FileBase DT3_rLS_rCA1_20150926_226um_72um ElecNo 8 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 0.04 and 0.07 GB. - 8 bytes per element (scalar), 2927500 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.02 and 0.03 GB. - 8 bytes per element (scalar), 1405200 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 1405200 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1405200 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1405200 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=58550, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.08 and 0.11 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 58550 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 58550 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 18 (957 points): Lose 451.937686 but Gain 1783.865910 Iteration 0F (1.698030 sec): 19 clusters Score: Raw -4869730.068177 + Penalty 32109.586379 = -4837620.481798 nChanged 54917 Deleting Class 9 (511 points): Lose 571.541618 but Gain 1783.865910 Iteration 1F (2.771455 sec): 18 clusters Score: Raw -5144493.831847 + Penalty 30325.720469 = -5114168.111378 nChanged 27761 Deleting Class 3 (616 points): Lose 797.017684 but Gain 1783.865910 Iteration 2F (3.775243 sec): 17 clusters Score: Raw -5214895.820878 + Penalty 28541.854559 = -5186353.966319 nChanged 14299 Deleting Class 19 (797 points): Lose 1263.324592 but Gain 1783.865910 Iteration 3F (4.728914 sec): 16 clusters Score: Raw -5237248.359879 + Penalty 26757.988650 = -5210490.371229 nChanged 9209 Deleting Class 8 (1197 points): Lose 1456.414628 but Gain 1783.865910 Iteration 4F (5.607923 sec): 15 clusters Score: Raw -5249401.232707 + Penalty 24974.122740 = -5224427.109968 nChanged 6898 Deleting Class 14 (700 points): Lose 1558.811785 but Gain 1783.865910 Iteration 5F (6.446109 sec): 14 clusters Score: Raw -5255960.259342 + Penalty 23190.256830 = -5232770.002513 nChanged 4259 Iteration 6F (7.215389 sec): 14 clusters Score: Raw -5260815.891148 + Penalty 23190.256830 = -5237625.634318 nChanged 3159 Iteration 7F (7.989362 sec): 14 clusters Score: Raw -5264364.842772 + Penalty 23190.256830 = -5241174.585942 nChanged 3336 Iteration 8F (8.750494 sec): 14 clusters Score: Raw -5270696.601723 + Penalty 23190.256830 = -5247506.344894 nChanged 4273 Iteration 9F (9.516418 sec): 14 clusters Score: Raw -5277880.441100 + Penalty 23190.256830 = -5254690.184271 nChanged 4303 Iteration 10F (10.274273 sec): 14 clusters Score: Raw -5284572.674714 + Penalty 23190.256830 = -5261382.417885 nChanged 3111 Iteration 11F (11.053507 sec): 14 clusters Score: Raw -5288537.351391 + Penalty 23190.256830 = -5265347.094561 nChanged 2161 Iteration 12Q (11.599771 sec): 14 clusters Score: Raw -5290536.881112 + Penalty 23190.256830 = -5267346.624282 nChanged 1557 Iteration 13Q (12.137824 sec): 14 clusters Score: Raw -5291465.950281 + Penalty 23190.256830 = -5268275.693451 nChanged 1217 Iteration 14Q (12.650675 sec): 14 clusters Score: Raw -5291987.278752 + Penalty 23190.256830 = -5268797.021922 nChanged 943 Iteration 15Q (13.156969 sec): 14 clusters Score: Raw -5292384.577270 + Penalty 23190.256830 = -5269194.320441 nChanged 800 Iteration 16Q (13.652852 sec): 14 clusters Score: Raw -5292708.667875 + Penalty 23190.256830 = -5269518.411045 nChanged 727 Iteration 17Q (14.159389 sec): 14 clusters Score: Raw -5292965.614645 + Penalty 23190.256830 = -5269775.357816 nChanged 655 Iteration 18Q (14.674801 sec): 14 clusters Score: Raw -5293171.713924 + Penalty 23190.256830 = -5269981.457095 nChanged 597 Iteration 19Q (15.190166 sec): 14 clusters Score: Raw -5293335.406111 + Penalty 23190.256830 = -5270145.149282 nChanged 602 Writing temp clu file Because OldScore, -5269981.457095, is greater than current (better) Score,-5270145.149282 Compute initial score before splitting: Score: Raw -5293335.406111 + Penalty 23190.256830 = -5270145.149282 Trying to split cluster 1 (18143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.264427 sec): 2 clusters Score: Raw -1671082.366730 + Penalty 1593.481515 = -1669488.885216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.343986 sec): 3 clusters Score: Raw -1660221.024189 + Penalty 3186.963029 = -1657034.061160 nChanged 8250 SP:Iteration 1F (15.411628 sec): 3 clusters Score: Raw -1664914.422930 + Penalty 3186.963029 = -1661727.459900 nChanged 1090 SP:Iteration 2F (15.483438 sec): 3 clusters Score: Raw -1665469.405210 + Penalty 3186.963029 = -1662282.442181 nChanged 1140 SP:Iteration 3F (15.564720 sec): 3 clusters Score: Raw -1666120.875570 + Penalty 3186.963029 = -1662933.912540 nChanged 1185 SP:Iteration 4F (15.650250 sec): 3 clusters Score: Raw -1666903.047188 + Penalty 3186.963029 = -1663716.084159 nChanged 1207 SP:Iteration 5F (15.729585 sec): 3 clusters Score: Raw -1667746.512606 + Penalty 3186.963029 = -1664559.549577 nChanged 1054 SP:Iteration 6F (15.811223 sec): 3 clusters Score: Raw -1668554.743584 + Penalty 3186.963029 = -1665367.780555 nChanged 846 SP:Iteration 7Q (15.889911 sec): 3 clusters Score: Raw -1669382.451162 + Penalty 3186.963029 = -1666195.488132 nChanged 648 SP:Iteration 8Q (15.970910 sec): 3 clusters Score: Raw -1670379.354666 + Penalty 3186.963029 = -1667192.391637 nChanged 468 SP:Iteration 9Q (16.048380 sec): 3 clusters Score: Raw -1670917.947845 + Penalty 3186.963029 = -1667730.984816 nChanged 517 SP:Iteration 10Q (16.112376 sec): 3 clusters Score: Raw -1671389.646916 + Penalty 3186.963029 = -1668202.683886 nChanged 531 SP:Iteration 11Q (16.192659 sec): 3 clusters Score: Raw -1671794.489565 + Penalty 3186.963029 = -1668607.526535 nChanged 480 SP:Iteration 12Q (16.271862 sec): 3 clusters Score: Raw -1672105.637491 + Penalty 3186.963029 = -1668918.674461 nChanged 441 SP:Iteration 13Q (16.352479 sec): 3 clusters Score: Raw -1672349.487353 + Penalty 3186.963029 = -1669162.524324 nChanged 384 SP:Iteration 14Q (16.419826 sec): 3 clusters Score: Raw -1672543.266416 + Penalty 3186.963029 = -1669356.303386 nChanged 333 SP:Iteration 15Q (16.504553 sec): 3 clusters Score: Raw -1672715.823991 + Penalty 3186.963029 = -1669528.860962 nChanged 360 SP:Iteration 16Q (16.582644 sec): 3 clusters Score: Raw -1672926.138320 + Penalty 3186.963029 = -1669739.175291 nChanged 390 SP:Iteration 17Q (16.663050 sec): 3 clusters Score: Raw -1673148.641474 + Penalty 3186.963029 = -1669961.678445 nChanged 411 SP:Iteration 18Q (16.737242 sec): 3 clusters Score: Raw -1673365.743546 + Penalty 3186.963029 = -1670178.780517 nChanged 430 SP:Iteration 19Q (16.803165 sec): 3 clusters Score: Raw -1673579.831258 + Penalty 3186.963029 = -1670392.868229 nChanged 435 SP:Iteration 20F (16.882239 sec): 3 clusters Score: Raw -1673809.225985 + Penalty 3186.963029 = -1670622.262955 nChanged 474 SP:Iteration 21Q (16.965522 sec): 3 clusters Score: Raw -1674042.928212 + Penalty 3186.963029 = -1670855.965183 nChanged 417 SP:Iteration 22Q (17.029015 sec): 3 clusters Score: Raw -1674245.131450 + Penalty 3186.963029 = -1671058.168421 nChanged 397 SP:Iteration 23Q (17.109808 sec): 3 clusters Score: Raw -1674431.538495 + Penalty 3186.963029 = -1671244.575466 nChanged 395 SP:Iteration 24Q (17.188733 sec): 3 clusters Score: Raw -1674629.696318 + Penalty 3186.963029 = -1671442.733289 nChanged 426 SP:Iteration 25Q (17.262120 sec): 3 clusters Score: Raw -1674847.241677 + Penalty 3186.963029 = -1671660.278647 nChanged 418 SP:Iteration 26Q (17.336443 sec): 3 clusters Score: Raw -1675048.844690 + Penalty 3186.963029 = -1671861.881661 nChanged 408 SP:Iteration 27Q (17.419030 sec): 3 clusters Score: Raw -1675237.967073 + Penalty 3186.963029 = -1672051.004043 nChanged 402 SP:Iteration 28Q (17.494399 sec): 3 clusters Score: Raw -1675424.507576 + Penalty 3186.963029 = -1672237.544546 nChanged 390 SP:Iteration 29Q (17.577577 sec): 3 clusters Score: Raw -1675611.414282 + Penalty 3186.963029 = -1672424.451253 nChanged 347 SP:Iteration 30Q (17.652804 sec): 3 clusters Score: Raw -1675776.380016 + Penalty 3186.963029 = -1672589.416987 nChanged 300 SP:Iteration 31Q (17.719509 sec): 3 clusters Score: Raw -1675906.384421 + Penalty 3186.963029 = -1672719.421392 nChanged 233 SP:Iteration 32Q (17.784192 sec): 3 clusters Score: Raw -1675989.010975 + Penalty 3186.963029 = -1672802.047945 nChanged 155 SP:Iteration 33Q (17.863247 sec): 3 clusters Score: Raw -1676045.287152 + Penalty 3186.963029 = -1672858.324123 nChanged 141 SP:Iteration 34Q (17.933529 sec): 3 clusters Score: Raw -1676098.251724 + Penalty 3186.963029 = -1672911.288695 nChanged 129 SP:Iteration 35Q (18.009560 sec): 3 clusters Score: Raw -1676148.100485 + Penalty 3186.963029 = -1672961.137456 nChanged 100 SP:Iteration 36Q (18.085383 sec): 3 clusters Score: Raw -1676183.006953 + Penalty 3186.963029 = -1672996.043924 nChanged 90 SP:Iteration 37Q (18.159015 sec): 3 clusters Score: Raw -1676218.417232 + Penalty 3186.963029 = -1673031.454203 nChanged 78 SP:Iteration 38Q (18.246993 sec): 3 clusters Score: Raw -1676245.113981 + Penalty 3186.963029 = -1673058.150952 nChanged 70 SP:Iteration 39Q (18.317758 sec): 3 clusters Score: Raw -1676266.012101 + Penalty 3186.963029 = -1673079.049071 nChanged 61 SP:Iteration 40F (18.390985 sec): 3 clusters Score: Raw -1676400.731383 + Penalty 3186.963029 = -1673213.768353 nChanged 196 SP:Iteration 41Q (18.464100 sec): 3 clusters Score: Raw -1676516.799918 + Penalty 3186.963029 = -1673329.836888 nChanged 155 SP:Iteration 42Q (18.552594 sec): 3 clusters Score: Raw -1676620.833036 + Penalty 3186.963029 = -1673433.870007 nChanged 143 SP:Iteration 43Q (18.629161 sec): 3 clusters Score: Raw -1676768.115345 + Penalty 3186.963029 = -1673581.152315 nChanged 159 SP:Iteration 44Q (18.706048 sec): 3 clusters Score: Raw -1677019.109028 + Penalty 3186.963029 = -1673832.145999 nChanged 140 SP:Iteration 45Q (18.781490 sec): 3 clusters Score: Raw -1677371.248528 + Penalty 3186.963029 = -1674184.285499 nChanged 135 SP:Iteration 46Q (18.860749 sec): 3 clusters Score: Raw -1678061.155817 + Penalty 3186.963029 = -1674874.192787 nChanged 81 SP:Iteration 47Q (18.936360 sec): 3 clusters Score: Raw -1678818.262033 + Penalty 3186.963029 = -1675631.299004 nChanged 40 SP:Iteration 48Q (19.010031 sec): 3 clusters Score: Raw -1679651.286580 + Penalty 3186.963029 = -1676464.323551 nChanged 20 SP:Iteration 49Q (19.080073 sec): 3 clusters Score: Raw -1680241.874335 + Penalty 3186.963029 = -1677054.911306 nChanged 8 SP:Iteration 50Q (19.151883 sec): 3 clusters Score: Raw -1680330.248467 + Penalty 3186.963029 = -1677143.285438 nChanged 0 SP:Iteration 51F (19.230472 sec): 3 clusters Score: Raw -1680330.248467 + Penalty 3186.963029 = -1677143.285438 nChanged 0 Score: Raw -5302682.737138 + Penalty 24974.122740 = -5277708.614399 Splitting cluster 1 changes total score from -5270145.149282 to -5277708.614399 So it's getting split into cluster 3. Trying to split cluster 2 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.088240 sec): 2 clusters Score: Raw -137167.264623 + Penalty 1192.780361 = -135974.484262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.135398 sec): 3 clusters Score: Raw -136588.851826 + Penalty 2385.560721 = -134203.291104 nChanged 510 SP:Iteration 1F (20.181306 sec): 3 clusters Score: Raw -136972.576066 + Penalty 2385.560721 = -134587.015345 nChanged 112 SP:Iteration 2F (20.220594 sec): 3 clusters Score: Raw -137064.789125 + Penalty 2385.560721 = -134679.228403 nChanged 58 SP:Iteration 3Q (20.269812 sec): 3 clusters Score: Raw -137112.148069 + Penalty 2385.560721 = -134726.587348 nChanged 53 SP:Iteration 4Q (20.313675 sec): 3 clusters Score: Raw -137155.618426 + Penalty 2385.560721 = -134770.057704 nChanged 47 SP:Iteration 5Q (20.358585 sec): 3 clusters Score: Raw -137188.936173 + Penalty 2385.560721 = -134803.375451 nChanged 27 SP:Iteration 6Q (20.405842 sec): 3 clusters Score: Raw -137211.333460 + Penalty 2385.560721 = -134825.772738 nChanged 23 SP:Iteration 7Q (20.455200 sec): 3 clusters Score: Raw -137229.090892 + Penalty 2385.560721 = -134843.530170 nChanged 21 SP:Iteration 8Q (20.505233 sec): 3 clusters Score: Raw -137242.884050 + Penalty 2385.560721 = -134857.323329 nChanged 20 SP:Iteration 9Q (20.551932 sec): 3 clusters Score: Raw -137256.341950 + Penalty 2385.560721 = -134870.781228 nChanged 18 SP:Iteration 10Q (20.602546 