP:Iteration 19Q (1613.112936 sec): 3 clusters Score: Raw -7865241.209523 + Penalty 3597.468954 = -7861643.740569 nChanged 1304 SP:Iteration 20F (1613.248850 sec): 3 clusters Score: Raw -7865869.442318 + Penalty 3597.468954 = -7862271.973364 nChanged 1197 SP:Iteration 21Q (1613.397317 sec): 3 clusters Score: Raw -7866420.146660 + Penalty 3597.468954 = -7862822.677706 nChanged 1011 SP:Iteration 22Q (1613.543389 sec): 3 clusters Score: Raw -7866825.898188 + Penalty 3597.468954 = -7863228.429234 nChanged 854 SP:Iteration 23Q (1613.679034 sec): 3 clusters Score: Raw -7867159.908099 + Penalty 3597.468954 = -7863562.439145 nChanged 740 SP:Iteration 24Q (1613.826468 sec): 3 clusters Score: Raw -7867447.867563 + Penalty 3597.468954 = -7863850.398609 nChanged 674 SP:Iteration 25Q (1613.972455 sec): 3 clusters Score: Raw -7867701.313525 + Penalty 3597.468954 = -7864103.844571 nChanged 551 SP:Iteration 26Q (1614.102404 sec): 3 clusters Score: Raw -7867908.442061 + Penalty 3597.468954 = -7864310.973108 nChanged 478 SP:Iteration 27Q (1614.232814 sec): 3 clusters Score: Raw -7868084.542454 + Penalty 3597.468954 = -7864487.073500 nChanged 441 SP:Iteration 28Q (1614.366180 sec): 3 clusters Score: Raw -7868254.914705 + Penalty 3597.468954 = -7864657.445751 nChanged 356 SP:Iteration 29Q (1614.492736 sec): 3 clusters Score: Raw -7868393.826993 + Penalty 3597.468954 = -7864796.358039 nChanged 313 SP:Iteration 30Q (1614.634715 sec): 3 clusters Score: Raw -7868521.811280 + Penalty 3597.468954 = -7864924.342326 nChanged 295 SP:Iteration 31Q (1614.752941 sec): 3 clusters Score: Raw -7868641.471973 + Penalty 3597.468954 = -7865044.003019 nChanged 266 SP:Iteration 32Q (1614.893425 sec): 3 clusters Score: Raw -7868752.815165 + Penalty 3597.468954 = -7865155.346211 nChanged 240 SP:Iteration 33Q (1615.030853 sec): 3 clusters Score: Raw -7868849.837326 + Penalty 3597.468954 = -7865252.368372 nChanged 224 SP:Iteration 34Q (1615.156651 sec): 3 clusters Score: Raw -7868944.626499 + Penalty 3597.468954 = -7865347.157545 nChanged 194 SP:Iteration 35Q (1615.294854 sec): 3 clusters Score: Raw -7869048.382012 + Penalty 3597.468954 = -7865450.913058 nChanged 198 SP:Iteration 36Q (1615.421485 sec): 3 clusters Score: Raw -7869167.818635 + Penalty 3597.468954 = -7865570.349681 nChanged 180 SP:Iteration 37Q (1615.548071 sec): 3 clusters Score: Raw -7869306.772292 + Penalty 3597.468954 = -7865709.303338 nChanged 192 SP:Iteration 38Q (1615.680818 sec): 3 clusters Score: Raw -7869488.155143 + Penalty 3597.468954 = -7865890.686189 nChanged 182 SP:Iteration 39Q (1615.815196 sec): 3 clusters Score: Raw -7869621.253947 + Penalty 3597.468954 = -7866023.784993 nChanged 148 SP:Iteration 40F (1615.962997 sec): 3 clusters Score: Raw -7869686.672895 + Penalty 3597.468954 = -7866089.203942 nChanged 120 SP:Iteration 41Q (1616.086031 sec): 3 clusters Score: Raw -7869725.112213 + Penalty 3597.468954 = -7866127.643259 nChanged 81 SP:Iteration 42Q (1616.208781 sec): 3 clusters Score: Raw -7869743.740475 + Penalty 3597.468954 = -7866146.271521 nChanged 44 SP:Iteration 43Q (1616.339976 sec): 3 clusters Score: Raw -7869753.561672 + Penalty 3597.468954 = -7866156.092718 nChanged 40 SP:Iteration 44Q (1616.476446 sec): 3 clusters Score: Raw -7869761.404597 + Penalty 3597.468954 = -7866163.935643 nChanged 35 SP:Iteration 45Q (1616.608711 sec): 3 clusters Score: Raw -7869767.628207 + Penalty 3597.468954 = -7866170.159253 nChanged 23 SP:Iteration 46Q (1616.741480 sec): 3 clusters Score: Raw -7869771.719750 + Penalty 3597.468954 = -7866174.250797 nChanged 23 SP:Iteration 47Q (1616.875719 sec): 3 clusters Score: Raw -7869775.944346 + Penalty 3597.468954 = -7866178.475393 nChanged 27 SP:Iteration 48Q (1617.004421 sec): 3 clusters Score: Raw -7869779.304823 + Penalty 3597.468954 = -7866181.835870 nChanged 14 SP:Iteration 49Q (1617.136934 sec): 3 clusters Score: Raw -7869781.234216 + Penalty 3597.468954 = -7866183.765262 nChanged 10 SP:Iteration 50Q (1617.268487 sec): 3 clusters Score: Raw -7869782.338966 + Penalty 3597.468954 = -7866184.870012 nChanged 8 SP:Iteration 51Q (1617.390717 sec): 3 clusters Score: Raw -7869783.653042 + Penalty 3597.468954 = -7866186.184088 nChanged 6 SP:Iteration 52Q (1617.526130 sec): 3 clusters Score: Raw -7869784.228633 + Penalty 3597.468954 = -7866186.759679 nChanged 4 SP:Iteration 53Q (1617.659358 sec): 3 clusters Score: Raw -7869785.159522 + Penalty 3597.468954 = -7866187.690568 nChanged 7 SP:Iteration 54Q (1617.783872 sec): 3 clusters Score: Raw -7869786.432296 + Penalty 3597.468954 = -7866188.963342 nChanged 8 SP:Iteration 55Q (1617.914459 sec): 3 clusters Score: Raw -7869787.418741 + Penalty 3597.468954 = -7866189.949787 nChanged 5 SP:Iteration 56Q (1618.050445 sec): 3 clusters Score: Raw -7869788.370225 + Penalty 3597.468954 = -7866190.901272 nChanged 10 SP:Iteration 57Q (1618.178989 sec): 3 clusters Score: Raw -7869789.580244 + Penalty 3597.468954 = -7866192.111290 nChanged 6 SP:Iteration 58Q (1618.293956 sec): 3 clusters Score: Raw -7869790.167042 + Penalty 3597.468954 = -7866192.698089 nChanged 6 SP:Iteration 59Q (1618.421258 sec): 3 clusters Score: Raw -7869791.104057 + Penalty 3597.468954 = -7866193.635103 nChanged 5 SP:Iteration 60F (1618.579720 sec): 3 clusters Score: Raw -7869792.032901 + Penalty 3597.468954 = -7866194.563947 nChanged 5 SP:Iteration 61Q (1618.713206 sec): 3 clusters Score: Raw -7869792.618975 + Penalty 3597.468954 = -7866195.150021 nChanged 7 SP:Iteration 62Q (1618.841178 sec): 3 clusters Score: Raw -7869793.773588 + Penalty 3597.468954 = -7866196.304634 nChanged 6 SP:Iteration 63Q (1618.973850 sec): 3 clusters Score: Raw -7869794.350099 + Penalty 3597.468954 = -7866196.881145 nChanged 5 SP:Iteration 64Q (1619.105177 sec): 3 clusters Score: Raw -7869794.854722 + Penalty 3597.468954 = -7866197.385768 nChanged 4 SP:Iteration 65Q (1619.226702 sec): 3 clusters Score: Raw -7869795.526663 + Penalty 3597.468954 = -7866198.057709 nChanged 6 SP:Iteration 66Q (1619.364795 sec): 3 clusters Score: Raw -7869796.879881 + Penalty 3597.468954 = -7866199.410927 nChanged 16 SP:Iteration 67Q (1619.495089 sec): 3 clusters Score: Raw -7869799.579515 + Penalty 3597.468954 = -7866202.110561 nChanged 15 SP:Iteration 68Q (1619.620065 sec): 3 clusters Score: Raw -7869801.762701 + Penalty 3597.468954 = -7866204.293747 nChanged 11 SP:Iteration 69Q (1619.761642 sec): 3 clusters Score: Raw -7869803.139406 + Penalty 3597.468954 = -7866205.670452 nChanged 7 SP:Iteration 70Q (1619.889437 sec): 3 clusters Score: Raw -7869803.952641 + Penalty 3597.468954 = -7866206.483687 nChanged 9 SP:Iteration 71Q (1620.022751 sec): 3 clusters Score: Raw -7869804.859562 + Penalty 3597.468954 = -7866207.390608 nChanged 5 SP:Iteration 72Q (1620.137312 sec): 3 clusters Score: Raw -7869805.687213 + Penalty 3597.468954 = -7866208.218260 nChanged 4 SP:Iteration 73Q (1620.274850 sec): 3 clusters Score: Raw -7869806.416020 + Penalty 3597.468954 = -7866208.947067 nChanged 4 SP:Iteration 74Q (1620.396306 sec): 3 clusters Score: Raw -7869806.966282 + Penalty 3597.468954 = -7866209.497328 nChanged 4 SP:Iteration 75Q (1620.528390 sec): 3 clusters Score: Raw -7869807.561742 + Penalty 3597.468954 = -7866210.092788 nChanged 5 SP:Iteration 76Q (1620.666515 sec): 3 clusters Score: Raw -7869808.373536 + Penalty 3597.468954 = -7866210.904582 nChanged 5 SP:Iteration 77Q (1620.796260 sec): 3 clusters Score: Raw -7869809.143492 + Penalty 3597.468954 = -7866211.674538 nChanged 4 SP:Iteration 78Q (1620.924277 sec): 3 clusters Score: Raw -7869809.693219 + Penalty 3597.468954 = -7866212.224266 nChanged 3 SP:Iteration 79Q (1621.039353 sec): 3 clusters Score: Raw -7869810.272377 + Penalty 3597.468954 = -7866212.803423 nChanged 6 SP:Iteration 80F (1621.182189 sec): 3 clusters Score: Raw -7869810.991597 + Penalty 3597.468954 = -7866213.522643 nChanged 0 Score: Raw -154650263.560830 + Penalty 89185.157464 = -154561078.403366 Splitting cluster 3 changes total score from -154551750.413013 to -154561078.403366 So it's getting split into cluster 39. Trying to split cluster 4 (3932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1651.784703 sec): 2 clusters Score: Raw -409949.429966 + Penalty 1344.996816 = -408604.433150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1651.828182 sec): 3 clusters Score: Raw -408145.212445 + Penalty 2689.993631 = -405455.218814 nChanged 1619 SP:Iteration 1F (1651.884183 sec): 3 clusters Score: Raw -409848.069488 + Penalty 2689.993631 = -407158.075857 nChanged 504 SP:Iteration 2F (1651.947524 sec): 3 clusters Score: Raw -410842.308682 + Penalty 2689.993631 = -408152.315051 nChanged 419 SP:Iteration 3F (1652.002879 sec): 3 clusters Score: Raw -411730.952526 + Penalty 2689.993631 = -409040.958895 nChanged 301 SP:Iteration 4F (1652.061682 sec): 3 clusters Score: Raw -412252.315265 + Penalty 2689.993631 = -409562.321633 nChanged 185 SP:Iteration 5Q (1652.114240 sec): 3 clusters Score: Raw -412444.473484 + Penalty 2689.993631 = -409754.479853 nChanged 90 SP:Iteration 6Q (1652.171233 sec): 3 clusters Score: Raw -412502.671798 + Penalty 2689.993631 = -409812.678166 nChanged 44 SP:Iteration 7Q (1652.215255 sec): 3 clusters Score: Raw -412526.213466 + Penalty 2689.993631 = -409836.219834 nChanged 23 SP:Iteration 8Q (1652.281762 sec): 3 clusters Score: Raw -412542.176835 + Penalty 2689.993631 = -409852.183204 nChanged 18 SP:Iteration 9Q (1652.335861 sec): 3 clusters Score: Raw -412553.839047 + Penalty 2689.993631 = -409863.845416 nChanged 14 SP:Iteration 10Q (1652.389609 sec): 3 clusters Score: Raw -412562.405023 + Penalty 2689.993631 = -409872.411392 nChanged 12 SP:Iteration 11Q (1652.444423 sec): 3 clusters Score: Raw -412567.916242 + Penalty 2689.993631 = -409877.922611 nChanged 14 SP:Iteration 12Q (1652.494908 sec): 3 clusters Score: Raw -412573.344599 + Penalty 2689.993631 = -409883.350967 nChanged 6 SP:Iteration 13Q (1652.539642 sec): 3 clusters Score: Raw -412574.677461 + Penalty 2689.993631 = -409884.683829 nChanged 2 SP:Iteration 14Q (1652.602579 sec): 3 clusters Score: Raw -412575.045681 + Penalty 2689.993631 = -409885.052049 nChanged 2 SP:Iteration 15Q (1652.647786 sec): 3 clusters Score: Raw -412575.603154 + Penalty 2689.993631 = -409885.609523 nChanged 2 SP:Iteration 16Q (1652.708366 sec): 3 clusters Score: Raw -412575.821233 + Penalty 2689.993631 = -409885.827602 nChanged 0 SP:Iteration 17F (1652.757425 sec): 3 clusters Score: Raw -412575.821233 + Penalty 2689.993631 = -409885.827602 nChanged 0 Score: Raw -154652889.952097 + Penalty 91471.956374 = -154561417.995723 Splitting cluster 4 changes total score from -154551750.413013 to -154561417.995723 So it's getting split into cluster 40. Trying to split cluster 5 (11449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1683.927489 sec): 2 clusters Score: Raw -1363627.341507 + Penalty 1518.669371 = -1362108.672136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1684.006439 sec): 3 clusters Score: Raw -1357215.386258 + Penalty 3037.338742 = -1354178.047515 nChanged 4969 SP:Iteration 1F (1684.074842 sec): 3 clusters Score: Raw -1360751.314361 + Penalty 3037.338742 = -1357713.975619 nChanged 1243 SP:Iteration 2F (1684.132508 sec): 3 clusters Score: Raw -1362230.349580 + Penalty 3037.338742 = -1359193.010837 nChanged 1246 SP:Iteration 3F (1684.207270 sec): 3 clusters Score: Raw -1363575.019253 + Penalty 3037.338742 = -1360537.680511 nChanged 1007 SP:Iteration 4F (1684.275939 sec): 3 clusters Score: Raw -1364585.757514 + Penalty 3037.338742 = -1361548.418772 nChanged 752 SP:Iteration 5F (1684.333403 sec): 3 clusters Score: Raw -1365457.361341 + Penalty 3037.338742 = -1362420.022598 nChanged 623 SP:Iteration 6F (1684.397167 sec): 3 clusters Score: Raw -1366506.390604 + Penalty 3037.338742 = -1363469.051862 nChanged 586 SP:Iteration 7F (1684.477438 sec): 3 clusters Score: Raw -1367658.668922 + Penalty 3037.338742 = -1364621.330180 nChanged 615 SP:Iteration 8F (1684.525185 sec): 3 clusters Score: Raw -1368656.795448 + Penalty 3037.338742 = -1365619.456706 nChanged 529 SP:Iteration 9Q (1684.586622 sec): 3 clusters Score: Raw -1369147.368862 + Penalty 3037.338742 = -1366110.030120 nChanged 361 SP:Iteration 10Q (1684.640459 sec): 3 clusters Score: Raw -1369373.901861 + Penalty 3037.338742 = -1366336.563119 nChanged 245 SP:Iteration 11Q (1684.707913 sec): 3 clusters Score: Raw -1369497.364979 + Penalty 3037.338742 = -1366460.026237 nChanged 162 SP:Iteration 12Q (1684.778488 sec): 3 clusters Score: Raw -1369557.633179 + Penalty 3037.338742 = -1366520.294437 nChanged 129 SP:Iteration 13Q (1684.844892 sec): 3 clusters Score: Raw -1369595.367653 + Penalty 3037.338742 = -1366558.028911 nChanged 88 SP:Iteration 14Q (1684.911256 sec): 3 clusters Score: Raw -1369618.006216 + Penalty 3037.338742 = -1366580.667474 nChanged 81 SP:Iteration 15Q (1684.973747 sec): 3 clusters Score: Raw -1369635.390498 + Penalty 3037.338742 = -1366598.051756 nChanged 64 SP:Iteration 16Q (1685.030382 sec): 3 clusters Score: Raw -1369647.713308 + Penalty 3037.338742 = -1366610.374565 nChanged 45 SP:Iteration 17Q (1685.107643 sec): 3 clusters Score: Raw -1369654.439881 + Penalty 3037.338742 = -1366617.101139 nChanged 33 SP:Iteration 18Q (1685.174213 sec): 3 clusters Score: Raw -1369658.074621 + Penalty 3037.338742 = -1366620.735879 nChanged 27 SP:Iteration 19Q (1685.235953 sec): 3 clusters Score: Raw -1369660.941562 + Penalty 3037.338742 = -1366623.602819 nChanged 18 SP:Iteration 20F (1685.293015 sec): 3 clusters Score: Raw -1369663.095928 + Penalty 3037.338742 = -1366625.757186 nChanged 22 SP:Iteration 21Q (1685.366952 sec): 3 clusters Score: Raw -1369665.794853 + Penalty 3037.338742 = -1366628.456110 nChanged 14 SP:Iteration 22Q (1685.430043 sec): 3 clusters Score: Raw -1369667.476234 + Penalty 3037.338742 = -1366630.137492 nChanged 13 SP:Iteration 23Q (1685.484196 sec): 3 clusters Score: Raw -1369669.021952 + Penalty 3037.338742 = -1366631.683209 nChanged 12 SP:Iteration 24Q (1685.556708 sec): 3 clusters Score: Raw -1369670.768475 + Penalty 3037.338742 = -1366633.429733 nChanged 10 SP:Iteration 25Q (1685.613061 sec): 3 clusters Score: Raw -1369671.902409 + Penalty 3037.338742 = -1366634.563667 nChanged 8 SP:Iteration 26Q (1685.680966 sec): 3 clusters Score: Raw -1369673.258890 + Penalty 3037.338742 = -1366635.920148 nChanged 5 SP:Iteration 27Q (1685.731314 sec): 3 clusters Score: Raw -1369673.851700 + Penalty 3037.338742 = -1366636.512958 nChanged 5 SP:Iteration 28Q (1685.803557 sec): 3 clusters Score: Raw -1369674.256337 + Penalty 3037.338742 = -1366636.917595 nChanged 2 SP:Iteration 29Q (1685.855741 sec): 3 clusters Score: Raw -1369674.306931 + Penalty 3037.338742 = -1366636.968189 nChanged 1 SP:Iteration 30Q (1685.923414 sec): 3 clusters Score: Raw -1369674.357654 + Penalty 3037.338742 = -1366637.018912 nChanged 2 SP:Iteration 31Q (1685.993347 sec): 3 clusters Score: Raw -1369674.437252 + Penalty 3037.338742 = -1366637.098509 nChanged 0 SP:Iteration 32F (1686.061582 sec): 3 clusters Score: Raw -1369674.437252 + Penalty 3037.338742 = -1366637.098509 nChanged 0 Score: Raw -154658937.047842 + Penalty 93758.755283 = -154565178.292559 Splitting cluster 5 changes total score from -154551750.413013 to -154565178.292559 So it's getting split into cluster 41. Trying to split cluster 6 (8480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1717.456458 sec): 2 clusters Score: Raw -1019968.683085 + Penalty 1469.888181 = -1018498.794904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1717.513684 sec): 3 clusters Score: Raw -1015273.030370 + Penalty 2939.776362 = -1012333.254008 nChanged 3671 SP:Iteration 1F (1717.568027 sec): 3 clusters Score: Raw -1017815.329866 + Penalty 2939.776362 = -1014875.553504 nChanged 931 SP:Iteration 2F (1717.616128 sec): 3 clusters Score: Raw -1019613.737245 + Penalty 2939.776362 = -1016673.960883 nChanged 1067 SP:Iteration 3F (1717.668681 sec): 3 clusters Score: Raw -1022238.149499 + Penalty 2939.776362 = -1019298.373137 nChanged 1011 SP:Iteration 4F (1717.722562 sec): 3 clusters Score: Raw -1024037.470613 + Penalty 2939.776362 = -1021097.694251 nChanged 691 SP:Iteration 5F (1717.781239 sec): 3 clusters Score: Raw -1025047.156768 + Penalty 2939.776362 = -1022107.380406 nChanged 406 SP:Iteration 6Q (1717.822828 sec): 3 clusters Score: Raw -1025553.293126 + Penalty 2939.776362 = -1022613.516764 nChanged 294 SP:Iteration 7Q (1717.892285 sec): 3 clusters Score: Raw -1025873.141791 + Penalty 2939.776362 = -1022933.365429 nChanged 243 SP:Iteration 8Q (1717.951806 sec): 3 clusters Score: Raw -1026166.034700 + Penalty 2939.776362 = -1023226.258338 nChanged 206 SP:Iteration 9Q (1718.004213 sec): 3 clusters Score: Raw -1026398.922051 + Penalty 2939.776362 = -1023459.145689 nChanged 171 SP:Iteration 10Q (1718.050357 sec): 3 clusters Score: Raw -1026534.365607 + Penalty 2939.776362 = -1023594.589245 nChanged 121 SP:Iteration 11Q (1718.106248 sec): 3 clusters Score: Raw -1026602.932996 + Penalty 2939.776362 = -1023663.156635 nChanged 75 SP:Iteration 12Q (1718.157912 sec): 3 clusters Score: Raw -1026628.961946 + Penalty 2939.776362 = -1023689.185584 nChanged 46 SP:Iteration 13Q (1718.217450 sec): 3 clusters Score: Raw -1026641.152142 + Penalty 2939.776362 = -1023701.375781 nChanged 35 SP:Iteration 14Q (1718.276854 sec): 3 clusters Score: Raw -1026649.861243 + Penalty 2939.776362 = -1023710.084881 nChanged 28 SP:Iteration 15Q (1718.338220 sec): 3 clusters Score: Raw -1026654.165138 + Penalty 2939.776362 = -1023714.388776 nChanged 18 SP:Iteration 16Q (1718.389812 sec): 3 clusters Score: Raw -1026656.926552 + Penalty 2939.776362 = -1023717.150191 nChanged 13 SP:Iteration 17Q (1718.441753 sec): 3 clusters Score: Raw -1026658.783418 + Penalty 2939.776362 = -1023719.007056 nChanged 13 SP:Iteration 18Q (1718.498347 sec): 3 clusters Score: Raw -1026660.630503 + Penalty 2939.776362 = -1023720.854141 nChanged 9 SP:Iteration 19Q (1718.557252 sec): 3 clusters Score: Raw -1026661.886859 + Penalty 2939.776362 = -1023722.110498 nChanged 7 SP:Iteration 20F (1718.612567 sec): 3 clusters Score: Raw -1026665.936559 + Penalty 2939.776362 = -1023726.160197 nChanged 6 SP:Iteration 21Q (1718.667001 sec): 3 clusters Score: Raw -1026667.883022 + Penalty 2939.776362 = -1023728.106660 nChanged 5 SP:Iteration 22Q (1718.736698 sec): 3 clusters Score: Raw -1026668.425274 + Penalty 2939.776362 = -1023728.648912 nChanged 2 SP:Iteration 23Q (1718.775444 sec): 3 clusters Score: Raw -1026669.027648 + Penalty 2939.776362 = -1023729.251286 nChanged 2 SP:Iteration 24Q (1718.823812 sec): 3 clusters Score: Raw -1026669.216542 + Penalty 2939.776362 = -1023729.440180 nChanged 0 SP:Iteration 25F (1718.882462 sec): 3 clusters Score: Raw -1026669.216542 + Penalty 2939.776362 = -1023729.440180 nChanged 0 Score: Raw -154665637.581299 + Penalty 96045.554192 = -154569592.027107 Splitting cluster 6 changes total score from -154551750.413013 to -154569592.027107 So it's getting split into cluster 42. Trying to split cluster 7 (2544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1753.096745 sec): 2 clusters Score: Raw -283918.489334 + Penalty 1274.242600 = -282644.246734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1753.147642 sec): 3 clusters Score: Raw -282821.576264 + Penalty 2548.485200 = -280273.091064 nChanged 934 SP:Iteration 1F (1753.201369 sec): 3 clusters Score: Raw -283619.044348 + Penalty 2548.485200 = -281070.559147 nChanged 290 SP:Iteration 2F (1753.251015 sec): 3 clusters Score: Raw -284050.745921 + Penalty 2548.485200 = -281502.260720 nChanged 238 SP:Iteration 3F (1753.306033 sec): 3 clusters Score: Raw -284436.079209 + Penalty 2548.485200 = -281887.594009 nChanged 195 SP:Iteration 4F (1753.347446 sec): 3 clusters Score: Raw -284762.541835 + Penalty 2548.485200 = -282214.056634 nChanged 126 SP:Iteration 5Q (1753.411602 sec): 3 clusters Score: Raw -284960.195364 + Penalty 2548.485200 = -282411.710163 nChanged 88 SP:Iteration 6Q (1753.461774 sec): 3 clusters Score: Raw -285105.360577 + Penalty 2548.485200 = -282556.875377 nChanged 78 SP:Iteration 7Q (1753.512532 sec): 3 clusters Score: Raw -285214.700575 + Penalty 2548.485200 = -282666.215374 nChanged 60 SP:Iteration 8Q (1753.570034 sec): 3 clusters Score: Raw -285286.941389 + Penalty 2548.485200 = -282738.456189 nChanged 41 SP:Iteration 9Q (1753.615615 sec): 3 clusters Score: Raw -285337.818235 + Penalty 2548.485200 = -282789.333034 nChanged 29 SP:Iteration 10Q (1753.670785 sec): 3 clusters Score: Raw -285375.304806 + Penalty 2548.485200 = -282826.819606 nChanged 23 SP:Iteration 11Q (1753.729687 sec): 3 clusters Score: Raw -285395.564642 + Penalty 2548.485200 = -282847.079441 nChanged 8 SP:Iteration 12Q (1753.771019 sec): 3 clusters Score: Raw -285401.604711 + Penalty 2548.485200 = -282853.119511 nChanged 6 SP:Iteration 13Q (1753.816267 sec): 3 clusters Score: Raw -285404.352365 + Penalty 2548.485200 = -282855.867164 nChanged 1 SP:Iteration 14Q (1753.869189 sec): 3 clusters Score: Raw -285404.894204 + Penalty 2548.485200 = -282856.409003 nChanged 2 SP:Iteration 15Q (1753.908767 sec): 3 clusters Score: Raw -285405.346707 + Penalty 2548.485200 = -282856.861507 nChanged 1 SP:Iteration 16Q (1753.967374 sec): 3 clusters Score: Raw -285405.594076 + Penalty 2548.485200 = -282857.108876 nChanged 1 SP:Iteration 17Q (1754.020325 sec): 3 clusters Score: Raw -285405.768308 + Penalty 2548.485200 = -282857.283108 nChanged 2 SP:Iteration 18Q (1754.079182 sec): 3 clusters Score: Raw -285406.448302 + Penalty 2548.485200 = -282857.963101 nChanged 2 SP:Iteration 19Q (1754.123340 sec): 3 clusters Score: Raw -285407.113047 + Penalty 2548.485200 = -282858.627846 nChanged 2 SP:Iteration 20F (1754.181801 sec): 3 clusters Score: Raw -285408.151022 + Penalty 2548.485200 = -282859.665822 nChanged 0 Score: Raw -154667127.242988 + Penalty 98332.353102 = -154568794.889886 Splitting cluster 7 changes total score from -154551750.413013 to -154568794.889886 So it's getting split into cluster 43. Trying to split cluster 8 (140979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1787.819292 sec): 2 clusters Score: Raw -17413924.124580 + Penalty 1926.659511 = -17411997.465068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1788.110084 sec): 3 clusters Score: Raw -17321025.445084 + Penalty 3853.319022 = -17317172.126062 nChanged 67902 SP:Iteration 1F (1788.387090 sec): 3 clusters Score: Raw -17362073.254572 + Penalty 3853.319022 = -17358219.935550 nChanged 6329 SP:Iteration 2Q (1788.709538 sec): 3 clusters Score: Raw -17364456.190755 + Penalty 3853.319022 = -17360602.871732 nChanged 7154 SP:Iteration 3F (1788.993289 sec): 3 clusters Score: Raw -17367671.111299 + Penalty 3853.319022 = -17363817.792277 nChanged 7943 SP:Iteration 4F (1789.280974 sec): 3 clusters Score: Raw -17371607.803951 + Penalty 3853.319022 = -17367754.484929 nChanged 8376 SP:Iteration 5F (1789.576011 sec): 3 clusters Score: Raw -17376106.861330 + Penalty 3853.319022 = -17372253.542308 nChanged 8353 SP:Iteration 6F (1789.864305 sec): 3 clusters Score: Raw -17380818.034119 + Penalty 3853.319022 = -17376964.715097 nChanged 8163 SP:Iteration 7F (1790.157218 sec): 3 clusters Score: Raw -17385495.190755 + Penalty 3853.319022 = -17381641.871733 nChanged 7400 SP:Iteration 8F (1790.437571 sec): 3 clusters Score: Raw -17389774.726285 + Penalty 3853.319022 = -17385921.407263 nChanged 6487 SP:Iteration 9Q (1790.742287 sec): 3 clusters Score: Raw -17393178.354708 + Penalty 3853.319022 = -17389325.035686 nChanged 5308 SP:Iteration 10Q (1791.044885 sec): 3 clusters Score: Raw -17395507.732990 + Penalty 3853.319022 = -17391654.413968 nChanged 4023 SP:Iteration 11Q (1791.346008 sec): 3 clusters Score: Raw -17396814.782372 + Penalty 3853.319022 = -17392961.463350 nChanged 2885 SP:Iteration 12Q (1791.643630 sec): 3 clusters Score: Raw -17397517.576690 + Penalty 3853.319022 = -17393664.257667 nChanged 2025 SP:Iteration 13Q (1791.948697 sec): 3 clusters Score: Raw -17397937.174346 + Penalty 3853.319022 = -17394083.855324 nChanged 1588 SP:Iteration 14Q (1792.242156 sec): 3 clusters Score: Raw -17398288.641629 + Penalty 3853.319022 = -17394435.322606 nChanged 1514 SP:Iteration 15Q (1792.539432 sec): 3 clusters Score: Raw -17398640.419711 + Penalty 3853.319022 = -17394787.100689 nChanged 1554 SP:Iteration 16Q (1792.828720 sec): 3 clusters Score: Raw -17399016.285630 + Penalty 3853.319022 = -17395162.966607 nChanged 1598 SP:Iteration 17Q (1793.115481 sec): 3 clusters Score: Raw -17399407.749839 + Penalty 3853.319022 = -17395554.430816 nChanged 1588 SP:Iteration 18Q (1793.396711 sec): 3 clusters Score: Raw -17399804.344025 + Penalty 3853.319022 = -17395951.025003 nChanged 1610 SP:Iteration 19Q (1793.683049 sec): 3 clusters Score: Raw -17400205.936392 + Penalty 3853.319022 = -17396352.617370 nChanged 1532 SP:Iteration 20F (1793.968990 sec): 3 clusters Score: Raw -17400584.951215 + Penalty 3853.319022 = -17396731.632193 nChanged 1576 SP:Iteration 21Q (1794.235170 sec): 3 clusters Score: Raw -17400974.313955 + Penalty 3853.319022 = -17397120.994933 nChanged 1539 SP:Iteration 22Q (1794.508693 sec): 3 clusters Score: Raw -17401374.792877 + Penalty 3853.319022 = -17397521.473855 nChanged 1568 SP:Iteration 23Q (1794.792100 sec): 3 clusters Score: Raw -17401780.726702 + Penalty 3853.319022 = -17397927.407680 nChanged 1582 SP:Iteration 24Q (1795.082631 sec): 3 clusters Score: Raw -17402198.877244 + Penalty 3853.319022 = -17398345.558221 nChanged 1552 SP:Iteration 25Q (1795.364414 sec): 3 clusters Score: Raw -17402595.587834 + Penalty 3853.319022 = -17398742.268812 nChanged 1524 SP:Iteration 26Q (1795.638938 sec): 3 clusters Score: Raw -17402978.492989 + Penalty 3853.319022 = -17399125.173967 nChanged 1438 SP:Iteration 27Q (1795.920946 sec): 3 clusters Score: Raw -17403340.483432 + Penalty 3853.319022 = -17399487.164410 nChanged 1456 SP:Iteration 28Q (1796.208742 sec): 3 clusters Score: Raw -17403692.451875 + Penalty 3853.319022 = -17399839.132852 nChanged 1379 SP:Iteration 29Q (1796.469652 sec): 3 clusters Score: Raw -17404030.514250 + Penalty 3853.319022 = -17400177.195228 nChanged 1392 SP:Iteration 30Q (1796.736360 sec): 3 clusters Score: Raw -17404359.870771 + Penalty 3853.319022 = -17400506.551749 nChanged 1390 SP:Iteration 31Q (1797.004591 sec): 3 clusters Score: Raw -17404683.016376 + Penalty 3853.319022 = -17400829.697354 nChanged 1374 SP:Iteration 32Q (1797.267058 sec): 3 clusters Score: Raw -17405013.978055 + Penalty 3853.319022 = -17401160.659032 nChanged 1441 SP:Iteration 33Q (1797.534656 sec): 3 clusters Score: Raw -17405381.961801 + Penalty 3853.319022 = -17401528.642779 nChanged 1464 SP:Iteration 34Q (1797.797456 sec): 3 clusters Score: Raw -17405747.380274 + Penalty 3853.319022 = -17401894.061252 nChanged 1395 SP:Iteration 35Q (1798.059992 sec): 3 clusters Score: Raw -17406096.518916 + Penalty 3853.319022 = -17402243.199894 nChanged 1366 SP:Iteration 36Q (1798.329258 sec): 3 clusters Score: Raw -17406443.165764 + Penalty 3853.319022 = -17402589.846742 nChanged 1394 SP:Iteration 37Q (1798.586891 sec): 3 clusters Score: Raw -17406799.409145 + Penalty 3853.319022 = -17402946.090123 nChanged 1333 SP:Iteration 38Q (1798.836923 sec): 3 clusters Score: Raw -17407139.082133 + Penalty 3853.319022 = -17403285.763110 nChanged 1296 SP:Iteration 39Q (1799.095252 sec): 3 clusters Score: Raw -17407486.428235 + Penalty 3853.319022 = -17403633.109213 nChanged 1272 SP:Iteration 40F (1799.379605 sec): 3 clusters Score: Raw -17407845.707714 + Penalty 3853.319022 = -17403992.388692 nChanged 1244 SP:Iteration 41Q (1799.633168 sec): 3 clusters Score: Raw -17408212.421262 + Penalty 3853.319022 = -17404359.102240 nChanged 1216 SP:Iteration 42Q (1799.872500 sec): 3 clusters Score: Raw -17408572.030494 + Penalty 3853.319022 = -17404718.711472 nChanged 1160 SP:Iteration 43Q (1800.125841 sec): 3 clusters Score: Raw -17408925.065808 + Penalty 3853.319022 = -17405071.746786 nChanged 1111 SP:Iteration 44Q (1800.372131 sec): 3 clusters Score: Raw -17409262.602720 + Penalty 3853.319022 = -17405409.283698 nChanged 1101 SP:Iteration 45Q (1800.614357 sec): 3 clusters Score: Raw -17409611.563785 + Penalty 3853.319022 = -17405758.244762 nChanged 1027 SP:Iteration 46Q (1800.839230 sec): 3 clusters Score: Raw -17409928.043861 + Penalty 3853.319022 = -17406074.724838 nChanged 984 SP:Iteration 47Q (1801.088870 sec): 3 clusters Score: Raw -17410239.673207 + Penalty 3853.319022 = -17406386.354184 nChanged 971 SP:Iteration 48Q (1801.338616 sec): 3 clusters Score: Raw -17410543.680428 + Penalty 3853.319022 = -17406690.361406 nChanged 861 SP:Iteration 49Q (1801.578135 sec): 3 clusters Score: Raw -17410820.218942 + Penalty 3853.319022 = -17406966.899920 nChanged 872 SP:Iteration 50Q (1801.826087 sec): 3 clusters Score: Raw -17411114.737877 + Penalty 3853.319022 = -17407261.418855 nChanged 866 SP:Iteration 51Q (1802.075674 sec): 3 clusters Score: Raw -17411420.679380 + Penalty 3853.319022 = -17407567.360357 nChanged 806 SP:Iteration 52Q (1802.321812 sec): 3 clusters Score: Raw -17411714.967029 + Penalty 3853.319022 = -17407861.648007 nChanged 779 SP:Iteration 53Q (1802.554143 sec): 3 clusters Score: Raw -17412003.683963 + Penalty 3853.319022 = -17408150.364940 nChanged 743 SP:Iteration 54Q (1802.781662 sec): 3 clusters Score: Raw -17412303.727469 + Penalty 3853.319022 = -17408450.408447 nChanged 725 SP:Iteration 55Q (1803.012732 sec): 3 clusters Score: Raw -17412608.064888 + Penalty 3853.319022 = -17408754.745866 nChanged 628 SP:Iteration 56Q (1803.247083 sec): 3 clusters Score: Raw -17412885.342463 + Penalty 3853.319022 = -17409032.023441 nChanged 570 SP:Iteration 57Q (1803.473754 sec): 3 clusters Score: Raw -17413142.608866 + Penalty 3853.319022 = -17409289.289844 nChanged 481 SP:Iteration 58Q (1803.698281 sec): 3 clusters Score: Raw -17413351.344390 + Penalty 3853.319022 = -17409498.025368 nChanged 417 SP:Iteration 59Q (1803.928635 sec): 3 clusters Score: Raw -17413521.582411 + Penalty 3853.319022 = -17409668.263389 nChanged 340 SP:Iteration 60F (1804.212581 sec): 3 clusters Score: Raw -17413653.885055 + Penalty 3853.319022 = -17409800.566033 nChanged 294 SP:Iteration 61Q (1804.445394 sec): 3 clusters Score: Raw -17413767.067145 + Penalty 3853.319022 = -17409913.748123 nChanged 248 SP:Iteration 62Q (1804.672630 sec): 3 clusters Score: Raw -17413861.648670 + Penalty 3853.319022 = -17410008.329648 nChanged 200 SP:Iteration 63Q (1804.902917 sec): 3 clusters Score: Raw -17413946.680342 + Penalty 3853.319022 = -17410093.361320 nChanged 192 SP:Iteration 64Q (1805.130171 sec): 3 clusters Score: Raw -17414029.650728 + Penalty 3853.319022 = -17410176.331706 nChanged 174 SP:Iteration 65Q (1805.357206 sec): 3 clusters Score: Raw -17414090.238251 + Penalty 3853.319022 = -17410236.919229 nChanged 138 SP:Iteration 66Q (1805.583969 sec): 3 clusters Score: Raw -17414139.110112 + Penalty 3853.319022 = -17410285.791090 nChanged 118 SP:Iteration 67Q (1805.803066 sec): 3 clusters Score: Raw -17414178.392693 + Penalty 3853.319022 = -17410325.073670 nChanged 87 SP:Iteration 68Q (1806.032694 sec): 3 clusters Score: Raw -17414206.183638 + Penalty 3853.319022 = -17410352.864615 nChanged 67 SP:Iteration 69Q (1806.261356 sec): 3 clusters Score: Raw -17414227.868139 + Penalty 3853.319022 = -17410374.549117 nChanged 54 SP:Iteration 70Q (1806.508339 sec): 3 clusters Score: Raw -17414242.683988 + Penalty 3853.319022 = -17410389.364966 nChanged 43 SP:Iteration 71Q (1806.734316 sec): 3 clusters Score: Raw -17414253.816080 + Penalty 3853.319022 = -17410400.497058 nChanged 50 SP:Iteration 72Q (1806.956173 sec): 3 clusters Score: Raw -17414266.418542 + Penalty 3853.319022 = -17410413.099519 nChanged 50 SP:Iteration 73Q (1807.180879 sec): 3 clusters Score: Raw -17414280.272397 + Penalty 3853.319022 = -17410426.953375 nChanged 43 SP:Iteration 74Q (1807.406269 sec): 3 clusters Score: Raw -17414292.397550 + Penalty 3853.319022 = -17410439.078528 nChanged 46 SP:Iteration 75Q (1807.629720 sec): 3 clusters Score: Raw -17414304.727857 + Penalty 3853.319022 = -17410451.408835 nChanged 38 SP:Iteration 76Q (1807.856486 sec): 3 clusters Score: Raw -17414317.050051 + Penalty 3853.319022 = -17410463.731029 nChanged 37 SP:Iteration 77Q (1808.084431 sec): 3 clusters Score: Raw -17414328.400201 + Penalty 3853.319022 = -17410475.081179 nChanged 33 SP:Iteration 78Q (1808.302996 sec): 3 clusters Score: Raw -17414336.273529 + Penalty 3853.319022 = -17410482.954507 nChanged 24 SP:Iteration 79Q (1808.518776 sec): 3 clusters Score: Raw -17414343.468664 + Penalty 3853.319022 = -17410490.149641 nChanged 20 SP:Iteration 80F (1808.788251 sec): 3 clusters Score: Raw -17414349.596773 + Penalty 3853.319022 = -17410496.277751 nChanged 21 SP:Iteration 81Q (1809.011839 sec): 3 clusters Score: Raw -17414355.966042 + Penalty 3853.319022 = -17410502.647020 nChanged 13 SP:Iteration 82Q (1809.229147 sec): 3 clusters Score: Raw -17414359.775581 + Penalty 3853.319022 = -17410506.456559 nChanged 18 SP:Iteration 83Q (1809.447525 sec): 3 clusters Score: Raw -17414364.104573 + Penalty 3853.319022 = -17410510.785551 nChanged 12 SP:Iteration 84Q (1809.690870 sec): 3 clusters Score: Raw -17414366.319620 + Penalty 3853.319022 = -17410513.000598 nChanged 9 SP:Iteration 85Q (1809.917126 sec): 3 clusters Score: Raw -17414368.272012 + Penalty 3853.319022 = -17410514.952990 nChanged 7 SP:Iteration 86Q (1810.152082 sec): 3 clusters Score: Raw -17414371.242372 + Penalty 3853.319022 = -17410517.923350 nChanged 16 SP:Iteration 87Q (1810.393536 sec): 3 clusters Score: Raw -17414375.107197 + Penalty 3853.319022 = -17410521.788175 nChanged 13 SP:Iteration 88Q (1810.637555 sec): 3 clusters Score: Raw -17414378.344148 + Penalty 3853.319022 = -17410525.025125 nChanged 6 SP:Iteration 89Q (1810.877894 sec): 3 clusters Score: Raw -17414379.566076 + Penalty 3853.319022 = -17410526.247054 nChanged 4 SP:Iteration 90Q (1811.119340 sec): 3 clusters Score: Raw -17414380.365446 + Penalty 3853.319022 = -17410527.046424 nChanged 2 SP:Iteration 91Q (1811.338252 sec): 3 clusters Score: Raw -17414380.657792 + Penalty 3853.319022 = -17410527.338770 nChanged 3 SP:Iteration 92Q (1811.559667 sec): 3 clusters Score: Raw -17414381.151979 + Penalty 3853.319022 = -17410527.832957 nChanged 2 SP:Iteration 93Q (1811.771481 sec): 3 clusters Score: Raw -17414381.382730 + Penalty 3853.319022 = -17410528.063708 nChanged 1 SP:Iteration 94Q (1812.003919 sec): 3 clusters Score: Raw -17414381.513678 + Penalty 3853.319022 = -17410528.194656 nChanged 1 SP:Iteration 95Q (1812.217494 sec): 3 clusters Score: Raw -17414381.716026 + Penalty 3853.319022 = -17410528.397004 nChanged 0 SP:Iteration 96F (1812.481966 sec): 3 clusters Score: Raw -17414381.716026 + Penalty 3853.319022 = -17410528.397004 nChanged 0 Trying to split cluster 9 (30757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1812.546497 sec): 2 clusters Score: Raw -3627740.062687 + Penalty 1679.254345 = -3626060.808342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1812.639621 sec): 3 clusters Score: Raw -3608776.823200 + Penalty 3358.508689 = -3605418.314511 nChanged 14239 SP:Iteration 1F (1812.730273 sec): 3 clusters Score: Raw -3616926.358470 + Penalty 3358.508689 = -3613567.849781 nChanged 1662 SP:Iteration 2F (1812.824633 sec): 3 clusters Score: Raw -3617657.999389 + Penalty 3358.508689 = -3614299.490700 nChanged 1648 SP:Iteration 3F (1812.914326 sec): 3 clusters Score: Raw -3618496.186652 + Penalty 3358.508689 = -3615137.677963 nChanged 1755 SP:Iteration 4F (1813.000356 sec): 3 clusters Score: Raw -3619581.611283 + Penalty 3358.508689 = -3616223.102594 nChanged 1985 SP:Iteration 5F (1813.083709 sec): 3 clusters Score: Raw -3620940.670598 + Penalty 3358.508689 = -3617582.161909 nChanged 2049 SP:Iteration 6F (1813.175590 sec): 3 clusters Score: Raw -3622481.677004 + Penalty 3358.508689 = -3619123.168315 nChanged 2110 SP:Iteration 7F (1813.265587 sec): 3 clusters Score: Raw -3624077.898837 + Penalty 3358.508689 = -3620719.390148 nChanged 1929 SP:Iteration 8F (1813.360987 sec): 3 clusters Score: Raw -3625362.807457 + Penalty 3358.508689 = -3622004.298768 nChanged 1552 SP:Iteration 9F (1813.446234 sec): 3 clusters Score: Raw -3626305.443813 + Penalty 3358.508689 = -3622946.935124 nChanged 1161 SP:Iteration 10Q (1813.526513 sec): 3 clusters Score: Raw -3626908.887331 + Penalty 3358.508689 = -3623550.378642 nChanged 848 SP:Iteration 11Q (1813.632569 sec): 3 clusters Score: Raw -3627274.517986 + Penalty 3358.508689 = -3623916.009297 nChanged 634 SP:Iteration 12Q (1813.724286 sec): 3 clusters Score: Raw -3627507.528682 + Penalty 3358.508689 = -3624149.019993 nChanged 504 SP:Iteration 13Q (1813.806704 sec): 3 clusters Score: Raw -3627698.987176 + Penalty 3358.508689 = -3624340.478486 nChanged 453 SP:Iteration 14Q (1813.905674 sec): 3 clusters Score: Raw -3627867.851831 + Penalty 3358.508689 = -3624509.343142 nChanged 392 SP:Iteration 15Q (1813.998917 sec): 3 clusters Score: Raw -3628000.625477 + Penalty 3358.508689 = -3624642.116787 nChanged 344 SP:Iteration 16Q (1814.097238 sec): 3 clusters Score: Raw -3628108.942594 + Penalty 3358.508689 = -3624750.433905 nChanged 314 SP:Iteration 17Q (1814.189208 sec): 3 clusters Score: Raw -3628214.877030 + Penalty 3358.508689 = -3624856.368341 nChanged 314 SP:Iteration 18Q (1814.283182 sec): 3 clusters Score: Raw -3628323.208532 + Penalty 3358.508689 = -3624964.699843 nChanged 323 SP:Iteration 19Q (1814.377234 sec): 3 clusters Score: Raw -3628422.440525 + Penalty 3358.508689 = -3625063.931836 nChanged 297 SP:Iteration 20F (1814.473783 sec): 3 clusters Score: Raw -3628505.281994 + Penalty 3358.508689 = -3625146.773305 nChanged 281 SP:Iteration 21Q (1814.574430 sec): 3 clusters Score: Raw -3628573.804108 + Penalty 3358.508689 = -3625215.295419 nChanged 244 SP:Iteration 22Q (1814.667722 sec): 3 clusters Score: Raw -3628630.763256 + Penalty 3358.508689 = -3625272.254567 nChanged 240 SP:Iteration 23Q (1814.767222 sec): 3 clusters Score: Raw -3628685.181198 + Penalty 3358.508689 = -3625326.672509 nChanged 209 SP:Iteration 24Q (1814.864892 sec): 3 clusters Score: Raw -3628726.553627 + Penalty 3358.508689 = -3625368.044937 nChanged 198 SP:Iteration 25Q (1814.962840 sec): 3 clusters Score: Raw -3628765.414238 + Penalty 3358.508689 = -3625406.905549 nChanged 187 SP:Iteration 26Q (1815.061016 sec): 3 clusters Score: Raw -3628802.154781 + Penalty 3358.508689 = -3625443.646092 nChanged 156 SP:Iteration 27Q (1815.159370 sec): 3 clusters Score: Raw -3628837.055290 + Penalty 3358.508689 = -3625478.546600 nChanged 166 SP:Iteration 28Q (1815.256628 sec): 3 clusters Score: Raw -3628874.949522 + Penalty 3358.508689 = -3625516.440833 nChanged 161 SP:Iteration 29Q (1815.345192 sec): 3 clusters Score: Raw -3628915.000574 + Penalty 3358.508689 = -3625556.491885 nChanged 157 SP:Iteration 30Q (1815.447412 sec): 3 clusters Score: Raw -3628956.372859 + Penalty 3358.508689 = -3625597.864170 nChanged 190 SP:Iteration 31Q (1815.543637 sec): 3 clusters Score: Raw -3629009.283984 + Penalty 3358.508689 = -3625650.775295 nChanged 194 SP:Iteration 32Q (1815.642499 sec): 3 clusters Score: Raw -3629060.961283 + Penalty 3358.508689 = -3625702.452594 nChanged 186 SP:Iteration 33Q (1815.739756 sec): 3 clusters Score: Raw -3629107.564924 + Penalty 3358.508689 = -3625749.056235 nChanged 181 SP:Iteration 34Q (1815.836047 sec): 3 clusters Score: Raw -3629152.567995 + Penalty 3358.508689 = -3625794.059306 nChanged 178 SP:Iteration 35Q (1815.931382 sec): 3 clusters Score: Raw -3629193.356247 + Penalty 3358.508689 = -3625834.847558 nChanged 157 SP:Iteration 36Q (1816.028923 sec): 3 clusters Score: Raw -3629228.059107 + Penalty 3358.508689 = -3625869.550418 nChanged 135 SP:Iteration 37Q (1816.126645 sec): 3 clusters Score: Raw -3629254.029758 + Penalty 3358.508689 = -3625895.521069 nChanged 132 SP:Iteration 38Q (1816.218915 sec): 3 clusters Score: Raw -3629277.761262 + Penalty 3358.508689 = -3625919.252573 nChanged 135 SP:Iteration 39Q (1816.315917 sec): 3 clusters Score: Raw -3629302.845799 + Penalty 3358.508689 = -3625944.337110 nChanged 139 SP:Iteration 40F (1816.416116 sec): 3 clusters Score: Raw -3629328.935757 + Penalty 3358.508689 = -3625970.427068 nChanged 139 SP:Iteration 41Q (1816.512056 sec): 3 clusters Score: Raw -3629355.496440 + Penalty 3358.508689 = -3625996.987751 nChanged 122 SP:Iteration 42Q (1816.598857 sec): 3 clusters Score: Raw -3629375.862282 + Penalty 3358.508689 = -3626017.353592 nChanged 102 SP:Iteration 43Q (1816.701615 sec): 3 clusters Score: Raw -3629391.888972 + Penalty 3358.508689 = -3626033.380283 nChanged 90 SP:Iteration 44Q (1816.796531 sec): 3 clusters Score: Raw -3629405.219577 + Penalty 3358.508689 = -3626046.710888 nChanged 84 SP:Iteration 45Q (1816.890115 sec): 3 clusters Score: Raw -3629418.384110 + Penalty 3358.508689 = -3626059.875421 nChanged 76 SP:Iteration 46Q (1816.983127 sec): 3 clusters Score: Raw -3629429.286902 + Penalty 3358.508689 = -3626070.778212 nChanged 72 SP:Iteration 47Q (1817.076095 sec): 3 clusters Score: Raw -3629437.263648 + Penalty 3358.508689 = -3626078.754958 nChanged 56 SP:Iteration 48Q (1817.167031 sec): 3 clusters Score: Raw -3629443.650579 + Penalty 3358.508689 = -3626085.141889 nChanged 51 SP:Iteration 49Q (1817.261918 sec): 3 clusters Score: Raw -3629450.739705 + Penalty 3358.508689 = -3626092.231016 nChanged 63 SP:Iteration 50Q (1817.355703 sec): 3 clusters Score: Raw -3629459.836104 + Penalty 3358.508689 = -3626101.327415 nChanged 57 SP:Iteration 51Q (1817.450026 sec): 3 clusters Score: Raw -3629466.251026 + Penalty 3358.508689 = -3626107.742337 nChanged 43 SP:Iteration 52Q (1817.535632 sec): 3 clusters Score: Raw -3629470.993223 + Penalty 3358.508689 = -3626112.484534 nChanged 52 SP:Iteration 53Q (1817.640861 sec): 3 clusters Score: Raw -3629477.582471 + Penalty 3358.508689 = -3626119.073782 nChanged 46 SP:Iteration 54Q (1817.729615 sec): 3 clusters Score: Raw -3629483.360194 + Penalty 3358.508689 = -3626124.851505 nChanged 48 SP:Iteration 55Q (1817.825615 sec): 3 clusters Score: Raw -3629489.669390 + Penalty 3358.508689 = -3626131.160701 nChanged 40 SP:Iteration 56Q (1817.920809 sec): 3 clusters Score: Raw -3629494.365042 + Penalty 3358.508689 = -3626135.856353 nChanged 41 SP:Iteration 57Q (1818.012332 sec): 3 clusters Score: Raw -3629498.682407 + Penalty 3358.508689 = -3626140.173718 nChanged 33 SP:Iteration 58Q (1818.095883 sec): 3 clusters Score: Raw -3629502.409491 + Penalty 3358.508689 = -3626143.900802 nChanged 32 SP:Iteration 59Q (1818.198268 sec): 3 clusters Score: Raw -3629505.608130 + Penalty 3358.508689 = -3626147.099441 nChanged 34 SP:Iteration 60F (1818.294771 sec): 3 clusters Score: Raw -3629509.050789 + Penalty 3358.508689 = -3626150.542100 nChanged 28 SP:Iteration 61Q (1818.389831 sec): 3 clusters Score: Raw -3629511.679265 + Penalty 3358.508689 = -3626153.170576 nChanged 29 SP:Iteration 62Q (1818.485427 sec): 3 clusters Score: Raw -3629514.691498 + Penalty 3358.508689 = -3626156.182809 nChanged 29 SP:Iteration 63Q (1818.578749 sec): 3 clusters Score: Raw -3629519.360786 + Penalty 3358.508689 = -3626160.852097 nChanged 27 SP:Iteration 64Q (1818.673385 sec): 3 clusters Score: Raw -3629522.983539 + Penalty 3358.508689 = -3626164.474850 nChanged 28 SP:Iteration 65Q (1818.756015 sec): 3 clusters Score: Raw -3629526.407462 + Penalty 3358.508689 = -3626167.898773 nChanged 25 SP:Iteration 66Q (1818.846089 sec): 3 clusters Score: Raw -3629529.128691 + Penalty 3358.508689 = -3626170.620002 nChanged 22 SP:Iteration 67Q (1818.930416 sec): 3 clusters Score: Raw -3629531.569705 + Penalty 3358.508689 = -3626173.061016 nChanged 15 SP:Iteration 68Q (1819.031677 sec): 3 clusters Score: Raw -3629532.882761 + Penalty 3358.508689 = -3626174.374072 nChanged 15 SP:Iteration 69Q (1819.133502 sec): 3 clusters Score: Raw -3629533.905615 + Penalty 3358.508689 = -3626175.396926 nChanged 12 SP:Iteration 70Q (1819.228584 sec): 3 clusters Score: Raw -3629534.615574 + Penalty 3358.508689 = -3626176.106885 nChanged 8 SP:Iteration 71Q (1819.316482 sec): 3 clusters Score: Raw -3629535.104088 + Penalty 3358.508689 = -3626176.595399 nChanged 8 SP:Iteration 72Q (1819.408381 sec): 3 clusters Score: Raw -3629535.477192 + Penalty 3358.508689 = -3626176.968503 nChanged 6 SP:Iteration 73Q (1819.493691 sec): 3 clusters Score: Raw -3629535.912630 + Penalty 3358.508689 = -3626177.403941 nChanged 4 SP:Iteration 74Q (1819.591958 sec): 3 clusters Score: Raw -3629536.084025 + Penalty 3358.508689 = -3626177.575336 nChanged 2 SP:Iteration 75Q (1819.690787 sec): 3 clusters Score: Raw -3629536.181534 + Penalty 3358.508689 = -3626177.672845 nChanged 5 SP:Iteration 76Q (1819.785425 sec): 3 clusters Score: Raw -3629536.479109 + Penalty 3358.508689 = -3626177.970420 nChanged 4 SP:Iteration 77Q (1819.879242 sec): 3 clusters Score: Raw -3629536.745514 + Penalty 3358.508689 = -3626178.236825 nChanged 3 SP:Iteration 78Q (1819.975966 sec): 3 clusters Score: Raw -3629536.905226 + Penalty 3358.508689 = -3626178.396537 nChanged 5 SP:Iteration 79Q (1820.071435 sec): 3 clusters Score: Raw -3629537.121188 + Penalty 3358.508689 = -3626178.612499 nChanged 4 SP:Iteration 80F (1820.170482 sec): 3 clusters Score: Raw -3629537.305926 + Penalty 3358.508689 = -3626178.797237 nChanged 1 SP:Iteration 81Q (1820.265098 sec): 3 clusters Score: Raw -3629537.322797 + Penalty 3358.508689 = -3626178.814108 nChanged 0 SP:Iteration 82F (1820.357455 sec): 3 clusters Score: Raw -3629537.322797 + Penalty 3358.508689 = -3626178.814108 nChanged 0 Score: Raw -154668924.503098 + Penalty 100619.152011 = -154568305.351087 Splitting cluster 9 changes total score from -154551750.413013 to -154568305.351087 So it's getting split into cluster 44. Trying to split cluster 10 (10285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1854.995846 sec): 2 clusters Score: Raw -1219819.721393 + Penalty 1501.246793 = -1218318.474600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1855.063946 sec): 3 clusters Score: Raw -1214115.518347 + Penalty 3002.493586 = -1211113.024761 nChanged 4469 SP:Iteration 1F (1855.130307 sec): 3 clusters Score: Raw -1217792.519640 + Penalty 3002.493586 = -1214790.026054 nChanged 1140 SP:Iteration 2F (1855.196725 sec): 3 clusters Score: Raw -1218940.381937 + Penalty 3002.493586 = -1215937.888351 nChanged 956 SP:Iteration 3F (1855.265382 sec): 3 clusters Score: Raw -1219749.645105 + Penalty 3002.493586 = -1216747.151519 nChanged 732 SP:Iteration 4F (1855.322910 sec): 3 clusters Score: Raw -1220300.445129 + Penalty 3002.493586 = -1217297.951544 nChanged 547 SP:Iteration 5F (1855.398814 sec): 3 clusters Score: Raw -1220666.794144 + Penalty 3002.493586 = -1217664.300558 nChanged 430 SP:Iteration 6Q (1855.467991 sec): 3 clusters Score: Raw -1220931.644727 + Penalty 3002.493586 = -1217929.151141 nChanged 362 SP:Iteration 7Q (1855.526364 sec): 3 clusters Score: Raw -1221108.189888 + Penalty 3002.493586 = -1218105.696302 nChanged 257 SP:Iteration 8Q (1855.605613 sec): 3 clusters Score: Raw -1221228.452121 + Penalty 3002.493586 = -1218225.958535 nChanged 205 SP:Iteration 9Q (1855.670754 sec): 3 clusters Score: Raw -1221318.955510 + Penalty 3002.493586 = -1218316.461924 nChanged 185 SP:Iteration 10Q (1855.739610 sec): 3 clusters Score: Raw -1221425.664211 + Penalty 3002.493586 = -1218423.170625 nChanged 214 SP:Iteration 11Q (1855.793636 sec): 3 clusters Score: Raw -1221566.580489 + Penalty 3002.493586 = -1218564.086904 nChanged 215 SP:Iteration 12Q (1855.861080 sec): 3 clusters Score: Raw -1221725.563506 + Penalty 3002.493586 = -1218723.069920 nChanged 192 SP:Iteration 13Q (1855.923542 sec): 3 clusters Score: Raw -1221903.077074 + Penalty 3002.493586 = -1218900.583488 nChanged 157 SP:Iteration 14Q (1855.994527 sec): 3 clusters Score: Raw -1222049.689885 + Penalty 3002.493586 = -1219047.196299 nChanged 149 SP:Iteration 15Q (1856.061953 sec): 3 clusters Score: Raw -1222130.679303 + Penalty 3002.493586 = -1219128.185717 nChanged 113 SP:Iteration 16Q (1856.131324 sec): 3 clusters Score: Raw -1222179.531529 + Penalty 3002.493586 = -1219177.037943 nChanged 85 SP:Iteration 17Q (1856.195290 sec): 3 clusters Score: Raw -1222216.766647 + Penalty 3002.493586 = -1219214.273061 nChanged 71 SP:Iteration 18Q (1856.261221 sec): 3 clusters Score: Raw -1222239.817592 + Penalty 3002.493586 = -1219237.324006 nChanged 57 SP:Iteration 19Q (1856.311368 sec): 3 clusters Score: Raw -1222251.308625 + Penalty 3002.493586 = -1219248.815040 nChanged 42 SP:Iteration 20F (1856.376513 sec): 3 clusters Score: Raw -1222262.229205 + Penalty 3002.493586 = -1219259.735619 nChanged 28 SP:Iteration 21Q (1856.453557 sec): 3 clusters Score: Raw -1222268.971949 + Penalty 3002.493586 = -1219266.478364 nChanged 27 SP:Iteration 22Q (1856.519885 sec): 3 clusters Score: Raw -1222272.979148 + Penalty 3002.493586 = -1219270.485562 nChanged 13 SP:Iteration 23Q (1856.586835 sec): 3 clusters Score: Raw -1222274.946537 + Penalty 3002.493586 = -1219272.452952 nChanged 16 SP:Iteration 24Q (1856.642267 sec): 3 clusters Score: Raw -1222276.067253 + Penalty 3002.493586 = -1219273.573667 nChanged 10 SP:Iteration 25Q (1856.708727 sec): 3 clusters Score: Raw -1222276.895531 + Penalty 3002.493586 = -1219274.401946 nChanged 8 SP:Iteration 26Q (1856.787383 sec): 3 clusters Score: Raw -1222277.724646 + Penalty 3002.493586 = -1219275.231060 nChanged 11 SP:Iteration 27Q (1856.843223 sec): 3 clusters Score: Raw -1222278.640213 + Penalty 3002.493586 = -1219276.146627 nChanged 4 SP:Iteration 28Q (1856.910658 sec): 3 clusters Score: Raw -1222278.883550 + Penalty 3002.493586 = -1219276.389964 nChanged 1 SP:Iteration 29Q (1856.975797 sec): 3 clusters Score: Raw -1222278.903856 + Penalty 3002.493586 = -1219276.410270 nChanged 0 SP:Iteration 30F (1857.042383 sec): 3 clusters Score: Raw -1222278.903856 + Penalty 3002.493586 = -1219276.410270 nChanged 0 Score: Raw -154671383.685560 + Penalty 102905.950920 = -154568477.734640 Splitting cluster 10 changes total score from -154551750.413013 to -154568477.734640 So it's getting split into cluster 45. Trying to split cluster 11 (12562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1893.782206 sec): 2 clusters Score: Raw -1457206.544582 + Penalty 1533.745145 = -1455672.799436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1893.842203 sec): 3 clusters Score: Raw -1450049.645661 + Penalty 3067.490290 = -1446982.155371 nChanged 5493 SP:Iteration 1F (1893.906908 sec): 3 clusters Score: Raw -1453759.398793 + Penalty 3067.490290 = -1450691.908502 nChanged 1082 SP:Iteration 2F (1893.973944 sec): 3 clusters Score: Raw -1454691.516090 + Penalty 3067.490290 = -1451624.025800 nChanged 980 SP:Iteration 3F (1894.036551 sec): 3 clusters Score: Raw -1455461.876105 + Penalty 3067.490290 = -1452394.385815 nChanged 835 SP:Iteration 4F (1894.111055 sec): 3 clusters Score: Raw -1456053.894426 + Penalty 3067.490290 = -1452986.404135 nChanged 772 SP:Iteration 5F (1894.178669 sec): 3 clusters Score: Raw -1456758.795367 + Penalty 3067.490290 = -1453691.305076 nChanged 832 SP:Iteration 6F (1894.231665 sec): 3 clusters Score: Raw -1457735.679736 + Penalty 3067.490290 = -1454668.189446 nChanged 839 SP:Iteration 7F (1894.303893 sec): 3 clusters Score: Raw -1458767.689269 + Penalty 3067.490290 = -1455700.198978 nChanged 689 SP:Iteration 8F (1894.363986 sec): 3 clusters Score: Raw -1459444.808503 + Penalty 3067.490290 = -1456377.318212 nChanged 463 SP:Iteration 9Q (1894.437020 sec): 3 clusters Score: Raw -1459715.094652 + Penalty 3067.490290 = -1456647.604361 nChanged 308 SP:Iteration 10Q (1894.501157 sec): 3 clusters Score: Raw -1459846.809564 + Penalty 3067.490290 = -1456779.319274 nChanged 191 SP:Iteration 11Q (1894.568699 sec): 3 clusters Score: Raw -1459928.387374 + Penalty 3067.490290 = -1456860.897084 nChanged 162 SP:Iteration 12Q (1894.637146 sec): 3 clusters Score: Raw -1460002.230604 + Penalty 3067.490290 = -1456934.740314 nChanged 115 SP:Iteration 13Q (1894.690809 sec): 3 clusters Score: Raw -1460047.277154 + Penalty 3067.490290 = -1456979.786863 nChanged 102 SP:Iteration 14Q (1894.762734 sec): 3 clusters Score: Raw -1460081.919425 + Penalty 3067.490290 = -1457014.429135 nChanged 85 SP:Iteration 15Q (1894.815960 sec): 3 clusters Score: Raw -1460104.419513 + Penalty 3067.490290 = -1457036.929223 nChanged 64 SP:Iteration 16Q (1894.871681 sec): 3 clusters Score: Raw -1460123.421714 + Penalty 3067.490290 = -1457055.931424 nChanged 79 SP:Iteration 17Q (1894.946008 sec): 3 clusters Score: Raw -1460146.885835 + Penalty 3067.490290 = -1457079.395545 nChanged 75 SP:Iteration 18Q (1895.002901 sec): 3 clusters Score: Raw -1460171.955936 + Penalty 3067.490290 = -1457104.465645 nChanged 70 SP:Iteration 19Q (1895.065886 sec): 3 clusters Score: Raw -1460195.417720 + Penalty 3067.490290 = -1457127.927429 nChanged 67 SP:Iteration 20F (1895.123065 sec): 3 clusters Score: Raw -1460220.160138 + Penalty 3067.490290 = -1457152.669848 nChanged 70 SP:Iteration 21Q (1895.191032 sec): 3 clusters Score: Raw -1460245.420783 + Penalty 3067.490290 = -1457177.930492 nChanged 66 SP:Iteration 22Q (1895.261606 sec): 3 clusters Score: Raw -1460262.943309 + Penalty 3067.490290 = -1457195.453019 nChanged 61 SP:Iteration 23Q (1895.323232 sec): 3 clusters Score: Raw -1460279.073284 + Penalty 3067.490290 = -1457211.582994 nChanged 49 SP:Iteration 24Q (1895.375132 sec): 3 clusters Score: Raw -1460290.806877 + Penalty 3067.490290 = -1457223.316586 nChanged 59 SP:Iteration 25Q (1895.444136 sec): 3 clusters Score: Raw -1460303.413699 + Penalty 3067.490290 = -1457235.923409 nChanged 58 SP:Iteration 26Q (1895.510267 sec): 3 clusters Score: Raw -1460314.488597 + Penalty 3067.490290 = -1457246.998306 nChanged 47 SP:Iteration 27Q (1895.576304 sec): 3 clusters Score: Raw -1460321.848979 + Penalty 3067.490290 = -1457254.358688 nChanged 39 SP:Iteration 28Q (1895.636829 sec): 3 clusters Score: Raw -1460327.729876 + Penalty 3067.490290 = -1457260.239586 nChanged 37 SP:Iteration 29Q (1895.694137 sec): 3 clusters Score: Raw -1460333.102089 + Penalty 3067.490290 = -1457265.611799 nChanged 33 SP:Iteration 30Q (1895.766231 sec): 3 clusters Score: Raw -1460337.708285 + Penalty 3067.490290 = -1457270.217995 nChanged 30 SP:Iteration 31Q (1895.820837 sec): 3 clusters Score: Raw -1460343.629105 + Penalty 3067.490290 = -1457276.138814 nChanged 32 SP:Iteration 32Q (1895.890579 sec): 3 clusters Score: Raw -1460349.738284 + Penalty 3067.490290 = -1457282.247993 nChanged 38 SP:Iteration 33Q (1895.946358 sec): 3 clusters Score: Raw -1460355.586336 + Penalty 3067.490290 = -1457288.096045 nChanged 27 SP:Iteration 34Q (1896.013161 sec): 3 clusters Score: Raw -1460359.406480 + Penalty 3067.490290 = -1457291.916190 nChanged 30 SP:Iteration 35Q (1896.076395 sec): 3 clusters Score: Raw -1460365.726617 + Penalty 3067.490290 = -1457298.236327 nChanged 33 SP:Iteration 36Q (1896.128321 sec): 3 clusters Score: Raw -1460371.527506 + Penalty 3067.490290 = -1457304.037216 nChanged 39 SP:Iteration 37Q (1896.199336 sec): 3 clusters Score: Raw -1460377.900840 + Penalty 3067.490290 = -1457310.410549 nChanged 28 SP:Iteration 38Q (1896.252688 sec): 3 clusters Score: Raw -1460382.034885 + Penalty 3067.490290 = -1457314.544595 nChanged 23 SP:Iteration 39Q (1896.313183 sec): 3 clusters Score: Raw -1460387.556941 + Penalty 3067.490290 = -1457320.066651 nChanged 39 SP:Iteration 40F (1896.387749 sec): 3 clusters Score: Raw -1460397.991767 + Penalty 3067.490290 = -1457330.501476 nChanged 53 SP:Iteration 41Q (1896.445017 sec): 3 clusters Score: Raw -1460411.849205 + Penalty 3067.490290 = -1457344.358914 nChanged 55 SP:Iteration 42Q (1896.514912 sec): 3 clusters Score: Raw -1460431.383284 + Penalty 3067.490290 = -1457363.892994 nChanged 73 SP:Iteration 43Q (1896.567423 sec): 3 clusters Score: Raw -1460455.103181 + Penalty 3067.490290 = -1457387.612890 nChanged 70 SP:Iteration 44Q (1896.630528 sec): 3 clusters Score: Raw -1460478.504846 + Penalty 3067.490290 = -1457411.014555 nChanged 61 SP:Iteration 45Q (1896.685147 sec): 3 clusters Score: Raw -1460501.047358 + Penalty 3067.490290 = -1457433.557068 nChanged 64 SP:Iteration 46Q (1896.756111 sec): 3 clusters Score: Raw -1460521.361534 + Penalty 3067.490290 = -1457453.871243 nChanged 58 SP:Iteration 47Q (1896.801321 sec): 3 clusters Score: Raw -1460540.775389 + Penalty 3067.490290 = -1457473.285099 nChanged 60 SP:Iteration 48Q (1896.863188 sec): 3 clusters Score: Raw -1460558.228810 + Penalty 3067.490290 = -1457490.738520 nChanged 57 SP:Iteration 49Q (1896.927165 sec): 3 clusters Score: Raw -1460570.269021 + Penalty 3067.490290 = -1457502.778731 nChanged 37 SP:Iteration 50Q (1896.985265 sec): 3 clusters Score: Raw -1460577.291446 + Penalty 3067.490290 = -1457509.801156 nChanged 35 SP:Iteration 51Q (1897.059639 sec): 3 clusters Score: Raw -1460584.150527 + Penalty 3067.490290 = -1457516.660236 nChanged 33 SP:Iteration 52Q (1897.112216 sec): 3 clusters Score: Raw -1460590.424547 + Penalty 3067.490290 = -1457522.934256 nChanged 26 SP:Iteration 53Q (1897.185953 sec): 3 clusters Score: Raw -1460594.365619 + Penalty 3067.490290 = -1457526.875328 nChanged 19 SP:Iteration 54Q (1897.237210 sec): 3 clusters Score: Raw -1460597.177040 + Penalty 3067.490290 = -1457529.686750 nChanged 15 SP:Iteration 55Q (1897.305306 sec): 3 clusters Score: Raw -1460599.063248 + Penalty 3067.490290 = -1457531.572957 nChanged 11 SP:Iteration 56Q (1897.357409 sec): 3 clusters Score: Raw -1460600.282188 + Penalty 3067.490290 = -1457532.791898 nChanged 9 SP:Iteration 57Q (1897.427186 sec): 3 clusters Score: Raw -1460601.291799 + Penalty 3067.490290 = -1457533.801509 nChanged 5 SP:Iteration 58Q (1897.475838 sec): 3 clusters Score: Raw -1460601.766165 + Penalty 3067.490290 = -1457534.275875 nChanged 4 SP:Iteration 59Q (1897.537712 sec): 3 clusters Score: Raw -1460602.432391 + Penalty 3067.490290 = -1457534.942100 nChanged 5 SP:Iteration 60F (1897.613014 sec): 3 clusters Score: Raw -1460603.038886 + Penalty 3067.490290 = -1457535.548595 nChanged 8 SP:Iteration 61Q (1897.669333 sec): 3 clusters Score: Raw -1460603.973357 + Penalty 3067.490290 = -1457536.483067 nChanged 5 SP:Iteration 62Q (1897.727787 sec): 3 clusters Score: Raw -1460604.512658 + Penalty 3067.490290 = -1457537.022368 nChanged 3 SP:Iteration 63Q (1897.796797 sec): 3 clusters Score: Raw -1460604.750616 + Penalty 3067.490290 = -1457537.260325 nChanged 0 SP:Iteration 64F (1897.859736 sec): 3 clusters Score: Raw -1460604.750616 + Penalty 3067.490290 = -1457537.260325 nChanged 0 Score: Raw -154674781.891594 + Penalty 105192.749830 = -154569589.141764 Splitting cluster 11 changes total score from -154551750.413013 to -154569589.141764 So it's getting split into cluster 46. Trying to split cluster 12 (16152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1935.466441 sec): 2 clusters Score: Raw -1880951.152330 + Penalty 1574.592363 = -1879376.559966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1935.536959 sec): 3 clusters Score: Raw -1871465.225459 + Penalty 3149.184727 = -1868316.040732 nChanged 7259 SP:Iteration 1F (1935.598258 sec): 3 clusters Score: Raw -1876120.709048 + Penalty 3149.184727 = -1872971.524321 nChanged 1319 SP:Iteration 2F (1935.673574 sec): 3 clusters Score: Raw -1876929.193331 + Penalty 3149.184727 = -1873780.008604 nChanged 1113 SP:Iteration 3F (1935.756411 sec): 3 clusters Score: Raw -1877542.945297 + Penalty 3149.184727 = -1874393.760570 nChanged 968 SP:Iteration 4F (1935.821126 sec): 3 clusters Score: Raw -1878031.332514 + Penalty 3149.184727 = -1874882.147787 nChanged 807 SP:Iteration 5Q (1935.903408 sec): 3 clusters Score: Raw -1878429.982093 + Penalty 3149.184727 = -1875280.797366 nChanged 696 SP:Iteration 6Q (1935.958965 sec): 3 clusters Score: Raw -1878738.200411 + Penalty 3149.184727 = -1875589.015684 nChanged 598 SP:Iteration 7Q (1936.044898 sec): 3 clusters Score: Raw -1879004.165525 + Penalty 3149.184727 = -1875854.980798 nChanged 514 SP:Iteration 8Q (1936.103633 sec): 3 clusters Score: Raw -1879219.199395 + Penalty 3149.184727 = -1876070.014668 nChanged 472 SP:Iteration 9Q (1936.161075 sec): 3 clusters Score: Raw -1879449.610329 + Penalty 3149.184727 = -1876300.425602 nChanged 451 SP:Iteration 10Q (1936.226838 sec): 3 clusters Score: Raw -1879656.559637 + Penalty 3149.184727 = -1876507.374910 nChanged 442 SP:Iteration 11Q (1936.304559 sec): 3 clusters Score: Raw -1879877.861349 + Penalty 3149.184727 = -1876728.676622 nChanged 408 SP:Iteration 12Q (1936.370674 sec): 3 clusters Score: Raw -1880088.750370 + Penalty 3149.184727 = -1876939.565643 nChanged 387 SP:Iteration 13Q (1936.448688 sec): 3 clusters Score: Raw -1880270.102748 + Penalty 3149.184727 = -1877120.918021 nChanged 322 SP:Iteration 14Q (1936.509877 sec): 3 clusters Score: Raw -1880428.708274 + Penalty 3149.184727 = -1877279.523547 nChanged 298 SP:Iteration 15Q (1936.579898 sec): 3 clusters Score: Raw -1880580.379650 + Penalty 3149.184727 = -1877431.194923 nChanged 279 SP:Iteration 16Q (1936.656709 sec): 3 clusters Score: Raw -1880729.918235 + Penalty 3149.184727 = -1877580.733508 nChanged 299 SP:Iteration 17Q (1936.729110 sec): 3 clusters Score: Raw -1880866.665003 + Penalty 3149.184727 = -1877717.480276 nChanged 275 SP:Iteration 18Q (1936.811526 sec): 3 clusters Score: Raw -1881004.321516 + Penalty 3149.184727 = -1877855.136789 nChanged 262 SP:Iteration 19Q (1936.878173 sec): 3 clusters Score: Raw -1881137.895974 + Penalty 3149.184727 = -1877988.711247 nChanged 240 SP:Iteration 20F (1936.964064 sec): 3 clusters Score: Raw -1881293.957713 + Penalty 3149.184727 = -1878144.772986 nChanged 227 SP:Iteration 21Q (1937.028592 sec): 3 clusters Score: Raw -1881457.663288 + Penalty 3149.184727 = -1878308.478561 nChanged 243 SP:Iteration 22Q (1937.103179 sec): 3 clusters Score: Raw -1881572.512211 + Penalty 3149.184727 = -1878423.327484 nChanged 191 SP:Iteration 23Q (1937.178538 sec): 3 clusters Score: Raw -1881670.519634 + Penalty 3149.184727 = -1878521.334907 nChanged 207 SP:Iteration 24Q (1937.247941 sec): 3 clusters Score: Raw -1881757.647392 + Penalty 3149.184727 = -1878608.462665 nChanged 170 SP:Iteration 25Q (1937.315867 sec): 3 clusters Score: Raw -1881843.228239 + Penalty 3149.184727 = -1878694.043512 nChanged 165 SP:Iteration 26Q (1937.386386 sec): 3 clusters Score: Raw -1881917.118626 + Penalty 3149.184727 = -1878767.933899 nChanged 140 SP:Iteration 27Q (1937.459378 sec): 3 clusters Score: Raw -1881966.555835 + Penalty 3149.184727 = -1878817.371108 nChanged 111 SP:Iteration 28Q (1937.533460 sec): 3 clusters Score: Raw -1882005.294092 + Penalty 3149.184727 = -1878856.109365 nChanged 87 SP:Iteration 29Q (1937.609626 sec): 3 clusters Score: Raw -1882035.543786 + Penalty 3149.184727 = -1878886.359059 nChanged 74 SP:Iteration 30Q (1937.668496 sec): 3 clusters Score: Raw -1882058.504691 + Penalty 3149.184727 = -1878909.319964 nChanged 59 SP:Iteration 31Q (1937.751316 sec): 3 clusters Score: Raw -1882072.072747 + Penalty 3149.184727 = -1878922.888020 nChanged 46 SP:Iteration 32Q (1937.817192 sec): 3 clusters Score: Raw -1882084.564779 + Penalty 3149.184727 = -1878935.380052 nChanged 40 SP:Iteration 33Q (1937.891551 sec): 3 clusters Score: Raw -1882093.757249 + Penalty 3149.184727 = -1878944.572522 nChanged 43 SP:Iteration 34Q (1937.961011 sec): 3 clusters Score: Raw -1882103.662617 + Penalty 3149.184727 = -1878954.477890 nChanged 34 SP:Iteration 35Q (1938.032525 sec): 3 clusters Score: Raw -1882111.672629 + Penalty 3149.184727 = -1878962.487902 nChanged 40 SP:Iteration 36Q (1938.116116 sec): 3 clusters Score: Raw -1882122.306043 + Penalty 3149.184727 = -1878973.121316 nChanged 47 SP:Iteration 37Q (1938.185275 sec): 3 clusters Score: Raw -1882135.736880 + Penalty 3149.184727 = -1878986.552153 nChanged 42 SP:Iteration 38Q (1938.250133 sec): 3 clusters Score: Raw -1882145.765665 + Penalty 3149.184727 = -1878996.580938 nChanged 35 SP:Iteration 39Q (1938.319676 sec): 3 clusters Score: Raw -1882155.681144 + Penalty 3149.184727 = -1879006.496417 nChanged 30 SP:Iteration 40F (1938.390284 sec): 3 clusters Score: Raw -1882162.660016 + Penalty 3149.184727 = -1879013.475289 nChanged 28 SP:Iteration 41Q (1938.458155 sec): 3 clusters Score: Raw -1882167.322283 + Penalty 3149.184727 = -1879018.137556 nChanged 12 SP:Iteration 42Q (1938.526596 sec): 3 clusters Score: Raw -1882168.634623 + Penalty 3149.184727 = -1879019.449896 nChanged 8 SP:Iteration 43Q (1938.610289 sec): 3 clusters Score: Raw -1882169.579710 + Penalty 3149.184727 = -1879020.394983 nChanged 4 SP:Iteration 44Q (1938.676103 sec): 3 clusters Score: Raw -1882169.965097 + Penalty 3149.184727 = -1879020.780370 nChanged 4 SP:Iteration 45Q (1938.757651 sec): 3 clusters Score: Raw -1882170.552577 + Penalty 3149.184727 = -1879021.367850 nChanged 5 SP:Iteration 46Q (1938.827695 sec): 3 clusters Score: Raw -1882171.313134 + Penalty 3149.184727 = -1879022.128407 nChanged 8 SP:Iteration 47Q (1938.897722 sec): 3 clusters Score: Raw -1882172.364842 + Penalty 3149.184727 = -1879023.180115 nChanged 7 SP:Iteration 48Q (1938.962243 sec): 3 clusters Score: Raw -1882173.332412 + Penalty 3149.184727 = -1879024.147685 nChanged 2 SP:Iteration 49Q (1939.032371 sec): 3 clusters Score: Raw -1882173.437348 + Penalty 3149.184727 = -1879024.252621 nChanged 1 SP:Iteration 50Q (1939.115271 sec): 3 clusters Score: Raw -1882173.491568 + Penalty 3149.184727 = -1879024.306841 nChanged 1 SP:Iteration 51Q (1939.191416 sec): 3 clusters Score: Raw -1882173.599354 + Penalty 3149.184727 = -1879024.414627 nChanged 0 SP:Iteration 52F (1939.259079 sec): 3 clusters Score: Raw -1882173.599354 + Penalty 3149.184727 = -1879024.414627 nChanged 0 Trying to split cluster 13 (9899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1939.309168 sec): 2 clusters Score: Raw -1125735.120173 + Penalty 1495.030716 = -1124240.089457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1939.362080 sec): 3 clusters Score: Raw -1120081.217769 + Penalty 2990.061432 = -1117091.156337 nChanged 4295 SP:Iteration 1F (1939.428100 sec): 3 clusters Score: Raw -1122766.880416 + Penalty 2990.061432 = -1119776.818984 nChanged 892 SP:Iteration 2F (1939.501250 sec): 3 clusters Score: Raw -1123603.003123 + Penalty 2990.061432 = -1120612.941691 nChanged 867 SP:Iteration 3F (1939.561510 sec): 3 clusters Score: Raw -1124640.540074 + Penalty 2990.061432 = -1121650.478642 nChanged 912 SP:Iteration 4F (1939.617859 sec): 3 clusters Score: Raw -1125761.644849 + Penalty 2990.061432 = -1122771.583417 nChanged 828 SP:Iteration 5F (1939.694447 sec): 3 clusters Score: Raw -1126801.441706 + Penalty 2990.061432 = -1123811.380274 nChanged 702 SP:Iteration 6F (1939.758270 sec): 3 clusters Score: Raw -1127691.738210 + Penalty 2990.061432 = -1124701.676778 nChanged 593 SP:Iteration 7F (1939.811152 sec): 3 clusters Score: Raw -1128461.277014 + Penalty 2990.061432 = -1125471.215582 nChanged 465 SP:Iteration 8Q (1939.886045 sec): 3 clusters Score: Raw -1129087.152548 + Penalty 2990.061432 = -1126097.091116 nChanged 347 SP:Iteration 9Q (1939.947913 sec): 3 clusters Score: Raw -1129577.198767 + Penalty 2990.061432 = -1126587.137335 nChanged 261 SP:Iteration 10Q (1940.014934 sec): 3 clusters Score: Raw -1129978.088459 + Penalty 2990.061432 = -1126988.027027 nChanged 194 SP:Iteration 11Q (1940.071528 sec): 3 clusters Score: Raw -1130268.899473 + Penalty 2990.061432 = -1127278.838041 nChanged 121 SP:Iteration 12Q (1940.141026 sec): 3 clusters Score: Raw -1130387.823374 + Penalty 2990.061432 = -1127397.761942 nChanged 66 SP:Iteration 13Q (1940.188664 sec): 3 clusters Score: Raw -1130418.774457 + Penalty 2990.061432 = -1127428.713025 nChanged 40 SP:Iteration 14Q (1940.242837 sec): 3 clusters Score: Raw -1130428.454464 + Penalty 2990.061432 = -1127438.393032 nChanged 27 SP:Iteration 15Q (1940.301020 sec): 3 clusters Score: Raw -1130435.203366 + Penalty 2990.061432 = -1127445.141934 nChanged 15 SP:Iteration 16Q (1940.359839 sec): 3 clusters Score: Raw -1130437.820028 + Penalty 2990.061432 = -1127447.758596 nChanged 10 SP:Iteration 17Q (1940.415564 sec): 3 clusters Score: Raw -1130439.319820 + Penalty 2990.061432 = -1127449.258388 nChanged 7 SP:Iteration 18Q (1940.471273 sec): 3 clusters Score: Raw -1130440.655096 + Penalty 2990.061432 = -1127450.593665 nChanged 7 SP:Iteration 19Q (1940.527087 sec): 3 clusters Score: Raw -1130441.639800 + Penalty 2990.061432 = -1127451.578368 nChanged 2 SP:Iteration 20F (1940.595617 sec): 3 clusters Score: Raw -1130441.915518 + Penalty 2990.061432 = -1127451.854086 nChanged 4 SP:Iteration 21Q (1940.642343 sec): 3 clusters Score: Raw -1130442.354260 + Penalty 2990.061432 = -1127452.292828 nChanged 3 SP:Iteration 22Q (1940.698990 sec): 3 clusters Score: Raw -1130442.552051 + Penalty 2990.061432 = -1127452.490620 nChanged 1 SP:Iteration 23Q (1940.755559 sec): 3 clusters Score: Raw -1130442.675345 + Penalty 2990.061432 = -1127452.613913 nChanged 2 SP:Iteration 24Q (1940.813249 sec): 3 clusters Score: Raw -1130442.813933 + Penalty 2990.061432 = -1127452.752501 nChanged 2 SP:Iteration 25Q (1940.870623 sec): 3 clusters Score: Raw -1130443.051439 + Penalty 2990.061432 = -1127452.990007 nChanged 0 SP:Iteration 26F (1940.926738 sec): 3 clusters Score: Raw -1130443.051439 + Penalty 2990.061432 = -1127452.990007 nChanged 0 Score: Raw -154679489.822861 + Penalty 107479.548739 = -154572010.274122 Splitting cluster 13 changes total score from -154551750.413013 to -154572010.274122 So it's getting split into cluster 47. Trying to split cluster 14 (14427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1979.719326 sec): 2 clusters Score: Raw -1787840.132952 + Penalty 1556.239219 = -1786283.893733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1979.790486 sec): 3 clusters Score: Raw -1779379.433532 + Penalty 3112.478437 = -1776266.955095 nChanged 6468 SP:Iteration 1F (1979.849751 sec): 3 clusters Score: Raw -1782981.369596 + Penalty 3112.478437 = -1779868.891159 nChanged 992 SP:Iteration 2F (1979.919582 sec): 3 clusters Score: Raw -1783529.527502 + Penalty 3112.478437 = -1780417.049065 nChanged 1001 SP:Iteration 3F (1979.998359 sec): 3 clusters Score: Raw -1784205.276373 + Penalty 3112.478437 = -1781092.797935 nChanged 1064 SP:Iteration 4F (1980.068523 sec): 3 clusters Score: Raw -1785062.240762 + Penalty 3112.478437 = -1781949.762324 nChanged 1081 SP:Iteration 5F (1980.132922 sec): 3 clusters Score: Raw -1786099.427449 + Penalty 3112.478437 = -1782986.949012 nChanged 964 SP:Iteration 6F (1980.188745 sec): 3 clusters Score: Raw -1787046.566863 + Penalty 3112.478437 = -1783934.088425 nChanged 736 SP:Iteration 7F (1980.271329 sec): 3 clusters Score: Raw -1787704.125154 + Penalty 3112.478437 = -1784591.646717 nChanged 519 SP:Iteration 8Q (1980.338991 sec): 3 clusters Score: Raw -1788130.990219 + Penalty 3112.478437 = -1785018.511782 nChanged 364 SP:Iteration 9Q (1980.404799 sec): 3 clusters Score: Raw -1788381.623747 + Penalty 3112.478437 = -1785269.145310 nChanged 233 SP:Iteration 10Q (1980.476625 sec): 3 clusters Score: Raw -1788517.851911 + Penalty 3112.478437 = -1785405.373474 nChanged 184 SP:Iteration 11Q (1980.538106 sec): 3 clusters Score: Raw -1788619.568232 + Penalty 3112.478437 = -1785507.089795 nChanged 162 SP:Iteration 12Q (1980.616249 sec): 3 clusters Score: Raw -1788708.027757 + Penalty 3112.478437 = -1785595.549320 nChanged 139 SP:Iteration 13Q (1980.682113 sec): 3 clusters Score: Raw -1788775.753816 + Penalty 3112.478437 = -1785663.275378 nChanged 119 SP:Iteration 14Q (1980.745682 sec): 3 clusters Score: Raw -1788828.017953 + Penalty 3112.478437 = -1785715.539516 nChanged 111 SP:Iteration 15Q (1980.803081 sec): 3 clusters Score: Raw -1788873.424437 + Penalty 3112.478437 = -1785760.945999 nChanged 106 SP:Iteration 16Q (1980.875169 sec): 3 clusters Score: Raw -1788914.171303 + Penalty 3112.478437 = -1785801.692866 nChanged 90 SP:Iteration 17Q (1980.937230 sec): 3 clusters Score: Raw -1788947.191745 + Penalty 3112.478437 = -1785834.713308 nChanged 75 SP:Iteration 18Q (1981.008397 sec): 3 clusters Score: Raw -1788966.481968 + Penalty 3112.478437 = -1785854.003531 nChanged 49 SP:Iteration 19Q (1981.065076 sec): 3 clusters Score: Raw -1788977.304004 + Penalty 3112.478437 = -1785864.825567 nChanged 31 SP:Iteration 20F (1981.131929 sec): 3 clusters Score: Raw -1788984.829231 + Penalty 3112.478437 = -1785872.350794 nChanged 33 SP:Iteration 21Q (1981.194833 sec): 3 clusters Score: Raw -1788994.284184 + Penalty 3112.478437 = -1785881.805747 nChanged 34 SP:Iteration 22Q (1981.256685 sec): 3 clusters Score: Raw -1789003.337904 + Penalty 3112.478437 = -1785890.859467 nChanged 31 SP:Iteration 23Q (1981.315701 sec): 3 clusters Score: Raw -1789010.291859 + Penalty 3112.478437 = -1785897.813422 nChanged 38 SP:Iteration 24Q (1981.393770 sec): 3 clusters Score: Raw -1789019.054334 + Penalty 3112.478437 = -1785906.575897 nChanged 35 SP:Iteration 25Q (1981.458635 sec): 3 clusters Score: Raw -1789025.309939 + Penalty 3112.478437 = -1785912.831502 nChanged 27 SP:Iteration 26Q (1981.529093 sec): 3 clusters Score: Raw -1789031.938866 + Penalty 3112.478437 = -1785919.460429 nChanged 22 SP:Iteration 27Q (1981.596362 sec): 3 clusters Score: Raw -1789036.476989 + Penalty 3112.478437 = -1785923.998552 nChanged 26 SP:Iteration 28Q (1981.665366 sec): 3 clusters Score: Raw -1789041.655255 + Penalty 3112.478437 = -1785929.176818 nChanged 28 SP:Iteration 29Q (1981.732395 sec): 3 clusters Score: Raw -1789048.354353 + Penalty 3112.478437 = -1785935.875916 nChanged 19 SP:Iteration 30Q (1981.791229 sec): 3 clusters Score: Raw -1789052.232927 + Penalty 3112.478437 = -1785939.754489 nChanged 12 SP:Iteration 31Q (1981.864220 sec): 3 clusters Score: Raw -1789054.253802 + Penalty 3112.478437 = -1785941.775364 nChanged 9 SP:Iteration 32Q (1981.921333 sec): 3 clusters Score: Raw -1789055.339947 + Penalty 3112.478437 = -1785942.861510 nChanged 14 SP:Iteration 33Q (1981.984926 sec): 3 clusters Score: Raw -1789058.047707 + Penalty 3112.478437 = -1785945.569270 nChanged 16 SP:Iteration 34Q (1982.052576 sec): 3 clusters Score: Raw -1789060.954572 + Penalty 3112.478437 = -1785948.476135 nChanged 18 SP:Iteration 35Q (1982.126192 sec): 3 clusters Score: Raw -1789064.380611 + Penalty 3112.478437 = -1785951.902173 nChanged 11 SP:Iteration 36Q (1982.184137 sec): 3 clusters Score: Raw -1789066.878630 + Penalty 3112.478437 = -1785954.400193 nChanged 13 SP:Iteration 37Q (1982.256960 sec): 3 clusters Score: Raw -1789069.515483 + Penalty 3112.478437 = -1785957.037046 nChanged 8 SP:Iteration 38Q (1982.329996 sec): 3 clusters Score: Raw -1789070.429908 + Penalty 3112.478437 = -1785957.951470 nChanged 6 SP:Iteration 39Q (1982.392829 sec): 3 clusters Score: Raw -1789071.631198 + Penalty 3112.478437 = -1785959.152761 nChanged 4 SP:Iteration 40F (1982.461519 sec): 3 clusters Score: Raw -1789072.184224 + Penalty 3112.478437 = -1785959.705787 nChanged 7 SP:Iteration 41Q (1982.526535 sec): 3 clusters Score: Raw -1789072.965696 + Penalty 3112.478437 = -1785960.487259 nChanged 2 SP:Iteration 42Q (1982.579228 sec): 3 clusters Score: Raw -1789073.175477 + Penalty 3112.478437 = -1785960.697040 nChanged 2 SP:Iteration 43Q (1982.642837 sec): 3 clusters Score: Raw -1789073.385593 + Penalty 3112.478437 = -1785960.907156 nChanged 2 SP:Iteration 44Q (1982.709902 sec): 3 clusters Score: Raw -1789073.690201 + Penalty 3112.478437 = -1785961.211764 nChanged 5 SP:Iteration 45Q (1982.785795 sec): 3 clusters Score: Raw -1789074.130670 + Penalty 3112.478437 = -1785961.652233 nChanged 2 SP:Iteration 46Q (1982.845247 sec): 3 clusters Score: Raw -1789074.362244 + Penalty 3112.478437 = -1785961.883807 nChanged 1 SP:Iteration 47Q (1982.916025 sec): 3 clusters Score: Raw -1789074.454886 + Penalty 3112.478437 = -1785961.976449 nChanged 2 SP:Iteration 48Q (1982.974724 sec): 3 clusters Score: Raw -1789074.808860 + Penalty 3112.478437 = -1785962.330423 nChanged 2 SP:Iteration 49Q (1983.041566 sec): 3 clusters Score: Raw -1789075.085958 + Penalty 3112.478437 = -1785962.607520 nChanged 1 SP:Iteration 50Q (1983.102141 sec): 3 clusters Score: Raw -1789075.250885 + Penalty 3112.478437 = -1785962.772448 nChanged 2 SP:Iteration 51Q (1983.165489 sec): 3 clusters Score: Raw -1789075.453902 + Penalty 3112.478437 = -1785962.975465 nChanged 2 SP:Iteration 52Q (1983.236756 sec): 3 clusters Score: Raw -1789075.609197 + Penalty 3112.478437 = -1785963.130760 nChanged 1 SP:Iteration 53Q (1983.299716 sec): 3 clusters Score: Raw -1789075.803471 + Penalty 3112.478437 = -1785963.325034 nChanged 1 SP:Iteration 54Q (1983.360954 sec): 3 clusters Score: Raw -1789075.863042 + Penalty 3112.478437 = -1785963.384605 nChanged 1 SP:Iteration 55Q (1983.438841 sec): 3 clusters Score: Raw -1789075.922571 + Penalty 3112.478437 = -1785963.444133 nChanged 1 SP:Iteration 56Q (1983.495812 sec): 3 clusters Score: Raw -1789076.163515 + Penalty 3112.478437 = -1785963.685078 nChanged 1 SP:Iteration 57Q (1983.571101 sec): 3 clusters Score: Raw -1789076.249023 + Penalty 3112.478437 = -1785963.770585 nChanged 1 SP:Iteration 58Q (1983.628755 sec): 3 clusters Score: Raw -1789076.392875 + Penalty 3112.478437 = -1785963.914438 nChanged 2 SP:Iteration 59Q (1983.697435 sec): 3 clusters Score: Raw -1789076.583993 + Penalty 3112.478437 = -1785964.105556 nChanged 1 SP:Iteration 60F (1983.767500 sec): 3 clusters Score: Raw -1789076.728055 + Penalty 3112.478437 = -1785964.249618 nChanged 0 Trying to split cluster 15 (25469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1983.818158 sec): 2 clusters Score: Raw -3123352.613974 + Penalty 1648.597812 = -3121704.016162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1983.891436 sec): 3 clusters Score: Raw -3107851.461346 + Penalty 3297.195624 = -3104554.265722 nChanged 11776 SP:Iteration 1F (1983.972939 sec): 3 clusters Score: Raw -3115484.116683 + Penalty 3297.195624 = -3112186.921058 nChanged 1994 SP:Iteration 2F (1984.066400 sec): 3 clusters Score: Raw -3117143.122112 + Penalty 3297.195624 = -3113845.926488 nChanged 2147 SP:Iteration 3F (1984.145357 sec): 3 clusters Score: Raw -3119280.869298 + Penalty 3297.195624 = -3115983.673674 nChanged 2192 SP:Iteration 4F (1984.230271 sec): 3 clusters Score: Raw -3121397.406329 + Penalty 3297.195624 = -3118100.210705 nChanged 1858 SP:Iteration 5F (1984.313648 sec): 3 clusters Score: Raw -3122952.684250 + Penalty 3297.195624 = -3119655.488625 nChanged 1359 SP:Iteration 6F (1984.412431 sec): 3 clusters Score: Raw -3123928.049496 + Penalty 3297.195624 = -3120630.853872 nChanged 1038 SP:Iteration 7Q (1984.496235 sec): 3 clusters Score: Raw -3124570.352243 + Penalty 3297.195624 = -3121273.156619 nChanged 877 SP:Iteration 8Q (1984.581601 sec): 3 clusters Score: Raw -3125067.832654 + Penalty 3297.195624 = -3121770.637030 nChanged 760 SP:Iteration 9Q (1984.659764 sec): 3 clusters Score: Raw -3125477.872076 + Penalty 3297.195624 = -3122180.676451 nChanged 617 SP:Iteration 10Q (1984.749519 sec): 3 clusters Score: Raw -3125785.848685 + Penalty 3297.195624 = -3122488.653061 nChanged 553 SP:Iteration 11Q (1984.835398 sec): 3 clusters Score: Raw -3126056.368756 + Penalty 3297.195624 = -3122759.173132 nChanged 483 SP:Iteration 12Q (1984.905039 sec): 3 clusters Score: Raw -3126293.137866 + Penalty 3297.195624 = -3122995.942241 nChanged 438 SP:Iteration 13Q (1984.998492 sec): 3 clusters Score: Raw -3126529.772048 + Penalty 3297.195624 = -3123232.576424 nChanged 416 SP:Iteration 14Q (1985.072730 sec): 3 clusters Score: Raw -3126803.424843 + Penalty 3297.195624 = -3123506.229219 nChanged 395 SP:Iteration 15Q (1985.161497 sec): 3 clusters Score: Raw -3127161.408831 + Penalty 3297.195624 = -3123864.213207 nChanged 432 SP:Iteration 16Q (1985.236111 sec): 3 clusters Score: Raw -3127643.635380 + Penalty 3297.195624 = -3124346.439755 nChanged 432 SP:Iteration 17Q (1985.311562 sec): 3 clusters Score: Raw -3127990.072151 + Penalty 3297.195624 = -3124692.876527 nChanged 355 SP:Iteration 18Q (1985.390697 sec): 3 clusters Score: Raw -3128182.269493 + Penalty 3297.195624 = -3124885.073869 nChanged 281 SP:Iteration 19Q (1985.468162 sec): 3 clusters Score: Raw -3128298.719945 + Penalty 3297.195624 = -3125001.524321 nChanged 239 SP:Iteration 20F (1985.558560 sec): 3 clusters Score: Raw -3128375.589862 + Penalty 3297.195624 = -3125078.394238 nChanged 197 SP:Iteration 21Q (1985.642036 sec): 3 clusters Score: Raw -3128424.894237 + Penalty 3297.195624 = -3125127.698612 nChanged 149 SP:Iteration 22Q (1985.727298 sec): 3 clusters Score: Raw -3128457.881383 + Penalty 3297.195624 = -3125160.685759 nChanged 135 SP:Iteration 23Q (1985.812900 sec): 3 clusters Score: Raw -3128483.278122 + Penalty 3297.195624 = -3125186.082497 nChanged 108 SP:Iteration 24Q (1985.896767 sec): 3 clusters Score: Raw -3128502.540026 + Penalty 3297.195624 = -3125205.344402 nChanged 92 SP:Iteration 25Q (1985.968002 sec): 3 clusters Score: Raw -3128518.823955 + Penalty 3297.195624 = -3125221.628331 nChanged 81 SP:Iteration 26Q (1986.061748 sec): 3 clusters Score: Raw -3128531.108025 + Penalty 3297.195624 = -3125233.912401 nChanged 64 SP:Iteration 27Q (1986.136000 sec): 3 clusters Score: Raw -3128537.708186 + Penalty 3297.195624 = -3125240.512562 nChanged 39 SP:Iteration 28Q (1986.223648 sec): 3 clusters Score: Raw -3128541.742431 + Penalty 3297.195624 = -3125244.546807 nChanged 32 SP:Iteration 29Q (1986.303255 sec): 3 clusters Score: Raw -3128544.116879 + Penalty 3297.195624 = -3125246.921255 nChanged 28 SP:Iteration 30Q (1986.392013 sec): 3 clusters Score: Raw -3128546.172764 + Penalty 3297.195624 = -3125248.977140 nChanged 17 SP:Iteration 31Q (1986.464750 sec): 3 clusters Score: Raw -3128547.190757 + Penalty 3297.195624 = -3125249.995133 nChanged 7 SP:Iteration 32Q (1986.552244 sec): 3 clusters Score: Raw -3128547.571809 + Penalty 3297.195624 = -3125250.376185 nChanged 8 SP:Iteration 33Q (1986.641194 sec): 3 clusters Score: Raw -3128548.224925 + Penalty 3297.195624 = -3125251.029301 nChanged 8 SP:Iteration 34Q (1986.725245 sec): 3 clusters Score: Raw -3128548.818859 + Penalty 3297.195624 = -3125251.623235 nChanged 9 SP:Iteration 35Q (1986.803983 sec): 3 clusters Score: Raw -3128549.383413 + Penalty 3297.195624 = -3125252.187789 nChanged 8 SP:Iteration 36Q (1986.870568 sec): 3 clusters Score: Raw -3128549.878642 + Penalty 3297.195624 = -3125252.683018 nChanged 7 SP:Iteration 37Q (1986.966363 sec): 3 clusters Score: Raw -3128550.326374 + Penalty 3297.195624 = -3125253.130750 nChanged 12 SP:Iteration 38Q (1987.045237 sec): 3 clusters Score: Raw -3128551.026488 + Penalty 3297.195624 = -3125253.830863 nChanged 10 SP:Iteration 39Q (1987.128122 sec): 3 clusters Score: Raw -3128551.554438 + Penalty 3297.195624 = -3125254.358813 nChanged 11 SP:Iteration 40F (1987.206757 sec): 3 clusters Score: Raw -3128552.285232 + Penalty 3297.195624 = -3125255.089608 nChanged 10 SP:Iteration 41Q (1987.301839 sec): 3 clusters Score: Raw -3128552.837837 + Penalty 3297.195624 = -3125255.642213 nChanged 7 SP:Iteration 42Q (1987.388538 sec): 3 clusters Score: Raw -3128553.141341 + Penalty 3297.195624 = -3125255.945717 nChanged 6 SP:Iteration 43Q (1987.472283 sec): 3 clusters Score: Raw -3128553.419107 + Penalty 3297.195624 = -3125256.223483 nChanged 5 SP:Iteration 44Q (1987.541546 sec): 3 clusters Score: Raw -3128553.729724 + Penalty 3297.195624 = -3125256.534099 nChanged 8 SP:Iteration 45Q (1987.633073 sec): 3 clusters Score: Raw -3128554.059843 + Penalty 3297.195624 = -3125256.864219 nChanged 8 SP:Iteration 46Q (1987.715830 sec): 3 clusters Score: Raw -3128554.569483 + Penalty 3297.195624 = -3125257.373859 nChanged 5 SP:Iteration 47Q (1987.808721 sec): 3 clusters Score: Raw -3128554.841263 + Penalty 3297.195624 = -3125257.645639 nChanged 9 SP:Iteration 48Q (1987.903485 sec): 3 clusters Score: Raw -3128555.566222 + Penalty 3297.195624 = -3125258.370598 nChanged 11 SP:Iteration 49Q (1987.990213 sec): 3 clusters Score: Raw -3128556.167131 + Penalty 3297.195624 = -3125258.971507 nChanged 10 SP:Iteration 50Q (1988.081341 sec): 3 clusters Score: Raw -3128556.797905 + Penalty 3297.195624 = -3125259.602281 nChanged 18 SP:Iteration 51Q (1988.156525 sec): 3 clusters Score: Raw -3128558.150178 + Penalty 3297.195624 = -3125260.954554 nChanged 17 SP:Iteration 52Q (1988.242056 sec): 3 clusters Score: Raw -3128559.547749 + Penalty 3297.195624 = -3125262.352125 nChanged 18 SP:Iteration 53Q (1988.311019 sec): 3 clusters Score: Raw -3128560.723789 + Penalty 3297.195624 = -3125263.528165 nChanged 12 SP:Iteration 54Q (1988.399339 sec): 3 clusters Score: Raw -3128561.310153 + Penalty 3297.195624 = -3125264.114529 nChanged 8 SP:Iteration 55Q (1988.479377 sec): 3 clusters Score: Raw -3128561.946444 + Penalty 3297.195624 = -3125264.750819 nChanged 9 SP:Iteration 56Q (1988.569426 sec): 3 clusters Score: Raw -3128562.514946 + Penalty 3297.195624 = -3125265.319322 nChanged 9 SP:Iteration 57Q (1988.642320 sec): 3 clusters Score: Raw -3128562.790458 + Penalty 3297.195624 = -3125265.594834 nChanged 4 SP:Iteration 58Q (1988.725999 sec): 3 clusters Score: Raw -3128563.062221 + Penalty 3297.195624 = -3125265.866597 nChanged 6 SP:Iteration 59Q (1988.819412 sec): 3 clusters Score: Raw -3128563.491546 + Penalty 3297.195624 = -3125266.295922 nChanged 9 SP:Iteration 60F (1988.896552 sec): 3 clusters Score: Raw -3128563.847642 + Penalty 3297.195624 = -3125266.652018 nChanged 5 SP:Iteration 61Q (1988.980728 sec): 3 clusters Score: Raw -3128564.098280 + Penalty 3297.195624 = -3125266.902656 nChanged 6 SP:Iteration 62Q (1989.076293 sec): 3 clusters Score: Raw -3128564.388957 + Penalty 3297.195624 = -3125267.193333 nChanged 3 SP:Iteration 63Q (1989.148651 sec): 3 clusters Score: Raw -3128564.558642 + Penalty 3297.195624 = -3125267.363018 nChanged 0 SP:Iteration 64F (1989.235881 sec): 3 clusters Score: Raw -3128564.558642 + Penalty 3297.195624 = -3125267.363018 nChanged 0 Score: Raw -154684701.767528 + Penalty 109766.347648 = -154574935.419880 Splitting cluster 15 changes total score from -154551750.413013 to -154574935.419880 So it's getting split into cluster 48. Trying to split cluster 16 (9070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2026.734051 sec): 2 clusters Score: Raw -1120909.333858 + Penalty 1480.818226 = -1119428.515632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2026.795650 sec): 3 clusters Score: Raw -1115869.201641 + Penalty 2961.636452 = -1112907.565190 nChanged 3943 SP:Iteration 1F (2026.857418 sec): 3 clusters Score: Raw -1118575.108418 + Penalty 2961.636452 = -1115613.471966 nChanged 948 SP:Iteration 2F (2026.911033 sec): 3 clusters Score: Raw -1119717.771910 + Penalty 2961.636452 = -1116756.135458 nChanged 999 SP:Iteration 3F (2026.970808 sec): 3 clusters Score: Raw -1120976.495665 + Penalty 2961.636452 = -1118014.859213 nChanged 900 SP:Iteration 4F (2027.032596 sec): 3 clusters Score: Raw -1121991.790643 + Penalty 2961.636452 = -1119030.154191 nChanged 644 SP:Iteration 5F (2027.089537 sec): 3 clusters Score: Raw -1122597.106629 + Penalty 2961.636452 = -1119635.470178 nChanged 415 SP:Iteration 6Q (2027.159366 sec): 3 clusters Score: Raw -1122965.482204 + Penalty 2961.636452 = -1120003.845753 nChanged 273 SP:Iteration 7Q (2027.218057 sec): 3 clusters Score: Raw -1123209.069929 + Penalty 2961.636452 = -1120247.433478 nChanged 216 SP:Iteration 8Q (2027.279704 sec): 3 clusters Score: Raw -1123388.885960 + Penalty 2961.636452 = -1120427.249508 nChanged 195 SP:Iteration 9Q (2027.337837 sec): 3 clusters Score: Raw -1123518.913727 + Penalty 2961.636452 = -1120557.277276 nChanged 160 SP:Iteration 10Q (2027.395765 sec): 3 clusters Score: Raw -1123599.253808 + Penalty 2961.636452 = -1120637.617356 nChanged 108 SP:Iteration 11Q (2027.456155 sec): 3 clusters Score: Raw -1123640.573201 + Penalty 2961.636452 = -1120678.936749 nChanged 88 SP:Iteration 12Q (2027.521312 sec): 3 clusters Score: Raw -1123664.555220 + Penalty 2961.636452 = -1120702.918768 nChanged 54 SP:Iteration 13Q (2027.571190 sec): 3 clusters Score: Raw -1123675.140346 + Penalty 2961.636452 = -1120713.503894 nChanged 33 SP:Iteration 14Q (2027.627705 sec): 3 clusters Score: Raw -1123681.176976 + Penalty 2961.636452 = -1120719.540524 nChanged 14 SP:Iteration 15Q (2027.688167 sec): 3 clusters Score: Raw -1123683.224513 + Penalty 2961.636452 = -1120721.588062 nChanged 9 SP:Iteration 16Q (2027.761975 sec): 3 clusters Score: Raw -1123684.366606 + Penalty 2961.636452 = -1120722.730155 nChanged 3 SP:Iteration 17Q (2027.817721 sec): 3 clusters Score: Raw -1123684.617834 + Penalty 2961.636452 = -1120722.981382 nChanged 1 SP:Iteration 18Q (2027.882619 sec): 3 clusters Score: Raw -1123684.747703 + Penalty 2961.636452 = -1120723.111251 nChanged 1 SP:Iteration 19Q (2027.949525 sec): 3 clusters Score: Raw -1123684.831096 + Penalty 2961.636452 = -1120723.194644 nChanged 2 SP:Iteration 20F (2028.000221 sec): 3 clusters Score: Raw -1123684.956932 + Penalty 2961.636452 = -1120723.320481 nChanged 0 Score: Raw -154687477.390601 + Penalty 112053.146558 = -154575424.244044 Splitting cluster 16 changes total score from -154551750.413013 to -154575424.244044 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (2088.955616 sec): 50 clusters Score: Raw -154697524.112610 + Penalty 112053.146558 = -154585470.966052 nChanged 18242 Iteration 60F (2127.135998 sec): 50 clusters Score: Raw -154708676.598548 + Penalty 112053.146558 = -154596623.451990 nChanged 14949 Iteration 61Q (2143.051864 sec): 50 clusters Score: Raw -154716687.294438 + Penalty 112053.146558 = -154604634.147880 nChanged 8637 Iteration 62Q (2158.971923 sec): 50 clusters Score: Raw -154722404.495872 + Penalty 112053.146558 = -154610351.349314 nChanged 6168 Iteration 63Q (2172.602788 sec): 50 clusters Score: Raw -154725575.322170 + Penalty 112053.146558 = -154613522.175613 nChanged 4792 Iteration 64Q (2186.210876 sec): 50 clusters Score: Raw -154726776.456260 + Penalty 112053.146558 = -154614723.309703 nChanged 4017 Iteration 65Q (2199.739637 sec): 50 clusters Score: Raw -154727461.411769 + Penalty 112053.146558 = -154615408.265211 nChanged 3372 Iteration 66Q (2214.105668 sec): 50 clusters Score: Raw -154727938.935734 + Penalty 112053.146558 = -154615885.789176 nChanged 2963 Iteration 67Q (2229.593774 sec): 50 clusters Score: Raw -154728384.084582 + Penalty 112053.146558 = -154616330.938024 nChanged 2720 Iteration 68Q (2244.805687 sec): 50 clusters Score: Raw -154728734.862425 + Penalty 112053.146558 = -154616681.715867 nChanged 2421 Iteration 69Q (2260.611344 sec): 50 clusters Score: Raw -154729011.745910 + Penalty 112053.146558 = -154616958.599352 nChanged 2180 Iteration 70Q (2276.146030 sec): 50 clusters Score: Raw -154729266.425559 + Penalty 112053.146558 = -154617213.279002 nChanged 2024 Iteration 71Q (2291.643711 sec): 50 clusters Score: Raw -154729495.719233 + Penalty 112053.146558 = -154617442.572675 nChanged 1933 Iteration 72Q (2306.329668 sec): 50 clusters Score: Raw -154729698.846755 + Penalty 112053.146558 = -154617645.700197 nChanged 1777 Iteration 73Q (2320.304193 sec): 50 clusters Score: Raw -154729892.020678 + Penalty 112053.146558 = -154617838.874120 nChanged 1717 Iteration 74Q (2333.774391 sec): 50 clusters Score: Raw -154730074.024939 + Penalty 112053.146558 = -154618020.878382 nChanged 1759 Iteration 75Q (2347.497261 sec): 50 clusters Score: Raw -154730267.107692 + Penalty 112053.146558 = -154618213.961134 nChanged 1720 Iteration 76Q (2362.905998 sec): 50 clusters Score: Raw -154730455.051371 + Penalty 112053.146558 = -154618401.904814 nChanged 1674 Iteration 77Q (2376.713756 sec): 50 clusters Score: Raw -154730643.885233 + Penalty 112053.146558 = -154618590.738675 nChanged 1662 Iteration 78Q (2390.265130 sec): 50 clusters Score: Raw -154730827.037770 + Penalty 112053.146558 = -154618773.891212 nChanged 1664 Iteration 79Q (2403.419484 sec): 50 clusters Score: Raw -154731005.804432 + Penalty 112053.146558 = -154618952.657874 nChanged 1631 Iteration 80F (2441.232072 sec): 50 clusters Score: Raw -154731275.684003 + Penalty 112053.146558 = -154619222.537446 nChanged 1648 Iteration 81Q (2456.522962 sec): 50 clusters Score: Raw -154731486.524783 + Penalty 112053.146558 = -154619433.378226 nChanged 1678 Iteration 82Q (2470.540885 sec): 50 clusters Score: Raw -154731685.118847 + Penalty 112053.146558 = -154619631.972289 nChanged 1598 Iteration 83Q (2484.453575 sec): 50 clusters Score: Raw -154731872.805666 + Penalty 112053.146558 = -154619819.659108 nChanged 1587 Iteration 84Q (2498.299126 sec): 50 clusters Score: Raw -154732059.625103 + Penalty 112053.146558 = -154620006.478545 nChanged 1608 Iteration 85Q (2512.293999 sec): 50 clusters Score: Raw -154732249.326638 + Penalty 112053.146558 = -154620196.180080 nChanged 1553 Iteration 86Q (2527.451900 sec): 50 clusters Score: Raw -154732434.555052 + Penalty 112053.146558 = -154620381.408494 nChanged 1629 Iteration 87Q (2541.875079 sec): 50 clusters Score: Raw -154732620.588055 + Penalty 112053.146558 = -154620567.441497 nChanged 1590 Iteration 88Q (2557.671926 sec): 50 clusters Score: Raw -154732791.921274 + Penalty 112053.146558 = -154620738.774716 nChanged 1500 Iteration 89Q (2572.015245 sec): 50 clusters Score: Raw -154732956.376325 + Penalty 112053.146558 = -154620903.229767 nChanged 1458 Iteration 90Q (2587.990528 sec): 50 clusters Score: Raw -154733129.473494 + Penalty 112053.146558 = -154621076.326936 nChanged 1443 Iteration 91Q (2602.150258 sec): 50 clusters Score: Raw -154733317.137200 + Penalty 112053.146558 = -154621263.990642 nChanged 1411 Iteration 92Q (2618.094319 sec): 50 clusters Score: Raw -154733508.336610 + Penalty 112053.146558 = -154621455.190052 nChanged 1379 Iteration 93Q (2631.881437 sec): 50 clusters Score: Raw -154733711.150149 + Penalty 112053.146558 = -154621658.003592 nChanged 1363 Iteration 94Q (2647.584165 sec): 50 clusters Score: Raw -154733924.288258 + Penalty 112053.146558 = -154621871.141700 nChanged 1400 Iteration 95Q (2662.037383 sec): 50 clusters Score: Raw -154734145.743607 + Penalty 112053.146558 = -154622092.597049 nChanged 1388 Iteration 96Q (2677.661372 sec): 50 clusters Score: Raw -154734360.505132 + Penalty 112053.146558 = -154622307.358574 nChanged 1465 Iteration 97Q (2692.246824 sec): 50 clusters Score: Raw -154734614.004016 + Penalty 112053.146558 = -154622560.857458 nChanged 1566 Iteration 98Q (2707.575028 sec): 50 clusters Score: Raw -154734880.281363 + Penalty 112053.146558 = -154622827.134806 nChanged 1608 Writing temp clu file Because OldScore, -154622560.857458, is greater than current (better) Score,-154622827.134806 Won't try splitting - already at maximum number of clusters Iteration 99Q (2722.455884 sec): 50 clusters Score: Raw -154735119.423249 + Penalty 112053.146558 = -154623066.276691 nChanged 1513 Iteration 100F (2760.319540 sec): 50 clusters Score: Raw -154735325.985248 + Penalty 112053.146558 = -154623272.838691 nChanged 1438 Iteration 101Q (2774.673019 sec): 50 clusters Score: Raw -154735483.000885 + Penalty 112053.146558 = -154623429.854327 nChanged 1265 Iteration 102Q (2790.505814 sec): 50 clusters Score: Raw -154735617.289135 + Penalty 112053.146558 = -154623564.142577 nChanged 1225 Iteration 103Q (2804.698978 sec): 50 clusters Score: Raw -154735739.652157 + Penalty 112053.146558 = -154623686.505599 nChanged 1113 Iteration 104Q (2820.693242 sec): 50 clusters Score: Raw -154735839.543190 + Penalty 112053.146558 = -154623786.396633 nChanged 1108 Iteration 105Q (2834.041966 sec): 50 clusters Score: Raw -154735926.299225 + Penalty 112053.146558 = -154623873.152667 nChanged 1023 Iteration 106Q (2849.431984 sec): 50 clusters Score: Raw -154736002.012107 + Penalty 112053.146558 = -154623948.865549 nChanged 996 Iteration 107Q (2864.146927 sec): 50 clusters Score: Raw -154736070.083461 + Penalty 112053.146558 = -154624016.936904 nChanged 971 Iteration 108Q (2879.702074 sec): 50 clusters Score: Raw -154736131.062081 + Penalty 112053.146558 = -154624077.915523 nChanged 873 Iteration 109Q (2894.399562 sec): 50 clusters Score: Raw -154736183.674258 + Penalty 112053.146558 = -154624130.527700 nChanged 893 Iteration 110Q (2909.369457 sec): 50 clusters Score: Raw -154736236.916168 + Penalty 112053.146558 = -154624183.769610 nChanged 836 Iteration 111Q (2924.232169 sec): 50 clusters Score: Raw -154736288.706461 + Penalty 112053.146558 = -154624235.559904 nChanged 795 Iteration 112Q (2939.026796 sec): 50 clusters Score: Raw -154736339.867217 + Penalty 112053.146558 = -154624286.720659 nChanged 773 Iteration 113Q (2954.384179 sec): 50 clusters Score: Raw -154736389.361849 + Penalty 112053.146558 = -154624336.215291 nChanged 741 Iteration 114Q (2968.320922 sec): 50 clusters Score: Raw -154736432.495033 + Penalty 112053.146558 = -154624379.348475 nChanged 690 Iteration 115Q (2984.142166 sec): 50 clusters Score: Raw -154736468.701660 + Penalty 112053.146558 = -154624415.555102 nChanged 630 Iteration 116Q (2997.995916 sec): 50 clusters Score: Raw -154736500.731946 + Penalty 112053.146558 = -154624447.585389 nChanged 551 Iteration 117Q (3013.716127 sec): 50 clusters Score: Raw -154736528.082067 + Penalty 112053.146558 = -154624474.935509 nChanged 513 Iteration 118Q (3027.741314 sec): 50 clusters Score: Raw -154736553.480224 + Penalty 112053.146558 = -154624500.333666 nChanged 488 Iteration 119Q (3043.325406 sec): 50 clusters Score: Raw -154736579.001757 + Penalty 112053.146558 = -154624525.855199 nChanged 482 Iteration 120F (3081.055385 sec): 50 clusters Score: Raw -154736602.097871 + Penalty 112053.146558 = -154624548.951313 nChanged 473 Iteration 121Q (3095.949300 sec): 50 clusters Score: Raw -154736625.618495 + Penalty 112053.146558 = -154624572.471938 nChanged 425 Iteration 122Q (3110.259076 sec): 50 clusters Score: Raw -154736647.070796 + Penalty 112053.146558 = -154624593.924238 nChanged 420 Iteration 123Q (3125.699751 sec): 50 clusters Score: Raw -154736668.243324 + Penalty 112053.146558 = -154624615.096766 nChanged 384 Iteration 124Q (3140.195273 sec): 50 clusters Score: Raw -154736688.551417 + Penalty 112053.146558 = -154624635.404859 nChanged 348 Iteration 125Q (3155.494169 sec): 50 clusters Score: Raw -154736707.094501 + Penalty 112053.146558 = -154624653.947944 nChanged 338 Iteration 126Q (3169.432657 sec): 50 clusters Score: Raw -154736725.035128 + Penalty 112053.146558 = -154624671.888570 nChanged 343 Iteration 127Q (3182.894141 sec): 50 clusters Score: Raw -154736743.825886 + Penalty 112053.146558 = -154624690.679328 nChanged 327 Iteration 128Q (3196.232436 sec): 50 clusters Score: Raw -154736761.759777 + Penalty 112053.146558 = -154624708.613219 nChanged 298 Iteration 129Q (3212.135026 sec): 50 clusters Score: Raw -154736775.868873 + Penalty 112053.146558 = -154624722.722315 nChanged 278 Iteration 130Q (3225.898847 sec): 50 clusters Score: Raw -154736792.928967 + Penalty 112053.146558 = -154624739.782409 nChanged 294 Iteration 131Q (3241.398247 sec): 50 clusters Score: Raw -154736809.443801 + Penalty 112053.146558 = -154624756.297243 nChanged 311 Iteration 132Q (3255.927103 sec): 50 clusters Score: Raw -154736828.314906 + Penalty 112053.146558 = -154624775.168348 nChanged 337 Iteration 133Q (3271.344740 sec): 50 clusters Score: Raw -154736849.972133 + Penalty 112053.146558 = -154624796.825575 nChanged 346 Iteration 134Q (3286.159012 sec): 50 clusters Score: Raw -154736869.477367 + Penalty 112053.146558 = -154624816.330809 nChanged 320 Iteration 135Q (3301.134155 sec): 50 clusters Score: Raw -154736887.496095 + Penalty 112053.146558 = -154624834.349537 nChanged 317 Iteration 136Q (3316.358084 sec): 50 clusters Score: Raw -154736904.198495 + Penalty 112053.146558 = -154624851.051938 nChanged 327 Iteration 137Q (3330.996358 sec): 50 clusters Score: Raw -154736921.655329 + Penalty 112053.146558 = -154624868.508771 nChanged 345 Iteration 138Q (3346.310703 sec): 50 clusters Score: Raw -154736939.500362 + Penalty 112053.146558 = -154624886.353804 nChanged 322 Writing temp clu file Because OldScore, -154624868.508771, is greater than current (better) Score,-154624886.353804 Won't try splitting - already at maximum number of clusters Iteration 139Q (3360.409536 sec): 50 clusters Score: Raw -154736955.218669 + Penalty 112053.146558 = -154624902.072111 nChanged 314 Iteration 140F (3398.182829 sec): 50 clusters Score: Raw -154736969.947773 + Penalty 112053.146558 = -154624916.801215 nChanged 305 Iteration 141Q (3413.688315 sec): 50 clusters Score: Raw -154736984.553573 + Penalty 112053.146558 = -154624931.407015 nChanged 311 Iteration 142Q (3427.925042 sec): 50 clusters Score: Raw -154736998.141420 + Penalty 112053.146558 = -154624944.994862 nChanged 260 Iteration 143Q (3443.532925 sec): 50 clusters Score: Raw -154737007.656888 + Penalty 112053.146558 = -154624954.510330 nChanged 211 Iteration 144Q (3457.806831 sec): 50 clusters Score: Raw -154737016.183278 + Penalty 112053.146558 = -154624963.036720 nChanged 187 Iteration 145Q (3473.423574 sec): 50 clusters Score: Raw -154737022.639439 + Penalty 112053.146558 = -154624969.492881 nChanged 162 Iteration 146Q (3488.042391 sec): 50 clusters Score: Raw -154737029.198386 + Penalty 112053.146558 = -154624976.051828 nChanged 179 Iteration 147Q (3503.034236 sec): 50 clusters Score: Raw -154737035.969952 + Penalty 112053.146558 = -154624982.823394 nChanged 172 Iteration 148Q (3518.001467 sec): 50 clusters Score: Raw -154737042.238081 + Penalty 112053.146558 = -154624989.091523 nChanged 170 Iteration 149Q (3532.521886 sec): 50 clusters Score: Raw -154737047.389695 + Penalty 112053.146558 = -154624994.243137 nChanged 143 Iteration 150Q (3548.018631 sec): 50 clusters Score: Raw -154737052.510397 + Penalty 112053.146558 = -154624999.363839 nChanged 155 Iteration 151Q (3562.525253 sec): 50 clusters Score: Raw -154737057.742920 + Penalty 112053.146558 = -154625004.596362 nChanged 124 Iteration 152Q (3578.235527 sec): 50 clusters Score: Raw -154737062.153581 + Penalty 112053.146558 = -154625009.007023 nChanged 102 Iteration 153Q (3592.726690 sec): 50 clusters Score: Raw -154737066.853379 + Penalty 112053.146558 = -154625013.706821 nChanged 112 Iteration 154Q (3608.812964 sec): 50 clusters Score: Raw -154737070.995786 + Penalty 112053.146558 = -154625017.849228 nChanged 95 Iteration 155Q (3622.680495 sec): 50 clusters Score: Raw -154737074.157074 + Penalty 112053.146558 = -154625021.010516 nChanged 82 Iteration 156Q (3638.246509 sec): 50 clusters Score: Raw -154737077.471328 + Penalty 112053.146558 = -154625024.324771 nChanged 74 Iteration 157Q (3651.985884 sec): 50 clusters Score: Raw -154737080.289749 + Penalty 112053.146558 = -154625027.143191 nChanged 76 Iteration 158Q (3667.725754 sec): 50 clusters Score: Raw -154737083.066541 + Penalty 112053.146558 = -154625029.919983 nChanged 75 Iteration 159Q (3682.126352 sec): 50 clusters Score: Raw -154737086.738780 + Penalty 112053.146558 = -154625033.592222 nChanged 98 Iteration 160F (3720.008896 sec): 50 clusters Score: Raw -154737090.867510 + Penalty 112053.146558 = -154625037.720952 nChanged 88 Iteration 161Q (3734.375131 sec): 50 clusters Score: Raw -154737094.407998 + Penalty 112053.146558 = -154625041.261440 nChanged 96 Iteration 162Q (3750.250426 sec): 50 clusters Score: Raw -154737098.279164 + Penalty 112053.146558 = -154625045.132607 nChanged 100 Iteration 163Q (3764.402796 sec): 50 clusters Score: Raw -154737101.070679 + Penalty 112053.146558 = -154625047.924121 nChanged 75 Iteration 164Q (3781.013918 sec): 50 clusters Score: Raw -154737103.489893 + Penalty 112053.146558 = -154625050.343335 nChanged 65 Iteration 165Q (3795.107250 sec): 50 clusters Score: Raw -154737105.864218 + Penalty 112053.146558 = -154625052.717660 nChanged 65 Iteration 166Q (3810.973239 sec): 50 clusters Score: Raw -154737108.105485 + Penalty 112053.146558 = -154625054.958927 nChanged 60 Iteration 167Q (3826.331632 sec): 50 clusters Score: Raw -154737110.342395 + Penalty 112053.146558 = -154625057.195837 nChanged 66 Iteration 168Q (3841.961966 sec): 50 clusters Score: Raw -154737112.309951 + Penalty 112053.146558 = -154625059.163393 nChanged 57 Iteration 169Q (3857.743943 sec): 50 clusters Score: Raw -154737114.222143 + Penalty 112053.146558 = -154625061.075585 nChanged 61 Iteration 170Q (3872.831551 sec): 50 clusters Score: Raw -154737116.109999 + Penalty 112053.146558 = -154625062.963441 nChanged 60 Iteration 171Q (3888.334737 sec): 50 clusters Score: Raw -154737118.585547 + Penalty 112053.146558 = -154625065.438989 nChanged 60 Iteration 172Q (3904.438604 sec): 50 clusters Score: Raw -154737121.108885 + Penalty 112053.146558 = -154625067.962327 nChanged 79 Iteration 173Q (3920.446710 sec): 50 clusters Score: Raw -154737123.885898 + Penalty 112053.146558 = -154625070.739340 nChanged 63 Iteration 174Q (3936.245572 sec): 50 clusters Score: Raw -154737126.329859 + Penalty 112053.146558 = -154625073.183301 nChanged 59 Iteration 175Q (3951.991305 sec): 50 clusters Score: Raw -154737128.277282 + Penalty 112053.146558 = -154625075.130724 nChanged 62 Iteration 176Q (3967.256641 sec): 50 clusters Score: Raw -154737130.872881 + Penalty 112053.146558 = -154625077.726324 nChanged 66 Iteration 177Q (3981.062226 sec): 50 clusters Score: Raw -154737132.823158 + Penalty 112053.146558 = -154625079.676601 nChanged 69 Iteration 178Q (3995.011322 sec): 50 clusters Score: Raw -154737135.111157 + Penalty 112053.146558 = -154625081.964599 nChanged 50 Writing temp clu file Because OldScore, -154625079.676601, is greater than current (better) Score,-154625081.964599 Won't try splitting - already at maximum number of clusters Iteration 179Q (4009.240748 sec): 50 clusters Score: Raw -154737136.783691 + Penalty 112053.146558 = -154625083.637133 nChanged 48 Iteration 180F (4047.616364 sec): 50 clusters Score: Raw -154737138.382877 + Penalty 112053.146558 = -154625085.236319 nChanged 54 Iteration 181Q (4063.812333 sec): 50 clusters Score: Raw -154737140.061189 + Penalty 112053.146558 = -154625086.914631 nChanged 43 Iteration 182Q (4079.541157 sec): 50 clusters Score: Raw -154737141.669617 + Penalty 112053.146558 = -154625088.523060 nChanged 47 Iteration 183Q (4095.394630 sec): 50 clusters Score: Raw -154737143.177977 + Penalty 112053.146558 = -154625090.031419 nChanged 65 Iteration 184Q (4111.059921 sec): 50 clusters Score: Raw -154737145.320923 + Penalty 112053.146558 = -154625092.174365 nChanged 75 Iteration 185Q (4126.659445 sec): 50 clusters Score: Raw -154737147.178315 + Penalty 112053.146558 = -154625094.031757 nChanged 63 Iteration 186Q (4142.827600 sec): 50 clusters Score: Raw -154737149.015677 + Penalty 112053.146558 = -154625095.869119 nChanged 59 Iteration 187Q (4159.042602 sec): 50 clusters Score: Raw -154737150.352234 + Penalty 112053.146558 = -154625097.205676 nChanged 57 Iteration 188Q (4175.145918 sec): 50 clusters Score: Raw -154737151.654268 + Penalty 112053.146558 = -154625098.507711 nChanged 49 Iteration 189Q (4191.189133 sec): 50 clusters Score: Raw -154737152.567938 + Penalty 112053.146558 = -154625099.421380 nChanged 40 Iteration 190Q (4207.003314 sec): 50 clusters Score: Raw -154737153.465294 + Penalty 112053.146558 = -154625100.318736 nChanged 35 Iteration 191Q (4222.770574 sec): 50 clusters Score: Raw -154737154.197033 + Penalty 112053.146558 = -154625101.050476 nChanged 32 Iteration 192Q (4238.797787 sec): 50 clusters Score: Raw -154737155.190346 + Penalty 112053.146558 = -154625102.043788 nChanged 44 Iteration 193Q (4253.099236 sec): 50 clusters Score: Raw -154737156.460584 + Penalty 112053.146558 = -154625103.314027 nChanged 39 Iteration 194Q (4267.029128 sec): 50 clusters Score: Raw -154737157.457725 + Penalty 112053.146558 = -154625104.311168 nChanged 27 Iteration 195Q (4280.990133 sec): 50 clusters Score: Raw -154737157.985792 + Penalty 112053.146558 = -154625104.839234 nChanged 16 Iteration 196Q (4296.856036 sec): 50 clusters Score: Raw -154737158.251328 + Penalty 112053.146558 = -154625105.104771 nChanged 10 Iteration 197Q (4310.454340 sec): 50 clusters Score: Raw -154737158.463976 + Penalty 112053.146558 = -154625105.317418 nChanged 10 Iteration 198Q (4323.936478 sec): 50 clusters Score: Raw -154737158.813183 + Penalty 112053.146558 = -154625105.666625 nChanged 11 Iteration 199Q (4337.742689 sec): 50 clusters Score: Raw -154737159.003110 + Penalty 112053.146558 = -154625105.856552 nChanged 5 Iteration 200F (4375.951356 sec): 50 clusters Score: Raw -154737159.057748 + Penalty 112053.146558 = -154625105.911190 nChanged 3 Iteration 201Q (4391.482385 sec): 50 clusters Score: Raw -154737159.111913 + Penalty 112053.146558 = -154625105.965355 nChanged 4 Iteration 202Q (4406.807597 sec): 50 clusters Score: Raw -154737159.178113 + Penalty 112053.146558 = -154625106.031555 nChanged 5 Iteration 203Q (4422.385760 sec): 50 clusters Score: Raw -154737159.272678 + Penalty 112053.146558 = -154625106.126120 nChanged 5 Iteration 204Q (4438.330519 sec): 50 clusters Score: Raw -154737159.441311 + Penalty 112053.146558 = -154625106.294753 nChanged 7 Iteration 205Q (4454.339769 sec): 50 clusters Score: Raw -154737159.627209 + Penalty 112053.146558 = -154625106.480651 nChanged 10 Iteration 206Q (4470.135646 sec): 50 clusters Score: Raw -154737160.023309 + Penalty 112053.146558 = -154625106.876751 nChanged 13 Iteration 207Q (4486.260179 sec): 50 clusters Score: Raw -154737160.730564 + Penalty 112053.146558 = -154625107.584006 nChanged 19 Iteration 208Q (4502.449840 sec): 50 clusters Score: Raw -154737161.074416 + Penalty 112053.146558 = -154625107.927858 nChanged 10 Iteration 209Q (4518.058586 sec): 50 clusters Score: Raw -154737161.436691 + Penalty 112053.146558 = -154625108.290133 nChanged 6 Iteration 210Q (4533.858709 sec): 50 clusters Score: Raw -154737161.554879 + Penalty 112053.146558 = -154625108.408321 nChanged 5 Iteration 211Q (4549.637984 sec): 50 clusters Score: Raw -154737161.646677 + Penalty 112053.146558 = -154625108.500120 nChanged 5 Iteration 212Q (4565.763822 sec): 50 clusters Score: Raw -154737161.713285 + Penalty 112053.146558 = -154625108.566727 nChanged 4 Iteration 213Q (4580.959108 sec): 50 clusters Score: Raw -154737161.791605 + Penalty 112053.146558 = -154625108.645047 nChanged 3 Iteration 214Q (4596.419515 sec): 50 clusters Score: Raw -154737161.876580 + Penalty 112053.146558 = -154625108.730022 nChanged 5 Iteration 215Q (4611.959625 sec): 50 clusters Score: Raw -154737162.079944 + Penalty 112053.146558 = -154625108.933387 nChanged 5 Iteration 216Q (4627.807499 sec): 50 clusters Score: Raw -154737162.204557 + Penalty 112053.146558 = -154625109.057999 nChanged 7 Iteration 217Q (4643.875072 sec): 50 clusters Score: Raw -154737162.331242 + Penalty 112053.146558 = -154625109.184684 nChanged 3 Iteration 218Q (4659.695380 sec): 50 clusters Score: Raw -154737162.433700 + Penalty 112053.146558 = -154625109.287142 nChanged 1 Writing temp clu file Because OldScore, -154625109.184684, is greater than current (better) Score,-154625109.287142 Won't try splitting - already at maximum number of clusters Iteration 219Q (4675.852728 sec): 50 clusters Score: Raw -154737162.461090 + Penalty 112053.146558 = -154625109.314533 nChanged 0 Iteration 220F (4714.013923 sec): 50 clusters Score: Raw -154737162.461090 + Penalty 112053.146558 = -154625109.314533 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:4700.277432 seconds. 20->50 Clusters: Score -154625109.314533, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 1293172 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 12 (14903 points): Lose 1907.007752 but Gain 2286.798909 Iteration 0F (4730.225819 sec): 20 clusters Score: Raw -145150980.838725 + Penalty 43449.179278 = -145107531.659447 nChanged 1227420 Iteration 1F (4745.404690 sec): 20 clusters Score: Raw -149638951.764162 + Penalty 43449.179278 = -149595502.584884 nChanged 566731 Iteration 2F (4760.355264 sec): 20 clusters Score: Raw -151657459.428897 + Penalty 43449.179278 = -151614010.249619 nChanged 394756 Iteration 3F (4775.325633 sec): 20 clusters Score: Raw -152948625.488280 + Penalty 43449.179278 = -152905176.309003 nChanged 262829 Iteration 4F (4790.267739 sec): 20 clusters Score: Raw -153635181.422582 + Penalty 43449.179278 = -153591732.243304 nChanged 158876 Iteration 5F (4805.317198 sec): 20 clusters Score: Raw -153873209.706439 + Penalty 43449.179278 = -153829760.527161 nChanged 98247 Iteration 6F (4820.232448 sec): 20 clusters Score: Raw -154023788.818493 + Penalty 43449.179278 = -153980339.639215 nChanged 70761 Iteration 7F (4835.176472 sec): 20 clusters Score: Raw -154157821.613264 + Penalty 43449.179278 = -154114372.433986 nChanged 52632 Iteration 8Q (4842.854673 sec): 20 clusters Score: Raw -154209710.291769 + Penalty 43449.179278 = -154166261.112492 nChanged 42592 Iteration 9Q (4850.402596 sec): 20 clusters Score: Raw -154248261.685236 + Penalty 43449.179278 = -154204812.505958 nChanged 36740 Iteration 10Q (4857.915407 sec): 20 clusters Score: Raw -154290054.267711 + Penalty 43449.179278 = -154246605.088433 nChanged 30860 Iteration 11Q (4865.380441 sec): 20 clusters Score: Raw -154318797.038083 + Penalty 43449.179278 = -154275347.858805 nChanged 24506 Iteration 12Q (4872.550682 sec): 20 clusters Score: Raw -154334590.506618 + Penalty 43449.179278 = -154291141.327341 nChanged 18388 Iteration 13Q (4879.752320 sec): 20 clusters Score: Raw -154343768.227028 + Penalty 43449.179278 = -154300319.047751 nChanged 14223 Iteration 14Q (4887.040905 sec): 20 clusters Score: Raw -154349968.690683 + Penalty 43449.179278 = -154306519.511405 nChanged 11574 Iteration 15Q (4893.371329 sec): 20 clusters Score: Raw -154354954.329258 + Penalty 43449.179278 = -154311505.149981 nChanged 9798 Iteration 16Q (4899.352958 sec): 20 clusters Score: Raw -154359120.963870 + Penalty 43449.179278 = -154315671.784593 nChanged 8449 Iteration 17Q (4905.495197 sec): 20 clusters Score: Raw -154362622.086610 + Penalty 43449.179278 = -154319172.907332 nChanged 7436 Iteration 18Q (4911.863835 sec): 20 clusters Score: Raw -154365462.524778 + Penalty 43449.179278 = -154322013.345500 nChanged 6530 Iteration 19Q (4918.253321 sec): 20 clusters Score: Raw -154367866.296470 + Penalty 43449.179278 = -154324417.117193 nChanged 5812 Writing temp clu file Because OldScore, -154322013.345500, is greater than current (better) Score,-154324417.117193 Compute initial score before splitting: Score: Raw -154367866.296470 + Penalty 43449.179278 = -154324417.117193 Trying to split cluster 1 (14604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4918.698479 sec): 2 clusters Score: Raw -1758136.102626 + Penalty 1558.220746 = -1756577.881880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4918.776542 sec): 3 clusters Score: Raw -1749781.344762 + Penalty 3116.441491 = -1746664.903271 nChanged 6466 SP:Iteration 1F (4918.843111 sec): 3 clusters Score: Raw -1757591.347918 + Penalty 3116.441491 = -1754474.906427 nChanged 2593 SP:Iteration 2F (4918.907123 sec): 3 clusters Score: Raw -1765785.658785 + Penalty 3116.441491 = -1762669.217293 nChanged 1872 SP:Iteration 3F (4918.981037 sec): 3 clusters Score: Raw -1768598.998445 + Penalty 3116.441491 = -1765482.556953 nChanged 784 SP:Iteration 4F (4919.048275 sec): 3 clusters Score: Raw -1769180.255658 + Penalty 3116.441491 = -1766063.814166 nChanged 341 SP:Iteration 5Q (4919.126581 sec): 3 clusters Score: Raw -1769388.356924 + Penalty 3116.441491 = -1766271.915432 nChanged 216 SP:Iteration 6Q (4919.186706 sec): 3 clusters Score: Raw -1769511.181375 + Penalty 3116.441491 = -1766394.739883 nChanged 163 SP:Iteration 7Q (4919.243792 sec): 3 clusters Score: Raw -1769621.937765 + Penalty 3116.441491 = -1766505.496273 nChanged 146 SP:Iteration 8Q (4919.310450 sec): 3 clusters Score: Raw -1769733.518393 + Penalty 3116.441491 = -1766617.076901 nChanged 140 SP:Iteration 9Q (4919.380091 sec): 3 clusters Score: Raw -1769856.522228 + Penalty 3116.441491 = -1766740.080736 nChanged 151 SP:Iteration 10Q (4919.460107 sec): 3 clusters Score: Raw -1769959.145150 + Penalty 3116.441491 = -1766842.703659 nChanged 133 SP:Iteration 11Q (4919.520927 sec): 3 clusters Score: Raw -1770054.861089 + Penalty 3116.441491 = -1766938.419597 nChanged 166 SP:Iteration 12Q (4919.591245 sec): 3 clusters Score: Raw -1770179.845718 + Penalty 3116.441491 = -1767063.404227 nChanged 196 SP:Iteration 13Q (4919.659339 sec): 3 clusters Score: Raw -1770345.657888 + Penalty 3116.441491 = -1767229.216396 nChanged 221 SP:Iteration 14Q (4919.728394 sec): 3 clusters Score: Raw -1770567.256991 + Penalty 3116.441491 = -1767450.815499 nChanged 251 SP:Iteration 15Q (4919.802661 sec): 3 clusters Score: Raw -1770842.488489 + Penalty 3116.441491 = -1767726.046997 nChanged 279 SP:Iteration 16Q (4919.869750 sec): 3 clusters Score: Raw -1771181.015015 + Penalty 3116.441491 = -1768064.573523 nChanged 284 SP:Iteration 17Q (4919.944467 sec): 3 clusters Score: Raw -1771573.721413 + Penalty 3116.441491 = -1768457.279921 nChanged 294 SP:Iteration 18Q (4919.999030 sec): 3 clusters Score: Raw -1772004.373936 + Penalty 3116.441491 = -1768887.932445 nChanged 246 SP:Iteration 19Q (4920.079596 sec): 3 clusters Score: Raw -1772314.305123 + Penalty 3116.441491 = -1769197.863632 nChanged 144 SP:Iteration 20F (4920.143906 sec): 3 clusters Score: Raw -1772434.139718 + Penalty 3116.441491 = -1769317.698227 nChanged 62 SP:Iteration 21Q (4920.210478 sec): 3 clusters Score: Raw -1772454.580207 + Penalty 3116.441491 = -1769338.138716 nChanged 18 SP:Iteration 22Q (4920.286599 sec): 3 clusters Score: Raw -1772456.658682 + Penalty 3116.441491 = -1769340.217191 nChanged 5 SP:Iteration 23Q (4920.349224 sec): 3 clusters Score: Raw -1772457.123211 + Penalty 3116.441491 = -1769340.681719 nChanged 2 SP:Iteration 24Q (4920.428386 sec): 3 clusters Score: Raw -1772457.191079 + Penalty 3116.441491 = -1769340.749587 nChanged 0 SP:Iteration 25F (4920.492589 sec): 3 clusters Score: Raw -1772457.191079 + Penalty 3116.441491 = -1769340.749587 nChanged 0 Score: Raw -154383025.004249 + Penalty 45735.978187 = -154337289.026062 Splitting cluster 1 changes total score from -154324417.117193 to -154337289.026062 So it's getting split into cluster 12. Trying to split cluster 2 (45064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4937.024946 sec): 2 clusters Score: Raw -5195942.894466 + Penalty 1741.323834 = -5194201.570632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4937.135818 sec): 3 clusters Score: Raw -5167510.895347 + Penalty 3482.647669 = -5164028.247679 nChanged 21035 SP:Iteration 1F (4937.257236 sec): 3 clusters Score: Raw -5181307.647225 + Penalty 3482.647669 = -5177824.999556 nChanged 3392 SP:Iteration 2F (4937.371339 sec): 3 clusters Score: Raw -5184062.687564 + Penalty 3482.647669 = -5180580.039896 nChanged 3777 SP:Iteration 3F (4937.486406 sec): 3 clusters Score: Raw -5187199.551705 + Penalty 3482.647669 = -5183716.904037 nChanged 3789 SP:Iteration 4F (4937.605817 sec): 3 clusters Score: Raw -5190331.017777 + Penalty 3482.647669 = -5186848.370109 nChanged 3448 SP:Iteration 5F (4937.720301 sec): 3 clusters Score: Raw -5193038.515049 + Penalty 3482.647669 = -5189555.867380 nChanged 2825 SP:Iteration 6F (4937.830807 sec): 3 clusters Score: Raw -5195218.505618 + Penalty 3482.647669 = -5191735.857950 nChanged 2503 SP:Iteration 7F (4937.948107 sec): 3 clusters Score: Raw -5197149.923170 + Penalty 3482.647669 = -5193667.275501 nChanged 2070 SP:Iteration 8Q (4938.068493 sec): 3 clusters Score: Raw -5198585.670360 + Penalty 3482.647669 = -5195103.022692 nChanged 1660 SP:Iteration 9Q (4938.179386 sec): 3 clusters Score: Raw -5199523.037713 + Penalty 3482.647669 = -5196040.390044 nChanged 1276 SP:Iteration 10Q (4938.303283 sec): 3 clusters Score: Raw -5200164.479997 + Penalty 3482.647669 = -5196681.832328 nChanged 1051 SP:Iteration 11Q (4938.414390 sec): 3 clusters Score: Raw -5200653.515433 + Penalty 3482.647669 = -5197170.867765 nChanged 869 SP:Iteration 12Q (4938.531847 sec): 3 clusters Score: Raw -5201012.537179 + Penalty 3482.647669 = -5197529.889511 nChanged 748 SP:Iteration 13Q (4938.635085 sec): 3 clusters Score: Raw -5201314.323620 + Penalty 3482.647669 = -5197831.675952 nChanged 641 SP:Iteration 14Q (4938.756950 sec): 3 clusters Score: Raw -5201545.135228 + Penalty 3482.647669 = -5198062.487559 nChanged 564 SP:Iteration 15Q (4938.869226 sec): 3 clusters Score: Raw -5201715.867505 + Penalty 3482.647669 = -5198233.219836 nChanged 477 SP:Iteration 16Q (4938.980195 sec): 3 clusters Score: Raw -5201838.333146 + Penalty 3482.647669 = -5198355.685477 nChanged 402 SP:Iteration 17Q (4939.084629 sec): 3 clusters Score: Raw -5201930.384762 + Penalty 3482.647669 = -5198447.737094 nChanged 333 SP:Iteration 18Q (4939.196290 sec): 3 clusters Score: Raw -5201997.250944 + Penalty 3482.647669 = -5198514.603275 nChanged 287 SP:Iteration 19Q (4939.291633 sec): 3 clusters Score: Raw -5202052.870546 + Penalty 3482.647669 = -5198570.222877 nChanged 262 SP:Iteration 20F (4939.404356 sec): 3 clusters Score: Raw -5202097.439123 + Penalty 3482.647669 = -5198614.791454 nChanged 191 SP:Iteration 21Q (4939.504478 sec): 3 clusters Score: Raw -5202123.396002 + Penalty 3482.647669 = -5198640.748334 nChanged 164 SP:Iteration 22Q (4939.618140 sec): 3 clusters Score: Raw -5202146.069948 + Penalty 3482.647669 = -5198663.422280 nChanged 145 SP:Iteration 23Q (4939.730153 sec): 3 clusters Score: Raw -5202162.849520 + Penalty 3482.647669 = -5198680.201852 nChanged 112 SP:Iteration 24Q (4939.842345 sec): 3 clusters Score: Raw -5202175.714793 + Penalty 3482.647669 = -5198693.067124 nChanged 98 SP:Iteration 25Q (4939.949732 sec): 3 clusters Score: Raw -5202187.663288 + Penalty 3482.647669 = -5198705.015619 nChanged 103 SP:Iteration 26Q (4940.073264 sec): 3 clusters Score: Raw -5202200.590376 + Penalty 3482.647669 = -5198717.942707 nChanged 100 SP:Iteration 27Q (4940.172507 sec): 3 clusters Score: Raw -5202210.419121 + Penalty 3482.647669 = -5198727.771453 nChanged 76 SP:Iteration 28Q (4940.292144 sec): 3 clusters Score: Raw -5202217.366228 + Penalty 3482.647669 = -5198734.718559 nChanged 63 SP:Iteration 29Q (4940.394453 sec): 3 clusters Score: Raw -5202223.250575 + Penalty 3482.647669 = -5198740.602906 nChanged 61 SP:Iteration 30Q (4940.506336 sec): 3 clusters Score: Raw -5202228.723637 + Penalty 3482.647669 = -5198746.075968 nChanged 53 SP:Iteration 31Q (4940.620792 sec): 3 clusters Score: Raw -5202233.969308 + Penalty 3482.647669 = -5198751.321640 nChanged 59 SP:Iteration 32Q (4940.720732 sec): 3 clusters Score: Raw -5202240.444309 + Penalty 3482.647669 = -5198757.796641 nChanged 57 SP:Iteration 33Q (4940.840404 sec): 3 clusters Score: Raw -5202245.957624 + Penalty 3482.647669 = -5198763.309955 nChanged 56 SP:Iteration 34Q (4940.955709 sec): 3 clusters Score: Raw -5202251.316740 + Penalty 3482.647669 = -5198768.669071 nChanged 53 SP:Iteration 35Q (4941.063223 sec): 3 clusters Score: Raw -5202256.704309 + Penalty 3482.647669 = -5198774.056640 nChanged 51 SP:Iteration 36Q (4941.177737 sec): 3 clusters Score: Raw -5202262.185596 + Penalty 3482.647669 = -5198779.537927 nChanged 48 SP:Iteration 37Q (4941.285213 sec): 3 clusters Score: Raw -5202266.550660 + Penalty 3482.647669 = -5198783.902992 nChanged 44 SP:Iteration 38Q (4941.397032 sec): 3 clusters Score: Raw -5202270.447863 + Penalty 3482.647669 = -5198787.800194 nChanged 31 SP:Iteration 39Q (4941.511062 sec): 3 clusters Score: Raw -5202272.653982 + Penalty 3482.647669 = -5198790.006313 nChanged 24 SP:Iteration 40F (4941.643386 sec): 3 clusters Score: Raw -5202274.245189 + Penalty 3482.647669 = -5198791.597521 nChanged 26 SP:Iteration 41Q (4941.754228 sec): 3 clusters Score: Raw -5202276.276080 + Penalty 3482.647669 = -5198793.628411 nChanged 29 SP:Iteration 42Q (4941.854720 sec): 3 clusters Score: Raw -5202278.599535 + Penalty 3482.647669 = -5198795.951867 nChanged 30 SP:Iteration 43Q (4941.965399 sec): 3 clusters Score: Raw -5202280.824439 + Penalty 3482.647669 = -5198798.176770 nChanged 28 SP:Iteration 44Q (4942.079184 sec): 3 clusters Score: Raw -5202282.212707 + Penalty 3482.647669 = -5198799.565039 nChanged 25 SP:Iteration 45Q (4942.191751 sec): 3 clusters Score: Raw -5202283.998700 + Penalty 3482.647669 = -5198801.351031 nChanged 23 SP:Iteration 46Q (4942.315192 sec): 3 clusters Score: Raw -5202285.608740 + Penalty 3482.647669 = -5198802.961071 nChanged 22 SP:Iteration 47Q (4942.434148 sec): 3 clusters Score: Raw -5202286.511647 + Penalty 3482.647669 = -5198803.863978 nChanged 14 SP:Iteration 48Q (4942.550955 sec): 3 clusters Score: Raw -5202287.410966 + Penalty 3482.647669 = -5198804.763298 nChanged 12 SP:Iteration 49Q (4942.661969 sec): 3 clusters Score: Raw -5202287.933493 + Penalty 3482.647669 = -5198805.285824 nChanged 11 SP:Iteration 50Q (4942.770597 sec): 3 clusters Score: Raw -5202288.472155 + Penalty 3482.647669 = -5198805.824486 nChanged 15 SP:Iteration 51Q (4942.890022 sec): 3 clusters Score: Raw -5202289.530750 + Penalty 3482.647669 = -5198806.883081 nChanged 14 SP:Iteration 52Q (4942.993466 sec): 3 clusters Score: Raw -5202290.514583 + Penalty 3482.647669 = -5198807.866914 nChanged 17 SP:Iteration 53Q (4943.115410 sec): 3 clusters Score: Raw -5202291.826124 + Penalty 3482.647669 = -5198809.178455 nChanged 18 SP:Iteration 54Q (4943.214613 sec): 3 clusters Score: Raw -5202292.943734 + Penalty 3482.647669 = -5198810.296065 nChanged 17 SP:Iteration 55Q (4943.320785 sec): 3 clusters Score: Raw -5202293.778048 + Penalty 3482.647669 = -5198811.130379 nChanged 10 SP:Iteration 56Q (4943.441015 sec): 3 clusters Score: Raw -5202294.247472 + Penalty 3482.647669 = -5198811.599803 nChanged 10 SP:Iteration 57Q (4943.552458 sec): 3 clusters Score: Raw -5202294.605347 + Penalty 3482.647669 = -5198811.957678 nChanged 6 SP:Iteration 58Q (4943.648134 sec): 3 clusters Score: Raw -5202294.822056 + Penalty 3482.647669 = -5198812.174388 nChanged 6 SP:Iteration 59Q (4943.769427 sec): 3 clusters Score: Raw -5202295.064181 + Penalty 3482.647669 = -5198812.416512 nChanged 9 SP:Iteration 60F (4943.893703 sec): 3 clusters Score: Raw -5202295.485436 + Penalty 3482.647669 = -5198812.837767 nChanged 8 SP:Iteration 61Q (4944.011943 sec): 3 clusters Score: Raw -5202295.865621 + Penalty 3482.647669 = -5198813.217952 nChanged 11 SP:Iteration 62Q (4944.124056 sec): 3 clusters Score: Raw -5202296.306710 + Penalty 3482.647669 = -5198813.659041 nChanged 9 SP:Iteration 63Q (4944.238584 sec): 3 clusters Score: Raw -5202296.897769 + Penalty 3482.647669 = -5198814.250101 nChanged 12 SP:Iteration 64Q (4944.346661 sec): 3 clusters Score: Raw -5202297.868631 + Penalty 3482.647669 = -5198815.220962 nChanged 18 SP:Iteration 65Q (4944.450745 sec): 3 clusters Score: Raw -5202299.236303 + Penalty 3482.647669 = -5198816.588634 nChanged 16 SP:Iteration 66Q (4944.566150 sec): 3 clusters Score: Raw -5202300.349099 + Penalty 3482.647669 = -5198817.701430 nChanged 22 SP:Iteration 67Q (4944.683196 sec): 3 clusters Score: Raw -5202301.696358 + Penalty 3482.647669 = -5198819.048689 nChanged 20 SP:Iteration 68Q (4944.807917 sec): 3 clusters Score: Raw -5202303.385840 + Penalty 3482.647669 = -5198820.738172 nChanged 27 SP:Iteration 69Q (4944.921342 sec): 3 clusters Score: Raw -5202306.184867 + Penalty 3482.647669 = -5198823.537198 nChanged 26 SP:Iteration 70Q (4945.030800 sec): 3 clusters Score: Raw -5202308.750666 + Penalty 3482.647669 = -5198826.102997 nChanged 27 SP:Iteration 71Q (4945.141256 sec): 3 clusters Score: Raw -5202311.885459 + Penalty 3482.647669 = -5198829.237790 nChanged 36 SP:Iteration 72Q (4945.252009 sec): 3 clusters Score: Raw -5202315.202055 + Penalty 3482.647669 = -5198832.554386 nChanged 40 SP:Iteration 73Q (4945.375516 sec): 3 clusters Score: Raw -5202318.939928 + Penalty 3482.647669 = -5198836.292259 nChanged 40 SP:Iteration 74Q (4945.489068 sec): 3 clusters Score: Raw -5202323.405854 + Penalty 3482.647669 = -5198840.758185 nChanged 49 SP:Iteration 75Q (4945.607496 sec): 3 clusters Score: Raw -5202328.824274 + Penalty 3482.647669 = -5198846.176605 nChanged 43 SP:Iteration 76Q (4945.719898 sec): 3 clusters Score: Raw -5202332.892296 + Penalty 3482.647669 = -5198850.244627 nChanged 38 SP:Iteration 77Q (4945.838314 sec): 3 clusters Score: Raw -5202336.411476 + Penalty 3482.647669 = -5198853.763807 nChanged 36 SP:Iteration 78Q (4945.953420 sec): 3 clusters Score: Raw -5202339.745079 + Penalty 3482.647669 = -5198857.097410 nChanged 45 SP:Iteration 79Q (4946.066876 sec): 3 clusters Score: Raw -5202344.805072 + Penalty 3482.647669 = -5198862.157403 nChanged 49 SP:Iteration 80F (4946.189610 sec): 3 clusters Score: Raw -5202349.936142 + Penalty 3482.647669 = -5198867.288473 nChanged 43 SP:Iteration 81Q (4946.304546 sec): 3 clusters Score: Raw -5202354.050658 + Penalty 3482.647669 = -5198871.402989 nChanged 43 SP:Iteration 82Q (4946.420454 sec): 3 clusters Score: Raw -5202357.857844 + Penalty 3482.647669 = -5198875.210175 nChanged 32 SP:Iteration 83Q (4946.527261 sec): 3 clusters Score: Raw -5202360.930693 + Penalty 3482.647669 = -5198878.283024 nChanged 26 SP:Iteration 84Q (4946.648377 sec): 3 clusters Score: Raw -5202363.707333 + Penalty 3482.647669 = -5198881.059664 nChanged 32 SP:Iteration 85Q (4946.763997 sec): 3 clusters Score: Raw -5202366.808224 + Penalty 3482.647669 = -5198884.160555 nChanged 23 SP:Iteration 86Q (4946.877242 sec): 3 clusters Score: Raw -5202368.543173 + Penalty 3482.647669 = -5198885.895504 nChanged 16 SP:Iteration 87Q (4946.985442 sec): 3 clusters Score: Raw -5202370.272272 + Penalty 3482.647669 = -5198887.624603 nChanged 21 SP:Iteration 88Q (4947.097764 sec): 3 clusters Score: Raw -5202371.530955 + Penalty 3482.647669 = -5198888.883286 nChanged 12 SP:Iteration 89Q (4947.221239 sec): 3 clusters Score: Raw -5202372.613916 + Penalty 3482.647669 = -5198889.966247 nChanged 12 SP:Iteration 90Q (4947.326009 sec): 3 clusters Score: Raw -5202373.705331 + Penalty 3482.647669 = -5198891.057662 nChanged 14 SP:Iteration 91Q (4947.445126 sec): 3 clusters Score: Raw -5202374.500727 + Penalty 3482.647669 = -5198891.853059 nChanged 14 SP:Iteration 92Q (4947.562591 sec): 3 clusters Score: Raw -5202375.167564 + Penalty 3482.647669 = -5198892.519895 nChanged 7 SP:Iteration 93Q (4947.671683 sec): 3 clusters Score: Raw -5202375.365155 + Penalty 3482.647669 = -5198892.717487 nChanged 2 SP:Iteration 94Q (4947.786088 sec): 3 clusters Score: Raw -5202375.422703 + Penalty 3482.647669 = -5198892.775034 nChanged 4 SP:Iteration 95Q (4947.901728 sec): 3 clusters Score: Raw -5202375.697605 + Penalty 3482.647669 = -5198893.049936 nChanged 3 SP:Iteration 96Q (4948.014234 sec): 3 clusters Score: Raw -5202375.790723 + Penalty 3482.647669 = -5198893.143054 nChanged 2 SP:Iteration 97Q (4948.129726 sec): 3 clusters Score: Raw -5202375.916406 + Penalty 3482.647669 = -5198893.268737 nChanged 5 SP:Iteration 98Q (4948.245298 sec): 3 clusters Score: Raw -5202376.238460 + Penalty 3482.647669 = -5198893.590792 nChanged 5 SP:Iteration 99Q (4948.361518 sec): 3 clusters Score: Raw -5202376.511899 + Penalty 3482.647669 = -5198893.864231 nChanged 8 SP:Iteration 100F (4948.481344 sec): 3 clusters Score: Raw -5202376.869331 + Penalty 3482.647669 = -5198894.221662 nChanged 10 SP:Iteration 101Q (4948.591349 sec): 3 clusters Score: Raw -5202377.348600 + Penalty 3482.647669 = -5198894.700931 nChanged 7 SP:Iteration 102Q (4948.694727 sec): 3 clusters Score: Raw -5202377.876294 + Penalty 3482.647669 = -5198895.228625 nChanged 7 SP:Iteration 103Q (4948.811460 sec): 3 clusters Score: Raw -5202378.489037 + Penalty 3482.647669 = -5198895.841368 nChanged 9 SP:Iteration 104Q (4948.926123 sec): 3 clusters Score: Raw -5202379.705201 + Penalty 3482.647669 = -5198897.057532 nChanged 16 SP:Iteration 105Q (4949.054680 sec): 3 clusters Score: Raw -5202381.207496 + Penalty 3482.647669 = -5198898.559827 nChanged 14 SP:Iteration 106Q (4949.167287 sec): 3 clusters Score: Raw -5202381.982668 + Penalty 3482.647669 = -5198899.334999 nChanged 13 SP:Iteration 107Q (4949.286017 sec): 3 clusters Score: Raw -5202383.129510 + Penalty 3482.647669 = -5198900.481841 nChanged 18 SP:Iteration 108Q (4949.397869 sec): 3 clusters Score: Raw -5202384.095044 + Penalty 3482.647669 = -5198901.447375 nChanged 15 SP:Iteration 109Q (4949.507134 sec): 3 clusters Score: Raw -5202384.816060 + Penalty 3482.647669 = -5198902.168391 nChanged 14 SP:Iteration 110Q (4949.623134 sec): 3 clusters Score: Raw -5202385.874388 + Penalty 3482.647669 = -5198903.226720 nChanged 13 SP:Iteration 111Q (4949.734204 sec): 3 clusters Score: Raw -5202387.048047 + Penalty 3482.647669 = -5198904.400378 nChanged 19 SP:Iteration 112Q (4949.857463 sec): 3 clusters Score: Raw -5202388.245096 + Penalty 3482.647669 = -5198905.597427 nChanged 20 SP:Iteration 113Q (4949.974361 sec): 3 clusters Score: Raw -5202389.565695 + Penalty 3482.647669 = -5198906.918026 nChanged 18 SP:Iteration 114Q (4950.089988 sec): 3 clusters Score: Raw -5202390.517232 + Penalty 3482.647669 = -5198907.869563 nChanged 9 SP:Iteration 115Q (4950.196842 sec): 3 clusters Score: Raw -5202391.041796 + Penalty 3482.647669 = -5198908.394127 nChanged 10 SP:Iteration 116Q (4950.312800 sec): 3 clusters Score: Raw -5202391.523101 + Penalty 3482.647669 = -5198908.875433 nChanged 7 SP:Iteration 117Q (4950.428136 sec): 3 clusters Score: Raw -5202391.884395 + Penalty 3482.647669 = -5198909.236726 nChanged 8 SP:Iteration 118Q (4950.545111 sec): 3 clusters Score: Raw -5202392.376432 + Penalty 3482.647669 = -5198909.728764 nChanged 8 SP:Iteration 119Q (4950.663170 sec): 3 clusters Score: Raw -5202392.729967 + Penalty 3482.647669 = -5198910.082298 nChanged 5 SP:Iteration 120F (4950.781894 sec): 3 clusters Score: Raw -5202392.970709 + Penalty 3482.647669 = -5198910.323040 nChanged 4 SP:Iteration 121Q (4950.898942 sec): 3 clusters Score: Raw -5202393.199267 + Penalty 3482.647669 = -5198910.551599 nChanged 4 SP:Iteration 122Q (4951.014386 sec): 3 clusters Score: Raw -5202393.367478 + Penalty 3482.647669 = -5198910.719809 nChanged 4 SP:Iteration 123Q (4951.137852 sec): 3 clusters Score: Raw -5202393.634478 + Penalty 3482.647669 = -5198910.986810 nChanged 4 SP:Iteration 124Q (4951.251623 sec): 3 clusters Score: Raw -5202393.816195 + Penalty 3482.647669 = -5198911.168526 nChanged 6 SP:Iteration 125Q (4951.369863 sec): 3 clusters Score: Raw -5202394.319069 + Penalty 3482.647669 = -5198911.671400 nChanged 6 SP:Iteration 126Q (4951.484709 sec): 3 clusters Score: Raw -5202394.579028 + Penalty 3482.647669 = -5198911.931359 nChanged 3 SP:Iteration 127Q (4951.601500 sec): 3 clusters Score: Raw -5202394.740178 + Penalty 3482.647669 = -5198912.092509 nChanged 4 SP:Iteration 128Q (4951.717251 sec): 3 clusters Score: Raw -5202394.961226 + Penalty 3482.647669 = -5198912.313557 nChanged 4 SP:Iteration 129Q (4951.824552 sec): 3 clusters Score: Raw -5202395.246358 + Penalty 3482.647669 = -5198912.598690 nChanged 5 SP:Iteration 130Q (4951.930756 sec): 3 clusters Score: Raw -5202395.466515 + Penalty 3482.647669 = -5198912.818846 nChanged 1 SP:Iteration 131Q (4952.054614 sec): 3 clusters Score: Raw -5202395.552990 + Penalty 3482.647669 = -5198912.905321 nChanged 3 SP:Iteration 132Q (4952.166832 sec): 3 clusters Score: Raw -5202395.760837 + Penalty 3482.647669 = -5198913.113168 nChanged 4 SP:Iteration 133Q (4952.281850 sec): 3 clusters Score: Raw -5202395.868858 + Penalty 3482.647669 = -5198913.221189 nChanged 0 SP:Iteration 134F (4952.402885 sec): 3 clusters Score: Raw -5202395.868858 + Penalty 3482.647669 = -5198913.221189 nChanged 0 Score: Raw -154389477.978639 + Penalty 48022.777096 = -154341455.201543 Splitting cluster 2 changes total score from -154324417.117193 to -154341455.201543 So it's getting split into cluster 21. Trying to split cluster 3 (8125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4969.010513 sec): 2 clusters Score: Raw -952623.858009 + Penalty 1462.938914 = -951160.919095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4969.074019 sec): 3 clusters Score: Raw -948075.335642 + Penalty 2925.877827 = -945149.457814 nChanged 3547 SP:Iteration 1F (4969.126068 sec): 3 clusters Score: Raw -950514.192789 + Penalty 2925.877827 = -947588.314962 nChanged 771 SP:Iteration 2F (4969.198252 sec): 3 clusters Score: Raw -951299.427744 + Penalty 2925.877827 = -948373.549917 nChanged 737 SP:Iteration 3F (4969.262970 sec): 3 clusters Score: Raw -952259.832796 + Penalty 2925.877827 = -949333.954968 nChanged 742 SP:Iteration 4F (4969.312127 sec): 3 clusters Score: Raw -953444.301492 + Penalty 2925.877827 = -950518.423665 nChanged 700 SP:Iteration 5F (4969.374584 sec): 3 clusters Score: Raw -954454.626958 + Penalty 2925.877827 = -951528.749130 nChanged 524 SP:Iteration 6F (4969.437331 sec): 3 clusters Score: Raw -954864.057627 + Penalty 2925.877827 = -951938.179800 nChanged 323 SP:Iteration 7Q (4969.498613 sec): 3 clusters Score: Raw -955003.503062 + Penalty 2925.877827 = -952077.625235 nChanged 178 SP:Iteration 8Q (4969.560736 sec): 3 clusters Score: Raw -955056.787183 + Penalty 2925.877827 = -952130.909356 nChanged 93 SP:Iteration 9Q (4969.621269 sec): 3 clusters Score: Raw -955082.016098 + Penalty 2925.877827 = -952156.138271 nChanged 74 SP:Iteration 10Q (4969.692104 sec): 3 clusters Score: Raw -955101.056325 + Penalty 2925.877827 = -952175.178497 nChanged 68 SP:Iteration 11Q (4969.756934 sec): 3 clusters Score: Raw -955116.773827 + Penalty 2925.877827 = -952190.896000 nChanged 71 SP:Iteration 12Q (4969.811854 sec): 3 clusters Score: Raw -955133.726445 + Penalty 2925.877827 = -952207.848618 nChanged 64 SP:Iteration 13Q (4969.862733 sec): 3 clusters Score: Raw -955149.125997 + Penalty 2925.877827 = -952223.248170 nChanged 60 SP:Iteration 14Q (4969.931236 sec): 3 clusters Score: Raw -955160.747661 + Penalty 2925.877827 = -952234.869834 nChanged 43 SP:Iteration 15Q (4969.979433 sec): 3 clusters Score: Raw -955167.596984 + Penalty 2925.877827 = -952241.719157 nChanged 43 SP:Iteration 16Q (4970.037305 sec): 3 clusters Score: Raw -955175.244887 + Penalty 2925.877827 = -952249.367060 nChanged 42 SP:Iteration 17Q (4970.102029 sec): 3 clusters Score: Raw -955184.486026 + Penalty 2925.877827 = -952258.608198 nChanged 43 SP:Iteration 18Q (4970.153849 sec): 3 clusters Score: Raw -955193.004033 + Penalty 2925.877827 = -952267.126206 nChanged 40 SP:Iteration 19Q (4970.216929 sec): 3 clusters Score: Raw -955200.553185 + Penalty 2925.877827 = -952274.675358 nChanged 32 SP:Iteration 20F (4970.279088 sec): 3 clusters Score: Raw -955206.206840 + Penalty 2925.877827 = -952280.329013 nChanged 23 SP:Iteration 21Q (4970.349936 sec): 3 clusters Score: Raw -955210.401690 + Penalty 2925.877827 = -952284.523863 nChanged 27 SP:Iteration 22Q (4970.411981 sec): 3 clusters Score: Raw -955215.441996 + Penalty 2925.877827 = -952289.564168 nChanged 23 SP:Iteration 23Q (4970.462930 sec): 3 clusters Score: Raw -955218.645388 + Penalty 2925.877827 = -952292.767561 nChanged 13 SP:Iteration 24Q (4970.522667 sec): 3 clusters Score: Raw -955220.230486 + Penalty 2925.877827 = -952294.352659 nChanged 16 SP:Iteration 25Q (4970.583932 sec): 3 clusters Score: Raw -955222.379999 + Penalty 2925.877827 = -952296.502171 nChanged 15 SP:Iteration 26Q (4970.643187 sec): 3 clusters Score: Raw -955224.105601 + Penalty 2925.877827 = -952298.227774 nChanged 14 SP:Iteration 27Q (4970.713539 sec): 3 clusters Score: Raw -955225.714468 + Penalty 2925.877827 = -952299.836641 nChanged 11 SP:Iteration 28Q (4970.776757 sec): 3 clusters Score: Raw -955227.711391 + Penalty 2925.877827 = -952301.833563 nChanged 11 SP:Iteration 29Q (4970.838389 sec): 3 clusters Score: Raw -955229.173563 + Penalty 2925.877827 = -952303.295735 nChanged 5 SP:Iteration 30Q (4970.898102 sec): 3 clusters Score: Raw -955229.657498 + Penalty 2925.877827 = -952303.779670 nChanged 2 SP:Iteration 31Q (4970.960899 sec): 3 clusters Score: Raw -955229.888727 + Penalty 2925.877827 = -952304.010900 nChanged 2 SP:Iteration 32Q (4971.024347 sec): 3 clusters Score: Raw -955229.989479 + Penalty 2925.877827 = -952304.111652 nChanged 5 SP:Iteration 33Q (4971.087159 sec): 3 clusters Score: Raw -955230.628151 + Penalty 2925.877827 = -952304.750324 nChanged 6 SP:Iteration 34Q (4971.137825 sec): 3 clusters Score: Raw -955231.190842 + Penalty 2925.877827 = -952305.313015 nChanged 6 SP:Iteration 35Q (4971.197922 sec): 3 clusters Score: Raw -955231.572117 + Penalty 2925.877827 = -952305.694290 nChanged 3 SP:Iteration 36Q (4971.257533 sec): 3 clusters Score: Raw -955232.070482 + Penalty 2925.877827 = -952306.192655 nChanged 3 SP:Iteration 37Q (4971.319977 sec): 3 clusters Score: Raw -955232.535482 + Penalty 2925.877827 = -952306.657655 nChanged 7 SP:Iteration 38Q (4971.384167 sec): 3 clusters Score: Raw -955233.228652 + Penalty 2925.877827 = -952307.350825 nChanged 6 SP:Iteration 39Q (4971.451664 sec): 3 clusters Score: Raw -955233.781555 + Penalty 2925.877827 = -952307.903728 nChanged 5 SP:Iteration 40F (4971.510971 sec): 3 clusters Score: Raw -955234.332423 + Penalty 2925.877827 = -952308.454596 nChanged 6 SP:Iteration 41Q (4971.572756 sec): 3 clusters Score: Raw -955234.684444 + Penalty 2925.877827 = -952308.806617 nChanged 7 SP:Iteration 42Q (4971.636921 sec): 3 clusters Score: Raw -955235.090836 + Penalty 2925.877827 = -952309.213008 nChanged 4 SP:Iteration 43Q (4971.688433 sec): 3 clusters Score: Raw -955235.448200 + Penalty 2925.877827 = -952309.570373 nChanged 1 SP:Iteration 44Q (4971.757820 sec): 3 clusters Score: Raw -955235.518733 + Penalty 2925.877827 = -952309.640906 nChanged 0 SP:Iteration 45F (4971.816794 sec): 3 clusters Score: Raw -955235.518733 + Penalty 2925.877827 = -952309.640906 nChanged 0 Score: Raw -154392089.639364 + Penalty 50309.576006 = -154341780.063358 Splitting cluster 3 changes total score from -154324417.117193 to -154341780.063358 So it's getting split into cluster 22. Trying to split cluster 4 (177618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4989.376623 sec): 2 clusters Score: Raw -21769060.969390 + Penalty 1964.200949 = -21767096.768441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4989.729724 sec): 3 clusters Score: Raw -21651594.319835 + Penalty 3928.401898 = -21647665.917937 nChanged 86298 SP:Iteration 1F (4990.060928 sec): 3 clusters Score: Raw -21703441.937523 + Penalty 3928.401898 = -21699513.535625 nChanged 6913 SP:Iteration 2Q (4990.403010 sec): 3 clusters Score: Raw -21706605.751766 + Penalty 3928.401898 = -21702677.349868 nChanged 9080 SP:Iteration 3F (4990.744372 sec): 3 clusters Score: Raw -21712459.346436 + Penalty 3928.401898 = -21708530.944538 nChanged 11893 SP:Iteration 4F (4991.085049 sec): 3 clusters Score: Raw -21722253.924845 + Penalty 3928.401898 = -21718325.522947 nChanged 14748 SP:Iteration 5F (4991.420095 sec): 3 clusters Score: Raw -21735649.008061 + Penalty 3928.401898 = -21731720.606163 nChanged 15323 SP:Iteration 6F (4991.760179 sec): 3 clusters Score: Raw -21748863.014222 + Penalty 3928.401898 = -21744934.612324 nChanged 12402 SP:Iteration 7F (4992.074804 sec): 3 clusters Score: Raw -21757178.197281 + Penalty 3928.401898 = -21753249.795383 nChanged 7954 SP:Iteration 8Q (4992.407317 sec): 3 clusters Score: Raw -21760602.780577 + Penalty 3928.401898 = -21756674.378679 nChanged 4379 SP:Iteration 9Q (4992.746984 sec): 3 clusters Score: Raw -21761879.804064 + Penalty 3928.401898 = -21757951.402165 nChanged 2873 SP:Iteration 10Q (4993.076486 sec): 3 clusters Score: Raw -21762573.229763 + Penalty 3928.401898 = -21758644.827865 nChanged 2404 SP:Iteration 11Q (4993.418577 sec): 3 clusters Score: Raw -21763128.494562 + Penalty 3928.401898 = -21759200.092664 nChanged 2272 SP:Iteration 12Q (4993.754544 sec): 3 clusters Score: Raw -21763648.743954 + Penalty 3928.401898 = -21759720.342056 nChanged 2340 SP:Iteration 13Q (4994.081698 sec): 3 clusters Score: Raw -21764232.962042 + Penalty 3928.401898 = -21760304.560144 nChanged 2400 SP:Iteration 14Q (4994.448968 sec): 3 clusters Score: Raw -21764940.949296 + Penalty 3928.401898 = -21761012.547398 nChanged 2598 SP:Iteration 15Q (4994.796631 sec): 3 clusters Score: Raw -21765945.054918 + Penalty 3928.401898 = -21762016.653020 nChanged 2810 SP:Iteration 16Q (4995.140318 sec): 3 clusters Score: Raw -21767434.049616 + Penalty 3928.401898 = -21763505.647718 nChanged 2953 SP:Iteration 17Q (4995.481014 sec): 3 clusters Score: Raw -21769547.189422 + Penalty 3928.401898 = -21765618.787524 nChanged 2884 SP:Iteration 18Q (4995.822450 sec): 3 clusters Score: Raw -21771622.631546 + Penalty 3928.401898 = -21767694.229648 nChanged 2514 SP:Iteration 19Q (4996.147995 sec): 3 clusters Score: Raw -21772998.843380 + Penalty 3928.401898 = -21769070.441482 nChanged 2136 SP:Iteration 20F (4996.469596 sec): 3 clusters Score: Raw -21773892.451704 + Penalty 3928.401898 = -21769964.049806 nChanged 1751 SP:Iteration 21Q (4996.775427 sec): 3 clusters Score: Raw -21774469.096847 + Penalty 3928.401898 = -21770540.694949 nChanged 1476 SP:Iteration 22Q (4997.110956 sec): 3 clusters Score: Raw -21774870.040394 + Penalty 3928.401898 = -21770941.638496 nChanged 1274 SP:Iteration 23Q (4997.419452 sec): 3 clusters Score: Raw -21775152.842670 + Penalty 3928.401898 = -21771224.440772 nChanged 1102 SP:Iteration 24Q (4997.726598 sec): 3 clusters Score: Raw -21775356.754120 + Penalty 3928.401898 = -21771428.352222 nChanged 935 SP:Iteration 25Q (4998.028573 sec): 3 clusters Score: Raw -21775503.918288 + Penalty 3928.401898 = -21771575.516390 nChanged 876 SP:Iteration 26Q (4998.342416 sec): 3 clusters Score: Raw -21775630.756449 + Penalty 3928.401898 = -21771702.354551 nChanged 786 SP:Iteration 27Q (4998.655149 sec): 3 clusters Score: Raw -21775731.282268 + Penalty 3928.401898 = -21771802.880370 nChanged 715 SP:Iteration 28Q (4998.966174 sec): 3 clusters Score: Raw -21775815.514460 + Penalty 3928.401898 = -21771887.112561 nChanged 670 SP:Iteration 29Q (4999.274705 sec): 3 clusters Score: Raw -21775888.257154 + Penalty 3928.401898 = -21771959.855256 nChanged 624 SP:Iteration 30Q (4999.593360 sec): 3 clusters Score: Raw -21775955.314920 + Penalty 3928.401898 = -21772026.913022 nChanged 592 SP:Iteration 31Q (4999.900904 sec): 3 clusters Score: Raw -21776015.540604 + Penalty 3928.401898 = -21772087.138705 nChanged 570 SP:Iteration 32Q (5000.206729 sec): 3 clusters Score: Raw -21776071.864514 + Penalty 3928.401898 = -21772143.462616 nChanged 491 SP:Iteration 33Q (5000.515453 sec): 3 clusters Score: Raw -21776117.059513 + Penalty 3928.401898 = -21772188.657615 nChanged 468 SP:Iteration 34Q (5000.820068 sec): 3 clusters Score: Raw -21776157.369516 + Penalty 3928.401898 = -21772228.967617 nChanged 420 SP:Iteration 35Q (5001.133005 sec): 3 clusters Score: Raw -21776191.416077 + Penalty 3928.401898 = -21772263.014179 nChanged 379 SP:Iteration 36Q (5001.434864 sec): 3 clusters Score: Raw -21776220.175685 + Penalty 3928.401898 = -21772291.773787 nChanged 350 SP:Iteration 37Q (5001.750312 sec): 3 clusters Score: Raw -21776245.199690 + Penalty 3928.401898 = -21772316.797792 nChanged 329 SP:Iteration 38Q (5002.057368 sec): 3 clusters Score: Raw -21776270.254551 + Penalty 3928.401898 = -21772341.852653 nChanged 352 SP:Iteration 39Q (5002.364120 sec): 3 clusters Score: Raw -21776296.911834 + Penalty 3928.401898 = -21772368.509936 nChanged 332 SP:Iteration 40F (5002.696178 sec): 3 clusters Score: Raw -21776320.201461 + Penalty 3928.401898 = -21772391.799563 nChanged 315 SP:Iteration 41Q (5002.996855 sec): 3 clusters Score: Raw -21776342.627591 + Penalty 3928.401898 = -21772414.225693 nChanged 323 SP:Iteration 42Q (5003.297342 sec): 3 clusters Score: Raw -21776364.939981 + Penalty 3928.401898 = -21772436.538082 nChanged 303 SP:Iteration 43Q (5003.610815 sec): 3 clusters Score: Raw -21776385.600003 + Penalty 3928.401898 = -21772457.198105 nChanged 276 SP:Iteration 44Q (5003.917660 sec): 3 clusters Score: Raw -21776404.008857 + Penalty 3928.401898 = -21772475.606959 nChanged 246 SP:Iteration 45Q (5004.224116 sec): 3 clusters Score: Raw -21776419.967623 + Penalty 3928.401898 = -21772491.565725 nChanged 230 SP:Iteration 46Q (5004.535635 sec): 3 clusters Score: Raw -21776433.196934 + Penalty 3928.401898 = -21772504.795035 nChanged 202 SP:Iteration 47Q (5004.850697 sec): 3 clusters Score: Raw -21776444.065516 + Penalty 3928.401898 = -21772515.663618 nChanged 180 SP:Iteration 48Q (5005.160389 sec): 3 clusters Score: Raw -21776452.161044 + Penalty 3928.401898 = -21772523.759146 nChanged 171 SP:Iteration 49Q (5005.470124 sec): 3 clusters Score: Raw -21776459.463106 + Penalty 3928.401898 = -21772531.061208 nChanged 165 SP:Iteration 50Q (5005.774286 sec): 3 clusters Score: Raw -21776466.731353 + Penalty 3928.401898 = -21772538.329455 nChanged 156 SP:Iteration 51Q (5006.076621 sec): 3 clusters Score: Raw -21776473.392477 + Penalty 3928.401898 = -21772544.990579 nChanged 145 SP:Iteration 52Q (5006.386738 sec): 3 clusters Score: Raw -21776479.456206 + Penalty 3928.401898 = -21772551.054308 nChanged 145 SP:Iteration 53Q (5006.688466 sec): 3 clusters Score: Raw -21776485.362138 + Penalty 3928.401898 = -21772556.960240 nChanged 125 SP:Iteration 54Q (5006.998187 sec): 3 clusters Score: Raw -21776489.538400 + Penalty 3928.401898 = -21772561.136502 nChanged 111 SP:Iteration 55Q (5007.307372 sec): 3 clusters Score: Raw -21776493.179328 + Penalty 3928.401898 = -21772564.777430 nChanged 100 SP:Iteration 56Q (5007.618745 sec): 3 clusters Score: Raw -21776496.541985 + Penalty 3928.401898 = -21772568.140087 nChanged 89 SP:Iteration 57Q (5007.915914 sec): 3 clusters Score: Raw -21776499.253001 + Penalty 3928.401898 = -21772570.851103 nChanged 80 SP:Iteration 58Q (5008.218886 sec): 3 clusters Score: Raw -21776501.576613 + Penalty 3928.401898 = -21772573.174715 nChanged 75 SP:Iteration 59Q (5008.522444 sec): 3 clusters Score: Raw -21776503.564580 + Penalty 3928.401898 = -21772575.162682 nChanged 63 SP:Iteration 60F (5008.854065 sec): 3 clusters Score: Raw -21776504.880065 + Penalty 3928.401898 = -21772576.478167 nChanged 50 SP:Iteration 61Q (5009.168791 sec): 3 clusters Score: Raw -21776505.907700 + Penalty 3928.401898 = -21772577.505802 nChanged 45 SP:Iteration 62Q (5009.467996 sec): 3 clusters Score: Raw -21776506.939117 + Penalty 3928.401898 = -21772578.537219 nChanged 41 SP:Iteration 63Q (5009.787081 sec): 3 clusters Score: Raw -21776507.986241 + Penalty 3928.401898 = -21772579.584343 nChanged 36 SP:Iteration 64Q (5010.100817 sec): 3 clusters Score: Raw -21776508.709757 + Penalty 3928.401898 = -21772580.307859 nChanged 40 SP:Iteration 65Q (5010.420056 sec): 3 clusters Score: Raw -21776509.603852 + Penalty 3928.401898 = -21772581.201954 nChanged 43 SP:Iteration 66Q (5010.741117 sec): 3 clusters Score: Raw -21776510.492042 + Penalty 3928.401898 = -21772582.090144 nChanged 34 SP:Iteration 67Q (5011.023959 sec): 3 clusters Score: Raw -21776511.070828 + Penalty 3928.401898 = -21772582.668930 nChanged 24 SP:Iteration 68Q (5011.343129 sec): 3 clusters Score: Raw -21776511.395711 + Penalty 3928.401898 = -21772582.993813 nChanged 21 SP:Iteration 69Q (5011.654294 sec): 3 clusters Score: Raw -21776511.805263 + Penalty 3928.401898 = -21772583.403365 nChanged 23 SP:Iteration 70Q (5011.958728 sec): 3 clusters Score: Raw -21776512.214864 + Penalty 3928.401898 = -21772583.812966 nChanged 25 SP:Iteration 71Q (5012.238619 sec): 3 clusters Score: Raw -21776512.689883 + Penalty 3928.401898 = -21772584.287985 nChanged 27 SP:Iteration 72Q (5012.553027 sec): 3 clusters Score: Raw -21776513.104530 + Penalty 3928.401898 = -21772584.702632 nChanged 27 SP:Iteration 73Q (5012.851353 sec): 3 clusters Score: Raw -21776513.527860 + Penalty 3928.401898 = -21772585.125961 nChanged 29 SP:Iteration 74Q (5013.149098 sec): 3 clusters Score: Raw -21776513.937579 + Penalty 3928.401898 = -21772585.535680 nChanged 18 SP:Iteration 75Q (5013.420503 sec): 3 clusters Score: Raw -21776514.205049 + Penalty 3928.401898 = -21772585.803151 nChanged 25 SP:Iteration 76Q (5013.722775 sec): 3 clusters Score: Raw -21776514.735498 + Penalty 3928.401898 = -21772586.333600 nChanged 29 SP:Iteration 77Q (5014.041560 sec): 3 clusters Score: Raw -21776515.384994 + Penalty 3928.401898 = -21772586.983096 nChanged 35 SP:Iteration 78Q (5014.304325 sec): 3 clusters Score: Raw -21776516.112280 + Penalty 3928.401898 = -21772587.710382 nChanged 32 SP:Iteration 79Q (5014.620026 sec): 3 clusters Score: Raw -21776516.658910 + Penalty 3928.401898 = -21772588.257012 nChanged 29 SP:Iteration 80F (5014.954044 sec): 3 clusters Score: Raw -21776517.265780 + Penalty 3928.401898 = -21772588.863881 nChanged 33 SP:Iteration 81Q (5015.242544 sec): 3 clusters Score: Raw -21776517.906326 + Penalty 3928.401898 = -21772589.504428 nChanged 27 SP:Iteration 82Q (5015.521861 sec): 3 clusters Score: Raw -21776518.349490 + Penalty 3928.401898 = -21772589.947592 nChanged 18 SP:Iteration 83Q (5015.818662 sec): 3 clusters Score: Raw -21776518.566919 + Penalty 3928.401898 = -21772590.165021 nChanged 7 SP:Iteration 84Q (5016.122073 sec): 3 clusters Score: Raw -21776518.652735 + Penalty 3928.401898 = -21772590.250837 nChanged 3 SP:Iteration 85Q (5016.438822 sec): 3 clusters Score: Raw -21776518.710293 + Penalty 3928.401898 = -21772590.308394 nChanged 6 SP:Iteration 86Q (5016.749993 sec): 3 clusters Score: Raw -21776518.795145 + Penalty 3928.401898 = -21772590.393247 nChanged 8 SP:Iteration 87Q (5017.056022 sec): 3 clusters Score: Raw -21776518.854673 + Penalty 3928.401898 = -21772590.452775 nChanged 3 SP:Iteration 88Q (5017.351526 sec): 3 clusters Score: Raw -21776518.893703 + Penalty 3928.401898 = -21772590.491805 nChanged 4 SP:Iteration 89Q (5017.653562 sec): 3 clusters Score: Raw -21776518.945947 + Penalty 3928.401898 = -21772590.544048 nChanged 5 SP:Iteration 90Q (5017.952011 sec): 3 clusters Score: Raw -21776518.992456 + Penalty 3928.401898 = -21772590.590558 nChanged 4 SP:Iteration 91Q (5018.254095 sec): 3 clusters Score: Raw -21776519.055148 + Penalty 3928.401898 = -21772590.653250 nChanged 2 SP:Iteration 92Q (5018.563739 sec): 3 clusters Score: Raw -21776519.075723 + Penalty 3928.401898 = -21772590.673825 nChanged 5 SP:Iteration 93Q (5018.872574 sec): 3 clusters Score: Raw -21776519.150510 + Penalty 3928.401898 = -21772590.748611 nChanged 7 SP:Iteration 94Q (5019.180437 sec): 3 clusters Score: Raw -21776519.203858 + Penalty 3928.401898 = -21772590.801960 nChanged 3 SP:Iteration 95Q (5019.493320 sec): 3 clusters Score: Raw -21776519.229582 + Penalty 3928.401898 = -21772590.827684 nChanged 1 SP:Iteration 96Q (5019.808228 sec): 3 clusters Score: Raw -21776519.237974 + Penalty 3928.401898 = -21772590.836076 nChanged 2 SP:Iteration 97Q (5020.104551 sec): 3 clusters Score: Raw -21776519.248159 + Penalty 3928.401898 = -21772590.846261 nChanged 2 SP:Iteration 98Q (5020.410919 sec): 3 clusters Score: Raw -21776519.266919 + Penalty 3928.401898 = -21772590.865021 nChanged 3 SP:Iteration 99Q (5020.723862 sec): 3 clusters Score: Raw -21776519.298855 + Penalty 3928.401898 = -21772590.896957 nChanged 5 SP:Iteration 100F (5021.060911 sec): 3 clusters Score: Raw -21776519.369786 + Penalty 3928.401898 = -21772590.967888 nChanged 8 SP:Iteration 101Q (5021.374521 sec): 3 clusters Score: Raw -21776519.493315 + Penalty 3928.401898 = -21772591.091417 nChanged 7 SP:Iteration 102Q (5021.660708 sec): 3 clusters Score: Raw -21776519.635196 + Penalty 3928.401898 = -21772591.233298 nChanged 12 SP:Iteration 103Q (5021.960939 sec): 3 clusters Score: Raw -21776519.790151 + Penalty 3928.401898 = -21772591.388253 nChanged 11 SP:Iteration 104Q (5022.276670 sec): 3 clusters Score: Raw -21776519.932320 + Penalty 3928.401898 = -21772591.530422 nChanged 8 SP:Iteration 105Q (5022.585262 sec): 3 clusters Score: Raw -21776520.039558 + Penalty 3928.401898 = -21772591.637660 nChanged 4 SP:Iteration 106Q (5022.883622 sec): 3 clusters Score: Raw -21776520.082508 + Penalty 3928.401898 = -21772591.680610 nChanged 0 SP:Iteration 107F (5023.223778 sec): 3 clusters Score: Raw -21776520.082508 + Penalty 3928.401898 = -21772591.680610 nChanged 0 Score: Raw -154399548.752483 + Penalty 52596.374915 = -154346952.377568 Splitting cluster 4 changes total score from -154324417.117193 to -154346952.377568 So it's getting split into cluster 23. Trying to split cluster 5 (39414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5041.571007 sec): 2 clusters Score: Raw -4719825.522732 + Penalty 1719.554909 = -4718105.967823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5041.687435 sec): 3 clusters Score: Raw -4695268.676058 + Penalty 3439.109818 = -4691829.566240 nChanged 18434 SP:Iteration 1F (5041.798072 sec): 3 clusters Score: Raw -4709339.142343 + Penalty 3439.109818 = -4705900.032525 nChanged 3778 SP:Iteration 2F (5041.907833 sec): 3 clusters Score: Raw -4713922.980203 + Penalty 3439.109818 = -4710483.870385 nChanged 4027 SP:Iteration 3F (5042.033183 sec): 3 clusters Score: Raw -4718601.833348 + Penalty 3439.109818 = -4715162.723530 nChanged 4058 SP:Iteration 4F (5042.151564 sec): 3 clusters Score: Raw -4724165.002396 + Penalty 3439.109818 = -4720725.892578 nChanged 3421 SP:Iteration 5F (5042.267179 sec): 3 clusters Score: Raw -4728156.442332 + Penalty 3439.109818 = -4724717.332514 nChanged 2155 SP:Iteration 6F (5042.372587 sec): 3 clusters Score: Raw -4729869.842082 + Penalty 3439.109818 = -4726430.732264 nChanged 1226 SP:Iteration 7Q (5042.486529 sec): 3 clusters Score: Raw -4730582.107339 + Penalty 3439.109818 = -4727142.997521 nChanged 725 SP:Iteration 8Q (5042.602912 sec): 3 clusters Score: Raw -4730880.996968 + Penalty 3439.109818 = -4727441.887150 nChanged 499 SP:Iteration 9Q (5042.718351 sec): 3 clusters Score: Raw -4731090.404509 + Penalty 3439.109818 = -4727651.294691 nChanged 427 SP:Iteration 10Q (5042.832059 sec): 3 clusters Score: Raw -4731336.892571 + Penalty 3439.109818 = -4727897.782754 nChanged 435 SP:Iteration 11Q (5042.941892 sec): 3 clusters Score: Raw -4731698.314576 + Penalty 3439.109818 = -4728259.204758 nChanged 464 SP:Iteration 12Q (5043.052288 sec): 3 clusters Score: Raw -4732258.483863 + Penalty 3439.109818 = -4728819.374046 nChanged 458 SP:Iteration 13Q (5043.163736 sec): 3 clusters Score: Raw -4732739.234821 + Penalty 3439.109818 = -4729300.125003 nChanged 477 SP:Iteration 14Q (5043.264737 sec): 3 clusters Score: Raw -4733069.925161 + Penalty 3439.109818 = -4729630.815343 nChanged 401 SP:Iteration 15Q (5043.384801 sec): 3 clusters Score: Raw -4733279.387211 + Penalty 3439.109818 = -4729840.277393 nChanged 344 SP:Iteration 16Q (5043.497222 sec): 3 clusters Score: Raw -4733422.930321 + Penalty 3439.109818 = -4729983.820504 nChanged 297 SP:Iteration 17Q (5043.597592 sec): 3 clusters Score: Raw -4733533.407728 + Penalty 3439.109818 = -4730094.297910 nChanged 261 SP:Iteration 18Q (5043.719097 sec): 3 clusters Score: Raw -4733607.719489 + Penalty 3439.109818 = -4730168.609671 nChanged 220 SP:Iteration 19Q (5043.830191 sec): 3 clusters Score: Raw -4733666.804728 + Penalty 3439.109818 = -4730227.694911 nChanged 207 SP:Iteration 20F (5043.947007 sec): 3 clusters Score: Raw -4733719.055324 + Penalty 3439.109818 = -4730279.945507 nChanged 211 SP:Iteration 21Q (5044.059854 sec): 3 clusters Score: Raw -4733766.918728 + Penalty 3439.109818 = -4730327.808910 nChanged 181 SP:Iteration 22Q (5044.166128 sec): 3 clusters Score: Raw -4733805.803964 + Penalty 3439.109818 = -4730366.694146 nChanged 175 SP:Iteration 23Q (5044.282230 sec): 3 clusters Score: Raw -4733841.262521 + Penalty 3439.109818 = -4730402.152703 nChanged 170 SP:Iteration 24Q (5044.380370 sec): 3 clusters Score: Raw -4733872.117346 + Penalty 3439.109818 = -4730433.007529 nChanged 173 SP:Iteration 25Q (5044.499659 sec): 3 clusters Score: Raw -4733905.640675 + Penalty 3439.109818 = -4730466.530857 nChanged 173 SP:Iteration 26Q (5044.606140 sec): 3 clusters Score: Raw -4733943.100435 + Penalty 3439.109818 = -4730503.990617 nChanged 178 SP:Iteration 27Q (5044.717535 sec): 3 clusters Score: Raw -4733979.314560 + Penalty 3439.109818 = -4730540.204743 nChanged 170 SP:Iteration 28Q (5044.828638 sec): 3 clusters Score: Raw -4734013.309243 + Penalty 3439.109818 = -4730574.199425 nChanged 151 SP:Iteration 29Q (5044.935499 sec): 3 clusters Score: Raw -4734039.098631 + Penalty 3439.109818 = -4730599.988813 nChanged 131 SP:Iteration 30Q (5045.043401 sec): 3 clusters Score: Raw -4734059.086435 + Penalty 3439.109818 = -4730619.976618 nChanged 130 SP:Iteration 31Q (5045.154042 sec): 3 clusters Score: Raw -4734079.191036 + Penalty 3439.109818 = -4730640.081219 nChanged 132 SP:Iteration 32Q (5045.261970 sec): 3 clusters Score: Raw -4734100.917950 + Penalty 3439.109818 = -4730661.808133 nChanged 122 SP:Iteration 33Q (5045.366826 sec): 3 clusters Score: Raw -4734119.137264 + Penalty 3439.109818 = -4730680.027446 nChanged 112 SP:Iteration 34Q (5045.486876 sec): 3 clusters Score: Raw -4734132.811416 + Penalty 3439.109818 = -4730693.701599 nChanged 96 SP:Iteration 35Q (5045.589156 sec): 3 clusters Score: Raw -4734144.828122 + Penalty 3439.109818 = -4730705.718304 nChanged 98 SP:Iteration 36Q (5045.698922 sec): 3 clusters Score: Raw -4734155.653083 + Penalty 3439.109818 = -4730716.543265 nChanged 85 SP:Iteration 37Q (5045.812803 sec): 3 clusters Score: Raw -4734165.048704 + Penalty 3439.109818 = -4730725.938886 nChanged 71 SP:Iteration 38Q (5045.920272 sec): 3 clusters Score: Raw -4734171.509820 + Penalty 3439.109818 = -4730732.400003 nChanged 68 SP:Iteration 39Q (5046.018896 sec): 3 clusters Score: Raw -4734177.233084 + Penalty 3439.109818 = -4730738.123266 nChanged 59 SP:Iteration 40F (5046.130850 sec): 3 clusters Score: Raw -4734180.933741 + Penalty 3439.109818 = -4730741.823923 nChanged 52 SP:Iteration 41Q (5046.250198 sec): 3 clusters Score: Raw -4734184.427623 + Penalty 3439.109818 = -4730745.317806 nChanged 47 SP:Iteration 42Q (5046.359607 sec): 3 clusters Score: Raw -4734187.064149 + Penalty 3439.109818 = -4730747.954331 nChanged 33 SP:Iteration 43Q (5046.472678 sec): 3 clusters Score: Raw -4734188.827600 + Penalty 3439.109818 = -4730749.717782 nChanged 31 SP:Iteration 44Q (5046.583096 sec): 3 clusters Score: Raw -4734190.995076 + Penalty 3439.109818 = -4730751.885259 nChanged 31 SP:Iteration 45Q (5046.691881 sec): 3 clusters Score: Raw -4734193.640067 + Penalty 3439.109818 = -4730754.530250 nChanged 27 SP:Iteration 46Q (5046.801762 sec): 3 clusters Score: Raw -4734195.450362 + Penalty 3439.109818 = -4730756.340544 nChanged 30 SP:Iteration 47Q (5046.911082 sec): 3 clusters Score: Raw -4734197.654245 + Penalty 3439.109818 = -4730758.544427 nChanged 32 SP:Iteration 48Q (5047.015146 sec): 3 clusters Score: Raw -4734199.673665 + Penalty 3439.109818 = -4730760.563848 nChanged 33 SP:Iteration 49Q (5047.124133 sec): 3 clusters Score: Raw -4734202.038231 + Penalty 3439.109818 = -4730762.928413 nChanged 31 SP:Iteration 50Q (5047.237457 sec): 3 clusters Score: Raw -4734203.707545 + Penalty 3439.109818 = -4730764.597727 nChanged 33 SP:Iteration 51Q (5047.348938 sec): 3 clusters Score: Raw -4734205.820020 + Penalty 3439.109818 = -4730766.710202 nChanged 40 SP:Iteration 52Q (5047.451451 sec): 3 clusters Score: Raw -4734208.334642 + Penalty 3439.109818 = -4730769.224824 nChanged 30 SP:Iteration 53Q (5047.562667 sec): 3 clusters Score: Raw -4734209.893285 + Penalty 3439.109818 = -4730770.783468 nChanged 22 SP:Iteration 54Q (5047.682556 sec): 3 clusters Score: Raw -4734210.953377 + Penalty 3439.109818 = -4730771.843560 nChanged 22 SP:Iteration 55Q (5047.792774 sec): 3 clusters Score: Raw -4734212.115663 + Penalty 3439.109818 = -4730773.005845 nChanged 17 SP:Iteration 56Q (5047.896331 sec): 3 clusters Score: Raw -4734213.257082 + Penalty 3439.109818 = -4730774.147264 nChanged 22 SP:Iteration 57Q (5048.012150 sec): 3 clusters Score: Raw -4734214.451625 + Penalty 3439.109818 = -4730775.341808 nChanged 25 SP:Iteration 58Q (5048.122519 sec): 3 clusters Score: Raw -4734216.347681 + Penalty 3439.109818 = -4730777.237863 nChanged 23 SP:Iteration 59Q (5048.231405 sec): 3 clusters Score: Raw -4734217.703258 + Penalty 3439.109818 = -4730778.593441 nChanged 20 SP:Iteration 60F (5048.350117 sec): 3 clusters Score: Raw -4734218.856444 + Penalty 3439.109818 = -4730779.746626 nChanged 17 SP:Iteration 61Q (5048.461242 sec): 3 clusters Score: Raw -4734219.906165 + Penalty 3439.109818 = -4730780.796347 nChanged 12 SP:Iteration 62Q (5048.569615 sec): 3 clusters Score: Raw -4734220.621064 + Penalty 3439.109818 = -4730781.511247 nChanged 7 SP:Iteration 63Q (5048.667649 sec): 3 clusters Score: Raw -4734220.963992 + Penalty 3439.109818 = -4730781.854174 nChanged 11 SP:Iteration 64Q (5048.781399 sec): 3 clusters Score: Raw -4734221.431393 + Penalty 3439.109818 = -4730782.321575 nChanged 10 SP:Iteration 65Q (5048.894283 sec): 3 clusters Score: Raw -4734221.787914 + Penalty 3439.109818 = -4730782.678096 nChanged 6 SP:Iteration 66Q (5049.006672 sec): 3 clusters Score: Raw -4734221.936278 + Penalty 3439.109818 = -4730782.826461 nChanged 4 SP:Iteration 67Q (5049.116341 sec): 3 clusters Score: Raw -4734222.097014 + Penalty 3439.109818 = -4730782.987196 nChanged 5 SP:Iteration 68Q (5049.218805 sec): 3 clusters Score: Raw -4734222.354698 + Penalty 3439.109818 = -4730783.244880 nChanged 5 SP:Iteration 69Q (5049.329144 sec): 3 clusters Score: Raw -4734222.638832 + Penalty 3439.109818 = -4730783.529014 nChanged 4 SP:Iteration 70Q (5049.437084 sec): 3 clusters Score: Raw -4734222.848061 + Penalty 3439.109818 = -4730783.738243 nChanged 4 SP:Iteration 71Q (5049.554059 sec): 3 clusters Score: Raw -4734223.071810 + Penalty 3439.109818 = -4730783.961993 nChanged 1 SP:Iteration 72Q (5049.651393 sec): 3 clusters Score: Raw -4734223.097723 + Penalty 3439.109818 = -4730783.987906 nChanged 1 SP:Iteration 73Q (5049.766757 sec): 3 clusters Score: Raw -4734223.124079 + Penalty 3439.109818 = -4730784.014262 nChanged 0 SP:Iteration 74F (5049.884521 sec): 3 clusters Score: Raw -4734223.124079 + Penalty 3439.109818 = -4730784.014262 nChanged 0 Score: Raw -154413946.353830 + Penalty 54883.173824 = -154359063.180006 Splitting cluster 5 changes total score from -154324417.117193 to -154359063.180006 So it's getting split into cluster 24. Trying to split cluster 6 (49320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5069.499355 sec): 2 clusters Score: Raw -6192526.136203 + Penalty 1755.988806 = -6190770.147398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5069.628335 sec): 3 clusters Score: Raw -6161252.947875 + Penalty 3511.977611 = -6157740.970264 nChanged 23359 SP:Iteration 1F (5069.745391 sec): 3 clusters Score: Raw -6176369.919284 + Penalty 3511.977611 = -6172857.941673 nChanged 3563 SP:Iteration 2F (5069.865071 sec): 3 clusters Score: Raw -6178818.093508 + Penalty 3511.977611 = -6175306.115897 nChanged 4050 SP:Iteration 3F (5069.986831 sec): 3 clusters Score: Raw -6181804.371878 + Penalty 3511.977611 = -6178292.394267 nChanged 4100 SP:Iteration 4F (5070.105600 sec): 3 clusters Score: Raw -6184649.095354 + Penalty 3511.977611 = -6181137.117743 nChanged 3365 SP:Iteration 5F (5070.228686 sec): 3 clusters Score: Raw -6186588.701548 + Penalty 3511.977611 = -6183076.723937 nChanged 2443 SP:Iteration 6Q (5070.376051 sec): 3 clusters Score: Raw -6187703.120493 + Penalty 3511.977611 = -6184191.142882 nChanged 1751 SP:Iteration 7Q (5070.506000 sec): 3 clusters Score: Raw -6188369.396835 + Penalty 3511.977611 = -6184857.419224 nChanged 1368 SP:Iteration 8Q (5070.637332 sec): 3 clusters Score: Raw -6188880.318391 + Penalty 3511.977611 = -6185368.340780 nChanged 1183 SP:Iteration 9Q (5070.772705 sec): 3 clusters Score: Raw -6189286.970117 + Penalty 3511.977611 = -6185774.992506 nChanged 973 SP:Iteration 10Q (5070.899850 sec): 3 clusters Score: Raw -6189590.728054 + Penalty 3511.977611 = -6186078.750443 nChanged 829 SP:Iteration 11Q (5071.020114 sec): 3 clusters Score: Raw -6189837.188599 + Penalty 3511.977611 = -6186325.210988 nChanged 748 SP:Iteration 12Q (5071.142898 sec): 3 clusters Score: Raw -6190053.243519 + Penalty 3511.977611 = -6186541.265908 nChanged 738 SP:Iteration 13Q (5071.264302 sec): 3 clusters Score: Raw -6190294.235846 + Penalty 3511.977611 = -6186782.258234 nChanged 736 SP:Iteration 14Q (5071.397629 sec): 3 clusters Score: Raw -6190552.523003 + Penalty 3511.977611 = -6187040.545392 nChanged 744 SP:Iteration 15Q (5071.532110 sec): 3 clusters Score: Raw -6190828.228352 + Penalty 3511.977611 = -6187316.250741 nChanged 766 SP:Iteration 16Q (5071.661972 sec): 3 clusters Score: Raw -6191140.705042 + Penalty 3511.977611 = -6187628.727431 nChanged 785 SP:Iteration 17Q (5071.783871 sec): 3 clusters Score: Raw -6191499.079950 + Penalty 3511.977611 = -6187987.102338 nChanged 769 SP:Iteration 18Q (5071.917816 sec): 3 clusters Score: Raw -6191863.557157 + Penalty 3511.977611 = -6188351.579546 nChanged 672 SP:Iteration 19Q (5072.052037 sec): 3 clusters Score: Raw -6192194.181577 + Penalty 3511.977611 = -6188682.203966 nChanged 633 SP:Iteration 20F (5072.174779 sec): 3 clusters Score: Raw -6192510.270518 + Penalty 3511.977611 = -6188998.292907 nChanged 546 SP:Iteration 21Q (5072.294182 sec): 3 clusters Score: Raw -6192836.667667 + Penalty 3511.977611 = -6189324.690055 nChanged 455 SP:Iteration 22Q (5072.405954 sec): 3 clusters Score: Raw -6193118.540440 + Penalty 3511.977611 = -6189606.562829 nChanged 337 SP:Iteration 23Q (5072.540315 sec): 3 clusters Score: Raw -6193343.597961 + Penalty 3511.977611 = -6189831.620350 nChanged 260 SP:Iteration 24Q (5072.655762 sec): 3 clusters Score: Raw -6193516.484881 + Penalty 3511.977611 = -6190004.507270 nChanged 217 SP:Iteration 25Q (5072.767583 sec): 3 clusters Score: Raw -6193633.121510 + Penalty 3511.977611 = -6190121.143899 nChanged 162 SP:Iteration 26Q (5072.891862 sec): 3 clusters Score: Raw -6193713.500136 + Penalty 3511.977611 = -6190201.522525 nChanged 140 SP:Iteration 27Q (5073.011166 sec): 3 clusters Score: Raw -6193774.390302 + Penalty 3511.977611 = -6190262.412691 nChanged 123 SP:Iteration 28Q (5073.117153 sec): 3 clusters Score: Raw -6193816.461283 + Penalty 3511.977611 = -6190304.483672 nChanged 86 SP:Iteration 29Q (5073.232022 sec): 3 clusters Score: Raw -6193839.214787 + Penalty 3511.977611 = -6190327.237175 nChanged 65 SP:Iteration 30Q (5073.346382 sec): 3 clusters Score: Raw -6193854.861905 + Penalty 3511.977611 = -6190342.884294 nChanged 43 SP:Iteration 31Q (5073.460674 sec): 3 clusters Score: Raw -6193864.707132 + Penalty 3511.977611 = -6190352.729521 nChanged 34 SP:Iteration 32Q (5073.562518 sec): 3 clusters Score: Raw -6193874.089771 + Penalty 3511.977611 = -6190362.112160 nChanged 34 SP:Iteration 33Q (5073.689736 sec): 3 clusters Score: Raw -6193880.764403 + Penalty 3511.977611 = -6190368.786792 nChanged 27 SP:Iteration 34Q (5073.803628 sec): 3 clusters Score: Raw -6193885.889303 + Penalty 3511.977611 = -6190373.911692 nChanged 25 SP:Iteration 35Q (5073.913602 sec): 3 clusters Score: Raw -6193890.233477 + Penalty 3511.977611 = -6190378.255866 nChanged 16 SP:Iteration 36Q (5074.032122 sec): 3 clusters Score: Raw -6193894.039016 + Penalty 3511.977611 = -6190382.061405 nChanged 14 SP:Iteration 37Q (5074.145959 sec): 3 clusters Score: Raw -6193896.255372 + Penalty 3511.977611 = -6190384.277761 nChanged 13 SP:Iteration 38Q (5074.260915 sec): 3 clusters Score: Raw -6193899.502667 + Penalty 3511.977611 = -6190387.525055 nChanged 18 SP:Iteration 39Q (5074.366286 sec): 3 clusters Score: Raw -6193902.119045 + Penalty 3511.977611 = -6190390.141434 nChanged 10 SP:Iteration 40F (5074.489240 sec): 3 clusters Score: Raw -6193903.670556 + Penalty 3511.977611 = -6190391.692945 nChanged 12 SP:Iteration 41Q (5074.607455 sec): 3 clusters Score: Raw -6193905.462511 + Penalty 3511.977611 = -6190393.484899 nChanged 11 SP:Iteration 42Q (5074.720828 sec): 3 clusters Score: Raw -6193906.759586 + Penalty 3511.977611 = -6190394.781975 nChanged 10 SP:Iteration 43Q (5074.833941 sec): 3 clusters Score: Raw -6193907.993644 + Penalty 3511.977611 = -6190396.016033 nChanged 8 SP:Iteration 44Q (5074.954036 sec): 3 clusters Score: Raw -6193908.920791 + Penalty 3511.977611 = -6190396.943180 nChanged 8 SP:Iteration 45Q (5075.060535 sec): 3 clusters Score: Raw -6193909.965285 + Penalty 3511.977611 = -6190397.987674 nChanged 5 SP:Iteration 46Q (5075.169318 sec): 3 clusters Score: Raw -6193910.530418 + Penalty 3511.977611 = -6190398.552807 nChanged 6 SP:Iteration 47Q (5075.285769 sec): 3 clusters Score: Raw -6193911.314756 + Penalty 3511.977611 = -6190399.337145 nChanged 6 SP:Iteration 48Q (5075.392024 sec): 3 clusters Score: Raw -6193912.030288 + Penalty 3511.977611 = -6190400.052677 nChanged 5 SP:Iteration 49Q (5075.503066 sec): 3 clusters Score: Raw -6193912.916541 + Penalty 3511.977611 = -6190400.938930 nChanged 3 SP:Iteration 50Q (5075.629450 sec): 3 clusters Score: Raw -6193913.412026 + Penalty 3511.977611 = -6190401.434415 nChanged 2 SP:Iteration 51Q (5075.738809 sec): 3 clusters Score: Raw -6193913.727680 + Penalty 3511.977611 = -6190401.750069 nChanged 5 SP:Iteration 52Q (5075.852386 sec): 3 clusters Score: Raw -6193914.461461 + Penalty 3511.977611 = -6190402.483850 nChanged 7 SP:Iteration 53Q (5075.962869 sec): 3 clusters Score: Raw -6193916.013070 + Penalty 3511.977611 = -6190404.035459 nChanged 9 SP:Iteration 54Q (5076.084862 sec): 3 clusters Score: Raw -6193917.037000 + Penalty 3511.977611 = -6190405.059389 nChanged 10 SP:Iteration 55Q (5076.193384 sec): 3 clusters Score: Raw -6193918.628151 + Penalty 3511.977611 = -6190406.650540 nChanged 11 SP:Iteration 56Q (5076.302324 sec): 3 clusters Score: Raw -6193920.271409 + Penalty 3511.977611 = -6190408.293798 nChanged 10 SP:Iteration 57Q (5076.406547 sec): 3 clusters Score: Raw -6193922.139016 + Penalty 3511.977611 = -6190410.161405 nChanged 13 SP:Iteration 58Q (5076.528013 sec): 3 clusters Score: Raw -6193923.598381 + Penalty 3511.977611 = -6190411.620770 nChanged 10 SP:Iteration 59Q (5076.631734 sec): 3 clusters Score: Raw -6193925.089724 + Penalty 3511.977611 = -6190413.112113 nChanged 11 SP:Iteration 60F (5076.757660 sec): 3 clusters Score: Raw -6193926.756870 + Penalty 3511.977611 = -6190414.779258 nChanged 11 SP:Iteration 61Q (5076.873950 sec): 3 clusters Score: Raw -6193928.015324 + Penalty 3511.977611 = -6190416.037713 nChanged 9 SP:Iteration 62Q (5076.981561 sec): 3 clusters Score: Raw -6193929.275926 + Penalty 3511.977611 = -6190417.298315 nChanged 10 SP:Iteration 63Q (5077.089857 sec): 3 clusters Score: Raw -6193930.152156 + Penalty 3511.977611 = -6190418.174545 nChanged 8 SP:Iteration 64Q (5077.209837 sec): 3 clusters Score: Raw -6193930.930090 + Penalty 3511.977611 = -6190418.952479 nChanged 3 SP:Iteration 65Q (5077.317751 sec): 3 clusters Score: Raw -6193931.375923 + Penalty 3511.977611 = -6190419.398311 nChanged 5 SP:Iteration 66Q (5077.421282 sec): 3 clusters Score: Raw -6193931.763154 + Penalty 3511.977611 = -6190419.785543 nChanged 2 SP:Iteration 67Q (5077.526217 sec): 3 clusters Score: Raw -6193932.265871 + Penalty 3511.977611 = -6190420.288260 nChanged 2 SP:Iteration 68Q (5077.640738 sec): 3 clusters Score: Raw -6193932.535005 + Penalty 3511.977611 = -6190420.557394 nChanged 1 SP:Iteration 69Q (5077.752839 sec): 3 clusters Score: Raw -6193932.590539 + Penalty 3511.977611 = -6190420.612928 nChanged 0 SP:Iteration 70F (5077.871136 sec): 3 clusters Score: Raw -6193932.590539 + Penalty 3511.977611 = -6190420.612928 nChanged 0 Trying to split cluster 7 (89652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5078.019148 sec): 2 clusters Score: Raw -11112875.906456 + Penalty 1853.099753 = -11111022.806703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5078.218021 sec): 3 clusters Score: Raw -11054927.708535 + Penalty 3706.199506 = -11051221.509029 nChanged 42951 SP:Iteration 1F (5078.408537 sec): 3 clusters Score: Raw -11090072.454931 + Penalty 3706.199506 = -11086366.255425 nChanged 10268 SP:Iteration 2F (5078.600459 sec): 3 clusters Score: Raw -11102479.677056 + Penalty 3706.199506 = -11098773.477550 nChanged 9211 SP:Iteration 3F (5078.790367 sec): 3 clusters Score: Raw -11111061.038750 + Penalty 3706.199506 = -11107354.839244 nChanged 6025 SP:Iteration 4F (5078.970833 sec): 3 clusters Score: Raw -11114676.573951 + Penalty 3706.199506 = -11110970.374445 nChanged 3654 SP:Iteration 5Q (5079.177998 sec): 3 clusters Score: Raw -11116239.500581 + Penalty 3706.199506 = -11112533.301075 nChanged 2394 SP:Iteration 6Q (5079.368638 sec): 3 clusters Score: Raw -11117088.449045 + Penalty 3706.199506 = -11113382.249539 nChanged 1769 SP:Iteration 7Q (5079.570247 sec): 3 clusters Score: Raw -11117754.137746 + Penalty 3706.199506 = -11114047.938240 nChanged 1689 SP:Iteration 8Q (5079.764720 sec): 3 clusters Score: Raw -11118447.833993 + Penalty 3706.199506 = -11114741.634487 nChanged 1787 SP:Iteration 9Q (5079.968758 sec): 3 clusters Score: Raw -11119274.147153 + Penalty 3706.199506 = -11115567.947647 nChanged 1892 SP:Iteration 10Q (5080.165477 sec): 3 clusters Score: Raw -11120244.355460 + Penalty 3706.199506 = -11116538.155954 nChanged 2042 SP:Iteration 11Q (5080.358539 sec): 3 clusters Score: Raw -11121325.165016 + Penalty 3706.199506 = -11117618.965510 nChanged 2040 SP:Iteration 12Q (5080.548156 sec): 3 clusters Score: Raw -11122343.205533 + Penalty 3706.199506 = -11118637.006027 nChanged 1963 SP:Iteration 13Q (5080.749764 sec): 3 clusters Score: Raw -11123173.202858 + Penalty 3706.199506 = -11119467.003352 nChanged 1674 SP:Iteration 14Q (5080.946212 sec): 3 clusters Score: Raw -11123737.718464 + Penalty 3706.199506 = -11120031.518958 nChanged 1429 SP:Iteration 15Q (5081.136458 sec): 3 clusters Score: Raw -11124113.011518 + Penalty 3706.199506 = -11120406.812012 nChanged 1271 SP:Iteration 16Q (5081.332441 sec): 3 clusters Score: Raw -11124411.970554 + Penalty 3706.199506 = -11120705.771048 nChanged 1198 SP:Iteration 17Q (5081.528805 sec): 3 clusters Score: Raw -11124669.941446 + Penalty 3706.199506 = -11120963.741940 nChanged 1078 SP:Iteration 18Q (5081.717714 sec): 3 clusters Score: Raw -11124890.417369 + Penalty 3706.199506 = -11121184.217863 nChanged 979 SP:Iteration 19Q (5081.910127 sec): 3 clusters Score: Raw -11125090.329620 + Penalty 3706.199506 = -11121384.130114 nChanged 981 SP:Iteration 20F (5082.101128 sec): 3 clusters Score: Raw -11125299.610252 + Penalty 3706.199506 = -11121593.410746 nChanged 934 SP:Iteration 21Q (5082.297223 sec): 3 clusters Score: Raw -11125492.897729 + Penalty 3706.199506 = -11121786.698223 nChanged 875 SP:Iteration 22Q (5082.487467 sec): 3 clusters Score: Raw -11125672.408098 + Penalty 3706.199506 = -11121966.208592 nChanged 868 SP:Iteration 23Q (5082.678988 sec): 3 clusters Score: Raw -11125861.666458 + Penalty 3706.199506 = -11122155.466952 nChanged 816 SP:Iteration 24Q (5082.873771 sec): 3 clusters Score: Raw -11126053.066429 + Penalty 3706.199506 = -11122346.866923 nChanged 806 SP:Iteration 25Q (5083.059511 sec): 3 clusters Score: Raw -11126260.130920 + Penalty 3706.199506 = -11122553.931414 nChanged 802 SP:Iteration 26Q (5083.249651 sec): 3 clusters Score: Raw -11126480.012270 + Penalty 3706.199506 = -11122773.812764 nChanged 825 SP:Iteration 27Q (5083.438493 sec): 3 clusters Score: Raw -11126726.343953 + Penalty 3706.199506 = -11123020.144447 nChanged 858 SP:Iteration 28Q (5083.627688 sec): 3 clusters Score: Raw -11127014.756482 + Penalty 3706.199506 = -11123308.556976 nChanged 868 SP:Iteration 29Q (5083.814813 sec): 3 clusters Score: Raw -11127305.571616 + Penalty 3706.199506 = -11123599.372110 nChanged 835 SP:Iteration 30Q (5084.009942 sec): 3 clusters Score: Raw -11127564.311876 + Penalty 3706.199506 = -11123858.112370 nChanged 754 SP:Iteration 31Q (5084.193598 sec): 3 clusters Score: Raw -11127781.541575 + Penalty 3706.199506 = -11124075.342069 nChanged 711 SP:Iteration 32Q (5084.384441 sec): 3 clusters Score: Raw -11127959.269030 + Penalty 3706.199506 = -11124253.069524 nChanged 664 SP:Iteration 33Q (5084.568235 sec): 3 clusters Score: Raw -11128094.512183 + Penalty 3706.199506 = -11124388.312677 nChanged 597 SP:Iteration 34Q (5084.754402 sec): 3 clusters Score: Raw -11128199.492539 + Penalty 3706.199506 = -11124493.293033 nChanged 511 SP:Iteration 35Q (5084.954418 sec): 3 clusters Score: Raw -11128269.101444 + Penalty 3706.199506 = -11124562.901938 nChanged 403 SP:Iteration 36Q (5085.134382 sec): 3 clusters Score: Raw -11128317.198411 + Penalty 3706.199506 = -11124610.998905 nChanged 368 SP:Iteration 37Q (5085.311089 sec): 3 clusters Score: Raw -11128356.236581 + Penalty 3706.199506 = -11124650.037075 nChanged 298 SP:Iteration 38Q (5085.493248 sec): 3 clusters Score: Raw -11128383.827503 + Penalty 3706.199506 = -11124677.627997 nChanged 277 SP:Iteration 39Q (5085.673772 sec): 3 clusters Score: Raw -11128406.262600 + Penalty 3706.199506 = -11124700.063094 nChanged 232 SP:Iteration 40F (5085.860345 sec): 3 clusters Score: Raw -11128422.866464 + Penalty 3706.199506 = -11124716.666958 nChanged 202 SP:Iteration 41Q (5086.037418 sec): 3 clusters Score: Raw -11128435.743116 + Penalty 3706.199506 = -11124729.543610 nChanged 180 SP:Iteration 42Q (5086.221506 sec): 3 clusters Score: Raw -11128446.044945 + Penalty 3706.199506 = -11124739.845439 nChanged 169 SP:Iteration 43Q (5086.381857 sec): 3 clusters Score: Raw -11128454.684404 + Penalty 3706.199506 = -11124748.484898 nChanged 152 SP:Iteration 44Q (5086.575562 sec): 3 clusters Score: Raw -11128462.422353 + Penalty 3706.199506 = -11124756.222847 nChanged 121 SP:Iteration 45Q (5086.757854 sec): 3 clusters Score: Raw -11128467.390129 + Penalty 3706.199506 = -11124761.190623 nChanged 111 SP:Iteration 46Q (5086.938420 sec): 3 clusters Score: Raw -11128472.143231 + Penalty 3706.199506 = -11124765.943725 nChanged 89 SP:Iteration 47Q (5087.125042 sec): 3 clusters Score: Raw -11128475.444088 + Penalty 3706.199506 = -11124769.244582 nChanged 73 SP:Iteration 48Q (5087.303050 sec): 3 clusters Score: Raw -11128477.932304 + Penalty 3706.199506 = -11124771.732797 nChanged 65 SP:Iteration 49Q (5087.486907 sec): 3 clusters Score: Raw -11128480.114534 + Penalty 3706.199506 = -11124773.915028 nChanged 50 SP:Iteration 50Q (5087.665377 sec): 3 clusters Score: Raw -11128481.837570 + Penalty 3706.199506 = -11124775.638064 nChanged 56 SP:Iteration 51Q (5087.841984 sec): 3 clusters Score: Raw -11128483.882391 + Penalty 3706.199506 = -11124777.682885 nChanged 54 SP:Iteration 52Q (5088.024517 sec): 3 clusters Score: Raw -11128485.950748 + Penalty 3706.199506 = -11124779.751242 nChanged 55 SP:Iteration 53Q (5088.195651 sec): 3 clusters Score: Raw -11128488.047786 + Penalty 3706.199506 = -11124781.848280 nChanged 56 SP:Iteration 54Q (5088.372683 sec): 3 clusters Score: Raw -11128489.945095 + Penalty 3706.199506 = -11124783.745588 nChanged 53 SP:Iteration 55Q (5088.547717 sec): 3 clusters Score: Raw -11128491.662522 + Penalty 3706.199506 = -11124785.463016 nChanged 41 SP:Iteration 56Q (5088.725629 sec): 3 clusters Score: Raw -11128493.014977 + Penalty 3706.199506 = -11124786.815471 nChanged 46 SP:Iteration 57Q (5088.910701 sec): 3 clusters Score: Raw -11128494.384282 + Penalty 3706.199506 = -11124788.184776 nChanged 41 SP:Iteration 58Q (5089.097104 sec): 3 clusters Score: Raw -11128495.309810 + Penalty 3706.199506 = -11124789.110304 nChanged 20 SP:Iteration 59Q (5089.283453 sec): 3 clusters Score: Raw -11128495.783792 + Penalty 3706.199506 = -11124789.584286 nChanged 15 SP:Iteration 60F (5089.481725 sec): 3 clusters Score: Raw -11128496.018640 + Penalty 3706.199506 = -11124789.819134 nChanged 8 SP:Iteration 61Q (5089.674605 sec): 3 clusters Score: Raw -11128496.140597 + Penalty 3706.199506 = -11124789.941091 nChanged 6 SP:Iteration 62Q (5089.849611 sec): 3 clusters Score: Raw -11128496.224745 + Penalty 3706.199506 = -11124790.025239 nChanged 3 SP:Iteration 63Q (5090.030290 sec): 3 clusters Score: Raw -11128496.262136 + Penalty 3706.199506 = -11124790.062630 nChanged 0 SP:Iteration 64F (5090.209129 sec): 3 clusters Score: Raw -11128496.262136 + Penalty 3706.199506 = -11124790.062630 nChanged 0 Score: Raw -154429566.709509 + Penalty 57169.972734 = -154372396.736776 Splitting cluster 7 changes total score from -154324417.117193 to -154372396.736776 So it's getting split into cluster 25. Trying to split cluster 8 (7229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5109.519007 sec): 2 clusters Score: Raw -836245.309180 + Penalty 1443.951599 = -834801.357581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5109.576441 sec): 3 clusters Score: Raw -832348.019823 + Penalty 2887.903198 = -829460.116625 nChanged 3068 SP:Iteration 1F (5109.635767 sec): 3 clusters Score: Raw -834463.115297 + Penalty 2887.903198 = -831575.212099 nChanged 679 SP:Iteration 2F (5109.693038 sec): 3 clusters Score: Raw -835053.859852 + Penalty 2887.903198 = -832165.956654 nChanged 565 SP:Iteration 3F (5109.751987 sec): 3 clusters Score: Raw -835534.663494 + Penalty 2887.903198 = -832646.760296 nChanged 467 SP:Iteration 4F (5109.808519 sec): 3 clusters Score: Raw -835879.951568 + Penalty 2887.903198 = -832992.048370 nChanged 361 SP:Iteration 5Q (5109.868984 sec): 3 clusters Score: Raw -836118.282190 + Penalty 2887.903198 = -833230.378992 nChanged 294 SP:Iteration 6Q (5109.919886 sec): 3 clusters Score: Raw -836298.317695 + Penalty 2887.903198 = -833410.414497 nChanged 240 SP:Iteration 7Q (5109.973285 sec): 3 clusters Score: Raw -836428.946630 + Penalty 2887.903198 = -833541.043432 nChanged 205 SP:Iteration 8Q (5110.034691 sec): 3 clusters Score: Raw -836551.263790 + Penalty 2887.903198 = -833663.360592 nChanged 208 SP:Iteration 9Q (5110.089784 sec): 3 clusters Score: Raw -836658.336222 + Penalty 2887.903198 = -833770.433024 nChanged 169 SP:Iteration 10Q (5110.140904 sec): 3 clusters Score: Raw -836733.187121 + Penalty 2887.903198 = -833845.283923 nChanged 133 SP:Iteration 11Q (5110.206567 sec): 3 clusters Score: Raw -836792.702304 + Penalty 2887.903198 = -833904.799106 nChanged 122 SP:Iteration 12Q (5110.256088 sec): 3 clusters Score: Raw -836851.740124 + Penalty 2887.903198 = -833963.836927 nChanged 123 SP:Iteration 13Q (5110.308931 sec): 3 clusters Score: Raw -836907.306383 + Penalty 2887.903198 = -834019.403185 nChanged 115 SP:Iteration 14Q (5110.379452 sec): 3 clusters Score: Raw -836951.761434 + Penalty 2887.903198 = -834063.858236 nChanged 79 SP:Iteration 15Q (5110.439188 sec): 3 clusters Score: Raw -836972.495443 + Penalty 2887.903198 = -834084.592246 nChanged 52 SP:Iteration 16Q (5110.483539 sec): 3 clusters Score: Raw -836983.579564 + Penalty 2887.903198 = -834095.676366 nChanged 40 SP:Iteration 17Q (5110.541492 sec): 3 clusters Score: Raw -836992.327927 + Penalty 2887.903198 = -834104.424729 nChanged 37 SP:Iteration 18Q (5110.603171 sec): 3 clusters Score: Raw -836999.659702 + Penalty 2887.903198 = -834111.756504 nChanged 25 SP:Iteration 19Q (5110.663145 sec): 3 clusters Score: Raw -837003.280301 + Penalty 2887.903198 = -834115.377104 nChanged 16 SP:Iteration 20F (5110.720817 sec): 3 clusters Score: Raw -837005.917808 + Penalty 2887.903198 = -834118.014610 nChanged 16 SP:Iteration 21Q (5110.781477 sec): 3 clusters Score: Raw -837008.329521 + Penalty 2887.903198 = -834120.426323 nChanged 11 SP:Iteration 22Q (5110.837554 sec): 3 clusters Score: Raw -837009.845393 + Penalty 2887.903198 = -834121.942195 nChanged 11 SP:Iteration 23Q (5110.902565 sec): 3 clusters Score: Raw -837011.392618 + Penalty 2887.903198 = -834123.489420 nChanged 10 SP:Iteration 24Q (5110.960607 sec): 3 clusters Score: Raw -837013.250854 + Penalty 2887.903198 = -834125.347656 nChanged 10 SP:Iteration 25Q (5111.023062 sec): 3 clusters Score: Raw -837014.948683 + Penalty 2887.903198 = -834127.045485 nChanged 13 SP:Iteration 26Q (5111.081259 sec): 3 clusters Score: Raw -837018.203918 + Penalty 2887.903198 = -834130.300721 nChanged 16 SP:Iteration 27Q (5111.144078 sec): 3 clusters Score: Raw -837020.325764 + Penalty 2887.903198 = -834132.422567 nChanged 10 SP:Iteration 28Q (5111.204524 sec): 3 clusters Score: Raw -837022.682150 + Penalty 2887.903198 = -834134.778952 nChanged 11 SP:Iteration 29Q (5111.254152 sec): 3 clusters Score: Raw -837024.751197 + Penalty 2887.903198 = -834136.847999 nChanged 16 SP:Iteration 30Q (5111.326495 sec): 3 clusters Score: Raw -837027.558422 + Penalty 2887.903198 = -834139.655224 nChanged 9 SP:Iteration 31Q (5111.376113 sec): 3 clusters Score: Raw -837028.420182 + Penalty 2887.903198 = -834140.516984 nChanged 8 SP:Iteration 32Q (5111.434594 sec): 3 clusters Score: Raw -837029.642107 + Penalty 2887.903198 = -834141.738909 nChanged 7 SP:Iteration 33Q (5111.493161 sec): 3 clusters Score: Raw -837030.687004 + Penalty 2887.903198 = -834142.783806 nChanged 5 SP:Iteration 34Q (5111.561010 sec): 3 clusters Score: Raw -837031.327603 + Penalty 2887.903198 = -834143.424405 nChanged 6 SP:Iteration 35Q (5111.609258 sec): 3 clusters Score: Raw -837032.488978 + Penalty 2887.903198 = -834144.585780 nChanged 3 SP:Iteration 36Q (5111.668911 sec): 3 clusters Score: Raw -837032.888168 + Penalty 2887.903198 = -834144.984970 nChanged 5 SP:Iteration 37Q (5111.726829 sec): 3 clusters Score: Raw -837033.252043 + Penalty 2887.903198 = -834145.348845 nChanged 2 SP:Iteration 38Q (5111.796939 sec): 3 clusters Score: Raw -837033.446962 + Penalty 2887.903198 = -834145.543764 nChanged 1 SP:Iteration 39Q (5111.844633 sec): 3 clusters Score: Raw -837033.553648 + Penalty 2887.903198 = -834145.650451 nChanged 0 SP:Iteration 40F (5111.914286 sec): 3 clusters Score: Raw -837033.553648 + Penalty 2887.903198 = -834145.650451 nChanged 0 Trying to split cluster 9 (7278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5111.950374 sec): 2 clusters Score: Raw -776003.791890 + Penalty 1445.049349 = -774558.742541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5111.996002 sec): 3 clusters Score: Raw -772254.705942 + Penalty 2890.098698 = -769364.607244 nChanged 3133 SP:Iteration 1F (5112.052537 sec): 3 clusters Score: Raw -776924.915030 + Penalty 2890.098698 = -774034.816332 nChanged 1123 SP:Iteration 2F (5112.109974 sec): 3 clusters Score: Raw -779987.680046 + Penalty 2890.098698 = -777097.581348 nChanged 799 SP:Iteration 3F (5112.179519 sec): 3 clusters Score: Raw -781469.198651 + Penalty 2890.098698 = -778579.099953 nChanged 512 SP:Iteration 4F (5112.228600 sec): 3 clusters Score: Raw -782377.162792 + Penalty 2890.098698 = -779487.064094 nChanged 323 SP:Iteration 5Q (5112.297417 sec): 3 clusters Score: Raw -782807.851149 + Penalty 2890.098698 = -779917.752451 nChanged 196 SP:Iteration 6Q (5112.353436 sec): 3 clusters Score: Raw -783009.663962 + Penalty 2890.098698 = -780119.565264 nChanged 139 SP:Iteration 7Q (5112.410718 sec): 3 clusters Score: Raw -783137.496726 + Penalty 2890.098698 = -780247.398028 nChanged 123 SP:Iteration 8Q (5112.469485 sec): 3 clusters Score: Raw -783259.594997 + Penalty 2890.098698 = -780369.496299 nChanged 92 SP:Iteration 9Q (5112.530076 sec): 3 clusters Score: Raw -783336.260341 + Penalty 2890.098698 = -780446.161643 nChanged 66 SP:Iteration 10Q (5112.586643 sec): 3 clusters Score: Raw -783388.559346 + Penalty 2890.098698 = -780498.460648 nChanged 50 SP:Iteration 11Q (5112.645435 sec): 3 clusters Score: Raw -783427.923357 + Penalty 2890.098698 = -780537.824659 nChanged 53 SP:Iteration 12Q (5112.688077 sec): 3 clusters Score: Raw -783462.967232 + Penalty 2890.098698 = -780572.868534 nChanged 45 SP:Iteration 13Q (5112.742331 sec): 3 clusters Score: Raw -783493.236283 + Penalty 2890.098698 = -780603.137585 nChanged 49 SP:Iteration 14Q (5112.795295 sec): 3 clusters Score: Raw -783526.053325 + Penalty 2890.098698 = -780635.954627 nChanged 45 SP:Iteration 15Q (5112.853734 sec): 3 clusters Score: Raw -783547.513481 + Penalty 2890.098698 = -780657.414783 nChanged 32 SP:Iteration 16Q (5112.920782 sec): 3 clusters Score: Raw -783556.795293 + Penalty 2890.098698 = -780666.696595 nChanged 21 SP:Iteration 17Q (5112.966528 sec): 3 clusters Score: Raw -783562.132995 + Penalty 2890.098698 = -780672.034297 nChanged 18 SP:Iteration 18Q (5113.030507 sec): 3 clusters Score: Raw -783567.074190 + Penalty 2890.098698 = -780676.975492 nChanged 17 SP:Iteration 19Q (5113.085834 sec): 3 clusters Score: Raw -783571.529617 + Penalty 2890.098698 = -780681.430919 nChanged 11 SP:Iteration 20F (5113.140573 sec): 3 clusters Score: Raw -783574.723332 + Penalty 2890.098698 = -780684.624634 nChanged 11 SP:Iteration 21Q (5113.195614 sec): 3 clusters Score: Raw -783578.349266 + Penalty 2890.098698 = -780688.250568 nChanged 16 SP:Iteration 22Q (5113.254260 sec): 3 clusters Score: Raw -783583.876162 + Penalty 2890.098698 = -780693.777464 nChanged 6 SP:Iteration 23Q (5113.312488 sec): 3 clusters Score: Raw -783585.529436 + Penalty 2890.098698 = -780695.430738 nChanged 6 SP:Iteration 24Q (5113.369374 sec): 3 clusters Score: Raw -783587.792451 + Penalty 2890.098698 = -780697.693753 nChanged 7 SP:Iteration 25Q (5113.415330 sec): 3 clusters Score: Raw -783590.254751 + Penalty 2890.098698 = -780700.156053 nChanged 5 SP:Iteration 26Q (5113.473352 sec): 3 clusters Score: Raw -783590.951624 + Penalty 2890.098698 = -780700.852926 nChanged 0 SP:Iteration 27F (5113.522070 sec): 3 clusters Score: Raw -783590.951624 + Penalty 2890.098698 = -780700.852926 nChanged 0 Score: Raw -154437153.869244 + Penalty 59456.771643 = -154377697.097601 Splitting cluster 9 changes total score from -154324417.117193 to -154377697.097601 So it's getting split into cluster 26. Trying to split cluster 10 (15875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5133.549677 sec): 2 clusters Score: Raw -1878990.777633 + Penalty 1571.781384 = -1877418.996249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5133.621308 sec): 3 clusters Score: Raw -1870078.007686 + Penalty 3143.562768 = -1866934.444918 nChanged 7234 SP:Iteration 1F (5133.691816 sec): 3 clusters Score: Raw -1880380.203260 + Penalty 3143.562768 = -1877236.640493 nChanged 2834 SP:Iteration 2F (5133.757333 sec): 3 clusters Score: Raw -1885747.271359 + Penalty 3143.562768 = -1882603.708592 nChanged 1687 SP:Iteration 3F (5133.819756 sec): 3 clusters Score: Raw -1887905.489000 + Penalty 3143.562768 = -1884761.926233 nChanged 757 SP:Iteration 4Q (5133.884158 sec): 3 clusters Score: Raw -1888552.647454 + Penalty 3143.562768 = -1885409.084687 nChanged 391 SP:Iteration 5Q (5133.950766 sec): 3 clusters Score: Raw -1888834.772967 + Penalty 3143.562768 = -1885691.210199 nChanged 256 SP:Iteration 6Q (5134.029755 sec): 3 clusters Score: Raw -1889010.071089 + Penalty 3143.562768 = -1885866.508321 nChanged 209 SP:Iteration 7Q (5134.096191 sec): 3 clusters Score: Raw -1889178.823754 + Penalty 3143.562768 = -1886035.260986 nChanged 193 SP:Iteration 8Q (5134.155705 sec): 3 clusters Score: Raw -1889336.169398 + Penalty 3143.562768 = -1886192.606631 nChanged 170 SP:Iteration 9Q (5134.223838 sec): 3 clusters Score: Raw -1889431.667191 + Penalty 3143.562768 = -1886288.104423 nChanged 150 SP:Iteration 10Q (5134.294183 sec): 3 clusters Score: Raw -1889503.779639 + Penalty 3143.562768 = -1886360.216871 nChanged 143 SP:Iteration 11Q (5134.363532 sec): 3 clusters Score: Raw -1889575.534342 + Penalty 3143.562768 = -1886431.971575 nChanged 139 SP:Iteration 12Q (5134.428207 sec): 3 clusters Score: Raw -1889636.149718 + Penalty 3143.562768 = -1886492.586950 nChanged 132 SP:Iteration 13Q (5134.499340 sec): 3 clusters Score: Raw -1889688.781280 + Penalty 3143.562768 = -1886545.218512 nChanged 123 SP:Iteration 14Q (5134.574997 sec): 3 clusters Score: Raw -1889733.629234 + Penalty 3143.562768 = -1886590.066466 nChanged 131 SP:Iteration 15Q (5134.631256 sec): 3 clusters Score: Raw -1889779.843466 + Penalty 3143.562768 = -1886636.280698 nChanged 139 SP:Iteration 16Q (5134.689373 sec): 3 clusters Score: Raw -1889832.941980 + Penalty 3143.562768 = -1886689.379212 nChanged 167 SP:Iteration 17Q (5134.758589 sec): 3 clusters Score: Raw -1889906.787134 + Penalty 3143.562768 = -1886763.224366 nChanged 180 SP:Iteration 18Q (5134.817499 sec): 3 clusters Score: Raw -1889983.889901 + Penalty 3143.562768 = -1886840.327133 nChanged 203 SP:Iteration 19Q (5134.893779 sec): 3 clusters Score: Raw -1890072.957313 + Penalty 3143.562768 = -1886929.394546 nChanged 202 SP:Iteration 20F (5134.960011 sec): 3 clusters Score: Raw -1890157.572944 + Penalty 3143.562768 = -1887014.010177 nChanged 208 SP:Iteration 21Q (5135.033635 sec): 3 clusters Score: Raw -1890247.588620 + Penalty 3143.562768 = -1887104.025852 nChanged 203 SP:Iteration 22Q (5135.095278 sec): 3 clusters Score: Raw -1890349.538356 + Penalty 3143.562768 = -1887205.975588 nChanged 244 SP:Iteration 23Q (5135.167071 sec): 3 clusters Score: Raw -1890486.966830 + Penalty 3143.562768 = -1887343.404062 nChanged 290 SP:Iteration 24Q (5135.247305 sec): 3 clusters Score: Raw -1890655.178812 + Penalty 3143.562768 = -1887511.616044 nChanged 310 SP:Iteration 25Q (5135.308254 sec): 3 clusters Score: Raw -1890871.247121 + Penalty 3143.562768 = -1887727.684353 nChanged 364 SP:Iteration 26Q (5135.381399 sec): 3 clusters Score: Raw -1891202.391188 + Penalty 3143.562768 = -1888058.828421 nChanged 456 SP:Iteration 27Q (5135.457494 sec): 3 clusters Score: Raw -1891870.408767 + Penalty 3143.562768 = -1888726.845999 nChanged 589 SP:Iteration 28Q (5135.528628 sec): 3 clusters Score: Raw -1893197.169112 + Penalty 3143.562768 = -1890053.606344 nChanged 646 SP:Iteration 29Q (5135.589397 sec): 3 clusters Score: Raw -1894898.227178 + Penalty 3143.562768 = -1891754.664410 nChanged 418 SP:Iteration 30Q (5135.668581 sec): 3 clusters Score: Raw -1895641.434934 + Penalty 3143.562768 = -1892497.872166 nChanged 238 SP:Iteration 31Q (5135.738125 sec): 3 clusters Score: Raw -1895850.739067 + Penalty 3143.562768 = -1892707.176299 nChanged 106 SP:Iteration 32Q (5135.802827 sec): 3 clusters Score: Raw -1895901.288653 + Penalty 3143.562768 = -1892757.725886 nChanged 51 SP:Iteration 33Q (5135.869273 sec): 3 clusters Score: Raw -1895918.245018 + Penalty 3143.562768 = -1892774.682250 nChanged 39 SP:Iteration 34Q (5135.934831 sec): 3 clusters Score: Raw -1895933.290958 + Penalty 3143.562768 = -1892789.728191 nChanged 39 SP:Iteration 35Q (5136.002401 sec): 3 clusters Score: Raw -1895947.017675 + Penalty 3143.562768 = -1892803.454908 nChanged 30 SP:Iteration 36Q (5136.069927 sec): 3 clusters Score: Raw -1895954.612564 + Penalty 3143.562768 = -1892811.049796 nChanged 13 SP:Iteration 37Q (5136.137613 sec): 3 clusters Score: Raw -1895956.909958 + Penalty 3143.562768 = -1892813.347190 nChanged 10 SP:Iteration 38Q (5136.195889 sec): 3 clusters Score: Raw -1895958.279943 + Penalty 3143.562768 = -1892814.717175 nChanged 12 SP:Iteration 39Q (5136.265703 sec): 3 clusters Score: Raw -1895959.694135 + Penalty 3143.562768 = -1892816.131367 nChanged 9 SP:Iteration 40F (5136.332215 sec): 3 clusters Score: Raw -1895960.714172 + Penalty 3143.562768 = -1892817.151404 nChanged 5 SP:Iteration 41Q (5136.393314 sec): 3 clusters Score: Raw -1895961.223239 + Penalty 3143.562768 = -1892817.660471 nChanged 4 SP:Iteration 42Q (5136.443757 sec): 3 clusters Score: Raw -1895961.458546 + Penalty 3143.562768 = -1892817.895778 nChanged 0 SP:Iteration 43F (5136.512548 sec): 3 clusters Score: Raw -1895961.458546 + Penalty 3143.562768 = -1892817.895778 nChanged 0 Score: Raw -154454124.550156 + Penalty 61743.570552 = -154392380.979603 Splitting cluster 10 changes total score from -154324417.117193 to -154392380.979603 So it's getting split into cluster 27. Trying to split cluster 11 (5753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5157.251017 sec): 2 clusters Score: Raw -575796.691245 + Penalty 1406.839970 = -574389.851275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5157.307185 sec): 3 clusters Score: Raw -573079.993257 + Penalty 2813.679939 = -570266.313317 nChanged 2449 SP:Iteration 1F (5157.364512 sec): 3 clusters Score: Raw -577713.113284 + Penalty 2813.679939 = -574899.433345 nChanged 993 SP:Iteration 2F (5157.411272 sec): 3 clusters Score: Raw -581893.623196 + Penalty 2813.679939 = -579079.943257 nChanged 765 SP:Iteration 3F (5157.467380 sec): 3 clusters Score: Raw -585254.124362 + Penalty 2813.679939 = -582440.444422 nChanged 528 SP:Iteration 4F (5157.535736 sec): 3 clusters Score: Raw -587705.362205 + Penalty 2813.679939 = -584891.682265 nChanged 296 SP:Iteration 5F (5157.582020 sec): 3 clusters Score: Raw -588865.281162 + Penalty 2813.679939 = -586051.601222 nChanged 210 SP:Iteration 6Q (5157.636899 sec): 3 clusters Score: Raw -589290.627778 + Penalty 2813.679939 = -586476.947838 nChanged 143 SP:Iteration 7Q (5157.693177 sec): 3 clusters Score: Raw -589561.746308 + Penalty 2813.679939 = -586748.066369 nChanged 116 SP:Iteration 8Q (5157.756968 sec): 3 clusters Score: Raw -590004.445042 + Penalty 2813.679939 = -587190.765103 nChanged 141 SP:Iteration 9Q (5157.801691 sec): 3 clusters Score: Raw -590668.595611 + Penalty 2813.679939 = -587854.915672 nChanged 81 SP:Iteration 10Q (5157.862469 sec): 3 clusters Score: Raw -590832.190160 + Penalty 2813.679939 = -588018.510221 nChanged 28 SP:Iteration 11Q (5157.915605 sec): 3 clusters Score: Raw -590846.964915 + Penalty 2813.679939 = -588033.284975 nChanged 9 SP:Iteration 12Q (5157.961491 sec): 3 clusters Score: Raw -590850.221898 + Penalty 2813.679939 = -588036.541959 nChanged 3 SP:Iteration 13Q (5158.013650 sec): 3 clusters Score: Raw -590850.602690 + Penalty 2813.679939 = -588036.922750 nChanged 0 SP:Iteration 14F (5158.070906 sec): 3 clusters Score: Raw -590882.549562 + Penalty 2813.679939 = -588068.869622 nChanged 5 SP:Iteration 15Q (5158.128032 sec): 3 clusters Score: Raw -590938.325253 + Penalty 2813.679939 = -588124.645313 nChanged 10 SP:Iteration 16Q (5158.181101 sec): 3 clusters Score: Raw -590946.549079 + Penalty 2813.679939 = -588132.869139 nChanged 4 SP:Iteration 17Q (5158.243363 sec): 3 clusters Score: Raw -590947.949085 + Penalty 2813.679939 = -588134.269146 nChanged 0 SP:Iteration 18F (5158.287713 sec): 3 clusters Score: Raw -590947.949085 + Penalty 2813.679939 = -588134.269146 nChanged 0 Score: Raw -154469275.807996 + Penalty 64030.369462 = -154405245.438534 Splitting cluster 11 changes total score from -154324417.117193 to -154405245.438534 So it's getting split into cluster 28. Trying to split cluster 13 (11890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5181.430452 sec): 2 clusters Score: Raw -1407771.435466 + Penalty 1524.811111 = -1406246.624355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5181.500008 sec): 3 clusters Score: Raw -1401092.297583 + Penalty 3049.622222 = -1398042.675362 nChanged 5222 SP:Iteration 1F (5181.558144 sec): 3 clusters Score: Raw -1405820.869258 + Penalty 3049.622222 = -1402771.247036 nChanged 1592 SP:Iteration 2F (5181.627955 sec): 3 clusters Score: Raw -1408967.736669 + Penalty 3049.622222 = -1405918.114448 nChanged 1437 SP:Iteration 3F (5181.697002 sec): 3 clusters Score: Raw -1411218.454924 + Penalty 3049.622222 = -1408168.832702 nChanged 923 SP:Iteration 4F (5181.754403 sec): 3 clusters Score: Raw -1412191.433231 + Penalty 3049.622222 = -1409141.811009 nChanged 548 SP:Iteration 5Q (5181.827280 sec): 3 clusters Score: Raw -1412646.777962 + Penalty 3049.622222 = -1409597.155741 nChanged 333 SP:Iteration 6Q (5181.885631 sec): 3 clusters Score: Raw -1412896.401633 + Penalty 3049.622222 = -1409846.779412 nChanged 270 SP:Iteration 7Q (5181.953560 sec): 3 clusters Score: Raw -1413092.677690 + Penalty 3049.622222 = -1410043.055469 nChanged 242 SP:Iteration 8Q (5182.032643 sec): 3 clusters Score: Raw -1413254.244367 + Penalty 3049.622222 = -1410204.622145 nChanged 209 SP:Iteration 9Q (5182.099636 sec): 3 clusters Score: Raw -1413381.503076 + Penalty 3049.622222 = -1410331.880854 nChanged 181 SP:Iteration 10Q (5182.167651 sec): 3 clusters Score: Raw -1413470.286245 + Penalty 3049.622222 = -1410420.664023 nChanged 158 SP:Iteration 11Q (5182.231773 sec): 3 clusters Score: Raw -1413540.673770 + Penalty 3049.622222 = -1410491.051549 nChanged 139 SP:Iteration 12Q (5182.298039 sec): 3 clusters Score: Raw -1413627.096930 + Penalty 3049.622222 = -1410577.474709 nChanged 132 SP:Iteration 13Q (5182.364625 sec): 3 clusters Score: Raw -1413704.062506 + Penalty 3049.622222 = -1410654.440284 nChanged 111 SP:Iteration 14Q (5182.427798 sec): 3 clusters Score: Raw -1413770.352347 + Penalty 3049.622222 = -1410720.730125 nChanged 111 SP:Iteration 15Q (5182.492534 sec): 3 clusters Score: Raw -1413850.412687 + Penalty 3049.622222 = -1410800.790465 nChanged 121 SP:Iteration 16Q (5182.541482 sec): 3 clusters Score: Raw -1413896.997907 + Penalty 3049.622222 = -1410847.375685 nChanged 104 SP:Iteration 17Q (5182.606592 sec): 3 clusters Score: Raw -1413951.563675 + Penalty 3049.622222 = -1410901.941453 nChanged 92 SP:Iteration 18Q (5182.681815 sec): 3 clusters Score: Raw -1413998.791161 + Penalty 3049.622222 = -1410949.168940 nChanged 78 SP:Iteration 19Q (5182.749583 sec): 3 clusters Score: Raw -1414033.738743 + Penalty 3049.622222 = -1410984.116521 nChanged 70 SP:Iteration 20F (5182.814661 sec): 3 clusters Score: Raw -1414107.919329 + Penalty 3049.622222 = -1411058.297107 nChanged 68 SP:Iteration 21Q (5182.881716 sec): 3 clusters Score: Raw -1414154.185924 + Penalty 3049.622222 = -1411104.563702 nChanged 70 SP:Iteration 22Q (5182.928607 sec): 3 clusters Score: Raw -1414166.522511 + Penalty 3049.622222 = -1411116.900289 nChanged 42 SP:Iteration 23Q (5182.993588 sec): 3 clusters Score: Raw -1414171.405591 + Penalty 3049.622222 = -1411121.783370 nChanged 22 SP:Iteration 24Q (5183.055241 sec): 3 clusters Score: Raw -1414174.377355 + Penalty 3049.622222 = -1411124.755134 nChanged 21 SP:Iteration 25Q (5183.127528 sec): 3 clusters Score: Raw -1414176.397745 + Penalty 3049.622222 = -1411126.775523 nChanged 13 SP:Iteration 26Q (5183.182484 sec): 3 clusters Score: Raw -1414177.644864 + Penalty 3049.622222 = -1411128.022643 nChanged 14 SP:Iteration 27Q (5183.241586 sec): 3 clusters Score: Raw -1414178.792114 + Penalty 3049.622222 = -1411129.169893 nChanged 15 SP:Iteration 28Q (5183.314490 sec): 3 clusters Score: Raw -1414180.065179 + Penalty 3049.622222 = -1411130.442957 nChanged 8 SP:Iteration 29Q (5183.376653 sec): 3 clusters Score: Raw -1414180.658112 + Penalty 3049.622222 = -1411131.035890 nChanged 10 SP:Iteration 30Q (5183.440991 sec): 3 clusters Score: Raw -1414181.395623 + Penalty 3049.622222 = -1411131.773401 nChanged 8 SP:Iteration 31Q (5183.492129 sec): 3 clusters Score: Raw -1414182.223527 + Penalty 3049.622222 = -1411132.601305 nChanged 8 SP:Iteration 32Q (5183.562053 sec): 3 clusters Score: Raw -1414182.745915 + Penalty 3049.622222 = -1411133.123693 nChanged 8 SP:Iteration 33Q (5183.624166 sec): 3 clusters Score: Raw -1414183.309341 + Penalty 3049.622222 = -1411133.687119 nChanged 9 SP:Iteration 34Q (5183.683856 sec): 3 clusters Score: Raw -1414184.103155 + Penalty 3049.622222 = -1411134.480933 nChanged 11 SP:Iteration 35Q (5183.744290 sec): 3 clusters Score: Raw -1414185.088870 + Penalty 3049.622222 = -1411135.466649 nChanged 8 SP:Iteration 36Q (5183.809450 sec): 3 clusters Score: Raw -1414185.792862 + Penalty 3049.622222 = -1411136.170641 nChanged 9 SP:Iteration 37Q (5183.877361 sec): 