sec): 3 clusters Score: Raw -137267.475025 + Penalty 2385.560721 = -134881.914303 nChanged 13 SP:Iteration 11Q (20.651465 sec): 3 clusters Score: Raw -137277.629767 + Penalty 2385.560721 = -134892.069046 nChanged 16 SP:Iteration 12Q (20.700730 sec): 3 clusters Score: Raw -137287.251792 + Penalty 2385.560721 = -134901.691070 nChanged 10 SP:Iteration 13Q (20.745397 sec): 3 clusters Score: Raw -137293.240475 + Penalty 2385.560721 = -134907.679754 nChanged 8 SP:Iteration 14Q (20.792451 sec): 3 clusters Score: Raw -137296.967268 + Penalty 2385.560721 = -134911.406546 nChanged 5 SP:Iteration 15Q (20.837046 sec): 3 clusters Score: Raw -137299.878490 + Penalty 2385.560721 = -134914.317769 nChanged 7 SP:Iteration 16Q (20.882977 sec): 3 clusters Score: Raw -137304.547649 + Penalty 2385.560721 = -134918.986928 nChanged 8 SP:Iteration 17Q (20.934467 sec): 3 clusters Score: Raw -137311.992806 + Penalty 2385.560721 = -134926.432084 nChanged 10 SP:Iteration 18Q (20.987232 sec): 3 clusters Score: Raw -137317.104621 + Penalty 2385.560721 = -134931.543900 nChanged 6 SP:Iteration 19Q (21.035760 sec): 3 clusters Score: Raw -137321.172556 + Penalty 2385.560721 = -134935.611835 nChanged 3 SP:Iteration 20F (21.082883 sec): 3 clusters Score: Raw -137324.107730 + Penalty 2385.560721 = -134938.547009 nChanged 1 SP:Iteration 21Q (21.121003 sec): 3 clusters Score: Raw -137324.624751 + Penalty 2385.560721 = -134939.064030 nChanged 1 SP:Iteration 22Q (21.172792 sec): 3 clusters Score: Raw -137325.343847 + Penalty 2385.560721 = -134939.783126 nChanged 0 SP:Iteration 23F (21.216925 sec): 3 clusters Score: Raw -137325.343847 + Penalty 2385.560721 = -134939.783126 nChanged 0 Trying to split cluster 4 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.242054 sec): 2 clusters Score: Raw -10969.899648 + Penalty 864.989122 = -10104.910526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.291344 sec): 3 clusters Score: Raw -11183.999035 + Penalty 1729.978243 = -9454.020792 nChanged 45 SP:Iteration 1F (21.338084 sec): 3 clusters Score: Raw -11443.702499 + Penalty 1729.978243 = -9713.724256 nChanged 13 SP:Iteration 2F (21.383734 sec): 3 clusters Score: Raw -11530.573438 + Penalty 1729.978243 = -9800.595194 nChanged 5 SP:Iteration 3Q (21.426270 sec): 3 clusters Score: Raw -11572.964315 + Penalty 1729.978243 = -9842.986072 nChanged 3 SP:Iteration 4Q (21.475273 sec): 3 clusters Score: Raw -11596.119220 + Penalty 1729.978243 = -9866.140977 nChanged 1 SP:Iteration 5Q (21.516255 sec): 3 clusters Score: Raw -11606.103673 + Penalty 1729.978243 = -9876.125429 nChanged 0 SP:Iteration 6F (21.557375 sec): 3 clusters Score: Raw -11606.103673 + Penalty 1729.978243 = -9876.125429 nChanged 0 Trying to split cluster 5 (2387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.584513 sec): 2 clusters Score: Raw -215408.032032 + Penalty 1263.891302 = -214144.140731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.628102 sec): 3 clusters Score: Raw -214347.171489 + Penalty 2527.782604 = -211819.388886 nChanged 884 SP:Iteration 1F (21.672024 sec): 3 clusters Score: Raw -214902.713334 + Penalty 2527.782604 = -212374.930731 nChanged 152 SP:Iteration 2F (21.728456 sec): 3 clusters Score: Raw -214991.455581 + Penalty 2527.782604 = -212463.672977 nChanged 97 SP:Iteration 3Q (21.778205 sec): 3 clusters Score: Raw -215057.520767 + Penalty 2527.782604 = -212529.738163 nChanged 100 SP:Iteration 4Q (21.817796 sec): 3 clusters Score: Raw -215113.079146 + Penalty 2527.782604 = -212585.296543 nChanged 63 SP:Iteration 5Q (21.865195 sec): 3 clusters Score: Raw -215147.221784 + Penalty 2527.782604 = -212619.439181 nChanged 40 SP:Iteration 6Q (21.918507 sec): 3 clusters Score: Raw -215174.213867 + Penalty 2527.782604 = -212646.431263 nChanged 45 SP:Iteration 7Q (21.972055 sec): 3 clusters Score: Raw -215198.234540 + Penalty 2527.782604 = -212670.451936 nChanged 42 SP:Iteration 8Q (22.025421 sec): 3 clusters Score: Raw -215218.147878 + Penalty 2527.782604 = -212690.365274 nChanged 30 SP:Iteration 9Q (22.068596 sec): 3 clusters Score: Raw -215232.257071 + Penalty 2527.782604 = -212704.474468 nChanged 26 SP:Iteration 10Q (22.121877 sec): 3 clusters Score: Raw -215246.091661 + Penalty 2527.782604 = -212718.309057 nChanged 29 SP:Iteration 11Q (22.162007 sec): 3 clusters Score: Raw -215260.433632 + Penalty 2527.782604 = -212732.651029 nChanged 28 SP:Iteration 12Q (22.217799 sec): 3 clusters Score: Raw -215274.902791 + Penalty 2527.782604 = -212747.120188 nChanged 27 SP:Iteration 13Q (22.268236 sec): 3 clusters Score: Raw -215284.813999 + Penalty 2527.782604 = -212757.031395 nChanged 15 SP:Iteration 14Q (22.312863 sec): 3 clusters Score: Raw -215292.947467 + Penalty 2527.782604 = -212765.164864 nChanged 14 SP:Iteration 15Q (22.357440 sec): 3 clusters Score: Raw -215302.881798 + Penalty 2527.782604 = -212775.099194 nChanged 20 SP:Iteration 16Q (22.407776 sec): 3 clusters Score: Raw -215318.465001 + Penalty 2527.782604 = -212790.682397 nChanged 31 SP:Iteration 17Q (22.453369 sec): 3 clusters Score: Raw -215335.631561 + Penalty 2527.782604 = -212807.848958 nChanged 24 SP:Iteration 18Q (22.507417 sec): 3 clusters Score: Raw -215348.139241 + Penalty 2527.782604 = -212820.356637 nChanged 16 SP:Iteration 19Q (22.539606 sec): 3 clusters Score: Raw -215357.722104 + Penalty 2527.782604 = -212829.939500 nChanged 17 SP:Iteration 20F (22.589714 sec): 3 clusters Score: Raw -215364.332496 + Penalty 2527.782604 = -212836.549893 nChanged 14 SP:Iteration 21Q (22.637725 sec): 3 clusters Score: Raw -215370.877660 + Penalty 2527.782604 = -212843.095056 nChanged 18 SP:Iteration 22Q (22.694394 sec): 3 clusters Score: Raw -215381.400972 + Penalty 2527.782604 = -212853.618368 nChanged 16 SP:Iteration 23Q (22.749394 sec): 3 clusters Score: Raw -215391.765280 + Penalty 2527.782604 = -212863.982676 nChanged 19 SP:Iteration 24Q (22.799182 sec): 3 clusters Score: Raw -215404.191655 + Penalty 2527.782604 = -212876.409052 nChanged 29 SP:Iteration 25Q (22.858683 sec): 3 clusters Score: Raw -215425.497373 + Penalty 2527.782604 = -212897.714770 nChanged 20 SP:Iteration 26Q (22.909387 sec): 3 clusters Score: Raw -215437.648168 + Penalty 2527.782604 = -212909.865565 nChanged 22 SP:Iteration 27Q (22.954950 sec): 3 clusters Score: Raw -215454.489654 + Penalty 2527.782604 = -212926.707051 nChanged 27 SP:Iteration 28Q (23.017668 sec): 3 clusters Score: Raw -215474.888332 + Penalty 2527.782604 = -212947.105728 nChanged 24 SP:Iteration 29Q (23.068550 sec): 3 clusters Score: Raw -215493.272302 + Penalty 2527.782604 = -212965.489698 nChanged 25 SP:Iteration 30Q (23.118704 sec): 3 clusters Score: Raw -215514.412694 + Penalty 2527.782604 = -212986.630091 nChanged 30 SP:Iteration 31Q (23.157754 sec): 3 clusters Score: Raw -215535.310726 + Penalty 2527.782604 = -213007.528123 nChanged 24 SP:Iteration 32Q (23.214731 sec): 3 clusters Score: Raw -215552.764542 + Penalty 2527.782604 = -213024.981939 nChanged 19 SP:Iteration 33Q (23.264719 sec): 3 clusters Score: Raw -215562.358479 + Penalty 2527.782604 = -213034.575876 nChanged 14 SP:Iteration 34Q (23.317518 sec): 3 clusters Score: Raw -215572.438661 + Penalty 2527.782604 = -213044.656057 nChanged 16 SP:Iteration 35Q (23.365414 sec): 3 clusters Score: Raw -215583.409789 + Penalty 2527.782604 = -213055.627186 nChanged 18 SP:Iteration 36Q (23.416947 sec): 3 clusters Score: Raw -215600.837972 + Penalty 2527.782604 = -213073.055369 nChanged 19 SP:Iteration 37Q (23.471613 sec): 3 clusters Score: Raw -215616.260277 + Penalty 2527.782604 = -213088.477673 nChanged 14 SP:Iteration 38Q (23.523587 sec): 3 clusters Score: Raw -215624.758394 + Penalty 2527.782604 = -213096.975790 nChanged 10 SP:Iteration 39Q (23.574968 sec): 3 clusters Score: Raw -215629.716400 + Penalty 2527.782604 = -213101.933797 nChanged 11 SP:Iteration 40F (23.630238 sec): 3 clusters Score: Raw -215635.431791 + Penalty 2527.782604 = -213107.649188 nChanged 11 SP:Iteration 41Q (23.671171 sec): 3 clusters Score: Raw -215642.513155 + Penalty 2527.782604 = -213114.730552 nChanged 13 SP:Iteration 42Q (23.732169 sec): 3 clusters Score: Raw -215651.767071 + Penalty 2527.782604 = -213123.984468 nChanged 14 SP:Iteration 43Q (23.777667 sec): 3 clusters Score: Raw -215659.256413 + Penalty 2527.782604 = -213131.473809 nChanged 18 SP:Iteration 44Q (23.823473 sec): 3 clusters Score: Raw -215669.335162 + Penalty 2527.782604 = -213141.552559 nChanged 9 SP:Iteration 45Q (23.876291 sec): 3 clusters Score: Raw -215675.209035 + Penalty 2527.782604 = -213147.426432 nChanged 14 SP:Iteration 46Q (23.932394 sec): 3 clusters Score: Raw -215684.796665 + Penalty 2527.782604 = -213157.014061 nChanged 12 SP:Iteration 47Q (23.987221 sec): 3 clusters Score: Raw -215694.525003 + Penalty 2527.782604 = -213166.742399 nChanged 12 SP:Iteration 48Q (24.035282 sec): 3 clusters Score: Raw -215703.363765 + Penalty 2527.782604 = -213175.581161 nChanged 6 SP:Iteration 49Q (24.079319 sec): 3 clusters Score: Raw -215709.050837 + Penalty 2527.782604 = -213181.268234 nChanged 12 SP:Iteration 50Q (24.128709 sec): 3 clusters Score: Raw -215719.772755 + Penalty 2527.782604 = -213191.990151 nChanged 14 SP:Iteration 51Q (24.182858 sec): 3 clusters Score: Raw -215730.410925 + Penalty 2527.782604 = -213202.628322 nChanged 14 SP:Iteration 52Q (24.237607 sec): 3 clusters Score: Raw -215740.083965 + Penalty 2527.782604 = -213212.301362 nChanged 10 SP:Iteration 53Q (24.280849 sec): 3 clusters Score: Raw -215748.318631 + Penalty 2527.782604 = -213220.536027 nChanged 10 SP:Iteration 54Q (24.336156 sec): 3 clusters Score: Raw -215755.799881 + Penalty 2527.782604 = -213228.017278 nChanged 9 SP:Iteration 55Q (24.390748 sec): 3 clusters Score: Raw -215762.228828 + Penalty 2527.782604 = -213234.446225 nChanged 8 SP:Iteration 56Q (24.437374 sec): 3 clusters Score: Raw -215766.083756 + Penalty 2527.782604 = -213238.301153 nChanged 5 SP:Iteration 57Q (24.493522 sec): 3 clusters Score: Raw -215771.931473 + Penalty 2527.782604 = -213244.148869 nChanged 4 SP:Iteration 58Q (24.542841 sec): 3 clusters Score: Raw -215777.761288 + Penalty 2527.782604 = -213249.978684 nChanged 5 SP:Iteration 59Q (24.590447 sec): 3 clusters Score: Raw -215780.948586 + Penalty 2527.782604 = -213253.165983 nChanged 5 SP:Iteration 60F (24.638013 sec): 3 clusters Score: Raw -215784.989379 + Penalty 2527.782604 = -213257.206775 nChanged 4 SP:Iteration 61Q (24.691062 sec): 3 clusters Score: Raw -215787.966675 + Penalty 2527.782604 = -213260.184072 nChanged 3 SP:Iteration 62Q (24.750130 sec): 3 clusters Score: Raw -215789.913976 + Penalty 2527.782604 = -213262.131373 nChanged 5 SP:Iteration 63Q (24.795230 sec): 3 clusters Score: Raw -215796.082590 + Penalty 2527.782604 = -213268.299986 nChanged 5 SP:Iteration 64Q (24.848705 sec): 3 clusters Score: Raw -215800.063856 + Penalty 2527.782604 = -213272.281253 nChanged 3 SP:Iteration 65Q (24.904119 sec): 3 clusters Score: Raw -215804.137943 + Penalty 2527.782604 = -213276.355340 nChanged 4 SP:Iteration 66Q (24.954689 sec): 3 clusters Score: Raw -215806.971493 + Penalty 2527.782604 = -213279.188890 nChanged 3 SP:Iteration 67Q (25.003920 sec): 3 clusters Score: Raw -215809.160623 + Penalty 2527.782604 = -213281.378020 nChanged 5 SP:Iteration 68Q (25.049896 sec): 3 clusters Score: Raw -215812.961687 + Penalty 2527.782604 = -213285.179083 nChanged 5 SP:Iteration 69Q (25.099733 sec): 3 clusters Score: Raw -215816.794409 + Penalty 2527.782604 = -213289.011805 nChanged 3 SP:Iteration 70Q (25.155242 sec): 3 clusters Score: Raw -215818.780611 + Penalty 2527.782604 = -213290.998007 nChanged 2 SP:Iteration 71Q (25.204763 sec): 3 clusters Score: Raw -215819.832025 + Penalty 2527.782604 = -213292.049422 nChanged 2 SP:Iteration 72Q (25.242748 sec): 3 clusters Score: Raw -215821.443296 + Penalty 2527.782604 = -213293.660693 nChanged 1 SP:Iteration 73Q (25.290701 sec): 3 clusters Score: Raw -215822.146149 + Penalty 2527.782604 = -213294.363546 nChanged 1 SP:Iteration 74Q (25.337414 sec): 3 clusters Score: Raw -215822.496264 + Penalty 2527.782604 = -213294.713661 nChanged 1 SP:Iteration 75Q (25.397721 sec): 3 clusters Score: Raw -215822.703532 + Penalty 2527.782604 = -213294.920929 nChanged 2 SP:Iteration 76Q (25.449163 