3 clusters Score: Raw -1414186.578701 + Penalty 3049.622222 = -1411136.956479 nChanged 7 SP:Iteration 38Q (5183.934335 sec): 3 clusters Score: Raw -1414187.239830 + Penalty 3049.622222 = -1411137.617608 nChanged 9 SP:Iteration 39Q (5183.995293 sec): 3 clusters Score: Raw -1414188.231724 + Penalty 3049.622222 = -1411138.609502 nChanged 12 SP:Iteration 40F (5184.066191 sec): 3 clusters Score: Raw -1414189.363026 + Penalty 3049.622222 = -1411139.740805 nChanged 12 SP:Iteration 41Q (5184.128444 sec): 3 clusters Score: Raw -1414190.590946 + Penalty 3049.622222 = -1411140.968725 nChanged 12 SP:Iteration 42Q (5184.196743 sec): 3 clusters Score: Raw -1414191.422367 + Penalty 3049.622222 = -1411141.800145 nChanged 8 SP:Iteration 43Q (5184.260056 sec): 3 clusters Score: Raw -1414191.970538 + Penalty 3049.622222 = -1411142.348317 nChanged 14 SP:Iteration 44Q (5184.312898 sec): 3 clusters Score: Raw -1414193.187006 + Penalty 3049.622222 = -1411143.564785 nChanged 13 SP:Iteration 45Q (5184.378121 sec): 3 clusters Score: Raw -1414194.207283 + Penalty 3049.622222 = -1411144.585061 nChanged 8 SP:Iteration 46Q (5184.450373 sec): 3 clusters Score: Raw -1414194.654571 + Penalty 3049.622222 = -1411145.032349 nChanged 3 SP:Iteration 47Q (5184.502669 sec): 3 clusters Score: Raw -1414194.846161 + Penalty 3049.622222 = -1411145.223939 nChanged 1 SP:Iteration 48Q (5184.565422 sec): 3 clusters Score: Raw -1414194.880254 + Penalty 3049.622222 = -1411145.258032 nChanged 0 SP:Iteration 49F (5184.644040 sec): 3 clusters Score: Raw -1414194.880254 + Penalty 3049.622222 = -1411145.258032 nChanged 0 Score: Raw -154475699.252784 + Penalty 66317.168371 = -154409382.084413 Splitting cluster 13 changes total score from -154324417.117193 to -154409382.084413 So it's getting split into cluster 29. Trying to split cluster 14 (95833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5208.097834 sec): 2 clusters Score: Raw -11736682.318369 + Penalty 1863.933885 = -11734818.384484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5208.286978 sec): 3 clusters Score: Raw -11674468.872749 + Penalty 3727.867771 = -11670741.004978 nChanged 45731 SP:Iteration 1F (5208.493077 sec): 3 clusters Score: Raw -11702000.345643 + Penalty 3727.867771 = -11698272.477872 nChanged 4951 SP:Iteration 2F (5208.686395 sec): 3 clusters Score: Raw -11705075.644911 + Penalty 3727.867771 = -11701347.777140 nChanged 6356 SP:Iteration 3F (5208.886854 sec): 3 clusters Score: Raw -11710345.797187 + Penalty 3727.867771 = -11706617.929416 nChanged 7728 SP:Iteration 4F (5209.094412 sec): 3 clusters Score: Raw -11717398.374088 + Penalty 3727.867771 = -11713670.506317 nChanged 8229 SP:Iteration 5F (5209.288700 sec): 3 clusters Score: Raw -11724454.876560 + Penalty 3727.867771 = -11720727.008789 nChanged 7462 SP:Iteration 6F (5209.472753 sec): 3 clusters Score: Raw -11730067.460045 + Penalty 3727.867771 = -11726339.592274 nChanged 5673 SP:Iteration 7F (5209.663109 sec): 3 clusters Score: Raw -11733722.740315 + Penalty 3727.867771 = -11729994.872544 nChanged 4200 SP:Iteration 8Q (5209.874550 sec): 3 clusters Score: Raw -11735936.745869 + Penalty 3727.867771 = -11732208.878098 nChanged 3286 SP:Iteration 9Q (5210.055442 sec): 3 clusters Score: Raw -11737400.754964 + Penalty 3727.867771 = -11733672.887193 nChanged 2603 SP:Iteration 10Q (5210.241880 sec): 3 clusters Score: Raw -11738377.887134 + Penalty 3727.867771 = -11734650.019363 nChanged 2196 SP:Iteration 11Q (5210.436182 sec): 3 clusters Score: Raw -11739118.072413 + Penalty 3727.867771 = -11735390.204642 nChanged 1984 SP:Iteration 12Q (5210.615748 sec): 3 clusters Score: Raw -11739780.661966 + Penalty 3727.867771 = -11736052.794195 nChanged 1868 SP:Iteration 13Q (5210.816359 sec): 3 clusters Score: Raw -11740380.526917 + Penalty 3727.867771 = -11736652.659146 nChanged 1702 SP:Iteration 14Q (5211.011280 sec): 3 clusters Score: Raw -11740893.215809 + Penalty 3727.867771 = -11737165.348038 nChanged 1566 SP:Iteration 15Q (5211.216051 sec): 3 clusters Score: Raw -11741351.088365 + Penalty 3727.867771 = -11737623.220594 nChanged 1485 SP:Iteration 16Q (5211.414628 sec): 3 clusters Score: Raw -11741766.372879 + Penalty 3727.867771 = -11738038.505108 nChanged 1385 SP:Iteration 17Q (5211.612812 sec): 3 clusters Score: Raw -11742137.656262 + Penalty 3727.867771 = -11738409.788491 nChanged 1202 SP:Iteration 18Q (5211.811527 sec): 3 clusters Score: Raw -11742413.546569 + Penalty 3727.867771 = -11738685.678798 nChanged 1008 SP:Iteration 19Q (5212.008419 sec): 3 clusters Score: Raw -11742619.141723 + Penalty 3727.867771 = -11738891.273952 nChanged 914 SP:Iteration 20F (5212.210243 sec): 3 clusters Score: Raw -11742778.319812 + Penalty 3727.867771 = -11739050.452041 nChanged 770 SP:Iteration 21Q (5212.409591 sec): 3 clusters Score: Raw -11742883.419017 + Penalty 3727.867771 = -11739155.551246 nChanged 653 SP:Iteration 22Q (5212.606189 sec): 3 clusters Score: Raw -11742957.297154 + Penalty 3727.867771 = -11739229.429383 nChanged 507 SP:Iteration 23Q (5212.801920 sec): 3 clusters Score: Raw -11743005.913206 + Penalty 3727.867771 = -11739278.045435 nChanged 463 SP:Iteration 24Q (5213.006696 sec): 3 clusters Score: Raw -11743045.333266 + Penalty 3727.867771 = -11739317.465495 nChanged 372 SP:Iteration 25Q (5213.210233 sec): 3 clusters Score: Raw -11743073.615314 + Penalty 3727.867771 = -11739345.747543 nChanged 338 SP:Iteration 26Q (5213.405257 sec): 3 clusters Score: Raw -11743097.639003 + Penalty 3727.867771 = -11739369.771232 nChanged 326 SP:Iteration 27Q (5213.615629 sec): 3 clusters Score: Raw -11743119.294777 + Penalty 3727.867771 = -11739391.427006 nChanged 304 SP:Iteration 28Q (5213.820320 sec): 3 clusters Score: Raw -11743136.749573 + Penalty 3727.867771 = -11739408.881802 nChanged 254 SP:Iteration 29Q (5214.027580 sec): 3 clusters Score: Raw -11743149.607399 + Penalty 3727.867771 = -11739421.739628 nChanged 229 SP:Iteration 30Q (5214.232294 sec): 3 clusters Score: Raw -11743160.312215 + Penalty 3727.867771 = -11739432.444444 nChanged 214 SP:Iteration 31Q (5214.432577 sec): 3 clusters Score: Raw -11743169.630114 + Penalty 3727.867771 = -11739441.762343 nChanged 190 SP:Iteration 32Q (5214.641796 sec): 3 clusters Score: Raw -11743177.520159 + Penalty 3727.867771 = -11739449.652388 nChanged 192 SP:Iteration 33Q (5214.848643 sec): 3 clusters Score: Raw -11743186.006641 + Penalty 3727.867771 = -11739458.138870 nChanged 205 SP:Iteration 34Q (5215.048173 sec): 3 clusters Score: Raw -11743194.939312 + Penalty 3727.867771 = -11739467.071541 nChanged 196 SP:Iteration 35Q (5215.248224 sec): 3 clusters Score: Raw -11743203.329253 + Penalty 3727.867771 = -11739475.461482 nChanged 169 SP:Iteration 36Q (5215.448234 sec): 3 clusters Score: Raw -11743210.039372 + Penalty 3727.867771 = -11739482.171601 nChanged 169 SP:Iteration 37Q (5215.644802 sec): 3 clusters Score: Raw -11743216.034748 + Penalty 3727.867771 = -11739488.166977 nChanged 150 SP:Iteration 38Q (5215.852323 sec): 3 clusters Score: Raw -11743221.261412 + Penalty 3727.867771 = -11739493.393641 nChanged 159 SP:Iteration 39Q (5216.046573 sec): 3 clusters Score: Raw -11743227.149446 + Penalty 3727.867771 = -11739499.281675 nChanged 149 SP:Iteration 40F (5216.252535 sec): 3 clusters Score: Raw -11743232.754743 + Penalty 3727.867771 = -11739504.886972 nChanged 162 SP:Iteration 41Q (5216.459595 sec): 3 clusters Score: Raw -11743239.304639 + Penalty 3727.867771 = -11739511.436868 nChanged 155 SP:Iteration 42Q (5216.663955 sec): 3 clusters Score: Raw -11743245.543192 + Penalty 3727.867771 = -11739517.675421 nChanged 162 SP:Iteration 43Q (5216.873185 sec): 3 clusters Score: Raw -11743251.394434 + Penalty 3727.867771 = -11739523.526663 nChanged 150 SP:Iteration 44Q (5217.073295 sec): 3 clusters Score: Raw -11743256.457129 + Penalty 3727.867771 = -11739528.589358 nChanged 144 SP:Iteration 45Q (5217.268978 sec): 3 clusters Score: Raw -11743261.410919 + Penalty 3727.867771 = -11739533.543148 nChanged 162 SP:Iteration 46Q (5217.477119 sec): 3 clusters Score: Raw -11743267.379413 + Penalty 3727.867771 = -11739539.511642 nChanged 155 SP:Iteration 47Q (5217.677862 sec): 3 clusters Score: Raw -11743273.611222 + Penalty 3727.867771 = -11739545.743451 nChanged 160 SP:Iteration 48Q (5217.883017 sec): 3 clusters Score: Raw -11743279.672808 + Penalty 3727.867771 = -11739551.805037 nChanged 159 SP:Iteration 49Q (5218.089227 sec): 3 clusters Score: Raw -11743285.586251 + Penalty 3727.867771 = -11739557.718480 nChanged 147 SP:Iteration 50Q (5218.286655 sec): 3 clusters Score: Raw -11743290.865415 + Penalty 3727.867771 = -11739562.997644 nChanged 159 SP:Iteration 51Q (5218.489131 sec): 3 clusters Score: Raw -11743296.762996 + Penalty 3727.867771 = -11739568.895225 nChanged 150 SP:Iteration 52Q (5218.688593 sec): 3 clusters Score: Raw -11743302.449772 + Penalty 3727.867771 = -11739574.582001 nChanged 149 SP:Iteration 53Q (5218.889371 sec): 3 clusters Score: Raw -11743307.858777 + Penalty 3727.867771 = -11739579.991006 nChanged 162 SP:Iteration 54Q (5219.086754 sec): 3 clusters Score: Raw -11743314.325893 + Penalty 3727.867771 = -11739586.458122 nChanged 167 SP:Iteration 55Q (5219.297897 sec): 3 clusters Score: Raw -11743321.814853 + Penalty 3727.867771 = -11739593.947082 nChanged 175 SP:Iteration 56Q (5219.500987 sec): 3 clusters Score: Raw -11743328.937910 + Penalty 3727.867771 = -11739601.070139 nChanged 175 SP:Iteration 57Q (5219.697456 sec): 3 clusters Score: Raw -11743337.256012 + Penalty 3727.867771 = -11739609.388241 nChanged 199 SP:Iteration 58Q (5219.884178 sec): 3 clusters Score: Raw -11743347.045845 + Penalty 3727.867771 = -11739619.178074 nChanged 220 SP:Iteration 59Q (5220.094566 sec): 3 clusters Score: Raw -11743358.500169 + Penalty 3727.867771 = -11739630.632398 nChanged 205 SP:Iteration 60F (5220.294805 sec): 3 clusters Score: Raw -11743368.075728 + Penalty 3727.867771 = -11739640.207957 nChanged 190 SP:Iteration 61Q (5220.496431 sec): 3 clusters Score: Raw -11743377.375818 + Penalty 3727.867771 = -11739649.508047 nChanged 217 SP:Iteration 62Q (5220.700032 sec): 3 clusters Score: Raw -11743388.865213 + Penalty 3727.867771 = -11739660.997442 nChanged 231 SP:Iteration 63Q (5220.903626 sec): 3 clusters Score: Raw -11743400.438024 + Penalty 3727.867771 = -11739672.570253 nChanged 218 SP:Iteration 64Q (5221.103303 sec): 3 clusters Score: Raw -11743411.238415 + Penalty 3727.867771 = -11739683.370644 nChanged 203 SP:Iteration 65Q (5221.311115 sec): 3 clusters Score: Raw -11743420.041865 + Penalty 3727.867771 = -11739692.174094 nChanged 200 SP:Iteration 66Q (5221.506481 sec): 3 clusters Score: Raw -11743428.278288 + Penalty 3727.867771 = -11739700.410517 nChanged 193 SP:Iteration 67Q (5221.714226 sec): 3 clusters Score: Raw -11743437.056700 + Penalty 3727.867771 = -11739709.188929 nChanged 212 SP:Iteration 68Q (5221.913625 sec): 3 clusters Score: Raw -11743447.315504 + Penalty 3727.867771 = -11739719.447733 nChanged 204 SP:Iteration 69Q (5222.112434 sec): 3 clusters Score: Raw -11743457.423511 + Penalty 3727.867771 = -11739729.555740 nChanged 241 SP:Iteration 70Q (5222.317626 sec): 3 clusters Score: Raw -11743470.033687 + Penalty 3727.867771 = -11739742.165916 nChanged 229 SP:Iteration 71Q (5222.511669 sec): 3 clusters Score: Raw -11743481.841736 + Penalty 3727.867771 = -11739753.973965 nChanged 243 SP:Iteration 72Q (5222.720945 sec): 3 clusters Score: Raw -11743494.342308 + Penalty 3727.867771 = -11739766.474537 nChanged 240 SP:Iteration 73Q (5222.930722 sec): 3 clusters Score: Raw -11743507.502901 + Penalty 3727.867771 = -11739779.635130 nChanged 271 SP:Iteration 74Q (5223.119284 sec): 3 clusters Score: Raw -11743523.460168 + Penalty 3727.867771 = -11739795.592397 nChanged 270 SP:Iteration 75Q (5223.304404 sec): 3 clusters Score: Raw -11743539.012557 + Penalty 3727.867771 = -11739811.144786 nChanged 277 SP:Iteration 76Q (5223.507821 sec): 3 clusters Score: Raw -11743558.479089 + Penalty 3727.867771 = -11739830.611318 nChanged 321 SP:Iteration 77Q (5223.719832 sec): 3 clusters Score: Raw -11743580.944384 + Penalty 3727.867771 = -11739853.076613 nChanged 302 SP:Iteration 78Q (5223.925753 sec): 3 clusters Score: Raw -11743604.589874 + Penalty 3727.867771 = -11739876.722103 nChanged 356 SP:Iteration 79Q (5224.128363 sec): 3 clusters Score: Raw -11743634.468495 + Penalty 3727.867771 = -11739906.600724 nChanged 375 SP:Iteration 80F (5224.312441 sec): 3 clusters Score: Raw -11743669.774498 + Penalty 3727.867771 = -11739941.906727 nChanged 369 SP:Iteration 81Q (5224.509586 sec): 3 clusters Score: Raw -11743706.079155 + Penalty 3727.867771 = -11739978.211384 nChanged 393 SP:Iteration 82Q (5224.719578 sec): 3 clusters Score: Raw -11743743.640629 + Penalty 3727.867771 = -11740015.772858 nChanged 394 SP:Iteration 83Q (5224.941045 sec): 3 clusters Score: Raw -11743783.802206 + Penalty 3727.867771 = -11740055.934435 nChanged 413 SP:Iteration 84Q (5225.150094 sec): 3 clusters Score: Raw -11743828.986601 + Penalty 3727.867771 = -11740101.118830 nChanged 468 SP:Iteration 85Q (5225.336830 sec): 3 clusters Score: Raw -11743883.529150 + Penalty 3727.867771 = -11740155.661379 nChanged 487 SP:Iteration 86Q (5225.521645 sec): 3 clusters Score: Raw -11743942.144145 + Penalty 3727.867771 = -11740214.276374 nChanged 514 SP:Iteration 87Q (5225.698258 sec): 3 clusters Score: Raw -11744011.368968 + Penalty 3727.867771 = -11740283.501197 nChanged 594 SP:Iteration 88Q (5225.901199 sec): 3 clusters Score: Raw -11744099.712606 + Penalty 3727.867771 = -11740371.844835 nChanged 615 SP:Iteration 89Q (5226.101277 sec): 3 clusters Score: Raw -11744203.235051 + Penalty 3727.867771 = -11740475.367280 nChanged 672 SP:Iteration 90Q (5226.294402 sec): 3 clusters Score: Raw -11744332.429581 + Penalty 3727.867771 = -11740604.561810 nChanged 764 SP:Iteration 91Q (5226.503116 sec): 3 clusters Score: Raw -11744499.074667 + Penalty 3727.867771 = -11740771.206896 nChanged 825 SP:Iteration 92Q (5226.702339 sec): 3 clusters Score: Raw -11744699.423815 + Penalty 3727.867771 = -11740971.556044 nChanged 957 SP:Iteration 93Q (5226.886951 sec): 3 clusters Score: Raw -11744955.606551 + Penalty 3727.867771 = -11741227.738780 nChanged 1012 SP:Iteration 94Q (5227.086673 sec): 3 clusters Score: Raw -11745264.672739 + Penalty 3727.867771 = -11741536.804968 nChanged 1125 SP:Iteration 95Q (5227.285255 sec): 3 clusters Score: Raw -11745637.241097 + Penalty 3727.867771 = -11741909.373326 nChanged 1165 SP:Iteration 96Q (5227.476696 sec): 3 clusters Score: Raw -11746011.915373 + Penalty 3727.867771 = -11742284.047602 nChanged 1212 SP:Iteration 97Q (5227.671588 sec): 3 clusters Score: Raw -11746409.799967 + Penalty 3727.867771 = -11742681.932196 nChanged 1265 SP:Iteration 98Q (5227.854486 sec): 3 clusters Score: Raw -11746810.502983 + Penalty 3727.867771 = -11743082.635212 nChanged 1168 SP:Iteration 99Q (5228.037120 sec): 3 clusters Score: Raw -11747170.612627 + Penalty 3727.867771 = -11743442.744856 nChanged 1181 SP:Iteration 100F (5228.237503 sec): 3 clusters Score: Raw -11747534.124330 + Penalty 3727.867771 = -11743806.256559 nChanged 1167 SP:Iteration 101Q (5228.431421 sec): 3 clusters Score: Raw -11747915.277811 + Penalty 3727.867771 = -11744187.410040 nChanged 1156 SP:Iteration 102Q (5228.638361 sec): 3 clusters Score: Raw -11748302.848112 + Penalty 3727.867771 = -11744574.980341 nChanged 1110 SP:Iteration 103Q (5228.830408 sec): 3 clusters Score: Raw -11748661.314468 + Penalty 3727.867771 = -11744933.446697 nChanged 1017 SP:Iteration 104Q (5229.013981 sec): 3 clusters Score: Raw -11749003.815204 + Penalty 3727.867771 = -11745275.947433 nChanged 982 SP:Iteration 105Q (5229.209101 sec): 3 clusters Score: Raw -11749322.245789 + Penalty 3727.867771 = -11745594.378018 nChanged 879 SP:Iteration 106Q (5229.390775 sec): 3 clusters Score: Raw -11749605.865832 + Penalty 3727.867771 = -11745877.998062 nChanged 810 SP:Iteration 107Q (5229.582416 sec): 3 clusters Score: Raw -11749880.410307 + Penalty 3727.867771 = -11746152.542536 nChanged 741 SP:Iteration 108Q (5229.771677 sec): 3 clusters Score: Raw -11750120.365242 + Penalty 3727.867771 = -11746392.497471 nChanged 692 SP:Iteration 109Q (5229.956742 sec): 3 clusters Score: Raw -11750335.033364 + Penalty 3727.867771 = -11746607.165593 nChanged 642 SP:Iteration 110Q (5230.148962 sec): 3 clusters Score: Raw -11750524.858257 + Penalty 3727.867771 = -11746796.990486 nChanged 546 SP:Iteration 111Q (5230.335907 sec): 3 clusters Score: Raw -11750663.472106 + Penalty 3727.867771 = -11746935.604335 nChanged 435 SP:Iteration 112Q (5230.529891 sec): 3 clusters Score: Raw -11750758.489867 + Penalty 3727.867771 = -11747030.622096 nChanged 374 SP:Iteration 113Q (5230.721865 sec): 3 clusters Score: Raw -11750829.160204 + Penalty 3727.867771 = -11747101.292433 nChanged 344 SP:Iteration 114Q (5230.917550 sec): 3 clusters Score: Raw -11750888.872153 + Penalty 3727.867771 = -11747161.004382 nChanged 260 SP:Iteration 115Q (5231.103086 sec): 3 clusters Score: Raw -11750927.471294 + Penalty 3727.867771 = -11747199.603523 nChanged 196 SP:Iteration 116Q (5231.276641 sec): 3 clusters Score: Raw -11750952.674021 + Penalty 3727.867771 = -11747224.806250 nChanged 157 SP:Iteration 117Q (5231.466219 sec): 3 clusters Score: Raw -11750966.487442 + Penalty 3727.867771 = -11747238.619671 nChanged 128 SP:Iteration 118Q (5231.654419 sec): 3 clusters Score: Raw -11750976.436837 + Penalty 3727.867771 = -11747248.569066 nChanged 114 SP:Iteration 119Q (5231.838090 sec): 3 clusters Score: Raw -11750984.344409 + Penalty 3727.867771 = -11747256.476638 nChanged 78 SP:Iteration 120F (5232.045622 sec): 3 clusters Score: Raw -11751207.827517 + Penalty 3727.867771 = -11747479.959746 nChanged 192 SP:Iteration 121Q (5232.231833 sec): 3 clusters Score: Raw -11751389.605057 + Penalty 3727.867771 = -11747661.737286 nChanged 318 SP:Iteration 122Q (5232.417374 sec): 3 clusters Score: Raw -11751527.011013 + Penalty 3727.867771 = -11747799.143242 nChanged 301 SP:Iteration 123Q (5232.612164 sec): 3 clusters Score: Raw -11751640.436348 + Penalty 3727.867771 = -11747912.568577 nChanged 281 SP:Iteration 124Q (5232.801517 sec): 3 clusters Score: Raw -11751734.173852 + Penalty 3727.867771 = -11748006.306081 nChanged 289 SP:Iteration 125Q (5232.984756 sec): 3 clusters Score: Raw -11751810.804519 + Penalty 3727.867771 = -11748082.936748 nChanged 251 SP:Iteration 126Q (5233.165917 sec): 3 clusters Score: Raw -11751859.116845 + Penalty 3727.867771 = -11748131.249074 nChanged 184 SP:Iteration 127Q (5233.354066 sec): 3 clusters Score: Raw -11751888.698349 + Penalty 3727.867771 = -11748160.830578 nChanged 168 SP:Iteration 128Q (5233.542679 sec): 3 clusters Score: Raw -11751913.217680 + Penalty 3727.867771 = -11748185.349909 nChanged 134 SP:Iteration 129Q (5233.729069 sec): 3 clusters Score: Raw -11751926.972062 + Penalty 3727.867771 = -11748199.104291 nChanged 110 SP:Iteration 130Q (5233.919464 sec): 3 clusters Score: Raw -11751934.487248 + Penalty 3727.867771 = -11748206.619477 nChanged 73 SP:Iteration 131Q (5234.099307 sec): 3 clusters Score: Raw -11751939.013967 + Penalty 3727.867771 = -11748211.146196 nChanged 54 SP:Iteration 132Q (5234.287943 sec): 3 clusters Score: Raw -11751941.288384 + Penalty 3727.867771 = -11748213.420613 nChanged 35 SP:Iteration 133Q (5234.467272 sec): 3 clusters Score: Raw -11751942.633111 + Penalty 3727.867771 = -11748214.765340 nChanged 28 SP:Iteration 134Q (5234.664981 sec): 3 clusters Score: Raw -11751943.738251 + Penalty 3727.867771 = -11748215.870480 nChanged 19 SP:Iteration 135Q (5234.849038 sec): 3 clusters Score: Raw -11751944.489860 + Penalty 3727.867771 = -11748216.622089 nChanged 15 SP:Iteration 136Q (5235.040725 sec): 3 clusters Score: Raw -11751944.959720 + Penalty 3727.867771 = -11748217.091949 nChanged 17 SP:Iteration 137Q (5235.229177 sec): 3 clusters Score: Raw -11751945.493974 + Penalty 3727.867771 = -11748217.626203 nChanged 16 SP:Iteration 138Q (5235.412864 sec): 3 clusters Score: Raw -11751946.243130 + Penalty 3727.867771 = -11748218.375359 nChanged 17 SP:Iteration 139Q (5235.603275 sec): 3 clusters Score: Raw -11751947.011865 + Penalty 3727.867771 = -11748219.144094 nChanged 17 SP:Iteration 140F (5235.806946 sec): 3 clusters Score: Raw -11751959.751125 + Penalty 3727.867771 = -11748231.883354 nChanged 24 SP:Iteration 141Q (5235.994443 sec): 3 clusters Score: Raw -11751961.871384 + Penalty 3727.867771 = -11748234.003613 nChanged 33 SP:Iteration 142Q (5236.181794 sec): 3 clusters Score: Raw -11751963.725723 + Penalty 3727.867771 = -11748235.857952 nChanged 20 SP:Iteration 143Q (5236.364137 sec): 3 clusters Score: Raw -11751964.835834 + Penalty 3727.867771 = -11748236.968063 nChanged 27 SP:Iteration 144Q (5236.553404 sec): 3 clusters Score: Raw -11751965.878424 + Penalty 3727.867771 = -11748238.010653 nChanged 17 SP:Iteration 145Q (5236.743729 sec): 3 clusters Score: Raw -11751966.448132 + Penalty 3727.867771 = -11748238.580361 nChanged 19 SP:Iteration 146Q (5236.926925 sec): 3 clusters Score: Raw -11751966.985556 + Penalty 3727.867771 = -11748239.117785 nChanged 16 SP:Iteration 147Q (5237.127956 sec): 3 clusters Score: Raw -11751967.479654 + Penalty 3727.867771 = -11748239.611883 nChanged 15 SP:Iteration 148Q (5237.305959 sec): 3 clusters Score: Raw -11751967.971413 + Penalty 3727.867771 = -11748240.103642 nChanged 12 SP:Iteration 149Q (5237.491496 sec): 3 clusters Score: Raw -11751968.346417 + Penalty 3727.867771 = -11748240.478646 nChanged 9 SP:Iteration 150Q (5237.682759 sec): 3 clusters Score: Raw -11751968.563363 + Penalty 3727.867771 = -11748240.695592 nChanged 6 SP:Iteration 151Q (5237.876163 sec): 3 clusters Score: Raw -11751968.680793 + Penalty 3727.867771 = -11748240.813022 nChanged 3 SP:Iteration 152Q (5238.063007 sec): 3 clusters Score: Raw -11751968.738671 + Penalty 3727.867771 = -11748240.870900 nChanged 2 SP:Iteration 153Q (5238.255796 sec): 3 clusters Score: Raw -11751968.778990 + Penalty 3727.867771 = -11748240.911219 nChanged 3 SP:Iteration 154Q (5238.451757 sec): 3 clusters Score: Raw -11751968.814408 + Penalty 3727.867771 = -11748240.946637 nChanged 0 SP:Iteration 155F (5238.659600 sec): 3 clusters Score: Raw -11751968.814408 + Penalty 3727.867771 = -11748240.946637 nChanged 0 Score: Raw -154490985.748822 + Penalty 68603.967280 = -154422381.781541 Splitting cluster 14 changes total score from -154324417.117193 to -154422381.781541 So it's getting split into cluster 30. Trying to split cluster 15 (36131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5262.040400 sec): 2 clusters Score: Raw -4214566.681059 + Penalty 1705.422307 = -4212861.258752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5262.138196 sec): 3 clusters Score: Raw -4192163.185136 + Penalty 3410.844613 = -4188752.340523 nChanged 16855 SP:Iteration 1F (5262.241342 sec): 3 clusters Score: Raw -4203867.268643 + Penalty 3410.844613 = -4200456.424030 nChanged 3199 SP:Iteration 2F (5262.355876 sec): 3 clusters Score: Raw -4206791.135003 + Penalty 3410.844613 = -4203380.290390 nChanged 3362 SP:Iteration 3F (5262.452747 sec): 3 clusters Score: Raw -4209937.684617 + Penalty 3410.844613 = -4206526.840004 nChanged 3100 SP:Iteration 4F (5262.562803 sec): 3 clusters Score: Raw -4212492.719611 + Penalty 3410.844613 = -4209081.874998 nChanged 2521 SP:Iteration 5F (5262.661907 sec): 3 clusters Score: Raw -4214468.824724 + Penalty 3410.844613 = -4211057.980111 nChanged 2020 SP:Iteration 6F (5262.771744 sec): 3 clusters Score: Raw -4215734.949662 + Penalty 3410.844613 = -4212324.105049 nChanged 1654 SP:Iteration 7Q (5262.893370 sec): 3 clusters Score: Raw -4216815.956080 + Penalty 3410.844613 = -4213405.111467 nChanged 1489 SP:Iteration 8Q (5262.997980 sec): 3 clusters Score: Raw -4217929.507970 + Penalty 3410.844613 = -4214518.663357 nChanged 1371 SP:Iteration 9Q (5263.108550 sec): 3 clusters Score: Raw -4219273.851426 + Penalty 3410.844613 = -4215863.006813 nChanged 1355 SP:Iteration 10Q (5263.217347 sec): 3 clusters Score: Raw -4220883.465946 + Penalty 3410.844613 = -4217472.621332 nChanged 1210 SP:Iteration 11Q (5263.328823 sec): 3 clusters Score: Raw -4221822.222502 + Penalty 3410.844613 = -4218411.377889 nChanged 878 SP:Iteration 12Q (5263.435894 sec): 3 clusters Score: Raw -4222219.984397 + Penalty 3410.844613 = -4218809.139784 nChanged 557 SP:Iteration 13Q (5263.535499 sec): 3 clusters Score: Raw -4222376.704742 + Penalty 3410.844613 = -4218965.860129 nChanged 385 SP:Iteration 14Q (5263.642769 sec): 3 clusters Score: Raw -4222453.142985 + Penalty 3410.844613 = -4219042.298372 nChanged 258 SP:Iteration 15Q (5263.759615 sec): 3 clusters Score: Raw -4222489.707779 + Penalty 3410.844613 = -4219078.863166 nChanged 190 SP:Iteration 16Q (5263.868620 sec): 3 clusters Score: Raw -4222512.132070 + Penalty 3410.844613 = -4219101.287457 nChanged 141 SP:Iteration 17Q (5263.972131 sec): 3 clusters Score: Raw -4222524.741134 + Penalty 3410.844613 = -4219113.896521 nChanged 107 SP:Iteration 18Q (5264.083450 sec): 3 clusters Score: Raw -4222534.527508 + Penalty 3410.844613 = -4219123.682895 nChanged 94 SP:Iteration 19Q (5264.178035 sec): 3 clusters Score: Raw -4222542.158717 + Penalty 3410.844613 = -4219131.314104 nChanged 82 SP:Iteration 20F (5264.296433 sec): 3 clusters Score: Raw -4222547.690278 + Penalty 3410.844613 = -4219136.845665 nChanged 77 SP:Iteration 21Q (5264.401391 sec): 3 clusters Score: Raw -4222552.578056 + Penalty 3410.844613 = -4219141.733443 nChanged 69 SP:Iteration 22Q (5264.506397 sec): 3 clusters Score: Raw -4222557.153420 + Penalty 3410.844613 = -4219146.308807 nChanged 64 SP:Iteration 23Q (5264.615920 sec): 3 clusters Score: Raw -4222560.870606 + Penalty 3410.844613 = -4219150.025993 nChanged 47 SP:Iteration 24Q (5264.725905 sec): 3 clusters Score: Raw -4222563.182815 + Penalty 3410.844613 = -4219152.338202 nChanged 43 SP:Iteration 25Q (5264.832143 sec): 3 clusters Score: Raw -4222565.090337 + Penalty 3410.844613 = -4219154.245724 nChanged 37 SP:Iteration 26Q (5264.936519 sec): 3 clusters Score: Raw -4222566.701536 + Penalty 3410.844613 = -4219155.856923 nChanged 48 SP:Iteration 27Q (5265.044703 sec): 3 clusters Score: Raw -4222569.922052 + Penalty 3410.844613 = -4219159.077439 nChanged 57 SP:Iteration 28Q (5265.150301 sec): 3 clusters Score: Raw -4222573.368616 + Penalty 3410.844613 = -4219162.524003 nChanged 63 SP:Iteration 29Q (5265.253447 sec): 3 clusters Score: Raw -4222577.152212 + Penalty 3410.844613 = -4219166.307599 nChanged 56 SP:Iteration 30Q (5265.363188 sec): 3 clusters Score: Raw -4222580.450918 + Penalty 3410.844613 = -4219169.606305 nChanged 51 SP:Iteration 31Q (5265.469904 sec): 3 clusters Score: Raw -4222582.677543 + Penalty 3410.844613 = -4219171.832930 nChanged 38 SP:Iteration 32Q (5265.563601 sec): 3 clusters Score: Raw -4222584.660010 + Penalty 3410.844613 = -4219173.815397 nChanged 42 SP:Iteration 33Q (5265.681027 sec): 3 clusters Score: Raw -4222586.771651 + Penalty 3410.844613 = -4219175.927038 nChanged 41 SP:Iteration 34Q (5265.786866 sec): 3 clusters Score: Raw -4222588.562907 + Penalty 3410.844613 = -4219177.718294 nChanged 44 SP:Iteration 35Q (5265.874017 sec): 3 clusters Score: Raw -4222590.883800 + Penalty 3410.844613 = -4219180.039187 nChanged 47 SP:Iteration 36Q (5265.975167 sec): 3 clusters Score: Raw -4222593.322284 + Penalty 3410.844613 = -4219182.477671 nChanged 54 SP:Iteration 37Q (5266.084842 sec): 3 clusters Score: Raw -4222596.062960 + Penalty 3410.844613 = -4219185.218347 nChanged 42 SP:Iteration 38Q (5266.179888 sec): 3 clusters Score: Raw -4222598.229431 + Penalty 3410.844613 = -4219187.384818 nChanged 43 SP:Iteration 39Q (5266.292429 sec): 3 clusters Score: Raw -4222600.265677 + Penalty 3410.844613 = -4219189.421064 nChanged 35 SP:Iteration 40F (5266.402298 sec): 3 clusters Score: Raw -4222601.700498 + Penalty 3410.844613 = -4219190.855885 nChanged 31 SP:Iteration 41Q (5266.506925 sec): 3 clusters Score: Raw -4222602.779157 + Penalty 3410.844613 = -4219191.934544 nChanged 23 SP:Iteration 42Q (5266.607893 sec): 3 clusters Score: Raw -4222603.785307 + Penalty 3410.844613 = -4219192.940694 nChanged 28 SP:Iteration 43Q (5266.720560 sec): 3 clusters Score: Raw -4222605.385583 + Penalty 3410.844613 = -4219194.540970 nChanged 30 SP:Iteration 44Q (5266.828772 sec): 3 clusters Score: Raw -4222606.659487 + Penalty 3410.844613 = -4219195.814874 nChanged 30 SP:Iteration 45Q (5266.926425 sec): 3 clusters Score: Raw -4222608.017002 + Penalty 3410.844613 = -4219197.172389 nChanged 28 SP:Iteration 46Q (5267.034407 sec): 3 clusters Score: Raw -4222609.570356 + Penalty 3410.844613 = -4219198.725743 nChanged 26 SP:Iteration 47Q (5267.131286 sec): 3 clusters Score: Raw -4222611.008047 + Penalty 3410.844613 = -4219200.163434 nChanged 26 SP:Iteration 48Q (5267.229308 sec): 3 clusters Score: Raw -4222612.078500 + Penalty 3410.844613 = -4219201.233887 nChanged 26 SP:Iteration 49Q (5267.329596 sec): 3 clusters Score: Raw -4222613.202331 + Penalty 3410.844613 = -4219202.357718 nChanged 23 SP:Iteration 50Q (5267.431656 sec): 3 clusters Score: Raw -4222613.903339 + Penalty 3410.844613 = -4219203.058726 nChanged 18 SP:Iteration 51Q (5267.544883 sec): 3 clusters Score: Raw -4222614.589792 + Penalty 3410.844613 = -4219203.745179 nChanged 24 SP:Iteration 52Q (5267.655784 sec): 3 clusters Score: Raw -4222615.362437 + Penalty 3410.844613 = -4219204.517824 nChanged 10 SP:Iteration 53Q (5267.755352 sec): 3 clusters Score: Raw -4222615.708756 + Penalty 3410.844613 = -4219204.864143 nChanged 9 SP:Iteration 54Q (5267.872761 sec): 3 clusters Score: Raw -4222616.000040 + Penalty 3410.844613 = -4219205.155427 nChanged 7 SP:Iteration 55Q (5267.979981 sec): 3 clusters Score: Raw -4222616.172009 + Penalty 3410.844613 = -4219205.327396 nChanged 6 SP:Iteration 56Q (5268.079253 sec): 3 clusters Score: Raw -4222616.363654 + Penalty 3410.844613 = -4219205.519041 nChanged 3 SP:Iteration 57Q (5268.181178 sec): 3 clusters Score: Raw -4222616.418186 + Penalty 3410.844613 = -4219205.573573 nChanged 1 SP:Iteration 58Q (5268.284905 sec): 3 clusters Score: Raw -4222616.492643 + Penalty 3410.844613 = -4219205.648030 nChanged 5 SP:Iteration 59Q (5268.394542 sec): 3 clusters Score: Raw -4222616.683878 + Penalty 3410.844613 = -4219205.839265 nChanged 5 SP:Iteration 60F (5268.504381 sec): 3 clusters Score: Raw -4222616.854735 + Penalty 3410.844613 = -4219206.010122 nChanged 6 SP:Iteration 61Q (5268.603659 sec): 3 clusters Score: Raw -4222616.973795 + Penalty 3410.844613 = -4219206.129182 nChanged 5 SP:Iteration 62Q (5268.711579 sec): 3 clusters Score: Raw -4222617.134002 + Penalty 3410.844613 = -4219206.289389 nChanged 3 SP:Iteration 63Q (5268.820156 sec): 3 clusters Score: Raw -4222617.175413 + Penalty 3410.844613 = -4219206.330800 nChanged 1 SP:Iteration 64Q (5268.929593 sec): 3 clusters Score: Raw -4222617.192758 + Penalty 3410.844613 = -4219206.348145 nChanged 2 SP:Iteration 65Q (5269.037870 sec): 3 clusters Score: Raw -4222617.268513 + Penalty 3410.844613 = -4219206.423900 nChanged 6 SP:Iteration 66Q (5269.141404 sec): 3 clusters Score: Raw -4222617.396115 + Penalty 3410.844613 = -4219206.551502 nChanged 5 SP:Iteration 67Q (5269.254425 sec): 3 clusters Score: Raw -4222617.523512 + Penalty 3410.844613 = -4219206.678899 nChanged 4 SP:Iteration 68Q (5269.351064 sec): 3 clusters Score: Raw -4222617.611072 + Penalty 3410.844613 = -4219206.766459 nChanged 3 SP:Iteration 69Q (5269.466174 sec): 3 clusters Score: Raw -4222617.660315 + Penalty 3410.844613 = -4219206.815702 nChanged 0 SP:Iteration 70F (5269.571456 sec): 3 clusters Score: Raw -4222617.660315 + Penalty 3410.844613 = -4219206.815702 nChanged 0 Score: Raw -154499036.728079 + Penalty 70890.766190 = -154428145.961889 Splitting cluster 15 changes total score from -154324417.117193 to -154428145.961889 So it's getting split into cluster 31. Trying to split cluster 16 (12305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5296.896484 sec): 2 clusters Score: Raw -1444179.104797 + Penalty 1530.386156 = -1442648.718641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5296.966885 sec): 3 clusters Score: Raw -1437210.430257 + Penalty 3060.772313 = -1434149.657944 nChanged 5364 SP:Iteration 1F (5297.034549 sec): 3 clusters Score: Raw -1442482.175965 + Penalty 3060.772313 = -1439421.403652 nChanged 2011 SP:Iteration 2F (5297.100649 sec): 3 clusters Score: Raw -1447883.238819 + Penalty 3060.772313 = -1444822.466506 nChanged 1763 SP:Iteration 3F (5297.168323 sec): 3 clusters Score: Raw -1452231.646487 + Penalty 3060.772313 = -1449170.874174 nChanged 899 SP:Iteration 4F (5297.226761 sec): 3 clusters Score: Raw -1454477.710880 + Penalty 3060.772313 = -1451416.938568 nChanged 402 SP:Iteration 5Q (5297.298436 sec): 3 clusters Score: Raw -1454846.326822 + Penalty 3060.772313 = -1451785.554509 nChanged 176 SP:Iteration 6Q (5297.357457 sec): 3 clusters Score: Raw -1454906.935651 + Penalty 3060.772313 = -1451846.163338 nChanged 101 SP:Iteration 7Q (5297.424551 sec): 3 clusters Score: Raw -1454938.988267 + Penalty 3060.772313 = -1451878.215954 nChanged 76 SP:Iteration 8Q (5297.500403 sec): 3 clusters Score: Raw -1454960.201397 + Penalty 3060.772313 = -1451899.429084 nChanged 54 SP:Iteration 9Q (5297.566078 sec): 3 clusters Score: Raw -1454975.222899 + Penalty 3060.772313 = -1451914.450586 nChanged 42 SP:Iteration 10Q (5297.627903 sec): 3 clusters Score: Raw -1454988.856043 + Penalty 3060.772313 = -1451928.083730 nChanged 46 SP:Iteration 11Q (5297.692925 sec): 3 clusters Score: Raw -1455002.349460 + Penalty 3060.772313 = -1451941.577147 nChanged 42 SP:Iteration 12Q (5297.760879 sec): 3 clusters Score: Raw -1455016.641908 + Penalty 3060.772313 = -1451955.869595 nChanged 36 SP:Iteration 13Q (5297.825752 sec): 3 clusters Score: Raw -1455026.752966 + Penalty 3060.772313 = -1451965.980654 nChanged 33 SP:Iteration 14Q (5297.888292 sec): 3 clusters Score: Raw -1455035.403240 + Penalty 3060.772313 = -1451974.630927 nChanged 31 SP:Iteration 15Q (5297.956457 sec): 3 clusters Score: Raw -1455043.800432 + Penalty 3060.772313 = -1451983.028119 nChanged 30 SP:Iteration 16Q (5298.013049 sec): 3 clusters Score: Raw -1455052.831018 + Penalty 3060.772313 = -1451992.058705 nChanged 29 SP:Iteration 17Q (5298.089208 sec): 3 clusters Score: Raw -1455061.654947 + Penalty 3060.772313 = -1452000.882634 nChanged 35 SP:Iteration 18Q (5298.155522 sec): 3 clusters Score: Raw -1455072.344592 + Penalty 3060.772313 = -1452011.572279 nChanged 27 SP:Iteration 19Q (5298.220930 sec): 3 clusters Score: Raw -1455078.809639 + Penalty 3060.772313 = -1452018.037326 nChanged 20 SP:Iteration 20F (5298.278734 sec): 3 clusters Score: Raw -1455084.363643 + Penalty 3060.772313 = -1452023.591330 nChanged 25 SP:Iteration 21Q (5298.343472 sec): 3 clusters Score: Raw -1455091.649803 + Penalty 3060.772313 = -1452030.877490 nChanged 30 SP:Iteration 22Q (5298.401751 sec): 3 clusters Score: Raw -1455100.498370 + Penalty 3060.772313 = -1452039.726057 nChanged 26 SP:Iteration 23Q (5298.476930 sec): 3 clusters Score: Raw -1455108.459111 + Penalty 3060.772313 = -1452047.686798 nChanged 31 SP:Iteration 24Q (5298.541189 sec): 3 clusters Score: Raw -1455118.398694 + Penalty 3060.772313 = -1452057.626381 nChanged 32 SP:Iteration 25Q (5298.602201 sec): 3 clusters Score: Raw -1455129.046465 + Penalty 3060.772313 = -1452068.274152 nChanged 30 SP:Iteration 26Q (5298.668971 sec): 3 clusters Score: Raw -1455141.599122 + Penalty 3060.772313 = -1452080.826809 nChanged 29 SP:Iteration 27Q (5298.735238 sec): 3 clusters Score: Raw -1455156.004369 + Penalty 3060.772313 = -1452095.232056 nChanged 39 SP:Iteration 28Q (5298.791275 sec): 3 clusters Score: Raw -1455181.787962 + Penalty 3060.772313 = -1452121.015649 nChanged 47 SP:Iteration 29Q (5298.857695 sec): 3 clusters Score: Raw -1455221.636010 + Penalty 3060.772313 = -1452160.863698 nChanged 59 SP:Iteration 30Q (5298.932427 sec): 3 clusters Score: Raw -1455271.552667 + Penalty 3060.772313 = -1452210.780354 nChanged 52 SP:Iteration 31Q (5299.000166 sec): 3 clusters Score: Raw -1455308.581050 + Penalty 3060.772313 = -1452247.808737 nChanged 41 SP:Iteration 32Q (5299.056676 sec): 3 clusters Score: Raw -1455326.791258 + Penalty 3060.772313 = -1452266.018945 nChanged 24 SP:Iteration 33Q (5299.120327 sec): 3 clusters Score: Raw -1455337.248404 + Penalty 3060.772313 = -1452276.476091 nChanged 22 SP:Iteration 34Q (5299.197804 sec): 3 clusters Score: Raw -1455345.034363 + Penalty 3060.772313 = -1452284.262050 nChanged 20 SP:Iteration 35Q (5299.262580 sec): 3 clusters Score: Raw -1455352.359613 + Penalty 3060.772313 = -1452291.587300 nChanged 18 SP:Iteration 36Q (5299.328234 sec): 3 clusters Score: Raw -1455357.478276 + Penalty 3060.772313 = -1452296.705963 nChanged 13 SP:Iteration 37Q (5299.397283 sec): 3 clusters Score: Raw -1455362.602036 + Penalty 3060.772313 = -1452301.829723 nChanged 11 SP:Iteration 38Q (5299.461873 sec): 3 clusters Score: Raw -1455364.890682 + Penalty 3060.772313 = -1452304.118369 nChanged 9 SP:Iteration 39Q (5299.524026 sec): 3 clusters Score: Raw -1455366.426874 + Penalty 3060.772313 = -1452305.654561 nChanged 4 SP:Iteration 40F (5299.586471 sec): 3 clusters Score: Raw -1455374.320117 + Penalty 3060.772313 = -1452313.547804 nChanged 3 SP:Iteration 41Q (5299.633029 sec): 3 clusters Score: Raw -1455375.631303 + Penalty 3060.772313 = -1452314.858990 nChanged 8 SP:Iteration 42Q (5299.701242 sec): 3 clusters Score: Raw -1455376.718455 + Penalty 3060.772313 = -1452315.946142 nChanged 5 SP:Iteration 43Q (5299.764313 sec): 3 clusters Score: Raw -1455377.118225 + Penalty 3060.772313 = -1452316.345912 nChanged 4 SP:Iteration 44Q (5299.815896 sec): 3 clusters Score: Raw -1455377.488148 + Penalty 3060.772313 = -1452316.715835 nChanged 2 SP:Iteration 45Q (5299.888570 sec): 3 clusters Score: Raw -1455377.682463 + Penalty 3060.772313 = -1452316.910150 nChanged 1 SP:Iteration 46Q (5299.955122 sec): 3 clusters Score: Raw -1455377.766178 + Penalty 3060.772313 = -1452316.993865 nChanged 0 SP:Iteration 47F (5300.007033 sec): 3 clusters Score: Raw -1455377.766178 + Penalty 3060.772313 = -1452316.993865 nChanged 0 Score: Raw -154510235.389459 + Penalty 73177.565099 = -154437057.824360 Splitting cluster 16 changes total score from -154324417.117193 to -154437057.824360 So it's getting split into cluster 32. Trying to split cluster 17 (70705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.919349 sec): 2 clusters Score: Raw -8700278.324239 + Penalty 1814.519130 = -8698463.805109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5326.093734 sec): 3 clusters Score: Raw -8654900.740026 + Penalty 3629.038260 = -8651271.701765 nChanged 33448 SP:Iteration 1F (5326.265529 sec): 3 clusters Score: Raw -8676558.606546 + Penalty 3629.038260 = -8672929.568286 nChanged 4934 SP:Iteration 2F (5326.440832 sec): 3 clusters Score: Raw -8681211.890940 + Penalty 3629.038260 = -8677582.852680 nChanged 6389 SP:Iteration 3F (5326.614617 sec): 3 clusters Score: Raw -8688888.519949 + Penalty 3629.038260 = -8685259.481689 nChanged 6743 SP:Iteration 4F (5326.777425 sec): 3 clusters Score: Raw -8696241.647328 + Penalty 3629.038260 = -8692612.609068 nChanged 5516 SP:Iteration 5F (5326.945652 sec): 3 clusters Score: Raw -8701049.767673 + Penalty 3629.038260 = -8697420.729412 nChanged 4040 SP:Iteration 6F (5327.117022 sec): 3 clusters Score: Raw -8703941.839385 + Penalty 3629.038260 = -8700312.801124 nChanged 2835 SP:Iteration 7Q (5327.281329 sec): 3 clusters Score: Raw -8705797.761541 + Penalty 3629.038260 = -8702168.723281 nChanged 2124 SP:Iteration 8Q (5327.447789 sec): 3 clusters Score: Raw -8706988.137677 + Penalty 3629.038260 = -8703359.099417 nChanged 1542 SP:Iteration 9Q (5327.595548 sec): 3 clusters Score: Raw -8707706.305247 + Penalty 3629.038260 = -8704077.266987 nChanged 1122 SP:Iteration 10Q (5327.769972 sec): 3 clusters Score: Raw -8708112.244406 + Penalty 3629.038260 = -8704483.206145 nChanged 859 SP:Iteration 11Q (5327.919881 sec): 3 clusters Score: Raw -8708360.054551 + Penalty 3629.038260 = -8704731.016291 nChanged 643 SP:Iteration 12Q (5328.085288 sec): 3 clusters Score: Raw -8708512.589880 + Penalty 3629.038260 = -8704883.551619 nChanged 519 SP:Iteration 13Q (5328.246304 sec): 3 clusters Score: Raw -8708609.882402 + Penalty 3629.038260 = -8704980.844142 nChanged 412 SP:Iteration 14Q (5328.395988 sec): 3 clusters Score: Raw -8708671.658191 + Penalty 3629.038260 = -8705042.619930 nChanged 295 SP:Iteration 15Q (5328.549396 sec): 3 clusters Score: Raw -8708708.628983 + Penalty 3629.038260 = -8705079.590722 nChanged 257 SP:Iteration 16Q (5328.705432 sec): 3 clusters Score: Raw -8708735.999576 + Penalty 3629.038260 = -8705106.961315 nChanged 187 SP:Iteration 17Q (5328.848150 sec): 3 clusters Score: Raw -8708750.481933 + Penalty 3629.038260 = -8705121.443672 nChanged 123 SP:Iteration 18Q (5328.997302 sec): 3 clusters Score: Raw -8708758.154337 + Penalty 3629.038260 = -8705129.116077 nChanged 113 SP:Iteration 19Q (5329.157433 sec): 3 clusters Score: Raw -8708764.698492 + Penalty 3629.038260 = -8705135.660231 nChanged 97 SP:Iteration 20F (5329.328748 sec): 3 clusters Score: Raw -8708770.907617 + Penalty 3629.038260 = -8705141.869357 nChanged 93 SP:Iteration 21Q (5329.485854 sec): 3 clusters Score: Raw -8708776.027963 + Penalty 3629.038260 = -8705146.989703 nChanged 91 SP:Iteration 22Q (5329.639161 sec): 3 clusters Score: Raw -8708780.276858 + Penalty 3629.038260 = -8705151.238598 nChanged 77 SP:Iteration 23Q (5329.800541 sec): 3 clusters Score: Raw -8708784.323357 + Penalty 3629.038260 = -8705155.285097 nChanged 95 SP:Iteration 24Q (5329.956914 sec): 3 clusters Score: Raw -8708789.828737 + Penalty 3629.038260 = -8705160.790476 nChanged 97 SP:Iteration 25Q (5330.109897 sec): 3 clusters Score: Raw -8708795.708142 + Penalty 3629.038260 = -8705166.669881 nChanged 96 SP:Iteration 26Q (5330.269522 sec): 3 clusters Score: Raw -8708801.020979 + Penalty 3629.038260 = -8705171.982718 nChanged 88 SP:Iteration 27Q (5330.422937 sec): 3 clusters Score: Raw -8708806.038536 + Penalty 3629.038260 = -8705177.000276 nChanged 94 SP:Iteration 28Q (5330.581412 sec): 3 clusters Score: Raw -8708810.969180 + Penalty 3629.038260 = -8705181.930919 nChanged 79 SP:Iteration 29Q (5330.757475 sec): 3 clusters Score: Raw -8708814.738538 + Penalty 3629.038260 = -8705185.700277 nChanged 69 SP:Iteration 30Q (5330.920863 sec): 3 clusters Score: Raw -8708817.918206 + Penalty 3629.038260 = -8705188.879945 nChanged 73 SP:Iteration 31Q (5331.070682 sec): 3 clusters Score: Raw -8708821.365680 + Penalty 3629.038260 = -8705192.327419 nChanged 65 SP:Iteration 32Q (5331.217345 sec): 3 clusters Score: Raw -8708824.203093 + Penalty 3629.038260 = -8705195.164832 nChanged 65 SP:Iteration 33Q (5331.386643 sec): 3 clusters Score: Raw -8708826.830544 + Penalty 3629.038260 = -8705197.792284 nChanged 54 SP:Iteration 34Q (5331.545814 sec): 3 clusters Score: Raw -8708828.864572 + Penalty 3629.038260 = -8705199.826312 nChanged 55 SP:Iteration 35Q (5331.697833 sec): 3 clusters Score: Raw -8708831.042282 + Penalty 3629.038260 = -8705202.004021 nChanged 60 SP:Iteration 36Q (5331.858399 sec): 3 clusters Score: Raw -8708833.474307 + Penalty 3629.038260 = -8705204.436047 nChanged 75 SP:Iteration 37Q (5332.013897 sec): 3 clusters Score: Raw -8708836.794672 + Penalty 3629.038260 = -8705207.756412 nChanged 79 SP:Iteration 38Q (5332.156415 sec): 3 clusters Score: Raw -8708840.559291 + Penalty 3629.038260 = -8705211.521031 nChanged 71 SP:Iteration 39Q (5332.309225 sec): 3 clusters Score: Raw -8708843.112379 + Penalty 3629.038260 = -8705214.074118 nChanged 52 SP:Iteration 40F (5332.459072 sec): 3 clusters Score: Raw -8708844.956657 + Penalty 3629.038260 = -8705215.918396 nChanged 53 SP:Iteration 41Q (5332.625309 sec): 3 clusters Score: Raw -8708846.834397 + Penalty 3629.038260 = -8705217.796136 nChanged 43 SP:Iteration 42Q (5332.779127 sec): 3 clusters Score: Raw -8708848.590633 + Penalty 3629.038260 = -8705219.552373 nChanged 52 SP:Iteration 43Q (5332.936892 sec): 3 clusters Score: Raw -8708850.511125 + Penalty 3629.038260 = -8705221.472864 nChanged 44 SP:Iteration 44Q (5333.095737 sec): 3 clusters Score: Raw -8708852.048686 + Penalty 3629.038260 = -8705223.010425 nChanged 37 SP:Iteration 45Q (5333.262649 sec): 3 clusters Score: Raw -8708853.155007 + Penalty 3629.038260 = -8705224.116746 nChanged 40 SP:Iteration 46Q (5333.428607 sec): 3 clusters Score: Raw -8708854.546169 + Penalty 3629.038260 = -8705225.507909 nChanged 44 SP:Iteration 47Q (5333.587896 sec): 3 clusters Score: Raw -8708856.277694 + Penalty 3629.038260 = -8705227.239434 nChanged 43 SP:Iteration 48Q (5333.749891 sec): 3 clusters Score: Raw -8708857.930549 + Penalty 3629.038260 = -8705228.892288 nChanged 40 SP:Iteration 49Q (5333.909024 sec): 3 clusters Score: Raw -8708859.159792 + Penalty 3629.038260 = -8705230.121531 nChanged 29 SP:Iteration 50Q (5334.070618 sec): 3 clusters Score: Raw -8708859.962048 + Penalty 3629.038260 = -8705230.923788 nChanged 23 SP:Iteration 51Q (5334.228332 sec): 3 clusters Score: Raw -8708860.478458 + Penalty 3629.038260 = -8705231.440198 nChanged 23 SP:Iteration 52Q (5334.376482 sec): 3 clusters Score: Raw -8708861.141426 + Penalty 3629.038260 = -8705232.103165 nChanged 25 SP:Iteration 53Q (5334.543132 sec): 3 clusters Score: Raw -8708861.824821 + Penalty 3629.038260 = -8705232.786561 nChanged 25 SP:Iteration 54Q (5334.706427 sec): 3 clusters Score: Raw -8708862.539700 + Penalty 3629.038260 = -8705233.501439 nChanged 25 SP:Iteration 55Q (5334.871154 sec): 3 clusters Score: Raw -8708863.001006 + Penalty 3629.038260 = -8705233.962745 nChanged 16 SP:Iteration 56Q (5335.028650 sec): 3 clusters Score: Raw -8708863.285578 + Penalty 3629.038260 = -8705234.247317 nChanged 12 SP:Iteration 57Q (5335.178076 sec): 3 clusters Score: Raw -8708863.487934 + Penalty 3629.038260 = -8705234.449674 nChanged 10 SP:Iteration 58Q (5335.324752 sec): 3 clusters Score: Raw -8708863.638639 + Penalty 3629.038260 = -8705234.600378 nChanged 7 SP:Iteration 59Q (5335.487766 sec): 3 clusters Score: Raw -8708863.735268 + Penalty 3629.038260 = -8705234.697007 nChanged 8 SP:Iteration 60F (5335.654784 sec): 3 clusters Score: Raw -8708863.909217 + Penalty 3629.038260 = -8705234.870957 nChanged 4 SP:Iteration 61Q (5335.808716 sec): 3 clusters Score: Raw -8708864.014347 + Penalty 3629.038260 = -8705234.976087 nChanged 2 SP:Iteration 62Q (5335.954957 sec): 3 clusters Score: Raw -8708864.044237 + Penalty 3629.038260 = -8705235.005976 nChanged 2 SP:Iteration 63Q (5336.114800 sec): 3 clusters Score: Raw -8708864.065128 + Penalty 3629.038260 = -8705235.026868 nChanged 3 SP:Iteration 64Q (5336.277379 sec): 3 clusters Score: Raw -8708864.110565 + Penalty 3629.038260 = -8705235.072304 nChanged 4 SP:Iteration 65Q (5336.438120 sec): 3 clusters Score: Raw -8708864.204912 + Penalty 3629.038260 = -8705235.166651 nChanged 8 SP:Iteration 66Q (5336.599148 sec): 3 clusters Score: Raw -8708864.360470 + Penalty 3629.038260 = -8705235.322209 nChanged 6 SP:Iteration 67Q (5336.757910 sec): 3 clusters Score: Raw -8708864.420404 + Penalty 3629.038260 = -8705235.382144 nChanged 2 SP:Iteration 68Q (5336.908685 sec): 3 clusters Score: Raw -8708864.441354 + Penalty 3629.038260 = -8705235.403093 nChanged 0 SP:Iteration 69F (5337.075148 sec): 3 clusters Score: Raw -8708864.441354 + Penalty 3629.038260 = -8705235.403093 nChanged 0 Score: Raw -154518821.506573 + Penalty 75464.364008 = -154443357.142565 Splitting cluster 17 changes total score from -154324417.117193 to -154443357.142565 So it's getting split into cluster 33. Trying to split cluster 18 (502091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5365.861678 sec): 2 clusters Score: Raw -61720087.936081 + Penalty 2133.062207 = -61717954.873874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5366.741073 sec): 3 clusters Score: Raw -61382031.001432 + Penalty 4266.124414 = -61377764.877018 nChanged 246529 SP:Iteration 1F (5367.611119 sec): 3 clusters Score: Raw -61535534.670282 + Penalty 4266.124414 = -61531268.545868 nChanged 17838 SP:Iteration 2Q (5368.534416 sec): 3 clusters Score: Raw -61541323.124626 + Penalty 4266.124414 = -61537057.000212 nChanged 20941 SP:Iteration 3Q (5369.456808 sec): 3 clusters Score: Raw -61549991.704371 + Penalty 4266.124414 = -61545725.579957 nChanged 24349 SP:Iteration 4Q (5370.383081 sec): 3 clusters Score: Raw -61562425.672569 + Penalty 4266.124414 = -61558159.548155 nChanged 28120 SP:Iteration 5F (5371.236394 sec): 3 clusters Score: Raw -61579302.884676 + Penalty 4266.124414 = -61575036.760263 nChanged 30862 SP:Iteration 6F (5372.104668 sec): 3 clusters Score: Raw -61599721.853588 + Penalty 4266.124414 = -61595455.729174 nChanged 30749 SP:Iteration 7F (5372.952782 sec): 3 clusters Score: Raw -61621238.917159 + Penalty 4266.124414 = -61616972.792745 nChanged 27357 SP:Iteration 8F (5373.815882 sec): 3 clusters Score: Raw -61638889.865492 + Penalty 4266.124414 = -61634623.741078 nChanged 21476 SP:Iteration 9Q (5374.709080 sec): 3 clusters Score: Raw -61649902.878920 + Penalty 4266.124414 = -61645636.754507 nChanged 15284 SP:Iteration 10Q (5375.593844 sec): 3 clusters Score: Raw -61656274.356616 + Penalty 4266.124414 = -61652008.232203 nChanged 11556 SP:Iteration 11Q (5376.470368 sec): 3 clusters Score: Raw -61661242.407914 + Penalty 4266.124414 = -61656976.283501 nChanged 10444 SP:Iteration 12Q (5377.335139 sec): 3 clusters Score: Raw -61666274.094988 + Penalty 4266.124414 = -61662007.970575 nChanged 10468 SP:Iteration 13Q (5378.193307 sec): 3 clusters Score: Raw -61671846.514807 + Penalty 4266.124414 = -61667580.390394 nChanged 10853 SP:Iteration 14Q (5379.054983 sec): 3 clusters Score: Raw -61677947.906116 + Penalty 4266.124414 = -61673681.781703 nChanged 11452 SP:Iteration 15Q (5379.869709 sec): 3 clusters Score: Raw -61684802.067291 + Penalty 4266.124414 = -61680535.942877 nChanged 11938 SP:Iteration 16Q (5380.756592 sec): 3 clusters Score: Raw -61692388.801797 + Penalty 4266.124414 = -61688122.677383 nChanged 12147 SP:Iteration 17Q (5381.613100 sec): 3 clusters Score: Raw -61700285.338002 + Penalty 4266.124414 = -61696019.213589 nChanged 11802 SP:Iteration 18Q (5382.451394 sec): 3 clusters Score: Raw -61707767.066033 + Penalty 4266.124414 = -61703500.941619 nChanged 10970 SP:Iteration 19Q (5383.285495 sec): 3 clusters Score: Raw -61714140.478091 + Penalty 4266.124414 = -61709874.353678 nChanged 9323 SP:Iteration 20F (5384.154045 sec): 3 clusters Score: Raw -61719001.851896 + Penalty 4266.124414 = -61714735.727482 nChanged 7890 SP:Iteration 21Q (5384.975157 sec): 3 clusters Score: Raw -61722377.746636 + Penalty 4266.124414 = -61718111.622222 nChanged 6296 SP:Iteration 22Q (5385.801158 sec): 3 clusters Score: Raw -61724380.172207 + Penalty 4266.124414 = -61720114.047793 nChanged 4766 SP:Iteration 23Q (5386.631506 sec): 3 clusters Score: Raw -61725531.782836 + Penalty 4266.124414 = -61721265.658422 nChanged 3571 SP:Iteration 24Q (5387.466727 sec): 3 clusters Score: Raw -61726169.986765 + Penalty 4266.124414 = -61721903.862351 nChanged 2628 SP:Iteration 25Q (5388.291480 sec): 3 clusters Score: Raw -61726519.008114 + Penalty 4266.124414 = -61722252.883700 nChanged 1990 SP:Iteration 26Q (5389.123650 sec): 3 clusters Score: Raw -61726718.193553 + Penalty 4266.124414 = -61722452.069139 nChanged 1502 SP:Iteration 27Q (5389.943017 sec): 3 clusters Score: Raw -61726835.391246 + Penalty 4266.124414 = -61722569.266833 nChanged 1154 SP:Iteration 28Q (5390.751956 sec): 3 clusters Score: Raw -61726909.446236 + Penalty 4266.124414 = -61722643.321822 nChanged 964 SP:Iteration 29Q (5391.552634 sec): 3 clusters Score: Raw -61726963.494826 + Penalty 4266.124414 = -61722697.370412 nChanged 876 SP:Iteration 30Q (5392.386852 sec): 3 clusters Score: Raw -61727006.533020 + Penalty 4266.124414 = -61722740.408606 nChanged 779 SP:Iteration 31Q (5393.211199 sec): 3 clusters Score: Raw -61727040.014351 + Penalty 4266.124414 = -61722773.889937 nChanged 743 SP:Iteration 32Q (5394.045121 sec): 3 clusters Score: Raw -61727069.819338 + Penalty 4266.124414 = -61722803.694924 nChanged 720 SP:Iteration 33Q (5394.867901 sec): 3 clusters Score: Raw -61727097.987208 + Penalty 4266.124414 = -61722831.862794 nChanged 721 SP:Iteration 34Q (5395.662142 sec): 3 clusters Score: Raw -61727124.435583 + Penalty 4266.124414 = -61722858.311170 nChanged 722 SP:Iteration 35Q (5396.471470 sec): 3 clusters Score: Raw -61727149.925139 + Penalty 4266.124414 = -61722883.800726 nChanged 679 SP:Iteration 36Q (5397.269112 sec): 3 clusters Score: Raw -61727172.839067 + Penalty 4266.124414 = -61722906.714653 nChanged 666 SP:Iteration 37Q (5398.013311 sec): 3 clusters Score: Raw -61727195.498680 + Penalty 4266.124414 = -61722929.374267 nChanged 675 SP:Iteration 38Q (5398.801943 sec): 3 clusters Score: Raw -61727218.037914 + Penalty 4266.124414 = -61722951.913500 nChanged 641 SP:Iteration 39Q (5399.541655 sec): 3 clusters Score: Raw -61727239.636743 + Penalty 4266.124414 = -61722973.512330 nChanged 626 SP:Iteration 40F (5400.306459 sec): 3 clusters Score: Raw -61727260.032690 + Penalty 4266.124414 = -61722993.908276 nChanged 626 SP:Iteration 41Q (5401.046842 sec): 3 clusters Score: Raw -61727280.411168 + Penalty 4266.124414 = -61723014.286754 nChanged 626 SP:Iteration 42Q (5401.777925 sec): 3 clusters Score: Raw -61727299.994081 + Penalty 4266.124414 = -61723033.869667 nChanged 574 SP:Iteration 43Q (5402.522905 sec): 3 clusters Score: Raw -61727316.876435 + Penalty 4266.124414 = -61723050.752022 nChanged 533 SP:Iteration 44Q (5403.293508 sec): 3 clusters Score: Raw -61727331.901498 + Penalty 4266.124414 = -61723065.777084 nChanged 560 SP:Iteration 45Q (5404.123603 sec): 3 clusters Score: Raw -61727348.165427 + Penalty 4266.124414 = -61723082.041014 nChanged 568 SP:Iteration 46Q (5404.932549 sec): 3 clusters Score: Raw -61727364.768199 + Penalty 4266.124414 = -61723098.643785 nChanged 542 SP:Iteration 47Q (5405.761143 sec): 3 clusters Score: Raw -61727380.331761 + Penalty 4266.124414 = -61723114.207347 nChanged 509 SP:Iteration 48Q (5406.577962 sec): 3 clusters Score: Raw -61727394.208666 + Penalty 4266.124414 = -61723128.084253 nChanged 514 SP:Iteration 49Q (5407.396026 sec): 3 clusters Score: Raw -61727408.440117 + Penalty 4266.124414 = -61723142.315703 nChanged 533 SP:Iteration 50Q (5408.223722 sec): 3 clusters Score: Raw -61727423.747119 + Penalty 4266.124414 = -61723157.622706 nChanged 565 SP:Iteration 51Q (5409.033476 sec): 3 clusters Score: Raw -61727439.751904 + Penalty 4266.124414 = -61723173.627490 nChanged 527 SP:Iteration 52Q (5409.851170 sec): 3 clusters Score: Raw -61727454.348416 + Penalty 4266.124414 = -61723188.224002 nChanged 525 SP:Iteration 53Q (5410.670498 sec): 3 clusters Score: Raw -61727468.887091 + Penalty 4266.124414 = -61723202.762677 nChanged 508 SP:Iteration 54Q (5411.489408 sec): 3 clusters Score: Raw -61727481.970809 + Penalty 4266.124414 = -61723215.846395 nChanged 515 SP:Iteration 55Q (5412.314077 sec): 3 clusters Score: Raw -61727495.607895 + Penalty 4266.124414 = -61723229.483481 nChanged 524 SP:Iteration 56Q (5413.142188 sec): 3 clusters Score: Raw -61727509.430631 + Penalty 4266.124414 = -61723243.306217 nChanged 517 SP:Iteration 57Q (5413.958584 sec): 3 clusters Score: Raw -61727522.921618 + Penalty 4266.124414 = -61723256.797204 nChanged 491 SP:Iteration 58Q (5414.786664 sec): 3 clusters Score: Raw -61727535.047803 + Penalty 4266.124414 = -61723268.923390 nChanged 463 SP:Iteration 59Q (5415.537361 sec): 3 clusters Score: Raw -61727545.769403 + Penalty 4266.124414 = -61723279.644989 nChanged 439 SP:Iteration 60F (5416.328089 sec): 3 clusters Score: Raw -61727555.604059 + Penalty 4266.124414 = -61723289.479646 nChanged 444 SP:Iteration 61Q (5417.089104 sec): 3 clusters Score: Raw -61727565.609138 + Penalty 4266.124414 = -61723299.484725 nChanged 446 SP:Iteration 62Q (5417.810614 sec): 3 clusters Score: Raw -61727576.334076 + Penalty 4266.124414 = -61723310.209663 nChanged 475 SP:Iteration 63Q (5418.547249 sec): 3 clusters Score: Raw -61727587.866553 + Penalty 4266.124414 = -61723321.742140 nChanged 467 SP:Iteration 64Q (5419.289762 sec): 3 clusters Score: Raw -61727598.711171 + Penalty 4266.124414 = -61723332.586757 nChanged 442 SP:Iteration 65Q (5420.034732 sec): 3 clusters Score: Raw -61727608.967139 + Penalty 4266.124414 = -61723342.842726 nChanged 447 SP:Iteration 66Q (5420.783655 sec): 3 clusters Score: Raw -61727619.330420 + Penalty 4266.124414 = -61723353.206006 nChanged 460 SP:Iteration 67Q (5421.620360 sec): 3 clusters Score: Raw -61727630.428890 + Penalty 4266.124414 = -61723364.304477 nChanged 486 SP:Iteration 68Q (5422.451955 sec): 3 clusters Score: Raw -61727642.299240 + Penalty 4266.124414 = -61723376.174826 nChanged 481 SP:Iteration 69Q (5423.276908 sec): 3 clusters Score: Raw -61727654.129426 + Penalty 4266.124414 = -61723388.005012 nChanged 471 SP:Iteration 70Q (5424.103495 sec): 3 clusters Score: Raw -61727664.882140 + Penalty 4266.124414 = -61723398.757727 nChanged 450 SP:Iteration 71Q (5424.936236 sec): 3 clusters Score: Raw -61727675.319490 + Penalty 4266.124414 = -61723409.195076 nChanged 454 SP:Iteration 72Q (5425.762589 sec): 3 clusters Score: Raw -61727685.631302 + Penalty 4266.124414 = -61723419.506889 nChanged 418 SP:Iteration 73Q (5426.599035 sec): 3 clusters Score: Raw -61727694.628156 + Penalty 4266.124414 = -61723428.503743 nChanged 421 SP:Iteration 74Q (5427.417318 sec): 3 clusters Score: Raw -61727704.044600 + Penalty 4266.124414 = -61723437.920187 nChanged 433 SP:Iteration 75Q (5428.231962 sec): 3 clusters Score: Raw -61727714.134447 + Penalty 4266.124414 = -61723448.010033 nChanged 447 SP:Iteration 76Q (5429.059917 sec): 3 clusters Score: Raw -61727724.362792 + Penalty 4266.124414 = -61723458.238378 nChanged 441 SP:Iteration 77Q (5429.865064 sec): 3 clusters Score: Raw -61727734.461232 + Penalty 4266.124414 = -61723468.336818 nChanged 435 SP:Iteration 78Q (5430.692485 sec): 3 clusters Score: Raw -61727743.780570 + Penalty 4266.124414 = -61723477.656157 nChanged 420 SP:Iteration 79Q (5431.521346 sec): 3 clusters Score: Raw -61727752.857435 + Penalty 4266.124414 = -61723486.733022 nChanged 397 SP:Iteration 80F (5432.387085 sec): 3 clusters Score: Raw -61727761.067891 + Penalty 4266.124414 = -61723494.943477 nChanged 395 SP:Iteration 81Q (5433.130310 sec): 3 clusters Score: Raw -61727769.141046 + Penalty 4266.124414 = -61723503.016632 nChanged 393 SP:Iteration 82Q (5433.914979 sec): 3 clusters Score: Raw -61727777.156247 + Penalty 4266.124414 = -61723511.031833 nChanged 392 SP:Iteration 83Q (5434.720191 sec): 3 clusters Score: Raw -61727785.141660 + Penalty 4266.124414 = -61723519.017247 nChanged 369 SP:Iteration 84Q (5435.462791 sec): 3 clusters Score: Raw -61727792.783740 + Penalty 4266.124414 = -61723526.659327 nChanged 379 SP:Iteration 85Q (5436.194931 sec): 3 clusters Score: Raw -61727801.061736 + Penalty 4266.124414 = -61723534.937322 nChanged 387 SP:Iteration 86Q (5436.934493 sec): 3 clusters Score: Raw -61727809.371311 + Penalty 4266.124414 = -61723543.246898 nChanged 414 SP:Iteration 87Q (5437.671558 sec): 3 clusters Score: Raw -61727818.365309 + Penalty 4266.124414 = -61723552.240896 nChanged 424 SP:Iteration 88Q (5438.419743 sec): 3 clusters Score: Raw -61727828.034673 + Penalty 4266.124414 = -61723561.910259 nChanged 441 SP:Iteration 89Q (5439.247232 sec): 3 clusters Score: Raw -61727837.655128 + Penalty 4266.124414 = -61723571.530715 nChanged 423 SP:Iteration 90Q (5440.076400 sec): 3 clusters Score: Raw -61727846.548862 + Penalty 4266.124414 = -61723580.424448 nChanged 401 SP:Iteration 91Q (5440.913584 sec): 3 clusters Score: Raw -61727855.156591 + Penalty 4266.124414 = -61723589.032177 nChanged 427 SP:Iteration 92Q (5441.734998 sec): 3 clusters Score: Raw -61727864.378706 + Penalty 4266.124414 = -61723598.254293 nChanged 402 SP:Iteration 93Q (5442.572031 sec): 3 clusters Score: Raw -61727873.462418 + Penalty 4266.124414 = -61723607.338005 nChanged 411 SP:Iteration 94Q (5443.406036 sec): 3 clusters Score: Raw -61727882.278753 + Penalty 4266.124414 = -61723616.154340 nChanged 423 SP:Iteration 95Q (5444.231747 sec): 3 clusters Score: Raw -61727891.779647 + Penalty 4266.124414 = -61723625.655233 nChanged 433 SP:Iteration 96Q (5445.049139 sec): 3 clusters Score: Raw -61727901.276957 + Penalty 4266.124414 = -61723635.152543 nChanged 404 SP:Iteration 97Q (5445.863994 sec): 3 clusters Score: Raw -61727909.606469 + Penalty 4266.124414 = -61723643.482056 nChanged 377 SP:Iteration 98Q (5446.693472 sec): 3 clusters Score: Raw -61727917.148494 + Penalty 4266.124414 = -61723651.024080 nChanged 390 SP:Iteration 99Q (5447.514421 sec): 3 clusters Score: Raw -61727925.171749 + Penalty 4266.124414 = -61723659.047335 nChanged 373 SP:Iteration 100F (5448.383613 sec): 3 clusters Score: Raw -61727933.085085 + Penalty 4266.124414 = -61723666.960672 nChanged 384 SP:Iteration 101Q (5449.210986 sec): 3 clusters Score: Raw -61727940.975220 + Penalty 4266.124414 = -61723674.850807 nChanged 375 SP:Iteration 102Q (5450.047626 sec): 3 clusters Score: Raw -61727948.609424 + Penalty 4266.124414 = -61723682.485011 nChanged 371 SP:Iteration 103Q (5450.799933 sec): 3 clusters Score: Raw -61727956.081525 + Penalty 4266.124414 = -61723689.957111 nChanged 370 SP:Iteration 104Q (5451.577608 sec): 3 clusters Score: Raw -61727963.816672 + Penalty 4266.124414 = -61723697.692259 nChanged 376 SP:Iteration 105Q (5452.446006 sec): 3 clusters Score: Raw -61727971.274567 + Penalty 4266.124414 = -61723705.150153 nChanged 341 SP:Iteration 106Q (5453.257778 sec): 3 clusters Score: Raw -61727977.589513 + Penalty 4266.124414 = -61723711.465100 nChanged 329 SP:Iteration 107Q (5453.999248 sec): 3 clusters Score: Raw -61727983.301121 + Penalty 4266.124414 = -61723717.176707 nChanged 307 SP:Iteration 108Q (5454.741461 sec): 3 clusters Score: Raw -61727988.322190 + Penalty 4266.124414 = -61723722.197777 nChanged 291 SP:Iteration 109Q (5455.482607 sec): 3 clusters Score: Raw -61727992.653479 + Penalty 4266.124414 = -61723726.529066 nChanged 277 SP:Iteration 110Q (5456.221226 sec): 3 clusters Score: Raw -61727997.308423 + Penalty 4266.124414 = -61723731.184009 nChanged 298 SP:Iteration 111Q (5457.053765 sec): 3 clusters Score: Raw -61728002.608258 + Penalty 4266.124414 = -61723736.483845 nChanged 321 SP:Iteration 112Q (5457.883569 sec): 3 clusters Score: Raw -61728008.182534 + Penalty 4266.124414 = -61723742.058121 nChanged 301 SP:Iteration 113Q (5458.720354 sec): 3 clusters Score: Raw -61728013.098497 + Penalty 4266.124414 = -61723746.974083 nChanged 298 SP:Iteration 114Q (5459.541420 sec): 3 clusters Score: Raw -61728017.598195 + Penalty 4266.124414 = -61723751.473781 nChanged 263 SP:Iteration 115Q (5460.360588 sec): 3 clusters Score: Raw -61728021.286940 + Penalty 4266.124414 = -61723755.162526 nChanged 240 SP:Iteration 116Q (5461.181681 sec): 3 clusters Score: Raw -61728024.592337 + Penalty 4266.124414 = -61723758.467924 nChanged 232 SP:Iteration 117Q (5462.004107 sec): 3 clusters Score: Raw -61728027.703444 + Penalty 4266.124414 = -61723761.579030 nChanged 233 SP:Iteration 118Q (5462.826812 sec): 3 clusters Score: Raw -61728030.797521 + Penalty 4266.124414 = -61723764.673108 nChanged 227 SP:Iteration 119Q (5463.657214 sec): 3 clusters Score: Raw -61728033.666351 + Penalty 4266.124414 = -61723767.541938 nChanged 216 SP:Iteration 120F (5464.524963 sec): 3 clusters Score: Raw -61728036.215865 + Penalty 4266.124414 = -61723770.091452 nChanged 211 SP:Iteration 121Q (5465.368307 sec): 3 clusters Score: Raw -61728038.676894 + Penalty 4266.124414 = -61723772.552480 nChanged 206 SP:Iteration 122Q (5466.202334 sec): 3 clusters Score: Raw -61728041.129282 + Penalty 4266.124414 = -61723775.004869 nChanged 188 SP:Iteration 123Q (5467.033975 sec): 3 clusters Score: Raw -61728043.282007 + Penalty 4266.124414 = -61723777.157594 nChanged 178 SP:Iteration 124Q (5467.841053 sec): 3 clusters Score: Raw -61728045.418019 + Penalty 4266.124414 = -61723779.293606 nChanged 191 SP:Iteration 125Q (5468.592302 sec): 3 clusters Score: Raw -61728047.546888 + Penalty 4266.124414 = -61723781.422474 nChanged 170 SP:Iteration 126Q (5469.377067 sec): 3 clusters Score: Raw -61728049.335196 + Penalty 4266.124414 = -61723783.210782 nChanged 173 SP:Iteration 127Q (5470.136522 sec): 3 clusters Score: Raw -61728051.282326 + Penalty 4266.124414 = -61723785.157912 nChanged 169 SP:Iteration 128Q (5470.882920 sec): 3 clusters Score: Raw -61728053.272227 + Penalty 4266.124414 = -61723787.147814 nChanged 174 SP:Iteration 129Q (5471.620101 sec): 3 clusters Score: Raw -61728055.143957 + Penalty 4266.124414 = -61723789.019543 nChanged 166 SP:Iteration 130Q (5472.360709 sec): 3 clusters Score: Raw -61728056.877802 + Penalty 4266.124414 = -61723790.753389 nChanged 162 SP:Iteration 131Q (5473.104366 sec): 3 clusters Score: Raw -61728058.518267 + Penalty 4266.124414 = -61723792.393854 nChanged 164 SP:Iteration 132Q (5473.889842 sec): 3 clusters Score: Raw -61728060.178339 + Penalty 4266.124414 = -61723794.053925 nChanged 153 SP:Iteration 133Q (5474.717574 sec): 3 clusters Score: Raw -61728061.751867 + Penalty 4266.124414 = -61723795.627454 nChanged 164 SP:Iteration 134Q (5475.553029 sec): 3 clusters Score: Raw -61728063.293915 + Penalty 4266.124414 = -61723797.169502 nChanged 151 SP:Iteration 135Q (5476.378956 sec): 3 clusters Score: Raw -61728064.641885 + Penalty 4266.124414 = -61723798.517471 nChanged 132 SP:Iteration 136Q (5477.212302 sec): 3 clusters Score: Raw -61728065.699320 + Penalty 4266.124414 = -61723799.574907 nChanged 105 SP:Iteration 137Q (5478.048169 sec): 3 clusters Score: Raw -61728066.452822 + Penalty 4266.124414 = -61723800.328408 nChanged 106 SP:Iteration 138Q (5478.877348 sec): 3 clusters Score: Raw -61728067.211258 + Penalty 4266.124414 = -61723801.086845 nChanged 97 SP:Iteration 139Q (5479.713655 sec): 3 clusters Score: Raw -61728067.817996 + Penalty 4266.124414 = -61723801.693583 nChanged 84 SP:Iteration 140F (5480.588365 sec): 3 clusters Score: Raw -61728068.323364 + Penalty 4266.124414 = -61723802.198951 nChanged 64 SP:Iteration 141Q (5481.423921 sec): 3 clusters Score: Raw -61728068.682990 + Penalty 4266.124414 = -61723802.558577 nChanged 73 SP:Iteration 142Q (5482.245447 sec): 3 clusters Score: Raw -61728069.066588 + Penalty 4266.124414 = -61723802.942175 nChanged 61 SP:Iteration 143Q (5483.083471 sec): 3 clusters Score: Raw -61728069.454907 + Penalty 4266.124414 = -61723803.330494 nChanged 70 SP:Iteration 144Q (5483.917025 sec): 3 clusters Score: Raw -61728069.957805 + Penalty 4266.124414 = -61723803.833391 nChanged 85 SP:Iteration 145Q (5484.743887 sec): 3 clusters Score: Raw -61728070.550262 + Penalty 4266.124414 = -61723804.425849 nChanged 81 SP:Iteration 146Q (5485.526326 sec): 3 clusters Score: Raw -61728071.016820 + Penalty 4266.124414 = -61723804.892407 nChanged 74 SP:Iteration 147Q (5486.253885 sec): 3 clusters Score: Raw -61728071.476852 + Penalty 4266.124414 = -61723805.352439 nChanged 90 SP:Iteration 148Q (5487.050705 sec): 3 clusters Score: Raw -61728072.086978 + Penalty 4266.124414 = -61723805.962564 nChanged 88 SP:Iteration 149Q (5487.813875 sec): 3 clusters Score: Raw -61728072.596436 + Penalty 4266.124414 = -61723806.472022 nChanged 81 SP:Iteration 150Q (5488.555173 sec): 3 clusters Score: Raw -61728073.029565 + Penalty 4266.124414 = -61723806.905151 nChanged 75 SP:Iteration 151Q (5489.297140 sec): 3 clusters Score: Raw -61728073.429907 + Penalty 4266.124414 = -61723807.305493 nChanged 75 SP:Iteration 152Q (5490.039528 sec): 3 clusters Score: Raw -61728073.843252 + Penalty 4266.124414 = -61723807.718838 nChanged 61 SP:Iteration 153Q (5490.779720 sec): 3 clusters Score: Raw -61728074.137708 + Penalty 4266.124414 = -61723808.013294 nChanged 50 SP:Iteration 154Q (5491.585256 sec): 3 clusters Score: Raw -61728074.388886 + Penalty 4266.124414 = -61723808.264473 nChanged 57 SP:Iteration 155Q (5492.410355 sec): 3 clusters Score: Raw -61728074.703059 + Penalty 4266.124414 = -61723808.578645 nChanged 72 SP:Iteration 156Q (5493.242561 sec): 3 clusters Score: Raw -61728075.183665 + Penalty 4266.124414 = -61723809.059252 nChanged 76 SP:Iteration 157Q (5494.063281 sec): 3 clusters Score: Raw -61728075.650083 + Penalty 4266.124414 = -61723809.525670 nChanged 70 SP:Iteration 158Q (5494.891297 sec): 3 clusters Score: Raw -61728076.054207 + Penalty 4266.124414 = -61723809.929794 nChanged 63 SP:Iteration 159Q (5495.726014 sec): 3 clusters Score: Raw -61728076.338394 + Penalty 4266.124414 = -61723810.213980 nChanged 43 SP:Iteration 160F (5496.592597 sec): 3 clusters Score: Raw -61728076.502120 + Penalty 4266.124414 = -61723810.377706 nChanged 34 SP:Iteration 161Q (5497.427525 sec): 3 clusters Score: Raw -61728076.614687 + Penalty 4266.124414 = -61723810.490273 nChanged 25 SP:Iteration 162Q (5498.264289 sec): 3 clusters Score: Raw -61728076.691578 + Penalty 4266.124414 = -61723810.567164 nChanged 24 SP:Iteration 163Q (5499.083156 sec): 3 clusters Score: Raw -61728076.759415 + Penalty 4266.124414 = -61723810.635002 nChanged 21 SP:Iteration 164Q (5499.904928 sec): 3 clusters Score: Raw -61728076.819822 + Penalty 4266.124414 = -61723810.695409 nChanged 24 SP:Iteration 165Q (5500.733458 sec): 3 clusters Score: Raw -61728076.915785 + Penalty 4266.124414 = -61723810.791371 nChanged 27 SP:Iteration 166Q (5501.572533 sec): 3 clusters Score: Raw -61728077.012869 + Penalty 4266.124414 = -61723810.888456 nChanged 26 SP:Iteration 167Q (5502.395652 sec): 3 clusters Score: Raw -61728077.121580 + Penalty 4266.124414 = -61723810.997167 nChanged 32 SP:Iteration 168Q (5503.152465 sec): 3 clusters Score: Raw -61728077.260351 + Penalty 4266.124414 = -61723811.135938 nChanged 32 SP:Iteration 169Q (5503.909491 sec): 3 clusters Score: Raw -61728077.380671 + Penalty 4266.124414 = -61723811.256257 nChanged 21 SP:Iteration 170Q (5504.731344 sec): 3 clusters Score: Raw -61728077.459397 + Penalty 4266.124414 = -61723811.334984 nChanged 19 SP:Iteration 171Q (5505.475260 sec): 3 clusters Score: Raw -61728077.519388 + Penalty 4266.124414 = -61723811.394974 nChanged 19 SP:Iteration 172Q (5506.218475 sec): 3 clusters Score: Raw -61728077.587146 + Penalty 4266.124414 = -61723811.462732 nChanged 23 SP:Iteration 173Q (5506.965081 sec): 3 clusters Score: Raw -61728077.668253 + Penalty 4266.124414 = -61723811.543840 nChanged 18 SP:Iteration 174Q (5507.711313 sec): 3 clusters Score: Raw -61728077.736717 + Penalty 4266.124414 = -61723811.612304 nChanged 18 SP:Iteration 175Q (5508.454452 sec): 3 clusters Score: Raw -61728077.799226 + Penalty 4266.124414 = -61723811.674812 nChanged 18 SP:Iteration 176Q (5509.284819 sec): 3 clusters Score: Raw -61728077.854852 + Penalty 4266.124414 = -61723811.730439 nChanged 26 SP:Iteration 177Q (5510.117056 sec): 3 clusters Score: Raw -61728077.930423 + Penalty 4266.124414 = -61723811.806010 nChanged 29 SP:Iteration 178Q (5510.952626 sec): 3 clusters Score: Raw -61728078.042726 + Penalty 4266.124414 = -61723811.918312 nChanged 38 SP:Iteration 179Q (5511.786950 sec): 3 clusters Score: Raw -61728078.198818 + Penalty 4266.124414 = -61723812.074405 nChanged 29 SP:Iteration 180F (5512.655748 sec): 3 clusters Score: Raw -61728078.298519 + Penalty 4266.124414 = -61723812.174106 nChanged 25 SP:Iteration 181Q (5513.470423 sec): 3 clusters Score: Raw -61728078.376181 + Penalty 4266.124414 = -61723812.251768 nChanged 15 SP:Iteration 182Q (5514.297874 sec): 3 clusters Score: Raw -61728078.429112 + Penalty 4266.124414 = -61723812.304699 nChanged 13 SP:Iteration 183Q (5515.132275 sec): 3 clusters Score: Raw -61728078.468135 + Penalty 4266.124414 = -61723812.343722 nChanged 22 SP:Iteration 184Q (5515.966523 sec): 3 clusters Score: Raw -61728078.537172 + Penalty 4266.124414 = -61723812.412759 nChanged 26 SP:Iteration 185Q (5516.793135 sec): 3 clusters Score: Raw -61728078.619468 + Penalty 4266.124414 = -61723812.495054 nChanged 22 SP:Iteration 186Q (5517.627340 sec): 3 clusters Score: Raw -61728078.686242 + Penalty 4266.124414 = -61723812.561828 nChanged 19 SP:Iteration 187Q (5518.463824 sec): 3 clusters Score: Raw -61728078.748367 + Penalty 4266.124414 = -61723812.623953 nChanged 20 SP:Iteration 188Q (5519.299798 sec): 3 clusters Score: Raw -61728078.808819 + Penalty 4266.124414 = -61723812.684406 nChanged 15 SP:Iteration 189Q (5520.115534 sec): 3 clusters Score: Raw -61728078.859226 + Penalty 4266.124414 = -61723812.734812 nChanged 21 SP:Iteration 190Q (5520.896364 sec): 3 clusters Score: Raw -61728078.926665 + Penalty 4266.124414 = -61723812.802251 nChanged 26 SP:Iteration 191Q (5521.671307 sec): 3 clusters Score: Raw -61728079.014462 + Penalty 4266.124414 = -61723812.890048 nChanged 19 SP:Iteration 192Q (5522.484629 sec): 3 clusters Score: Raw -61728079.075963 + Penalty 4266.124414 = -61723812.951549 nChanged 25 SP:Iteration 193Q (5523.239721 sec): 3 clusters Score: Raw -61728079.151154 + Penalty 4266.124414 = -61723813.026741 nChanged 34 SP:Iteration 194Q (5523.978821 sec): 3 clusters Score: Raw -61728079.287363 + Penalty 4266.124414 = -61723813.162949 nChanged 29 SP:Iteration 195Q (5524.724885 sec): 3 clusters Score: Raw -61728079.402732 + Penalty 4266.124414 = -61723813.278318 nChanged 41 SP:Iteration 196Q (5525.469144 sec): 3 clusters Score: Raw -61728079.599577 + Penalty 4266.124414 = -61723813.475163 nChanged 51 SP:Iteration 197Q (5526.220047 sec): 3 clusters Score: Raw -61728079.823676 + Penalty 4266.124414 = -61723813.699262 nChanged 46 SP:Iteration 198Q (5527.047617 sec): 3 clusters Score: Raw -61728080.043381 + Penalty 4266.124414 = -61723813.918967 nChanged 49 SP:Iteration 199Q (5527.871046 sec): 3 clusters Score: Raw -61728080.277883 + Penalty 4266.124414 = -61723814.153470 nChanged 45 SP:Iteration 200F (5528.756511 sec): 3 clusters Score: Raw -61728080.479935 + Penalty 4266.124414 = -61723814.355521 nChanged 40 SP:Iteration 201Q (5529.593003 sec): 3 clusters Score: Raw -61728080.660123 + Penalty 4266.124414 = -61723814.535710 nChanged 37 SP:Iteration 202Q (5530.424109 sec): 3 clusters Score: Raw -61728080.837532 + Penalty 4266.124414 = -61723814.713118 nChanged 39 SP:Iteration 203Q (5531.256846 sec): 3 clusters Score: Raw -61728081.005758 + Penalty 4266.124414 = -61723814.881344 nChanged 34 SP:Iteration 204Q (5532.080368 sec): 3 clusters Score: Raw -61728081.146336 + Penalty 4266.124414 = -61723815.021922 nChanged 35 SP:Iteration 205Q (5532.905779 sec): 3 clusters Score: Raw -61728081.292461 + Penalty 4266.124414 = -61723815.168047 nChanged 29 SP:Iteration 206Q (5533.742574 sec): 3 clusters Score: Raw -61728081.406730 + Penalty 4266.124414 = -61723815.282317 nChanged 28 SP:Iteration 207Q (5534.545190 sec): 3 clusters Score: Raw -61728081.496084 + Penalty 4266.124414 = -61723815.371670 nChanged 24 SP:Iteration 208Q (5535.378993 sec): 3 clusters Score: Raw -61728081.573404 + Penalty 4266.124414 = -61723815.448990 nChanged 26 SP:Iteration 209Q (5536.216401 sec): 3 clusters Score: Raw -61728081.658826 + Penalty 4266.124414 = -61723815.534412 nChanged 18 SP:Iteration 210Q (5537.047795 sec): 3 clusters Score: Raw -61728081.715405 + Penalty 4266.124414 = -61723815.590991 nChanged 24 SP:Iteration 211Q (5537.887529 sec): 3 clusters Score: Raw -61728081.828545 + Penalty 4266.124414 = -61723815.704132 nChanged 28 SP:Iteration 212Q (5538.713853 sec): 3 clusters Score: Raw -61728081.936907 + Penalty 4266.124414 = -61723815.812494 nChanged 29 SP:Iteration 213Q (5539.485346 sec): 3 clusters Score: Raw -61728082.027947 + Penalty 4266.124414 = -61723815.903534 nChanged 21 SP:Iteration 214Q (5540.309162 sec): 3 clusters Score: Raw -61728082.094306 + Penalty 4266.124414 = -61723815.969893 nChanged 19 SP:Iteration 215Q (5541.054945 sec): 3 clusters Score: Raw -61728082.142222 + Penalty 4266.124414 = -61723816.017808 nChanged 14 SP:Iteration 216Q (5541.798711 sec): 3 clusters Score: Raw -61728082.192456 + Penalty 4266.124414 = -61723816.068042 nChanged 22 SP:Iteration 217Q (5542.541141 sec): 3 clusters Score: Raw -61728082.278953 + Penalty 4266.124414 = -61723816.154540 nChanged 21 SP:Iteration 218Q (5543.262382 sec): 3 clusters Score: Raw -61728082.360550 + Penalty 4266.124414 = -61723816.236136 nChanged 17 SP:Iteration 219Q (5544.010389 sec): 3 clusters Score: Raw -61728082.398265 + Penalty 4266.124414 = -61723816.273852 nChanged 7 SP:Iteration 220F (5544.890505 sec): 3 clusters Score: Raw -61728082.411728 + Penalty 4266.124414 = -61723816.287314 nChanged 8 SP:Iteration 221Q (5545.715373 sec): 3 clusters Score: Raw -61728082.430010 + Penalty 4266.124414 = -61723816.305596 nChanged 10 SP:Iteration 222Q (5546.541553 sec): 3 clusters Score: Raw -61728082.457119 + Penalty 4266.124414 = -61723816.332706 nChanged 11 SP:Iteration 223Q (5547.362639 sec): 3 clusters Score: Raw -61728082.488721 + Penalty 4266.124414 = -61723816.364307 nChanged 15 SP:Iteration 224Q (5548.193822 sec): 3 clusters Score: Raw -61728082.525689 + Penalty 4266.124414 = -61723816.401276 nChanged 16 SP:Iteration 225Q (5549.032574 sec): 3 clusters Score: Raw -61728082.568355 + Penalty 4266.124414 = -61723816.443941 nChanged 16 SP:Iteration 226Q (5549.869187 sec): 3 clusters Score: Raw -61728082.625719 + Penalty 4266.124414 = -61723816.501305 nChanged 19 SP:Iteration 227Q (5550.699502 sec): 3 clusters Score: Raw -61728082.702922 + Penalty 4266.124414 = -61723816.578509 nChanged 19 SP:Iteration 228Q (5551.537885 sec): 3 clusters Score: Raw -61728082.771657 + Penalty 4266.124414 = -61723816.647243 nChanged 21 SP:Iteration 229Q (5552.369151 sec): 3 clusters Score: Raw -61728082.833890 + Penalty 4266.124414 = -61723816.709476 nChanged 21 SP:Iteration 230Q (5553.198104 sec): 3 clusters Score: Raw -61728082.894091 + Penalty 4266.124414 = -61723816.769677 nChanged 12 SP:Iteration 231Q (5554.023244 sec): 3 clusters Score: Raw -61728082.930953 + Penalty 4266.124414 = -61723816.806540 nChanged 14 SP:Iteration 232Q (5554.853498 sec): 3 clusters Score: Raw -61728082.962444 + Penalty 4266.124414 = -61723816.838031 nChanged 10 SP:Iteration 233Q (5555.682125 sec): 3 clusters Score: Raw -61728082.985216 + Penalty 4266.124414 = -61723816.860803 nChanged 13 SP:Iteration 234Q (5556.515515 sec): 3 clusters Score: Raw -61728083.010848 + Penalty 4266.124414 = -61723816.886434 nChanged 10 SP:Iteration 235Q (5557.345926 sec): 3 clusters Score: Raw -61728083.029243 + Penalty 4266.124414 = -61723816.904829 nChanged 6 SP:Iteration 236Q (5558.177705 sec): 3 clusters Score: Raw -61728083.042644 + Penalty 4266.124414 = -61723816.918230 nChanged 7 SP:Iteration 237Q (5559.011915 sec): 3 clusters Score: Raw -61728083.053286 + Penalty 4266.124414 = -61723816.928872 nChanged 4 SP:Iteration 238Q (5559.830994 sec): 3 clusters Score: Raw -61728083.057762 + Penalty 4266.124414 = -61723816.933349 nChanged 3 SP:Iteration 239Q (5560.646540 sec): 3 clusters Score: Raw -61728083.062449 + Penalty 4266.124414 = -61723816.938036 nChanged 2 SP:Iteration 240F (5561.513902 sec): 3 clusters Score: Raw -61728083.070245 + Penalty 4266.124414 = -61723816.945831 nChanged 4 SP:Iteration 241Q (5562.346927 sec): 3 clusters Score: Raw -61728083.080451 + Penalty 4266.124414 = -61723816.956038 nChanged 8 SP:Iteration 242Q (5563.179907 sec): 3 clusters Score: Raw -61728083.099947 + Penalty 4266.124414 = -61723816.975534 nChanged 9 SP:Iteration 243Q (5564.012111 sec): 3 clusters Score: Raw -61728083.126984 + Penalty 4266.124414 = -61723817.002570 nChanged 11 SP:Iteration 244Q (5564.830927 sec): 3 clusters Score: Raw -61728083.158815 + Penalty 4266.124414 = -61723817.034402 nChanged 9 SP:Iteration 245Q (5565.655733 sec): 3 clusters Score: Raw -61728083.185287 + Penalty 4266.124414 = -61723817.060874 nChanged 8 SP:Iteration 246Q (5566.485177 sec): 3 clusters Score: Raw -61728083.204617 + Penalty 4266.124414 = -61723817.080204 nChanged 5 SP:Iteration 247Q (5567.315125 sec): 3 clusters Score: Raw -61728083.215156 + Penalty 4266.124414 = -61723817.090742 nChanged 4 SP:Iteration 248Q (5568.145699 sec): 3 clusters Score: Raw -61728083.221663 + Penalty 4266.124414 = -61723817.097250 nChanged 2 SP:Iteration 249Q (5568.980228 sec): 3 clusters Score: Raw -61728083.225933 + Penalty 4266.124414 = -61723817.101520 nChanged 2 SP:Iteration 250Q (5569.802314 sec): 3 clusters Score: Raw -61728083.230473 + Penalty 4266.124414 = -61723817.106059 nChanged 3 SP:Iteration 251Q (5570.624271 sec): 3 clusters Score: Raw -61728083.234214 + Penalty 4266.124414 = -61723817.109801 nChanged 1 SP:Iteration 252Q (5571.359716 sec): 3 clusters Score: Raw -61728083.235047 + Penalty 4266.124414 = -61723817.110634 nChanged 2 SP:Iteration 253Q (5572.137937 sec): 3 clusters Score: Raw -61728083.238041 + Penalty 4266.124414 = -61723817.113627 nChanged 3 SP:Iteration 254Q (5572.914130 sec): 3 clusters Score: Raw -61728083.244574 + Penalty 4266.124414 = -61723817.120161 nChanged 4 SP:Iteration 255Q (5573.654819 sec): 3 clusters Score: Raw -61728083.248775 + Penalty 4266.124414 = -61723817.124361 nChanged 0 SP:Iteration 256F (5574.432786 sec): 3 clusters Score: Raw -61728083.248775 + Penalty 4266.124414 = -61723817.124361 nChanged 0 Score: Raw -154526816.819277 + Penalty 77751.162918 = -154449065.656359 Splitting cluster 18 changes total score from -154324417.117193 to -154449065.656359 So it's getting split into cluster 34. Trying to split cluster 19 (65970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5600.674201 sec): 2 clusters Score: Raw -7599740.863659 + Penalty 1803.255248 = -7597937.608411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5600.837066 sec): 3 clusters Score: Raw -7557672.887479 + Penalty 3606.510496 = -7554066.376983 nChanged 31161 SP:Iteration 1F (5600.993717 sec): 3 clusters Score: Raw -7577303.183094 + Penalty 3606.510496 = -7573696.672598 nChanged 4775 SP:Iteration 2F (5601.140138 sec): 3 clusters Score: Raw -7581327.196233 + Penalty 3606.510496 = -7577720.685737 nChanged 5964 SP:Iteration 3F (5601.298298 sec): 3 clusters Score: Raw -7587739.917021 + Penalty 3606.510496 = -7584133.406525 nChanged 6495 SP:Iteration 4F (5601.466385 sec): 3 clusters Score: Raw -7594905.743330 + Penalty 3606.510496 = -7591299.232834 nChanged 5373 SP:Iteration 5F (5601.609094 sec): 3 clusters Score: Raw -7599480.945377 + Penalty 3606.510496 = -7595874.434881 nChanged 3867 SP:Iteration 6F (5601.758187 sec): 3 clusters Score: Raw -7601498.637502 + Penalty 3606.510496 = -7597892.127006 nChanged 2716 SP:Iteration 7Q (5601.923194 sec): 3 clusters Score: Raw -7602684.660547 + Penalty 3606.510496 = -7599078.150051 nChanged 2231 SP:Iteration 8Q (5602.076669 sec): 3 clusters Score: Raw -7603753.266751 + Penalty 3606.510496 = -7600146.756255 nChanged 2205 SP:Iteration 9Q (5602.226113 sec): 3 clusters Score: Raw -7605015.145851 + Penalty 3606.510496 = -7601408.635355 nChanged 2313 SP:Iteration 10Q (5602.400313 sec): 3 clusters Score: Raw -7606718.471137 + Penalty 3606.510496 = -7603111.960641 nChanged 2549 SP:Iteration 11Q (5602.562444 sec): 3 clusters Score: Raw -7608971.082603 + Penalty 3606.510496 = -7605364.572107 nChanged 2403 SP:Iteration 12Q (5602.722304 sec): 3 clusters Score: Raw -7611072.748853 + Penalty 3606.510496 = -7607466.238357 nChanged 1819 SP:Iteration 13Q (5602.883593 sec): 3 clusters Score: Raw -7612473.599582 + Penalty 3606.510496 = -7608867.089086 nChanged 1250 SP:Iteration 14Q (5603.042658 sec): 3 clusters Score: Raw -7613243.742260 + Penalty 3606.510496 = -7609637.231764 nChanged 843 SP:Iteration 15Q (5603.197468 sec): 3 clusters Score: Raw -7613634.808125 + Penalty 3606.510496 = -7610028.297629 nChanged 623 SP:Iteration 16Q (5603.344617 sec): 3 clusters Score: Raw -7613879.737738 + Penalty 3606.510496 = -7610273.227242 nChanged 449 SP:Iteration 17Q (5603.482435 sec): 3 clusters Score: Raw -7614014.814621 + Penalty 3606.510496 = -7610408.304125 nChanged 318 SP:Iteration 18Q (5603.630708 sec): 3 clusters Score: Raw -7614118.903797 + Penalty 3606.510496 = -7610512.393301 nChanged 236 SP:Iteration 19Q (5603.791754 sec): 3 clusters Score: Raw -7614175.554710 + Penalty 3606.510496 = -7610569.044214 nChanged 183 SP:Iteration 20F (5603.951107 sec): 3 clusters Score: Raw -7614761.308060 + Penalty 3606.510496 = -7611154.797564 nChanged 339 SP:Iteration 21Q (5604.103721 sec): 3 clusters Score: Raw -7614951.636999 + Penalty 3606.510496 = -7611345.126503 nChanged 384 SP:Iteration 22Q (5604.252569 sec): 3 clusters Score: Raw -7615043.055835 + Penalty 3606.510496 = -7611436.545339 nChanged 288 SP:Iteration 23Q (5604.407844 sec): 3 clusters Score: Raw -7615087.441567 + Penalty 3606.510496 = -7611480.931071 nChanged 215 SP:Iteration 24Q (5604.558772 sec): 3 clusters Score: Raw -7615114.620507 + Penalty 3606.510496 = -7611508.110011 nChanged 177 SP:Iteration 25Q (5604.711279 sec): 3 clusters Score: Raw -7615138.432347 + Penalty 3606.510496 = -7611531.921852 nChanged 168 SP:Iteration 26Q (5604.862568 sec): 3 clusters Score: Raw -7615157.349039 + Penalty 3606.510496 = -7611550.838543 nChanged 153 SP:Iteration 27Q (5605.002083 sec): 3 clusters Score: Raw -7615176.581102 + Penalty 3606.510496 = -7611570.070606 nChanged 145 SP:Iteration 28Q (5605.143981 sec): 3 clusters Score: Raw -7615191.170625 + Penalty 3606.510496 = -7611584.660129 nChanged 111 SP:Iteration 29Q (5605.288472 sec): 3 clusters Score: Raw -7615201.491909 + Penalty 3606.510496 = -7611594.981413 nChanged 96 SP:Iteration 30Q (5605.440130 sec): 3 clusters Score: Raw -7615209.690422 + Penalty 3606.510496 = -7611603.179926 nChanged 95 SP:Iteration 31Q (5605.591848 sec): 3 clusters Score: Raw -7615220.596480 + Penalty 3606.510496 = -7611614.085984 nChanged 116 SP:Iteration 32Q (5605.738001 sec): 3 clusters Score: Raw -7615235.828672 + Penalty 3606.510496 = -7611629.318176 nChanged 126 SP:Iteration 33Q (5605.886557 sec): 3 clusters Score: Raw -7615251.935560 + Penalty 3606.510496 = -7611645.425064 nChanged 152 SP:Iteration 34Q (5606.049119 sec): 3 clusters Score: Raw -7615272.725252 + Penalty 3606.510496 = -7611666.214756 nChanged 142 SP:Iteration 35Q (5606.210360 sec): 3 clusters Score: Raw -7615292.187847 + Penalty 3606.510496 = -7611685.677351 nChanged 147 SP:Iteration 36Q (5606.370071 sec): 3 clusters Score: Raw -7615312.600457 + Penalty 3606.510496 = -7611706.089962 nChanged 149 SP:Iteration 37Q (5606.531430 sec): 3 clusters Score: Raw -7615330.822630 + Penalty 3606.510496 = -7611724.312134 nChanged 133 SP:Iteration 38Q (5606.702404 sec): 3 clusters Score: Raw -7615346.419603 + Penalty 3606.510496 = -7611739.909107 nChanged 138 SP:Iteration 39Q (5606.874474 sec): 3 clusters Score: Raw -7615362.135018 + Penalty 3606.510496 = -7611755.624522 nChanged 122 SP:Iteration 40F (5607.040443 sec): 3 clusters Score: Raw -7615378.901692 + Penalty 3606.510496 = -7611772.391196 nChanged 125 SP:Iteration 41Q (5607.201469 sec): 3 clusters Score: Raw -7615394.820443 + Penalty 3606.510496 = -7611788.309947 nChanged 126 SP:Iteration 42Q (5607.361253 sec): 3 clusters Score: Raw -7615411.762920 + Penalty 3606.510496 = -7611805.252424 nChanged 119 SP:Iteration 43Q (5607.521463 sec): 3 clusters Score: Raw -7615429.248437 + Penalty 3606.510496 = -7611822.737941 nChanged 152 SP:Iteration 44Q (5607.683065 sec): 3 clusters Score: Raw -7615453.041819 + Penalty 3606.510496 = -7611846.531323 nChanged 138 SP:Iteration 45Q (5607.844881 sec): 3 clusters Score: Raw -7615472.318415 + Penalty 3606.510496 = -7611865.807919 nChanged 129 SP:Iteration 46Q (5608.004886 sec): 3 clusters Score: Raw -7615492.236700 + Penalty 3606.510496 = -7611885.726204 nChanged 162 SP:Iteration 47Q (5608.164736 sec): 3 clusters Score: Raw -7615516.338171 + Penalty 3606.510496 = -7611909.827675 nChanged 156 SP:Iteration 48Q (5608.325691 sec): 3 clusters Score: Raw -7615536.829750 + Penalty 3606.510496 = -7611930.319254 nChanged 162 SP:Iteration 49Q (5608.486043 sec): 3 clusters Score: Raw -7615556.880598 + Penalty 3606.510496 = -7611950.370102 nChanged 155 SP:Iteration 50Q (5608.646281 sec): 3 clusters Score: Raw -7615576.342444 + Penalty 3606.510496 = -7611969.831948 nChanged 171 SP:Iteration 51Q (5608.802377 sec): 3 clusters Score: Raw -7615598.519331 + Penalty 3606.510496 = -7611992.008835 nChanged 169 SP:Iteration 52Q (5608.958062 sec): 3 clusters Score: Raw -7615619.780754 + Penalty 3606.510496 = -7612013.270258 nChanged 161 SP:Iteration 53Q (5609.113188 sec): 3 clusters Score: Raw -7615639.439992 + Penalty 3606.510496 = -7612032.929496 nChanged 156 SP:Iteration 54Q (5609.270258 sec): 3 clusters Score: Raw -7615661.245536 + Penalty 3606.510496 = -7612054.735040 nChanged 183 SP:Iteration 55Q (5609.429479 sec): 3 clusters Score: Raw -7615687.117755 + Penalty 3606.510496 = -7612080.607259 nChanged 181 SP:Iteration 56Q (5609.588955 sec): 3 clusters Score: Raw -7615714.299206 + Penalty 3606.510496 = -7612107.788710 nChanged 192 SP:Iteration 57Q (5609.748052 sec): 3 clusters Score: Raw -7615745.258581 + Penalty 3606.510496 = -7612138.748085 nChanged 180 SP:Iteration 58Q (5609.907779 sec): 3 clusters Score: Raw -7615769.419490 + Penalty 3606.510496 = -7612162.908994 nChanged 213 SP:Iteration 59Q (5610.069543 sec): 3 clusters Score: Raw -7615797.802448 + Penalty 3606.510496 = -7612191.291952 nChanged 190 SP:Iteration 60F (5610.226581 sec): 3 clusters Score: Raw -7615821.160228 + Penalty 3606.510496 = -7612214.649732 nChanged 187 SP:Iteration 61Q (5610.387378 sec): 3 clusters Score: Raw -7615845.014828 + Penalty 3606.510496 = -7612238.504332 nChanged 172 SP:Iteration 62Q (5610.546991 sec): 3 clusters Score: Raw -7615863.235283 + Penalty 3606.510496 = -7612256.724787 nChanged 148 SP:Iteration 63Q (5610.707575 sec): 3 clusters Score: Raw -7615877.926035 + Penalty 3606.510496 = -7612271.415539 nChanged 141 SP:Iteration 64Q (5610.869659 sec): 3 clusters Score: Raw -7615891.385033 + Penalty 3606.510496 = -7612284.874537 nChanged 138 SP:Iteration 65Q (5611.018325 sec): 3 clusters Score: Raw -7615906.139400 + Penalty 3606.510496 = -7612299.628904 nChanged 135 SP:Iteration 66Q (5611.166903 sec): 3 clusters Score: Raw -7615918.423883 + Penalty 3606.510496 = -7612311.913387 nChanged 121 SP:Iteration 67Q (5611.328463 sec): 3 clusters Score: Raw -7615927.813681 + Penalty 3606.510496 = -7612321.303185 nChanged 125 SP:Iteration 68Q (5611.488844 sec): 3 clusters Score: Raw -7615936.423155 + Penalty 3606.510496 = -7612329.912659 nChanged 121 SP:Iteration 69Q (5611.647792 sec): 3 clusters Score: Raw -7615945.622246 + Penalty 3606.510496 = -7612339.111750 nChanged 107 SP:Iteration 70Q (5611.799618 sec): 3 clusters Score: Raw -7615952.118372 + Penalty 3606.510496 = -7612345.607876 nChanged 95 SP:Iteration 71Q (5611.959665 sec): 3 clusters Score: Raw -7615958.120934 + Penalty 3606.510496 = -7612351.610438 nChanged 74 SP:Iteration 72Q (5612.121304 sec): 3 clusters Score: Raw -7615963.197446 + Penalty 3606.510496 = -7612356.686950 nChanged 76 SP:Iteration 73Q (5612.283153 sec): 3 clusters Score: Raw -7615967.261470 + Penalty 3606.510496 = -7612360.750974 nChanged 66 SP:Iteration 74Q (5612.444786 sec): 3 clusters Score: Raw -7615970.694307 + Penalty 3606.510496 = -7612364.183811 nChanged 59 SP:Iteration 75Q (5612.604320 sec): 3 clusters Score: Raw -7615973.544053 + Penalty 3606.510496 = -7612367.033557 nChanged 53 SP:Iteration 76Q (5612.759561 sec): 3 clusters Score: Raw -7615976.015437 + Penalty 3606.510496 = -7612369.504941 nChanged 47 SP:Iteration 77Q (5612.916724 sec): 3 clusters Score: Raw -7615978.304468 + Penalty 3606.510496 = -7612371.793972 nChanged 51 SP:Iteration 78Q (5613.080419 sec): 3 clusters Score: Raw -7615980.794101 + Penalty 3606.510496 = -7612374.283605 nChanged 43 SP:Iteration 79Q (5613.240628 sec): 3 clusters Score: Raw -7615982.589673 + Penalty 3606.510496 = -7612376.079177 nChanged 43 SP:Iteration 80F (5613.401479 sec): 3 clusters Score: Raw -7615984.302265 + Penalty 3606.510496 = -7612377.791769 nChanged 38 SP:Iteration 81Q (5613.555124 sec): 3 clusters Score: Raw -7615985.717240 + Penalty 3606.510496 = -7612379.206744 nChanged 38 SP:Iteration 82Q (5613.719763 sec): 3 clusters Score: Raw -7615987.161024 + Penalty 3606.510496 = -7612380.650528 nChanged 35 SP:Iteration 83Q (5613.873563 sec): 3 clusters Score: Raw -7615988.290235 + Penalty 3606.510496 = -7612381.779739 nChanged 24 SP:Iteration 84Q (5614.028185 sec): 3 clusters Score: Raw -7615989.035924 + Penalty 3606.510496 = -7612382.525428 nChanged 23 SP:Iteration 85Q (5614.182159 sec): 3 clusters Score: Raw -7615989.635900 + Penalty 3606.510496 = -7612383.125404 nChanged 23 SP:Iteration 86Q (5614.338311 sec): 3 clusters Score: Raw -7615990.353375 + Penalty 3606.510496 = -7612383.842879 nChanged 16 SP:Iteration 87Q (5614.493699 sec): 3 clusters Score: Raw -7615990.765469 + Penalty 3606.510496 = -7612384.254973 nChanged 15 SP:Iteration 88Q (5614.654436 sec): 3 clusters Score: Raw -7615991.076087 + Penalty 3606.510496 = -7612384.565591 nChanged 8 SP:Iteration 89Q (5614.820723 sec): 3 clusters Score: Raw -7615991.222764 + Penalty 3606.510496 = -7612384.712268 nChanged 9 SP:Iteration 90Q (5614.971608 sec): 3 clusters Score: Raw -7615991.417384 + Penalty 3606.510496 = -7612384.906888 nChanged 11 SP:Iteration 91Q (5615.145010 sec): 3 clusters Score: Raw -7615991.761841 + Penalty 3606.510496 = -7612385.251345 nChanged 18 SP:Iteration 92Q (5615.295620 sec): 3 clusters Score: Raw -7615992.278703 + Penalty 3606.510496 = -7612385.768207 nChanged 13 SP:Iteration 93Q (5615.457136 sec): 3 clusters Score: Raw -7615992.588919 + Penalty 3606.510496 = -7612386.078423 nChanged 9 SP:Iteration 94Q (5615.603066 sec): 3 clusters Score: Raw -7615992.902368 + Penalty 3606.510496 = -7612386.391872 nChanged 11 SP:Iteration 95Q (5615.741230 sec): 3 clusters Score: Raw -7615993.100944 + Penalty 3606.510496 = -7612386.590448 nChanged 9 SP:Iteration 96Q (5615.866302 sec): 3 clusters Score: Raw -7615993.262301 + Penalty 3606.510496 = -7612386.751805 nChanged 9 SP:Iteration 97Q (5616.004677 sec): 3 clusters Score: Raw -7615993.450533 + Penalty 3606.510496 = -7612386.940037 nChanged 9 SP:Iteration 98Q (5616.142336 sec): 3 clusters Score: Raw -7615993.646951 + Penalty 3606.510496 = -7612387.136455 nChanged 13 SP:Iteration 99Q (5616.280630 sec): 3 clusters Score: Raw -7615993.881998 + Penalty 3606.510496 = -7612387.371502 nChanged 11 SP:Iteration 100F (5616.435196 sec): 3 clusters Score: Raw -7615994.074983 + Penalty 3606.510496 = -7612387.564487 nChanged 8 SP:Iteration 101Q (5616.598687 sec): 3 clusters Score: Raw -7615994.259007 + Penalty 3606.510496 = -7612387.748511 nChanged 9 SP:Iteration 102Q (5616.753121 sec): 3 clusters Score: Raw -7615994.396523 + Penalty 3606.510496 = -7612387.886027 nChanged 3 SP:Iteration 103Q (5616.897746 sec): 3 clusters Score: Raw -7615994.508783 + Penalty 3606.510496 = -7612387.998288 nChanged 5 SP:Iteration 104Q (5617.058758 sec): 3 clusters Score: Raw -7615994.655315 + Penalty 3606.510496 = -7612388.144819 nChanged 6 SP:Iteration 105Q (5617.221898 sec): 3 clusters Score: Raw -7615994.776683 + Penalty 3606.510496 = -7612388.266187 nChanged 6 SP:Iteration 106Q (5617.384877 sec): 3 clusters Score: Raw -7615994.926426 + Penalty 3606.510496 = -7612388.415930 nChanged 8 SP:Iteration 107Q (5617.542883 sec): 3 clusters Score: Raw -7615995.069851 + Penalty 3606.510496 = -7612388.559355 nChanged 7 SP:Iteration 108Q (5617.703968 sec): 3 clusters Score: Raw -7615995.191941 + Penalty 3606.510496 = -7612388.681445 nChanged 4 SP:Iteration 109Q (5617.864640 sec): 3 clusters Score: Raw -7615995.320863 + Penalty 3606.510496 = -7612388.810367 nChanged 7 SP:Iteration 110Q (5618.016684 sec): 3 clusters Score: Raw -7615995.556657 + Penalty 3606.510496 = -7612389.046161 nChanged 11 SP:Iteration 111Q (5618.170705 sec): 3 clusters Score: Raw -7615995.984027 + Penalty 3606.510496 = -7612389.473531 nChanged 18 SP:Iteration 112Q (5618.331756 sec): 3 clusters Score: Raw -7615996.411924 + Penalty 3606.510496 = -7612389.901428 nChanged 11 SP:Iteration 113Q (5618.495827 sec): 3 clusters Score: Raw -7615996.759544 + Penalty 3606.510496 = -7612390.249048 nChanged 7 SP:Iteration 114Q (5618.648044 sec): 3 clusters Score: Raw -7615997.241088 + Penalty 3606.510496 = -7612390.730592 nChanged 12 SP:Iteration 115Q (5618.807444 sec): 3 clusters Score: Raw -7615997.930971 + Penalty 3606.510496 = -7612391.420475 nChanged 15 SP:Iteration 116Q (5618.958332 sec): 3 clusters Score: Raw -7615998.923646 + Penalty 3606.510496 = -7612392.413150 nChanged 20 SP:Iteration 117Q (5619.117202 sec): 3 clusters Score: Raw -7615999.494419 + Penalty 3606.510496 = -7612392.983923 nChanged 11 SP:Iteration 118Q (5619.271190 sec): 3 clusters Score: Raw -7615999.916559 + Penalty 3606.510496 = -7612393.406063 nChanged 10 SP:Iteration 119Q (5619.434227 sec): 3 clusters Score: Raw -7616000.379540 + Penalty 3606.510496 = -7612393.869044 nChanged 14 SP:Iteration 120F (5619.590669 sec): 3 clusters Score: Raw -7616000.719186 + Penalty 3606.510496 = -7612394.208690 nChanged 10 SP:Iteration 121Q (5619.724412 sec): 3 clusters Score: Raw -7616000.911646 + Penalty 3606.510496 = -7612394.401150 nChanged 8 SP:Iteration 122Q (5619.889607 sec): 3 clusters Score: Raw -7616001.071366 + Penalty 3606.510496 = -7612394.560870 nChanged 5 SP:Iteration 123Q (5620.044480 sec): 3 clusters Score: Raw -7616001.193112 + Penalty 3606.510496 = -7612394.682616 nChanged 2 SP:Iteration 124Q (5620.208463 sec): 3 clusters Score: Raw -7616001.206370 + Penalty 3606.510496 = -7612394.695874 nChanged 0 SP:Iteration 125F (5620.348593 sec): 3 clusters Score: Raw -7616001.206370 + Penalty 3606.510496 = -7612394.695874 nChanged 0 Score: Raw -154543077.161985 + Penalty 80037.961827 = -154463039.200158 Splitting cluster 19 changes total score from -154324417.117193 to -154463039.200158 So it's getting split into cluster 35. Trying to split cluster 20 (38190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5647.813023 sec): 2 clusters Score: Raw -4606224.700867 + Penalty 1714.428459 = -4604510.272408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5647.919565 sec): 3 clusters Score: Raw -4582422.151726 + Penalty 3428.856919 = -4578993.294807 nChanged 17827 SP:Iteration 1F (5648.018738 sec): 3 clusters Score: Raw -4595699.536738 + Penalty 3428.856919 = -4592270.679819 nChanged 4048 SP:Iteration 2F (5648.120396 sec): 3 clusters Score: Raw -4601439.422822 + Penalty 3428.856919 = -4598010.565903 nChanged 4319 SP:Iteration 3F (5648.222182 sec): 3 clusters Score: Raw -4607419.803952 + Penalty 3428.856919 = -4603990.947034 nChanged 3404 SP:Iteration 4F (5648.321318 sec): 3 clusters Score: Raw -4611081.569322 + Penalty 3428.856919 = -4607652.712403 nChanged 2327 SP:Iteration 5F (5648.424078 sec): 3 clusters Score: Raw -4613115.606730 + Penalty 3428.856919 = -4609686.749812 nChanged 1710 SP:Iteration 6Q (5648.529010 sec): 3 clusters Score: Raw -4614551.892047 + Penalty 3428.856919 = -4611123.035128 nChanged 1253 SP:Iteration 7Q (5648.648883 sec): 3 clusters Score: Raw -4615499.036582 + Penalty 3428.856919 = -4612070.179664 nChanged 978 SP:Iteration 8Q (5648.761003 sec): 3 clusters Score: Raw -4616095.204969 + Penalty 3428.856919 = -4612666.348051 nChanged 724 SP:Iteration 9Q (5648.860747 sec): 3 clusters Score: Raw -4616416.399012 + Penalty 3428.856919 = -4612987.542093 nChanged 504 SP:Iteration 10Q (5648.981914 sec): 3 clusters Score: Raw -4616587.402301 + Penalty 3428.856919 = -4613158.545382 nChanged 345 SP:Iteration 11Q (5649.085372 sec): 3 clusters Score: Raw -4616676.572163 + Penalty 3428.856919 = -4613247.715244 nChanged 267 SP:Iteration 12Q (5649.190783 sec): 3 clusters Score: Raw -4616741.832010 + Penalty 3428.856919 = -4613312.975091 nChanged 241 SP:Iteration 13Q (5649.290808 sec): 3 clusters Score: Raw -4616786.368591 + Penalty 3428.856919 = -4613357.511672 nChanged 171 SP:Iteration 14Q (5649.391269 sec): 3 clusters Score: Raw -4616813.726792 + Penalty 3428.856919 = -4613384.869873 nChanged 133 SP:Iteration 15Q (5649.488419 sec): 3 clusters Score: Raw -4616833.940703 + Penalty 3428.856919 = -4613405.083785 nChanged 110 SP:Iteration 16Q (5649.588399 sec): 3 clusters Score: Raw -4616847.755369 + Penalty 3428.856919 = -4613418.898450 nChanged 87 SP:Iteration 17Q (5649.683584 sec): 3 clusters Score: Raw -4616857.556092 + Penalty 3428.856919 = -4613428.699173 nChanged 79 SP:Iteration 18Q (5649.783827 sec): 3 clusters Score: Raw -4616864.708976 + Penalty 3428.856919 = -4613435.852057 nChanged 63 SP:Iteration 19Q (5649.880214 sec): 3 clusters Score: Raw -4616868.737084 + Penalty 3428.856919 = -4613439.880166 nChanged 41 SP:Iteration 20F (5649.988861 sec): 3 clusters Score: Raw -4616872.460165 + Penalty 3428.856919 = -4613443.603246 nChanged 46 SP:Iteration 21Q (5650.087326 sec): 3 clusters Score: Raw -4616876.049621 + Penalty 3428.856919 = -4613447.192702 nChanged 36 SP:Iteration 22Q (5650.197882 sec): 3 clusters Score: Raw -4616878.508800 + Penalty 3428.856919 = -4613449.651881 nChanged 34 SP:Iteration 23Q (5650.311527 sec): 3 clusters Score: Raw -4616880.220684 + Penalty 3428.856919 = -4613451.363765 nChanged 22 SP:Iteration 24Q (5650.427734 sec): 3 clusters Score: Raw -4616880.971217 + Penalty 3428.856919 = -4613452.114298 nChanged 19 SP:Iteration 25Q (5650.528268 sec): 3 clusters Score: Raw -4616881.812002 + Penalty 3428.856919 = -4613452.955083 nChanged 22 SP:Iteration 26Q (5650.650601 sec): 3 clusters Score: Raw -4616882.910361 + Penalty 3428.856919 = -4613454.053443 nChanged 16 SP:Iteration 27Q (5650.748631 sec): 3 clusters Score: Raw -4616883.566746 + Penalty 3428.856919 = -4613454.709828 nChanged 10 SP:Iteration 28Q (5650.869289 sec): 3 clusters Score: Raw -4616883.941294 + Penalty 3428.856919 = -4613455.084376 nChanged 7 SP:Iteration 29Q (5650.977664 sec): 3 clusters Score: Raw -4616884.174950 + Penalty 3428.856919 = -4613455.318031 nChanged 8 SP:Iteration 30Q (5651.085927 sec): 3 clusters Score: Raw -4616884.394202 + Penalty 3428.856919 = -4613455.537284 nChanged 7 SP:Iteration 31Q (5651.191621 sec): 3 clusters Score: Raw -4616884.525011 + Penalty 3428.856919 = -4613455.668092 nChanged 4 SP:Iteration 32Q (5651.302547 sec): 3 clusters Score: Raw -4616884.585443 + Penalty 3428.856919 = -4613455.728525 nChanged 2 SP:Iteration 33Q (5651.414163 sec): 3 clusters Score: Raw -4616884.603357 + Penalty 3428.856919 = -4613455.746438 nChanged 2 SP:Iteration 34Q (5651.514305 sec): 3 clusters Score: Raw -4616884.673762 + Penalty 3428.856919 = -4613455.816843 nChanged 1 SP:Iteration 35Q (5651.625188 sec): 3 clusters Score: Raw -4616884.677117 + Penalty 3428.856919 = -4613455.820198 nChanged 0 SP:Iteration 36F (5651.746155 sec): 3 clusters Score: Raw -4616884.677117 + Penalty 3428.856919 = -4613455.820198 nChanged 0 Score: Raw -154553737.138234 + Penalty 82324.760736 = -154471412.377498 Splitting cluster 20 changes total score from -154324417.117193 to -154471412.377498 So it's getting split into cluster 36. Iteration 20F (5711.603847 sec): 37 clusters Score: Raw -154593263.525097 + Penalty 82324.760736 = -154510938.764361 nChanged 44936 Iteration 21Q (5724.332924 sec): 37 clusters Score: Raw -154610974.766841 + Penalty 82324.760736 = -154528650.006105 nChanged 17989 Iteration 22Q (5737.265416 sec): 37 clusters Score: Raw -154618722.112281 + Penalty 82324.760736 = -154536397.351545 nChanged 12531 Iteration 23Q (5749.136968 sec): 37 clusters Score: Raw -154623576.543992 + Penalty 82324.760736 = -154541251.783256 nChanged 9888 Iteration 24Q (5762.254039 sec): 37 clusters Score: Raw -154626988.056464 + Penalty 82324.760736 = -154544663.295728 nChanged 8340 Iteration 25Q (5774.887316 sec): 37 clusters Score: Raw -154629820.646094 + Penalty 82324.760736 = -154547495.885358 nChanged 7110 Iteration 26Q (5786.686130 sec): 37 clusters Score: Raw -154632167.589191 + Penalty 82324.760736 = -154549842.828455 nChanged 6162 Iteration 27Q (5799.971202 sec): 37 clusters Score: Raw -154633932.852538 + Penalty 82324.760736 = -154551608.091802 nChanged 5439 Iteration 28Q (5811.877279 sec): 37 clusters Score: Raw -154635158.617806 + Penalty 82324.760736 = -154552833.857070 nChanged 4861 Iteration 29Q (5823.918780 sec): 37 clusters Score: Raw -154636250.382923 + Penalty 82324.760736 = -154553925.622187 nChanged 4376 Iteration 30Q (5837.468731 sec): 37 clusters Score: Raw -154637106.938914 + Penalty 82324.760736 = -154554782.178178 nChanged 3867 Iteration 31Q (5849.149545 sec): 37 clusters Score: Raw -154637845.329486 + Penalty 82324.760736 = -154555520.568749 nChanged 3445 Iteration 32Q (5861.187358 sec): 37 clusters Score: Raw -154638531.274538 + Penalty 82324.760736 = -154556206.513802 nChanged 3143 Iteration 33Q (5874.780586 sec): 37 clusters Score: Raw -154639243.872728 + Penalty 82324.760736 = -154556919.111992 nChanged 2852 Iteration 34Q (5886.574901 sec): 37 clusters Score: Raw -154639903.648535 + Penalty 82324.760736 = -154557578.887799 nChanged 2675 Iteration 35Q (5898.360500 sec): 37 clusters Score: Raw -154640540.500582 + Penalty 82324.760736 = -154558215.739845 nChanged 2448 Iteration 36Q (5911.836625 sec): 37 clusters Score: Raw -154641111.865608 + Penalty 82324.760736 = -154558787.104872 nChanged 2224 Iteration 37Q (5923.801409 sec): 37 clusters Score: Raw -154641627.455114 + Penalty 82324.760736 = -154559302.694377 nChanged 2076 Iteration 38Q (5935.631383 sec): 37 clusters Score: Raw -154642000.743122 + Penalty 82324.760736 = -154559675.982386 nChanged 1958 Iteration 39Q (5948.885290 sec): 37 clusters Score: Raw -154642249.076979 + Penalty 82324.760736 = -154559924.316243 nChanged 1766 Iteration 40F (5979.645391 sec): 37 clusters Score: Raw -154644213.730163 + Penalty 82324.760736 = -154561888.969427 nChanged 2588 Iteration 41Q (5993.170404 sec): 37 clusters Score: Raw -154646215.146800 + Penalty 82324.760736 = -154563890.386063 nChanged 3324 Iteration 42Q (6005.222233 sec): 37 clusters Score: Raw -154647518.864593 + Penalty 82324.760736 = -154565194.103856 nChanged 3262 Iteration 43Q (6017.683386 sec): 37 clusters Score: Raw -154648262.294822 + Penalty 82324.760736 = -154565937.534086 nChanged 3058 Iteration 44Q (6030.973021 sec): 37 clusters Score: Raw -154648806.670753 + Penalty 82324.760736 = -154566481.910017 nChanged 2902 Iteration 45Q (6042.889258 sec): 37 clusters Score: Raw -154649296.956655 + Penalty 82324.760736 = -154566972.195918 nChanged 2664 Iteration 46Q (6055.787121 sec): 37 clusters Score: Raw -154649738.975213 + Penalty 82324.760736 = -154567414.214476 nChanged 2572 Iteration 47Q (6068.377549 sec): 37 clusters Score: Raw -154650107.423769 + Penalty 82324.760736 = -154567782.663032 nChanged 2381 Iteration 48Q (6080.536745 sec): 37 clusters Score: Raw -154650430.045427 + Penalty 82324.760736 = -154568105.284691 nChanged 2273 Iteration 49Q (6094.048740 sec): 37 clusters Score: Raw -154650737.343049 + Penalty 82324.760736 = -154568412.582313 nChanged 2210 Iteration 50Q (6105.943222 sec): 37 clusters Score: Raw -154651017.370907 + Penalty 82324.760736 = -154568692.610171 nChanged 2078 Iteration 51Q (6117.876704 sec): 37 clusters Score: Raw -154651273.685810 + Penalty 82324.760736 = -154568948.925074 nChanged 2013 Iteration 52Q (6131.633770 sec): 37 clusters Score: Raw -154651521.417760 + Penalty 82324.760736 = -154569196.657024 nChanged 1969 Iteration 53Q (6143.560311 sec): 37 clusters Score: Raw -154651767.848840 + Penalty 82324.760736 = -154569443.088104 nChanged 1915 Iteration 54Q (6155.603641 sec): 37 clusters Score: Raw -154651995.364488 + Penalty 82324.760736 = -154569670.603752 nChanged 1811 Iteration 55Q (6169.196219 sec): 37 clusters Score: Raw -154652196.191134 + Penalty 82324.760736 = -154569871.430397 nChanged 1697 Iteration 56Q (6181.214100 sec): 37 clusters Score: Raw -154652404.804876 + Penalty 82324.760736 = -154570080.044140 nChanged 1644 Iteration 57Q (6193.467173 sec): 37 clusters Score: Raw -154652604.541951 + Penalty 82324.760736 = -154570279.781214 nChanged 1620 Iteration 58Q (6206.985783 sec): 37 clusters Score: Raw -154652802.060551 + Penalty 82324.760736 = -154570477.299815 nChanged 1585 Writing temp clu file Because OldScore, -154570279.781214, is greater than current (better) Score,-154570477.299815 Compute initial score before splitting: Score: Raw -154652802.060551 + Penalty 82324.760736 = -154570477.299815 Trying to split cluster 1 (6371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6207.425406 sec): 2 clusters Score: Raw -759916.783987 + Penalty 1423.420655 = -758493.363332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6207.483076 sec): 3 clusters Score: Raw -756564.806568 + Penalty 2846.841310 = -753717.965259 nChanged 2674 SP:Iteration 1F (6207.529362 sec): 3 clusters Score: Raw -758562.370857 + Penalty 2846.841310 = -755715.529548 nChanged 675 SP:Iteration 2F (6207.584985 sec): 3 clusters Score: Raw -759844.759314 + Penalty 2846.841310 = -756997.918005 nChanged 821 SP:Iteration 3F (6207.640884 sec): 3 clusters Score: Raw -761131.148369 + Penalty 2846.841310 = -758284.307059 nChanged 653 SP:Iteration 4F (6207.705113 sec): 3 clusters Score: Raw -762257.772136 + Penalty 2846.841310 = -759410.930827 nChanged 464 SP:Iteration 5F (6207.767496 sec): 3 clusters Score: Raw -763185.619278 + Penalty 2846.841310 = -760338.777968 nChanged 316 SP:Iteration 6Q (6207.811976 sec): 3 clusters Score: Raw -763914.406917 + Penalty 2846.841310 = -761067.565608 nChanged 227 SP:Iteration 7Q (6207.864009 sec): 3 clusters Score: Raw -764278.980140 + Penalty 2846.841310 = -761432.138830 nChanged 118 SP:Iteration 8Q (6207.920609 sec): 3 clusters Score: Raw -764377.427799 + Penalty 2846.841310 = -761530.586489 nChanged 65 SP:Iteration 9Q (6207.974980 sec): 3 clusters Score: Raw -764408.343557 + Penalty 2846.841310 = -761561.502247 nChanged 42 SP:Iteration 10Q (6208.014497 sec): 3 clusters Score: Raw -764428.591639 + Penalty 2846.841310 = -761581.750329 nChanged 24 SP:Iteration 11Q (6208.075374 sec): 3 clusters Score: Raw -764439.408519 + Penalty 2846.841310 = -761592.567210 nChanged 13 SP:Iteration 12Q (6208.120215 sec): 3 clusters Score: Raw -764442.990115 + Penalty 2846.841310 = -761596.148806 nChanged 8 SP:Iteration 13Q (6208.169223 sec): 3 clusters Score: Raw -764445.502131 + Penalty 2846.841310 = -761598.660822 nChanged 7 SP:Iteration 14Q (6208.227791 sec): 3 clusters Score: Raw -764447.154914 + Penalty 2846.841310 = -761600.313605 nChanged 4 SP:Iteration 15Q (6208.283648 sec): 3 clusters Score: Raw -764448.148201 + Penalty 2846.841310 = -761601.306892 nChanged 3 SP:Iteration 16Q (6208.332925 sec): 3 clusters Score: Raw -764448.645140 + Penalty 2846.841310 = -761601.803830 nChanged 4 SP:Iteration 17Q (6208.378124 sec): 3 clusters Score: Raw -764450.118754 + Penalty 2846.841310 = -761603.277445 nChanged 5 SP:Iteration 18Q (6208.430455 sec): 3 clusters Score: Raw -764451.886104 + Penalty 2846.841310 = -761605.044794 nChanged 6 SP:Iteration 19Q (6208.490293 sec): 3 clusters Score: Raw -764453.670400 + Penalty 2846.841310 = -761606.829090 nChanged 4 SP:Iteration 20F (6208.547022 sec): 3 clusters Score: Raw -764454.722745 + Penalty 2846.841310 = -761607.881435 nChanged 6 SP:Iteration 21Q (6208.605896 sec): 3 clusters Score: Raw -764456.358758 + Penalty 2846.841310 = -761609.517449 nChanged 5 SP:Iteration 22Q (6208.662957 sec): 3 clusters Score: Raw -764458.358990 + Penalty 2846.841310 = -761611.517680 nChanged 10 SP:Iteration 23Q (6208.709007 sec): 3 clusters Score: Raw -764462.117050 + Penalty 2846.841310 = -761615.275741 nChanged 9 SP:Iteration 24Q (6208.763583 sec): 3 clusters Score: Raw -764466.761923 + Penalty 2846.841310 = -761619.920613 nChanged 11 SP:Iteration 25Q (6208.821011 sec): 3 clusters Score: Raw -764471.774413 + Penalty 2846.841310 = -761624.933103 nChanged 14 SP:Iteration 26Q (6208.876279 sec): 3 clusters Score: Raw -764479.347631 + Penalty 2846.841310 = -761632.506322 nChanged 9 SP:Iteration 27Q (6208.934175 sec): 3 clusters Score: Raw -764483.568476 + Penalty 2846.841310 = -761636.727167 nChanged 8 SP:Iteration 28Q (6208.983752 sec): 3 clusters Score: Raw -764487.439919 + Penalty 2846.841310 = -761640.598609 nChanged 8 SP:Iteration 29Q (6209.034214 sec): 3 clusters Score: Raw -764491.368853 + Penalty 2846.841310 = -761644.527543 nChanged 16 SP:Iteration 30Q (6209.094052 sec): 3 clusters Score: Raw -764501.255032 + Penalty 2846.841310 = -761654.413722 nChanged 18 SP:Iteration 31Q (6209.137828 sec): 3 clusters Score: Raw -764509.871957 + Penalty 2846.841310 = -761663.030648 nChanged 12 SP:Iteration 32Q (6209.195269 sec): 3 clusters Score: Raw -764516.033397 + Penalty 2846.841310 = -761669.192087 nChanged 6 SP:Iteration 33Q (6209.256081 sec): 3 clusters Score: Raw -764518.895306 + Penalty 2846.841310 = -761672.053996 nChanged 9 SP:Iteration 34Q (6209.300109 sec): 3 clusters Score: Raw -764521.021093 + Penalty 2846.841310 = -761674.179783 nChanged 3 SP:Iteration 35Q (6209.367860 sec): 3 clusters Score: Raw -764521.613742 + Penalty 2846.841310 = -761674.772432 nChanged 3 SP:Iteration 36Q (6209.424580 sec): 3 clusters Score: Raw -764522.150264 + Penalty 2846.841310 = -761675.308954 nChanged 3 SP:Iteration 37Q (6209.469054 sec): 3 clusters Score: Raw -764522.961389 + Penalty 2846.841310 = -761676.120079 nChanged 1 SP:Iteration 38Q (6209.522709 sec): 3 clusters Score: Raw -764523.520177 + Penalty 2846.841310 = -761676.678867 nChanged 3 SP:Iteration 39Q (6209.578118 sec): 3 clusters Score: Raw -764524.787727 + Penalty 2846.841310 = -761677.946417 nChanged 2 SP:Iteration 40F (6209.640252 sec): 3 clusters Score: Raw -764525.793879 + Penalty 2846.841310 = -761678.952569 nChanged 3 SP:Iteration 41Q (6209.697140 sec): 3 clusters Score: Raw -764526.914823 + Penalty 2846.841310 = -761680.073514 nChanged 6 SP:Iteration 42Q (6209.745437 sec): 3 clusters Score: Raw -764528.920212 + Penalty 2846.841310 = -761682.078902 nChanged 4 SP:Iteration 43Q (6209.799916 sec): 3 clusters Score: Raw -764530.382653 + Penalty 2846.841310 = -761683.541344 nChanged 5 SP:Iteration 44Q (6209.864820 sec): 3 clusters Score: Raw -764531.443648 + Penalty 2846.841310 = -761684.602338 nChanged 4 SP:Iteration 45Q (6209.922472 sec): 3 clusters Score: Raw -764532.335202 + Penalty 2846.841310 = -761685.493892 nChanged 4 SP:Iteration 46Q (6209.968218 sec): 3 clusters Score: Raw -764533.231302 + Penalty 2846.841310 = -761686.389992 nChanged 3 SP:Iteration 47Q (6210.034610 sec): 3 clusters Score: Raw -764534.153025 + Penalty 2846.841310 = -761687.311715 nChanged 4 SP:Iteration 48Q (6210.086543 sec): 3 clusters Score: Raw -764535.315947 + Penalty 2846.841310 = -761688.474637 nChanged 4 SP:Iteration 49Q (6210.142523 sec): 3 clusters Score: Raw -764537.562987 + Penalty 2846.841310 = -761690.721677 nChanged 3 SP:Iteration 50Q (6210.188686 sec): 3 clusters Score: Raw -764538.593707 + Penalty 2846.841310 = -761691.752398 nChanged 2 SP:Iteration 51Q (6210.254613 sec): 3 clusters Score: Raw -764539.379972 + Penalty 2846.841310 = -761692.538663 nChanged 3 SP:Iteration 52Q (6210.310134 sec): 3 clusters Score: Raw -764540.411445 + Penalty 2846.841310 = -761693.570136 nChanged 3 SP:Iteration 53Q (6210.355732 sec): 3 clusters Score: Raw -764541.488440 + Penalty 2846.841310 = -761694.647130 nChanged 9 SP:Iteration 54Q (6210.415511 sec): 3 clusters Score: Raw -764544.759752 + Penalty 2846.841310 = -761697.918443 nChanged 14 SP:Iteration 55Q (6210.473472 sec): 3 clusters Score: Raw -764549.785089 + Penalty 2846.841310 = -761702.943779 nChanged 12 SP:Iteration 56Q (6210.534600 sec): 3 clusters Score: Raw -764554.417624 + Penalty 2846.841310 = -761707.576314 nChanged 14 SP:Iteration 57Q (6210.579650 sec): 3 clusters Score: Raw -764560.904143 + Penalty 2846.841310 = -761714.062833 nChanged 11 SP:Iteration 58Q (6210.636891 sec): 3 clusters Score: Raw -764565.616060 + Penalty 2846.841310 = -761718.774750 nChanged 13 SP:Iteration 59Q (6210.704572 sec): 3 clusters Score: Raw -764571.582803 + Penalty 2846.841310 = -761724.741493 nChanged 9 SP:Iteration 60F (6210.752110 sec): 3 clusters Score: Raw -764574.440437 + Penalty 2846.841310 = -761727.599127 nChanged 7 SP:Iteration 61Q (6210.799187 sec): 3 clusters Score: Raw -764578.743359 + Penalty 2846.841310 = -761731.902049 nChanged 8 SP:Iteration 62Q (6210.867133 sec): 3 clusters Score: Raw -764582.370852 + Penalty 2846.841310 = -761735.529542 nChanged 8 SP:Iteration 63Q (6210.917717 sec): 3 clusters Score: Raw -764583.805074 + Penalty 2846.841310 = -761736.963764 nChanged 4 SP:Iteration 64Q (6210.971430 sec): 3 clusters Score: Raw -764585.044399 + Penalty 2846.841310 = -761738.203089 nChanged 2 SP:Iteration 65Q (6211.018833 sec): 3 clusters Score: Raw -764585.417238 + Penalty 2846.841310 = -761738.575928 nChanged 1 SP:Iteration 66Q (6211.073481 sec): 3 clusters Score: Raw -764585.595026 + Penalty 2846.841310 = -761738.753716 nChanged 1 SP:Iteration 67Q (6211.122241 sec): 3 clusters Score: Raw -764585.873980 + Penalty 2846.841310 = -761739.032671 nChanged 0 SP:Iteration 68F (6211.178346 sec): 3 clusters Score: Raw -764585.873980 + Penalty 2846.841310 = -761739.032671 nChanged 0 Score: Raw -154657580.790799 + Penalty 84611.559646 = -154572969.231153 Splitting cluster 1 changes total score from -154570477.299815 to -154572969.231153 So it's getting split into cluster 37. Trying to split cluster 2 (9257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6240.186698 sec): 2 clusters Score: Raw -1081253.354876 + Penalty 1484.134486 = -1079769.220389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6240.252860 sec): 3 clusters Score: Raw -1076114.700983 + Penalty 2968.268973 = -1073146.432010 nChanged 3989 SP:Iteration 1F (6240.315206 sec): 3 clusters Score: Raw -1079060.178844 + Penalty 2968.268973 = -1076091.909871 nChanged 873 SP:Iteration 2F (6240.370155 sec): 3 clusters Score: Raw -1079943.529800 + Penalty 2968.268973 = -1076975.260828 nChanged 794 SP:Iteration 3F (6240.429289 sec): 3 clusters Score: Raw -1080745.036485 + Penalty 2968.268973 = -1077776.767512 nChanged 709 SP:Iteration 4F (6240.492340 sec): 3 clusters Score: Raw -1081499.945862 + Penalty 2968.268973 = -1078531.676889 nChanged 614 SP:Iteration 5F (6240.555520 sec): 3 clusters Score: Raw -1082087.076138 + Penalty 2968.268973 = -1079118.807165 nChanged 513 SP:Iteration 6F (6240.618457 sec): 3 clusters Score: Raw -1082538.293296 + Penalty 2968.268973 = -1079570.024323 nChanged 433 SP:Iteration 7Q (6240.681105 sec): 3 clusters Score: Raw -1082866.679384 + Penalty 2968.268973 = -1079898.410411 nChanged 337 SP:Iteration 8Q (6240.741889 sec): 3 clusters Score: Raw -1083068.791225 + Penalty 2968.268973 = -1080100.522252 nChanged 264 SP:Iteration 9Q (6240.800958 sec): 3 clusters Score: Raw -1083211.520107 + Penalty 2968.268973 = -1080243.251134 nChanged 186 SP:Iteration 10Q (6240.863458 sec): 3 clusters Score: Raw -1083326.625241 + Penalty 2968.268973 = -1080358.356268 nChanged 185 SP:Iteration 11Q (6240.930788 sec): 3 clusters Score: Raw -1083441.212914 + Penalty 2968.268973 = -1080472.943942 nChanged 154 SP:Iteration 12Q (6240.992951 sec): 3 clusters Score: Raw -1083507.606962 + Penalty 2968.268973 = -1080539.337989 nChanged 120 SP:Iteration 13Q (6241.044724 sec): 3 clusters Score: Raw -1083548.926300 + Penalty 2968.268973 = -1080580.657327 nChanged 98 SP:Iteration 14Q (6241.106964 sec): 3 clusters Score: Raw -1083577.971758 + Penalty 2968.268973 = -1080609.702785 nChanged 78 SP:Iteration 15Q (6241.169115 sec): 3 clusters Score: Raw -1083599.980135 + Penalty 2968.268973 = -1080631.711162 nChanged 81 SP:Iteration 16Q (6241.221821 sec): 3 clusters Score: Raw -1083624.895578 + Penalty 2968.268973 = -1080656.626605 nChanged 86 SP:Iteration 17Q (6241.284000 sec): 3 clusters Score: Raw -1083650.484962 + Penalty 2968.268973 = -1080682.215989 nChanged 77 SP:Iteration 18Q (6241.340903 sec): 3 clusters Score: Raw -1083672.979566 + Penalty 2968.268973 = -1080704.710593 nChanged 54 SP:Iteration 19Q (6241.413925 sec): 3 clusters Score: Raw -1083687.611227 + Penalty 2968.268973 = -1080719.342254 nChanged 55 SP:Iteration 20F (6241.455296 sec): 3 clusters Score: Raw -1083700.406585 + Penalty 2968.268973 = -1080732.137612 nChanged 51 SP:Iteration 21Q (6241.517599 sec): 3 clusters Score: Raw -1083711.207933 + Penalty 2968.268973 = -1080742.938960 nChanged 50 SP:Iteration 22Q (6241.580110 sec): 3 clusters Score: Raw -1083724.835460 + Penalty 2968.268973 = -1080756.566487 nChanged 56 SP:Iteration 23Q (6241.635025 sec): 3 clusters Score: Raw -1083739.024641 + Penalty 2968.268973 = -1080770.755669 nChanged 60 SP:Iteration 24Q (6241.692076 sec): 3 clusters Score: Raw -1083755.059730 + Penalty 2968.268973 = -1080786.790757 nChanged 56 SP:Iteration 25Q (6241.755921 sec): 3 clusters Score: Raw -1083766.257921 + Penalty 2968.268973 = -1080797.988948 nChanged 44 SP:Iteration 26Q (6241.816674 sec): 3 clusters Score: Raw -1083776.120632 + Penalty 2968.268973 = -1080807.851659 nChanged 41 SP:Iteration 27Q (6241.875750 sec): 3 clusters Score: Raw -1083783.520022 + Penalty 2968.268973 = -1080815.251049 nChanged 33 SP:Iteration 28Q (6241.932480 sec): 3 clusters Score: Raw -1083789.806709 + Penalty 2968.268973 = -1080821.537736 nChanged 31 SP:Iteration 29Q (6241.993983 sec): 3 clusters Score: Raw -1083794.671715 + Penalty 2968.268973 = -1080826.402742 nChanged 24 SP:Iteration 30Q (6242.055538 sec): 3 clusters Score: Raw -1083799.051069 + Penalty 2968.268973 = -1080830.782097 nChanged 24 SP:Iteration 31Q (6242.116230 sec): 3 clusters Score: Raw -1083803.487687 + Penalty 2968.268973 = -1080835.218714 nChanged 24 SP:Iteration 32Q (6242.176024 sec): 3 clusters Score: Raw -1083808.129521 + Penalty 2968.268973 = -1080839.860548 nChanged 20 SP:Iteration 33Q (6242.230249 sec): 3 clusters Score: Raw -1083811.359227 + Penalty 2968.268973 = -1080843.090254 nChanged 19 SP:Iteration 34Q (6242.283266 sec): 3 clusters Score: Raw -1083813.997300 + Penalty 2968.268973 = -1080845.728327 nChanged 22 SP:Iteration 35Q (6242.335794 sec): 3 clusters Score: Raw -1083816.855650 + Penalty 2968.268973 = -1080848.586677 nChanged 20 SP:Iteration 36Q (6242.390119 sec): 3 clusters Score: Raw -1083820.139724 + Penalty 2968.268973 = -1080851.870751 nChanged 14 SP:Iteration 37Q (6242.447423 sec): 3 clusters Score: Raw -1083822.776574 + Penalty 2968.268973 = -1080854.507601 nChanged 18 SP:Iteration 38Q (6242.506207 sec): 3 clusters Score: Raw -1083825.302900 + Penalty 2968.268973 = -1080857.033928 nChanged 18 SP:Iteration 39Q (6242.555262 sec): 3 clusters Score: Raw -1083827.852050 + Penalty 2968.268973 = -1080859.583077 nChanged 16 SP:Iteration 40F (6242.607857 sec): 3 clusters Score: Raw -1083830.456236 + Penalty 2968.268973 = -1080862.187264 nChanged 16 SP:Iteration 41Q (6242.663540 sec): 3 clusters Score: Raw -1083833.825611 + Penalty 2968.268973 = -1080865.556638 nChanged 18 SP:Iteration 42Q (6242.719498 sec): 3 clusters Score: Raw -1083836.612034 + Penalty 2968.268973 = -1080868.343061 nChanged 14 SP:Iteration 43Q (6242.780662 sec): 3 clusters Score: Raw -1083839.366949 + Penalty 2968.268973 = -1080871.097976 nChanged 18 SP:Iteration 44Q (6242.836982 sec): 3 clusters Score: Raw -1083842.828624 + Penalty 2968.268973 = -1080874.559651 nChanged 11 SP:Iteration 45Q (6242.893970 sec): 3 clusters Score: Raw -1083844.520578 + Penalty 2968.268973 = -1080876.251605 nChanged 9 SP:Iteration 46Q (6242.945538 sec): 3 clusters Score: Raw -1083845.957444 + Penalty 2968.268973 = -1080877.688471 nChanged 9 SP:Iteration 47Q (6243.012422 sec): 3 clusters Score: Raw -1083847.617294 + Penalty 2968.268973 = -1080879.348321 nChanged 9 SP:Iteration 48Q (6243.067193 sec): 3 clusters Score: Raw -1083848.829058 + Penalty 2968.268973 = -1080880.560085 nChanged 6 SP:Iteration 49Q (6243.111295 sec): 3 clusters Score: Raw -1083849.729115 + Penalty 2968.268973 = -1080881.460143 nChanged 8 SP:Iteration 50Q (6243.168166 sec): 3 clusters Score: Raw -1083850.639488 + Penalty 2968.268973 = -1080882.370516 nChanged 8 SP:Iteration 51Q (6243.228430 sec): 3 clusters Score: Raw -1083851.271815 + Penalty 2968.268973 = -1080883.002842 nChanged 4 SP:Iteration 52Q (6243.288070 sec): 3 clusters Score: Raw -1083851.967614 + Penalty 2968.268973 = -1080883.698641 nChanged 5 SP:Iteration 53Q (6243.350538 sec): 3 clusters Score: Raw -1083852.495153 + Penalty 2968.268973 = -1080884.226180 nChanged 4 SP:Iteration 54Q (6243.409987 sec): 3 clusters Score: Raw -1083853.047390 + Penalty 2968.268973 = -1080884.778417 nChanged 4 SP:Iteration 55Q (6243.465183 sec): 3 clusters Score: Raw -1083853.702321 + Penalty 2968.268973 = -1080885.433348 nChanged 0 SP:Iteration 56F (6243.519423 sec): 3 clusters Score: Raw -1083853.702321 + Penalty 2968.268973 = -1080885.433348 nChanged 0 Score: Raw -154660181.138244 + Penalty 86898.358555 = -154573282.779689 Splitting cluster 2 changes total score from -154570477.299815 to -154573282.779689 So it's getting split into cluster 38. Trying to split cluster 3 (16297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6272.793111 sec): 2 clusters Score: Raw -1921167.255974 + Penalty 1576.044652 = -1919591.211322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6272.853135 sec): 3 clusters Score: Raw -1911564.021870 + Penalty 3152.089304 = -1908411.932566 nChanged 7270 SP:Iteration 1F (6272.918492 sec): 3 clusters Score: Raw -1915701.276915 + Penalty 3152.089304 = -1912549.187610 nChanged 1070 SP:Iteration 2F (6272.994652 sec): 3 clusters Score: Raw -1916261.615095 + Penalty 3152.089304 = -1913109.525791 nChanged 1042 SP:Iteration 3F (6273.062524 sec): 3 clusters Score: Raw -1916862.715052 + Penalty 3152.089304 = -1913710.625747 nChanged 1082 SP:Iteration 4F (6273.135840 sec): 3 clusters Score: Raw -1917540.550281 + Penalty 3152.089304 = -1914388.460977 nChanged 1044 SP:Iteration 5F (6273.201076 sec): 3 clusters Score: Raw -1918247.113604 + Penalty 3152.089304 = -1915095.024300 nChanged 977 SP:Iteration 6F (6273.275379 sec): 3 clusters Score: Raw -1918928.416516 + Penalty 3152.089304 = -1915776.327212 nChanged 882 SP:Iteration 7F (6273.342846 sec): 3 clusters Score: Raw -1919552.624162 + Penalty 3152.089304 = -1916400.534858 nChanged 766 SP:Iteration 8Q (6273.421381 sec): 3 clusters Score: Raw -1920095.296688 + Penalty 3152.089304 = -1916943.207384 nChanged 661 SP:Iteration 9Q (6273.494443 sec): 3 clusters Score: Raw -1920515.281853 + Penalty 3152.089304 = -1917363.192549 nChanged 554 SP:Iteration 10Q (6273.569406 sec): 3 clusters Score: Raw -1920834.725651 + Penalty 3152.089304 = -1917682.636347 nChanged 464 SP:Iteration 11Q (6273.639435 sec): 3 clusters Score: Raw -1921067.370319 + Penalty 3152.089304 = -1917915.281015 nChanged 348 SP:Iteration 12Q (6273.702523 sec): 3 clusters Score: Raw -1921208.084132 + Penalty 3152.089304 = -1918055.994827 nChanged 267 SP:Iteration 13Q (6273.770840 sec): 3 clusters Score: Raw -1921315.618607 + Penalty 3152.089304 = -1918163.529303 nChanged 222 SP:Iteration 14Q (6273.843537 sec): 3 clusters Score: Raw -1921384.884457 + Penalty 3152.089304 = -1918232.795153 nChanged 187 SP:Iteration 15Q (6273.913543 sec): 3 clusters Score: Raw -1921446.839150 + Penalty 3152.089304 = -1918294.749846 nChanged 173 SP:Iteration 16Q (6273.983839 sec): 3 clusters Score: Raw -1921498.771787 + Penalty 3152.089304 = -1918346.682483 nChanged 148 SP:Iteration 17Q (6274.056479 sec): 3 clusters Score: Raw -1921533.806314 + Penalty 3152.089304 = -1918381.717010 nChanged 115 SP:Iteration 18Q (6274.109507 sec): 3 clusters Score: Raw -1921558.613480 + Penalty 3152.089304 = -1918406.524175 nChanged 97 SP:Iteration 19Q (6274.195704 sec): 3 clusters Score: Raw -1921574.663172 + Penalty 3152.089304 = -1918422.573868 nChanged 71 SP:Iteration 20F (6274.262707 sec): 3 clusters Score: Raw -1921591.174067 + Penalty 3152.089304 = -1918439.084763 nChanged 63 SP:Iteration 21Q (6274.325788 sec): 3 clusters Score: Raw -1921606.326556 + Penalty 3152.089304 = -1918454.237252 nChanged 78 SP:Iteration 22Q (6274.403707 sec): 3 clusters Score: Raw -1921622.607950 + Penalty 3152.089304 = -1918470.518646 nChanged 82 SP:Iteration 23Q (6274.467135 sec): 3 clusters Score: Raw -1921636.674983 + Penalty 3152.089304 = -1918484.585679 nChanged 85 SP:Iteration 24Q (6274.539748 sec): 3 clusters Score: Raw -1921651.367087 + Penalty 3152.089304 = -1918499.277783 nChanged 69 SP:Iteration 25Q (6274.606774 sec): 3 clusters Score: Raw -1921663.201140 + Penalty 3152.089304 = -1918511.111836 nChanged 64 SP:Iteration 26Q (6274.688211 sec): 3 clusters Score: Raw -1921672.106543 + Penalty 3152.089304 = -1918520.017238 nChanged 43 SP:Iteration 27Q (6274.750596 sec): 3 clusters Score: Raw -1921678.486168 + Penalty 3152.089304 = -1918526.396864 nChanged 46 SP:Iteration 28Q (6274.811617 sec): 3 clusters Score: Raw -1921685.068865 + Penalty 3152.089304 = -1918532.979561 nChanged 41 SP:Iteration 29Q (6274.876894 sec): 3 clusters Score: Raw -1921689.646325 + Penalty 3152.089304 = -1918537.557021 nChanged 39 SP:Iteration 30Q (6274.945219 sec): 3 clusters Score: Raw -1921694.877251 + Penalty 3152.089304 = -1918542.787947 nChanged 35 SP:Iteration 31Q (6274.991222 sec): 3 clusters Score: Raw -1921698.998578 + Penalty 3152.089304 = -1918546.909273 nChanged 33 SP:Iteration 32Q (6275.047936 sec): 3 clusters Score: Raw -1921702.983252 + Penalty 3152.089304 = -1918550.893948 nChanged 39 SP:Iteration 33Q (6275.102488 sec): 3 clusters Score: Raw -1921707.679686 + Penalty 3152.089304 = -1918555.590382 nChanged 36 SP:Iteration 34Q (6275.168539 sec): 3 clusters Score: Raw -1921712.826196 + Penalty 3152.089304 = -1918560.736892 nChanged 36 SP:Iteration 35Q (6275.229333 sec): 3 clusters Score: Raw -1921717.136677 + Penalty 3152.089304 = -1918565.047373 nChanged 30 SP:Iteration 36Q (6275.289108 sec): 3 clusters Score: Raw -1921721.574923 + Penalty 3152.089304 = -1918569.485619 nChanged 30 SP:Iteration 37Q (6275.363947 sec): 3 clusters Score: Raw -1921724.865423 + Penalty 3152.089304 = -1918572.776119 nChanged 21 SP:Iteration 38Q (6275.430936 sec): 3 clusters Score: Raw -1921727.252473 + Penalty 3152.089304 = -1918575.163169 nChanged 21 SP:Iteration 39Q (6275.492835 sec): 3 clusters Score: Raw -1921729.418068 + Penalty 3152.089304 = -1918577.328764 nChanged 18 SP:Iteration 40F (6275.567368 sec): 3 clusters Score: Raw -1921731.018179 + Penalty 3152.089304 = -1918578.928875 nChanged 15 SP:Iteration 41Q (6275.642323 sec): 3 clusters Score: Raw -1921732.237049 + Penalty 3152.089304 = -1918580.147744 nChanged 21 SP:Iteration 42Q (6275.707124 sec): 3 clusters Score: Raw -1921734.409301 + Penalty 3152.089304 = -1918582.319997 nChanged 14 SP:Iteration 43Q (6275.781566 sec): 3 clusters Score: Raw -1921736.177819 + Penalty 3152.089304 = -1918584.088515 nChanged 19 SP:Iteration 44Q (6275.843586 sec): 3 clusters Score: Raw -1921738.484193 + Penalty 3152.089304 = -1918586.394888 nChanged 20 SP:Iteration 45Q (6275.911117 sec): 3 clusters Score: Raw -1921740.483864 + Penalty 3152.089304 = -1918588.394560 nChanged 21 SP:Iteration 46Q (6275.985671 sec): 3 clusters Score: Raw -1921741.894298 + Penalty 3152.089304 = -1918589.804993 nChanged 14 SP:Iteration 47Q (6276.047806 sec): 3 clusters Score: Raw -1921743.367921 + Penalty 3152.089304 = -1918591.278617 nChanged 13 SP:Iteration 48Q (6276.119854 sec): 3 clusters Score: Raw -1921744.446102 + Penalty 3152.089304 = -1918592.356798 nChanged 11 SP:Iteration 49Q (6276.196222 sec): 3 clusters Score: Raw -1921745.456531 + Penalty 3152.089304 = -1918593.367226 nChanged 15 SP:Iteration 50Q (6276.263353 sec): 3 clusters Score: Raw -1921746.686953 + Penalty 3152.089304 = -1918594.597649 nChanged 13 SP:Iteration 51Q (6276.328309 sec): 3 clusters Score: Raw -1921748.098100 + Penalty 3152.089304 = -1918596.008796 nChanged 18 SP:Iteration 52Q (6276.397096 sec): 3 clusters Score: Raw -1921750.220560 + Penalty 3152.089304 = -1918598.131256 nChanged 21 SP:Iteration 53Q (6276.465751 sec): 3 clusters Score: Raw -1921752.664087 + Penalty 3152.089304 = -1918600.574783 nChanged 15 SP:Iteration 54Q (6276.536814 sec): 3 clusters Score: Raw -1921754.037658 + Penalty 3152.089304 = -1918601.948354 nChanged 16 SP:Iteration 55Q (6276.607100 sec): 3 clusters Score: Raw -1921755.556176 + Penalty 3152.089304 = -1918603.466871 nChanged 12 SP:Iteration 56Q (6276.674201 sec): 3 clusters Score: Raw -1921756.609248 + Penalty 3152.089304 = -1918604.519944 nChanged 15 SP:Iteration 57Q (6276.740927 sec): 3 clusters Score: Raw -1921758.022389 + Penalty 3152.089304 = -1918605.933085 nChanged 19 SP:Iteration 58Q (6276.814440 sec): 3 clusters Score: Raw -1921759.936677 + Penalty 3152.089304 = -1918607.847373 nChanged 17 SP:Iteration 59Q (6276.889852 sec): 3 clusters Score: Raw -1921761.261001 + Penalty 3152.089304 = -1918609.171697 nChanged 16 SP:Iteration 60F (6276.956002 sec): 3 clusters Score: Raw -1921762.757849 + Penalty 3152.089304 = -1918610.668545 nChanged 22 SP:Iteration 61Q (6277.028155 sec): 3 clusters Score: Raw -1921765.203291 + Penalty 3152.089304 = -1918613.113987 nChanged 19 SP:Iteration 62Q (6277.103024 sec): 3 clusters Score: Raw -1921767.278218 + Penalty 3152.089304 = -1918615.188914 nChanged 20 SP:Iteration 63Q (6277.177768 sec): 3 clusters Score: Raw -1921769.650313 + Penalty 3152.089304 = -1918617.561009 nChanged 20 SP:Iteration 64Q (6277.249714 sec): 3 clusters Score: Raw -1921771.575714 + Penalty 3152.089304 = -1918619.486410 nChanged 13 SP:Iteration 65Q (6277.323831 sec): 3 clusters Score: Raw -1921772.948616 + Penalty 3152.089304 = -1918620.859311 nChanged 14 SP:Iteration 66Q (6277.386758 sec): 3 clusters Score: Raw -1921774.600838 + Penalty 3152.089304 = -1918622.511534 nChanged 13 SP:Iteration 67Q (6277.451888 sec): 3 clusters Score: Raw -1921775.761414 + Penalty 3152.089304 = -1918623.672109 nChanged 11 SP:Iteration 68Q (6277.526214 sec): 3 clusters Score: Raw -1921776.791693 + Penalty 3152.089304 = -1918624.702389 nChanged 11 SP:Iteration 69Q (6277.590173 sec): 3 clusters Score: Raw -1921778.226524 + Penalty 3152.089304 = -1918626.137220 nChanged 15 SP:Iteration 70Q (6277.660433 sec): 3 clusters Score: Raw -1921779.625424 + Penalty 3152.089304 = -1918627.536120 nChanged 10 SP:Iteration 71Q (6277.727484 sec): 3 clusters Score: Raw -1921780.590764 + Penalty 3152.089304 = -1918628.501459 nChanged 7 SP:Iteration 72Q (6277.800782 sec): 3 clusters Score: Raw -1921781.100203 + Penalty 3152.089304 = -1918629.010899 nChanged 3 SP:Iteration 73Q (6277.862400 sec): 3 clusters Score: Raw -1921781.295694 + Penalty 3152.089304 = -1918629.206389 nChanged 3 SP:Iteration 74Q (6277.906881 sec): 3 clusters Score: Raw -1921781.476610 + Penalty 3152.089304 = -1918629.387305 nChanged 2 SP:Iteration 75Q (6277.979744 sec): 3 clusters Score: Raw -1921781.565590 + Penalty 3152.089304 = -1918629.476285 nChanged 1 SP:Iteration 76Q (6278.052483 sec): 3 clusters Score: Raw -1921781.667782 + Penalty 3152.089304 = -1918629.578477 nChanged 1 SP:Iteration 77Q (6278.129415 sec): 3 clusters Score: Raw -1921781.688017 + Penalty 3152.089304 = -1918629.598713 nChanged 0 SP:Iteration 78F (6278.193937 sec): 3 clusters Score: Raw -1921781.688017 + Penalty 3152.089304 = -1918629.598713 nChanged 0 Trying to split cluster 4 (147716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6278.392892 sec): 2 clusters Score: Raw -18219125.541177 + Penalty 1934.245103 = -18217191.296074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6278.673718 sec): 3 clusters Score: Raw -18121959.268246 + Penalty 3868.490207 = -18118090.778039 nChanged 71229 SP:Iteration 1F (6278.947525 sec): 3 clusters Score: Raw -18165508.850208 + Penalty 3868.490207 = -18161640.360001 nChanged 7202 SP:Iteration 2Q (6279.232620 sec): 3 clusters Score: Raw -18168663.899156 + Penalty 3868.490207 = -18164795.408950 nChanged 9007 SP:Iteration 3F (6279.497254 sec): 3 clusters Score: Raw -18173798.560180 + Penalty 3868.490207 = -18169930.069973 nChanged 10902 SP:Iteration 4F (6279.770862 sec): 3 clusters Score: Raw -18181418.916843 + Penalty 3868.490207 = -18177550.426636 nChanged 11709 SP:Iteration 5F (6280.044583 sec): 3 clusters Score: Raw -18190964.278655 + Penalty 3868.490207 = -18187095.788449 nChanged 10701 SP:Iteration 6F (6280.323497 sec): 3 clusters Score: Raw -18200191.354062 + Penalty 3868.490207 = -18196322.863855 nChanged 8262 SP:Iteration 7F (6280.594940 sec): 3 clusters Score: Raw -18207347.127675 + Penalty 3868.490207 = -18203478.637469 nChanged 5741 SP:Iteration 8Q (6280.878994 sec): 3 clusters Score: Raw -18211915.813098 + Penalty 3868.490207 = -18208047.322891 nChanged 3859 SP:Iteration 9Q (6281.146591 sec): 3 clusters Score: Raw -18214823.414812 + Penalty 3868.490207 = -18210954.924605 nChanged 2639 SP:Iteration 10Q (6281.407623 sec): 3 clusters Score: Raw -18216715.170646 + Penalty 3868.490207 = -18212846.680440 nChanged 1783 SP:Iteration 11Q (6281.636961 sec): 3 clusters Score: Raw -18217911.442010 + Penalty 3868.490207 = -18214042.951804 nChanged 1134 SP:Iteration 12Q (6281.884465 sec): 3 clusters Score: Raw -18218622.861421 + Penalty 3868.490207 = -18214754.371214 nChanged 775 SP:Iteration 13Q (6282.128909 sec): 3 clusters Score: Raw -18219064.783713 + Penalty 3868.490207 = -18215196.293507 nChanged 524 SP:Iteration 14Q (6282.360990 sec): 3 clusters Score: Raw -18219366.798584 + Penalty 3868.490207 = -18215498.308377 nChanged 386 SP:Iteration 15Q (6282.600381 sec): 3 clusters Score: Raw -18219571.177622 + Penalty 3868.490207 = -18215702.687415 nChanged 262 SP:Iteration 16Q (6282.840241 sec): 3 clusters Score: Raw -18219691.966860 + Penalty 3868.490207 = -18215823.476653 nChanged 218 SP:Iteration 17Q (6283.066411 sec): 3 clusters Score: Raw -18219773.530060 + Penalty 3868.490207 = -18215905.039853 nChanged 157 SP:Iteration 18Q (6283.301388 sec): 3 clusters Score: Raw -18219831.410874 + Penalty 3868.490207 = -18215962.920667 nChanged 142 SP:Iteration 19Q (6283.526816 sec): 3 clusters Score: Raw -18219871.700389 + Penalty 3868.490207 = -18216003.210182 nChanged 79 SP:Iteration 20F (6283.832872 sec): 3 clusters