sec): 3 clusters Score: Raw -215823.540586 + Penalty 2527.782604 = -213295.757982 nChanged 1 SP:Iteration 77Q (25.488399 sec): 3 clusters Score: Raw -215824.549788 + Penalty 2527.782604 = -213296.767185 nChanged 0 SP:Iteration 78F (25.550727 sec): 3 clusters Score: Raw -215824.549788 + Penalty 2527.782604 = -213296.767185 nChanged 0 Trying to split cluster 6 (13737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.596847 sec): 2 clusters Score: Raw -1301704.622452 + Penalty 1548.275333 = -1300156.347119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.653284 sec): 3 clusters Score: Raw -1293682.815197 + Penalty 3096.550665 = -1290586.264531 nChanged 6068 SP:Iteration 1F (25.722410 sec): 3 clusters Score: Raw -1296981.260032 + Penalty 3096.550665 = -1293884.709366 nChanged 703 SP:Iteration 2F (25.806356 sec): 3 clusters Score: Raw -1297252.207110 + Penalty 3096.550665 = -1294155.656445 nChanged 670 SP:Iteration 3Q (25.865993 sec): 3 clusters Score: Raw -1297527.076397 + Penalty 3096.550665 = -1294430.525732 nChanged 630 SP:Iteration 4Q (25.936510 sec): 3 clusters Score: Raw -1297812.895805 + Penalty 3096.550665 = -1294716.345139 nChanged 707 SP:Iteration 5F (26.019297 sec): 3 clusters Score: Raw -1298199.328155 + Penalty 3096.550665 = -1295102.777489 nChanged 781 SP:Iteration 6F (26.075286 sec): 3 clusters Score: Raw -1298705.605742 + Penalty 3096.550665 = -1295609.055076 nChanged 879 SP:Iteration 7F (26.145244 sec): 3 clusters Score: Raw -1299394.999481 + Penalty 3096.550665 = -1296298.448815 nChanged 887 SP:Iteration 8F (26.215239 sec): 3 clusters Score: Raw -1300191.101678 + Penalty 3096.550665 = -1297094.551013 nChanged 727 SP:Iteration 9F (26.286918 sec): 3 clusters Score: Raw -1300870.938779 + Penalty 3096.550665 = -1297774.388113 nChanged 473 SP:Iteration 10Q (26.358132 sec): 3 clusters Score: Raw -1301327.773419 + Penalty 3096.550665 = -1298231.222754 nChanged 279 SP:Iteration 11Q (26.429261 sec): 3 clusters Score: Raw -1301599.294880 + Penalty 3096.550665 = -1298502.744214 nChanged 119 SP:Iteration 12Q (26.506167 sec): 3 clusters Score: Raw -1301724.335925 + Penalty 3096.550665 = -1298627.785259 nChanged 49 SP:Iteration 13Q (26.559590 sec): 3 clusters Score: Raw -1301785.067189 + Penalty 3096.550665 = -1298688.516524 nChanged 30 SP:Iteration 14Q (26.626670 sec): 3 clusters Score: Raw -1301822.522154 + Penalty 3096.550665 = -1298725.971489 nChanged 18 SP:Iteration 15Q (26.704034 sec): 3 clusters Score: Raw -1301848.508487 + Penalty 3096.550665 = -1298751.957821 nChanged 11 SP:Iteration 16Q (26.769921 sec): 3 clusters Score: Raw -1301863.321001 + Penalty 3096.550665 = -1298766.770336 nChanged 7 SP:Iteration 17Q (26.839157 sec): 3 clusters Score: Raw -1301869.204301 + Penalty 3096.550665 = -1298772.653635 nChanged 4 SP:Iteration 18Q (26.888941 sec): 3 clusters Score: Raw -1301874.034290 + Penalty 3096.550665 = -1298777.483625 nChanged 3 SP:Iteration 19Q (26.958350 sec): 3 clusters Score: Raw -1301880.200458 + Penalty 3096.550665 = -1298783.649793 nChanged 4 SP:Iteration 20F (27.034227 sec): 3 clusters Score: Raw -1301887.571036 + Penalty 3096.550665 = -1298791.020371 nChanged 3 SP:Iteration 21Q (27.100808 sec): 3 clusters Score: Raw -1301890.988639 + Penalty 3096.550665 = -1298794.437973 nChanged 2 SP:Iteration 22Q (27.159054 sec): 3 clusters Score: Raw -1301893.682692 + Penalty 3096.550665 = -1298797.132027 nChanged 1 SP:Iteration 23Q (27.236542 sec): 3 clusters Score: Raw -1301895.105537 + Penalty 3096.550665 = -1298798.554871 nChanged 0 SP:Iteration 24F (27.295268 sec): 3 clusters Score: Raw -1301895.105537 + Penalty 3096.550665 = -1298798.554871 nChanged 0 Trying to split cluster 7 (1110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.323985 sec): 2 clusters Score: Raw -93839.438356 + Penalty 1139.468735 = -92699.969621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.373815 sec): 3 clusters Score: Raw -93498.541198 + Penalty 2278.937471 = -91219.603727 nChanged 344 SP:Iteration 1F (27.432380 sec): 3 clusters Score: Raw -93774.576909 + Penalty 2278.937471 = -91495.639438 nChanged 79 SP:Iteration 2F (27.473121 sec): 3 clusters Score: Raw -93877.467414 + Penalty 2278.937471 = -91598.529943 nChanged 69 SP:Iteration 3F (27.528170 sec): 3 clusters Score: Raw -93964.050597 + Penalty 2278.937471 = -91685.113127 nChanged 42 SP:Iteration 4Q (27.575888 sec): 3 clusters Score: Raw -94024.711991 + Penalty 2278.937471 = -91745.774521 nChanged 40 SP:Iteration 5Q (27.619358 sec): 3 clusters Score: Raw -94063.150123 + Penalty 2278.937471 = -91784.212653 nChanged 30 SP:Iteration 6Q (27.669119 sec): 3 clusters Score: Raw -94095.166466 + Penalty 2278.937471 = -91816.228995 nChanged 29 SP:Iteration 7Q (27.725611 sec): 3 clusters Score: Raw -94127.288244 + Penalty 2278.937471 = -91848.350773 nChanged 22 SP:Iteration 8Q (27.775155 sec): 3 clusters Score: Raw -94149.023690 + Penalty 2278.937471 = -91870.086219 nChanged 18 SP:Iteration 9Q (27.825361 sec): 3 clusters Score: Raw -94170.373472 + Penalty 2278.937471 = -91891.436001 nChanged 18 SP:Iteration 10Q (27.876062 sec): 3 clusters Score: Raw -94186.714291 + Penalty 2278.937471 = -91907.776820 nChanged 10 SP:Iteration 11Q (27.928126 sec): 3 clusters Score: Raw -94196.013729 + Penalty 2278.937471 = -91917.076259 nChanged 8 SP:Iteration 12Q (27.974954 sec): 3 clusters Score: Raw -94206.875834 + Penalty 2278.937471 = -91927.938363 nChanged 8 SP:Iteration 13Q (28.019301 sec): 3 clusters Score: Raw -94211.841983 + Penalty 2278.937471 = -91932.904513 nChanged 4 SP:Iteration 14Q (28.074463 sec): 3 clusters Score: Raw -94215.334358 + Penalty 2278.937471 = -91936.396888 nChanged 3 SP:Iteration 15Q (28.121746 sec): 3 clusters Score: Raw -94217.671686 + Penalty 2278.937471 = -91938.734215 nChanged 4 SP:Iteration 16Q (28.171480 sec): 3 clusters Score: Raw -94219.703791 + Penalty 2278.937471 = -91940.766320 nChanged 1 SP:Iteration 17Q (28.220596 sec): 3 clusters Score: Raw -94220.239173 + Penalty 2278.937471 = -91941.301702 nChanged 1 SP:Iteration 18Q (28.271850 sec): 3 clusters Score: Raw -94220.573405 + Penalty 2278.937471 = -91941.635935 nChanged 0 SP:Iteration 19F (28.327678 sec): 3 clusters Score: Raw -94220.573405 + Penalty 2278.937471 = -91941.635935 nChanged 0 Trying to split cluster 10 (4225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.361428 sec): 2 clusters Score: Raw -389756.534023 + Penalty 1356.675863 = -388399.858160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.418061 sec): 3 clusters Score: Raw -387585.732527 + Penalty 2713.351725 = -384872.380802 nChanged 1673 SP:Iteration 1F (28.472709 sec): 3 clusters Score: Raw -388495.283545 + Penalty 2713.351725 = -385781.931820 nChanged 324 SP:Iteration 2F (28.530401 sec): 3 clusters Score: Raw -388679.366822 + Penalty 2713.351725 = -385966.015097 nChanged 236 SP:Iteration 3F (28.584518 sec): 3 clusters Score: Raw -388812.006553 + Penalty 2713.351725 = -386098.654827 nChanged 185 SP:Iteration 4Q (28.637966 sec): 3 clusters Score: Raw -388911.775442 + Penalty 2713.351725 = -386198.423716 nChanged 168 SP:Iteration 5Q (28.686338 sec): 3 clusters Score: Raw -388995.023502 + Penalty 2713.351725 = -386281.671777 nChanged 142 SP:Iteration 6Q (28.741054 sec): 3 clusters Score: Raw -389074.161775 + Penalty 2713.351725 = -386360.810049 nChanged 147 SP:Iteration 7Q (28.795557 sec): 3 clusters Score: Raw -389154.903517 + Penalty 2713.351725 = -386441.551792 nChanged 121 SP:Iteration 8Q (28.853419 sec): 3 clusters Score: Raw -389222.457878 + Penalty 2713.351725 = -386509.106152 nChanged 128 SP:Iteration 9Q (28.912180 sec): 3 clusters Score: Raw -389293.633675 + Penalty 2713.351725 = -386580.281949 nChanged 125 SP:Iteration 10Q (28.967466 sec): 3 clusters Score: Raw -389354.602037 + Penalty 2713.351725 = -386641.250312 nChanged 117 SP:Iteration 11Q (29.023954 sec): 3 clusters Score: Raw -389420.625761 + Penalty 2713.351725 = -386707.274036 nChanged 117 SP:Iteration 12Q (29.079192 sec): 3 clusters Score: Raw -389481.545717 + Penalty 2713.351725 = -386768.193991 nChanged 93 SP:Iteration 13Q (29.134769 sec): 3 clusters Score: Raw -389524.449740 + Penalty 2713.351725 = -386811.098015 nChanged 92 SP:Iteration 14Q (29.179196 sec): 3 clusters Score: Raw -389573.027644 + Penalty 2713.351725 = -386859.675918 nChanged 96 SP:Iteration 15Q (29.246304 sec): 3 clusters Score: Raw -389629.440239 + Penalty 2713.351725 = -386916.088514 nChanged 107 SP:Iteration 16Q (29.302009 sec): 3 clusters Score: Raw -389687.030774 + Penalty 2713.351725 = -386973.679049 nChanged 110 SP:Iteration 17Q (29.344871 sec): 3 clusters Score: Raw -389751.230771 + Penalty 2713.351725 = -387037.879045 nChanged 119 SP:Iteration 18Q (29.400268 sec): 3 clusters Score: Raw -389821.985682 + Penalty 2713.351725 = -387108.633957 nChanged 102 SP:Iteration 19Q (29.456266 sec): 3 clusters Score: Raw -389880.082918 + Penalty 2713.351725 = -387166.731193 nChanged 77 SP:Iteration 20F (29.522743 sec): 3 clusters Score: Raw -389918.956564 + Penalty 2713.351725 = -387205.604838 nChanged 63 SP:Iteration 21Q (29.579069 sec): 3 clusters Score: Raw -389948.750109 + Penalty 2713.351725 = -387235.398383 nChanged 46 SP:Iteration 22Q (29.636694 sec): 3 clusters Score: Raw -389970.940920 + Penalty 2713.351725 = -387257.589195 nChanged 34 SP:Iteration 23Q (29.688992 sec): 3 clusters Score: Raw -389984.926811 + Penalty 2713.351725 = -387271.575086 nChanged 20 SP:Iteration 24Q (29.750789 sec): 3 clusters Score: Raw -389991.832025 + Penalty 2713.351725 = -387278.480299 nChanged 24 SP:Iteration 25Q (29.804232 sec): 3 clusters Score: Raw -389998.685505 + Penalty 2713.351725 = -387285.333779 nChanged 18 SP:Iteration 26Q (29.857760 sec): 3 clusters Score: Raw -390003.557107 + Penalty 2713.351725 = -387290.205382 nChanged 10 SP:Iteration 27Q (29.917609 sec): 3 clusters Score: Raw -390007.480853 + Penalty 2713.351725 = -387294.129127 nChanged 15 SP:Iteration 28Q (29.971374 sec): 3 clusters Score: Raw -390012.795821 + Penalty 2713.351725 = -387299.444095 nChanged 14 SP:Iteration 29Q (30.024236 sec): 3 clusters Score: Raw -390016.436842 + Penalty 2713.351725 = -387303.085117 nChanged 6 SP:Iteration 30Q (30.071909 sec): 3 clusters Score: Raw -390018.715674 + Penalty 2713.351725 = -387305.363949 nChanged 11 SP:Iteration 31Q (30.137501 sec): 3 clusters Score: Raw -390023.338107 + Penalty 2713.351725 = -387309.986382 nChanged 9 SP:Iteration 32Q (30.188619 sec): 3 clusters Score: Raw -390026.375254 + Penalty 2713.351725 = -387313.023528 nChanged 10 SP:Iteration 33Q (30.252350 sec): 3 clusters Score: Raw -390028.781862 + Penalty 2713.351725 = -387315.430137 nChanged 9 SP:Iteration 34Q (30.299135 sec): 3 clusters Score: Raw -390031.931381 + Penalty 2713.351725 = -387318.579655 nChanged 9 SP:Iteration 35Q (30.353416 sec): 3 clusters Score: Raw -390034.755191 + Penalty 2713.351725 = -387321.403466 nChanged 2 SP:Iteration 36Q (30.416743 sec): 3 clusters Score: Raw -390035.280641 + Penalty 2713.351725 = -387321.928916 nChanged 3 SP:Iteration 37Q (30.469334 sec): 3 clusters Score: Raw -390036.187020 + Penalty 2713.351725 = -387322.835294 nChanged 4 SP:Iteration 38Q (30.522217 sec): 3 clusters Score: Raw -390037.085877 + Penalty 2713.351725 = -387323.734151 nChanged 5 SP:Iteration 39Q (30.572930 sec): 3 clusters Score: Raw -390038.890769 + Penalty 2713.351725 = -387325.539044 nChanged 4 SP:Iteration 40F (30.625062 sec): 3 clusters Score: Raw -390039.901227 + Penalty 2713.351725 = -387326.549502 nChanged 3 SP:Iteration 41Q (30.682093 sec): 3 clusters Score: Raw -390041.066954 + Penalty 2713.351725 = -387327.715229 nChanged 3 SP:Iteration 42Q (30.742750 sec): 3 clusters Score: Raw -390042.048827 + Penalty 2713.351725 = -387328.697102 nChanged 2 SP:Iteration 43Q (30.802850 sec): 3 clusters Score: Raw -390042.355217 + Penalty 2713.351725 = -387329.003492 nChanged 1 SP:Iteration 44Q (30.859072 sec): 3 clusters Score: Raw -390042.463731 + Penalty 2713.351725 = -387329.112005 nChanged 0 SP:Iteration 45F (30.913079 sec): 3 clusters Score: Raw -390042.463731 + Penalty 2713.351725 = -387329.112005 nChanged 0 Trying to split cluster 11 (2128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.939360 sec): 2 clusters Score: Raw -176795.941200 + Penalty 1245.227401 = -175550.713799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.990197 sec): 3 clusters Score: Raw -175915.112243 + Penalty 2490.454801 = -173424.657442 nChanged 765 SP:Iteration 1F (31.029337 sec): 3 clusters Score: Raw -176527.533983 + Penalty 2490.454801 = -174037.079181 nChanged 206 SP:Iteration 2F (31.085307 sec): 3 clusters Score: Raw -176733.525434 + Penalty 2490.454801 = -174243.070632 nChanged 163 SP:Iteration 3F (31.134205 sec): 3 clusters Score: Raw -176924.291892 + Penalty 2490.454801 = -174433.837090 nChanged 158 SP:Iteration 4F (31.178581 sec): 3 clusters Score: Raw -177157.101531 + Penalty 2490.454801 = -174666.646730 nChanged 147 SP:Iteration 5F (31.223521 sec): 3 clusters Score: Raw -177380.142021 + Penalty 2490.454801 = -174889.687220 nChanged 124 SP:Iteration 6F (31.275673 sec): 3 clusters Score: Raw -177556.123200 + Penalty 2490.454801 = -175065.668399 nChanged 89 SP:Iteration 7Q (31.326995 sec): 3 clusters Score: Raw -177686.583564 + Penalty 2490.454801 = -175196.128762 nChanged 73 SP:Iteration 8Q (31.372017 sec): 3 clusters Score: Raw -177781.788694 + Penalty 2490.454801 = -175291.333892 nChanged 48 SP:Iteration 9Q (31.426536 sec): 3 clusters Score: Raw -177828.894874 + Penalty 2490.454801 = -175338.440073 nChanged 26 SP:Iteration 10Q (31.471522 sec): 3 clusters Score: Raw -177853.138100 + Penalty 2490.454801 = -175362.683299 nChanged 18 SP:Iteration 11Q (31.530266 sec): 3 clusters Score: Raw -177867.351714 + Penalty 2490.454801 = -175376.896913 nChanged 16 SP:Iteration 12Q (31.580484 sec): 3 clusters Score: Raw -177879.543383 + Penalty 2490.454801 = -175389.088581 nChanged 14 SP:Iteration 13Q (31.630130 sec): 3 clusters Score: Raw -177886.952079 + Penalty 2490.454801 = -175396.497278 nChanged 6 SP:Iteration 14Q (31.683094 sec): 3 clusters Score: Raw -177889.742283 + Penalty 2490.454801 = -175399.287481 nChanged 1 SP:Iteration 15Q (31.733432 sec): 3 clusters Score: Raw -177890.325368 + Penalty 2490.454801 = -175399.870567 nChanged 1 SP:Iteration 16Q (31.782225 sec): 3 clusters Score: Raw -177890.493408 + Penalty 2490.454801 = -175400.038607 nChanged 0 SP:Iteration 17F (31.838428 sec): 3 clusters Score: Raw -177890.493408 + Penalty 2490.454801 = -175400.038607 nChanged 0 Trying to split cluster 12 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.863176 sec): 2 clusters Score: Raw -35995.722278 + Penalty 980.376511 = -35015.345767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.909780 sec): 3 clusters Score: Raw -35976.508446 + Penalty 1960.753022 = -34015.755424 nChanged 87 SP:Iteration 1F (31.943669 sec): 3 clusters Score: Raw -36148.915429 + Penalty 1960.753022 = -34188.162407 nChanged 22 SP:Iteration 2F (31.989460 sec): 3 clusters Score: Raw -36214.563675 + Penalty 1960.753022 = -34253.810653 nChanged 17 SP:Iteration 3Q (32.034423 sec): 3 clusters Score: Raw -36283.784072 + Penalty 1960.753022 = -34323.031049 nChanged 17 SP:Iteration 4Q (32.085302 sec): 3 clusters Score: Raw -36313.877882 + Penalty 1960.753022 = -34353.124860 nChanged 6 SP:Iteration 5Q (32.118453 sec): 3 clusters Score: Raw -36322.831309 + Penalty 1960.753022 = -34362.078287 nChanged 2 SP:Iteration 6Q (32.169430 sec): 3 clusters Score: Raw -36330.284540 + Penalty 1960.753022 = -34369.531518 nChanged 1 SP:Iteration 7Q (32.213233 sec): 3 clusters Score: Raw -36332.011001 + Penalty 1960.753022 = -34371.257979 nChanged 0 SP:Iteration 8F (32.270890 sec): 3 clusters Score: Raw -36332.011001 + Penalty 1960.753022 = -34371.257979 nChanged 0 Trying to split cluster 13 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.285441 sec): 2 clusters Score: Raw -40853.020624 + Penalty 1022.078780 = -39830.941844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.336771 sec): 3 clusters Score: Raw -40831.046849 + Penalty 2044.157561 = -38786.889289 nChanged 146 SP:Iteration 1F (32.385011 sec): 3 clusters Score: Raw -41053.900842 + Penalty 2044.157561 = -39009.743282 nChanged 43 SP:Iteration 2F (32.429675 sec): 3 clusters Score: Raw -41130.311547 + Penalty 2044.157561 = -39086.153986 nChanged 26 SP:Iteration 3Q (32.479086 sec): 3 clusters Score: Raw -41182.858814 + Penalty 2044.157561 = -39138.701253 nChanged 22 SP:Iteration 4Q (32.527803 sec): 3 clusters Score: Raw -41227.268123 + Penalty 2044.157561 = -39183.110562 nChanged 6 SP:Iteration 5Q (32.584755 sec): 3 clusters Score: Raw -41239.912014 + Penalty 2044.157561 = -39195.754454 nChanged 11 SP:Iteration 6Q (32.626734 sec): 3 clusters Score: Raw -41269.814193 + Penalty 2044.157561 = -39225.656633 nChanged 10 SP:Iteration 7Q (32.674838 sec): 3 clusters Score: Raw -41293.889499 + Penalty 2044.157561 = -39249.731938 nChanged 5 SP:Iteration 8Q (32.725411 sec): 3 clusters Score: Raw -41307.313576 + Penalty 2044.157561 = -39263.156015 nChanged 4 SP:Iteration 9Q (32.776362 sec): 3 clusters Score: Raw -41314.643343 + Penalty 2044.157561 = -39270.485782 nChanged 4 SP:Iteration 10Q (32.827534 sec): 3 clusters Score: Raw -41324.885881 + Penalty 2044.157561 = -39280.728321 nChanged 5 SP:Iteration 11Q (32.875110 sec): 3 clusters Score: Raw -41339.053848 + Penalty 2044.157561 = -39294.896288 nChanged 3 SP:Iteration 12Q (32.905808 sec): 3 clusters Score: Raw -41345.434264 + Penalty 2044.157561 = -39301.276703 nChanged 3 SP:Iteration 13Q (32.955053 sec): 3 clusters Score: Raw -41349.219886 + Penalty 2044.157561 = -39305.062326 nChanged 0 SP:Iteration 14F (33.005886 sec): 3 clusters Score: Raw -41349.219886 + Penalty 2044.157561 = -39305.062326 nChanged 0 Trying to split cluster 15 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.033937 sec): 2 clusters Score: Raw -44854.628092 + Penalty 1054.248653 = -43800.379439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.077568 sec): 3 clusters Score: Raw -44852.013476 + Penalty 2108.497306 = -42743.516170 nChanged 200 SP:Iteration 1F (33.119757 sec): 3 clusters Score: Raw -45164.278968 + Penalty 2108.497306 = -43055.781662 nChanged 65 SP:Iteration 2F (33.172750 sec): 3 clusters Score: Raw -45313.955180 + Penalty 2108.497306 = -43205.457874 nChanged 39 SP:Iteration 3F (33.221276 sec): 3 clusters Score: Raw -45451.746184 + Penalty 2108.497306 = -43343.248878 nChanged 45 SP:Iteration 4F (33.272330 sec): 3 clusters Score: Raw -45600.872911 + Penalty 2108.497306 = -43492.375605 nChanged 31 SP:Iteration 5Q (33.318423 sec): 3 clusters Score: Raw -45669.357298 + Penalty 2108.497306 = -43560.859992 nChanged 16 SP:Iteration 6Q (33.371255 sec): 3 clusters Score: Raw -45693.309986 + Penalty 2108.497306 = -43584.812680 nChanged 8 SP:Iteration 7Q (33.413839 sec): 3 clusters Score: Raw -45705.582274 + Penalty 2108.497306 = -43597.084968 nChanged 2 SP:Iteration 8Q (33.467018 sec): 3 clusters Score: Raw -45715.953942 + Penalty 2108.497306 = -43607.456636 nChanged 2 SP:Iteration 9Q (33.502436 sec): 3 clusters Score: Raw -45722.632391 + Penalty 2108.497306 = -43614.135085 nChanged 3 SP:Iteration 10Q (33.559932 sec): 3 clusters Score: Raw -45729.306980 + Penalty 2108.497306 = -43620.809674 nChanged 1 SP:Iteration 11Q (33.600935 sec): 3 clusters Score: Raw -45730.266435 + Penalty 2108.497306 = -43621.769129 nChanged 2 SP:Iteration 12Q (33.643740 sec): 3 clusters Score: Raw -45732.572335 + Penalty 2108.497306 = -43624.075029 nChanged 3 SP:Iteration 13Q (33.693952 sec): 3 clusters Score: Raw -45738.746169 + Penalty 2108.497306 = -43630.248863 nChanged 1 SP:Iteration 14Q (33.747662 sec): 3 clusters Score: Raw -45739.202755 + Penalty 2108.497306 = -43630.705449 nChanged 3 SP:Iteration 15Q (33.793111 sec): 3 clusters Score: Raw -45740.843535 + Penalty 2108.497306 = -43632.346229 nChanged 0 SP:Iteration 16F (33.834403 sec): 3 clusters Score: Raw -45741.564099 + Penalty 2108.497306 = -43633.066793 nChanged 1 SP:Iteration 17Q (33.881393 sec): 3 clusters Score: Raw -45759.416914 + Penalty 2108.497306 = -43650.919608 nChanged 7 SP:Iteration 18Q (33.928136 sec): 3 clusters Score: Raw -45766.825621 + Penalty 2108.497306 = -43658.328315 nChanged 1 SP:Iteration 19Q (33.968118 sec): 3 clusters Score: Raw -45767.499629 + Penalty 2108.497306 = -43659.002323 nChanged 1 SP:Iteration 20F (34.017593 sec): 3 clusters Score: Raw -45767.922929 + Penalty 2108.497306 = -43659.425623 nChanged 0 Trying to split cluster 16 (1418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.041021 sec): 2 clusters Score: Raw -118788.079356 + Penalty 1179.262940 = -117608.816416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.091811 sec): 3 clusters Score: Raw -118246.745014 + Penalty 2358.525880 = -115888.219135 nChanged 485 SP:Iteration 1F (34.140933 sec): 3 clusters Score: Raw -118583.383022 + Penalty 2358.525880 = -116224.857142 nChanged 109 SP:Iteration 2F (34.196612 sec): 3 clusters Score: Raw -118671.167973 + Penalty 2358.525880 = -116312.642093 nChanged 59 SP:Iteration 3Q (34.242142 sec): 3 clusters Score: Raw -118729.404500 + Penalty 2358.525880 = -116370.878620 nChanged 51 SP:Iteration 4Q (34.294620 sec): 3 clusters Score: Raw -118772.557720 + Penalty 2358.525880 = -116414.031840 nChanged 37 SP:Iteration 5Q (34.346933 sec): 3 clusters Score: Raw -118813.329678 + Penalty 2358.525880 = -116454.803798 nChanged 33 SP:Iteration 6Q (34.382754 sec): 3 clusters Score: Raw -118843.499431 + Penalty 2358.525880 = -116484.973551 nChanged 20 SP:Iteration 7Q (34.432811 sec): 3 clusters Score: Raw -118862.055231 + Penalty 2358.525880 = -116503.529351 nChanged 16 SP:Iteration 8Q (34.478714 sec): 3 clusters Score: Raw -118875.730408 + Penalty 2358.525880 = -116517.204529 nChanged 14 SP:Iteration 9Q (34.529065 sec): 3 clusters Score: Raw -118886.460477 + Penalty 2358.525880 = -116527.934597 nChanged 13 SP:Iteration 10Q (34.574472 sec): 3 clusters Score: Raw -118899.178518 + Penalty 2358.525880 = -116540.652638 nChanged 14 SP:Iteration 11Q (34.625563 sec): 3 clusters Score: Raw -118909.994743 + Penalty 2358.525880 = -116551.468863 nChanged 8 SP:Iteration 12Q (34.673230 sec): 3 clusters Score: Raw -118917.094992 + Penalty 2358.525880 = -116558.569113 nChanged 15 SP:Iteration 13Q (34.723280 sec): 3 clusters Score: Raw -118933.439284 + Penalty 2358.525880 = -116574.913404 nChanged 19 SP:Iteration 14Q (34.769717 sec): 3 clusters Score: Raw -118957.886567 + Penalty 2358.525880 = -116599.360687 nChanged 25 SP:Iteration 15Q (34.812835 sec): 3 clusters Score: Raw -118980.236987 + Penalty 2358.525880 = -116621.711107 nChanged 18 SP:Iteration 16Q (34.861180 sec): 3 clusters Score: Raw -118992.476895 + Penalty 2358.525880 = -116633.951016 nChanged 19 SP:Iteration 17Q (34.915341 sec): 3 clusters Score: Raw -119008.055978 + Penalty 2358.525880 = -116649.530098 nChanged 13 SP:Iteration 18Q (34.964159 sec): 3 clusters Score: Raw -119019.626172 + Penalty 2358.525880 = -116661.100292 nChanged 13 SP:Iteration 19Q (35.009218 sec): 3 clusters Score: Raw -119029.858803 + Penalty 2358.525880 = -116671.332923 nChanged 14 SP:Iteration 20F (35.058107 sec): 3 clusters Score: Raw -119037.958552 + Penalty 2358.525880 = -116679.432672 nChanged 10 SP:Iteration 21Q (35.100912 sec): 3 clusters Score: Raw -119044.599002 + Penalty 2358.525880 = -116686.073122 nChanged 8 SP:Iteration 22Q (35.156602 sec): 3 clusters Score: Raw -119052.118635 + Penalty 2358.525880 = -116693.592755 nChanged 9 SP:Iteration 23Q (35.201555 sec): 3 clusters Score: Raw -119061.413808 + Penalty 2358.525880 = -116702.887928 nChanged 12 SP:Iteration 24Q (35.244506 sec): 3 clusters Score: Raw -119071.604264 + Penalty 2358.525880 = -116713.078384 nChanged 9 SP:Iteration 25Q (35.293579 sec): 3 clusters Score: Raw -119079.239435 + Penalty 2358.525880 = -116720.713555 nChanged 4 SP:Iteration 26Q (35.341556 sec): 3 clusters Score: Raw -119083.124599 + Penalty 2358.525880 = -116724.598719 nChanged 4 SP:Iteration 27Q (35.387343 sec): 3 clusters Score: Raw -119088.481426 + Penalty 2358.525880 = -116729.955547 nChanged 10 SP:Iteration 28Q (35.433565 sec): 3 clusters Score: Raw -119095.895496 + Penalty 2358.525880 = -116737.369616 nChanged 16 SP:Iteration 29Q (35.478251 sec): 3 clusters Score: Raw -119121.248204 + Penalty 2358.525880 = -116762.722324 nChanged 24 SP:Iteration 30Q (35.536648 sec): 3 clusters Score: Raw -119152.193770 + Penalty 2358.525880 = -116793.667890 nChanged 22 SP:Iteration 31Q (35.578933 sec): 3 clusters Score: Raw -119184.382462 + Penalty 2358.525880 = -116825.856583 nChanged 27 SP:Iteration 32Q (35.621507 sec): 3 clusters Score: Raw -119207.034508 + Penalty 2358.525880 = -116848.508628 nChanged 19 SP:Iteration 33Q (35.666416 sec): 3 clusters Score: Raw -119228.035400 + Penalty 2358.525880 = -116869.509521 nChanged 27 SP:Iteration 34Q (35.712231 sec): 3 clusters Score: Raw -119267.365705 + Penalty 2358.525880 = -116908.839825 nChanged 32 SP:Iteration 35Q (35.761508 sec): 3 clusters Score: Raw -119311.767863 + Penalty 2358.525880 = -116953.241983 nChanged 35 SP:Iteration 36Q (35.803435 sec): 3 clusters Score: Raw -119371.023313 + Penalty 2358.525880 = -117012.497433 nChanged 45 SP:Iteration 37Q (35.856026 sec): 3 clusters Score: Raw -119428.279187 + Penalty 2358.525880 = -117069.753308 nChanged 46 SP:Iteration 38Q (35.892494 sec): 3 clusters Score: Raw -119488.530425 + Penalty 2358.525880 = -117130.004545 nChanged 32 SP:Iteration 39Q (35.941155 sec): 3 clusters Score: Raw -119531.182432 + Penalty 2358.525880 = -117172.656552 nChanged 25 SP:Iteration 40F (35.988293 sec): 3 clusters Score: Raw -119568.393185 + Penalty 2358.525880 = -117209.867305 nChanged 29 SP:Iteration 41Q (36.024386 sec): 3 clusters Score: Raw -119593.534937 + Penalty 2358.525880 = -117235.009058 nChanged 15 SP:Iteration 42Q (36.075702 sec): 3 clusters Score: Raw -119607.723377 + Penalty 2358.525880 = -117249.197497 nChanged 15 SP:Iteration 43Q (36.111230 sec): 3 clusters Score: Raw -119618.976823 + Penalty 2358.525880 = -117260.450944 nChanged 8 SP:Iteration 44Q (36.153032 sec): 3 clusters Score: Raw -119623.757132 + Penalty 2358.525880 = -117265.231252 nChanged 8 SP:Iteration 45Q (36.208610 sec): 3 clusters Score: Raw -119629.120740 + Penalty 2358.525880 = -117270.594860 nChanged 2 SP:Iteration 46Q (36.255054 sec): 3 clusters Score: Raw -119629.875678 + Penalty 2358.525880 = -117271.349798 nChanged 2 SP:Iteration 47Q (36.294257 sec): 3 clusters Score: Raw -119632.381653 + Penalty 2358.525880 = -117273.855773 nChanged 3 SP:Iteration 48Q (36.352280 sec): 3 clusters Score: Raw -119636.124126 + Penalty 2358.525880 = -117277.598246 nChanged 6 SP:Iteration 49Q (36.395517 sec): 3 clusters Score: Raw -119641.038956 + Penalty 2358.525880 = -117282.513076 nChanged 2 SP:Iteration 50Q (36.439181 sec): 3 clusters Score: Raw -119642.701279 + Penalty 2358.525880 = -117284.175400 nChanged 3 SP:Iteration 51Q (36.489107 sec): 3 clusters Score: Raw -119645.035441 + Penalty 2358.525880 = -117286.509561 nChanged 2 SP:Iteration 52Q (36.526151 sec): 3 clusters Score: Raw -119649.138366 + Penalty 2358.525880 = -117290.612486 nChanged 0 SP:Iteration 53F (36.583605 sec): 3 clusters Score: Raw -119649.138366 + Penalty 2358.525880 = -117290.612486 nChanged 0 Trying to split cluster 17 (12017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.615208 sec): 2 clusters Score: Raw -1166387.984205 + Penalty 1526.537609 = -1164861.446596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.681096 sec): 3 clusters Score: Raw -1159468.746867 + Penalty 3053.075218 = -1156415.671649 nChanged 5180 SP:Iteration 1F (36.750781 sec): 3 clusters Score: Raw -1162415.299487 + Penalty 3053.075218 = -1159362.224269 nChanged 687 SP:Iteration 2F (36.820227 sec): 3 clusters Score: Raw -1162702.463940 + Penalty 3053.075218 = -1159649.388723 nChanged 605 SP:Iteration 3F (36.887476 sec): 3 clusters Score: Raw -1162982.617100 + Penalty 3053.075218 = -1159929.541882 nChanged 561 SP:Iteration 4Q (36.952495 sec): 3 clusters Score: Raw -1163269.349466 + Penalty 3053.075218 = -1160216.274249 nChanged 577 SP:Iteration 5Q (37.019177 sec): 3 clusters Score: Raw -1163577.935400 + Penalty 3053.075218 = -1160524.860182 nChanged 547 SP:Iteration 6Q (37.092155 sec): 3 clusters Score: Raw -1163881.188884 + Penalty 3053.075218 = -1160828.113667 nChanged 587 SP:Iteration 7Q (37.149228 sec): 3 clusters Score: Raw -1164266.792466 + Penalty 3053.075218 = -1161213.717248 nChanged 577 SP:Iteration 8Q (37.223884 sec): 3 clusters Score: Raw -1164685.947912 + Penalty 3053.075218 = -1161632.872695 nChanged 552 SP:Iteration 9Q (37.294298 sec): 3 clusters Score: Raw -1165073.453576 + Penalty 3053.075218 = -1162020.378358 nChanged 512 SP:Iteration 10Q (37.363254 sec): 3 clusters Score: Raw -1165443.006249 + Penalty 3053.075218 = -1162389.931031 nChanged 434 SP:Iteration 11Q (37.433549 sec): 3 clusters Score: Raw -1165739.658919 + Penalty 3053.075218 = -1162686.583701 nChanged 333 SP:Iteration 12Q (37.495682 sec): 3 clusters Score: Raw -1166001.685606 + Penalty 3053.075218 = -1162948.610389 nChanged 286 SP:Iteration 13Q (37.558578 sec): 3 clusters Score: Raw -1166240.632418 + Penalty 3053.075218 = -1163187.557200 nChanged 245 SP:Iteration 14Q (37.619764 sec): 3 clusters Score: Raw -1166433.098378 + Penalty 3053.075218 = -1163380.023160 nChanged 195 SP:Iteration 15Q (37.697773 sec): 3 clusters Score: Raw -1166545.144156 + Penalty 3053.075218 = -1163492.068938 nChanged 135 SP:Iteration 16Q (37.760759 sec): 3 clusters Score: Raw -1166614.695784 + Penalty 3053.075218 = -1163561.620566 nChanged 88 SP:Iteration 17Q (37.826323 sec): 3 clusters Score: Raw -1166654.047302 + Penalty 3053.075218 = -1163600.972085 nChanged 73 SP:Iteration 18Q (37.894036 sec): 3 clusters Score: Raw -1166684.320372 + Penalty 3053.075218 = -1163631.245154 nChanged 72 SP:Iteration 19Q (37.957249 sec): 3 clusters Score: Raw -1166710.702004 + Penalty 3053.075218 = -1163657.626786 nChanged 47 SP:Iteration 20F (38.026417 sec): 3 clusters Score: Raw -1166725.799920 + Penalty 3053.075218 = -1163672.724702 nChanged 43 SP:Iteration 21Q (38.086981 sec): 3 clusters Score: Raw -1166738.485654 + Penalty 3053.075218 = -1163685.410436 nChanged 29 SP:Iteration 22Q (38.154482 sec): 3 clusters Score: Raw -1166746.511715 + Penalty 3053.075218 = -1163693.436497 nChanged 36 SP:Iteration 23Q (38.213552 sec): 3 clusters Score: Raw -1166756.533584 + Penalty 3053.075218 = -1163703.458366 nChanged 27 SP:Iteration 24Q (38.271848 sec): 3 clusters Score: Raw -1166763.922622 + Penalty 3053.075218 = -1163710.847404 nChanged 19 SP:Iteration 25Q (38.344092 sec): 3 clusters Score: Raw -1166767.843492 + Penalty 3053.075218 = -1163714.768275 nChanged 16 SP:Iteration 26Q (38.409672 sec): 3 clusters Score: Raw -1166772.313687 + Penalty 3053.075218 = -1163719.238469 nChanged 9 SP:Iteration 27Q (38.466955 sec): 3 clusters Score: Raw -1166773.896038 + Penalty 3053.075218 = -1163720.820820 nChanged 9 SP:Iteration 28Q (38.522045 sec): 3 clusters Score: Raw -1166775.288281 + Penalty 3053.075218 = -1163722.213063 nChanged 5 SP:Iteration 29Q (38.589950 sec): 3 clusters Score: Raw -1166776.433864 + Penalty 3053.075218 = -1163723.358647 nChanged 7 SP:Iteration 30Q (38.656106 sec): 3 clusters Score: Raw -1166778.355320 + Penalty 3053.075218 = -1163725.280102 nChanged 6 SP:Iteration 31Q (38.721079 sec): 3 clusters Score: Raw -1166780.333393 + Penalty 3053.075218 = -1163727.258175 nChanged 9 SP:Iteration 32Q (38.798485 sec): 3 clusters Score: Raw -1166782.386160 + Penalty 3053.075218 = -1163729.310943 nChanged 9 SP:Iteration 33Q (38.863183 sec): 3 clusters Score: Raw -1166784.656090 + Penalty 3053.075218 = -1163731.580872 nChanged 12 SP:Iteration 34Q (38.930565 sec): 3 clusters Score: Raw -1166789.051811 + Penalty 3053.075218 = -1163735.976593 nChanged 17 SP:Iteration 35Q (38.996932 sec): 3 clusters Score: Raw -1166793.461056 + Penalty 3053.075218 = -1163740.385838 nChanged 11 SP:Iteration 36Q (39.061941 sec): 3 clusters Score: Raw -1166795.746878 + Penalty 3053.075218 = -1163742.671661 nChanged 9 SP:Iteration 37Q (39.128333 sec): 3 clusters Score: Raw -1166798.218041 + Penalty 3053.075218 = -1163745.142823 nChanged 11 SP:Iteration 38Q (39.179649 sec): 3 clusters Score: Raw -1166801.855886 + Penalty 3053.075218 = -1163748.780668 nChanged 15 SP:Iteration 39Q (39.247808 sec): 3 clusters Score: Raw -1166807.114517 + Penalty 3053.075218 = -1163754.039300 nChanged 17 SP:Iteration 40F (39.320358 sec): 3 clusters Score: Raw -1166813.542803 + Penalty 3053.075218 = -1163760.467585 nChanged 18 SP:Iteration 41Q (39.384935 sec): 3 clusters Score: Raw -1166819.164093 + Penalty 3053.075218 = -1163766.088876 nChanged 18 SP:Iteration 42Q (39.436255 sec): 3 clusters Score: Raw -1166823.724610 + Penalty 3053.075218 = -1163770.649392 nChanged 9 SP:Iteration 43Q (39.506735 sec): 3 clusters Score: Raw -1166826.658967 + Penalty 3053.075218 = -1163773.583749 nChanged 6 SP:Iteration 44Q (39.563530 sec): 3 clusters Score: Raw -1166828.073152 + Penalty 3053.075218 = -1163774.997934 nChanged 8 SP:Iteration 45Q (39.624029 sec): 3 clusters Score: Raw -1166830.866304 + Penalty 3053.075218 = -1163777.791086 nChanged 9 SP:Iteration 46Q (39.692166 sec): 3 clusters Score: Raw -1166832.862126 + Penalty 3053.075218 = -1163779.786908 nChanged 13 SP:Iteration 47Q (39.756727 sec): 3 clusters Score: Raw -1166836.536725 + Penalty 3053.075218 = -1163783.461507 nChanged 14 SP:Iteration 48Q (39.821667 sec): 3 clusters Score: Raw -1166841.307413 + Penalty 3053.075218 = -1163788.232195 nChanged 8 SP:Iteration 49Q (39.878038 sec): 3 clusters Score: Raw -1166843.733878 + Penalty 3053.075218 = -1163790.658661 nChanged 13 SP:Iteration 50Q (39.943190 sec): 3 clusters Score: Raw -1166847.634983 + Penalty 3053.075218 = -1163794.559765 nChanged 9 SP:Iteration 51Q (39.996613 sec): 3 clusters Score: Raw -1166850.455362 + Penalty 3053.075218 = -1163797.380144 nChanged 9 SP:Iteration 52Q (40.069749 sec): 3 clusters Score: Raw -1166853.891541 + Penalty 3053.075218 = -1163800.816323 nChanged 9 SP:Iteration 53Q (40.129736 sec): 3 clusters Score: Raw -1166856.978279 + Penalty 3053.075218 = -1163803.903061 nChanged 7 SP:Iteration 54Q (40.192088 sec): 3 clusters Score: Raw -1166859.670488 + Penalty 3053.075218 = -1163806.595271 nChanged 4 SP:Iteration 55Q (40.244390 sec): 3 clusters Score: Raw -1166860.963586 + Penalty 3053.075218 = -1163807.888368 nChanged 4 SP:Iteration 56Q (40.304931 sec): 3 clusters Score: Raw -1166861.975208 + Penalty 3053.075218 = -1163808.899991 nChanged 5 SP:Iteration 57Q (40.376779 sec): 3 clusters Score: Raw -1166864.198669 + Penalty 3053.075218 = -1163811.123451 nChanged 11 SP:Iteration 58Q (40.433562 sec): 3 clusters Score: Raw -1166867.958036 + Penalty 3053.075218 = -1163814.882818 nChanged 19 SP:Iteration 59Q (40.507323 sec): 3 clusters Score: Raw -1166881.758243 + Penalty 3053.075218 = -1163828.683025 nChanged 37 SP:Iteration 60F (40.572364 sec): 3 clusters Score: Raw -1166906.891337 + Penalty 3053.075218 = -1163853.816119 nChanged 34 SP:Iteration 61Q (40.641149 sec): 3 clusters Score: Raw -1166926.191771 + Penalty 3053.075218 = -1163873.116553 nChanged 36 SP:Iteration 62Q (40.695151 sec): 3 clusters Score: Raw -1166944.533786 + Penalty 3053.075218 = -1163891.458569 nChanged 25 SP:Iteration 63Q (40.770067 sec): 3 clusters Score: Raw -1166956.529057 + Penalty 3053.075218 = -1163903.453839 nChanged 22 SP:Iteration 64Q (40.830450 sec): 3 clusters Score: Raw -1166967.421652 + Penalty 3053.075218 = -1163914.346434 nChanged 18 SP:Iteration 65Q (40.898400 sec): 3 clusters Score: Raw -1166973.545869 + Penalty 3053.075218 = -1163920.470652 nChanged 13 SP:Iteration 66Q (40.960273 sec): 3 clusters Score: Raw -1166979.441416 + Penalty 3053.075218 = -1163926.366199 nChanged 12 SP:Iteration 67Q (41.023624 sec): 3 clusters Score: Raw -1166987.410914 + Penalty 3053.075218 = -1163934.335696 nChanged 14 SP:Iteration 68Q (41.082253 sec): 3 clusters Score: Raw -1166995.063264 + Penalty 3053.075218 = -1163941.988046 nChanged 14 SP:Iteration 69Q (41.136244 sec): 3 clusters Score: Raw -1167003.146335 + Penalty 3053.075218 = -1163950.071118 nChanged 19 SP:Iteration 70Q (41.209827 sec): 3 clusters Score: Raw -1167009.785911 + Penalty 3053.075218 = -1163956.710693 nChanged 13 SP:Iteration 71Q (41.266184 sec): 3 clusters Score: Raw -1167015.109003 + Penalty 3053.075218 = -1163962.033785 nChanged 10 SP:Iteration 72Q (41.330112 sec): 3 clusters Score: Raw -1167019.326174 + Penalty 3053.075218 = -1163966.250956 nChanged 11 SP:Iteration 73Q (41.394126 sec): 3 clusters Score: Raw -1167024.448588 + Penalty 3053.075218 = -1163971.373370 