Score: Raw -18219892.519268 + Penalty 3868.490207 = -18216024.029061 nChanged 74 SP:Iteration 21Q (6284.066822 sec): 3 clusters Score: Raw -18219911.149670 + Penalty 3868.490207 = -18216042.659463 nChanged 58 SP:Iteration 22Q (6284.298492 sec): 3 clusters Score: Raw -18219927.369049 + Penalty 3868.490207 = -18216058.878842 nChanged 57 SP:Iteration 23Q (6284.530700 sec): 3 clusters Score: Raw -18219942.146077 + Penalty 3868.490207 = -18216073.655870 nChanged 45 SP:Iteration 24Q (6284.767103 sec): 3 clusters Score: Raw -18219952.769951 + Penalty 3868.490207 = -18216084.279744 nChanged 37 SP:Iteration 25Q (6284.994134 sec): 3 clusters Score: Raw -18219961.510557 + Penalty 3868.490207 = -18216093.020350 nChanged 44 SP:Iteration 26Q (6285.228886 sec): 3 clusters Score: Raw -18219973.358804 + Penalty 3868.490207 = -18216104.868597 nChanged 40 SP:Iteration 27Q (6285.463463 sec): 3 clusters Score: Raw -18219981.258311 + Penalty 3868.490207 = -18216112.768105 nChanged 25 SP:Iteration 28Q (6285.689482 sec): 3 clusters Score: Raw -18219985.822443 + Penalty 3868.490207 = -18216117.332236 nChanged 24 SP:Iteration 29Q (6285.925485 sec): 3 clusters Score: Raw -18219991.938778 + Penalty 3868.490207 = -18216123.448571 nChanged 28 SP:Iteration 30Q (6286.154581 sec): 3 clusters Score: Raw -18219999.805700 + Penalty 3868.490207 = -18216131.315493 nChanged 35 SP:Iteration 31Q (6286.384413 sec): 3 clusters Score: Raw -18220010.240555 + Penalty 3868.490207 = -18216141.750348 nChanged 33 SP:Iteration 32Q (6286.611696 sec): 3 clusters Score: Raw -18220020.834215 + Penalty 3868.490207 = -18216152.344008 nChanged 46 SP:Iteration 33Q (6286.842828 sec): 3 clusters Score: Raw -18220032.289218 + Penalty 3868.490207 = -18216163.799012 nChanged 34 SP:Iteration 34Q (6287.068651 sec): 3 clusters Score: Raw -18220041.124912 + Penalty 3868.490207 = -18216172.634705 nChanged 32 SP:Iteration 35Q (6287.297197 sec): 3 clusters Score: Raw -18220048.589164 + Penalty 3868.490207 = -18216180.098957 nChanged 32 SP:Iteration 36Q (6287.536024 sec): 3 clusters Score: Raw -18220055.003369 + Penalty 3868.490207 = -18216186.513162 nChanged 36 SP:Iteration 37Q (6287.742340 sec): 3 clusters Score: Raw -18220064.940469 + Penalty 3868.490207 = -18216196.450262 nChanged 36 SP:Iteration 38Q (6287.978465 sec): 3 clusters Score: Raw -18220072.176453 + Penalty 3868.490207 = -18216203.686246 nChanged 23 SP:Iteration 39Q (6288.193412 sec): 3 clusters Score: Raw -18220075.786473 + Penalty 3868.490207 = -18216207.296267 nChanged 11 SP:Iteration 40F (6288.442579 sec): 3 clusters Score: Raw -18220077.611444 + Penalty 3868.490207 = -18216209.121238 nChanged 14 SP:Iteration 41Q (6288.659870 sec): 3 clusters Score: Raw -18220080.620096 + Penalty 3868.490207 = -18216212.129890 nChanged 18 SP:Iteration 42Q (6288.888962 sec): 3 clusters Score: Raw -18220085.053948 + Penalty 3868.490207 = -18216216.563741 nChanged 25 SP:Iteration 43Q (6289.121498 sec): 3 clusters Score: Raw -18220090.456919 + Penalty 3868.490207 = -18216221.966712 nChanged 27 SP:Iteration 44Q (6289.352211 sec): 3 clusters Score: Raw -18220096.089333 + Penalty 3868.490207 = -18216227.599126 nChanged 14 SP:Iteration 45Q (6289.580062 sec): 3 clusters Score: Raw -18220098.932212 + Penalty 3868.490207 = -18216230.442005 nChanged 16 SP:Iteration 46Q (6289.811337 sec): 3 clusters Score: Raw -18220103.061759 + Penalty 3868.490207 = -18216234.571552 nChanged 17 SP:Iteration 47Q (6290.038675 sec): 3 clusters Score: Raw -18220106.930633 + Penalty 3868.490207 = -18216238.440426 nChanged 21 SP:Iteration 48Q (6290.269344 sec): 3 clusters Score: Raw -18220110.778162 + Penalty 3868.490207 = -18216242.287955 nChanged 14 SP:Iteration 49Q (6290.500177 sec): 3 clusters Score: Raw -18220113.169213 + Penalty 3868.490207 = -18216244.679006 nChanged 14 SP:Iteration 50Q (6290.727198 sec): 3 clusters Score: Raw -18220115.692572 + Penalty 3868.490207 = -18216247.202365 nChanged 7 SP:Iteration 51Q (6290.957510 sec): 3 clusters Score: Raw -18220116.966898 + Penalty 3868.490207 = -18216248.476692 nChanged 5 SP:Iteration 52Q (6291.175443 sec): 3 clusters Score: Raw -18220117.501771 + Penalty 3868.490207 = -18216249.011564 nChanged 2 SP:Iteration 53Q (6291.402855 sec): 3 clusters Score: Raw -18220117.901430 + Penalty 3868.490207 = -18216249.411223 nChanged 3 SP:Iteration 54Q (6291.618211 sec): 3 clusters Score: Raw -18220118.521107 + Penalty 3868.490207 = -18216250.030900 nChanged 3 SP:Iteration 55Q (6291.840076 sec): 3 clusters Score: Raw -18220119.094378 + Penalty 3868.490207 = -18216250.604171 nChanged 1 SP:Iteration 56Q (6292.040859 sec): 3 clusters Score: Raw -18220119.221105 + Penalty 3868.490207 = -18216250.730898 nChanged 1 SP:Iteration 57Q (6292.229537 sec): 3 clusters Score: Raw -18220119.304339 + Penalty 3868.490207 = -18216250.814132 nChanged 2 SP:Iteration 58Q (6292.435413 sec): 3 clusters Score: Raw -18220119.483295 + Penalty 3868.490207 = -18216250.993088 nChanged 2 SP:Iteration 59Q (6292.661453 sec): 3 clusters Score: Raw -18220119.584896 + Penalty 3868.490207 = -18216251.094689 nChanged 1 SP:Iteration 60F (6292.936389 sec): 3 clusters Score: Raw -18220119.749559 + Penalty 3868.490207 = -18216251.259352 nChanged 2 SP:Iteration 61Q (6293.158469 sec): 3 clusters Score: Raw -18220120.023817 + Penalty 3868.490207 = -18216251.533610 nChanged 1 SP:Iteration 62Q (6293.388228 sec): 3 clusters Score: Raw -18220120.319050 + Penalty 3868.490207 = -18216251.828843 nChanged 2 SP:Iteration 63Q (6293.619453 sec): 3 clusters Score: Raw -18220120.722482 + Penalty 3868.490207 = -18216252.232275 nChanged 1 SP:Iteration 64Q (6293.849285 sec): 3 clusters Score: Raw -18220120.950524 + Penalty 3868.490207 = -18216252.460317 nChanged 3 SP:Iteration 65Q (6294.080022 sec): 3 clusters Score: Raw -18220121.493171 + Penalty 3868.490207 = -18216253.002964 nChanged 2 SP:Iteration 66Q (6294.298345 sec): 3 clusters Score: Raw -18220121.724148 + Penalty 3868.490207 = -18216253.233941 nChanged 0 SP:Iteration 67F (6294.554809 sec): 3 clusters Score: Raw -18220121.724148 + Penalty 3868.490207 = -18216253.233941 nChanged 0 Trying to split cluster 5 (16707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6294.606767 sec): 2 clusters Score: Raw -2057228.807163 + Penalty 1580.082249 = -2055648.724914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6294.682805 sec): 3 clusters Score: Raw -2047229.883527 + Penalty 3160.164498 = -2044069.719028 nChanged 7551 SP:Iteration 1F (6294.746703 sec): 3 clusters Score: Raw -2051427.276233 + Penalty 3160.164498 = -2048267.111734 nChanged 996 SP:Iteration 2F (6294.809645 sec): 3 clusters Score: Raw -2051904.890029 + Penalty 3160.164498 = -2048744.725531 nChanged 959 SP:Iteration 3F (6294.881874 sec): 3 clusters Score: Raw -2052421.810476 + Penalty 3160.164498 = -2049261.645978 nChanged 986 SP:Iteration 4F (6294.959219 sec): 3 clusters Score: Raw -2053054.399078 + Penalty 3160.164498 = -2049894.234579 nChanged 1040 SP:Iteration 5F (6295.024802 sec): 3 clusters Score: Raw -2053854.458288 + Penalty 3160.164498 = -2050694.293789 nChanged 1108 SP:Iteration 6F (6295.087980 sec): 3 clusters Score: Raw -2054825.809261 + Penalty 3160.164498 = -2051665.644763 nChanged 1123 SP:Iteration 7F (6295.151402 sec): 3 clusters Score: Raw -2055893.194192 + Penalty 3160.164498 = -2052733.029693 nChanged 1078 SP:Iteration 8F (6295.222651 sec): 3 clusters Score: Raw -2056939.915659 + Penalty 3160.164498 = -2053779.751160 nChanged 965 SP:Iteration 9F (6295.297595 sec): 3 clusters Score: Raw -2057747.923441 + Penalty 3160.164498 = -2054587.758942 nChanged 860 SP:Iteration 10F (6295.370256 sec): 3 clusters Score: Raw -2058323.860293 + Penalty 3160.164498 = -2055163.695794 nChanged 650 SP:Iteration 11Q (6295.443607 sec): 3 clusters Score: Raw -2058709.081824 + Penalty 3160.164498 = -2055548.917325 nChanged 487 SP:Iteration 12Q (6295.519487 sec): 3 clusters Score: Raw -2058983.892977 + Penalty 3160.164498 = -2055823.728478 nChanged 486 SP:Iteration 13Q (6295.581348 sec): 3 clusters Score: Raw -2059259.916660 + Penalty 3160.164498 = -2056099.752161 nChanged 445 SP:Iteration 14Q (6295.651539 sec): 3 clusters Score: Raw -2059496.718666 + Penalty 3160.164498 = -2056336.554168 nChanged 395 SP:Iteration 15Q (6295.714851 sec): 3 clusters Score: Raw -2059717.512157 + Penalty 3160.164498 = -2056557.347659 nChanged 401 SP:Iteration 16Q (6295.787242 sec): 3 clusters Score: Raw -2059988.484856 + Penalty 3160.164498 = -2056828.320357 nChanged 418 SP:Iteration 17Q (6295.862309 sec): 3 clusters Score: Raw -2060390.467735 + Penalty 3160.164498 = -2057230.303236 nChanged 496 SP:Iteration 18Q (6295.923532 sec): 3 clusters Score: Raw -2060969.859680 + Penalty 3160.164498 = -2057809.695181 nChanged 503 SP:Iteration 19Q (6296.001106 sec): 3 clusters Score: Raw -2061490.503794 + Penalty 3160.164498 = -2058330.339296 nChanged 402 SP:Iteration 20F (6296.069973 sec): 3 clusters Score: Raw -2061790.664947 + Penalty 3160.164498 = -2058630.500448 nChanged 272 SP:Iteration 21Q (6296.138984 sec): 3 clusters Score: Raw -2061906.420662 + Penalty 3160.164498 = -2058746.256163 nChanged 194 SP:Iteration 22Q (6296.212392 sec): 3 clusters Score: Raw -2061989.882326 + Penalty 3160.164498 = -2058829.717828 nChanged 148 SP:Iteration 23Q (6296.276416 sec): 3 clusters Score: Raw -2062050.959586 + Penalty 3160.164498 = -2058890.795087 nChanged 124 SP:Iteration 24Q (6296.345463 sec): 3 clusters Score: Raw -2062096.922141 + Penalty 3160.164498 = -2058936.757642 nChanged 118 SP:Iteration 25Q (6296.397977 sec): 3 clusters Score: Raw -2062137.446319 + Penalty 3160.164498 = -2058977.281821 nChanged 103 SP:Iteration 26Q (6296.470371 sec): 3 clusters Score: Raw -2062171.633867 + Penalty 3160.164498 = -2059011.469369 nChanged 113 SP:Iteration 27Q (6296.539532 sec): 3 clusters Score: Raw -2062211.776166 + Penalty 3160.164498 = -2059051.611668 nChanged 109 SP:Iteration 28Q (6296.610178 sec): 3 clusters Score: Raw -2062252.691340 + Penalty 3160.164498 = -2059092.526841 nChanged 98 SP:Iteration 29Q (6296.669919 sec): 3 clusters Score: Raw -2062285.104837 + Penalty 3160.164498 = -2059124.940339 nChanged 80 SP:Iteration 30Q (6296.726215 sec): 3 clusters Score: Raw -2062305.238548 + Penalty 3160.164498 = -2059145.074049 nChanged 72 SP:Iteration 31Q (6296.793348 sec): 3 clusters Score: Raw -2062320.832428 + Penalty 3160.164498 = -2059160.667929 nChanged 68 SP:Iteration 32Q (6296.858447 sec): 3 clusters Score: Raw -2062334.515673 + Penalty 3160.164498 = -2059174.351174 nChanged 54 SP:Iteration 33Q (6296.919115 sec): 3 clusters Score: Raw -2062344.178375 + Penalty 3160.164498 = -2059184.013877 nChanged 48 SP:Iteration 34Q (6296.983439 sec): 3 clusters Score: Raw -2062352.906720 + Penalty 3160.164498 = -2059192.742221 nChanged 48 SP:Iteration 35Q (6297.036813 sec): 3 clusters Score: Raw -2062362.109528 + Penalty 3160.164498 = -2059201.945029 nChanged 48 SP:Iteration 36Q (6297.117703 sec): 3 clusters Score: Raw -2062369.644066 + Penalty 3160.164498 = -2059209.479567 nChanged 33 SP:Iteration 37Q (6297.168350 sec): 3 clusters Score: Raw -2062374.069147 + Penalty 3160.164498 = -2059213.904649 nChanged 23 SP:Iteration 38Q (6297.238214 sec): 3 clusters Score: Raw -2062376.657323 + Penalty 3160.164498 = -2059216.492824 nChanged 17 SP:Iteration 39Q (6297.305125 sec): 3 clusters Score: Raw -2062378.142655 + Penalty 3160.164498 = -2059217.978157 nChanged 7 SP:Iteration 40F (6297.378834 sec): 3 clusters Score: Raw -2062378.886808 + Penalty 3160.164498 = -2059218.722309 nChanged 7 SP:Iteration 41Q (6297.436841 sec): 3 clusters Score: Raw -2062379.409063 + Penalty 3160.164498 = -2059219.244565 nChanged 2 SP:Iteration 42Q (6297.496692 sec): 3 clusters Score: Raw -2062379.517358 + Penalty 3160.164498 = -2059219.352859 nChanged 2 SP:Iteration 43Q (6297.560979 sec): 3 clusters Score: Raw -2062379.646604 + Penalty 3160.164498 = -2059219.482105 nChanged 1 SP:Iteration 44Q (6297.620373 sec): 3 clusters Score: Raw -2062379.691706 + Penalty 3160.164498 = -2059219.527208 nChanged 2 SP:Iteration 45Q (6297.695274 sec): 3 clusters Score: Raw -2062379.789854 + Penalty 3160.164498 = -2059219.625355 nChanged 1 SP:Iteration 46Q (6297.764506 sec): 3 clusters Score: Raw -2062379.821596 + Penalty 3160.164498 = -2059219.657098 nChanged 0 SP:Iteration 47F (6297.838317 sec): 3 clusters Score: Raw -2062379.821596 + Penalty 3160.164498 = -2059219.657098 nChanged 0 Score: Raw -154665332.152677 + Penalty 89185.157464 = -154576146.995212 Splitting cluster 5 changes total score from -154570477.299815 to -154576146.995212 So it's getting split into cluster 39. Trying to split cluster 6 (42038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6332.274551 sec): 2 clusters Score: Raw -5318586.786320 + Penalty 1730.028503 = -5316856.757817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6332.400417 sec): 3 clusters Score: Raw -5292286.211094 + Penalty 3460.057006 = -5288826.154088 nChanged 19723 SP:Iteration 1F (6332.513215 sec): 3 clusters Score: Raw -5303555.614425 + Penalty 3460.057006 = -5300095.557419 nChanged 1953 SP:Iteration 2Q (6332.632914 sec): 3 clusters Score: Raw -5304352.541684 + Penalty 3460.057006 = -5300892.484678 nChanged 2136 SP:Iteration 3F (6332.741950 sec): 3 clusters Score: Raw -5305366.998664 + Penalty 3460.057006 = -5301906.941657 nChanged 2354 SP:Iteration 4F (6332.857137 sec): 3 clusters Score: Raw -5306724.535518 + Penalty 3460.057006 = -5303264.478512 nChanged 2630 SP:Iteration 5F (6332.974747 sec): 3 clusters Score: Raw -5308489.908954 + Penalty 3460.057006 = -5305029.851947 nChanged 2803 SP:Iteration 6F (6333.088711 sec): 3 clusters Score: Raw -5310548.180940 + Penalty 3460.057006 = -5307088.123934 nChanged 2700 SP:Iteration 7F (6333.206312 sec): 3 clusters Score: Raw -5312600.942594 + Penalty 3460.057006 = -5309140.885587 nChanged 2397 SP:Iteration 8F (6333.324024 sec): 3 clusters Score: Raw -5314454.703361 + Penalty 3460.057006 = -5310994.646354 nChanged 2002 SP:Iteration 9Q (6333.438431 sec): 3 clusters Score: Raw -5315995.833848 + Penalty 3460.057006 = -5312535.776842 nChanged 1531 SP:Iteration 10Q (6333.545298 sec): 3 clusters Score: Raw -5317180.845584 + Penalty 3460.057006 = -5313720.788577 nChanged 1064 SP:Iteration 11Q (6333.648739 sec): 3 clusters Score: Raw -5317986.468964 + Penalty 3460.057006 = -5314526.411958 nChanged 609 SP:Iteration 12Q (6333.755940 sec): 3 clusters Score: Raw -5318438.322878 + Penalty 3460.057006 = -5314978.265871 nChanged 320 SP:Iteration 13Q (6333.865376 sec): 3 clusters Score: Raw -5318665.991463 + Penalty 3460.057006 = -5315205.934457 nChanged 160 SP:Iteration 14Q (6333.960025 sec): 3 clusters Score: Raw -5318781.739950 + Penalty 3460.057006 = -5315321.682944 nChanged 102 SP:Iteration 15Q (6334.067380 sec): 3 clusters Score: Raw -5318846.642681 + Penalty 3460.057006 = -5315386.585675 nChanged 56 SP:Iteration 16Q (6334.147734 sec): 3 clusters Score: Raw -5318885.512013 + Penalty 3460.057006 = -5315425.455007 nChanged 41 SP:Iteration 17Q (6334.243046 sec): 3 clusters Score: Raw -5318908.151796 + Penalty 3460.057006 = -5315448.094790 nChanged 24 SP:Iteration 18Q (6334.351248 sec): 3 clusters Score: Raw -5318928.350302 + Penalty 3460.057006 = -5315468.293296 nChanged 29 SP:Iteration 19Q (6334.449135 sec): 3 clusters Score: Raw -5318959.743314 + Penalty 3460.057006 = -5315499.686308 nChanged 27 SP:Iteration 20F (6334.563447 sec): 3 clusters Score: Raw -5318979.311699 + Penalty 3460.057006 = -5315519.254693 nChanged 15 SP:Iteration 21Q (6334.652959 sec): 3 clusters Score: Raw -5318991.768106 + Penalty 3460.057006 = -5315531.711099 nChanged 7 SP:Iteration 22Q (6334.757200 sec): 3 clusters Score: Raw -5319000.091480 + Penalty 3460.057006 = -5315540.034474 nChanged 10 SP:Iteration 23Q (6334.851589 sec): 3 clusters Score: Raw -5319009.540490 + Penalty 3460.057006 = -5315549.483484 nChanged 12 SP:Iteration 24Q (6334.939864 sec): 3 clusters Score: Raw -5319020.695998 + Penalty 3460.057006 = -5315560.638991 nChanged 8 SP:Iteration 25Q (6335.043992 sec): 3 clusters Score: Raw -5319026.586329 + Penalty 3460.057006 = -5315566.529322 nChanged 8 SP:Iteration 26Q (6335.144305 sec): 3 clusters Score: Raw -5319031.957901 + Penalty 3460.057006 = -5315571.900895 nChanged 8 SP:Iteration 27Q (6335.244352 sec): 3 clusters Score: Raw -5319037.498497 + Penalty 3460.057006 = -5315577.441491 nChanged 6 SP:Iteration 28Q (6335.316037 sec): 3 clusters Score: Raw -5319040.178945 + Penalty 3460.057006 = -5315580.121939 nChanged 1 SP:Iteration 29Q (6335.412787 sec): 3 clusters Score: Raw -5319040.591024 + Penalty 3460.057006 = -5315580.534018 nChanged 1 SP:Iteration 30Q (6335.512466 sec): 3 clusters Score: Raw -5319041.594637 + Penalty 3460.057006 = -5315581.537631 nChanged 2 SP:Iteration 31Q (6335.611129 sec): 3 clusters Score: Raw -5319043.993219 + Penalty 3460.057006 = -5315583.936213 nChanged 3 SP:Iteration 32Q (6335.707088 sec): 3 clusters Score: Raw -5319046.468739 + Penalty 3460.057006 = -5315586.411733 nChanged 2 SP:Iteration 33Q (6335.802013 sec): 3 clusters Score: Raw -5319047.552842 + Penalty 3460.057006 = -5315587.495836 nChanged 0 SP:Iteration 34F (6335.909847 sec): 3 clusters Score: Raw -5319047.552842 + Penalty 3460.057006 = -5315587.495836 nChanged 0 Trying to split cluster 7 (63473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6336.004721 sec): 2 clusters Score: Raw -7794268.449429 + Penalty 1796.985108 = -7792471.464320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6336.155219 sec): 3 clusters Score: Raw -7753910.164004 + Penalty 3593.970217 = -7750316.193788 nChanged 30038 SP:Iteration 1F (6336.287680 sec): 3 clusters Score: Raw -7774090.986386 + Penalty 3593.970217 = -7770497.016170 nChanged 5285 SP:Iteration 2F (6336.435525 sec): 3 clusters Score: Raw -7778314.793900 + Penalty 3593.970217 = -7774720.823683 nChanged 5545 SP:Iteration 3F (6336.578161 sec): 3 clusters Score: Raw -7782767.258337 + Penalty 3593.970217 = -7779173.288121 nChanged 4943 SP:Iteration 4F (6336.723110 sec): 3 clusters Score: Raw -7786493.222971 + Penalty 3593.970217 = -7782899.252754 nChanged 4005 SP:Iteration 5F (6336.871664 sec): 3 clusters Score: Raw -7789239.350242 + Penalty 3593.970217 = -7785645.380025 nChanged 3033 SP:Iteration 6Q (6337.026151 sec): 3 clusters Score: Raw -7791074.153668 + Penalty 3593.970217 = -7787480.183451 nChanged 2152 SP:Iteration 7Q (6337.169505 sec): 3 clusters Score: Raw -7792206.366580 + Penalty 3593.970217 = -7788612.396364 nChanged 1570 SP:Iteration 8Q (6337.314457 sec): 3 clusters Score: Raw -7792988.889855 + Penalty 3593.970217 = -7789394.919639 nChanged 1294 SP:Iteration 9Q (6337.463831 sec): 3 clusters Score: Raw -7793563.382178 + Penalty 3593.970217 = -7789969.411961 nChanged 1041 SP:Iteration 10Q (6337.605366 sec): 3 clusters Score: Raw -7793966.382340 + Penalty 3593.970217 = -7790372.412123 nChanged 827 SP:Iteration 11Q (6337.748980 sec): 3 clusters Score: Raw -7794250.134534 + Penalty 3593.970217 = -7790656.164317 nChanged 738 SP:Iteration 12Q (6337.899527 sec): 3 clusters Score: Raw -7794496.000473 + Penalty 3593.970217 = -7790902.030256 nChanged 678 SP:Iteration 13Q (6338.032192 sec): 3 clusters Score: Raw -7794698.256833 + Penalty 3593.970217 = -7791104.286616 nChanged 680 SP:Iteration 14Q (6338.156808 sec): 3 clusters Score: Raw -7794899.547405 + Penalty 3593.970217 = -7791305.577188 nChanged 646 SP:Iteration 15Q (6338.284392 sec): 3 clusters Score: Raw -7795095.177308 + Penalty 3593.970217 = -7791501.207092 nChanged 607 SP:Iteration 16Q (6338.421218 sec): 3 clusters Score: Raw -7795270.324864 + Penalty 3593.970217 = -7791676.354647 nChanged 566 SP:Iteration 17Q (6338.554996 sec): 3 clusters Score: Raw -7795436.053703 + Penalty 3593.970217 = -7791842.083486 nChanged 537 SP:Iteration 18Q (6338.696063 sec): 3 clusters Score: Raw -7795599.571705 + Penalty 3593.970217 = -7792005.601488 nChanged 531 SP:Iteration 19Q (6338.833550 sec): 3 clusters Score: Raw -7795760.513178 + Penalty 3593.970217 = -7792166.542961 nChanged 497 SP:Iteration 20F (6338.966850 sec): 3 clusters Score: Raw -7795903.383272 + Penalty 3593.970217 = -7792309.413055 nChanged 478 SP:Iteration 21Q (6339.098016 sec): 3 clusters Score: Raw -7796048.291834 + Penalty 3593.970217 = -7792454.321617 nChanged 447 SP:Iteration 22Q (6339.231235 sec): 3 clusters Score: Raw -7796192.388627 + Penalty 3593.970217 = -7792598.418410 nChanged 413 SP:Iteration 23Q (6339.363227 sec): 3 clusters Score: Raw -7796330.671296 + Penalty 3593.970217 = -7792736.701080 nChanged 436 SP:Iteration 24Q (6339.503937 sec): 3 clusters Score: Raw -7796466.731595 + Penalty 3593.970217 = -7792872.761378 nChanged 373 SP:Iteration 25Q (6339.631134 sec): 3 clusters Score: Raw -7796574.839038 + Penalty 3593.970217 = -7792980.868822 nChanged 358 SP:Iteration 26Q (6339.743942 sec): 3 clusters Score: Raw -7796681.527169 + Penalty 3593.970217 = -7793087.556952 nChanged 328 SP:Iteration 27Q (6339.878125 sec): 3 clusters Score: Raw -7796783.681503 + Penalty 3593.970217 = -7793189.711286 nChanged 312 SP:Iteration 28Q (6340.009085 sec): 3 clusters Score: Raw -7796886.915587 + Penalty 3593.970217 = -7793292.945370 nChanged 310 SP:Iteration 29Q (6340.132604 sec): 3 clusters Score: Raw -7796993.098996 + Penalty 3593.970217 = -7793399.128779 nChanged 311 SP:Iteration 30Q (6340.255263 sec): 3 clusters Score: Raw -7797098.648192 + Penalty 3593.970217 = -7793504.677975 nChanged 282 SP:Iteration 31Q (6340.356042 sec): 3 clusters Score: Raw -7797200.742134 + Penalty 3593.970217 = -7793606.771917 nChanged 259 SP:Iteration 32Q (6340.489658 sec): 3 clusters Score: Raw -7797301.235739 + Penalty 3593.970217 = -7793707.265522 nChanged 221 SP:Iteration 33Q (6340.629696 sec): 3 clusters Score: Raw -7797390.543135 + Penalty 3593.970217 = -7793796.572918 nChanged 231 SP:Iteration 34Q (6340.754904 sec): 3 clusters Score: Raw -7797497.548346 + Penalty 3593.970217 = -7793903.578129 nChanged 225 SP:Iteration 35Q (6340.882799 sec): 3 clusters Score: Raw -7797614.808080 + Penalty 3593.970217 = -7794020.837863 nChanged 222 SP:Iteration 36Q (6341.007517 sec): 3 clusters Score: Raw -7797753.311031 + Penalty 3593.970217 = -7794159.340815 nChanged 196 SP:Iteration 37Q (6341.140311 sec): 3 clusters Score: Raw -7797925.177750 + Penalty 3593.970217 = -7794331.207534 nChanged 211 SP:Iteration 38Q (6341.268885 sec): 3 clusters Score: Raw -7798186.485557 + Penalty 3593.970217 = -7794592.515340 nChanged 183 SP:Iteration 39Q (6341.393582 sec): 3 clusters Score: Raw -7798438.530028 + Penalty 3593.970217 = -7794844.559811 nChanged 174 SP:Iteration 40F (6341.533797 sec): 3 clusters Score: Raw -7798625.047823 + Penalty 3593.970217 = -7795031.077606 nChanged 153 SP:Iteration 41Q (6341.651842 sec): 3 clusters Score: Raw -7798728.250788 + Penalty 3593.970217 = -7795134.280572 nChanged 118 SP:Iteration 42Q (6341.785213 sec): 3 clusters Score: Raw -7798779.547498 + Penalty 3593.970217 = -7795185.577281 nChanged 72 SP:Iteration 43Q (6341.914478 sec): 3 clusters Score: Raw -7798802.410738 + Penalty 3593.970217 = -7795208.440522 nChanged 41 SP:Iteration 44Q (6342.039748 sec): 3 clusters Score: Raw -7798811.516302 + Penalty 3593.970217 = -7795217.546085 nChanged 32 SP:Iteration 45Q (6342.158415 sec): 3 clusters Score: Raw -7798818.382294 + Penalty 3593.970217 = -7795224.412077 nChanged 20 SP:Iteration 46Q (6342.249729 sec): 3 clusters Score: Raw -7798821.824312 + Penalty 3593.970217 = -7795227.854095 nChanged 18 SP:Iteration 47Q (6342.343853 sec): 3 clusters Score: Raw -7798824.359259 + Penalty 3593.970217 = -7795230.389043 nChanged 10 SP:Iteration 48Q (6342.459487 sec): 3 clusters Score: Raw -7798825.389826 + Penalty 3593.970217 = -7795231.419609 nChanged 7 SP:Iteration 49Q (6342.549162 sec): 3 clusters Score: Raw -7798825.864736 + Penalty 3593.970217 = -7795231.894520 nChanged 2 SP:Iteration 50Q (6342.668208 sec): 3 clusters Score: Raw -7798826.212334 + Penalty 3593.970217 = -7795232.242117 nChanged 4 SP:Iteration 51Q (6342.760768 sec): 3 clusters Score: Raw -7798826.813304 + Penalty 3593.970217 = -7795232.843087 nChanged 2 SP:Iteration 52Q (6342.888049 sec): 3 clusters Score: Raw -7798827.149913 + Penalty 3593.970217 = -7795233.179696 nChanged 2 SP:Iteration 53Q (6343.007777 sec): 3 clusters Score: Raw -7798827.553947 + Penalty 3593.970217 = -7795233.583730 nChanged 1 SP:Iteration 54Q (6343.133665 sec): 3 clusters Score: Raw -7798827.575294 + Penalty 3593.970217 = -7795233.605077 nChanged 1 SP:Iteration 55Q (6343.265053 sec): 3 clusters Score: Raw -7798827.611546 + Penalty 3593.970217 = -7795233.641329 nChanged 0 SP:Iteration 56F (6343.389260 sec): 3 clusters Score: Raw -7798827.611546 + Penalty 3593.970217 = -7795233.641329 nChanged 0 Score: Raw -154669891.314791 + Penalty 91471.956374 = -154578419.358418 Splitting cluster 7 changes total score from -154570477.299815 to -154578419.358418 So it's getting split into cluster 40. Trying to split cluster 8 (11126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6374.744307 sec): 2 clusters Score: Raw -1285127.418804 + Penalty 1514.018998 = -1283613.399805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6374.811100 sec): 3 clusters Score: Raw -1278797.839421 + Penalty 3028.037997 = -1275769.801424 nChanged 4842 SP:Iteration 1F (6374.875458 sec): 3 clusters Score: Raw -1281662.966762 + Penalty 3028.037997 = -1278634.928765 nChanged 841 SP:Iteration 2F (6374.942552 sec): 3 clusters Score: Raw -1282202.340207 + Penalty 3028.037997 = -1279174.302210 nChanged 794 SP:Iteration 3F (6375.003264 sec): 3 clusters Score: Raw -1282718.256631 + Penalty 3028.037997 = -1279690.218634 nChanged 712 SP:Iteration 4F (6375.067415 sec): 3 clusters Score: Raw -1283158.022621 + Penalty 3028.037997 = -1280129.984624 nChanged 615 SP:Iteration 5F (6375.131769 sec): 3 clusters Score: Raw -1283488.863719 + Penalty 3028.037997 = -1280460.825722 nChanged 538 SP:Iteration 6Q (6375.195919 sec): 3 clusters Score: Raw -1283784.567233 + Penalty 3028.037997 = -1280756.529236 nChanged 458 SP:Iteration 7Q (6375.260711 sec): 3 clusters Score: Raw -1284014.646420 + Penalty 3028.037997 = -1280986.608423 nChanged 420 SP:Iteration 8Q (6375.327913 sec): 3 clusters Score: Raw -1284218.628318 + Penalty 3028.037997 = -1281190.590321 nChanged 367 SP:Iteration 9Q (6375.390050 sec): 3 clusters Score: Raw -1284384.263206 + Penalty 3028.037997 = -1281356.225209 nChanged 312 SP:Iteration 10Q (6375.453856 sec): 3 clusters Score: Raw -1284531.616352 + Penalty 3028.037997 = -1281503.578355 nChanged 299 SP:Iteration 11Q (6375.521494 sec): 3 clusters Score: Raw -1284659.239043 + Penalty 3028.037997 = -1281631.201046 nChanged 227 SP:Iteration 12Q (6375.596521 sec): 3 clusters Score: Raw -1284762.812680 + Penalty 3028.037997 = -1281734.774683 nChanged 214 SP:Iteration 13Q (6375.655120 sec): 3 clusters Score: Raw -1284838.646685 + Penalty 3028.037997 = -1281810.608688 nChanged 158 SP:Iteration 14Q (6375.732434 sec): 3 clusters Score: Raw -1284890.765084 + Penalty 3028.037997 = -1281862.727087 nChanged 135 SP:Iteration 15Q (6375.785323 sec): 3 clusters Score: Raw -1284932.068603 + Penalty 3028.037997 = -1281904.030606 nChanged 122 SP:Iteration 16Q (6375.852653 sec): 3 clusters Score: Raw -1284967.274596 + Penalty 3028.037997 = -1281939.236599 nChanged 96 SP:Iteration 17Q (6375.918770 sec): 3 clusters Score: Raw -1284999.969162 + Penalty 3028.037997 = -1281971.931165 nChanged 107 SP:Iteration 18Q (6375.990336 sec): 3 clusters Score: Raw -1285029.745033 + Penalty 3028.037997 = -1282001.707036 nChanged 108 SP:Iteration 19Q (6376.059046 sec): 3 clusters Score: Raw -1285064.064208 + Penalty 3028.037997 = -1282036.026211 nChanged 104 SP:Iteration 20F (6376.120585 sec): 3 clusters Score: Raw -1285097.653865 + Penalty 3028.037997 = -1282069.615869 nChanged 101 SP:Iteration 21Q (6376.196594 sec): 3 clusters Score: Raw -1285129.091951 + Penalty 3028.037997 = -1282101.053954 nChanged 93 SP:Iteration 22Q (6376.238622 sec): 3 clusters Score: Raw -1285158.906385 + Penalty 3028.037997 = -1282130.868388 nChanged 92 SP:Iteration 23Q (6376.303659 sec): 3 clusters Score: Raw -1285187.399423 + Penalty 3028.037997 = -1282159.361426 nChanged 96 SP:Iteration 24Q (6376.369512 sec): 3 clusters Score: Raw -1285222.787535 + Penalty 3028.037997 = -1282194.749538 nChanged 100 SP:Iteration 25Q (6376.446289 sec): 3 clusters Score: Raw -1285261.236180 + Penalty 3028.037997 = -1282233.198183 nChanged 108 SP:Iteration 26Q (6376.500391 sec): 3 clusters Score: Raw -1285300.256811 + Penalty 3028.037997 = -1282272.218814 nChanged 91 SP:Iteration 27Q (6376.565388 sec): 3 clusters Score: Raw -1285330.249915 + Penalty 3028.037997 = -1282302.211918 nChanged 76 SP:Iteration 28Q (6376.620287 sec): 3 clusters Score: Raw -1285353.270411 + Penalty 3028.037997 = -1282325.232414 nChanged 81 SP:Iteration 29Q (6376.696391 sec): 3 clusters Score: Raw -1285376.599506 + Penalty 3028.037997 = -1282348.561509 nChanged 82 SP:Iteration 30Q (6376.742287 sec): 3 clusters Score: Raw -1285404.610306 + Penalty 3028.037997 = -1282376.572309 nChanged 86 SP:Iteration 31Q (6376.802979 sec): 3 clusters Score: Raw -1285426.995016 + Penalty 3028.037997 = -1282398.957019 nChanged 65 SP:Iteration 32Q (6376.868777 sec): 3 clusters Score: Raw -1285443.108459 + Penalty 3028.037997 = -1282415.070462 nChanged 73 SP:Iteration 33Q (6376.934227 sec): 3 clusters Score: Raw -1285462.261760 + Penalty 3028.037997 = -1282434.223763 nChanged 75 SP:Iteration 34Q (6376.995092 sec): 3 clusters Score: Raw -1285481.287136 + Penalty 3028.037997 = -1282453.249139 nChanged 68 SP:Iteration 35Q (6377.059666 sec): 3 clusters Score: Raw -1285499.531194 + Penalty 3028.037997 = -1282471.493197 nChanged 62 SP:Iteration 36Q (6377.125622 sec): 3 clusters Score: Raw -1285513.652370 + Penalty 3028.037997 = -1282485.614373 nChanged 56 SP:Iteration 37Q (6377.190835 sec): 3 clusters Score: Raw -1285527.663619 + Penalty 3028.037997 = -1282499.625622 nChanged 47 SP:Iteration 38Q (6377.255294 sec): 3 clusters Score: Raw -1285538.933171 + Penalty 3028.037997 = -1282510.895174 nChanged 49 SP:Iteration 39Q (6377.331727 sec): 3 clusters Score: Raw -1285549.851797 + Penalty 3028.037997 = -1282521.813800 nChanged 45 SP:Iteration 40F (6377.388500 sec): 3 clusters Score: Raw -1285559.217692 + Penalty 3028.037997 = -1282531.179695 nChanged 46 SP:Iteration 41Q (6377.454721 sec): 3 clusters Score: Raw -1285569.427093 + Penalty 3028.037997 = -1282541.389096 nChanged 40 SP:Iteration 42Q (6377.521175 sec): 3 clusters Score: Raw -1285577.234663 + Penalty 3028.037997 = -1282549.196666 nChanged 35 SP:Iteration 43Q (6377.592349 sec): 3 clusters Score: Raw -1285584.525884 + Penalty 3028.037997 = -1282556.487887 nChanged 22 SP:Iteration 44Q (6377.644422 sec): 3 clusters Score: Raw -1285589.079529 + Penalty 3028.037997 = -1282561.041532 nChanged 27 SP:Iteration 45Q (6377.707897 sec): 3 clusters Score: Raw -1285594.757269 + Penalty 3028.037997 = -1282566.719272 nChanged 29 SP:Iteration 46Q (6377.772769 sec): 3 clusters Score: Raw -1285600.791762 + Penalty 3028.037997 = -1282572.753765 nChanged 24 SP:Iteration 47Q (6377.843842 sec): 3 clusters Score: Raw -1285606.950439 + Penalty 3028.037997 = -1282578.912442 nChanged 38 SP:Iteration 48Q (6377.911100 sec): 3 clusters Score: Raw -1285615.556724 + Penalty 3028.037997 = -1282587.518727 nChanged 38 SP:Iteration 49Q (6377.983226 sec): 3 clusters Score: Raw -1285626.076761 + Penalty 3028.037997 = -1282598.038764 nChanged 36 SP:Iteration 50Q (6378.028443 sec): 3 clusters Score: Raw -1285633.341788 + Penalty 3028.037997 = -1282605.303791 nChanged 30 SP:Iteration 51Q (6378.092598 sec): 3 clusters Score: Raw -1285640.212816 + Penalty 3028.037997 = -1282612.174819 nChanged 31 SP:Iteration 52Q (6378.155190 sec): 3 clusters Score: Raw -1285647.342478 + Penalty 3028.037997 = -1282619.304481 nChanged 18 SP:Iteration 53Q (6378.219075 sec): 3 clusters Score: Raw -1285650.942488 + Penalty 3028.037997 = -1282622.904491 nChanged 23 SP:Iteration 54Q (6378.281580 sec): 3 clusters Score: Raw -1285656.375154 + Penalty 3028.037997 = -1282628.337157 nChanged 26 SP:Iteration 55Q (6378.341792 sec): 3 clusters Score: Raw -1285662.115904 + Penalty 3028.037997 = -1282634.077907 nChanged 29 SP:Iteration 56Q (6378.416927 sec): 3 clusters Score: Raw -1285668.387827 + Penalty 3028.037997 = -1282640.349830 nChanged 27 SP:Iteration 57Q (6378.469954 sec): 3 clusters Score: Raw -1285675.619287 + Penalty 3028.037997 = -1282647.581290 nChanged 28 SP:Iteration 58Q (6378.533082 sec): 3 clusters Score: Raw -1285683.116064 + Penalty 3028.037997 = -1282655.078067 nChanged 33 SP:Iteration 59Q (6378.596501 sec): 3 clusters Score: Raw -1285691.769122 + Penalty 3028.037997 = -1282663.731125 nChanged 35 SP:Iteration 60F (6378.662491 sec): 3 clusters Score: Raw -1285701.769441 + Penalty 3028.037997 = -1282673.731445 nChanged 31 SP:Iteration 61Q (6378.726473 sec): 3 clusters Score: Raw -1285709.033812 + Penalty 3028.037997 = -1282680.995815 nChanged 26 SP:Iteration 62Q (6378.784476 sec): 3 clusters Score: Raw -1285713.749979 + Penalty 3028.037997 = -1282685.711982 nChanged 20 SP:Iteration 63Q (6378.842252 sec): 3 clusters Score: Raw -1285719.125340 + Penalty 3028.037997 = -1282691.087343 nChanged 21 SP:Iteration 64Q (6378.906074 sec): 3 clusters Score: Raw -1285724.604004 + Penalty 3028.037997 = -1282696.566007 nChanged 24 SP:Iteration 65Q (6378.958616 sec): 3 clusters Score: Raw -1285730.769277 + Penalty 3028.037997 = -1282702.731280 nChanged 23 SP:Iteration 66Q (6379.032549 sec): 3 clusters Score: Raw -1285735.942650 + Penalty 3028.037997 = -1282707.904653 nChanged 14 SP:Iteration 67Q (6379.094022 sec): 3 clusters Score: Raw -1285738.609371 + Penalty 3028.037997 = -1282710.571374 nChanged 10 SP:Iteration 68Q (6379.149359 sec): 3 clusters Score: Raw -1285740.489527 + Penalty 3028.037997 = -1282712.451530 nChanged 8 SP:Iteration 69Q (6379.217885 sec): 3 clusters Score: Raw -1285742.115352 + Penalty 3028.037997 = -1282714.077355 nChanged 11 SP:Iteration 70Q (6379.272523 sec): 3 clusters Score: Raw -1285744.121455 + Penalty 3028.037997 = -1282716.083458 nChanged 12 SP:Iteration 71Q (6379.338483 sec): 3 clusters Score: Raw -1285746.760590 + Penalty 3028.037997 = -1282718.722593 nChanged 7 SP:Iteration 72Q (6379.403341 sec): 3 clusters Score: Raw -1285747.710311 + Penalty 3028.037997 = -1282719.672314 nChanged 8 SP:Iteration 73Q (6379.473570 sec): 3 clusters Score: Raw -1285748.827552 + Penalty 3028.037997 = -1282720.789555 nChanged 8 SP:Iteration 74Q (6379.536741 sec): 3 clusters Score: Raw -1285749.884702 + Penalty 3028.037997 = -1282721.846705 nChanged 8 SP:Iteration 75Q (6379.598734 sec): 3 clusters Score: Raw -1285751.155279 + Penalty 3028.037997 = -1282723.117282 nChanged 8 SP:Iteration 76Q (6379.663760 sec): 3 clusters Score: Raw -1285753.379847 + Penalty 3028.037997 = -1282725.341850 nChanged 11 SP:Iteration 77Q (6379.719027 sec): 3 clusters Score: Raw -1285757.716945 + Penalty 3028.037997 = -1282729.678948 nChanged 14 SP:Iteration 78Q (6379.783390 sec): 3 clusters Score: Raw -1285761.220830 + Penalty 3028.037997 = -1282733.182833 nChanged 12 SP:Iteration 79Q (6379.847803 sec): 3 clusters Score: Raw -1285764.307452 + Penalty 3028.037997 = -1282736.269455 nChanged 11 SP:Iteration 80F (6379.913110 sec): 3 clusters Score: Raw -1285766.950442 + Penalty 3028.037997 = -1282738.912445 nChanged 12 SP:Iteration 81Q (6379.977384 sec): 3 clusters Score: Raw -1285769.648909 + Penalty 3028.037997 = -1282741.610912 nChanged 8 SP:Iteration 82Q (6380.041835 sec): 3 clusters Score: Raw -1285771.551170 + Penalty 3028.037997 = -1282743.513173 nChanged 18 SP:Iteration 83Q (6380.106364 sec): 3 clusters Score: Raw -1285775.858131 + Penalty 3028.037997 = -1282747.820134 nChanged 19 SP:Iteration 84Q (6380.170940 sec): 3 clusters Score: Raw -1285781.903680 + Penalty 3028.037997 = -1282753.865683 nChanged 31 SP:Iteration 85Q (6380.224078 sec): 3 clusters Score: Raw -1285793.230022 + Penalty 3028.037997 = -1282765.192025 nChanged 20 SP:Iteration 86Q (6380.283130 sec): 3 clusters Score: Raw -1285799.196755 + Penalty 3028.037997 = -1282771.158758 nChanged 18 SP:Iteration 87Q (6380.347622 sec): 3 clusters Score: Raw -1285804.197039 + Penalty 3028.037997 = -1282776.159042 nChanged 20 SP:Iteration 88Q (6380.412046 sec): 3 clusters Score: Raw -1285809.718443 + Penalty 3028.037997 = -1282781.680446 nChanged 17 SP:Iteration 89Q (6380.476440 sec): 3 clusters Score: Raw -1285814.066250 + Penalty 3028.037997 = -1282786.028253 nChanged 17 SP:Iteration 90Q (6380.541072 sec): 3 clusters Score: Raw -1285819.211395 + Penalty 3028.037997 = -1282791.173398 nChanged 11 SP:Iteration 91Q (6380.605761 sec): 3 clusters Score: Raw -1285821.628761 + Penalty 3028.037997 = -1282793.590764 nChanged 8 SP:Iteration 92Q (6380.671356 sec): 3 clusters Score: Raw -1285823.577631 + Penalty 3028.037997 = -1282795.539634 nChanged 12 SP:Iteration 93Q (6380.736688 sec): 3 clusters Score: Raw -1285826.492547 + Penalty 3028.037997 = -1282798.454550 nChanged 11 SP:Iteration 94Q (6380.801082 sec): 3 clusters Score: Raw -1285828.393106 + Penalty 3028.037997 = -1282800.355109 nChanged 6 SP:Iteration 95Q (6380.865730 sec): 3 clusters Score: Raw -1285829.110026 + Penalty 3028.037997 = -1282801.072029 nChanged 3 SP:Iteration 96Q (6380.931777 sec): 3 clusters Score: Raw -1285829.669861 + Penalty 3028.037997 = -1282801.631864 nChanged 2 SP:Iteration 97Q (6380.996894 sec): 3 clusters Score: Raw -1285830.164639 + Penalty 3028.037997 = -1282802.126643 nChanged 4 SP:Iteration 98Q (6381.055563 sec): 3 clusters Score: Raw -1285830.946068 + Penalty 3028.037997 = -1282802.908071 nChanged 2 SP:Iteration 99Q (6381.127014 sec): 3 clusters Score: Raw -1285831.292840 + Penalty 3028.037997 = -1282803.254843 nChanged 0 SP:Iteration 100F (6381.173752 sec): 3 clusters Score: Raw -1285831.292840 + Penalty 3028.037997 = -1282803.254843 nChanged 0 Trying to split cluster 9 (3243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6381.212354 sec): 2 clusters Score: Raw -357963.672983 + Penalty 1313.691292 = -356649.981691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6381.257703 sec): 3 clusters Score: Raw -356518.371921 + Penalty 2627.382585 = -353890.989336 nChanged 1242 SP:Iteration 1F (6381.311831 sec): 3 clusters Score: Raw -358089.410148 + Penalty 2627.382585 = -355462.027564 nChanged 414 SP:Iteration 2F (6381.353029 sec): 3 clusters Score: Raw -359061.073757 + Penalty 2627.382585 = -356433.691172 nChanged 369 SP:Iteration 3F (6381.405516 sec): 3 clusters Score: Raw -359891.354378 + Penalty 2627.382585 = -357263.971794 nChanged 240 SP:Iteration 4F (6381.450420 sec): 3 clusters Score: Raw -360322.076626 + Penalty 2627.382585 = -357694.694041 nChanged 155 SP:Iteration 5Q (6381.502365 sec): 3 clusters Score: Raw -360711.241067 + Penalty 2627.382585 = -358083.858482 nChanged 124 SP:Iteration 6Q (6381.545838 sec): 3 clusters Score: Raw -361088.675539 + Penalty 2627.382585 = -358461.292954 nChanged 96 SP:Iteration 7Q (6381.597137 sec): 3 clusters Score: Raw -361327.495138 + Penalty 2627.382585 = -358700.112553 nChanged 58 SP:Iteration 8Q (6381.648663 sec): 3 clusters Score: Raw -361424.023272 + Penalty 2627.382585 = -358796.640687 nChanged 45 SP:Iteration 9Q (6381.700237 sec): 3 clusters Score: Raw -361491.066083 + Penalty 2627.382585 = -358863.683498 nChanged 33 SP:Iteration 10Q (6381.751718 sec): 3 clusters Score: Raw -361529.565936 + Penalty 2627.382585 = -358902.183352 nChanged 24 SP:Iteration 11Q (6381.803122 sec): 3 clusters Score: Raw -361567.039046 + Penalty 2627.382585 = -358939.656461 nChanged 16 SP:Iteration 12Q (6381.854253 sec): 3 clusters Score: Raw -361593.287444 + Penalty 2627.382585 = -358965.904859 nChanged 15 SP:Iteration 13Q (6381.905621 sec): 3 clusters Score: Raw -361613.788990 + Penalty 2627.382585 = -358986.406405 nChanged 10 SP:Iteration 14Q (6381.957190 sec): 3 clusters Score: Raw -361626.143214 + Penalty 2627.382585 = -358998.760629 nChanged 13 SP:Iteration 15Q (6382.008386 sec): 3 clusters Score: Raw -361656.725544 + Penalty 2627.382585 = -359029.342960 nChanged 11 SP:Iteration 16Q (6382.059786 sec): 3 clusters Score: Raw -361672.177759 + Penalty 2627.382585 = -359044.795175 nChanged 10 SP:Iteration 17Q (6382.105559 sec): 3 clusters Score: Raw -361694.975484 + Penalty 2627.382585 = -359067.592900 nChanged 9 SP:Iteration 18Q (6382.156692 sec): 3 clusters Score: Raw -361705.565594 + Penalty 2627.382585 = -359078.183010 nChanged 8 SP:Iteration 19Q (6382.207930 sec): 3 clusters Score: Raw -361718.294857 + Penalty 2627.382585 = -359090.912272 nChanged 9 SP:Iteration 20F (6382.260556 sec): 3 clusters Score: Raw -361748.395908 + Penalty 2627.382585 = -359121.013324 nChanged 17 SP:Iteration 21Q (6382.312415 sec): 3 clusters Score: Raw -361792.308285 + Penalty 2627.382585 = -359164.925701 nChanged 19 SP:Iteration 22Q (6382.356771 sec): 3 clusters Score: Raw -361810.905905 + Penalty 2627.382585 = -359183.523321 nChanged 17 SP:Iteration 23Q (6382.408086 sec): 3 clusters Score: Raw -361832.227757 + Penalty 2627.382585 = -359204.845172 nChanged 19 SP:Iteration 24Q (6382.453944 sec): 3 clusters Score: Raw -361850.621795 + Penalty 2627.382585 = -359223.239210 nChanged 13 SP:Iteration 25Q (6382.505219 sec): 3 clusters Score: Raw -361861.011346 + Penalty 2627.382585 = -359233.628761 nChanged 8 SP:Iteration 26Q (6382.549985 sec): 3 clusters Score: Raw -361866.573243 + Penalty 2627.382585 = -359239.190659 nChanged 8 SP:Iteration 27Q (6382.601119 sec): 3 clusters Score: Raw -361871.019964 + Penalty 2627.382585 = -359243.637380 nChanged 8 SP:Iteration 28Q (6382.651397 sec): 3 clusters Score: Raw -361874.377885 + Penalty 2627.382585 = -359246.995301 nChanged 7 SP:Iteration 29Q (6382.691244 sec): 3 clusters Score: Raw -361879.154147 + Penalty 2627.382585 = -359251.771562 nChanged 8 SP:Iteration 30Q (6382.742954 sec): 3 clusters Score: Raw -361883.991019 + Penalty 2627.382585 = -359256.608434 nChanged 8 SP:Iteration 31Q (6382.788456 sec): 3 clusters Score: Raw -361888.658716 + Penalty 2627.382585 = -359261.276132 nChanged 6 SP:Iteration 32Q (6382.839809 sec): 3 clusters Score: Raw -361895.875336 + Penalty 2627.382585 = -359268.492752 nChanged 4 SP:Iteration 33Q (6382.884430 sec): 3 clusters Score: Raw -361899.136299 + Penalty 2627.382585 = -359271.753714 nChanged 6 SP:Iteration 34Q (6382.934706 sec): 3 clusters Score: Raw -361902.033192 + Penalty 2627.382585 = -359274.650607 nChanged 4 SP:Iteration 35Q (6382.984096 sec): 3 clusters Score: Raw -361905.521333 + Penalty 2627.382585 = -359278.138748 nChanged 5 SP:Iteration 36Q (6383.050195 sec): 3 clusters Score: Raw -361906.989171 + Penalty 2627.382585 = -359279.606586 nChanged 3 SP:Iteration 37Q (6383.085623 sec): 3 clusters Score: Raw -361907.853559 + Penalty 2627.382585 = -359280.470975 nChanged 2 SP:Iteration 38Q (6383.128894 sec): 3 clusters Score: Raw -361909.152989 + Penalty 2627.382585 = -359281.770405 nChanged 0 SP:Iteration 39F (6383.190758 sec): 3 clusters Score: Raw -361909.152989 + Penalty 2627.382585 = -359281.770405 nChanged 0 Score: Raw -154673836.794797 + Penalty 93758.755283 = -154580078.039513 Splitting cluster 9 changes total score from -154570477.299815 to -154580078.039513 So it's getting split into cluster 41. Trying to split cluster 10 (5483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6419.569046 sec): 2 clusters Score: Raw -650468.985701 + Penalty 1399.028747 = -649069.956954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6419.624568 sec): 3 clusters Score: Raw -647564.077995 + Penalty 2798.057495 = -644766.020501 nChanged 2217 SP:Iteration 1F (6419.681727 sec): 3 clusters Score: Raw -648812.828288 + Penalty 2798.057495 = -646014.770794 nChanged 422 SP:Iteration 2F (6419.738513 sec): 3 clusters Score: Raw -649115.126409 + Penalty 2798.057495 = -646317.068914 nChanged 397 SP:Iteration 3F (6419.792726 sec): 3 clusters Score: Raw -649405.441619 + Penalty 2798.057495 = -646607.384125 nChanged 338 SP:Iteration 4F (6419.849986 sec): 3 clusters Score: Raw -649647.794239 + Penalty 2798.057495 = -646849.736745 nChanged 302 SP:Iteration 5F (6419.907364 sec): 3 clusters Score: Raw -649863.427426 + Penalty 2798.057495 = -647065.369932 nChanged 274 SP:Iteration 6Q (6419.958900 sec): 3 clusters Score: Raw -650065.787317 + Penalty 2798.057495 = -647267.729823 nChanged 266 SP:Iteration 7Q (6420.021102 sec): 3 clusters Score: Raw -650293.045414 + Penalty 2798.057495 = -647494.987919 nChanged 247 SP:Iteration 8Q (6420.073710 sec): 3 clusters Score: Raw -650540.008381 + Penalty 2798.057495 = -647741.950886 nChanged 268 SP:Iteration 9Q (6420.118904 sec): 3 clusters Score: Raw -650835.037510 + Penalty 2798.057495 = -648036.980015 nChanged 267 SP:Iteration 10Q (6420.187130 sec): 3 clusters Score: Raw -651200.162206 + Penalty 2798.057495 = -648402.104711 nChanged 214 SP:Iteration 11Q (6420.239307 sec): 3 clusters Score: Raw -651440.106257 + Penalty 2798.057495 = -648642.048762 nChanged 176 SP:Iteration 12Q (6420.283967 sec): 3 clusters Score: Raw -651566.283671 + Penalty 2798.057495 = -648768.226176 nChanged 121 SP:Iteration 13Q (6420.340450 sec): 3 clusters Score: Raw -651643.559884 + Penalty 2798.057495 = -648845.502389 nChanged 104 SP:Iteration 14Q (6420.396881 sec): 3 clusters Score: Raw -651701.105575 + Penalty 2798.057495 = -648903.048080 nChanged 78 SP:Iteration 15Q (6420.453491 sec): 3 clusters Score: Raw -651731.639584 + Penalty 2798.057495 = -648933.582089 nChanged 75 SP:Iteration 16Q (6420.521198 sec): 3 clusters Score: Raw -651757.617003 + Penalty 2798.057495 = -648959.559509 nChanged 59 SP:Iteration 17Q (6420.563352 sec): 3 clusters Score: Raw -651779.228223 + Penalty 2798.057495 = -648981.170729 nChanged 43 SP:Iteration 18Q (6420.621647 sec): 3 clusters Score: Raw -651793.983945 + Penalty 2798.057495 = -648995.926451 nChanged 34 SP:Iteration 19Q (6420.676012 sec): 3 clusters Score: Raw -651804.151135 + Penalty 2798.057495 = -649006.093640 nChanged 35 SP:Iteration 20F (6420.717746 sec): 3 clusters Score: Raw -651818.848725 + Penalty 2798.057495 = -649020.791231 nChanged 21 SP:Iteration 21Q (6420.770012 sec): 3 clusters Score: Raw -651823.702672 + Penalty 2798.057495 = -649025.645177 nChanged 10 SP:Iteration 22Q (6420.823838 sec): 3 clusters Score: Raw -651825.253796 + Penalty 2798.057495 = -649027.196301 nChanged 8 SP:Iteration 23Q (6420.881275 sec): 3 clusters Score: Raw -651826.560693 + Penalty 2798.057495 = -649028.503198 nChanged 14 SP:Iteration 24Q (6420.936790 sec): 3 clusters Score: Raw -651829.579110 + Penalty 2798.057495 = -649031.521616 nChanged 12 SP:Iteration 25Q (6420.996095 sec): 3 clusters Score: Raw -651831.690885 + Penalty 2798.057495 = -649033.633390 nChanged 10 SP:Iteration 26Q (6421.047968 sec): 3 clusters Score: Raw -651833.525342 + Penalty 2798.057495 = -649035.467847 nChanged 5 SP:Iteration 27Q (6421.098242 sec): 3 clusters Score: Raw -651834.322739 + Penalty 2798.057495 = -649036.265245 nChanged 3 SP:Iteration 28Q (6421.163830 sec): 3 clusters Score: Raw -651834.600093 + Penalty 2798.057495 = -649036.542599 nChanged 1 SP:Iteration 29Q (6421.208078 sec): 3 clusters Score: Raw -651834.858316 + Penalty 2798.057495 = -649036.800822 nChanged 2 SP:Iteration 30Q (6421.263686 sec): 3 clusters Score: Raw -651835.333855 + Penalty 2798.057495 = -649037.276361 nChanged 1 SP:Iteration 31Q (6421.327303 sec): 3 clusters Score: Raw -651835.492232 + Penalty 2798.057495 = -649037.434738 nChanged 1 SP:Iteration 32Q (6421.375684 sec): 3 clusters Score: Raw -651835.613624 + Penalty 2798.057495 = -649037.556129 nChanged 1 SP:Iteration 33Q (6421.440244 sec): 3 clusters Score: Raw -651835.686242 + Penalty 2798.057495 = -649037.628747 nChanged 0 SP:Iteration 34F (6421.474451 sec): 3 clusters Score: Raw -651835.686242 + Penalty 2798.057495 = -649037.628747 nChanged 0 Trying to split cluster 11 (3449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6421.504923 sec): 2 clusters Score: Raw -366487.731115 + Penalty 1323.698937 = -365164.032178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6421.561195 sec): 3 clusters Score: Raw -365135.992857 + Penalty 2647.397874 = -362488.594983 nChanged 1420 SP:Iteration 1F (6421.602366 sec): 3 clusters Score: Raw -367813.335149 + Penalty 2647.397874 = -365165.937275 nChanged 603 SP:Iteration 2F (6421.654560 sec): 3 clusters Score: Raw -369361.079475 + Penalty 2647.397874 = -366713.681601 nChanged 292 SP:Iteration 3F (6421.707378 sec): 3 clusters Score: Raw -369794.071551 + Penalty 2647.397874 = -367146.673677 nChanged 137 SP:Iteration 4Q (6421.759565 sec): 3 clusters Score: Raw -369982.121928 + Penalty 2647.397874 = -367334.724054 nChanged 62 SP:Iteration 5Q (6421.803570 sec): 3 clusters Score: Raw -370051.728258 + Penalty 2647.397874 = -367404.330384 nChanged 31 SP:Iteration 6Q (6421.855652 sec): 3 clusters Score: Raw -370097.829464 + Penalty 2647.397874 = -367450.431590 nChanged 18 SP:Iteration 7Q (6421.908043 sec): 3 clusters Score: Raw -370117.922212 + Penalty 2647.397874 = -367470.524338 nChanged 18 SP:Iteration 8Q (6421.960113 sec): 3 clusters Score: Raw -370134.284963 + Penalty 2647.397874 = -367486.887089 nChanged 6 SP:Iteration 9Q (6422.012065 sec): 3 clusters Score: Raw -370143.143142 + Penalty 2647.397874 = -367495.745267 nChanged 7 SP:Iteration 10Q (6422.055240 sec): 3 clusters Score: Raw -370148.998666 + Penalty 2647.397874 = -367501.600791 nChanged 6 SP:Iteration 11Q (6422.107204 sec): 3 clusters Score: Raw -370161.761165 + Penalty 2647.397874 = -367514.363291 nChanged 3 SP:Iteration 12Q (6422.159079 sec): 3 clusters Score: Raw -370175.443570 + Penalty 2647.397874 = -367528.045696 nChanged 5 SP:Iteration 13Q (6422.211300 sec): 3 clusters Score: Raw -370224.768628 + Penalty 2647.397874 = -367577.370754 nChanged 8 SP:Iteration 14Q (6422.264005 sec): 3 clusters Score: Raw -370267.637026 + Penalty 2647.397874 = -367620.239152 nChanged 13 SP:Iteration 15Q (6422.305933 sec): 3 clusters Score: Raw -370281.375553 + Penalty 2647.397874 = -367633.977679 nChanged 13 SP:Iteration 16Q (6422.363267 sec): 3 clusters Score: Raw -370322.556357 + Penalty 2647.397874 = -367675.158482 nChanged 9 SP:Iteration 17Q (6422.411227 sec): 3 clusters Score: Raw -370369.541978 + Penalty 2647.397874 = -367722.144104 nChanged 14 SP:Iteration 18Q (6422.458520 sec): 3 clusters Score: Raw -370387.287102 + Penalty 2647.397874 = -367739.889228 nChanged 18 SP:Iteration 19Q (6422.515150 sec): 3 clusters Score: Raw -370396.080408 + Penalty 2647.397874 = -367748.682534 nChanged 11 SP:Iteration 20F (6422.561488 sec): 3 clusters Score: Raw -370447.382830 + Penalty 2647.397874 = -367799.984956 nChanged 10 SP:Iteration 21Q (6422.626182 sec): 3 clusters Score: Raw -370490.836085 + Penalty 2647.397874 = -367843.438211 nChanged 23 SP:Iteration 22Q (6422.675318 sec): 3 clusters Score: Raw -370534.262152 + Penalty 2647.397874 = -367886.864277 nChanged 21 SP:Iteration 23Q (6422.717808 sec): 3 clusters Score: Raw -370558.117448 + Penalty 2647.397874 = -367910.719574 nChanged 17 SP:Iteration 24Q (6422.780651 sec): 3 clusters Score: Raw -370570.333822 + Penalty 2647.397874 = -367922.935947 nChanged 10 SP:Iteration 25Q (6422.827352 sec): 3 clusters Score: Raw -370575.534014 + Penalty 2647.397874 = -367928.136140 nChanged 6 SP:Iteration 26Q (6422.868632 sec): 3 clusters Score: Raw -370577.388463 + Penalty 2647.397874 = -367929.990589 nChanged 2 SP:Iteration 27Q (6422.916767 sec): 3 clusters Score: Raw -370577.848953 + Penalty 2647.397874 = -367930.451079 nChanged 1 SP:Iteration 28Q (6422.972139 sec): 3 clusters Score: Raw -370578.059419 + Penalty 2647.397874 = -367930.661545 nChanged 1 SP:Iteration 29Q (6423.010183 sec): 3 clusters Score: Raw -370578.212370 + Penalty 2647.397874 = -367930.814496 nChanged 0 SP:Iteration 30F (6423.054867 sec): 3 clusters Score: Raw -370579.899795 + Penalty 2647.397874 = -367932.501920 nChanged 1 SP:Iteration 31Q (6423.093389 sec): 3 clusters Score: Raw -370583.417996 + Penalty 2647.397874 = -367936.020122 nChanged 5 SP:Iteration 32Q (6423.131498 sec): 3 clusters Score: Raw -370592.240704 + Penalty 2647.397874 = -367944.842830 nChanged 5 SP:Iteration 33Q (6423.161767 sec): 3 clusters Score: Raw -370594.845597 + Penalty 2647.397874 = -367947.447723 nChanged 1 SP:Iteration 34Q (6423.200027 sec): 3 clusters Score: Raw -370594.993803 + Penalty 2647.397874 = -367947.595929 nChanged 0 SP:Iteration 35F (6423.239075 sec): 3 clusters Score: Raw -370594.993803 + Penalty 2647.397874 = -367947.595929 nChanged 0 Score: Raw -154677944.057485 + Penalty 96045.554192 = -154581898.503293 Splitting cluster 11 changes total score from -154570477.299815 to -154581898.503293 So it's getting split into cluster 42. Trying to split cluster 12 (8895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6456.196058 sec): 2 clusters Score: Raw -1102062.909829 + Penalty 1477.652248 = -1100585.257582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6456.260867 sec): 3 clusters Score: Raw -1097239.188746 + Penalty 2955.304495 = -1094283.884251 nChanged 3747 SP:Iteration 1F (6456.325017 sec): 3 clusters Score: Raw -1100027.698200 + Penalty 2955.304495 = -1097072.393705 nChanged 1051 SP:Iteration 2F (6456.380614 sec): 3 clusters Score: Raw -1101358.335355 + Penalty 2955.304495 = -1098403.030860 nChanged 1005 SP:Iteration 3F (6456.444592 sec): 3 clusters Score: Raw -1102497.266527 + Penalty 2955.304495 = -1099541.962032 nChanged 707 SP:Iteration 4F (6456.505564 sec): 3 clusters Score: Raw -1103130.959465 + Penalty 2955.304495 = -1100175.654970 nChanged 460 SP:Iteration 5F (6456.570254 sec): 3 clusters Score: Raw -1103453.159343 + Penalty 2955.304495 = -1100497.854848 nChanged 265 SP:Iteration 6Q (6456.634630 sec): 3 clusters Score: Raw -1103630.920352 + Penalty 2955.304495 = -1100675.615857 nChanged 203 SP:Iteration 7Q (6456.698395 sec): 3 clusters Score: Raw -1103773.904104 + Penalty 2955.304495 = -1100818.599609 nChanged 177 SP:Iteration 8Q (6456.763472 sec): 3 clusters Score: Raw -1103884.943047 + Penalty 2955.304495 = -1100929.638552 nChanged 155 SP:Iteration 9Q (6456.813339 sec): 3 clusters Score: Raw -1103959.664767 + Penalty 2955.304495 = -1101004.360272 nChanged 93 SP:Iteration 10Q (6456.879616 sec): 3 clusters Score: Raw -1103992.993483 + Penalty 2955.304495 = -1101037.688988 nChanged 74 SP:Iteration 11Q (6456.943304 sec): 3 clusters Score: Raw -1104012.066614 + Penalty 2955.304495 = -1101056.762119 nChanged 58 SP:Iteration 12Q (6457.008780 sec): 3 clusters Score: Raw -1104027.225939 + Penalty 2955.304495 = -1101071.921444 nChanged 43 SP:Iteration 13Q (6457.073788 sec): 3 clusters Score: Raw -1104036.380008 + Penalty 2955.304495 = -1101081.075513 nChanged 34 SP:Iteration 14Q (6457.135183 sec): 3 clusters Score: Raw -1104042.579982 + Penalty 2955.304495 = -1101087.275487 nChanged 23 SP:Iteration 15Q (6457.198648 sec): 3 clusters Score: Raw -1104046.622534 + Penalty 2955.304495 = -1101091.318039 nChanged 12 SP:Iteration 16Q (6457.262497 sec): 3 clusters Score: Raw -1104048.125737 + Penalty 2955.304495 = -1101092.821242 nChanged 10 SP:Iteration 17Q (6457.326747 sec): 3 clusters Score: Raw -1104049.434203 + Penalty 2955.304495 = -1101094.129708 nChanged 8 SP:Iteration 18Q (6457.387796 sec): 3 clusters Score: Raw -1104050.405660 + Penalty 2955.304495 = -1101095.101165 nChanged 4 SP:Iteration 19Q (6457.448230 sec): 3 clusters Score: Raw -1104051.009627 + Penalty 2955.304495 = -1101095.705131 nChanged 5 SP:Iteration 20F (6457.502994 sec): 3 clusters Score: Raw -1104051.651140 + Penalty 2955.304495 = -1101096.346645 nChanged 4 SP:Iteration 21Q (6457.560457 sec): 3 clusters Score: Raw -1104052.225407 + Penalty 2955.304495 = -1101096.920912 nChanged 6 SP:Iteration 22Q (6457.613029 sec): 3 clusters Score: Raw -1104053.144454 + Penalty 2955.304495 = -1101097.839959 nChanged 3 SP:Iteration 23Q (6457.676506 sec): 3 clusters Score: Raw -1104053.543767 + Penalty 2955.304495 = -1101098.239272 nChanged 2 SP:Iteration 24Q (6457.740729 sec): 3 clusters Score: Raw -1104053.835270 + Penalty 2955.304495 = -1101098.530775 nChanged 3 SP:Iteration 25Q (6457.799007 sec): 3 clusters Score: Raw -1104054.077803 + Penalty 2955.304495 = -1101098.773308 nChanged 2 SP:Iteration 26Q (6457.856982 sec): 3 clusters Score: Raw -1104054.224717 + Penalty 2955.304495 = -1101098.920222 nChanged 1 SP:Iteration 27Q (6457.921457 sec): 3 clusters Score: Raw -1104054.331192 + Penalty 2955.304495 = -1101099.026697 nChanged 2 SP:Iteration 28Q (6457.981825 sec): 3 clusters Score: Raw -1104054.620530 + Penalty 2955.304495 = -1101099.316035 nChanged 4 SP:Iteration 29Q (6458.045487 sec): 3 clusters Score: Raw -1104054.971158 + Penalty 2955.304495 = -1101099.666663 nChanged 1 SP:Iteration 30Q (6458.109399 sec): 3 clusters Score: Raw -1104055.116140 + Penalty 2955.304495 = -1101099.811645 nChanged 1 SP:Iteration 31Q (6458.173438 sec): 3 clusters Score: Raw -1104055.222730 + Penalty 2955.304495 = -1101099.918235 nChanged 2 SP:Iteration 32Q (6458.237660 sec): 3 clusters Score: Raw -1104055.597968 + Penalty 2955.304495 = -1101100.293473 nChanged 1 SP:Iteration 33Q (6458.302473 sec): 3 clusters Score: Raw -1104055.679969 + Penalty 2955.304495 = -1101100.375474 nChanged 0 SP:Iteration 34F (6458.367017 sec): 3 clusters Score: Raw -1104055.679969 + Penalty 2955.304495 = -1101100.375474 nChanged 0 Score: Raw -154679936.827624 + Penalty 98332.353102 = -154581604.474522 Splitting cluster 12 changes total score from -154570477.299815 to -154581604.474522 So it's getting split into cluster 43. Trying to split cluster 13 (5931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6492.149785 sec): 2 clusters Score: Raw -716193.969105 + Penalty 1411.791568 = -714782.177537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6492.203587 sec): 3 clusters Score: Raw -713121.803342 + Penalty 2823.583136 = -710298.220206 nChanged 2452 SP:Iteration 1F (6492.260602 sec): 3 clusters Score: Raw -714515.223497 + Penalty 2823.583136 = -711691.640360 nChanged 532 SP:Iteration 2F (6492.316271 sec): 3 clusters Score: Raw -714950.439749 + Penalty 2823.583136 = -712126.856613 nChanged 502 SP:Iteration 3F (6492.373775 sec): 3 clusters Score: Raw -715518.974029 + Penalty 2823.583136 = -712695.390893 nChanged 545 SP:Iteration 4F (6492.431168 sec): 3 clusters Score: Raw -716257.217978 + Penalty 2823.583136 = -713433.634841 nChanged 484 SP:Iteration 5F (6492.500443 sec): 3 clusters Score: Raw -716771.868333 + Penalty 2823.583136 = -713948.285196 nChanged 357 SP:Iteration 6F (6492.540707 sec): 3 clusters Score: Raw -717036.674851 + Penalty 2823.583136 = -714213.091715 nChanged 208 SP:Iteration 7Q (6492.598511 sec): 3 clusters Score: Raw -717163.067515 + Penalty 2823.583136 = -714339.484379 nChanged 133 SP:Iteration 8Q (6492.668667 sec): 3 clusters Score: Raw -717233.020812 + Penalty 2823.583136 = -714409.437676 nChanged 91 SP:Iteration 9Q (6492.714487 sec): 3 clusters Score: Raw -717277.761739 + Penalty 2823.583136 = -714454.178603 nChanged 73 SP:Iteration 10Q (6492.771743 sec): 3 clusters Score: Raw -717307.064047 + Penalty 2823.583136 = -714483.480910 nChanged 47 SP:Iteration 11Q (6492.823991 sec): 3 clusters Score: Raw -717322.492332 + Penalty 2823.583136 = -714498.909196 nChanged 37 SP:Iteration 12Q (6492.877820 sec): 3 clusters Score: Raw -717334.501561 + Penalty 2823.583136 = -714510.918425 nChanged 23 SP:Iteration 13Q (6492.925609 sec): 3 clusters Score: Raw -717345.918350 + Penalty 2823.583136 = -714522.335213 nChanged 24 SP:Iteration 14Q (6492.995155 sec): 3 clusters Score: Raw -717353.814823 + Penalty 2823.583136 = -714530.231687 nChanged 21 SP:Iteration 15Q (6493.041899 sec): 3 clusters Score: Raw -717360.067614 + Penalty 2823.583136 = -714536.484477 nChanged 21 SP:Iteration 16Q (6493.099455 sec): 3 clusters Score: Raw -717366.819111 + Penalty 2823.583136 = -714543.235974 nChanged 20 SP:Iteration 17Q (6493.155851 sec): 3 clusters Score: Raw -717374.748532 + Penalty 2823.583136 = -714551.165396 nChanged 25 SP:Iteration 18Q (6493.217436 sec): 3 clusters Score: Raw -717381.991079 + Penalty 2823.583136 = -714558.407943 nChanged 14 SP:Iteration 19Q (6493.274426 sec): 3 clusters Score: Raw -717386.219841 + Penalty 2823.583136 = -714562.636705 nChanged 9 SP:Iteration 20F (6493.336030 sec): 3 clusters Score: Raw -717388.485031 + Penalty 2823.583136 = -714564.901895 nChanged 7 SP:Iteration 21Q (6493.394595 sec): 3 clusters Score: Raw -717389.726970 + Penalty 2823.583136 = -714566.143834 nChanged 10 SP:Iteration 22Q (6493.451963 sec): 3 clusters Score: Raw -717391.498861 + Penalty 2823.583136 = -714567.915725 nChanged 10 SP:Iteration 23Q (6493.497704 sec): 3 clusters Score: Raw -717393.838318 + Penalty 2823.583136 = -714570.255182 nChanged 5 SP:Iteration 24Q (6493.525752 sec): 3 clusters Score: Raw -717395.071790 + Penalty 2823.583136 = -714571.488653 nChanged 5 SP:Iteration 25Q (6493.585428 sec): 3 clusters Score: Raw -717395.862684 + Penalty 2823.583136 = -714572.279548 nChanged 2 SP:Iteration 26Q (6493.638750 sec): 3 clusters Score: Raw -717396.053093 + Penalty 2823.583136 = -714572.469957 nChanged 1 SP:Iteration 27Q (6493.696638 sec): 3 clusters Score: Raw -717396.207530 + Penalty 2823.583136 = -714572.624394 nChanged 0 SP:Iteration 28F (6493.755174 sec): 3 clusters Score: Raw -717396.207530 + Penalty 2823.583136 = -714572.624394 nChanged 0 Trying to split cluster 14 (85791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6493.896616 sec): 2 clusters Score: Raw -10581283.267386 + Penalty 1845.946275 = -10579437.321111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6494.077627 sec): 3 clusters Score: Raw -10525500.705803 + Penalty 3691.892550 = -10521808.813253 nChanged 41175 SP:Iteration 1F (6494.259054 sec): 3 clusters Score: Raw -10549758.149112 + Penalty 3691.892550 = -10546066.256562 nChanged 3957 SP:Iteration 2Q (6494.445667 sec): 3 clusters Score: Raw -10551456.471086 + Penalty 3691.892550 = -10547764.578536 nChanged 4538 SP:Iteration 3F (6494.632165 sec): 3 clusters Score: Raw -10554166.386994 + Penalty 3691.892550 = -10550474.494444 nChanged 5633 SP:Iteration 4F (6494.811417 sec): 3 clusters Score: Raw -10558593.875726 + Penalty 3691.892550 = -10554901.983176 nChanged 6743 SP:Iteration 5F (6494.987514 sec): 3 clusters Score: Raw -10564666.018547 + Penalty 3691.892550 = -10560974.125997 nChanged 7025 SP:Iteration 6F (6495.168687 sec): 3 clusters Score: Raw -10570624.559658 + Penalty 3691.892550 = -10566932.667108 nChanged 5969 SP:Iteration 7F (6495.355477 sec): 3 clusters Score: Raw -10574417.890519 + Penalty 3691.892550 = -10570725.997969 nChanged 4106 SP:Iteration 8Q (6495.543042 sec): 3 clusters Score: Raw -10576199.765232 + Penalty 3691.892550 = -10572507.872682 nChanged 2677 SP:Iteration 9Q (6495.700192 sec): 3 clusters Score: Raw -10577137.636208 + Penalty 3691.892550 = -10573445.743658 nChanged 1903 SP:Iteration 10Q (6495.877935 sec): 3 clusters Score: Raw -10577775.074666 + Penalty 3691.892550 = -10574083.182116 nChanged 1528 SP:Iteration 11Q (6496.055862 sec): 3 clusters Score: Raw -10578258.837263 + Penalty 3691.892550 = -10574566.944712 nChanged 1394 SP:Iteration 12Q (6496.234754 sec): 3 clusters Score: Raw -10578685.029989 + Penalty 3691.892550 = -10574993.137439 nChanged 1340 SP:Iteration 13Q (6496.414784 sec): 3 clusters Score: Raw -10579093.335387 + Penalty 3691.892550 = -10575401.442837 nChanged 1320 SP:Iteration 14Q (6496.599703 sec): 3 clusters Score: Raw -10579481.487216 + Penalty 3691.892550 = -10575789.594666 nChanged 1272 SP:Iteration 15Q (6496.787145 sec): 3 clusters Score: Raw -10579844.568920 + Penalty 3691.892550 = -10576152.676370 nChanged 1243 SP:Iteration 16Q (6496.971033 sec): 3 clusters Score: Raw -10580188.472538 + Penalty 3691.892550 = -10576496.579988 nChanged 1193 SP:Iteration 17Q (6497.155997 sec): 3 clusters Score: Raw -10580487.386581 + Penalty 3691.892550 = -10576795.494031 nChanged 1096 SP:Iteration 18Q (6497.333219 sec): 3 clusters Score: Raw -10580772.955421 + Penalty 3691.892550 = -10577081.062871 nChanged 1094 SP:Iteration 19Q (6497.501065 sec): 3 clusters Score: Raw -10581027.092715 + Penalty 3691.892550 = -10577335.200165 nChanged 931 SP:Iteration 20F (6497.677604 sec): 3 clusters Score: Raw -10581207.574098 + Penalty 3691.892550 = -10577515.681548 nChanged 802 SP:Iteration 21Q (6497.855612 sec): 3 clusters Score: Raw -10581337.853724 + Penalty 3691.892550 = -10577645.961174 nChanged 680 SP:Iteration 22Q (6498.035651 sec): 3 clusters Score: Raw -10581448.363227 + Penalty 3691.892550 = -10577756.470677 nChanged 632 SP:Iteration 23Q (6498.208610 sec): 3 clusters Score: Raw -10581552.593007 + Penalty 3691.892550 = -10577860.700457 nChanged 652 SP:Iteration 24Q (6498.380812 sec): 3 clusters Score: Raw -10581655.209519 + Penalty 3691.892550 = -10577963.316969 nChanged 632 SP:Iteration 25Q (6498.557505 sec): 3 clusters Score: Raw -10581744.510624 + Penalty 3691.892550 = -10578052.618074 nChanged 576 SP:Iteration 26Q (6498.748733 sec): 3 clusters Score: Raw -10581827.555678 + Penalty 3691.892550 = -10578135.663128 nChanged 548 SP:Iteration 27Q (6498.931339 sec): 3 clusters Score: Raw -10581896.215570 + Penalty 3691.892550 = -10578204.323020 nChanged 484 SP:Iteration 28Q (6499.107797 sec): 3 clusters Score: Raw -10581961.230967 + Penalty 3691.892550 = -10578269.338417 nChanged 480 SP:Iteration 29Q (6499.285490 sec): 3 clusters Score: Raw -10582023.244837 + Penalty 3691.892550 = -10578331.352287 nChanged 513 SP:Iteration 30Q (6499.460793 sec): 3 clusters Score: Raw -10582091.640840 + Penalty 3691.892550 = -10578399.748290 nChanged 496 SP:Iteration 31Q (6499.638752 sec): 3 clusters Score: Raw -10582159.789904 + Penalty 3691.892550 = -10578467.897354 nChanged 467 SP:Iteration 32Q (6499.817643 sec): 3 clusters Score: Raw -10582216.321454 + Penalty 3691.892550 = -10578524.428904 nChanged 444 SP:Iteration 33Q (6499.997833 sec): 3 clusters Score: Raw -10582265.098684 + Penalty 3691.892550 = -10578573.206134 nChanged 407 SP:Iteration 34Q (6500.198105 sec): 3 clusters Score: Raw -10582307.709863 + Penalty 3691.892550 = -10578615.817313 nChanged 414 SP:Iteration 35Q (6500.383534 sec): 3 clusters Score: Raw -10582352.961607 + Penalty 3691.892550 = -10578661.069057 nChanged 437 SP:Iteration 36Q (6500.562551 sec): 3 clusters Score: Raw -10582401.469821 + Penalty 3691.892550 = -10578709.577271 nChanged 403 SP:Iteration 37Q (6500.739707 sec): 3 clusters Score: Raw -10582444.364179 + Penalty 3691.892550 = -10578752.471629 nChanged 374 SP:Iteration 38Q (6500.907377 sec): 3 clusters Score: Raw -10582479.956733 + Penalty 3691.892550 = -10578788.064183 nChanged 348 SP:Iteration 39Q (6501.081743 sec): 3 clusters Score: Raw -10582510.715162 + Penalty 3691.892550 = -10578818.822612 nChanged 308 SP:Iteration 40F (6501.257326 sec): 3 clusters Score: Raw -10582534.256017 + Penalty 3691.892550 = -10578842.363467 nChanged 315 SP:Iteration 41Q (6501.435808 sec): 3 clusters Score: Raw -10582556.757478 + Penalty 3691.892550 = -10578864.864928 nChanged 291 SP:Iteration 42Q (6501.608543 sec): 3 clusters Score: Raw -10582578.752449 + Penalty 3691.892550 = -10578886.859899 nChanged 281 SP:Iteration 43Q (6501.804504 sec): 3 clusters Score: Raw -10582601.588788 + Penalty 3691.892550 = -10578909.696238 nChanged 275 SP:Iteration 44Q (6501.996197 sec): 3 clusters Score: Raw -10582622.813298 + Penalty 3691.892550 = -10578930.920748 nChanged 274 SP:Iteration 45Q (6502.179081 sec): 3 clusters Score: Raw -10582640.864413 + Penalty 3691.892550 = -10578948.971863 nChanged 254 SP:Iteration 46Q (6502.360257 sec): 3 clusters Score: Raw -10582655.815116 + Penalty 3691.892550 = -10578963.922566 nChanged 242 SP:Iteration 47Q (6502.536501 sec): 3 clusters Score: Raw -10582669.143434 + Penalty 3691.892550 = -10578977.250884 nChanged 220 SP:Iteration 48Q (6502.703397 sec): 3 clusters Score: Raw -10582681.818252 + Penalty 3691.892550 = -10578989.925702 nChanged 224 SP:Iteration 49Q (6502.877403 sec): 3 clusters Score: Raw -10582695.421027 + Penalty 3691.892550 = -10579003.528477 nChanged 209 SP:Iteration 50Q (6503.055609 sec): 3 clusters Score: Raw -10582705.684466 + Penalty 3691.892550 = -10579013.791916 nChanged 194 SP:Iteration 51Q (6503.222918 sec): 3 clusters Score: Raw -10582714.480792 + Penalty 3691.892550 = -10579022.588242 nChanged 162 SP:Iteration 52Q (6503.415283 sec): 3 clusters Score: Raw -10582721.387604 + Penalty 3691.892550 = -10579029.495054 nChanged 162 SP:Iteration 53Q (6503.610462 sec): 3 clusters Score: Raw -10582728.489481 + Penalty 3691.892550 = -10579036.596931 nChanged 154 SP:Iteration 54Q (6503.788063 sec): 3 clusters Score: Raw -10582735.587508 + Penalty 3691.892550 = -10579043.694958 nChanged 140 SP:Iteration 55Q (6503.970928 sec): 3 clusters Score: Raw -10582742.228370 + Penalty 3691.892550 = -10579050.335820 nChanged 130 SP:Iteration 56Q (6504.148082 sec): 3 clusters Score: Raw -10582747.611742 + Penalty 3691.892550 = -10579055.719192 nChanged 125 SP:Iteration 57Q (6504.324956 sec): 3 clusters Score: Raw -10582752.524015 + Penalty 3691.892550 = -10579060.631465 nChanged 114 SP:Iteration 58Q (6504.502318 sec): 3 clusters Score: Raw -10582756.779434 + Penalty 3691.892550 = -10579064.886883 nChanged 109 SP:Iteration 59Q (6504.677257 sec): 3 clusters Score: Raw -10582760.906079 + Penalty 3691.892550 = -10579069.013529 nChanged 118 SP:Iteration 60F (6504.854487 sec): 3 clusters Score: Raw -10582765.448156 + Penalty 3691.892550 = -10579073.555606 nChanged 119 SP:Iteration 61Q (6505.043305 sec): 3 clusters Score: Raw -10582769.940886 + Penalty 3691.892550 = -10579078.048336 nChanged 116 SP:Iteration 62Q (6505.221388 sec): 3 clusters Score: Raw -10582774.417614 + Penalty 3691.892550 = -10579082.525064 nChanged 125 SP:Iteration 63Q (6505.407545 sec): 3 clusters Score: Raw -10582778.942272 + Penalty 3691.892550 = -10579087.049722 nChanged 124 SP:Iteration 64Q (6505.596847 sec): 3 clusters Score: Raw -10582783.523826 + Penalty 3691.892550 = -10579091.631276 nChanged 115 SP:Iteration 65Q (6505.763371 sec): 3 clusters Score: Raw -10582787.533875 + Penalty 3691.892550 = -10579095.641324 nChanged 94 SP:Iteration 66Q (6505.941001 sec): 3 clusters Score: Raw -10582790.666997 + Penalty 3691.892550 = -10579098.774446 nChanged 82 SP:Iteration 67Q (6506.118256 sec): 3 clusters Score: Raw -10582793.216228 + Penalty 3691.892550 = -10579101.323678 nChanged 83 SP:Iteration 68Q (6506.295271 sec): 3 clusters Score: Raw -10582795.930885 + Penalty 3691.892550 = -10579104.038334 nChanged 81 SP:Iteration 69Q (6506.473773 sec): 3 clusters Score: Raw -10582798.364039 + Penalty 3691.892550 = -10579106.471489 nChanged 75 SP:Iteration 70Q (6506.651006 sec): 3 clusters Score: Raw -10582800.656448 + Penalty 3691.892550 = -10579108.763898 nChanged 84 SP:Iteration 71Q (6506.843903 sec): 3 clusters Score: Raw -10582802.952323 + Penalty 3691.892550 = -10579111.059773 nChanged 88 SP:Iteration 72Q (6507.028462 sec): 3 clusters Score: Raw -10582805.724640 + Penalty 3691.892550 = -10579113.832090 nChanged 87 SP:Iteration 73Q (6507.229354 sec): 3 clusters Score: Raw -10582808.032845 + Penalty 3691.892550 = -10579116.140295 nChanged 92 SP:Iteration 74Q (6507.420986 sec): 3 clusters Score: Raw -10582810.575294 + Penalty 3691.892550 = -10579118.682744 nChanged 70 SP:Iteration 75Q (6507.609635 sec): 3 clusters Score: Raw -10582812.247517 + Penalty 3691.892550 = -10579120.354967 nChanged 69 SP:Iteration 76Q (6507.800321 sec): 3 clusters Score: Raw -10582814.195326 + Penalty 3691.892550 = -10579122.302776 nChanged 61 SP:Iteration 77Q (6507.991400 sec): 3 clusters Score: Raw -10582815.892229 + Penalty 3691.892550 = -10579123.999678 nChanged 53 SP:Iteration 78Q (6508.183875 sec): 3 clusters Score: Raw -10582817.062223 + Penalty 3691.892550 = -10579125.169673 nChanged 51 SP:Iteration 79Q (6508.367051 sec): 3 clusters Score: Raw -10582818.204099 + Penalty 3691.892550 = -10579126.311549 nChanged 49 SP:Iteration 80F (6508.559468 sec): 3 clusters Score: Raw -10582819.422911 + Penalty 3691.892550 = -10579127.530361 nChanged 59 SP:Iteration 81Q (6508.741287 sec): 3 clusters Score: Raw -10582820.906837 + Penalty 3691.892550 = -10579129.014287 nChanged 54 SP:Iteration 82Q (6508.916633 sec): 3 clusters Score: Raw -10582822.093419 + Penalty 3691.892550 = -10579130.200869 nChanged 44 SP:Iteration 83Q (6509.093931 sec): 3 clusters Score: Raw -10582822.952415 + Penalty 3691.892550 = -10579131.059865 nChanged 53 SP:Iteration 84Q (6509.269480 sec): 3 clusters Score: Raw -10582823.972393 + Penalty 3691.892550 = -10579132.079843 nChanged 51 SP:Iteration 85Q (6509.435797 sec): 3 clusters Score: Raw -10582825.024902 + Penalty 3691.892550 = -10579133.132352 nChanged 40 SP:Iteration 86Q (6509.611609 sec): 3 clusters Score: Raw -10582825.892844 + Penalty 3691.892550 = -10579134.000294 nChanged 38 SP:Iteration 87Q (6509.783450 sec): 3 clusters Score: Raw -10582826.747491 + Penalty 3691.892550 = -10579134.854941 nChanged 41 SP:Iteration 88Q (6509.963106 sec): 3 clusters Score: Raw -10582827.500679 + Penalty 3691.892550 = -10579135.608129 nChanged 37 SP:Iteration 89Q (6510.157683 sec): 3 clusters Score: Raw -10582827.953999 + Penalty 3691.892550 = -10579136.061449 nChanged 28 SP:Iteration 90Q (6510.331721 sec): 3 clusters Score: Raw -10582828.343484 + Penalty 3691.892550 = -10579136.450934 nChanged 19 SP:Iteration 91Q (6510.511222 sec): 3 clusters Score: Raw -10582828.584814 + Penalty 3691.892550 = -10579136.692264 nChanged 20 SP:Iteration 92Q (6510.678526 sec): 3 clusters Score: Raw -10582828.916694 + Penalty 3691.892550 = -10579137.024144 nChanged 18 SP:Iteration 93Q (6510.853244 sec): 3 clusters Score: Raw -10582829.352751 + Penalty 3691.892550 = -10579137.460201 nChanged 23 SP:Iteration 94Q (6511.019628 sec): 3 clusters Score: Raw -10582829.924272 + Penalty 3691.892550 = -10579138.031722 nChanged 18 SP:Iteration 95Q (6511.190658 sec): 3 clusters Score: Raw -10582830.188958 + Penalty 3691.892550 = -10579138.296408 nChanged 14 SP:Iteration 96Q (6511.368931 sec): 3 clusters Score: Raw -10582830.447181 + Penalty 3691.892550 = -10579138.554631 nChanged 13 SP:Iteration 97Q (6511.541607 sec): 3 clusters Score: Raw -10582830.689079 + Penalty 3691.892550 = -10579138.796529 nChanged 12 SP:Iteration 98Q (6511.729918 sec): 3 clusters Score: Raw -10582831.048188 + Penalty 3691.892550 = -10579139.155638 nChanged 23 SP:Iteration 99Q (6511.921179 sec): 3 clusters Score: Raw -10582831.699628 + Penalty 3691.892550 = -10579139.807078 nChanged 26 SP:Iteration 100F (6512.102177 sec): 3 clusters Score: Raw -10582832.506214 + Penalty 3691.892550 = -10579140.613664 nChanged 33 SP:Iteration 101Q (6512.279794 sec): 3 clusters Score: Raw -10582833.315470 + Penalty 3691.892550 = -10579141.422920 nChanged 33 SP:Iteration 102Q (6512.457256 sec): 3 clusters Score: Raw -10582833.938555 + Penalty 3691.892550 = -10579142.046005 nChanged 36 SP:Iteration 103Q (6512.635633 sec): 3 clusters Score: Raw -10582834.544813 + Penalty 3691.892550 = -10579142.652263 nChanged 32 SP:Iteration 104Q (6512.813802 sec): 3 clusters Score: Raw -10582835.101737 + Penalty 3691.892550 = -10579143.209186 nChanged 24 SP:Iteration 105Q (6512.993130 sec): 3 clusters Score: Raw -10582835.487483 + Penalty 3691.892550 = -10579143.594932 nChanged 23 SP:Iteration 106Q (6513.174688 sec): 3 clusters Score: Raw -10582835.819918 + Penalty 3691.892550 = -10579143.927368 nChanged 19 SP:Iteration 107Q (6513.357991 sec): 3 clusters Score: Raw -10582836.080363 + Penalty 3691.892550 = -10579144.187813 nChanged 18 SP:Iteration 108Q (6513.544979 sec): 3 clusters Score: Raw -10582836.353026 + Penalty 3691.892550 = -10579144.460476 nChanged 21 SP:Iteration 109Q (6513.748908 sec): 3 clusters Score: Raw -10582836.669323 + Penalty 3691.892550 = -10579144.776773 nChanged 23 SP:Iteration 110Q (6513.940467 sec): 3 clusters Score: Raw -10582836.992892 + Penalty 3691.892550 = -10579145.100342 nChanged 20 SP:Iteration 111Q (6514.131838 sec): 3 clusters Score: Raw -10582837.235614 + Penalty 3691.892550 = -10579145.343064 nChanged 11 SP:Iteration 112Q (6514.322672 sec): 3 clusters Score: Raw -10582837.368762 + Penalty 3691.892550 = -10579145.476212 nChanged 7 SP:Iteration 113Q (6514.513503 sec): 3 clusters Score: Raw -10582837.432637 + Penalty 3691.892550 = -10579145.540087 nChanged 8 SP:Iteration 114Q (6514.704817 sec): 3 clusters Score: Raw -10582837.507655 + Penalty 3691.892550 = -10579145.615105 nChanged 9 SP:Iteration 115Q (6514.891636 sec): 3 clusters Score: Raw -10582837.577132 + Penalty 3691.892550 = -10579145.684582 nChanged 10 SP:Iteration 116Q (6515.068238 sec): 3 clusters Score: Raw -10582837.688055 + Penalty 3691.892550 = -10579145.795505 nChanged 9 SP:Iteration 117Q (6515.241260 sec): 3 clusters Score: Raw -10582837.782829 + Penalty 3691.892550 = -10579145.890279 nChanged 9 SP:Iteration 118Q (6515.425502 sec): 3 clusters Score: Raw -10582837.895393 + Penalty 3691.892550 = -10579146.002843 nChanged 10 SP:Iteration 119Q (6515.603656 sec): 3 clusters Score: Raw -10582838.009012 + Penalty 3691.892550 = -10579146.116462 nChanged 6 SP:Iteration 120F (6515.779859 sec): 3 clusters Score: Raw -10582838.085669 + Penalty 3691.892550 = -10579146.193119 nChanged 6 SP:Iteration 121Q (6515.957620 sec): 3 clusters Score: Raw -10582838.150593 + Penalty 3691.892550 = -10579146.258043 nChanged 3 SP:Iteration 122Q (6516.133883 sec): 3 clusters Score: Raw -10582838.163933 + Penalty 3691.892550 = -10579146.271383 nChanged 2 SP:Iteration 123Q (6516.313260 sec): 3 clusters Score: Raw -10582838.189139 + Penalty 3691.892550 = -10579146.296589 nChanged 3 SP:Iteration 124Q (6516.504549 sec): 3 clusters Score: Raw -10582838.234235 + Penalty 3691.892550 = -10579146.341685 nChanged 3 SP:Iteration 125Q (6516.693612 sec): 3 clusters Score: Raw -10582838.250998 + Penalty 3691.892550 = -10579146.358448 nChanged 1 SP:Iteration 126Q (6516.877134 sec): 3 clusters Score: Raw -10582838.256881 + Penalty 3691.892550 = -10579146.364331 nChanged 2 SP:Iteration 127Q (6517.053064 sec): 3 clusters Score: Raw -10582838.289260 + Penalty 3691.892550 = -10579146.396710 nChanged 5 SP:Iteration 128Q (6517.230218 sec): 3 clusters Score: Raw -10582838.360494 + Penalty 3691.892550 = -10579146.467944 nChanged 5 SP:Iteration 129Q (6517.409395 sec): 3 clusters Score: Raw -10582838.404775 + Penalty 3691.892550 = -10579146.512225 nChanged 6 SP:Iteration 130Q (6517.577631 sec): 3 clusters Score: Raw -10582838.447530 + Penalty 3691.892550 = -10579146.554980 nChanged 3 SP:Iteration 131Q (6517.751212 sec): 3 clusters Score: Raw -10582838.460801 + Penalty 3691.892550 = -10579146.568250 nChanged 2 SP:Iteration 132Q (6517.927939 sec): 3 clusters Score: Raw -10582838.478939 + Penalty 3691.892550 = -10579146.586389 nChanged 2 SP:Iteration 133Q (6518.107095 sec): 3 clusters Score: Raw -10582838.494941 + Penalty 3691.892550 = -10579146.602391 nChanged 3 SP:Iteration 134Q (6518.286704 sec): 3 clusters Score: Raw -10582838.529853 + Penalty 3691.892550 = -10579146.637303 nChanged 2 SP:Iteration 135Q (6518.480003 sec): 3 clusters Score: Raw -10582838.551769 + Penalty 3691.892550 = -10579146.659219 nChanged 3 SP:Iteration 136Q (6518.664048 sec): 3 clusters Score: Raw -10582838.568739 + Penalty 3691.892550 = -10579146.676188 nChanged 1 SP:Iteration 137Q (6518.840855 sec): 3 clusters Score: Raw -10582838.575963 + Penalty 3691.892550 = -10579146.683413 nChanged 0 SP:Iteration 138F (6519.017429 sec): 3 clusters Score: Raw -10582838.575963 + Penalty 3691.892550 = -10579146.683413 nChanged 0 Trying to split cluster 15 (16093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6519.047012 sec): 2 clusters Score: Raw -1872392.837108 + Penalty 1573.997697 = -1870818.839411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6519.117617 sec): 3 clusters Score: Raw -1862798.115251 + Penalty 3147.995394 = -1859650.119857 nChanged 7271 SP:Iteration 1F (6519.189728 sec): 3 clusters Score: Raw -1866884.754099 + Penalty 3147.995394 = -1863736.758705 nChanged 1125 SP:Iteration 2F (6519.262099 sec): 3 clusters Score: Raw -1867537.399366 + Penalty 3147.995394 = -1864389.403972 nChanged 1098 SP:Iteration 3F (6519.326464 sec): 3 clusters Score: Raw -1868207.965290 + Penalty 3147.995394 = -1865059.969896 nChanged 1070 SP:Iteration 4F (6519.390734 sec): 3 clusters Score: Raw -1869003.142659 + Penalty 3147.995394 = -1865855.147265 nChanged 1168 SP:Iteration 5F (6519.455176 sec): 3 clusters Score: Raw -1870045.140612 + Penalty 3147.995394 = -1866897.145218 nChanged 1131 SP:Iteration 6F (6519.527140 sec): 3 clusters Score: Raw -1871277.411788 + Penalty 3147.995394 = -1868129.416394 nChanged 1059 SP:Iteration 7F (6519.596209 sec): 3 clusters Score: Raw -1872409.834930 + Penalty 3147.995394 = -1869261.839536 nChanged 872 SP:Iteration 8F (6519.660357 sec): 3 clusters Score: Raw -1873130.454799 + Penalty 3147.995394 = -1869982.459405 nChanged 649 SP:Iteration 9Q (6519.726407 sec): 3 clusters Score: Raw -1873540.646508 + Penalty 3147.995394 = -1870392.651114 nChanged 463 SP:Iteration 10Q (6519.799169 sec): 3 clusters Score: Raw -1873777.249115 + Penalty 3147.995394 = -1870629.253721 nChanged 360 SP:Iteration 11Q (6519.871841 sec): 3 clusters Score: Raw -1873918.623114 + Penalty 3147.995394 = -1870770.627720 nChanged 231 SP:Iteration 12Q (6519.949081 sec): 3 clusters Score: Raw -1873992.999038 + Penalty 3147.995394 = -1870845.003644 nChanged 188 SP:Iteration 13Q (6520.023877 sec): 3 clusters Score: Raw -1874045.826250 + Penalty 3147.995394 = -1870897.830856 nChanged 157 SP:Iteration 14Q (6520.088623 sec): 3 clusters Score: Raw -1874081.249711 + Penalty 3147.995394 = -1870933.254317 nChanged 139 SP:Iteration 15Q (6520.171741 sec): 3 clusters Score: Raw -1874114.571422 + Penalty 3147.995394 = -1870966.576028 nChanged 137 SP:Iteration 16Q (6520.236918 sec): 3 clusters Score: Raw -1874144.940287 + Penalty 3147.995394 = -1870996.944893 nChanged 122 SP:Iteration 17Q (6520.320015 sec): 3 clusters Score: Raw -1874168.767999 + Penalty 3147.995394 = -1871020.772605 nChanged 109 SP:Iteration 18Q (6520.381707 sec): 3 clusters Score: Raw -1874192.479904 + Penalty 3147.995394 = -1871044.484510 nChanged 117 SP:Iteration 19Q (6520.452258 sec): 3 clusters Score: Raw -1874216.976545 + Penalty 3147.995394 = -1871068.981151 nChanged 100 SP:Iteration 20F (6520.524792 sec): 3 clusters Score: Raw -1874237.220017 + Penalty 3147.995394 = -1871089.224623 nChanged 101 SP:Iteration 21Q (6520.596304 sec): 3 clusters Score: Raw -1874264.309545 + Penalty 3147.995394 = -1871116.314151 nChanged 119 SP:Iteration 22Q (6520.664953 sec): 3 clusters Score: Raw -1874294.211172 + Penalty 3147.995394 = -1871146.215778 nChanged 127 SP:Iteration 23Q (6520.735458 sec): 3 clusters Score: Raw -1874322.758902 + Penalty 3147.995394 = -1871174.763508 nChanged 128 SP:Iteration 24Q (6520.801991 sec): 3 clusters Score: Raw -1874354.577978 + Penalty 3147.995394 = -1871206.582584 nChanged 137 SP:Iteration 25Q (6520.865519 sec): 3 clusters Score: Raw -1874389.873911 + Penalty 3147.995394 = -1871241.878517 nChanged 146 SP:Iteration 26Q (6520.927385 sec): 3 clusters Score: Raw -1874425.791448 + Penalty 3147.995394 = -1871277.796054 nChanged 137 SP:Iteration 27Q (6520.998141 sec): 3 clusters Score: Raw -1874464.142586 + Penalty 3147.995394 = -1871316.147192 nChanged 139 SP:Iteration 28Q (6521.066687 sec): 3 clusters Score: Raw -1874506.250547 + Penalty 3147.995394 = -1871358.255153 nChanged 135 SP:Iteration 29Q (6521.119860 sec): 3 clusters Score: Raw -1874545.593004 + Penalty 3147.995394 = -1871397.597610 nChanged 157 SP:Iteration 30Q (6521.190653 sec): 3 clusters Score: Raw -1874590.461199 + Penalty 3147.995394 = -1871442.465805 nChanged 165 SP:Iteration 31Q (6521.253227 sec): 3 clusters Score: Raw -1874637.871213 + Penalty 3147.995394 = -1871489.875819 nChanged 158 SP:Iteration 32Q (6521.317124 sec): 3 clusters Score: Raw -1874684.499682 + Penalty 3147.995394 = -1871536.504288 nChanged 139 SP:Iteration 33Q (6521.387701 sec): 3 clusters Score: Raw -1874724.931220 + Penalty 3147.995394 = -1871576.935826 nChanged 142 SP:Iteration 34Q (6521.457627 sec): 3 clusters Score: Raw -1874762.112250 + Penalty 3147.995394 = -1871614.116856 nChanged 129 SP:Iteration 35Q (6521.528117 sec): 3 clusters Score: Raw -1874791.149376 + Penalty 3147.995394 = -1871643.153982 nChanged 111 SP:Iteration 36Q (6521.608101 sec): 3 clusters Score: Raw -1874815.127952 + Penalty 3147.995394 = -1871667.132558 nChanged 106 SP:Iteration 37Q (6521.668664 sec): 3 clusters Score: Raw -1874839.942914 + Penalty 3147.995394 = -1871691.947520 nChanged 118 SP:Iteration 38Q (6521.738766 sec): 3 clusters Score: Raw -1874866.047813 + Penalty 3147.995394 = -1871718.052419 nChanged 108 SP:Iteration 39Q (6521.815490 sec): 3 clusters Score: Raw -1874888.195007 + Penalty 3147.995394 = -1871740.199613 nChanged 97 SP:Iteration 40F (6521.878086 sec): 3 clusters Score: Raw -1874907.396612 + Penalty 3147.995394 = -1871759.401218 nChanged 77 SP:Iteration 41Q (6521.948723 sec): 3 clusters Score: Raw -1874922.263256 + Penalty 3147.995394 = -1871774.267862 nChanged 80 SP:Iteration 42Q (6522.020583 sec): 3 clusters Score: Raw -1874937.057259 + Penalty 3147.995394 = -1871789.061865 nChanged 77 SP:Iteration 43Q (6522.084554 sec): 3 clusters Score: Raw -1874948.702553 + Penalty 3147.995394 = -1871800.707159 nChanged 54 SP:Iteration 44Q (6522.150842 sec): 3 clusters Score: Raw -1874957.125025 + Penalty 3147.995394 = -1871809.129631 nChanged 57 SP:Iteration 45Q (6522.213927 sec): 3 clusters Score: Raw -1874965.875447 + Penalty 3147.995394 = -1871817.880053 nChanged 50 SP:Iteration 46Q (6522.276777 sec): 3 clusters Score: Raw -1874972.066196 + Penalty 3147.995394 = -1871824.070802 nChanged 34 SP:Iteration 47Q (6522.353003 sec): 3 clusters Score: Raw -1874975.746261 + Penalty 3147.995394 = -1871827.750867 nChanged 28 SP:Iteration 48Q (6522.423201 sec): 3 clusters Score: Raw -1874978.445452 + Penalty 3147.995394 = -1871830.450058 nChanged 27 SP:Iteration 49Q (6522.495358 sec): 3 clusters Score: Raw -1874981.318058 + Penalty 3147.995394 = -1871833.322664 nChanged 42 SP:Iteration 50Q (6522.568309 sec): 3 clusters Score: Raw -1874986.761877 + Penalty 3147.995394 = -1871838.766483 nChanged 39 SP:Iteration 51Q (6522.640780 sec): 3 clusters Score: Raw -1874990.699735 + Penalty 3147.995394 = -1871842.704341 nChanged 41 SP:Iteration 52Q (6522.704485 sec): 3 clusters Score: Raw -1874995.862548 + Penalty 3147.995394 = -1871847.867154 nChanged 42 SP:Iteration 53Q (6522.768554 sec): 3 clusters Score: Raw -1875000.893971 + Penalty 3147.995394 = -1871852.898577 nChanged 42 SP:Iteration 54Q (6522.839874 sec): 3 clusters Score: Raw -1875006.261801 + Penalty 3147.995394 = -1871858.266407 nChanged 32 SP:Iteration 55Q (6522.904816 sec): 3 clusters Score: Raw -1875010.730650 + Penalty 3147.995394 = -1871862.735256 nChanged 39 SP:Iteration 56Q (6522.983229 sec): 3 clusters Score: Raw -1875014.909044 + Penalty 3147.995394 = -1871866.913650 nChanged 28 SP:Iteration 57Q (6523.058868 sec): 3 clusters Score: Raw -1875018.365002 + Penalty 3147.995394 = -1871870.369608 nChanged 36 SP:Iteration 58Q (6523.125645 sec): 3 clusters Score: Raw -1875023.065144 + Penalty 3147.995394 = -1871875.069750 nChanged 31 SP:Iteration 59Q (6523.182434 sec): 3 clusters Score: Raw -1875026.350777 + Penalty 3147.995394 = -1871878.355383 nChanged 31 SP:Iteration 60F (6523.255354 sec): 3 clusters Score: Raw -1875029.122507 + Penalty 3147.995394 = -1871881.127113 nChanged 26 SP:Iteration 61Q (6523.319264 sec): 3 clusters Score: Raw -1875031.638255 + Penalty 3147.995394 = -1871883.642861 nChanged 28 SP:Iteration 62Q (6523.390324 sec): 3 clusters Score: Raw -1875034.453739 + Penalty 3147.995394 = -1871886.458345 nChanged 33 SP:Iteration 63Q (6523.455077 sec): 3 clusters Score: Raw -1875038.279912 + Penalty 3147.995394 = -1871890.284518 nChanged 28 SP:Iteration 64Q (6523.525766 sec): 3 clusters Score: Raw -1875041.245542 + Penalty 3147.995394 = -1871893.250148 nChanged 25 SP:Iteration 65Q (6523.596022 sec): 3 clusters Score: Raw -1875043.533805 + Penalty 3147.995394 = -1871895.538411 nChanged 23 SP:Iteration 66Q (6523.666399 sec): 3 clusters Score: Raw -1875045.093155 + Penalty 3147.995394 = -1871897.097761 nChanged 15 SP:Iteration 67Q (6523.735582 sec): 3 clusters Score: Raw -1875046.372923 + Penalty 3147.995394 = -1871898.377529 nChanged 13 SP:Iteration 68Q (6523.799957 sec): 3 clusters Score: Raw -1875047.530192 + Penalty 3147.995394 = -1871899.534798 nChanged 14 SP:Iteration 69Q (6523.864483 sec): 3 clusters Score: Raw -1875048.674776 + Penalty 3147.995394 = -1871900.679382 nChanged 12 SP:Iteration 70Q (6523.929063 sec): 3 clusters Score: Raw -1875049.629798 + Penalty 3147.995394 = -1871901.634404 nChanged 10 SP:Iteration 71Q (6523.993605 sec): 3 clusters Score: Raw -1875050.452905 + Penalty 3147.995394 = -1871902.457511 nChanged 9 SP:Iteration 72Q (6524.057899 sec): 3 clusters Score: Raw -1875051.270386 + Penalty 3147.995394 = -1871903.274992 nChanged 10 SP:Iteration 73Q (6524.123001 sec): 3 clusters Score: Raw -1875052.553036 + Penalty 3147.995394 = -1871904.557642 nChanged 12 SP:Iteration 74Q (6524.183405 sec): 3 clusters Score: Raw -1875054.017448 + Penalty 3147.995394 = -1871906.022054 nChanged 15 SP:Iteration 75Q (6524.255153 sec): 3 clusters Score: Raw -1875057.097100 + Penalty 3147.995394 = -1871909.101706 nChanged 24 SP:Iteration 76Q (6524.325710 sec): 3 clusters Score: Raw -1875062.057936 + Penalty 3147.995394 = -1871914.062542 nChanged 31 SP:Iteration 77Q (6524.394351 sec): 3 clusters Score: Raw -1875068.280478 + Penalty 3147.995394 = -1871920.285084 nChanged 29 SP:Iteration 78Q (6524.458911 sec): 3 clusters Score: Raw -1875071.969249 + Penalty 3147.995394 = -1871923.973855 nChanged 20 SP:Iteration 79Q (6524.532349 sec): 3 clusters Score: Raw -1875074.583292 + Penalty 3147.995394 = -1871926.587898 nChanged 16 SP:Iteration 80F (6524.613348 sec): 3 clusters Score: Raw -1875076.423955 + Penalty 3147.995394 = -1871928.428561 nChanged 10 SP:Iteration 81Q (6524.678852 sec): 3 clusters Score: Raw -1875077.245198 + Penalty 3147.995394 = -1871929.249804 nChanged 7 SP:Iteration 82Q (6524.754781 sec): 3 clusters Score: Raw -1875078.165610 + Penalty 3147.995394 = -1871930.170216 nChanged 9 SP:Iteration 83Q (6524.828669 sec): 3 clusters Score: Raw -1875079.573499 + Penalty 3147.995394 = -1871931.578105 nChanged 15 SP:Iteration 84Q (6524.891932 sec): 3 clusters Score: Raw -1875080.964993 + Penalty 3147.995394 = -1871932.969599 nChanged 13 SP:Iteration 85Q (6524.962165 sec): 3 clusters Score: Raw -1875082.358360 + Penalty 3147.995394 = -1871934.362966 nChanged 14 SP:Iteration 86Q (6525.020587 sec): 3 clusters Score: Raw -1875083.580972 + Penalty 3147.995394 = -1871935.585578 nChanged 12 SP:Iteration 87Q (6525.087092 sec): 3 clusters Score: Raw -1875084.287651 + Penalty 3147.995394 = -1871936.292257 nChanged 6 SP:Iteration 88Q (6525.154891 sec): 3 clusters Score: Raw -1875084.562209 + Penalty 3147.995394 = -1871936.566815 nChanged 6 SP:Iteration 89Q (6525.234794 sec): 3 clusters Score: Raw -1875084.906918 + Penalty 3147.995394 = -1871936.911524 nChanged 4 SP:Iteration 90Q (6525.301152 sec): 3 clusters Score: Raw -1875085.233736 + Penalty 3147.995394 = -1871937.238342 nChanged 3 SP:Iteration 91Q (6525.370713 sec): 3 clusters Score: Raw -1875085.508319 + Penalty 3147.995394 = -1871937.512925 nChanged 3 SP:Iteration 92Q (6525.441794 sec): 3 clusters Score: Raw -1875085.693664 + Penalty 3147.995394 = -1871937.698270 nChanged 2 SP:Iteration 93Q (6525.505635 sec): 3 clusters Score: Raw -1875085.829096 + Penalty 3147.995394 = -1871937.833702 nChanged 0 SP:Iteration 94F (6525.571739 sec): 3 clusters Score: Raw -1875085.829096 + Penalty 3147.995394 = -1871937.833702 nChanged 0 Score: Raw -154682629.819612 + Penalty 100619.152011 = -154582010.667601 Splitting cluster 15 changes total score from -154570477.299815 to -154582010.667601 So it's getting split into cluster 44. Trying to split cluster 16 (15016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6559.428433 sec): 2 clusters Score: Raw -1724161.747408 + Penalty 1562.741631 = -1722599.005776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6559.500928 sec): 3 clusters Score: Raw -1715342.072154 + Penalty 3125.483263 = -1712216.588891 nChanged 6625 SP:Iteration 1F (6559.564628 sec): 3 clusters Score: Raw -1719393.345951 + Penalty 3125.483263 = -1716267.862688 nChanged 1192 SP:Iteration 2F (6559.633570 sec): 3 clusters Score: Raw -1720155.098330 + Penalty 3125.483263 = -1717029.615067 nChanged 1107 SP:Iteration 3F (6559.709311 sec): 3 clusters Score: Raw -1720906.442361 + Penalty 3125.483263 = -1717780.959098 nChanged 981 SP:Iteration 4F (6559.780286 sec): 3 clusters Score: Raw -1721533.582197 + Penalty 3125.483263 = -1718408.098934 nChanged 844 SP:Iteration 5F (6559.848118 sec): 3 clusters Score: Raw -1722025.506383 + Penalty 3125.483263 = -1718900.023120 nChanged 679 SP:Iteration 6Q (6559.913672 sec): 3 clusters Score: Raw -1722369.859182 + Penalty 3125.483263 = -1719244.375919 nChanged 552 SP:Iteration 7Q (6559.980006 sec): 3 clusters Score: Raw -1722674.283659 + Penalty 3125.483263 = -1719548.800396 nChanged 484 SP:Iteration 8Q (6560.046488 sec): 3 clusters Score: Raw -1722924.334647 + Penalty 3125.483263 = -1719798.851384 nChanged 395 SP:Iteration 9Q (6560.112933 sec): 3 clusters Score: Raw -1723114.686829 + Penalty 3125.483263 = -1719989.203567 nChanged 327 SP:Iteration 10Q (6560.179437 sec): 3 clusters Score: Raw -1723253.846223 + Penalty 3125.483263 = -1720128.362960 nChanged 291 SP:Iteration 11Q (6560.246370 sec): 3 clusters Score: Raw -1723376.681107 + Penalty 3125.483263 = -1720251.197844 nChanged 307 SP:Iteration 12Q (6560.313201 sec): 3 clusters Score: Raw -1723523.211430 + Penalty 3125.483263 = -1720397.728168 nChanged 292 SP:Iteration 13Q (6560.379926 sec): 3 clusters Score: Raw -1723655.980102 + Penalty 3125.483263 = -1720530.496840 nChanged 280 SP:Iteration 14Q (6560.446382 sec): 3 clusters Score: Raw -1723775.270742 + Penalty 3125.483263 = -1720649.787479 nChanged 257 SP:Iteration 15Q (6560.518426 sec): 3 clusters Score: Raw -1723891.854438 + Penalty 3125.483263 = -1720766.371175 nChanged 271 SP:Iteration 16Q (6560.588918 sec): 3 clusters Score: Raw -1724015.137399 + Penalty 3125.483263 = -1720889.654136 nChanged 264 SP:Iteration 17Q (6560.659499 sec): 3 clusters Score: Raw -1724139.575952 + Penalty 3125.483263 = -1721014.092689 nChanged 257 SP:Iteration 18Q (6560.729917 sec): 3 clusters Score: Raw -1724263.343322 + Penalty 3125.483263 = -1721137.860059 nChanged 265 SP:Iteration 19Q (6560.796299 sec): 3 clusters Score: Raw -1724398.127690 + Penalty 3125.483263 = -1721272.644427 nChanged 262 SP:Iteration 20F (6560.868971 sec): 3 clusters Score: Raw -1724513.277562 + Penalty 3125.483263 = -1721387.794300 nChanged 245 SP:Iteration 21Q (6560.929437 sec): 3 clusters Score: Raw -1724632.456001 + Penalty 3125.483263 = -1721506.972738 nChanged 230 SP:Iteration 22Q (6560.995541 sec): 3 clusters Score: Raw -1724739.887046 + Penalty 3125.483263 = -1721614.403783 nChanged 211 SP:Iteration 23Q (6561.062169 sec): 3 clusters Score: Raw -1724845.964988 + Penalty 3125.483263 = -1721720.481726 nChanged 202 SP:Iteration 24Q (6561.132190 sec): 3 clusters Score: Raw -1724938.492251 + Penalty 3125.483263 = -1721813.008988 nChanged 175 SP:Iteration 25Q (6561.195214 sec): 3 clusters Score: Raw -1725024.592018 + Penalty 3125.483263 = -1721899.108755 nChanged 169 SP:Iteration 26Q (6561.263341 sec): 3 clusters Score: Raw -1725101.970878 + Penalty 3125.483263 = -1721976.487615 nChanged 141 SP:Iteration 27Q (6561.335133 sec): 3 clusters Score: Raw -1725163.503742 + Penalty 3125.483263 = -1722038.020479 nChanged 130 SP:Iteration 28Q (6561.403073 sec): 3 clusters Score: Raw -1725227.835482 + Penalty 3125.483263 = -1722102.352219 nChanged 130 SP:Iteration 29Q (6561.482398 sec): 3 clusters Score: Raw -1725285.756814 + Penalty 3125.483263 = -1722160.273551 nChanged 114 SP:Iteration 30Q (6561.553374 sec): 3 clusters Score: Raw -1725338.088157 + Penalty 3125.483263 = -1722212.604894 nChanged 93 SP:Iteration 31Q (6561.614594 sec): 3 clusters Score: Raw -1725377.450611 + Penalty 3125.483263 = -1722251.967348 nChanged 84 SP:Iteration 32Q (6561.684256 sec): 3 clusters Score: Raw -1725423.814903 + Penalty 3125.483263 = -1722298.331640 nChanged 84 SP:Iteration 33Q (6561.747541 sec): 3 clusters Score: Raw -1725470.693205 + Penalty 3125.483263 = -1722345.209942 nChanged 90 SP:Iteration 34Q (6561.812109 sec): 3 clusters Score: Raw -1725506.460116 + Penalty 3125.483263 = -1722380.976853 nChanged 64 SP:Iteration 35Q (6561.880338 sec): 3 clusters Score: Raw -1725532.152636 + Penalty 3125.483263 = -1722406.669374 nChanged 58 SP:Iteration 36Q (6561.936478 sec): 3 clusters Score: Raw -1725552.678035 + Penalty 3125.483263 = -1722427.194772 nChanged 47 SP:Iteration 37Q (6562.011999 sec): 3 clusters Score: Raw -1725568.203382 + Penalty 3125.483263 = -1722442.720119 nChanged 44 SP:Iteration 38Q (6562.080492 sec): 3 clusters Score: Raw -1725587.406005 + Penalty 3125.483263 = -1722461.922742 nChanged 51 SP:Iteration 39Q (6562.130586 sec): 3 clusters Score: Raw -1725610.960918 + Penalty 3125.483263 = -1722485.477655 nChanged 53 SP:Iteration 40F (6562.201997 sec): 3 clusters Score: Raw -1725640.093655 + Penalty 3125.483263 = -1722514.610392 nChanged 53 SP:Iteration 41Q (6562.263479 sec): 3 clusters Score: Raw -1725666.276271 + Penalty 3125.483263 = -1722540.793008 nChanged 60 SP:Iteration 42Q (6562.326239 sec): 3 clusters Score: Raw -1725704.549750 + Penalty 3125.483263 = -1722579.066487 nChanged 73 SP:Iteration 43Q (6562.395039 sec): 3 clusters Score: Raw -1725748.301534 + Penalty 3125.483263 = -1722622.818271 nChanged 69 SP:Iteration 44Q (6562.455166 sec): 3 clusters Score: Raw -1725779.206579 + Penalty 3125.483263 = -1722653.723316 nChanged 40 SP:Iteration 45Q (6562.519821 sec): 3 clusters Score: Raw -1725799.189152 + Penalty 3125.483263 = -1722673.705889 nChanged 45 SP:Iteration 46Q (6562.585977 sec): 3 clusters Score: Raw -1725818.719700 + Penalty 3125.483263 = -1722693.236437 nChanged 51 SP:Iteration 47Q (6562.652551 sec): 3 clusters Score: Raw -1725838.995916 + Penalty 3125.483263 = -1722713.512653 nChanged 39 SP:Iteration 48Q (6562.729880 sec): 3 clusters Score: Raw -1725853.758109 + Penalty 3125.483263 = -1722728.274847 nChanged 29 SP:Iteration 49Q (6562.777722 sec): 3 clusters Score: Raw -1725863.596621 + Penalty 3125.483263 = -1722738.113358 nChanged 29 SP:Iteration 50Q (6562.854514 sec): 3 clusters Score: Raw -1725874.137970 + Penalty 3125.483263 = -1722748.654707 nChanged 26 SP:Iteration 51Q (6562.902564 sec): 3 clusters Score: Raw -1725880.946196 + Penalty 3125.483263 = -1722755.462933 nChanged 14 SP:Iteration 52Q (6562.969020 sec): 3 clusters Score: Raw -1725885.594584 + Penalty 3125.483263 = -1722760.111321 nChanged 12 SP:Iteration 53Q (6563.036565 sec): 3 clusters Score: Raw -1725889.688728 + Penalty 3125.483263 = -1722764.205465 nChanged 9 SP:Iteration 54Q (6563.103090 sec): 3 clusters Score: Raw -1725891.467739 + Penalty 3125.483263 = -1722765.984476 nChanged 10 SP:Iteration 55Q (6563.169314 sec): 3 clusters Score: Raw -1725894.183688 + Penalty 3125.483263 = -1722768.700425 nChanged 10 SP:Iteration 56Q (6563.228855 sec): 3 clusters Score: Raw -1725896.957672 + Penalty 3125.483263 = -1722771.474409 nChanged 10 SP:Iteration 57Q (6563.294304 sec): 3 clusters Score: Raw -1725898.998016 + Penalty 3125.483263 = -1722773.514753 nChanged 7 SP:Iteration 58Q (6563.357834 sec): 3 clusters Score: Raw -1725900.946096 + Penalty 3125.483263 = -1722775.462833 nChanged 7 SP:Iteration 59Q (6563.421250 sec): 3 clusters Score: Raw -1725902.439781 + Penalty 3125.483263 = -1722776.956518 nChanged 7 SP:Iteration 60F (6563.494842 sec): 3 clusters Score: Raw -1725903.970486 + Penalty 3125.483263 = -1722778.487223 nChanged 4 SP:Iteration 61Q (6563.554599 sec): 3 clusters Score: Raw -1725905.251956 + Penalty 3125.483263 = -1722779.768693 nChanged 6 SP:Iteration 62Q (6563.620447 sec): 3 clusters Score: Raw -1725906.453467 + Penalty 3125.483263 = -1722780.970204 nChanged 1 SP:Iteration 63Q (6563.690650 sec): 3 clusters Score: Raw -1725906.609590 + Penalty 3125.483263 = -1722781.126327 nChanged 0 SP:Iteration 64F (6563.767946 sec): 3 clusters Score: Raw -1725906.609590 + Penalty 3125.483263 = -1722781.126327 nChanged 0 Score: Raw -154684374.681794 + Penalty 102905.950920 = -154581468.730873 Splitting cluster 16 changes total score from -154570477.299815 to -154581468.730873 So it's getting split into cluster 45. Trying to split cluster 17 (51056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6601.441009 sec): 2 clusters Score: Raw -6326225.206322 + Penalty 1761.610232 = -6324463.596091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6601.572567 sec): 3 clusters Score: Raw -6293751.111643 + Penalty 3523.220463 = -6290227.891179 nChanged 24116 SP:Iteration 1F (6601.700964 sec): 3 clusters Score: Raw -6307840.698339 + Penalty 3523.220463 = -6304317.477876 nChanged 2411 SP:Iteration 2Q (6601.839481 sec): 3 clusters Score: Raw -6308880.745774 + Penalty 3523.220463 = -6305357.525311 nChanged 2923 SP:Iteration 3F (6601.962298 sec): 3 clusters Score: Raw -6310406.155890 + Penalty 3523.220463 = -6306882.935427 nChanged 3355 SP:Iteration 4F (6602.095864 sec): 3 clusters Score: Raw -6312403.448727 + Penalty 3523.220463 = -6308880.228264 nChanged 3553 SP:Iteration 5F (6602.222267 sec): 3 clusters Score: Raw -6314649.267194 + Penalty 3523.220463 = -6311126.046731 nChanged 3490 SP:Iteration 6F (6602.349285 sec): 3 clusters Score: Raw -6316734.404821 + Penalty 3523.220463 = -6313211.184357 nChanged 2786 SP:Iteration 7F (6602.478447 sec): 3 clusters Score: Raw -6318212.409040 + Penalty 3523.220463 = -6314689.188577 nChanged 2201 SP:Iteration 8Q (6602.599925 sec): 3 clusters Score: Raw -6319342.097455 + Penalty 3523.220463 = -6315818.876992 nChanged 1837 SP:Iteration 9Q (6602.738971 sec): 3 clusters Score: Raw -6320313.154557 + Penalty 3523.220463 = -6316789.934094 nChanged 1509 SP:Iteration 10Q (6602.871799 sec): 3 clusters Score: Raw -6321162.892096 + Penalty 3523.220463 = -6317639.671633 nChanged 1314 SP:Iteration 11Q (6602.999276 sec): 3 clusters Score: Raw -6321980.533580 + Penalty 3523.220463 = -6318457.313116 nChanged 1183 SP:Iteration 12Q (6603.130531 sec): 3 clusters Score: Raw -6322864.644064 + Penalty 3523.220463 = -6319341.423601 nChanged 1060 SP:Iteration 13Q (6603.257114 sec): 3 clusters Score: Raw -6323805.678783 + Penalty 3523.220463 = -6320282.458319 nChanged 927 SP:Iteration 14Q (6603.379640 sec): 3 clusters Score: Raw -6324535.791811 + Penalty 3523.220463 = -6321012.571347 nChanged 719 SP:Iteration 15Q (6603.497026 sec): 3 clusters Score: Raw -6324975.833129 + Penalty 3523.220463 = -6321452.612666 nChanged 560 SP:Iteration 16Q (6603.615018 sec): 3 clusters Score: Raw -6325255.330621 + Penalty 3523.220463 = -6321732.110158 nChanged 471 SP:Iteration 17Q (6603.732014 sec): 3 clusters Score: Raw -6325460.472715 + Penalty 3523.220463 = -6321937.252251 nChanged 394 SP:Iteration 18Q (6603.849704 sec): 3 clusters Score: Raw -6325614.182009 + Penalty 3523.220463 = -6322090.961545 nChanged 364 SP:Iteration 19Q (6603.955643 sec): 3 clusters Score: Raw -6325752.613048 + Penalty 3523.220463 = -6322229.392585 nChanged 325 SP:Iteration 20F (6604.082412 sec): 3 clusters Score: Raw -6325879.959540 + Penalty 3523.220463 = -6322356.739077 nChanged 304 SP:Iteration 21Q (6604.195599 sec): 3 clusters Score: Raw -6325986.165719 + Penalty 3523.220463 = -6322462.945256 nChanged 252 SP:Iteration 22Q (6604.320557 sec): 3 clusters Score: Raw -6326071.327317 + Penalty 3523.220463 = -6322548.106854 nChanged 223 SP:Iteration 23Q (6604.427371 sec): 3 clusters Score: Raw -6326142.441960 + Penalty 3523.220463 = -6322619.221496 nChanged 190 SP:Iteration 24Q (6604.543892 sec): 3 clusters Score: Raw -6326200.117405 + Penalty 3523.220463 = -6322676.896942 nChanged 162 SP:Iteration 25Q (6604.660875 sec): 3 clusters Score: Raw -6326242.729255 + Penalty 3523.220463 = -6322719.508792 nChanged 127 SP:Iteration 26Q (6604.774719 sec): 3 clusters Score: Raw -6326278.883714 + Penalty 3523.220463 = -6322755.663251 nChanged 116 SP:Iteration 27Q (6604.883479 sec): 3 clusters Score: Raw -6326311.463571 + Penalty 3523.220463 = -6322788.243108 nChanged 97 SP:Iteration 28Q (6604.993759 sec): 3 clusters Score: Raw -6326335.903852 + Penalty 3523.220463 = -6322812.683389 nChanged 86 SP:Iteration 29Q (6605.105345 sec): 3 clusters Score: Raw -6326357.886797 + Penalty 3523.220463 = -6322834.666334 nChanged 81 SP:Iteration 30Q (6605.208951 sec): 3 clusters Score: Raw -6326377.410716 + Penalty 3523.220463 = -6322854.190253 nChanged 69 SP:Iteration 31Q (6605.319549 sec): 3 clusters Score: Raw -6326397.277039 + Penalty 3523.220463 = -6322874.056576 nChanged 68 SP:Iteration 32Q (6605.432443 sec): 3 clusters Score: Raw -6326415.690459 + Penalty 3523.220463 = -6322892.469996 nChanged 68 SP:Iteration 33Q (6605.543736 sec): 3 clusters Score: Raw -6326432.921087 + Penalty 3523.220463 = -6322909.700624 nChanged 62 SP:Iteration 34Q (6605.635209 sec): 3 clusters Score: Raw -6326448.356375 + Penalty 3523.220463 = -6322925.135912 nChanged 56 SP:Iteration 35Q (6605.747840 sec): 3 clusters Score: Raw -6326463.836337 + Penalty 3523.220463 = -6322940.615873 nChanged 62 SP:Iteration 36Q (6605.863699 sec): 3 clusters Score: Raw -6326485.267684 + Penalty 3523.220463 = -6322962.047221 nChanged 63 SP:Iteration 37Q (6605.985519 sec): 3 clusters Score: Raw -6326503.583719 + Penalty 3523.220463 = -6322980.363256 nChanged 47 SP:Iteration 38Q (6606.096172 sec): 3 clusters Score: Raw -6326516.125427 + Penalty 3523.220463 = -6322992.904964 nChanged 46 SP:Iteration 39Q (6606.206548 sec): 3 clusters Score: Raw -6326526.991042 + Penalty 3523.220463 = -6323003.770578 nChanged 42 SP:Iteration 40F (6606.330171 sec): 3 clusters Score: Raw -6326537.698422 + Penalty 3523.220463 = -6323014.477958 nChanged 39 SP:Iteration 41Q (6606.440364 sec): 3 clusters Score: Raw -6326547.929727 + Penalty 3523.220463 = -6323024.709264 nChanged 35 SP:Iteration 42Q (6606.539189 sec): 3 clusters Score: Raw -6326558.356681 + Penalty 3523.220463 = -6323035.136218 nChanged 39 SP:Iteration 43Q (6606.648759 sec): 3 clusters Score: Raw -6326572.433107 + Penalty 3523.220463 = -6323049.212644 nChanged 48 SP:Iteration 44Q (6606.758696 sec): 3 clusters Score: Raw -6326587.011104 + Penalty 3523.220463 = -6323063.790641 nChanged 42 SP:Iteration 45Q (6606.868917 sec): 3 clusters Score: Raw -6326599.748699 + Penalty 3523.220463 = -6323076.528236 nChanged 38 SP:Iteration 46Q (6606.980762 sec): 3 clusters Score: Raw -6326613.537516 + Penalty 3523.220463 = -6323090.317053 nChanged 48 SP:Iteration 47Q (6607.080395 sec): 3 clusters Score: Raw -6326626.438562 + Penalty 3523.220463 = -6323103.218099 nChanged 27 SP:Iteration 48Q (6607.186667 sec): 3 clusters Score: Raw -6326634.191143 + Penalty 3523.220463 = -6323110.970680 nChanged 25 SP:Iteration 49Q (6607.313077 sec): 3 clusters Score: Raw -6326641.924121 + Penalty 3523.220463 = -6323118.703657 nChanged 22 SP:Iteration 50Q (6607.425048 sec): 3 clusters Score: Raw -6326647.795989 + Penalty 3523.220463 = -6323124.575526 nChanged 22 SP:Iteration 51Q (6607.540897 sec): 3 clusters Score: Raw -6326652.988738 + Penalty 3523.220463 = -6323129.768275 nChanged 17 SP:Iteration 52Q (6607.653916 sec): 3 clusters Score: Raw -6326656.533124 + Penalty 3523.220463 = -6323133.312661 nChanged 8 SP:Iteration 53Q (6607.762929 sec): 3 clusters Score: Raw -6326659.126344 + Penalty 3523.220463 = -6323135.905881 nChanged 7 SP:Iteration 54Q (6607.867276 sec): 3 clusters Score: Raw -6326661.508189 + Penalty 3523.220463 = -6323138.287726 nChanged 12 SP:Iteration 55Q (6607.976627 sec): 3 clusters Score: Raw -6326664.077565 + Penalty 3523.220463 = -6323140.857102 nChanged 9 SP:Iteration 56Q (6608.087553 sec): 3 clusters Score: Raw -6326665.906466 + Penalty 3523.220463 = -6323142.686003 nChanged 7 SP:Iteration 57Q (6608.193559 sec): 3 clusters Score: Raw -6326667.121017 + Penalty 3523.220463 = -6323143.900554 nChanged 7 SP:Iteration 58Q (6608.303306 sec): 3 clusters Score: Raw -6326668.191044 + Penalty 3523.220463 = -6323144.970581 nChanged 6 SP:Iteration 59Q (6608.412797 sec): 3 clusters Score: Raw -6326669.194696 + Penalty 3523.220463 = -6323145.974233 nChanged 6 SP:Iteration 60F (6608.537453 sec): 3 clusters Score: Raw -6326670.554345 + Penalty 3523.220463 = -6323147.333882 nChanged 8 SP:Iteration 61Q (6608.642619 sec): 3 clusters Score: Raw -6326672.460278 + Penalty 3523.220463 = -6323149.239815 nChanged 4 SP:Iteration 62Q (6608.750056 sec): 3 clusters Score: Raw -6326673.498657 + Penalty 3523.220463 = -6323150.278194 nChanged 8 SP:Iteration 63Q (6608.867742 sec): 3 clusters Score: Raw -6326675.273290 + Penalty 3523.220463 = -6323152.052826 nChanged 7 SP:Iteration 64Q (6608.984646 sec): 3 clusters Score: Raw -6326676.794207 + Penalty 3523.220463 = -6323153.573743 nChanged 7 SP:Iteration 65Q (6609.097122 sec): 3 clusters Score: Raw -6326678.049599 + Penalty 3523.220463 = -6323154.829136 nChanged 4 SP:Iteration 66Q (6609.209899 sec): 3 clusters Score: Raw -6326679.051335 + Penalty 3523.220463 = -6323155.830871 nChanged 5 SP:Iteration 67Q (6609.328132 sec): 3 clusters Score: Raw -6326680.558799 + Penalty 3523.220463 = -6323157.338336 nChanged 6 SP:Iteration 68Q (6609.428237 sec): 3 clusters Score: Raw -6326681.807652 + Penalty 3523.220463 = -6323158.587189 nChanged 5 SP:Iteration 69Q (6609.537286 sec): 3 clusters Score: Raw -6326683.198665 + Penalty 3523.220463 = -6323159.978201 nChanged 4 SP:Iteration 70Q (6609.644984 sec): 3 clusters Score: Raw -6326684.167193 + Penalty 3523.220463 = -6323160.946730 nChanged 5 SP:Iteration 71Q (6609.747302 sec): 3 clusters Score: Raw -6326685.162047 + Penalty 3523.220463 = -6323161.941584 nChanged 4 SP:Iteration 72Q (6609.856225 sec): 3 clusters Score: Raw -6326686.126681 + Penalty 3523.220463 = -6323162.906218 nChanged 8 SP:Iteration 73Q (6609.953202 sec): 3 clusters Score: Raw -6326688.587155 + Penalty 3523.220463 = -6323165.366692 nChanged 8 SP:Iteration 74Q (6610.062330 sec): 3 clusters Score: Raw -6326691.114553 + Penalty 3523.220463 = -6323167.894090 nChanged 7 SP:Iteration 75Q (6610.167153 sec): 3 clusters Score: Raw -6326693.170392 + Penalty 3523.220463 = -6323169.949929 nChanged 4 SP:Iteration 76Q (6610.274453 sec): 3 clusters Score: Raw -6326694.161974 + Penalty 3523.220463 = -6323170.941511 nChanged 4 SP:Iteration 77Q (6610.373938 sec): 3 clusters Score: Raw -6326695.218155 + Penalty 3523.220463 = -6323171.997692 nChanged 2 SP:Iteration 78Q (6610.502097 sec): 3 clusters Score: Raw -6326695.502171 + Penalty 3523.220463 = -6323172.281707 nChanged 1 SP:Iteration 79Q (6610.609720 sec): 3 clusters Score: Raw -6326695.762966 + Penalty 3523.220463 = -6323172.542503 nChanged 1 SP:Iteration 80F (6610.746199 sec): 3 clusters Score: Raw -6326695.838160 + Penalty 3523.220463 = -6323172.617697 nChanged 0 Trying to split cluster 18 (229336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6611.035668 sec): 2 clusters Score: Raw -28397430.176024 + Penalty 2005.728312 = -28395424.447712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6611.427326 sec): 3 clusters Score: Raw -28245347.001969 + Penalty 4011.456623 = -28241335.545346 nChanged 111101 SP:Iteration 1F (6611.801362 sec): 3 clusters Score: Raw -28312183.596657 + Penalty 4011.456623 = -28308172.140033 nChanged 8632 SP:Iteration 2Q (6612.248526 sec): 3 clusters Score: Raw -28315099.845090 + Penalty 4011.456623 = -28311088.388466 nChanged 11125 SP:Iteration 3Q (6612.660137 sec): 3 clusters Score: Raw -28320018.514786 + Penalty 4011.456623 = -28316007.058163 nChanged 14371 SP:Iteration 4F (6613.045812 sec): 3 clusters Score: Raw -28328202.910298 + Penalty 4011.456623 = -28324191.453675 nChanged 17272 SP:Iteration 5F (6613.420150 sec): 3 clusters Score: Raw -28340000.525035 + Penalty 4011.456623 = -28335989.068412 nChanged 18402 SP:Iteration 6F (6613.814584 sec): 3 clusters Score: Raw -28354067.524606 + Penalty 4011.456623 = -28350056.067982 nChanged 16481 SP:Iteration 7F (6614.201816 sec): 3 clusters Score: Raw -28367560.015447 + Penalty 4011.456623 = -28363548.558824 nChanged 13171 SP:Iteration 8F (6614.599308 sec): 3 clusters Score: Raw -28378691.522984 + Penalty 4011.456623 = -28374680.066361 nChanged 9454 SP:Iteration 9Q (6615.012101 sec): 3 clusters Score: Raw -28386893.416485 + Penalty 4011.456623 = -28382881.959862 nChanged 6127 SP:Iteration 10Q (6615.385996 sec): 3 clusters Score: Raw -28392215.340194 + Penalty 4011.456623 = -28388203.883570 nChanged 3441 SP:Iteration 11Q (6615.734770 sec): 3 clusters Score: Raw -28395121.477413 + Penalty 4011.456623 = -28391110.020789 nChanged 1633 SP:Iteration 12Q (6616.117763 sec): 3 clusters Score: Raw -28396425.666111 + Penalty 4011.456623 = -28392414.209488 nChanged 781 SP:Iteration 13Q (6616.483076 sec): 3 clusters Score: Raw -28397004.553457 + Penalty 4011.456623 = -28392993.096834 nChanged 400 SP:Iteration 14Q (6616.839310 sec): 3 clusters Score: Raw -28397281.780832 + Penalty 4011.456623 = -28393270.324208 nChanged 233 SP:Iteration 15Q (6617.177974 sec): 3 clusters Score: Raw -28397437.588352 + Penalty 4011.456623 = -28393426.131729 nChanged 133 SP:Iteration 16Q (6617.529952 sec): 3 clusters Score: Raw -28397528.572743 + Penalty 4011.456623 = -28393517.116120 nChanged 92 SP:Iteration 17Q (6617.880732 sec): 3 clusters Score: Raw -28397595.497884 + Penalty 4011.456623 = -28393584.041261 nChanged 73 SP:Iteration 18Q (6618.232928 sec): 3 clusters Score: Raw -28397645.680586 + Penalty 4011.456623 = -28393634.223963 nChanged 42 SP:Iteration 19Q (6618.574020 sec): 3 clusters Score: Raw -28397678.348209 + Penalty 4011.456623 = -28393666.891586 nChanged 33 SP:Iteration 20F (6618.960764 sec): 3 clusters Score: Raw -28397701.862681 + Penalty 4011.456623 = -28393690.406058 nChanged 27 SP:Iteration 21Q (6619.271143 sec): 3 clusters Score: Raw -28397723.316854 + Penalty 4011.456623 = -28393711.860231 nChanged 21 SP:Iteration 22Q (6619.584891 sec): 3 clusters Score: Raw -28397734.965503 + Penalty 4011.456623 = -28393723.508880 nChanged 12 SP:Iteration 23Q (6619.916626 sec): 3 clusters Score: Raw -28397742.756305 + Penalty 4011.456623 = -28393731.299682 nChanged 11 SP:Iteration 24Q (6620.232443 sec): 3 clusters Score: Raw -28397750.475879 + Penalty 4011.456623 = -28393739.019256 nChanged 10 SP:Iteration 25Q (6620.532324 sec): 3 clusters Score: Raw -28397757.649423 + Penalty 4011.456623 = -28393746.192799 nChanged 8 SP:Iteration 26Q (6620.846184 sec): 3 clusters Score: Raw -28397762.349456 + Penalty 4011.456623 = -28393750.892833 nChanged 11 SP:Iteration 27Q (6621.185666 sec): 3 clusters Score: Raw -28397769.854783 + Penalty 4011.456623 = -28393758.398159 nChanged 8 SP:Iteration 28Q (6621.502766 sec): 3 clusters Score: Raw -28397773.209748 + Penalty 4011.456623 = -28393761.753125 nChanged 3 SP:Iteration 29Q (6621.814003 sec): 3 clusters Score: Raw -28397774.051470 + Penalty 4011.456623 = -28393762.594847 nChanged 3 SP:Iteration 30Q (6622.123474 sec): 3 clusters Score: Raw -28397775.907112 + Penalty 4011.456623 = -28393764.450488 nChanged 3 SP:Iteration 31Q (6622.466110 sec): 3 clusters Score: Raw -28397777.579884 + Penalty 4011.456623 = -28393766.123261 nChanged 6 SP:Iteration 32Q (6622.769593 sec): 3 clusters Score: Raw -28397782.482991 + Penalty 4011.456623 = -28393771.026368 nChanged 8 SP:Iteration 33Q (6623.082816 sec): 3 clusters Score: Raw -28397785.497890 + Penalty 4011.456623 = -28393774.041266 nChanged 2 SP:Iteration 34Q (6623.384802 sec): 3 clusters Score: Raw -28397786.515496 + Penalty 4011.456623 = -28393775.058873 nChanged 0 SP:Iteration 35F (6623.803193 sec): 3 clusters Score: Raw -28397786.515496 + Penalty 4011.456623 = -28393775.058873 nChanged 0 Trying to split cluster 19 (43706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6623.894211 sec): 2 clusters Score: Raw -5157741.922334 + Penalty 1736.351609 = -5156005.570725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6624.012417 sec): 3 clusters Score: Raw -5130380.790688 + Penalty 3472.703218 = -5126908.087470 nChanged 20293 SP:Iteration 1F (6624.124558 sec): 3 clusters Score: Raw -5142301.511153 + Penalty 3472.703218 = -5138828.807935 nChanged 2275 SP:Iteration 2F (6624.226980 sec): 3 clusters Score: Raw -5143221.120107 + Penalty 3472.703218 = -5139748.416888 nChanged 2334 SP:Iteration 3F (6624.340517 sec): 3 clusters Score: Raw -5144223.350649 + Penalty 3472.703218 = -5140750.647431 nChanged 2357 SP:Iteration 4F (6624.442573 sec): 3 clusters Score: Raw -5145353.980620 + Penalty 3472.703218 = -5141881.277402 nChanged 2481 SP:Iteration 5F (6624.556094 sec): 3 clusters Score: Raw -5146854.190754 + Penalty 3472.703218 = -5143381.487536 nChanged 2827 SP:Iteration 6F (6624.657969 sec): 3 clusters Score: Raw -5148741.361624 + Penalty 3472.703218 = -5145268.658406 nChanged 2898 SP:Iteration 7F (6624.760174 sec): 3 clusters Score: Raw -5150779.230982 + Penalty 3472.703218 = -5147306.527764 nChanged 2704 SP:Iteration 8F (6624.874121 sec): 3 clusters Score: Raw -5152601.149661 + Penalty 3472.703218 = -5149128.446443 nChanged 2337 SP:Iteration 9F (6624.986308 sec): 3 clusters Score: Raw -5154102.916805 + Penalty 3472.703218 = -5150630.213587 nChanged 1937 SP:Iteration 10Q (6625.091546 sec): 3 clusters Score: Raw -5155340.816634 + Penalty 3472.703218 = -5151868.113416 nChanged 1612 SP:Iteration 11Q (6625.216689 sec): 3 clusters Score: Raw -5156361.351158 + Penalty 3472.703218 = -5152888.647940 nChanged 1257 SP:Iteration 12Q (6625.340171 sec): 3 clusters Score: Raw -5157135.490546 + Penalty 3472.703218 = -5153662.787328 nChanged 964 SP:Iteration 13Q (6625.448763 sec): 3 clusters Score: Raw -5157661.137783 + Penalty 3472.703218 = -5154188.434565 nChanged 708 SP:Iteration 14Q (6625.573747 sec): 3 clusters Score: Raw -5158069.000919 + Penalty 3472.703218 = -5154596.297701 nChanged 529 SP:Iteration 15Q (6625.685519 sec): 3 clusters Score: Raw -5158383.839643 + Penalty 3472.703218 = -5154911.136425 nChanged 384 SP:Iteration 16Q (6625.792586 sec): 3 clusters Score: Raw -5158575.364491 + Penalty 3472.703218 = -5155102.661272 nChanged 260 SP:Iteration 17Q (6625.888800 sec): 3 clusters Score: Raw -5158710.426219 + Penalty 3472.703218 = -5155237.723000 nChanged 214 SP:Iteration 18Q (6625.996332 sec): 3 clusters Score: Raw -5158814.105077 + Penalty 3472.703218 = -5155341.401858 nChanged 151 SP:Iteration 19Q (6626.102936 sec): 3 clusters Score: Raw -5158871.102697 + Penalty 3472.703218 = -5155398.399479 nChanged 97 SP:Iteration 20F (6626.208312 sec): 3 clusters Score: Raw -5158904.364615 + Penalty 3472.703218 = -5155431.661396 nChanged 86 SP:Iteration 21Q (6626.306866 sec): 3 clusters Score: Raw -5158938.295330 + Penalty 3472.703218 = -5155465.592112 nChanged 72 SP:Iteration 22Q (6626.400370 sec): 3 clusters Score: Raw -5158961.934944 + Penalty 3472.703218 = -5155489.231726 nChanged 65 SP:Iteration 23Q (6626.505594 sec): 3 clusters Score: Raw -5158979.236941 + Penalty 3472.703218 = -5155506.533723 nChanged 52 SP:Iteration 24Q (6626.613229 sec): 3 clusters Score: Raw -5158999.337981 + Penalty 3472.703218 = -5155526.634762 nChanged 60 SP:Iteration 25Q (6626.701664 sec): 3 clusters Score: Raw -5159026.454792 + Penalty 3472.703218 = -5155553.751574 nChanged 69 SP:Iteration 26Q (6626.806110 sec): 3 clusters Score: Raw -5159058.469256 + Penalty 3472.703218 = -5155585.766037 nChanged 66 SP:Iteration 27Q (6626.913376 sec): 3 clusters Score: Raw -5159092.612245 + Penalty 3472.703218 = -5155619.909026 nChanged 70 SP:Iteration 28Q (6627.034293 sec): 3 clusters Score: Raw -5159120.125252 + Penalty 3472.703218 = -5155647.422033 nChanged 63 SP:Iteration 29Q (6627.139785 sec): 3 clusters Score: Raw -5159140.900000 + Penalty 3472.703218 = -5155668.196782 nChanged 52 SP:Iteration 30Q (6627.244255 sec): 3 clusters Score: Raw -5159161.261410 + Penalty 3472.703218 = -5155688.558192 nChanged 53 SP:Iteration 31Q (6627.349791 sec): 3 clusters Score: Raw -5159176.364030 + Penalty 3472.703218 = -5155703.660812 nChanged 50 SP:Iteration 32Q (6627.448025 sec): 3 clusters Score: Raw -5159189.100060 + Penalty 3472.703218 = -5155716.396842 nChanged 45 SP:Iteration 33Q (6627.544208 sec): 3 clusters Score: Raw -5159199.727724 + Penalty 3472.703218 = -5155727.024506 nChanged 45 SP:Iteration 34Q (6627.645532 sec): 3 clusters Score: Raw -5159210.939846 + Penalty 3472.703218 = -5155738.236628 nChanged 38 SP:Iteration 35Q (6627.746749 sec): 3 clusters Score: Raw -5159220.651328 + Penalty 3472.703218 = -5155747.948110 nChanged 33 SP:Iteration 36Q (6627.846669 sec): 3 clusters Score: Raw -5159228.441998 + Penalty 3472.703218 = -5155755.738780 nChanged 44 SP:Iteration 37Q (6627.945409 sec): 3 clusters Score: Raw -5159238.022765 + Penalty 3472.703218 = -5155765.319547 nChanged 33 SP:Iteration 38Q (6628.047486 sec): 3 clusters Score: Raw -5159243.810154 + Penalty 3472.703218 = -5155771.106936 nChanged 28 SP:Iteration 39Q (6628.150274 sec): 3 clusters Score: Raw -5159249.358452 + Penalty 3472.703218 = -5155776.655234 nChanged 29 SP:Iteration 40F (6628.264090 sec): 3 clusters Score: Raw -5159255.323699 + Penalty 3472.703218 = -5155782.620481 nChanged 24 SP:Iteration 41Q (6628.357913 sec): 3 clusters Score: Raw -5159259.284375 + Penalty 3472.703218 = -5155786.581157 nChanged 24 SP:Iteration 42Q (6628.464948 sec): 3 clusters Score: Raw -5159262.870739 + Penalty 3472.703218 = -5155790.167521 nChanged 15 SP:Iteration 43Q (6628.558083 sec): 3 clusters Score: Raw -5159265.155915 + Penalty 3472.703218 = -5155792.452697 nChanged 22 SP:Iteration 44Q (6628.676598 sec): 3 clusters Score: Raw -5159268.915525 + Penalty 3472.703218 = -5155796.212307 nChanged 10 SP:Iteration 45Q (6628.786652 sec): 3 clusters Score: Raw -5159270.178334 + Penalty 3472.703218 = -5155797.475116 nChanged 8 SP:Iteration 46Q (6628.889133 sec): 3 clusters Score: Raw -5159271.297494 + Penalty 3472.703218 = -5155798.594276 nChanged 8 SP:Iteration 47Q (6629.001871 sec): 3 clusters Score: Raw -5159272.292040 + Penalty 3472.703218 = -5155799.588822 nChanged 8 SP:Iteration 48Q (6629.111189 sec): 3 clusters Score: Raw -5159273.128189 + Penalty 3472.703218 = -5155800.424971 nChanged 8 SP:Iteration 49Q (6629.200805 sec): 3 clusters Score: Raw -5159275.048115 + Penalty 3472.703218 = -5155802.344897 nChanged 8 SP:Iteration 50Q (6629.295024 sec): 3 clusters Score: Raw -5159276.030502 + Penalty 3472.703218 = -5155803.327284 nChanged 8 SP:Iteration 51Q (6629.392469 sec): 3 clusters Score: Raw -5159277.182823 + Penalty 3472.703218 = -5155804.479604 nChanged 9 SP:Iteration 52Q (6629.489702 sec): 3 clusters Score: Raw -5159278.502557 + Penalty 3472.703218 = -5155805.799339 nChanged 6 SP:Iteration 53Q (6629.582720 sec): 3 clusters Score: Raw -5159278.978376 + Penalty 3472.703218 = -5155806.275157 nChanged 2 SP:Iteration 54Q (6629.679520 sec): 3 clusters Score: Raw -5159279.086450 + Penalty 3472.703218 = -5155806.383232 nChanged 0 SP:Iteration 55F (6629.788482 sec): 3 clusters Score: Raw -5159279.086450 + Penalty 3472.703218 = -5155806.383232 nChanged 0 Trying to split cluster 20 (10023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6629.816851 sec): 2 clusters Score: Raw -1235535.625787 + Penalty 1497.053631 = -1234038.572155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6629.878037 sec): 3 clusters Score: Raw -1229928.182508 + Penalty 2994.107263 = -1226934.075246 nChanged 4363 SP:Iteration 1F (6629.937653 sec): 3 clusters Score: Raw -1232733.978042 + Penalty 2994.107263 = -1229739.870780 nChanged 920 SP:Iteration 2F (6630.002621 sec): 3 clusters Score: Raw -1233702.707368 + Penalty 2994.107263 = -1230708.600106 nChanged 965 SP:Iteration 3F (6630.067618 sec): 3 clusters Score: Raw -1234970.567282 + Penalty 2994.107263 = -1231976.460019 nChanged 1012 SP:Iteration 4F (6630.131489 sec): 3 clusters Score: Raw -1236509.015994 + Penalty 2994.107263 = -1233514.908731 nChanged 872 SP:Iteration 5F (6630.198123 sec): 3 clusters Score: Raw -1238027.082551 + Penalty 2994.107263 = -1235032.975288 nChanged 620 SP:Iteration 6F (6630.263599 sec): 3 clusters Score: Raw -1239030.324008 + Penalty 2994.107263 = -1236036.216745 nChanged 353 SP:Iteration 7Q (6630.326754 sec): 3 clusters Score: Raw -1239441.621216 + Penalty 2994.107263 = -1236447.513954 nChanged 182 SP:Iteration 8Q (6630.394389 sec): 3 clusters Score: Raw -1239569.345124 + Penalty 2994.107263 = -1236575.237862 nChanged 96 SP:Iteration 9Q (6630.447239 sec): 3 clusters Score: Raw -1239620.268196 + Penalty 2994.107263 = -1236626.160933 nChanged 72 SP:Iteration 10Q (6630.504577 sec): 3 clusters Score: Raw -1239651.777356 + Penalty 2994.107263 = -1236657.670094 nChanged 56 SP:Iteration 11Q (6630.567429 sec): 3 clusters Score: Raw -1239673.945457 + Penalty 2994.107263 = -1236679.838194 nChanged 52 SP:Iteration 12Q (6630.626822 sec): 3 clusters Score: Raw -1239692.381526 + Penalty 2994.107263 = -1236698.274264 nChanged 42 SP:Iteration 13Q (6630.687385 sec): 3 clusters Score: Raw -1239707.379542 + Penalty 2994.107263 = -1236713.272279 nChanged 35 SP:Iteration 14Q (6630.759490 sec): 3 clusters Score: Raw -1239718.572119 + Penalty 2994.107263 = -1236724.464857 nChanged 30 SP:Iteration 15Q (6630.810617 sec): 3 clusters Score: Raw -1239726.477590 + Penalty 2994.107263 = -1236732.370328 nChanged 23 SP:Iteration 16Q (6630.873386 sec): 3 clusters Score: Raw -1239731.350738 + Penalty 2994.107263 = -1236737.243475 nChanged 21 SP:Iteration 17Q (6630.932965 sec): 3 clusters Score: Raw -1239735.231432 + Penalty 2994.107263 = -1236741.124169 nChanged 17 SP:Iteration 18Q (6631.001619 sec): 3 clusters Score: Raw -1239738.495289 + Penalty 2994.107263 = -1236744.388026 nChanged 27 SP:Iteration 19Q (6631.054856 sec): 3 clusters Score: Raw -1239745.471508 + Penalty 2994.107263 = -1236751.364245 nChanged 29 SP:Iteration 20F (6631.114101 sec): 3 clusters Score: Raw -1239753.087733 + Penalty 2994.107263 = -1236758.980471 nChanged 24 SP:Iteration 21Q (6631.180053 sec): 3 clusters Score: Raw -1239757.848070 + Penalty 2994.107263 = -1236763.740808 nChanged 11 SP:Iteration 22Q (6631.241389 sec): 3 clusters Score: Raw -1239759.620840 + Penalty 2994.107263 = -1236765.513578 nChanged 8 SP:Iteration 23Q (6631.301658 sec): 3 clusters Score: Raw -1239760.858723 + Penalty 2994.107263 = -1236766.751461 nChanged 5 SP:Iteration 24Q (6631.363908 sec): 3 clusters Score: Raw -1239761.488734 + Penalty 2994.107263 = -1236767.381471 nChanged 5 SP:Iteration 25Q (6631.426504 sec): 3 clusters Score: Raw -1239762.103520 + Penalty 2994.107263 = -1236767.996257 nChanged 5 SP:Iteration 26Q (6631.488755 sec): 3 clusters Score: Raw -1239762.678569 + Penalty 2994.107263 = -1236768.571306 nChanged 2 SP:Iteration 27Q (6631.546030 sec): 3 clusters Score: Raw -1239762.942532 + Penalty 2994.107263 = -1236768.835269 nChanged 3 SP:Iteration 28Q (6631.604891 sec): 3 clusters Score: Raw -1239763.266775 + Penalty 2994.107263 = -1236769.159512 nChanged 1 SP:Iteration 29Q (6631.667297 sec): 3 clusters Score: Raw -1239763.622038 + Penalty 2994.107263 = -1236769.514776 nChanged 2 SP:Iteration 30Q (6631.729650 sec): 3 clusters Score: Raw -1239763.890281 + Penalty 2994.107263 = -1236769.783019 nChanged 4 SP:Iteration 31Q (6631.789229 sec): 3 clusters Score: Raw -1239764.481940 + Penalty 2994.107263 = -1236770.374678 nChanged 1 SP:Iteration 32Q (6631.859558 sec): 3 clusters Score: Raw -1239764.530943 + Penalty 2994.107263 = -1236770.423681 nChanged 1 SP:Iteration 33Q (6631.902580 sec): 3 clusters Score: Raw -1239764.673233 + Penalty 2994.107263 = -1236770.565970 nChanged 1 SP:Iteration 34Q (6631.961346 sec): 3 clusters Score: Raw -1239764.753959 + Penalty 2994.107263 = -1236770.646696 nChanged 1 SP:Iteration 35Q (6632.023699 sec): 3 clusters Score: Raw -1239764.805604 + Penalty 2994.107263 = -1236770.698342 nChanged 0 SP:Iteration 36F (6632.100252 sec): 3 clusters Score: Raw -1239764.805604 + Penalty 2994.107263 = -1236770.698342 nChanged 0 Score: Raw -154688603.861611 + Penalty 105192.749830 = -154583411.111781 Splitting cluster 20 changes total score from -154570477.299815 to -154583411.111781 So it's getting split into cluster 46. Trying to split cluster 21 (27469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6670.541980 sec): 2 clusters Score: Raw -3244121.258949 + Penalty 1660.882173 = -3242460.376776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6670.626687 sec): 3 clusters Score: Raw -3227269.981314 + Penalty 3321.764347 = -3223948.216967 nChanged 12619 SP:Iteration 1F (6670.716697 sec): 3 clusters Score: Raw -3234588.657079 + Penalty 3321.764347 = -3231266.892732 nChanged 1501 SP:Iteration 2F (6670.794680 sec): 3 clusters Score: Raw -3235214.759427 + Penalty 3321.764347 = -3231892.995080 nChanged 1549 SP:Iteration 3F (6670.879965 sec): 3 clusters Score: Raw -3235945.599678 + Penalty 3321.764347 = -3232623.835332 nChanged 1607 SP:Iteration 4F (6670.970703 sec): 3 clusters Score: Raw -3236873.899186 + Penalty 3321.764347 = -3233552.134839 nChanged 1788 SP:Iteration 5F (6671.065116 sec): 3 clusters Score: Raw -3238056.069490 + Penalty 3321.764347 = -3234734.305143 nChanged 1768 SP:Iteration 6F (6671.147281 sec): 3 clusters Score: Raw -3239365.096906 + Penalty 3321.764347 = -3236043.332559 nChanged 1612 SP:Iteration 7F (6671.244729 sec): 3 clusters Score: Raw -3240644.359840 + Penalty 3321.764347 = -3237322.595493 nChanged 1381 SP:Iteration 8F (6671.333879 sec): 3 clusters Score: Raw -3241811.669831 + Penalty 3321.764347 = -3238489.905484 nChanged 1056 SP:Iteration 9Q (6671.426027 sec): 3 clusters Score: Raw -3242735.699637 + Penalty 3321.764347 = -3239413.935290 nChanged 707 SP:Iteration 10Q (6671.514280 sec): 3 clusters Score: Raw -3243344.169369 + Penalty 3321.764347 = -3240022.405023 nChanged 507 SP:Iteration 11Q (6671.606738 sec): 3 clusters Score: Raw -3243787.885830 + Penalty 3321.764347 = -3240466.121483 nChanged 354 SP:Iteration 12Q (6671.696413 sec): 3 clusters Score: Raw -3244036.468452 + Penalty 3321.764347 = -3240714.704105 nChanged 217 SP:Iteration 13Q (6671.759274 sec): 3 clusters Score: Raw -3244188.797810 + Penalty 3321.764347 = -3240867.033463 nChanged 179 SP:Iteration 14Q (6671.849753 sec): 3 clusters Score: Raw -3244314.482638 + Penalty 3321.764347 = -3240992.718291 nChanged 147 SP:Iteration 15Q (6671.923547 sec): 3 clusters Score: Raw -3244403.725388 + Penalty 3321.764347 = -3241081.961041 nChanged 115 SP:Iteration 16Q (6672.005961 sec): 3 clusters Score: Raw -3244465.916574 + Penalty 3321.764347 = -3241144.152227 nChanged 92 SP:Iteration 17Q (6672.085182 sec): 3 clusters Score: Raw -3244509.798296 + Penalty 3321.764347 = -3241188.033949 nChanged 79 SP:Iteration 18Q (6672.167353 sec): 3 clusters Score: Raw -3244547.046103 + Penalty 3321.764347 = -3241225.281756 nChanged 68 SP:Iteration 19Q (6672.249581 sec): 3 clusters Score: Raw -3244576.100232 + Penalty 3321.764347 = -3241254.335886 nChanged 71 SP:Iteration 20F (6672.339944 sec): 3 clusters Score: Raw -3244605.007154 + Penalty 3321.764347 = -3241283.242807 nChanged 50 SP:Iteration 21Q (6672.419577 sec): 3 clusters Score: Raw -3244624.169642 + Penalty 3321.764347 = -3241302.405295 nChanged 38 SP:Iteration 22Q (6672.486841 sec): 3 clusters Score: Raw -3244636.865578 + Penalty 3321.764347 = -3241315.101231 nChanged 33 SP:Iteration 23Q (6672.562871 sec): 3 clusters Score: Raw -3244649.364601 + Penalty 3321.764347 = -3241327.600254 nChanged 36 SP:Iteration 24Q (6672.643537 sec): 3 clusters Score: Raw -3244660.965483 + Penalty 3321.764347 = -3241339.201136 nChanged 30 SP:Iteration 25Q (6672.714648 sec): 3 clusters Score: Raw -3244668.344210 + Penalty 3321.764347 = -3241346.579863 nChanged 27 SP:Iteration 26Q (6672.800512 sec): 3 clusters Score: Raw -3244674.906926 + Penalty 3321.764347 = -3241353.142579 nChanged 17 SP:Iteration 27Q (6672.882377 sec): 3 clusters Score: Raw -3244679.593170 + Penalty 3321.764347 = -3241357.828823 nChanged 17 SP:Iteration 28Q (6672.962857 sec): 3 clusters Score: Raw -3244683.109062 + Penalty 3321.764347 = -3241361.344715 nChanged 9 SP:Iteration 29Q (6673.049649 sec): 3 clusters Score: Raw -3244685.312410 + Penalty 3321.764347 = -3241363.548063 nChanged 8 SP:Iteration 30Q (6673.119475 sec): 3 clusters Score: Raw -3244688.116215 + Penalty 3321.764347 = -3241366.351868 nChanged 9 SP:Iteration 31Q (6673.200236 sec): 3 clusters Score: Raw -3244690.132006 + Penalty 3321.764347 = -3241368.367659 nChanged 9 SP:Iteration 32Q (6673.294524 sec): 3 clusters Score: Raw -3244692.184399 + Penalty 3321.764347 = -3241370.420052 nChanged 7 SP:Iteration 33Q (6673.371292 sec): 3 clusters Score: Raw -3244693.847044 + Penalty 3321.764347 = -3241372.082697 nChanged 5 SP:Iteration 34Q (6673.459055 sec): 3 clusters Score: Raw -3244695.209053 + Penalty 3321.764347 = -3241373.444706 nChanged 4 SP:Iteration 35Q (6673.549954 sec): 3 clusters Score: Raw -3244696.520077 + Penalty 3321.764347 = -3241374.755730 nChanged 4 SP:Iteration 36Q (6673.632254 sec): 3 clusters Score: Raw -3244697.233371 + Penalty 3321.764347 = -3241375.469024 nChanged 1 SP:Iteration 37Q (6673.706580 sec): 3 clusters Score: Raw -3244697.562582 + Penalty 3321.764347 = -3241375.798235 nChanged 1 SP:Iteration 38Q (6673.791242 sec): 3 clusters Score: Raw -3244697.880408 + Penalty 3321.764347 = -3241376.116061 nChanged 2 SP:Iteration 39Q (6673.870549 sec): 3 clusters Score: Raw -3244698.175221 + Penalty 3321.764347 = -3241376.410874 nChanged 2 SP:Iteration 40F (6673.955249 sec): 3 clusters Score: Raw -3244698.549925 + Penalty 3321.764347 = -3241376.785578 nChanged 2 SP:Iteration 41Q (6674.036115 sec): 3 clusters Score: Raw -3244698.833711 + Penalty 3321.764347 = -3241377.069364 nChanged 1 SP:Iteration 42Q (6674.120536 sec): 3 clusters Score: Raw -3244698.945356 + Penalty 3321.764347 = -3241377.181009 nChanged 0 SP:Iteration 43F (6674.208899 sec): 3 clusters Score: Raw -3244698.945356 + Penalty 3321.764347 = -3241377.181009 nChanged 0 Trying to split cluster 22 (4452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6674.238125 sec): 2 clusters Score: Raw -500697.387792 + Penalty 1365.180166 = -499332.207626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6674.292760 sec): 3 clusters Score: Raw -498445.008051 + Penalty 2730.360332 = -495714.647720 nChanged 1839 SP:Iteration 1F (6674.347263 sec): 3 clusters Score: Raw -499563.099663 + Penalty 2730.360332 = -496832.739331 nChanged 399 SP:Iteration 2F (6674.402696 sec): 3 clusters Score: Raw -499826.538534 + Penalty 2730.360332 = -497096.178202 nChanged 266 SP:Iteration 3F (6674.453520 sec): 3 clusters Score: Raw -499993.658182 + Penalty 2730.360332 = -497263.297850 nChanged 228 SP:Iteration 4F (6674.507385 sec): 3 clusters Score: Raw -500148.593961 + Penalty 2730.360332 = -497418.233629 nChanged 196 SP:Iteration 5Q (6674.562457 sec): 3 clusters Score: Raw -500281.010645 + Penalty 2730.360332 = -497550.650314 nChanged 175 SP:Iteration 6Q (6674.613178 sec): 3 clusters Score: Raw -500380.027118 + Penalty 2730.360332 = -497649.666787 nChanged 149 SP:Iteration 7Q (6674.667942 sec): 3 clusters Score: Raw -500449.774909 + Penalty 2730.360332 = -497719.414577 nChanged 141 SP:Iteration 8Q (6674.723628 sec): 3 clusters Score: Raw -500531.996194 + Penalty 2730.360332 = -497801.635863 nChanged 140 SP:Iteration 9Q (6674.774223 sec): 3 clusters Score: Raw -500610.550299 + Penalty 2730.360332 = -497880.189968 nChanged 140 SP:Iteration 10Q (6674.827651 sec): 3 clusters Score: Raw -500679.490295 + Penalty 2730.360332 = -497949.129963 nChanged 115 SP:Iteration 11Q (6674.895295 sec): 3 clusters Score: Raw -500731.228788 + Penalty 2730.360332 = -498000.868457 nChanged 84 SP:Iteration 12Q (6674.940937 sec): 3 clusters Score: Raw -500767.380228 + Penalty 2730.360332 = -498037.019896 nChanged 85 SP:Iteration 13Q (6675.009152 sec): 3 clusters Score: Raw -500804.348321 + Penalty 2730.360332 = -498073.987989 nChanged 78 SP:Iteration 14Q (6675.053278 sec): 3 clusters Score: Raw -500838.661300 + Penalty 2730.360332 = -498108.300969 nChanged 73 SP:Iteration 15Q (6675.108682 sec): 3 clusters Score: Raw -500865.297937 + Penalty 2730.360332 = -498134.937605 nChanged 58 SP:Iteration 16Q (6675.164190 sec): 3 clusters Score: Raw -500886.744055 + Penalty 2730.360332 = -498156.383724 nChanged 55 SP:Iteration 17Q (6675.219557 sec): 3 clusters Score: Raw -500910.844563 + Penalty 2730.360332 = -498180.484231 nChanged 51 SP:Iteration 18Q (6675.275172 sec): 3 clusters Score: Raw -500929.374130 + Penalty 2730.360332 = -498199.013799 nChanged 43 SP:Iteration 19Q (6675.330127 sec): 3 clusters Score: Raw -500944.929335 + Penalty 2730.360332 = -498214.569004 nChanged 34 SP:Iteration 20F (6675.395371 sec): 3 clusters Score: Raw -500957.379961 + Penalty 2730.360332 = -498227.019630 nChanged 34 SP:Iteration 21Q (6675.439930 sec): 3 clusters Score: Raw -500967.957508 + Penalty 2730.360332 = -498237.597177 nChanged 35 SP:Iteration 22Q (6675.493692 sec): 3 clusters Score: Raw -500983.162597 + Penalty 2730.360332 = -498252.802265 nChanged 48 SP:Iteration 23Q (6675.542814 sec): 3 clusters Score: Raw -501003.948595 + Penalty 2730.360332 = -498273.588263 nChanged 39 SP:Iteration 24Q (6675.596166 sec): 3 clusters Score: Raw -501020.864319 + Penalty 2730.360332 = -498290.503987 nChanged 33 SP:Iteration 25Q (6675.640809 sec): 3 clusters Score: Raw -501034.105826 + Penalty 2730.360332 = -498303.745494 nChanged 31 SP:Iteration 26Q (6675.697080 sec): 3 clusters Score: Raw -501044.611857 + Penalty 2730.360332 = -498314.251525 nChanged 35 SP:Iteration 27Q (6675.759415 sec): 3 clusters Score: Raw -501055.357102 + Penalty 2730.360332 = -498324.996771 nChanged 30 SP:Iteration 28Q (6675.792947 sec): 3 clusters Score: Raw -501068.057091 + Penalty 2730.360332 = -498337.696759 nChanged 26 SP:Iteration 29Q (6675.839633 sec): 3 clusters Score: Raw -501080.158845 + Penalty 2730.360332 = -498349.798514 nChanged 26 SP:Iteration 30Q (6675.895935 sec): 3 clusters Score: Raw -501090.803780 + Penalty 2730.360332 = -498360.443449 nChanged 22 SP:Iteration 31Q (6675.945792 sec): 3 clusters Score: Raw -501098.457693 + Penalty 2730.360332 = -498368.097361 nChanged 21 SP:Iteration 32Q (6675.998485 sec): 3 clusters Score: Raw -501104.923322 + Penalty 2730.360332 = -498374.562991 nChanged 14 SP:Iteration 33Q (6676.054344 sec): 3 clusters Score: Raw -501109.525255 + Penalty 2730.360332 = -498379.164924 nChanged 16 SP:Iteration 34Q (6676.103788 sec): 3 clusters Score: Raw -501114.652876 + Penalty 2730.360332 = -498384.292544 nChanged 18 SP:Iteration 35Q (6676.160296 sec): 3 clusters Score: Raw -501120.973130 + Penalty 2730.360332 = -498390.612799 nChanged 23 SP:Iteration 36Q (6676.228111 sec): 3 clusters Score: Raw -501130.537452 + Penalty 2730.360332 = -498400.177120 nChanged 35 SP:Iteration 37Q (6676.275916 sec): 3 clusters Score: Raw -501146.215904 + Penalty 2730.360332 = -498415.855573 nChanged 30 SP:Iteration 38Q (6676.332331 sec): 3 clusters Score: Raw -501162.578138 + Penalty 2730.360332 = -498432.217806 nChanged 28 SP:Iteration 39Q (6676.386523 sec): 3 clusters Score: Raw -501176.196441 + Penalty 2730.360332 = -498445.836110 nChanged 27 SP:Iteration 40F (6676.441291 sec): 3 clusters Score: Raw -501199.794477 + Penalty 2730.360332 = -498469.434146 nChanged 29 SP:Iteration 41Q (6676.496237 sec): 3 clusters Score: Raw -501233.957649 + Penalty 2730.360332 = -498503.597318 nChanged 38 SP:Iteration 42Q (6676.551385 sec): 3 clusters Score: Raw -501289.785382 + Penalty 2730.360332 = -498559.425050 nChanged 56 SP:Iteration 43Q (6676.603986 sec): 3 clusters Score: Raw -501359.171607 + Penalty 2730.360332 = -498628.811275 nChanged 70 SP:Iteration 44Q (6676.672062 sec): 3 clusters Score: Raw -501421.021038 + Penalty 2730.360332 = -498690.660707 nChanged 51 SP:Iteration 45Q (6676.705045 sec): 3 clusters Score: Raw -501457.671175 + Penalty 2730.360332 = -498727.310843 nChanged 36 SP:Iteration 46Q (6676.760147 sec): 3 clusters Score: Raw -501475.931998 + Penalty 2730.360332 = -498745.571667 nChanged 18 SP:Iteration 47Q (6676.815760 sec): 3 clusters Score: Raw -501484.127851 + Penalty 2730.360332 = -498753.767520 nChanged 21 SP:Iteration 48Q (6676.869366 sec): 3 clusters Score: Raw -501493.381602 + Penalty 2730.360332 = -498763.021271 nChanged 20 SP:Iteration 49Q (6676.924257 sec): 3 clusters Score: Raw -501501.157131 + Penalty 2730.360332 = -498770.796799 nChanged 15 SP:Iteration 50Q (6676.979117 sec): 3 clusters Score: Raw -501507.429920 + Penalty 2730.360332 = -498777.069589 nChanged 13 SP:Iteration 51Q (6677.045631 sec): 3 clusters Score: Raw -501514.497679 + Penalty 2730.360332 = -498784.137348 nChanged 12 SP:Iteration 52Q (6677.082553 sec): 3 clusters Score: Raw -501520.178960 + Penalty 2730.360332 = -498789.818628 nChanged 8 SP:Iteration 53Q (6677.137916 sec): 3 clusters Score: Raw -501522.818016 + Penalty 2730.360332 = -498792.457684 nChanged 6 SP:Iteration 54Q (6677.191367 sec): 3 clusters Score: Raw -501524.674146 + Penalty 2730.360332 = -498794.313814 nChanged 6 SP:Iteration 55Q (6677.246207 sec): 3 clusters Score: Raw -501526.447593 + Penalty 2730.360332 = -498796.087262 nChanged 2 SP:Iteration 56Q (6677.312316 sec): 3 clusters Score: Raw -501527.219857 + Penalty 2730.360332 = -498796.859526 nChanged 8 SP:Iteration 57Q (6677.359573 sec): 3 clusters Score: Raw -501530.287301 + Penalty 2730.360332 = -498799.926970 nChanged 8 SP:Iteration 58Q (6677.396912 sec): 3 clusters Score: Raw -501532.763312 + Penalty 2730.360332 = -498802.402980 nChanged 5 SP:Iteration 59Q (6677.451784 sec): 3 clusters Score: Raw -501535.102793 + Penalty 2730.360332 = -498804.742462 nChanged 5 SP:Iteration 60F (6677.506145 sec): 3 clusters Score: Raw -501539.366027 + Penalty 2730.360332 = -498809.005696 nChanged 9 SP:Iteration 61Q (6677.560921 sec): 3 clusters Score: Raw -501543.180698 + Penalty 2730.360332 = -498812.820366 nChanged 7 SP:Iteration 62Q (6677.614896 sec): 3 clusters Score: Raw -501545.533242 + Penalty 2730.360332 = -498815.172910 nChanged 10 SP:Iteration 63Q (6677.680872 sec): 3 clusters Score: Raw -501551.129399 + Penalty 2730.360332 = -498820.769068 nChanged 11 SP:Iteration 64Q (6677.724879 sec): 3 clusters Score: Raw -501556.584860 + Penalty 2730.360332 = -498826.224528 nChanged 9 SP:Iteration 65Q (6677.780445 sec): 3 clusters Score: Raw -501560.655023 + Penalty 2730.360332 = -498830.294692 nChanged 5 SP:Iteration 66Q (6677.838533 sec): 3 clusters Score: Raw -501562.338146 + Penalty 2730.360332 = -498831.977815 nChanged 3 SP:Iteration 67Q (6677.875073 sec): 3 clusters Score: Raw -501563.357835 + Penalty 2730.360332 = -498832.997503 nChanged 4 SP:Iteration 68Q (6677.930631 sec): 3 clusters Score: Raw -501564.948886 + Penalty 2730.360332 = -498834.588554 nChanged 5 SP:Iteration 69Q (6677.982450 sec): 3 clusters Score: Raw -501566.485259 + Penalty 2730.360332 = -498836.124927 nChanged 3 SP:Iteration 70Q (6678.029054 sec): 3 clusters Score: Raw -501567.363203 + Penalty 2730.360332 = -498837.002872 nChanged 3 SP:Iteration 71Q (6678.083377 sec): 3 clusters Score: Raw -501568.661426 + Penalty 2730.360332 = -498838.301095 nChanged 2 SP:Iteration 72Q (6678.138611 sec): 3 clusters Score: Raw -501569.645495 + Penalty 2730.360332 = -498839.285163 nChanged 3 SP:Iteration 73Q (6678.194217 sec): 3 clusters Score: Raw -501570.887190 + Penalty 2730.360332 = -498840.526858 nChanged 2 SP:Iteration 74Q (6678.249297 sec): 3 clusters Score: Raw -501571.648722 + Penalty 2730.360332 = -498841.288390 nChanged 3 SP:Iteration 75Q (6678.305925 sec): 3 clusters Score: Raw -501572.856764 + Penalty 2730.360332 = -498842.496433 nChanged 2 SP:Iteration 76Q (6678.360519 sec): 3 clusters Score: Raw -501573.478985 + Penalty 2730.360332 = -498843.118653 nChanged 0 SP:Iteration 77F (6678.405102 sec): 3 clusters Score: Raw -501573.478985 + Penalty 2730.360332 = -498843.118653 nChanged 0 Trying to split cluster 23 (25369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6678.463613 sec): 2 clusters Score: Raw -3125002.591495 + Penalty 1647.958526 = -3123354.632969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6678.566318 sec): 3 clusters Score: Raw -3109353.468968 + Penalty 3295.917051 = -3106057.551916 nChanged 11724 SP:Iteration 1F (6678.657609 sec): 3 clusters Score: Raw -3116001.104129 + Penalty 3295.917051 = -3112705.187077 nChanged 1285 SP:Iteration 2F (6678.748761 sec): 3 clusters Score: Raw -3116467.926030 + Penalty 3295.917051 = -3113172.008979 nChanged 1232 SP:Iteration 3Q (6678.841661 sec): 3 clusters Score: Raw -3116974.887042 + Penalty 3295.917051 = -3113678.969990 nChanged 1298 SP:Iteration 4F (6678.926635 sec): 3 clusters Score: Raw -3117598.692353 + Penalty 3295.917051 = -3114302.775301 nChanged 1398 SP:Iteration 5F (6679.011448 sec): 3 clusters Score: Raw -3118443.534701 + Penalty 3295.917051 = -3115147.617650 nChanged 1513 SP:Iteration 6F (6679.099427 sec): 3 clusters Score: Raw -3119499.887988 + Penalty 3295.917051 = -3116203.970937 nChanged 1455 SP:Iteration 7F (6679.196238 sec): 3 clusters Score: Raw -3120620.588115 + Penalty 3295.917051 = -3117324.671063 nChanged 1355 SP:Iteration 8F (6679.281003 sec): 3 clusters Score: Raw -3121679.856419 + Penalty 3295.917051 = -3118383.939367 nChanged 1119 SP:Iteration 9Q (6679.369970 sec): 3 clusters Score: Raw -3122523.445972 + Penalty 3295.917051 = -3119227.528921 nChanged 900 SP:Iteration 10Q (6679.440313 sec): 3 clusters Score: Raw -3123203.155084 + Penalty 3295.917051 = -3119907.238033 nChanged 682 SP:Iteration 11Q (6679.527175 sec): 3 clusters Score: Raw -3123676.391901 + Penalty 3295.917051 = -3120380.474850 nChanged 562 SP:Iteration 12Q (6679.612907 sec): 3 clusters Score: Raw -3124059.487909 + Penalty 3295.917051 = -3120763.570858 nChanged 437 SP:Iteration 13Q (6679.684517 sec): 3 clusters Score: Raw -3124367.232368 + Penalty 3295.917051 = -3121071.315317 nChanged 354 SP:Iteration 14Q (6679.768760 sec): 3 clusters Score: Raw -3124599.454875 + Penalty 3295.917051 = -3121303.537823 nChanged 274 SP:Iteration 15Q (6679.851959 sec): 3 clusters Score: Raw -3124783.374918 + Penalty 3295.917051 = -3121487.457867 nChanged 223 SP:Iteration 16Q (6679.928083 sec): 3 clusters Score: Raw -3124940.487995 + Penalty 3295.917051 = -3121644.570943 nChanged 171 SP:Iteration 17Q (6680.010827 sec): 3 clusters Score: Raw -3125058.136500 + Penalty 3295.917051 = -3121762.219449 nChanged 132 SP:Iteration 18Q (6680.081740 sec): 3 clusters Score: Raw -3125137.611720 + Penalty 3295.917051 = -3121841.694669 nChanged 89 SP:Iteration 19Q (6680.163826 sec): 3 clusters Score: Raw -3125185.322587 + Penalty 3295.917051 = -3121889.405535 nChanged 55 SP:Iteration 20F (6680.249123 sec): 3 clusters Score: Raw -3125216.351447 + Penalty 3295.917051 = -3121920.434395 nChanged 56 SP:Iteration 21Q (6680.323364 sec): 3 clusters Score: Raw -3125248.709562 + Penalty 3295.917051 = -3121952.792511 nChanged 38 SP:Iteration 22Q (6680.396626 sec): 3 clusters Score: Raw -3125266.854871 + Penalty 3295.917051 = -3121970.937820 nChanged 27 SP:Iteration 23Q (6680.479506 sec): 3 clusters Score: Raw -3125281.188434 + Penalty 3295.917051 = -3121985.271382 nChanged 16 SP:Iteration 24Q (6680.552959 sec): 3 clusters Score: Raw -3125287.984695 + Penalty 3295.917051 = -3121992.067643 nChanged 6 SP:Iteration 25Q (6680.628650 sec): 3 clusters Score: Raw -3125290.243237 + Penalty 3295.917051 = -3121994.326185 nChanged 2 SP:Iteration 26Q (6680.717210 sec): 3 clusters Score: Raw -3125290.875003 + Penalty 3295.917051 = -3121994.957952 nChanged 7 SP:Iteration 27Q (6680.801449 sec): 3 clusters Score: Raw -3125293.143776 + Penalty 3295.917051 = -3121997.226725 nChanged 10 SP:Iteration 28Q (6680.882209 sec): 3 clusters Score: Raw -3125296.760884 + Penalty 3295.917051 = -3122000.843833 nChanged 5 SP:Iteration 29Q (6680.953292 sec): 3 clusters Score: Raw -3125298.743159 + Penalty 3295.917051 = -3122002.826108 nChanged 3 SP:Iteration 30Q (6681.034077 sec): 3 clusters Score: Raw -3125299.917156 + Penalty 3295.917051 = -3122004.000104 nChanged 4 SP:Iteration 31Q (6681.105945 sec): 3 clusters Score: Raw -3125301.491289 + Penalty 3295.917051 = -3122005.574237 nChanged 2 SP:Iteration 32Q (6681.196172 sec): 3 clusters Score: Raw -3125302.803794 + Penalty 3295.917051 = -3122006.886742 nChanged 4 SP:Iteration 33Q (6681.265080 sec): 3 clusters Score: Raw -3125305.208692 + Penalty 3295.917051 = -3122009.291641 nChanged 6 SP:Iteration 34Q (6681.330881 sec): 3 clusters Score: Raw -3125308.308387 + Penalty 3295.917051 = -3122012.391336 nChanged 6 SP:Iteration 35Q (6681.407909 sec): 3 clusters Score: Raw -3125310.212044 + Penalty 3295.917051 = -3122014.294993 nChanged 4 SP:Iteration 36Q (6681.485290 sec): 3 clusters Score: Raw -3125311.564494 + Penalty 3295.917051 = -3122015.647443 nChanged 1 SP:Iteration 37Q (6681.560020 sec): 3 clusters Score: Raw -3125312.062720 + Penalty 3295.917051 = -3122016.145668 nChanged 1 SP:Iteration 38Q (6681.627884 sec): 3 clusters Score: Raw -3125312.360392 + Penalty 3295.917051 = -3122016.443340 nChanged 1 SP:Iteration 39Q (6681.697611 sec): 3 clusters Score: Raw -3125313.604781 + Penalty 3295.917051 = -3122017.687729 nChanged 3 SP:Iteration 40F (6681.772303 sec): 3 clusters Score: Raw -3125315.380841 + Penalty 3295.917051 = -3122019.463790 nChanged 4 SP:Iteration 41Q (6681.838404 sec): 3 clusters Score: Raw -3125318.249470 + Penalty 3295.917051 = -3122022.332419 nChanged 4 SP:Iteration 42Q (6681.907420 sec): 3 clusters Score: Raw -3125320.761257 + Penalty 3295.917051 = -3122024.844206 nChanged 8 SP:Iteration 43Q (6681.977469 sec): 3 clusters Score: Raw -3125326.439000 + Penalty 3295.917051 = -3122030.521949 nChanged 9 SP:Iteration 44Q (6682.054475 sec): 3 clusters Score: Raw -3125331.019371 + Penalty 3295.917051 = -3122035.102320 nChanged 15 SP:Iteration 45Q (6682.131624 sec): 3 clusters Score: Raw -3125338.198721 + Penalty 3295.917051 = -3122042.281669 nChanged 8 SP:Iteration 46Q (6682.205898 sec): 3 clusters Score: Raw -3125341.684647 + Penalty 3295.917051 = -3122045.767596 nChanged 5 SP:Iteration 47Q (6682.283224 sec): 3 clusters Score: Raw -3125342.821128 + Penalty 3295.917051 = -3122046.904077 nChanged 2 SP:Iteration 48Q (6682.369272 sec): 3 clusters Score: Raw -3125343.842068 + Penalty 3295.917051 = -3122047.925016 nChanged 4 SP:Iteration 49Q (6682.442249 sec): 3 clusters Score: Raw -3125345.652652 + Penalty 3295.917051 = -3122049.735601 nChanged 7 SP:Iteration 50Q (6682.526971 sec): 3 clusters Score: Raw -3125348.864350 + Penalty 3295.917051 = -3122052.947299 nChanged 3 SP:Iteration 51Q (6682.600433 sec): 3 clusters Score: Raw -3125350.767322 + Penalty 3295.917051 = -3122054.850271 nChanged 7 SP:Iteration 52Q (6682.686640 sec): 3 clusters Score: Raw -3125355.929812 + Penalty 3295.917051 = -3122060.012761 nChanged 5 SP:Iteration 53Q (6682.768904 sec): 3 clusters Score: Raw -3125357.553996 + Penalty 3295.917051 = -3122061.636945 nChanged 3 SP:Iteration 54Q (6682.846949 sec): 3 clusters Score: Raw -3125358.635056 + Penalty 3295.917051 = -3122062.718004 nChanged 0 SP:Iteration 55F (6682.922013 sec): 3 clusters Score: Raw -3125358.635056 + Penalty 3295.917051 = -3122062.718004 nChanged 0 Trying to split cluster 24 (27789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6682.986062 sec): 2 clusters Score: Raw -3327257.183042 + Penalty 1662.764275 = -3325594.418767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6683.077111 sec): 3 clusters Score: Raw -3310376.805338 + Penalty 3325.528550 = -3307051.276788 nChanged 12765 SP:Iteration 1F (6683.171139 sec): 3 clusters Score: Raw -3317887.393737 + Penalty 3325.528550 = -3314561.865187 nChanged 1915 SP:Iteration 2F (6683.249588 sec): 3 clusters Score: Raw -3318962.104996 + Penalty 3325.528550 = -3315636.576446 nChanged 1896 SP:Iteration 3F (6683.333961 sec): 3 clusters Score: Raw -3320256.255931 + Penalty 3325.528550 = -3316930.727381 nChanged 1932 SP:Iteration 4F (6683.424815 sec): 3 clusters Score: Raw -3321755.333458 + Penalty 3325.528550 = -3318429.804908 nChanged 1913 SP:Iteration 5F (6683.510046 sec): 3 clusters Score: Raw -3323371.453180 + Penalty 3325.528550 = -3320045.924630 nChanged 1671 SP:Iteration 6F (6683.592537 sec): 3 clusters Score: Raw -3324651.694129 + Penalty 3325.528550 = -3321326.165580 nChanged 1392 SP:Iteration 7F (6683.683584 sec): 3 clusters Score: Raw -3325503.334937 + Penalty 3325.528550 = -3322177.806387 nChanged 1143 SP:Iteration 8Q (6683.776022 sec): 3 clusters Score: Raw -3326099.316980 + Penalty 3325.528550 = -3322773.788430 nChanged 887 SP:Iteration 9Q (6683.855174 sec): 3 clusters Score: Raw -3326457.387906 + Penalty 3325.528550 = -3323131.859356 nChanged 663 SP:Iteration 10Q (6683.938935 sec): 3 clusters Score: Raw -3326695.065964 + Penalty 3325.528550 = -3323369.537414 nChanged 509 SP:Iteration 11Q (6684.021158 sec): 3 clusters Score: Raw -3326862.513882 + Penalty 3325.528550 = -3323536.985332 nChanged 446 SP:Iteration 12Q (6684.104994 sec): 3 clusters Score: Raw -3326994.281690 + Penalty 3325.528550 = -3323668.753140 nChanged 399 SP:Iteration 13Q (6684.186211 sec): 3 clusters Score: Raw -3327124.564708 + Penalty 3325.528550 = -3323799.036159 nChanged 369 SP:Iteration 14Q (6684.274960 sec): 3 clusters Score: Raw -3327260.460113 + Penalty 3325.528550 = -3323934.931563 nChanged 402 SP:Iteration 15Q (6684.357655 sec): 3 clusters Score: Raw -3327413.052502 + Penalty 3325.528550 = -3324087.523952 nChanged 402 SP:Iteration 16Q (6684.428996 sec): 3 clusters Score: Raw -3327582.448794 + Penalty 3325.528550 = -3324256.920244 nChanged 434 SP:Iteration 17Q (6684.520828 sec): 3 clusters Score: Raw -3327769.050728 + Penalty 3325.528550 = -3324443.522179 nChanged 422 SP:Iteration 18Q (6684.616577 sec): 3 clusters Score: Raw -3327929.419116 + Penalty 3325.528550 = -3324603.890566 nChanged 394 SP:Iteration 19Q (6684.701764 sec): 3 clusters Score: Raw -3328069.666161 + Penalty 3325.528550 = -3324744.137611 nChanged 373 SP:Iteration 20F (6684.797772 sec): 3 clusters Score: Raw -3328189.270076 + Penalty 3325.528550 = -3324863.741527 nChanged 306 SP:Iteration 21Q (6684.885801 sec): 3 clusters Score: Raw -3328279.171068 + Penalty 3325.528550 = -3324953.642518 nChanged 304 SP:Iteration 22Q (6684.976219 sec): 3 clusters Score: Raw -3328362.581009 + Penalty 3325.528550 = -3325037.052459 nChanged 287 SP:Iteration 23Q (6685.073384 sec): 3 clusters Score: Raw -3328442.998614 + Penalty 3325.528550 = -3325117.470065 nChanged 278 SP:Iteration 24Q (6685.161431 sec): 3 clusters Score: Raw -3328520.320165 + Penalty 3325.528550 = -3325194.791615 nChanged 256 SP:Iteration 25Q (6685.247082 sec): 3 clusters Score: Raw -3328595.420110 + Penalty 3325.528550 = -3325269.891560 nChanged 250 SP:Iteration 26Q (6685.327728 sec): 3 clusters Score: Raw -3328661.865672 + Penalty 3325.528550 = -3325336.337122 nChanged 200 SP:Iteration 27Q (6685.415025 sec): 3 clusters Score: Raw -3328711.888314 + Penalty 3325.528550 = -3325386.359764 nChanged 185 SP:Iteration 28Q (6685.502860 sec): 3 clusters Score: Raw -3328754.217098 + Penalty 3325.528550 = -3325428.688548 nChanged 189 SP:Iteration 29Q (6685.580553 sec): 3 clusters Score: Raw -3328794.379829 + Penalty 3325.528550 = -3325468.851279 nChanged 170 SP:Iteration 30Q (6685.668594 sec): 3 clusters Score: Raw -3328831.275888 + Penalty 3325.528550 = -3325505.747338 nChanged 150 SP:Iteration 31Q (6685.755953 sec): 3 clusters Score: Raw -3328868.508651 + Penalty 3325.528550 = -3325542.980102 nChanged 158 SP:Iteration 32Q (6685.838040 sec): 3 clusters Score: Raw -3328901.353625 + Penalty 3325.528550 = -3325575.825075 nChanged 126 SP:Iteration 33Q (6685.918013 sec): 3 clusters Score: Raw -3328922.208033 + Penalty 3325.528550 = -3325596.679484 nChanged 115 SP:Iteration 34Q (6686.010574 sec): 3 clusters Score: Raw -3328941.067648 + Penalty 3325.528550 = -3325615.539098 nChanged 97 SP:Iteration 35Q (6686.090177 sec): 3 clusters Score: Raw -3328957.373969 + Penalty 3325.528550 = -3325631.845419 nChanged 105 SP:Iteration 36Q (6686.165472 sec): 3 clusters Score: Raw -3328974.188401 + Penalty 3325.528550 = -3325648.659851 nChanged 93 SP:Iteration 37Q (6686.256565 sec): 3 clusters Score: Raw -3328986.358472 + Penalty 3325.528550 = -3325660.829923 nChanged 66 SP:Iteration 38Q (6686.337911 sec): 3 clusters Score: Raw -3328995.586756 + Penalty 3325.528550 = -3325670.058206 nChanged 56 SP:Iteration 39Q (6686.408312 sec): 3 clusters Score: Raw -3329003.224502 + Penalty 3325.528550 = -3325677.695952 nChanged 49 SP:Iteration 40F (6686.496877 sec): 3 clusters Score: Raw -3329009.178194 + Penalty 3325.528550 = -3325683.649645 nChanged 61 SP:Iteration 41Q (6686.595940 sec): 3 clusters Score: Raw -3329018.049159 + Penalty 3325.528550 = -3325692.520609 nChanged 47 SP:Iteration 42Q (6686.688414 sec): 3 clusters Score: Raw -3329025.554283 + Penalty 3325.528550 = -3325700.025733 nChanged 54 SP:Iteration 43Q (6686.774431 sec): 3 clusters Score: Raw -3329032.847094 + Penalty 3325.528550 = -3325707.318545 nChanged 46 SP:Iteration 44Q (6686.864785 sec): 3 clusters Score: Raw -3329040.010696 + Penalty 3325.528550 = -3325714.482146 nChanged 42 SP:Iteration 45Q (6686.958830 sec): 3 clusters Score: Raw -3329046.238752 + Penalty 3325.528550 = -3325720.710202 nChanged 49 SP:Iteration 46Q (6687.047439 sec): 3 clusters Score: Raw -3329052.176756 + Penalty 3325.528550 = -3325726.648206 nChanged 50 SP:Iteration 47Q (6687.135816 sec): 3 clusters Score: Raw -3329059.898245 + Penalty 3325.528550 = -3325734.369695 nChanged 52 SP:Iteration 48Q (6687.220575 sec): 3 clusters Score: Raw -3329066.598681 + Penalty 3325.528550 = -3325741.070131 nChanged 44 SP:Iteration 49Q (6687.298341 sec): 3 clusters Score: Raw -3329071.483110 + Penalty 3325.528550 = -3325745.954560 nChanged 29 SP:Iteration 50Q (6687.385543 sec): 3 clusters Score: Raw -3329073.639899 + Penalty 3325.528550 = -3325748.111349 nChanged 23 SP:Iteration 51Q (6687.463233 sec): 3 clusters Score: Raw -3329074.932098 + Penalty 3325.528550 = -3325749.403548 nChanged 14 SP:Iteration 52Q (6687.550589 sec): 3 clusters Score: Raw -3329076.917000 + Penalty 3325.528550 = -3325751.388450 nChanged 15 SP:Iteration 53Q (6687.629525 sec): 3 clusters Score: Raw -3329078.785417 + Penalty 3325.528550 = -3325753.256868 nChanged 12 SP:Iteration 54Q (6687.712450 sec): 3 clusters Score: Raw -3329079.754956 + Penalty 3325.528550 = -3325754.226406 nChanged 10 SP:Iteration 55Q (6687.795953 sec): 3 clusters Score: Raw -3329080.326938 + Penalty 3325.528550 = -3325754.798388 nChanged 9 SP:Iteration 56Q (6687.883428 sec): 3 clusters Score: Raw -3329081.181410 + Penalty 3325.528550 = -3325755.652860 nChanged 17 SP:Iteration 57Q (6687.961528 sec): 3 clusters Score: Raw -3329082.688195 + Penalty 3325.528550 = -3325757.159645 nChanged 19 SP:Iteration 58Q (6688.049278 sec): 3 clusters Score: Raw -3329084.219430 + Penalty 3325.528550 = -3325758.690881 nChanged 18 SP:Iteration 59Q (6688.127332 sec): 3 clusters Score: Raw -3329085.384634 + Penalty 3325.528550 = -3325759.856084 nChanged 15 SP:Iteration 60F (6688.216718 sec): 3 clusters Score: Raw -3329086.103821 + Penalty 3325.528550 = -3325760.575271 nChanged 10 SP:Iteration 61Q (6688.289427 sec): 3 clusters Score: Raw -3329086.687573 + Penalty 3325.528550 = -3325761.159023 nChanged 8 SP:Iteration 62Q (6688.377106 sec): 3 clusters Score: Raw -3329087.327018 + Penalty 3325.528550 = -3325761.798468 nChanged 10 SP:Iteration 63Q (6688.473684 sec): 3 clusters Score: Raw -3329087.807653 + Penalty 3325.528550 = -3325762.279104 nChanged 8 SP:Iteration 64Q (6688.567085 sec): 3 clusters Score: Raw -3329088.364192 + Penalty 3325.528550 = -3325762.835642 nChanged 5 SP:Iteration 65Q (6688.651902 sec): 3 clusters Score: Raw -3329088.789584 + Penalty 3325.528550 = -3325763.261034 nChanged 1 SP:Iteration 66Q (6688.737325 sec): 3 clusters Score: Raw -3329088.843421 + Penalty 3325.528550 = -3325763.314871 nChanged 3 SP:Iteration 67Q (6688.825376 sec): 3 clusters Score: Raw -3329088.964316 + Penalty 3325.528550 = -3325763.435766 nChanged 2 SP:Iteration 68Q (6688.909348 sec): 3 clusters Score: Raw -3329089.015930 + Penalty 3325.528550 = -3325763.487381 nChanged 0 SP:Iteration 69F (6689.009116 sec): 3 clusters Score: Raw -3329089.015930 + Penalty 3325.528550 = -3325763.487381 nChanged 0 Score: Raw -154690435.694502 + Penalty 107479.548739 = -154582956.145763 Splitting cluster 24 changes total score from -154570477.299815 to -154582956.145763 So it's getting split into cluster 47. Trying to split cluster 25 (26973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6725.919733 sec): 2 clusters Score: Raw -3482999.299347 + Penalty 1657.921142 = -3481341.378205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6726.003659 sec): 3 clusters Score: Raw -3466469.177595 + Penalty 3315.842285 = -3463153.335311 nChanged 12349 SP:Iteration 1F (6726.092340 sec): 3 clusters Score: Raw -3473445.783842 + Penalty 3315.842285 = -3470129.941557 nChanged 1393 SP:Iteration 2F (6726.189401 sec): 3 clusters Score: Raw -3474017.913050 + Penalty 3315.842285 = -3470702.070765 nChanged 1482 SP:Iteration 3F (6726.276322 sec): 3 clusters Score: Raw -3474741.511898 + Penalty 3315.842285 = -3471425.669614 nChanged 1437 SP:Iteration 4F (6726.362600 sec): 3 clusters Score: Raw -3475477.532655 + Penalty 3315.842285 = -3472161.690371 nChanged 1418 SP:Iteration 5F (6726.444677 sec): 3 clusters Score: Raw -3476197.907079 + Penalty 3315.842285 = -3472882.064794 nChanged 1338 SP:Iteration 6Q (6726.530868 sec): 3 clusters Score: Raw -3476867.468658 + Penalty 3315.842285 = -3473551.626373 nChanged 1304 SP:Iteration 7Q (6726.613411 sec): 3 clusters Score: Raw -3477481.950802 + Penalty 3315.842285 = -3474166.108518 nChanged 1146 SP:Iteration 8Q (6726.703597 sec): 3 clusters Score: Raw -3478020.296362 + Penalty 3315.842285 = -3474704.454077 nChanged 1065 SP:Iteration 9Q (6726.793575 sec): 3 clusters Score: Raw -3478511.954846 + Penalty 3315.842285 = -3475196.112562 nChanged 979 SP:Iteration 10Q (6726.878831 sec): 3 clusters Score: Raw -3478923.585338 + Penalty 3315.842285 = -3475607.743053 nChanged 812 SP:Iteration 11Q (6726.962695 sec): 3 clusters Score: Raw -3479237.512340 + Penalty 3315.842285 = -3475921.670056 nChanged 672 SP:Iteration 12Q (6727.046447 sec): 3 clusters Score: Raw -3479460.219689 + Penalty 3315.842285 = -3476144.377404 nChanged 582 SP:Iteration 13Q (6727.133372 sec): 3 clusters Score: Raw -3479645.028335 + Penalty 3315.842285 = -3476329.186051 nChanged 532 SP:Iteration 14Q (6727.222519 sec): 3 clusters Score: Raw -3479807.706493 + Penalty 3315.842285 = -3476491.864209 nChanged 453 SP:Iteration 15Q (6727.300015 sec): 3 clusters Score: Raw -3479919.694866 + Penalty 3315.842285 = -3476603.852581 nChanged 348 SP:Iteration 16Q (6727.389518 sec): 3 clusters Score: Raw -3479996.079809 + Penalty 3315.842285 = -3476680.237524 nChanged 303 SP:Iteration 17Q (6727.482804 sec): 3 clusters Score: Raw -3480057.353749 + Penalty 3315.842285 = -3476741.511465 nChanged 244 SP:Iteration 18Q (6727.568821 sec): 3 clusters Score: Raw -3480100.651132 + Penalty 3315.842285 = -3476784.808848 nChanged 226 SP:Iteration 19Q (6727.655427 sec): 3 clusters Score: Raw -3480141.215629 + Penalty 3315.842285 = -3476825.373345 nChanged 215 SP:Iteration 20F (6727.749026 sec): 3 clusters Score: Raw -3480179.758833 + Penalty 3315.842285 = -3476863.916548 nChanged 204 SP:Iteration 21Q (6727.828708 sec): 3 clusters Score: Raw -3480212.093802 + Penalty 3315.842285 = -3476896.251518 nChanged 181 SP:Iteration 22Q (6727.911670 sec): 3 clusters Score: Raw -3480244.169297 + Penalty 3315.842285 = -3476928.327013 nChanged 192 SP:Iteration 23Q (6728.008372 sec): 3 clusters Score: Raw -3480276.956429 + Penalty 3315.842285 = -3476961.114145 nChanged 200 SP:Iteration 24Q (6728.103252 sec): 3 clusters Score: Raw -3480308.564453 + Penalty 3315.842285 = -3476992.722169 nChanged 189 SP:Iteration 25Q (6728.175947 sec): 3 clusters Score: Raw -3480340.423635 + Penalty 3315.842285 = -3477024.581351 nChanged 180 SP:Iteration 26Q (6728.263943 sec): 3 clusters Score: Raw -3480370.175300 + Penalty 3315.842285 = -3477054.333016 nChanged 172 SP:Iteration 27Q (6728.344114 sec): 3 clusters Score: Raw -3480397.819924 + Penalty 3315.842285 = -3477081.977640 nChanged 171 SP:Iteration 28Q (6728.427963 sec): 3 clusters Score: Raw -3480421.836662 + Penalty 3315.842285 = -3477105.994378 nChanged 168 SP:Iteration 29Q (6728.512311 sec): 3 clusters Score: Raw -3480445.658233 + Penalty 3315.842285 = -3477129.815948 nChanged 149 SP:Iteration 30Q (6728.599459 sec): 3 clusters Score: Raw -3480467.906177 + Penalty 3315.842285 = -3477152.063893 nChanged 167 SP:Iteration 31Q (6728.681945 sec): 3 clusters Score: Raw -3480497.579631 + Penalty 3315.842285 = -3477181.737346 nChanged 178 SP:Iteration 32Q (6728.769373 sec): 3 clusters Score: Raw -3480528.199764 + Penalty 3315.842285 = -3477212.357480 nChanged 178 SP:Iteration 33Q (6728.848159 sec): 3 clusters Score: Raw -3480558.380475 + Penalty 3315.842285 = -3477242.538190 nChanged 178 SP:Iteration 34Q (6728.931866 sec): 3 clusters Score: Raw -3480588.955886 + Penalty 3315.842285 = -3477273.113602 nChanged 171 SP:Iteration 35Q (6729.018309 sec): 3 clusters Score: Raw -3480619.645044 + Penalty 3315.842285 = -3477303.802760 nChanged 182 SP:Iteration 36Q (6729.104930 sec): 3 clusters Score: Raw -3480652.473348 + Penalty 3315.842285 = -3477336.631063 nChanged 210 SP:Iteration 37Q (6729.186711 sec): 3 clusters Score: Raw -3480697.572235 + Penalty 3315.842285 = -3477381.729950 nChanged 235 SP:Iteration 38Q (6729.274001 sec): 3 clusters Score: Raw -3480748.662836 + Penalty 3315.842285 = -3477432.820552 nChanged 245 SP:Iteration 39Q (6729.356892 sec): 3 clusters Score: Raw -3480807.629895 + Penalty 3315.842285 = -3477491.787611 nChanged 251 SP:Iteration 40F (6729.442280 sec): 3 clusters Score: Raw -3480874.339494 + Penalty 3315.842285 = -3477558.497210 nChanged 268 SP:Iteration 41Q (6729.542784 sec): 3 clusters Score: Raw -3480934.943209 + Penalty 3315.842285 = -3477619.100924 nChanged 255 SP:Iteration 42Q (6729.632813 sec): 3 clusters Score: Raw -3480993.689691 + Penalty 3315.842285 = -3477677.847407 nChanged 236 SP:Iteration 43Q (6729.714243 sec): 3 clusters Score: Raw -3481048.656137 + Penalty 3315.842285 = -3477732.813853 nChanged 262 SP:Iteration 44Q (6729.795884 sec): 3 clusters Score: Raw -3481116.077498 + Penalty 3315.842285 = -3477800.235214 nChanged 287 SP:Iteration 45Q (6729.885676 sec): 3 clusters Score: Raw -3481193.683944 + Penalty 3315.842285 = -3477877.841660 nChanged 290 SP:Iteration 46Q (6729.966621 sec): 3 clusters Score: Raw -3481273.135247 + Penalty 3315.842285 = -3477957.292963 nChanged 270 SP:Iteration 47Q (6730.050969 sec): 3 clusters Score: Raw -3481350.502935 + Penalty 3315.842285 = -3478034.660651 nChanged 303 SP:Iteration 48Q (6730.145941 sec): 3 clusters Score: Raw -3481442.466451 + Penalty 3315.842285 = -3478126.624166 nChanged 319 SP:Iteration 49Q (6730.226655 sec): 3 clusters Score: Raw -3481551.045310 + Penalty 3315.842285 = -3478235.203025 nChanged 347 SP:Iteration 50Q (6730.310870 sec): 3 clusters Score: Raw -3481683.467564 + Penalty 3315.842285 = -3478367.625280 nChanged 358 SP:Iteration 51Q (6730.393653 sec): 3 clusters Score: Raw -3481829.975631 + Penalty 3315.842285 = -3478514.133346 nChanged 387 SP:Iteration 52Q (6730.477856 sec): 3 clusters Score: Raw -3481987.499976 + Penalty 3315.842285 = -3478671.657692 nChanged 349 SP:Iteration 53Q (6730.549288 sec): 3 clusters Score: Raw -3482132.183515 + Penalty 3315.842285 = -3478816.341231 nChanged 350 SP:Iteration 54Q (6730.627707 sec): 3 clusters Score: Raw -3482292.967860 + Penalty 3315.842285 = -3478977.125576 nChanged 308 SP:Iteration 55Q (6730.702901 sec): 3 clusters Score: Raw -3482430.426793 + Penalty 3315.842285 = -3479114.584509 nChanged 251 SP:Iteration 56Q (6730.790350 sec): 3 clusters Score: Raw -3482544.735200 + Penalty 3315.842285 = -3479228.892916 nChanged 214 SP:Iteration 57Q (6730.864469 sec): 3 clusters Score: Raw -3482634.206758 + Penalty 3315.842285 = -3479318.364473 nChanged 190 SP:Iteration 58Q (6730.946395 sec): 3 clusters Score: Raw -3482731.065944 + Penalty 3315.842285 = -3479415.223659 nChanged 175 SP:Iteration 59Q (6731.036030 sec): 3 clusters Score: Raw -3482819.710600 + Penalty 3315.842285 = -3479503.868316 nChanged 137 SP:Iteration 60F (6731.116838 sec): 3 clusters Score: Raw -3482891.857619 + Penalty 3315.842285 = -3479576.015335 nChanged 116 SP:Iteration 61Q (6731.206398 sec): 3 clusters Score: Raw -3482951.052457 + Penalty 3315.842285 = -3479635.210173 nChanged 109 SP:Iteration 62Q (6731.280096 sec): 3 clusters Score: Raw -3483002.460930 + Penalty 3315.842285 = -3479686.618645 nChanged 89 SP:Iteration 63Q (6731.356863 sec): 3 clusters Score: Raw -3483045.453009 + Penalty 3315.842285 = -3479729.610725 nChanged 68 SP:Iteration 64Q (6731.433826 sec): 3 clusters Score: Raw -3483075.051076 + Penalty 3315.842285 = -3479759.208791 nChanged 57 SP:Iteration 65Q (6731.521969 sec): 3 clusters Score: Raw -3483103.909723 + Penalty 3315.842285 = -3479788.067439 nChanged 53 SP:Iteration 66Q (6731.609072 sec): 3 clusters Score: Raw -3483130.091955 + Penalty 3315.842285 = -3479814.249671 nChanged 37 SP:Iteration 67Q (6731.693101 sec): 3 clusters Score: Raw -3483152.873267 + Penalty 3315.842285 = -3479837.030983 nChanged 34 SP:Iteration 68Q (6731.775139 sec): 3 clusters Score: Raw -3483171.412229 + Penalty 3315.842285 = -3479855.569944 nChanged 26 SP:Iteration 69Q (6731.850758 sec): 3 clusters Score: Raw -3483185.328023 + Penalty 3315.842285 = -3479869.485738 nChanged 16 SP:Iteration 70Q (6731.937664 sec): 3 clusters Score: Raw -3483192.985768 + Penalty 3315.842285 = -3479877.143483 nChanged 17 SP:Iteration 71Q (6732.012387 sec): 3 clusters Score: Raw -3483199.938270 + Penalty 3315.842285 = -3479884.095986 nChanged 13 SP:Iteration 72Q (6732.097983 sec): 3 clusters Score: Raw -3483206.188673 + Penalty 3315.842285 = -3479890.346389 nChanged 12 SP:Iteration 73Q (6732.162360 sec): 3 clusters Score: Raw -3483210.885360 + Penalty 3315.842285 = -3479895.043075 nChanged 13 SP:Iteration 74Q (6732.234486 sec): 3 clusters Score: Raw -3483215.926488 + Penalty 3315.842285 = -3479900.084204 nChanged 16 SP:Iteration 75Q (6732.305515 sec): 3 clusters Score: Raw -3483220.699270 + Penalty 3315.842285 = -3479904.856985 nChanged 13 SP:Iteration 76Q (6732.375250 sec): 3 clusters Score: Raw -3483226.078258 + Penalty 3315.842285 = -3479910.235974 nChanged 9 SP:Iteration 77Q (6732.447089 sec): 3 clusters Score: Raw -3483230.469849 + Penalty 3315.842285 = -3479914.627564 nChanged 7 SP:Iteration 78Q (6732.517998 sec): 3 clusters Score: Raw -3483233.652992 + Penalty 3315.842285 = -3479917.810707 nChanged 3 SP:Iteration 79Q (6732.589995 sec): 3 clusters Score: Raw -3483234.795651 + Penalty 3315.842285 = -3479918.953367 nChanged 5 SP:Iteration 80F (6732.678523 sec): 3 clusters Score: Raw -3483237.319849 + Penalty 3315.842285 = -3479921.477565 nChanged 2 SP:Iteration 81Q (6732.759061 sec): 3 clusters Score: Raw -3483238.402448 + Penalty 3315.842285 = -3479922.560163 nChanged 3 SP:Iteration 82Q (6732.838426 sec): 3 clusters Score: Raw -3483239.280719 + Penalty 3315.842285 = -3479923.438435 nChanged 1 SP:Iteration 83Q (6732.924938 sec): 3 clusters Score: Raw -3483240.216372 + Penalty 3315.842285 = -3479924.374088 nChanged 0 SP:Iteration 84F (6733.004839 sec): 3 clusters Score: Raw -3483240.216372 + Penalty 3315.842285 = -3479924.374088 nChanged 0 Trying to split cluster 26 (1170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6733.029139 sec): 2 clusters Score: Raw -127527.068057 + Penalty 1148.023342 = -126379.044715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6733.079448 sec): 3 clusters Score: Raw -127157.867397 + Penalty 2296.046684 = -124861.820713 nChanged 398 SP:Iteration 1F (6733.129572 sec): 3 clusters Score: Raw -127791.258730 + Penalty 2296.046684 = -125495.212046 nChanged 132 SP:Iteration 2F (6733.191874 sec): 3 clusters Score: Raw -128096.407953 + Penalty 2296.046684 = -125800.361269 nChanged 83 SP:Iteration 3F (6733.224163 sec): 3 clusters Score: Raw -128224.243775 + Penalty 2296.046684 = -125928.197091 nChanged 45 SP:Iteration 4Q (6733.274491 sec): 3 clusters Score: Raw -128288.861409 + Penalty 2296.046684 = -125992.814725 nChanged 24 SP:Iteration 5Q (6733.321207 sec): 3 clusters Score: Raw -128315.964550 + Penalty 2296.046684 = -126019.917866 nChanged 18 SP:Iteration 6Q (6733.366025 sec): 3 clusters Score: Raw -128348.757908 + Penalty 2296.046684 = -126052.711224 nChanged 25 SP:Iteration 7Q (6733.416336 sec): 3 clusters Score: Raw -128390.672041 + Penalty 2296.046684 = -126094.625357 nChanged 22 SP:Iteration 8Q (6733.462546 sec): 3 clusters Score: Raw -128425.424548 + Penalty 2296.046684 = -126129.377864 nChanged 19 SP:Iteration 9Q (6733.512659 sec): 3 clusters Score: Raw -128446.801974 + Penalty 2296.046684 = -126150.755290 nChanged 8 SP:Iteration 10Q (6733.562712 sec): 3 clusters Score: Raw -128459.256495 + Penalty 2296.046684 = -126163.209811 nChanged 9 SP:Iteration 11Q (6733.612583 sec): 3 clusters Score: Raw -128471.641558 + Penalty 2296.046684 = -126175.594874 nChanged 9 SP:Iteration 12Q (6733.668168 sec): 3 clusters Score: Raw -128485.890831 + Penalty 2296.046684 = -126189.844147 nChanged 7 SP:Iteration 13Q (6733.712138 sec): 3 clusters Score: Raw -128497.120399 + Penalty 2296.046684 = -126201.073715 nChanged 5 SP:Iteration 14Q (6733.756511 sec): 3 clusters Score: Raw -128500.673273 + Penalty 2296.046684 = -126204.626589 nChanged 4 SP:Iteration 15Q (6733.795616 sec): 3 clusters Score: Raw -128504.375713 + Penalty 2296.046684 = -126208.329029 nChanged 4 SP:Iteration 16Q (6733.835169 sec): 3 clusters Score: Raw -128507.062422 + Penalty 2296.046684 = -126211.015738 nChanged 1 SP:Iteration 17Q (6733.884771 sec): 3 clusters Score: Raw -128507.611542 + Penalty 2296.046684 = -126211.564858 nChanged 0 SP:Iteration 18F (6733.934442 sec): 3 clusters Score: Raw -128507.611542 + Penalty 2296.046684 = -126211.564858 nChanged 0 Trying to split cluster 27 (8237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6733.959186 sec): 2 clusters Score: Raw -1006606.281902 + Penalty 1465.163615 = -1005141.118287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6734.016294 sec): 3 clusters Score: Raw -1002122.628578 + Penalty 2930.327231 = -999192.301348 nChanged 3548 SP:Iteration 1F (6734.070881 sec): 3 clusters Score: Raw -1004654.689319 + Penalty 2930.327231 = -1001724.362088 nChanged 999 SP:Iteration 2F (6734.129244 sec): 3 clusters Score: Raw -1005951.300828 + Penalty 2930.327231 = -1003020.973597 nChanged 961 SP:Iteration 3F (6734.187794 sec): 3 clusters Score: Raw -1007249.582854 + Penalty 2930.327231 = -1004319.255624 nChanged 757 SP:Iteration 4F (6734.245384 sec): 3 clusters Score: Raw -1008074.424020 + Penalty 2930.327231 = -1005144.096789 nChanged 517 SP:Iteration 5F (6734.309802 sec): 3 clusters Score: Raw -1008489.341547 + Penalty 2930.327231 = -1005559.014316 nChanged 298 SP:Iteration 6Q (6734.367795 sec): 3 clusters Score: Raw -1008710.532221 + Penalty 2930.327231 = -1005780.204990 nChanged 235 SP:Iteration 7Q (6734.428681 sec): 3 clusters Score: Raw -1008900.164624 + Penalty 2930.327231 = -1005969.837393 nChanged 187 SP:Iteration 8Q (6734.489459 sec): 3 clusters Score: Raw -1009033.968258 + Penalty 2930.327231 = -1006103.641027 nChanged 147 SP:Iteration 9Q (6734.538429 sec): 3 clusters Score: Raw -1009112.263507 + Penalty 2930.327231 = -1006181.936276 nChanged 117 SP:Iteration 10Q (6734.599559 sec): 3 clusters Score: Raw -1009169.269613 + Penalty 2930.327231 = -1006238.942383 nChanged 93 SP:Iteration 11Q (6734.660392 sec): 3 clusters Score: Raw -1009207.973281 + Penalty 2930.327231 = -1006277.646050 nChanged 72 SP:Iteration 12Q (6734.721588 sec): 3 clusters Score: Raw -1009232.433031 + Penalty 2930.327231 = -1006302.105801 nChanged 63 SP:Iteration 13Q (6734.779281 sec): 3 clusters Score: Raw -1009252.146073 + Penalty 2930.327231 = -1006321.818843 nChanged 51 SP:Iteration 14Q (6734.829076 sec): 3 clusters Score: Raw -1009265.291269 + Penalty 2930.327231 = -1006334.964038 nChanged 49 SP:Iteration 15Q (6734.889752 sec): 3 clusters Score: Raw -1009275.932099 + Penalty 2930.327231 = -1006345.604869 nChanged 27 SP:Iteration 16Q (6734.950936 sec): 3 clusters Score: Raw -1009280.352643 + Penalty 2930.327231 = -1006350.025413 nChanged 25 SP:Iteration 17Q (6735.011625 sec): 3 clusters Score: Raw -1009284.987980 + Penalty 2930.327231 = -1006354.660749 nChanged 20 SP:Iteration 18Q (6735.068227 sec): 3 clusters Score: Raw -1009287.923361 + Penalty 2930.327231 = -1006357.596131 nChanged 17 SP:Iteration 19Q (6735.128757 sec): 3 clusters Score: Raw -1009290.955828 + Penalty 2930.327231 = -1006360.628598 nChanged 16 SP:Iteration 20F (6735.190189 sec): 3 clusters Score: Raw -1009293.269950 + Penalty 2930.327231 = -1006362.942720 nChanged 9 SP:Iteration 21Q (6735.251507 sec): 3 clusters Score: Raw -1009294.535158 + Penalty 2930.327231 = -1006364.207927 nChanged 9 SP:Iteration 22Q (6735.312242 sec): 3 clusters Score: Raw -1009295.673275 + Penalty 2930.327231 = -1006365.346044 nChanged 2 SP:Iteration 23Q (6735.362041 sec): 3 clusters Score: Raw -1009295.878778 + Penalty 2930.327231 = -1006365.551547 nChanged 2 SP:Iteration 24Q (6735.422921 sec): 3 clusters Score: Raw -1009296.150843 + Penalty 2930.327231 = -1006365.823612 nChanged 3 SP:Iteration 25Q (6735.483988 sec): 3 clusters Score: Raw -1009296.589126 + Penalty 2930.327231 = -1006366.261895 nChanged 4 SP:Iteration 26Q (6735.544708 sec): 3 clusters Score: Raw -1009297.103975 + Penalty 2930.327231 = -1006366.776744 nChanged 4 SP:Iteration 27Q (6735.606987 sec): 3 clusters Score: Raw -1009297.439284 + Penalty 2930.327231 = -1006367.112053 nChanged 2 SP:Iteration 28Q (6735.662475 sec): 3 clusters Score: Raw -1009297.603159 + Penalty 2930.327231 = -1006367.275929 nChanged 2 SP:Iteration 29Q (6735.723494 sec): 3 clusters Score: Raw -1009297.782877 + Penalty 2930.327231 = -1006367.455646 nChanged 4 SP:Iteration 30Q (6735.784271 sec): 3 clusters Score: Raw -1009298.201258 + Penalty 2930.327231 = -1006367.874028 nChanged 2 SP:Iteration 31Q (6735.845575 sec): 3 clusters Score: Raw -1009298.495742 + Penalty 2930.327231 = -1006368.168511 nChanged 4 SP:Iteration 32Q (6735.902010 sec): 3 clusters Score: Raw -1009298.911283 + Penalty 2930.327231 = -1006368.584053 nChanged 1 SP:Iteration 33Q (6735.962803 sec): 3 clusters Score: Raw -1009298.977609 + Penalty 2930.327231 = -1006368.650378 nChanged 0 SP:Iteration 34F (6736.024182 sec): 3 clusters Score: Raw -1009298.977609 + Penalty 2930.327231 = -1006368.650378 nChanged 0 Score: Raw -154693128.390208 + Penalty 109766.347648 = -154583362.042560 Splitting cluster 27 changes total score from -154570477.299815 to -154583362.042560 So it's getting split into cluster 48. Trying to split cluster 28 (3391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6772.639979 sec): 2 clusters Score: Raw -347446.567207 + Penalty 1320.943023 = -346125.624184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6772.691435 sec): 3 clusters Score: Raw -346102.154047 + Penalty 2641.886046 = -343460.268000 nChanged 1392 SP:Iteration 1F (6772.742845 sec): 3 clusters Score: Raw -348710.125909 + Penalty 2641.886046 = -346068.239863 nChanged 527 SP:Iteration 2F (6772.793089 sec): 3 clusters Score: Raw -350359.085786 + Penalty 2641.886046 = -347717.199740 nChanged 308 SP:Iteration 3F (6772.834806 sec): 3 clusters Score: Raw -351006.848422 + Penalty 2641.886046 = -348364.962376 nChanged 172 SP:Iteration 4F (6772.887040 sec): 3 clusters Score: Raw -351410.096686 + Penalty 2641.886046 = -348768.210639 nChanged 113 SP:Iteration 5Q (6772.931999 sec): 3 clusters Score: Raw -351686.636278 + Penalty 2641.886046 = -349044.750232 nChanged 99 SP:Iteration 6Q (6772.983833 sec): 3 clusters Score: Raw -351887.211818 + Penalty 2641.886046 = -349245.325772 nChanged 75 SP:Iteration 7Q (6773.030141 sec): 3 clusters Score: Raw -351997.657583 + Penalty 2641.886046 = -349355.771537 nChanged 64 SP:Iteration 8Q (6773.083706 sec): 3 clusters Score: Raw -352187.839418 + Penalty 2641.886046 = -349545.953372 nChanged 62 SP:Iteration 9Q (6773.137260 sec): 3 clusters Score: Raw -352306.718319 + Penalty 2641.886046 = -349664.832272 nChanged 48 SP:Iteration 10Q (6773.181198 sec): 3 clusters Score: Raw -352380.718816 + Penalty 2641.886046 = -349738.832769 nChanged 36 SP:Iteration 11Q (6773.231473 sec): 3 clusters Score: Raw -352423.977804 + Penalty 2641.886046 = -349782.091758 nChanged 33 SP:Iteration 12Q (6773.273204 sec): 3 clusters Score: Raw -352453.680732 + Penalty 2641.886046 = -349811.794686 nChanged 23 SP:Iteration 13Q (6773.325168 sec): 3 clusters Score: Raw -352471.910166 + Penalty 2641.886046 = -349830.024120 nChanged 24 SP:Iteration 14Q (6773.375330 sec): 3 clusters Score: Raw -352487.819580 + Penalty 2641.886046 = -349845.933534 nChanged 12 SP:Iteration 15Q (6773.414797 sec): 3 clusters Score: Raw -352492.955583 + Penalty 2641.886046 = -349851.069537 nChanged 7 SP:Iteration 16Q (6773.466597 sec): 3 clusters Score: Raw -352496.299459 + Penalty 2641.886046 = -349854.413412 nChanged 5 SP:Iteration 17Q (6773.518330 sec): 3 clusters Score: Raw -352499.037566 + Penalty 2641.886046 = -349857.151519 nChanged 5 SP:Iteration 18Q (6773.569926 sec): 3 clusters Score: Raw -352501.428187 + Penalty 2641.886046 = -349859.542141 nChanged 2 SP:Iteration 19Q (6773.621832 sec): 3 clusters Score: Raw -352501.737315 + Penalty 2641.886046 = -349859.851268 nChanged 1 SP:Iteration 20F (6773.665609 sec): 3 clusters Score: Raw -352513.778007 + Penalty 2641.886046 = -349871.891961 nChanged 4 SP:Iteration 21Q (6773.717668 sec): 3 clusters Score: Raw -352559.218769 + Penalty 2641.886046 = -349917.332723 nChanged 10 SP:Iteration 22Q (6773.769358 sec): 3 clusters Score: Raw -352564.429598 + Penalty 2641.886046 = -349922.543552 nChanged 4 SP:Iteration 23Q (6773.821313 sec): 3 clusters Score: Raw -352565.691248 + Penalty 2641.886046 = -349923.805202 nChanged 2 SP:Iteration 24Q (6773.872582 sec): 3 clusters Score: Raw -352566.311365 + Penalty 2641.886046 = -349924.425318 nChanged 1 SP:Iteration 25Q (6773.916156 sec): 3 clusters Score: Raw -352566.846576 + Penalty 2641.886046 = -349924.960530 nChanged 1 SP:Iteration 26Q (6773.967656 sec): 3 clusters Score: Raw -352567.358563 + Penalty 2641.886046 = -349925.472517 nChanged 0 SP:Iteration 27F (6774.020241 sec): 3 clusters Score: Raw -352567.358563 + Penalty 2641.886046 = -349925.472517 nChanged 0 Score: Raw -154698249.181564 + Penalty 112053.146558 = -154586196.035006 Splitting cluster 28 changes total score from -154570477.299815 to -154586196.035006 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (6831.994880 sec): 50 clusters Score: Raw -154706780.856830 + Penalty 112053.146558 = -154594727.710272 nChanged 13108 Iteration 60F (6870.223369 sec): 50 clusters Score: Raw -154715453.725926 + Penalty 112053.146558 = -154603400.579368 nChanged 11152 Iteration 61Q (6887.496621 sec): 50 clusters Score: Raw -154720656.767774 + Penalty 112053.146558 = -154608603.621216 nChanged 8230 Iteration 62Q (6904.582568 sec): 50 clusters Score: Raw -154723658.106918 + Penalty 112053.146558 = -154611604.960360 nChanged 7007 Iteration 63Q (6921.609658 sec): 50 clusters Score: Raw -154725727.939773 + Penalty 112053.146558 = -154613674.793215 nChanged 6109 Iteration 64Q (6938.705907 sec): 50 clusters Score: Raw -154727344.413803 + Penalty 112053.146558 = -154615291.267246 nChanged 5462 Iteration 65Q (6955.644511 sec): 50 clusters Score: Raw -154728673.207700 + Penalty 112053.146558 = -154616620.061142 nChanged 4992 Iteration 66Q (6972.661102 sec): 50 clusters Score: Raw -154729853.464805 + Penalty 112053.146558 = -154617800.318247 nChanged 4638 Iteration 67Q (6989.679219 sec): 50 clusters Score: Raw -154730952.284275 + Penalty 112053.146558 = -154618899.137718 nChanged 4449 Iteration 68Q (7006.682162 sec): 50 clusters Score: Raw -154732131.058214 + Penalty 112053.146558 = -154620077.911656 nChanged 4345 Iteration 69Q (7023.569404 sec): 50 clusters Score: Raw -154733460.300053 + Penalty 112053.146558 = -154621407.153496 nChanged 4161 Iteration 70Q (7040.263602 sec): 50 clusters Score: Raw -154734587.866451 + Penalty 112053.146558 = -154622534.719893 nChanged 3930 Iteration 71Q (7057.231694 sec): 50 clusters Score: Raw -154735491.129379 + Penalty 112053.146558 = -154623437.982821 nChanged 3554 Iteration 72Q (7074.232533 sec): 50 clusters Score: Raw -154736203.621573 + Penalty 112053.146558 = -154624150.475015 nChanged 3204 Iteration 73Q (7091.194050 sec): 50 clusters Score: Raw -154736810.169353 + Penalty 112053.146558 = -154624757.022795 nChanged 2945 Iteration 74Q (7107.705461 sec): 50 clusters Score: Raw -154737338.427613 + Penalty 112053.146558 = -154625285.281055 nChanged 2734 Iteration 75Q (7123.556204 sec): 50 clusters Score: Raw -154737807.238938 + Penalty 112053.146558 = -154625754.092380 nChanged 2441 Iteration 76Q (7140.602747 sec): 50 clusters Score: Raw -154738219.344026 + Penalty 112053.146558 = -154626166.197468 nChanged 2372 Iteration 77Q (7155.666366 sec): 50 clusters Score: Raw -154738567.951777 + Penalty 112053.146558 = -154626514.805220 nChanged 2175 Iteration 78Q (7170.536779 sec): 50 clusters Score: Raw -154738876.191643 + Penalty 112053.146558 = -154626823.045085 nChanged 2006 Iteration 79Q (7185.145726 sec): 50 clusters Score: Raw -154739144.120248 + Penalty 112053.146558 = -154627090.973691 nChanged 1805 Iteration 80F (7223.400173 sec): 50 clusters Score: Raw -154739976.599358 + Penalty 112053.146558 = -154627923.452800 nChanged 2202 Iteration 81Q (7240.043221 sec): 50 clusters Score: Raw -154740645.552459 + Penalty 112053.146558 = -154628592.405901 nChanged 2386 Iteration 82Q (7256.800173 sec): 50 clusters Score: Raw -154741191.442590 + Penalty 112053.146558 = -154629138.296032 nChanged 2427 Iteration 83Q (7273.995635 sec): 50 clusters Score: Raw -154741712.549745 + Penalty 112053.146558 = -154629659.403187 nChanged 2337 Iteration 84Q (7288.931399 sec): 50 clusters Score: Raw -154742207.079436 + Penalty 112053.146558 = -154630153.932878 nChanged 2312 Iteration 85Q (7304.214045 sec): 50 clusters Score: Raw -154742738.986964 + Penalty 112053.146558 = -154630685.840407 nChanged 2376 Iteration 86Q (7319.359240 sec): 50 clusters Score: Raw -154743376.734418 + Penalty 112053.146558 = -154631323.587860 nChanged 2436 Iteration 87Q (7334.877553 sec): 50 clusters Score: Raw -154744152.869964 + Penalty 112053.146558 = -154632099.723406 nChanged 2369 Iteration 88Q (7351.013609 sec): 50 clusters Score: Raw -154744764.352285 + Penalty 112053.146558 = -154632711.205727 nChanged 2231 Iteration 89Q (7367.952624 sec): 50 clusters Score: Raw -154745185.506825 + Penalty 112053.146558 = -154633132.360267 nChanged 2016 Iteration 90Q (7384.763522 sec): 50 clusters Score: Raw -154745531.213845 + Penalty 112053.146558 = -154633478.067287 nChanged 1851 Iteration 91Q (7401.691421 sec): 50 clusters Score: Raw -154745898.779343 + Penalty 112053.146558 = -154633845.632785 nChanged 1740 Iteration 92Q (7418.704539 sec): 50 clusters Score: Raw -154746277.016391 + Penalty 112053.146558 = -154634223.869833 nChanged 1621 Iteration 93Q (7434.869752 sec): 50 clusters Score: Raw -154746626.040107 + Penalty 112053.146558 = -154634572.893550 nChanged 1572 Iteration 94Q (7451.539337 sec): 50 clusters Score: Raw -154746973.222567 + Penalty 112053.146558 = -154634920.076009 nChanged 1557 Iteration 95Q (7468.381287 sec): 50 clusters Score: Raw -154747307.730981 + Penalty 112053.146558 = -154635254.584423 nChanged 1491 Iteration 96Q (7485.379859 sec): 50 clusters Score: Raw -154747584.871088 + Penalty 112053.146558 = -154635531.724530 nChanged 1409 Iteration 97Q (7502.230797 sec): 50 clusters Score: Raw -154747816.443224 + Penalty 112053.146558 = -154635763.296666 nChanged 1317 Iteration 98Q (7519.142209 sec): 50 clusters Score: Raw -154748024.259677 + Penalty 112053.146558 = -154635971.113120 nChanged 1233 Writing temp clu file Because OldScore, -154635763.296666, is greater than current (better) Score,-154635971.113120 Won't try splitting - already at maximum number of clusters Iteration 99Q (7536.084848 sec): 50 clusters Score: Raw -154748197.175731 + Penalty 112053.146558 = -154636144.029173 nChanged 1110 Iteration 100F (7573.827184 sec): 50 clusters Score: Raw -154748458.125004 + Penalty 112053.146558 = -154636404.978446 nChanged 1246 Iteration 101Q (7590.106817 sec): 50 clusters Score: Raw -154748691.492603 + Penalty 112053.146558 = -154636638.346045 nChanged 1192 Iteration 102Q (7603.888364 sec): 50 clusters Score: Raw -154748894.050792 + Penalty 112053.146558 = -154636840.904235 nChanged 1153 Iteration 103Q (7617.307015 sec): 50 clusters Score: Raw -154749095.014072 + Penalty 112053.146558 = -154637041.867514 nChanged 1096 Iteration 104Q (7631.379364 sec): 50 clusters Score: Raw -154749272.225902 + Penalty 112053.146558 = -154637219.079344 nChanged 997 Iteration 105Q (7645.939313 sec): 50 clusters Score: Raw -154749422.743208 + Penalty 112053.146558 = -154637369.596650 nChanged 987 Iteration 106Q (7661.060840 sec): 50 clusters Score: Raw -154749546.019365 + Penalty 112053.146558 = -154637492.872808 nChanged 830 Iteration 107Q (7676.385754 sec): 50 clusters Score: Raw -154749647.317413 + Penalty 112053.146558 = -154637594.170856 nChanged 747 Iteration 108Q (7691.939999 sec): 50 clusters Score: Raw -154749722.234121 + Penalty 112053.146558 = -154637669.087563 nChanged 659 Iteration 109Q (7708.062990 sec): 50 clusters Score: Raw -154749787.567590 + Penalty 112053.146558 = -154637734.421032 nChanged 680 Iteration 110Q (7723.397127 sec): 50 clusters Score: Raw -154749853.622281 + Penalty 112053.146558 = -154637800.475723 nChanged 633 Iteration 111Q (7739.580415 sec): 50 clusters Score: Raw -154749912.469862 + Penalty 112053.146558 = -154637859.323305 nChanged 548 Iteration 112Q (7753.604634 sec): 50 clusters Score: Raw -154749963.314793 + Penalty 112053.146558 = -154637910.168235 nChanged 543 Iteration 113Q (7767.280810 sec): 50 clusters Score: Raw -154750017.008494 + Penalty 112053.146558 = -154637963.861936 nChanged 457 Iteration 114Q (7781.228539 sec): 50 clusters Score: Raw -154750054.558948 + Penalty 112053.146558 = -154638001.412390 nChanged 413 Iteration 115Q (7795.708566 sec): 50 clusters Score: Raw -154750085.275763 + Penalty 112053.146558 = -154638032.129205 nChanged 393 Iteration 116Q (7810.089710 sec): 50 clusters Score: Raw -154750116.061923 + Penalty 112053.146558 = -154638062.915365 nChanged 422 Iteration 117Q (7823.869932 sec): 50 clusters Score: Raw -154750147.270910 + Penalty 112053.146558 = -154638094.124352 nChanged 364 Iteration 118Q (7837.887406 sec): 50 clusters Score: Raw -154750175.339253 + Penalty 112053.146558 = -154638122.192695 nChanged 357 Iteration 119Q (7852.060426 sec): 50 clusters Score: Raw -154750204.614069 + Penalty 112053.146558 = -154638151.467511 nChanged 360 Iteration 120F (7889.886627 sec): 50 clusters Score: Raw -154750239.168837 + Penalty 112053.146558 = -154638186.022279 nChanged 341 Iteration 121Q (7905.192356 sec): 50 clusters Score: Raw -154750271.944345 + Penalty 112053.146558 = -154638218.797787 nChanged 319 Iteration 122Q (7919.397669 sec): 50 clusters Score: Raw -154750304.763570 + Penalty 112053.146558 = -154638251.617012 nChanged 287 Iteration 123Q (7933.238284 sec): 50 clusters Score: Raw -154750333.746158 + Penalty 112053.146558 = -154638280.599600 nChanged 275 Iteration 124Q (7946.733777 sec): 50 clusters Score: Raw -154750357.583184 + Penalty 112053.146558 = -154638304.436626 nChanged 249 Iteration 125Q (7960.844905 sec): 50 clusters Score: Raw -154750383.720905 + Penalty 112053.146558 = -154638330.574347 nChanged 267 Iteration 126Q (7976.772601 sec): 50 clusters Score: Raw -154750406.291570 + Penalty 112053.146558 = -154638353.145012 nChanged 245 Iteration 127Q (7991.402475 sec): 50 clusters Score: Raw -154750427.995089 + Penalty 112053.146558 = -154638374.848531 nChanged 247 Iteration 128Q (8007.555661 sec): 50 clusters Score: Raw -154750454.385642 + Penalty 112053.146558 = -154638401.239084 nChanged 256 Iteration 129Q (8021.957295 sec): 50 clusters Score: Raw -154750482.306463 + Penalty 112053.146558 = -154638429.159906 nChanged 285 Iteration 130Q (8037.919197 sec): 50 clusters Score: Raw -154750514.487321 + Penalty 112053.146558 = -154638461.340764 nChanged 286 Iteration 131Q (8052.489439 sec): 50 clusters Score: Raw -154750549.201978 + Penalty 112053.146558 = -154638496.055421 nChanged 282 Iteration 132Q (8068.189262 sec): 50 clusters Score: Raw -154750579.004086 + Penalty 112053.146558 = -154638525.857528 nChanged 271 Iteration 133Q (8082.576144 sec): 50 clusters Score: Raw -154750617.617155 + Penalty 112053.146558 = -154638564.470597 nChanged 316 Iteration 134Q (8097.773980 sec): 50 clusters Score: Raw -154750667.604703 + Penalty 112053.146558 = -154638614.458145 nChanged 332 Iteration 135Q (8112.315820 sec): 50 clusters Score: Raw -154750737.629150 + Penalty 112053.146558 = -154638684.482592 nChanged 348 Iteration 136Q (8126.749971 sec): 50 clusters Score: Raw -154750851.141632 + Penalty 112053.146558 = -154638797.995074 nChanged 377 Iteration 137Q (8141.649076 sec): 50 clusters Score: Raw -154751019.009969 + Penalty 112053.146558 = -154638965.863411 nChanged 405 Iteration 138Q (8156.201195 sec): 50 clusters Score: Raw -154751275.155320 + Penalty 112053.146558 = -154639222.008762 nChanged 427 Writing temp clu file Because OldScore, -154638965.863411, is greater than current (better) Score,-154639222.008762 Won't try splitting - already at maximum number of clusters Iteration 139Q (8172.025847 sec): 50 clusters Score: Raw -154751531.188339 + Penalty 112053.146558 = -154639478.041781 nChanged 461 Iteration 140F (8209.883390 sec): 50 clusters Score: Raw -154751838.486287 + Penalty 112053.146558 = -154639785.339729 nChanged 467 Iteration 141Q (8224.181939 sec): 50 clusters Score: Raw -154752191.581947 + Penalty 112053.146558 = -154640138.435389 nChanged 472 Iteration 142Q (8239.721393 sec): 50 clusters Score: Raw -154752400.175107 + Penalty 112053.146558 = -154640347.028549 nChanged 451 Iteration 143Q (8254.352488 sec): 50 clusters Score: Raw -154752500.609634 + Penalty 112053.146558 = -154640447.463077 nChanged 341 Iteration 144Q (8269.432474 sec): 50 clusters Score: Raw -154752556.671723 + Penalty 112053.146558 = -154640503.525165 nChanged 316 Iteration 145Q (8283.766952 sec): 50 clusters Score: Raw -154752598.533947 + Penalty 112053.146558 = -154640545.387389 nChanged 295 Iteration 146Q (8297.899270 sec): 50 clusters Score: Raw -154752634.601832 + Penalty 112053.146558 = -154640581.455274 nChanged 267 Iteration 147Q (8313.258904 sec): 50 clusters Score: Raw -154752662.919234 + Penalty 112053.146558 = -154640609.772676 nChanged 239 Iteration 148Q (8327.449496 sec): 50 clusters Score: Raw -154752688.248976 + Penalty 112053.146558 = -154640635.102418 nChanged 221 Iteration 149Q (8343.611243 sec): 50 clusters Score: Raw -154752710.703347 + Penalty 112053.146558 = -154640657.556789 nChanged 203 Iteration 150Q (8358.148256 sec): 50 clusters Score: Raw -154752728.781263 + Penalty 112053.146558 = -154640675.634705 nChanged 181 Iteration 151Q (8374.462362 sec): 50 clusters Score: Raw -154752743.090314 + Penalty 112053.146558 = -154640689.943756 nChanged 170 Iteration 152Q (8388.891343 sec): 50 clusters Score: Raw -154752755.875728 + Penalty 112053.146558 = -154640702.729171 nChanged 151 Iteration 153Q (8404.676064 sec): 50 clusters Score: Raw -154752765.779173 + Penalty 112053.146558 = -154640712.632615 nChanged 137 Iteration 154Q (8418.914832 sec): 50 clusters Score: Raw -154752775.268470 + Penalty 112053.146558 = -154640722.121912 nChanged 130 Iteration 155Q (8433.748514 sec): 50 clusters Score: Raw -154752783.702201 + Penalty 112053.146558 = -154640730.555643 nChanged 121 Iteration 156Q (8448.172729 sec): 50 clusters Score: Raw -154752790.693164 + Penalty 112053.146558 = -154640737.546606 nChanged 99 Iteration 157Q (8462.336235 sec): 50 clusters Score: Raw -154752796.730954 + Penalty 112053.146558 = -154640743.584397 nChanged 107 Iteration 158Q (8477.593228 sec): 50 clusters Score: Raw -154752803.279258 + Penalty 112053.146558 = -154640750.132701 nChanged 100 Iteration 159Q (8491.751463 sec): 50 clusters Score: Raw -154752809.242416 + Penalty 112053.146558 = -154640756.095858 nChanged 75 Iteration 160F (8529.626230 sec): 50 clusters Score: Raw -154752813.147054 + Penalty 112053.146558 = -154640760.000496 nChanged 73 Iteration 161Q (8545.620669 sec): 50 clusters Score: Raw -154752818.015764 + Penalty 112053.146558 = -154640764.869206 nChanged 75 Iteration 162Q (8559.955452 sec): 50 clusters Score: Raw -154752823.114950 + Penalty 112053.146558 = -154640769.968392 nChanged 76 Iteration 163Q (8575.296265 sec): 50 clusters Score: Raw -154752827.697973 + Penalty 112053.146558 = -154640774.551416 nChanged 68 Iteration 164Q (8589.989306 sec): 50 clusters Score: Raw -154752831.023814 + Penalty 112053.146558 = -154640777.877256 nChanged 69 Iteration 165Q (8604.356617 sec): 50 clusters Score: Raw -154752834.184470 + Penalty 112053.146558 = -154640781.037912 nChanged 70 Iteration 166Q (8619.119773 sec): 50 clusters Score: Raw -154752837.604488 + Penalty 112053.146558 = -154640784.457930 nChanged 60 Iteration 167Q (8633.164691 sec): 50 clusters Score: Raw -154752841.094485 + Penalty 112053.146558 = -154640787.947927 nChanged 56 Iteration 168Q (8646.782235 sec): 50 clusters Score: Raw -154752844.603230 + Penalty 112053.146558 = -154640791.456672 nChanged 66 Iteration 169Q (8660.594680 sec): 50 clusters Score: Raw -154752848.598807 + Penalty 112053.146558 = -154640795.452249 nChanged 51 Iteration 170Q (8676.552121 sec): 50 clusters Score: Raw -154752852.336094 + Penalty 112053.146558 = -154640799.189536 nChanged 55 Iteration 171Q (8690.545542 sec): 50 clusters Score: Raw -154752855.930952 + Penalty 112053.146558 = -154640802.784395 nChanged 61 Iteration 172Q (8706.915397 sec): 50 clusters Score: Raw -154752860.151433 + Penalty 112053.146558 = -154640807.004875 nChanged 63 Iteration 173Q (8721.483143 sec): 50 clusters Score: Raw -154752862.802527 + Penalty 112053.146558 = -154640809.655969 nChanged 47 Iteration 174Q (8737.450448 sec): 50 clusters Score: Raw -154752864.902373 + Penalty 112053.146558 = -154640811.755815 nChanged 43 Iteration 175Q (8752.050339 sec): 50 clusters Score: Raw -154752867.310208 + Penalty 112053.146558 = -154640814.163650 nChanged 35 Iteration 176Q (8767.119758 sec): 50 clusters Score: Raw -154752869.617514 + Penalty 112053.146558 = -154640816.470956 nChanged 38 Iteration 177Q (8781.728604 sec): 50 clusters Score: Raw -154752871.816288 + Penalty 112053.146558 = -154640818.669730 nChanged 44 Iteration 178Q (8796.273913 sec): 50 clusters Score: Raw -154752874.020052 + Penalty 112053.146558 = -154640820.873495 nChanged 43 Writing temp clu file Because OldScore, -154640818.669730, is greater than current (better) Score,-154640820.873495 Won't try splitting - already at maximum number of clusters Iteration 179Q (8811.935261 sec): 50 clusters Score: Raw -154752876.366439 + Penalty 112053.146558 = -154640823.219881 nChanged 39 Iteration 180F (8849.856245 sec): 50 clusters Score: Raw -154752878.128184 + Penalty 112053.146558 = -154640824.981626 nChanged 36 Iteration 181Q (8864.479131 sec): 50 clusters Score: Raw -154752879.667112 + Penalty 112053.146558 = -154640826.520554 nChanged 29 Iteration 182Q (8880.208633 sec): 50 clusters Score: Raw -154752881.122559 + Penalty 112053.146558 = -154640827.976001 nChanged 28 Iteration 183Q (8894.688288 sec): 50 clusters Score: Raw -154752882.485723 + Penalty 112053.146558 = -154640829.339165 nChanged 22 Iteration 184Q (8910.338054 sec): 50 clusters Score: Raw -154752883.730153 + Penalty 112053.146558 = -154640830.583595 nChanged 20 Iteration 185Q (8924.966392 sec): 50 clusters Score: Raw -154752884.459592 + Penalty 112053.146558 = -154640831.313035 nChanged 19 Iteration 186Q (8939.648879 sec): 50 clusters Score: Raw -154752885.414681 + Penalty 112053.146558 = -154640832.268123 nChanged 25 Iteration 187Q (8954.976176 sec): 50 clusters Score: Raw -154752886.167649 + Penalty 112053.146558 = -154640833.021091 nChanged 14 Iteration 188Q (8969.170156 sec): 50 clusters Score: Raw -154752886.778278 + Penalty 112053.146558 = -154640833.631721 nChanged 19 Iteration 189Q (8984.883142 sec): 50 clusters Score: Raw -154752887.546359 + Penalty 112053.146558 = -154640834.399802 nChanged 13 Iteration 190Q (8999.322691 sec): 50 clusters Score: Raw -154752888.010015 + Penalty 112053.146558 = -154640834.863458 nChanged 15 Iteration 191Q (9015.825566 sec): 50 clusters Score: Raw -154752888.624350 + Penalty 112053.146558 = -154640835.477792 nChanged 12 Iteration 192Q (9030.055540 sec): 50 clusters Score: Raw -154752888.945988 + Penalty 112053.146558 = -154640835.799430 nChanged 8 Iteration 193Q (9046.058453 sec): 50 clusters Score: Raw -154752889.259724 + Penalty 112053.146558 = -154640836.113167 nChanged 8 Iteration 194Q (9060.362452 sec): 50 clusters Score: Raw -154752889.546672 + Penalty 112053.146558 = -154640836.400115 nChanged 10 Iteration 195Q (9075.776102 sec): 50 clusters Score: Raw -154752889.882113 + Penalty 112053.146558 = -154640836.735555 nChanged 10 Iteration 196Q (9090.490487 sec): 50 clusters Score: Raw -154752890.163790 + Penalty 112053.146558 = -154640837.017232 nChanged 5 Iteration 197Q (9105.261458 sec): 50 clusters Score: Raw -154752890.435630 + Penalty 112053.146558 = -154640837.289072 nChanged 4 Iteration 198Q (9119.485770 sec): 50 clusters Score: Raw -154752890.568687 + Penalty 112053.146558 = -154640837.422129 nChanged 4 Iteration 199Q (9133.526968 sec): 50 clusters Score: Raw -154752890.659171 + Penalty 112053.146558 = -154640837.512613 nChanged 4 Iteration 200F (9171.324930 sec): 50 clusters Score: Raw -154752890.791506 + Penalty 112053.146558 = -154640837.644949 nChanged 6 Iteration 201Q (9187.682627 sec): 50 clusters Score: Raw -154752890.965214 + Penalty 112053.146558 = -154640837.818656 nChanged 7 Iteration 202Q (9202.084256 sec): 50 clusters Score: Raw -154752891.258475 + Penalty 112053.146558 = -154640838.111917 nChanged 9 Iteration 203Q (9217.862865 sec): 50 clusters Score: Raw -154752891.965612 + Penalty 112053.146558 = -154640838.819054 nChanged 17 Iteration 204Q (9231.898626 sec): 50 clusters Score: Raw -154752892.608718 + Penalty 112053.146558 = -154640839.462160 nChanged 13 Iteration 205Q (9247.234923 sec): 50 clusters Score: Raw -154752893.192212 + Penalty 112053.146558 = -154640840.045654 nChanged 11 Iteration 206Q (9262.085227 sec): 50 clusters Score: Raw -154752893.547973 + Penalty 112053.146558 = -154640840.401415 nChanged 10 Iteration 207Q (9276.221619 sec): 50 clusters Score: Raw -154752893.837739 + Penalty 112053.146558 = -154640840.691181 nChanged 6 Iteration 208Q (9292.314361 sec): 50 clusters Score: Raw -154752894.119802 + Penalty 112053.146558 = -154640840.973244 nChanged 11 Iteration 209Q (9307.731211 sec): 50 clusters Score: Raw -154752894.699886 + Penalty 112053.146558 = -154640841.553328 nChanged 10 Iteration 210Q (9323.621175 sec): 50 clusters Score: Raw -154752895.298080 + Penalty 112053.146558 = -154640842.151522 nChanged 11 Iteration 211Q (9339.419711 sec): 50 clusters Score: Raw -154752896.114773 + Penalty 112053.146558 = -154640842.968215 nChanged 13 Iteration 212Q (9355.404679 sec): 50 clusters Score: Raw -154752897.127230 + Penalty 112053.146558 = -154640843.980673 nChanged 22 Iteration 213Q (9371.447327 sec): 50 clusters Score: Raw -154752898.183140 + Penalty 112053.146558 = -154640845.036582 nChanged 21 Iteration 214Q (9387.083501 sec): 50 clusters Score: Raw -154752899.151594 + Penalty 112053.146558 = -154640846.005036 nChanged 22 Iteration 215Q (9402.292212 sec): 50 clusters Score: Raw -154752900.164902 + Penalty 112053.146558 = -154640847.018344 nChanged 21 Iteration 216Q (9418.334047 sec): 50 clusters Score: Raw -154752901.054549 + Penalty 112053.146558 = -154640847.907991 nChanged 18 Iteration 217Q (9434.294326 sec): 50 clusters Score: Raw -154752901.851285 + Penalty 112053.146558 = -154640848.704728 nChanged 13 Iteration 218Q (9449.905412 sec): 50 clusters Score: Raw -154752902.307210 + Penalty 112053.146558 = -154640849.160652 nChanged 10 Writing temp clu file Because OldScore, -154640848.704728, is greater than current (better) Score,-154640849.160652 Won't try splitting - already at maximum number of clusters Iteration 219Q (9465.621573 sec): 50 clusters Score: Raw -154752902.969753 + Penalty 112053.146558 = -154640849.823195 nChanged 17 Iteration 220F (9503.318869 sec): 50 clusters Score: Raw -154752903.912171 + Penalty 112053.146558 = -154640850.765613 nChanged 12 Iteration 221Q (9519.098875 sec): 50 clusters Score: Raw -154752904.633247 + Penalty 112053.146558 = -154640851.486689 nChanged 19 Iteration 222Q (9534.903065 sec): 50 clusters Score: Raw -154752905.360050 + Penalty 112053.146558 = -154640852.213492 nChanged 16 Iteration 223Q (9550.700443 sec): 50 clusters Score: Raw -154752905.752221 + Penalty 112053.146558 = -154640852.605664 nChanged 9 Iteration 224Q (9566.580382 sec): 50 clusters Score: Raw -154752906.128021 + Penalty 112053.146558 = -154640852.981464 nChanged 6 Iteration 225Q (9581.892646 sec): 50 clusters Score: Raw -154752906.331963 + Penalty 112053.146558 = -154640853.185405 nChanged 8 Iteration 226Q (9597.225385 sec): 50 clusters Score: Raw -154752906.539726 + Penalty 112053.146558 = -154640853.393168 nChanged 5 Iteration 227Q (9612.751237 sec): 50 clusters Score: Raw -154752906.708363 + Penalty 112053.146558 = -154640853.561805 nChanged 6 Iteration 228Q (9628.697745 sec): 50 clusters Score: Raw -154752907.063353 + Penalty 112053.146558 = -154640853.916795 nChanged 4 Iteration 229Q (9645.808384 sec): 50 clusters Score: Raw -154752907.188569 + Penalty 112053.146558 = -154640854.042011 nChanged 0 Iteration 230F (9684.117140 sec): 50 clusters Score: Raw -154752907.188569 + Penalty 112053.146558 = -154640854.042011 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:4969.951641 seconds. 21->50 Clusters: Score -154640854.042011, best is -154625109.314533 THE BEST YET! Main iterations: 452 (time per iteration =7234.606855 ms) Total iterations: 5798 (time per iteration =563.994877 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 662893813440.000000 (time per metric unit =4.932981ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 15909451522560.000000 (time per metric unit=205.540857ps) That took 3270.042298 seconds.