nChanged 9 SP:Iteration 74Q (41.459636 sec): 3 clusters Score: Raw -1167027.252688 + Penalty 3053.075218 = -1163974.177470 nChanged 6 SP:Iteration 75Q (41.527995 sec): 3 clusters Score: Raw -1167029.320648 + Penalty 3053.075218 = -1163976.245430 nChanged 4 SP:Iteration 76Q (41.584519 sec): 3 clusters Score: Raw -1167030.962727 + Penalty 3053.075218 = -1163977.887509 nChanged 4 SP:Iteration 77Q (41.649101 sec): 3 clusters Score: Raw -1167031.925581 + Penalty 3053.075218 = -1163978.850364 nChanged 1 SP:Iteration 78Q (41.715008 sec): 3 clusters Score: Raw -1167032.156605 + Penalty 3053.075218 = -1163979.081387 nChanged 1 SP:Iteration 79Q (41.776694 sec): 3 clusters Score: Raw -1167032.275103 + Penalty 3053.075218 = -1163979.199885 nChanged 1 SP:Iteration 80F (41.845281 sec): 3 clusters Score: Raw -1167032.578153 + Penalty 3053.075218 = -1163979.502936 nChanged 0 Iteration 20F (42.689395 sec): 15 clusters Score: Raw -5305119.941189 + Penalty 24974.122740 = -5280145.818449 nChanged 3017 Iteration 21F (43.523069 sec): 15 clusters Score: Raw -5308452.160506 + Penalty 24974.122740 = -5283478.037766 nChanged 2805 Iteration 22Q (44.054433 sec): 15 clusters Score: Raw -5311189.780821 + Penalty 24974.122740 = -5286215.658082 nChanged 2682 Iteration 23Q (44.598735 sec): 15 clusters Score: Raw -5313771.547934 + Penalty 24974.122740 = -5288797.425195 nChanged 2518 Iteration 24Q (45.160794 sec): 15 clusters Score: Raw -5316237.244778 + Penalty 24974.122740 = -5291263.122038 nChanged 2214 Iteration 25Q (45.687025 sec): 15 clusters Score: Raw -5318407.391624 + Penalty 24974.122740 = -5293433.268885 nChanged 1742 Deleting Class 6 (1225 points): Lose 1401.080969 but Gain 1783.865910 Iteration 26Q (46.203504 sec): 14 clusters Score: Raw -5318616.199317 + Penalty 23190.256830 = -5295425.942487 nChanged 2392 Iteration 27Q (46.685064 sec): 14 clusters Score: Raw -5321713.911489 + Penalty 23190.256830 = -5298523.654660 nChanged 368 Iteration 28Q (47.175296 sec): 14 clusters Score: Raw -5321809.897675 + Penalty 23190.256830 = -5298619.640845 nChanged 211 Iteration 29Q (47.633467 sec): 14 clusters Score: Raw -5321864.528409 + Penalty 23190.256830 = -5298674.271579 nChanged 163 Iteration 30Q (48.110223 sec): 14 clusters Score: Raw -5321908.730558 + Penalty 23190.256830 = -5298718.473729 nChanged 121 Iteration 31Q (48.626392 sec): 14 clusters Score: Raw -5321936.745234 + Penalty 23190.256830 = -5298746.488405 nChanged 87 Iteration 32Q (49.092144 sec): 14 clusters Score: Raw -5321958.286231 + Penalty 23190.256830 = -5298768.029401 nChanged 70 Iteration 33Q (49.590720 sec): 14 clusters Score: Raw -5321986.284524 + Penalty 23190.256830 = -5298796.027694 nChanged 66 Iteration 34Q (50.104449 sec): 14 clusters Score: Raw -5322007.354641 + Penalty 23190.256830 = -5298817.097811 nChanged 60 Iteration 35Q (50.585337 sec): 14 clusters Score: Raw -5322024.891252 + Penalty 23190.256830 = -5298834.634423 nChanged 47 Iteration 36Q (51.064291 sec): 14 clusters Score: Raw -5322039.116091 + Penalty 23190.256830 = -5298848.859262 nChanged 47 Iteration 37Q (51.520071 sec): 14 clusters Score: Raw -5322051.922749 + Penalty 23190.256830 = -5298861.665920 nChanged 39 Iteration 38Q (51.956283 sec): 14 clusters Score: Raw -5322061.796848 + Penalty 23190.256830 = -5298871.540019 nChanged 31 Iteration 39Q (52.456115 sec): 14 clusters Score: Raw -5322069.821369 + Penalty 23190.256830 = -5298879.564540 nChanged 29 Iteration 40F (53.223880 sec): 14 clusters Score: Raw -5322100.810721 + Penalty 23190.256830 = -5298910.553891 nChanged 25 Iteration 41Q (53.711775 sec): 14 clusters Score: Raw -5322140.403319 + Penalty 23190.256830 = -5298950.146490 nChanged 13 Iteration 42Q (54.196125 sec): 14 clusters Score: Raw -5322163.864723 + Penalty 23190.256830 = -5298973.607894 nChanged 16 Iteration 43Q (54.674980 sec): 14 clusters Score: Raw -5322171.324398 + Penalty 23190.256830 = -5298981.067569 nChanged 14 Iteration 44Q (55.158786 sec): 14 clusters Score: Raw -5322174.795982 + Penalty 23190.256830 = -5298984.539152 nChanged 11 Iteration 45Q (55.674135 sec): 14 clusters Score: Raw -5322177.197474 + Penalty 23190.256830 = -5298986.940644 nChanged 10 Iteration 46Q (56.195205 sec): 14 clusters Score: Raw -5322178.504150 + Penalty 23190.256830 = -5298988.247321 nChanged 3 Iteration 47Q (56.673910 sec): 14 clusters Score: Raw -5322178.822590 + Penalty 23190.256830 = -5298988.565760 nChanged 2 Iteration 48Q (57.130712 sec): 14 clusters Score: Raw -5322179.928742 + Penalty 23190.256830 = -5298989.671913 nChanged 7 Iteration 49Q (57.604259 sec): 14 clusters Score: Raw -5322181.826583 + Penalty 23190.256830 = -5298991.569753 nChanged 6 Iteration 50Q (58.071265 sec): 14 clusters Score: Raw -5322183.227202 + Penalty 23190.256830 = -5298992.970372 nChanged 8 Iteration 51Q (58.549529 sec): 14 clusters Score: Raw -5322184.476491 + Penalty 23190.256830 = -5298994.219661 nChanged 9 Iteration 52Q (59.005665 sec): 14 clusters Score: Raw -5322186.337398 + Penalty 23190.256830 = -5298996.080568 nChanged 5 Iteration 53Q (59.465246 sec): 14 clusters Score: Raw -5322187.588879 + Penalty 23190.256830 = -5298997.332049 nChanged 3 Iteration 54Q (59.944270 sec): 14 clusters Score: Raw -5322190.248731 + Penalty 23190.256830 = -5298999.991902 nChanged 5 Iteration 55Q (60.433418 sec): 14 clusters Score: Raw -5322197.645671 + Penalty 23190.256830 = -5299007.388842 nChanged 8 Iteration 56Q (60.896546 sec): 14 clusters Score: Raw -5322201.344554 + Penalty 23190.256830 = -5299011.087724 nChanged 5 Iteration 57Q (61.382056 sec): 14 clusters Score: Raw -5322219.400662 + Penalty 23190.256830 = -5299029.143833 nChanged 7 Iteration 58Q (61.879605 sec): 14 clusters Score: Raw -5322231.567967 + Penalty 23190.256830 = -5299041.311137 nChanged 4 Writing temp clu file Because OldScore, -5299029.143833, is greater than current (better) Score,-5299041.311137 Compute initial score before splitting: Score: Raw -5322231.567967 + Penalty 23190.256830 = -5299041.311137 Trying to split cluster 1 (12143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.941712 sec): 2 clusters Score: Raw -1150432.748493 + Penalty 1528.232575 = -1148904.515919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.012188 sec): 3 clusters Score: Raw -1143508.683150 + Penalty 3056.465149 = -1140452.218001 nChanged 5300 SP:Iteration 1F (62.083093 sec): 3 clusters Score: Raw -1146554.319712 + Penalty 3056.465149 = -1143497.854563 nChanged 801 SP:Iteration 2F (62.153875 sec): 3 clusters Score: Raw -1147064.822403 + Penalty 3056.465149 = -1144008.357254 nChanged 788 SP:Iteration 3F (62.225152 sec): 3 clusters Score: Raw -1147602.985605 + Penalty 3056.465149 = -1144546.520456 nChanged 754 SP:Iteration 4F (62.292857 sec): 3 clusters Score: Raw -1148094.004450 + Penalty 3056.465149 = -1145037.539301 nChanged 675 SP:Iteration 5F (62.361365 sec): 3 clusters Score: Raw -1148550.411573 + Penalty 3056.465149 = -1145493.946424 nChanged 647 SP:Iteration 6F (62.428583 sec): 3 clusters Score: Raw -1149026.349292 + Penalty 3056.465149 = -1145969.884143 nChanged 622 SP:Iteration 7F (62.490055 sec): 3 clusters Score: Raw -1149462.165903 + Penalty 3056.465149 = -1146405.700754 nChanged 599 SP:Iteration 8Q (62.550049 sec): 3 clusters Score: Raw -1149920.837940 + Penalty 3056.465149 = -1146864.372791 nChanged 554 SP:Iteration 9Q (62.619294 sec): 3 clusters Score: Raw -1150357.073851 + Penalty 3056.465149 = -1147300.608702 nChanged 538 SP:Iteration 10Q (62.690910 sec): 3 clusters Score: Raw -1150830.664376 + Penalty 3056.465149 = -1147774.199226 nChanged 531 SP:Iteration 11Q (62.758188 sec): 3 clusters Score: Raw -1151348.048135 + Penalty 3056.465149 = -1148291.582986 nChanged 522 SP:Iteration 12Q (62.834554 sec): 3 clusters Score: Raw -1151932.297920 + Penalty 3056.465149 = -1148875.832771 nChanged 509 SP:Iteration 13Q (62.899516 sec): 3 clusters Score: Raw -1152592.638873 + Penalty 3056.465149 = -1149536.173724 nChanged 501 SP:Iteration 14Q (62.957876 sec): 3 clusters Score: Raw -1153311.315699 + Penalty 3056.465149 = -1150254.850550 nChanged 434 SP:Iteration 15Q (63.028740 sec): 3 clusters Score: Raw -1153806.205859 + Penalty 3056.465149 = -1150749.740710 nChanged 314 SP:Iteration 16Q (63.093455 sec): 3 clusters Score: Raw -1154044.057400 + Penalty 3056.465149 = -1150987.592251 nChanged 193 SP:Iteration 17Q (63.160920 sec): 3 clusters Score: Raw -1154143.068091 + Penalty 3056.465149 = -1151086.602942 nChanged 125 SP:Iteration 18Q (63.222317 sec): 3 clusters Score: Raw -1154183.663046 + Penalty 3056.465149 = -1151127.197897 nChanged 71 SP:Iteration 19Q (63.284022 sec): 3 clusters Score: Raw -1154204.187166 + Penalty 3056.465149 = -1151147.722017 nChanged 53 SP:Iteration 20F (63.355992 sec): 3 clusters Score: Raw -1154214.091231 + Penalty 3056.465149 = -1151157.626082 nChanged 24 SP:Iteration 21Q (63.429276 sec): 3 clusters Score: Raw -1154216.475740 + Penalty 3056.465149 = -1151160.010591 nChanged 13 SP:Iteration 22Q (63.501443 sec): 3 clusters Score: Raw -1154217.559884 + Penalty 3056.465149 = -1151161.094735 nChanged 11 SP:Iteration 23Q (63.565593 sec): 3 clusters Score: Raw -1154219.047576 + Penalty 3056.465149 = -1151162.582426 nChanged 12 SP:Iteration 24Q (63.639042 sec): 3 clusters Score: Raw -1154220.262828 + Penalty 3056.465149 = -1151163.797679 nChanged 2 SP:Iteration 25Q (63.695319 sec): 3 clusters Score: Raw -1154220.535287 + Penalty 3056.465149 = -1151164.070138 nChanged 3 SP:Iteration 26Q (63.765153 sec): 3 clusters Score: Raw -1154220.845319 + Penalty 3056.465149 = -1151164.380170 nChanged 2 SP:Iteration 27Q (63.835056 sec): 3 clusters Score: Raw -1154221.061834 + Penalty 3056.465149 = -1151164.596685 nChanged 2 SP:Iteration 28Q (63.905566 sec): 3 clusters Score: Raw -1154221.195391 + Penalty 3056.465149 = -1151164.730242 nChanged 0 SP:Iteration 29F (63.963711 sec): 3 clusters Score: Raw -1154221.195391 + Penalty 3056.465149 = -1151164.730242 nChanged 0 Score: Raw -5326035.346872 + Penalty 24974.122740 = -5301061.224132 Splitting cluster 1 changes total score from -5299041.311137 to -5301061.224132 So it's getting split into cluster 6. Trying to split cluster 2 (1124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.827013 sec): 2 clusters Score: Raw -99201.693834 + Penalty 1141.505467 = -98060.188366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.880953 sec): 3 clusters Score: Raw -98839.459022 + Penalty 2283.010935 = -96556.448087 nChanged 348 SP:Iteration 1F (64.925425 sec): 3 clusters Score: Raw -99170.098041 + Penalty 2283.010935 = -96887.087107 nChanged 102 SP:Iteration 2F (64.976073 sec): 3 clusters Score: Raw -99268.916457 + Penalty 2283.010935 = -96985.905522 nChanged 55 SP:Iteration 3Q (65.016084 sec): 3 clusters Score: Raw -99317.398005 + Penalty 2283.010935 = -97034.387070 nChanged 32 SP:Iteration 4Q (65.066753 sec): 3 clusters Score: Raw -99339.989694 + Penalty 2283.010935 = -97056.978759 nChanged 17 SP:Iteration 5Q (65.117315 sec): 3 clusters Score: Raw -99350.984347 + Penalty 2283.010935 = -97067.973412 nChanged 11 SP:Iteration 6Q (65.167063 sec): 3 clusters Score: Raw -99357.291482 + Penalty 2283.010935 = -97074.280547 nChanged 5 SP:Iteration 7Q (65.207616 sec): 3 clusters Score: Raw -99361.450668 + Penalty 2283.010935 = -97078.439733 nChanged 3 SP:Iteration 8Q (65.259861 sec): 3 clusters Score: Raw -99362.971733 + Penalty 2283.010935 = -97079.960798 nChanged 2 SP:Iteration 9Q (65.318804 sec): 3 clusters Score: Raw -99363.557654 + Penalty 2283.010935 = -97080.546719 nChanged 0 SP:Iteration 10F (65.362874 sec): 3 clusters Score: Raw -99363.557654 + Penalty 2283.010935 = -97080.546719 nChanged 0 Trying to split cluster 3 (19833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.419754 sec): 2 clusters Score: Raw -1866116.127951 + Penalty 1607.954156 = -1864508.173796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.503509 sec): 3 clusters Score: Raw -1854139.679621 + Penalty 3215.908311 = -1850923.771310 nChanged 8972 SP:Iteration 1F (65.588144 sec): 3 clusters Score: Raw -1859322.322612 + Penalty 3215.908311 = -1856106.414301 nChanged 1205 SP:Iteration 2F (65.671668 sec): 3 clusters Score: Raw -1860136.707718 + Penalty 3215.908311 = -1856920.799407 nChanged 1466 SP:Iteration 3F (65.751502 sec): 3 clusters Score: Raw -1861616.373494 + Penalty 3215.908311 = -1858400.465183 nChanged 1977 SP:Iteration 4F (65.824404 sec): 3 clusters Score: Raw -1864109.936841 + Penalty 3215.908311 = -1860894.028530 nChanged 2120 SP:Iteration 5F (65.910584 sec): 3 clusters Score: Raw -1867076.783682 + Penalty 3215.908311 = -1863860.875370 nChanged 1731 SP:Iteration 6F (65.989190 sec): 3 clusters Score: Raw -1869131.709936 + Penalty 3215.908311 = -1865915.801625 nChanged 1141 SP:Iteration 7F (66.058247 sec): 3 clusters Score: Raw -1870194.076515 + Penalty 3215.908311 = -1866978.168203 nChanged 795 SP:Iteration 8Q (66.152058 sec): 3 clusters Score: Raw -1870793.613546 + Penalty 3215.908311 = -1867577.705235 nChanged 524 SP:Iteration 9Q (66.225965 sec): 3 clusters Score: Raw -1871084.982613 + Penalty 3215.908311 = -1867869.074302 nChanged 353 SP:Iteration 10Q (66.300351 sec): 3 clusters Score: Raw -1871222.752329 + Penalty 3215.908311 = -1868006.844018 nChanged 218 SP:Iteration 11Q (66.374848 sec): 3 clusters Score: Raw -1871281.692880 + Penalty 3215.908311 = -1868065.784569 nChanged 152 SP:Iteration 12Q (66.462416 sec): 3 clusters Score: Raw -1871315.782039 + Penalty 3215.908311 = -1868099.873728 nChanged 113 SP:Iteration 13Q (66.527213 sec): 3 clusters Score: Raw -1871341.237271 + Penalty 3215.908311 = -1868125.328960 nChanged 95 SP:Iteration 14Q (66.610059 sec): 3 clusters Score: Raw -1871364.295592 + Penalty 3215.908311 = -1868148.387281 nChanged 82 SP:Iteration 15Q (66.695625 sec): 3 clusters Score: Raw -1871383.336542 + Penalty 3215.908311 = -1868167.428231 nChanged 77 SP:Iteration 16Q (66.774922 sec): 3 clusters Score: Raw -1871401.695184 + Penalty 3215.908311 = -1868185.786873 nChanged 68 SP:Iteration 17Q (66.856507 sec): 3 clusters Score: Raw -1871420.069826 + Penalty 3215.908311 = -1868204.161515 nChanged 68 SP:Iteration 18Q (66.929649 sec): 3 clusters Score: Raw -1871436.460843 + Penalty 3215.908311 = -1868220.552531 nChanged 67 SP:Iteration 19Q (67.010758 sec): 3 clusters Score: Raw -1871451.753112 + Penalty 3215.908311 = -1868235.844801 nChanged 60 SP:Iteration 20F (67.092203 sec): 3 clusters Score: Raw -1871464.376807 + Penalty 3215.908311 = -1868248.468496 nChanged 51 SP:Iteration 21Q (67.171035 sec): 3 clusters Score: Raw -1871471.769468 + Penalty 3215.908311 = -1868255.861156 nChanged 47 SP:Iteration 22Q (67.257680 sec): 3 clusters Score: Raw -1871478.689350 + Penalty 3215.908311 = -1868262.781039 nChanged 37 SP:Iteration 23Q (67.338525 sec): 3 clusters Score: Raw -1871482.934384 + Penalty 3215.908311 = -1868267.026073 nChanged 27 SP:Iteration 24Q (67.414867 sec): 3 clusters Score: Raw -1871486.087184 + Penalty 3215.908311 = -1868270.178873 nChanged 30 SP:Iteration 25Q (67.494238 sec): 3 clusters Score: Raw -1871489.680413 + Penalty 3215.908311 = -1868273.772102 nChanged 25 SP:Iteration 26Q (67.569499 sec): 3 clusters Score: Raw -1871491.814396 + Penalty 3215.908311 = -1868275.906084 nChanged 24 SP:Iteration 27Q (67.638613 sec): 3 clusters Score: Raw -1871493.911857 + Penalty 3215.908311 = -1868278.003546 nChanged 17 SP:Iteration 28Q (67.726331 sec): 3 clusters Score: Raw -1871494.775561 + Penalty 3215.908311 = -1868278.867250 nChanged 12 SP:Iteration 29Q (67.802275 sec): 3 clusters Score: Raw -1871495.409064 + Penalty 3215.908311 = -1868279.500753 nChanged 9 SP:Iteration 30Q (67.892780 sec): 3 clusters Score: Raw -1871495.897648 + Penalty 3215.908311 = -1868279.989337 nChanged 7 SP:Iteration 31Q (67.968928 sec): 3 clusters Score: Raw -1871496.316746 + Penalty 3215.908311 = -1868280.408435 nChanged 7 SP:Iteration 32Q (68.036007 sec): 3 clusters Score: Raw -1871496.805097 + Penalty 3215.908311 = -1868280.896786 nChanged 8 SP:Iteration 33Q (68.128409 sec): 3 clusters Score: Raw -1871497.338015 + Penalty 3215.908311 = -1868281.429704 nChanged 11 SP:Iteration 34Q (68.207324 sec): 3 clusters Score: Raw -1871498.717791 + Penalty 3215.908311 = -1868282.809480 nChanged 18 SP:Iteration 35Q (68.286737 sec): 3 clusters Score: Raw -1871500.718890 + Penalty 3215.908311 = -1868284.810579 nChanged 24 SP:Iteration 36Q (68.363350 sec): 3 clusters Score: Raw -1871502.772017 + Penalty 3215.908311 = -1868286.863706 nChanged 20 SP:Iteration 37Q (68.445478 sec): 3 clusters Score: Raw -1871503.945545 + Penalty 3215.908311 = -1868288.037234 nChanged 11 SP:Iteration 38Q (68.523617 sec): 3 clusters Score: Raw -1871504.625131 + Penalty 3215.908311 = -1868288.716820 nChanged 9 SP:Iteration 39Q (68.606559 sec): 3 clusters Score: Raw -1871505.097141 + Penalty 3215.908311 = -1868289.188830 nChanged 6 SP:Iteration 40F (68.690255 sec): 3 clusters Score: Raw -1871505.318052 + Penalty 3215.908311 = -1868289.409741 nChanged 1 SP:Iteration 41Q (68.763622 sec): 3 clusters Score: Raw -1871505.501747 + Penalty 3215.908311 = -1868289.593436 nChanged 3 SP:Iteration 42Q (68.846645 sec): 3 clusters Score: Raw -1871505.716171 + Penalty 3215.908311 = -1868289.807860 nChanged 4 SP:Iteration 43Q (68.928228 sec): 3 clusters Score: Raw -1871505.929098 + Penalty 3215.908311 = -1868290.020787 nChanged 0 SP:Iteration 44F (69.009557 sec): 3 clusters Score: Raw -1871505.929098 + Penalty 3215.908311 = -1868290.020787 nChanged 0 Score: Raw -5331425.148018 + Penalty 26757.988650 = -5304667.159369 Splitting cluster 3 changes total score from -5299041.311137 to -5304667.159369 So it's getting split into cluster 8. Trying to split cluster 4 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.900057 sec): 2 clusters Score: Raw -10274.116143 + Penalty 851.783890 = -9422.332253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.938403 sec): 3 clusters Score: Raw -10534.735697 + Penalty 1703.567780 = -8831.167917 nChanged 42 SP:Iteration 1F (69.984702 sec): 3 clusters Score: Raw -10694.512582 + Penalty 1703.567780 = -8990.944802 nChanged 8 SP:Iteration 2Q (70.039576 sec): 3 clusters Score: Raw -10770.154739 + Penalty 1703.567780 = -9066.586959 nChanged 2 SP:Iteration 3Q (70.075902 sec): 3 clusters Score: Raw -10775.938277 + Penalty 1703.567780 = -9072.370497 nChanged 1 SP:Iteration 4Q (70.125075 sec): 3 clusters Score: Raw -10781.772293 + Penalty 1703.567780 = -9078.204513 nChanged 0 SP:Iteration 5F (70.178275 sec): 3 clusters Score: Raw -10781.772293 + Penalty 1703.567780 = -9078.204513 nChanged 0 Trying to split cluster 5 (2436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.195117 sec): 2 clusters Score: Raw -218391.689093 + Penalty 1267.193302 = -217124.495791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.245779 sec): 3 clusters Score: Raw -217286.321131 + Penalty 2534.386604 = -214751.934527 nChanged 869 SP:Iteration 1F (70.306448 sec): 3 clusters Score: Raw -217858.812732 + Penalty 2534.386604 = -215324.426127 nChanged 194 SP:Iteration 2F (70.364986 sec): 3 clusters Score: Raw -217990.498002 + Penalty 2534.386604 = -215456.111397 nChanged 115 SP:Iteration 3Q (70.406181 sec): 3 clusters Score: Raw -218067.023080 + Penalty 2534.386604 = -215532.636476 nChanged 87 SP:Iteration 4Q (70.471372 sec): 3 clusters Score: Raw -218116.152300 + Penalty 2534.386604 = -215581.765696 nChanged 62 SP:Iteration 5Q (70.523878 sec): 3 clusters Score: Raw -218147.662853 + Penalty 2534.386604 = -215613.276248 nChanged 50 SP:Iteration 6Q (70.559645 sec): 3 clusters Score: Raw -218170.978926 + Penalty 2534.386604 = -215636.592322 nChanged 36 SP:Iteration 7Q (70.620580 sec): 3 clusters Score: Raw -218190.546572 + Penalty 2534.386604 = -215656.159968 nChanged 29 SP:Iteration 8Q (70.660261 sec): 3 clusters Score: Raw -218204.990587 + Penalty 2534.386604 = -215670.603982 nChanged 26 SP:Iteration 9Q (70.717775 sec): 3 clusters Score: Raw -218222.230015 + Penalty 2534.386604 = -215687.843411 nChanged 41 SP:Iteration 10Q (70.755388 sec): 3 clusters Score: Raw -218246.001763 + Penalty 2534.386604 = -215711.615158 nChanged 33 SP:Iteration 11Q (70.811215 sec): 3 clusters Score: Raw -218263.896830 + Penalty 2534.386604 = -215729.510226 nChanged 25 SP:Iteration 12Q (70.848945 sec): 3 clusters Score: Raw -218275.596549 + Penalty 2534.386604 = -215741.209945 nChanged 15 SP:Iteration 13Q (70.900687 sec): 3 clusters Score: Raw -218281.328551 + Penalty 2534.386604 = -215746.941947 nChanged 8 SP:Iteration 14Q (70.943149 sec): 3 clusters Score: Raw -218285.149450 + Penalty 2534.386604 = -215750.762846 nChanged 10 SP:Iteration 15Q (70.999817 sec): 3 clusters Score: Raw -218289.057379 + Penalty 2534.386604 = -215754.670775 nChanged 6 SP:Iteration 16Q (71.050421 sec): 3 clusters Score: Raw -218292.698209 + Penalty 2534.386604 = -215758.311605 nChanged 10 SP:Iteration 17Q (71.101512 sec): 3 clusters Score: Raw -218298.004356 + Penalty 2534.386604 = -215763.617751 nChanged 10 SP:Iteration 18Q (71.148568 sec): 3 clusters Score: Raw -218301.514924 + Penalty 2534.386604 = -215767.128320 nChanged 7 SP:Iteration 19Q (71.198131 sec): 3 clusters Score: Raw -218303.787357 + Penalty 2534.386604 = -215769.400753 nChanged 6 SP:Iteration 20F (71.234704 sec): 3 clusters Score: Raw -218306.531017 + Penalty 2534.386604 = -215772.144412 nChanged 6 SP:Iteration 21Q (71.282659 sec): 3 clusters Score: Raw -218309.996085 + Penalty 2534.386604 = -215775.609481 nChanged 8 SP:Iteration 22Q (71.331146 sec): 3 clusters Score: Raw -218312.701916 + Penalty 2534.386604 = -215778.315312 nChanged 6 SP:Iteration 23Q (71.379203 sec): 3 clusters Score: Raw -218313.873747 + Penalty 2534.386604 = -215779.487143 nChanged 3 SP:Iteration 24Q (71.425630 sec): 3 clusters Score: Raw -218314.930278 + Penalty 2534.386604 = -215780.543674 nChanged 7 SP:Iteration 25Q (71.486329 sec): 3 clusters Score: Raw -218316.473405 + Penalty 2534.386604 = -215782.086800 nChanged 1 SP:Iteration 26Q (71.533564 sec): 3 clusters Score: Raw -218316.881571 + Penalty 2534.386604 = -215782.494967 nChanged 1 SP:Iteration 27Q (71.584376 sec): 3 clusters Score: Raw -218317.030192 + Penalty 2534.386604 = -215782.643588 nChanged 0 SP:Iteration 28F (71.622928 sec): 3 clusters Score: Raw -218317.030192 + Penalty 2534.386604 = -215782.643588 nChanged 0 Trying to split cluster 7 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.647883 sec): 2 clusters Score: Raw -90433.313666 + Penalty 1132.438186 = -89300.875479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.705392 sec): 3 clusters Score: Raw -90078.611687 + Penalty 2264.876373 = -87813.735314 nChanged 346 SP:Iteration 1F (71.750325 sec): 3 clusters Score: Raw -90381.289156 + Penalty 2264.876373 = -88116.412783 nChanged 91 SP:Iteration 2F (71.804043 sec): 3 clusters Score: Raw -90485.939110 + Penalty 2264.876373 = -88221.062737 nChanged 58 SP:Iteration 3F (71.852081 sec): 3 clusters Score: Raw -90558.241562 + Penalty 2264.876373 = -88293.365189 nChanged 45 SP:Iteration 4Q (71.900574 sec): 3 clusters Score: Raw -90608.163682 + Penalty 2264.876373 = -88343.287309 nChanged 27 SP:Iteration 5Q (71.935038 sec): 3 clusters Score: Raw -90640.935309 + Penalty 2264.876373 = -88376.058936 nChanged 21 SP:Iteration 6Q (71.983374 sec): 3 clusters Score: Raw -90660.302664 + Penalty 2264.876373 = -88395.426292 nChanged 13 SP:Iteration 7Q (72.029865 sec): 3 clusters Score: Raw -90672.535580 + Penalty 2264.876373 = -88407.659207 nChanged 9 SP:Iteration 8Q (72.074823 sec): 3 clusters Score: Raw -90680.024601 + Penalty 2264.876373 = -88415.148228 nChanged 3 SP:Iteration 9Q (72.129829 sec): 3 clusters Score: Raw -90682.585310 + Penalty 2264.876373 = -88417.708937 nChanged 2 SP:Iteration 10Q (72.171844 sec): 3 clusters Score: Raw -90685.131906 + Penalty 2264.876373 = -88420.255533 nChanged 3 SP:Iteration 11Q (72.226490 sec): 3 clusters Score: Raw -90687.038132 + Penalty 2264.876373 = -88422.161759 nChanged 2 SP:Iteration 12Q (72.273794 sec): 3 clusters Score: Raw -90689.859106 + Penalty 2264.876373 = -88424.982733 nChanged 3 SP:Iteration 13Q (72.323661 sec): 3 clusters Score: Raw -90691.864497 + Penalty 2264.876373 = -88426.988124 nChanged 1 SP:Iteration 14Q (72.361335 sec): 3 clusters Score: Raw -90692.350459 + Penalty 2264.876373 = -88427.474086 nChanged 1 SP:Iteration 15Q (72.416581 sec): 3 clusters Score: Raw -90692.873999 + Penalty 2264.876373 = -88427.997626 nChanged 1 SP:Iteration 16Q (72.468985 sec): 3 clusters Score: Raw -90693.775830 + Penalty 2264.876373 = -88428.899457 nChanged 1 SP:Iteration 17Q (72.514742 sec): 3 clusters Score: Raw -90694.381379 + Penalty 2264.876373 = -88429.505006 nChanged 2 SP:Iteration 18Q (72.565402 sec): 3 clusters Score: Raw -90696.352874 + Penalty 2264.876373 = -88431.476501 nChanged 3 SP:Iteration 19Q (72.609846 sec): 3 clusters Score: Raw -90701.420309 + Penalty 2264.876373 = -88436.543936 nChanged 6 SP:Iteration 20F (72.659902 sec): 3 clusters Score: Raw -90706.268737 + Penalty 2264.876373 = -88441.392364 nChanged 5 SP:Iteration 21Q (72.715299 sec): 3 clusters Score: Raw -90710.436982 + Penalty 2264.876373 = -88445.560609 nChanged 6 SP:Iteration 22Q (72.768961 sec): 3 clusters Score: Raw -90715.199432 + Penalty 2264.876373 = -88450.323059 nChanged 5 SP:Iteration 23Q (72.814722 sec): 3 clusters Score: Raw -90717.977835 + Penalty 2264.876373 = -88453.101462 nChanged 2 SP:Iteration 24Q (72.859500 sec): 3 clusters Score: Raw -90718.682946 + Penalty 2264.876373 = -88453.806573 nChanged 2 SP:Iteration 25Q (72.912258 sec): 3 clusters Score: Raw -90719.441115 + Penalty 2264.876373 = -88454.564742 nChanged 2 SP:Iteration 26Q (72.963745 sec): 3 clusters Score: Raw -90721.004336 + Penalty 2264.876373 = -88456.127963 nChanged 5 SP:Iteration 27Q (73.014127 sec): 3 clusters Score: Raw -90724.039484 + Penalty 2264.876373 = -88459.163111 nChanged 3 SP:Iteration 28Q (73.063588 sec): 3 clusters Score: Raw -90727.401732 + Penalty 2264.876373 = -88462.525359 nChanged 4 SP:Iteration 29Q (73.111348 sec): 3 clusters Score: Raw -90730.510257 + Penalty 2264.876373 = -88465.633884 nChanged 3 SP:Iteration 30Q (73.159056 sec): 3 clusters Score: Raw -90732.708533 + Penalty 2264.876373 = -88467.832160 nChanged 3 SP:Iteration 31Q (73.211072 sec): 3 clusters Score: Raw -90735.072701 + Penalty 2264.876373 = -88470.196328 nChanged 4 SP:Iteration 32Q (73.253796 sec): 3 clusters Score: Raw -90738.173348 + Penalty 2264.876373 = -88473.296975 nChanged 5 SP:Iteration 33Q (73.309496 sec): 3 clusters Score: Raw -90745.283595 + Penalty 2264.876373 = -88480.407222 nChanged 7 SP:Iteration 34Q (73.348605 sec): 3 clusters Score: Raw -90750.547443 + Penalty 2264.876373 = -88485.671071 nChanged 3 SP:Iteration 35Q (73.396924 sec): 3 clusters Score: Raw -90752.787889 + Penalty 2264.876373 = -88487.911516 nChanged 3 SP:Iteration 36Q (73.456821 sec): 3 clusters Score: Raw -90756.103491 + Penalty 2264.876373 = -88491.227118 nChanged 3 SP:Iteration 37Q (73.498673 sec): 3 clusters Score: Raw -90758.207473 + Penalty 2264.876373 = -88493.331100 nChanged 0 SP:Iteration 38F (73.552213 sec): 3 clusters Score: Raw -90758.207473 + Penalty 2264.876373 = -88493.331100 nChanged 0 Trying to split cluster 10 (4321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.580230 sec): 2 clusters Score: Raw -398163.586783 + Penalty 1360.326847 = -396803.259936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.638657 sec): 3 clusters Score: Raw -395923.720146 + Penalty 2720.653694 = -393203.066451 nChanged 1761 SP:Iteration 1F (73.692901 sec): 3 clusters Score: Raw -396847.478828 + Penalty 2720.653694 = -394126.825134 nChanged 302 SP:Iteration 2F (73.732632 sec): 3 clusters Score: Raw -397017.625947 + Penalty 2720.653694 = -394296.972253 nChanged 229 SP:Iteration 3F (73.794253 sec): 3 clusters Score: Raw -397137.528694 + Penalty 2720.653694 = -394416.875000 nChanged 180 SP:Iteration 4Q (73.837424 sec): 3 clusters Score: Raw -397216.790373 + Penalty 2720.653694 = -394496.136679 nChanged 131 SP:Iteration 5Q (73.895870 sec): 3 clusters Score: Raw -397273.286797 + Penalty 2720.653694 = -394552.633103 nChanged 118 SP:Iteration 6Q (73.943656 sec): 3 clusters Score: Raw -397327.224628 + Penalty 2720.653694 = -394606.570934 nChanged 97 SP:Iteration 7Q (73.996871 sec): 3 clusters Score: Raw -397371.827971 + Penalty 2720.653694 = -394651.174277 nChanged 106 SP:Iteration 8Q (74.052038 sec): 3 clusters Score: Raw -397418.756615 + Penalty 2720.653694 = -394698.102921 nChanged 82 SP:Iteration 9Q (74.113690 sec): 3 clusters Score: Raw -397454.296741 + Penalty 2720.653694 = -394733.643047 nChanged 80 SP:Iteration 10Q (74.170000 sec): 3 clusters Score: Raw -397496.722365 + Penalty 2720.653694 = -394776.068671 nChanged 84 SP:Iteration 11Q (74.223502 sec): 3 clusters Score: Raw -397538.206280 + Penalty 2720.653694 = -394817.552586 nChanged 98 SP:Iteration 12Q (74.271044 sec): 3 clusters Score: Raw -397595.304745 + Penalty 2720.653694 = -394874.651050 nChanged 126 SP:Iteration 13Q (74.323679 sec): 3 clusters Score: Raw -397654.233876 + Penalty 2720.653694 = -394933.580182 nChanged 115 SP:Iteration 14Q (74.380449 sec): 3 clusters Score: Raw -397704.240116 + Penalty 2720.653694 = -394983.586422 nChanged 109 SP:Iteration 15Q (74.438481 sec): 3 clusters Score: Raw -397756.367353 + Penalty 2720.653694 = -395035.713659 nChanged 117 SP:Iteration 16Q (74.491325 sec): 3 clusters Score: Raw -397810.964560 + Penalty 2720.653694 = -395090.310866 nChanged 117 SP:Iteration 17Q (74.541688 sec): 3 clusters Score: Raw -397872.708912 + Penalty 2720.653694 = -395152.055218 nChanged 106 SP:Iteration 18Q (74.602182 sec): 3 clusters Score: Raw -397929.039934 + Penalty 2720.653694 = -395208.386240 nChanged 117 SP:Iteration 19Q (74.650683 sec): 3 clusters Score: Raw -397998.191957 + Penalty 2720.653694 = -395277.538263 nChanged 135 SP:Iteration 20F (74.708802 sec): 3 clusters Score: Raw -398078.004670 + Penalty 2720.653694 = -395357.350975 nChanged 130 SP:Iteration 21Q (74.768609 sec): 3 clusters Score: Raw -398156.562088 + Penalty 2720.653694 = -395435.908394 nChanged 125 SP:Iteration 22Q (74.823338 sec): 3 clusters Score: Raw -398234.179293 + Penalty 2720.653694 = -395513.525599 nChanged 125 SP:Iteration 23Q (74.865207 sec): 3 clusters Score: Raw -398297.859063 + Penalty 2720.653694 = -395577.205369 nChanged 98 SP:Iteration 24Q (74.919801 sec): 3 clusters Score: Raw -398354.502727 + Penalty 2720.653694 = -395633.849032 nChanged 88 SP:Iteration 25Q (74.978403 sec): 3 clusters Score: Raw -398400.747582 + Penalty 2720.653694 = -395680.093888 nChanged 73 SP:Iteration 26Q (75.034773 sec): 3 clusters Score: Raw -398432.709578 + Penalty 2720.653694 = -395712.055884 nChanged 52 SP:Iteration 27Q (75.088427 sec): 3 clusters Score: Raw -398455.989434 + Penalty 2720.653694 = -395735.335740 nChanged 44 SP:Iteration 28Q (75.144508 sec): 3 clusters Score: Raw -398476.183170 + Penalty 2720.653694 = -395755.529476 nChanged 36 SP:Iteration 29Q (75.203920 sec): 3 clusters Score: Raw -398497.681354 + Penalty 2720.653694 = -395777.027660 nChanged 34 SP:Iteration 30Q (75.248716 sec): 3 clusters Score: Raw -398510.813408 + Penalty 2720.653694 = -395790.159713 nChanged 18 SP:Iteration 31Q (75.305847 sec): 3 clusters Score: Raw -398517.167147 + Penalty 2720.653694 = -395796.513453 nChanged 12 SP:Iteration 32Q (75.369435 sec): 3 clusters Score: Raw -398520.389640 + Penalty 2720.653694 = -395799.735946 nChanged 10 SP:Iteration 33Q (75.422789 sec): 3 clusters Score: Raw -398523.435375 + Penalty 2720.653694 = -395802.781680 nChanged 11 SP:Iteration 34Q (75.478101 sec): 3 clusters Score: Raw -398526.687151 + Penalty 2720.653694 = -395806.033457 nChanged 10 SP:Iteration 35Q (75.531105 sec): 3 clusters Score: Raw -398529.428482 + Penalty 2720.653694 = -395808.774788 nChanged 11 SP:Iteration 36Q (75.574413 sec): 3 clusters Score: Raw -398533.132323 + Penalty 2720.653694 = -395812.478629 nChanged 8 SP:Iteration 37Q (75.625599 sec): 3 clusters Score: Raw -398534.813184 + Penalty 2720.653694 = -395814.159490 nChanged 3 SP:Iteration 38Q (75.690460 sec): 3 clusters Score: Raw -398535.757418 + Penalty 2720.653694 = -395815.103724 nChanged 1 SP:Iteration 39Q (75.733680 sec): 3 clusters Score: Raw -398536.050325 + Penalty 2720.653694 = -395815.396631 nChanged 1 SP:Iteration 40F (75.785783 sec): 3 clusters Score: Raw -398536.209505 + Penalty 2720.653694 = -395815.555811 nChanged 2 SP:Iteration 41Q (75.846672 sec): 3 clusters Score: Raw -398536.675240 + Penalty 2720.653694 = -395816.021546 nChanged 1 SP:Iteration 42Q (75.902903 sec): 3 clusters Score: Raw -398537.264113 + Penalty 2720.653694 = -395816.610419 nChanged 4 SP:Iteration 43Q (75.953056 sec): 3 clusters Score: Raw -398538.522706 + Penalty 2720.653694 = -395817.869012 nChanged 2 SP:Iteration 44Q (76.013988 sec): 3 clusters Score: Raw -398539.151525 + Penalty 2720.653694 = -395818.497831 nChanged 1 SP:Iteration 45Q (76.054802 sec): 3 clusters Score: Raw -398539.470663 + Penalty 2720.653694 = -395818.816969 nChanged 1 SP:Iteration 46Q (76.109949 sec): 3 clusters Score: Raw -398539.650068 + Penalty 2720.653694 = -395818.996374 nChanged 1 SP:Iteration 47Q (76.163373 sec): 3 clusters Score: Raw -398539.898379 + Penalty 2720.653694 = -395819.244685 nChanged 1 SP:Iteration 48Q (76.220875 sec): 3 clusters Score: Raw -398539.952011 + Penalty 2720.653694 = -395819.298317 nChanged 0 SP:Iteration 49F (76.269613 sec): 3 clusters Score: Raw -398539.952011 + Penalty 2720.653694 = -395819.298317 nChanged 0 Trying to split cluster 11 (3403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.303451 sec): 2 clusters Score: Raw -288584.572837 + Penalty 1321.517060 = -287263.055777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.355924 sec): 3 clusters Score: Raw -286960.196134 + Penalty 2643.034119 = -284317.162015 nChanged 1308 SP:Iteration 1F (76.407763 sec): 3 clusters Score: Raw -287859.275666 + Penalty 2643.034119 = -285216.241547 nChanged 344 SP:Iteration 2F (76.455693 sec): 3 clusters Score: Raw -288193.194555 + Penalty 2643.034119 = -285550.160436 nChanged 251 SP:Iteration 3F (76.508213 sec): 3 clusters Score: Raw -288555.805491 + Penalty 2643.034119 = -285912.771372 nChanged 335 SP:Iteration 4F (76.556826 sec): 3 clusters Score: Raw -289148.327141 + Penalty 2643.034119 = -286505.293022 nChanged 311 SP:Iteration 5F (76.605968 sec): 3 clusters Score: Raw -289621.600500 + Penalty 2643.034119 = -286978.566381 nChanged 229 SP:Iteration 6F (76.658643 sec): 3 clusters Score: Raw -289991.009132 + Penalty 2643.034119 = -287347.975013 nChanged 135 SP:Iteration 7Q (76.714870 sec): 3 clusters Score: Raw -290140.794212 + Penalty 2643.034119 = -287497.760093 nChanged 64 SP:Iteration 8Q (76.757811 sec): 3 clusters Score: Raw -290214.257640 + Penalty 2643.034119 = -287571.223521 nChanged 36 SP:Iteration 9Q (76.809423 sec): 3 clusters Score: Raw -290259.456339 + Penalty 2643.034119 = -287616.422220 nChanged 34 SP:Iteration 10Q (76.861053 sec): 3 clusters Score: Raw -290295.740619 + Penalty 2643.034119 = -287652.706500 nChanged 23 SP:Iteration 11Q (76.915024 sec): 3 clusters Score: Raw -290313.230773 + Penalty 2643.034119 = -287670.196653 nChanged 19 SP:Iteration 12Q (76.982827 sec): 3 clusters Score: Raw -290327.974582 + Penalty 2643.034119 = -287684.940463 nChanged 23 SP:Iteration 13Q (77.019184 sec): 3 clusters Score: Raw -290341.654695 + Penalty 2643.034119 = -287698.620575 nChanged 25 SP:Iteration 14Q (77.074933 sec): 3 clusters Score: Raw -290356.657643 + Penalty 2643.034119 = -287713.623523 nChanged 18 SP:Iteration 15Q (77.120790 sec): 3 clusters Score: Raw -290363.537433 + Penalty 2643.034119 = -287720.503313 nChanged 12 SP:Iteration 16Q (77.174348 sec): 3 clusters Score: Raw -290368.425687 + Penalty 2643.034119 = -287725.391567 nChanged 9 SP:Iteration 17Q (77.223583 sec): 3 clusters Score: Raw -290372.307864 + Penalty 2643.034119 = -287729.273745 nChanged 6 SP:Iteration 18Q (77.278037 sec): 3 clusters Score: Raw -290375.451526 + Penalty 2643.034119 = -287732.417407 nChanged 6 SP:Iteration 19Q (77.325242 sec): 3 clusters Score: Raw -290377.577732 + Penalty 2643.034119 = -287734.543613 nChanged 3 SP:Iteration 20F (77.375067 sec): 3 clusters Score: Raw -290380.962317 + Penalty 2643.034119 = -287737.928198 nChanged 5 SP:Iteration 21Q (77.437327 sec): 3 clusters Score: Raw -290383.421247 + Penalty 2643.034119 = -287740.387128 nChanged 3 SP:Iteration 22Q (77.483418 sec): 3 clusters Score: Raw -290385.254560 + Penalty 2643.034119 = -287742.220441 nChanged 5 SP:Iteration 23Q (77.540204 sec): 3 clusters Score: Raw -290387.219074 + Penalty 2643.034119 = -287744.184955 nChanged 2 SP:Iteration 24Q (77.590929 sec): 3 clusters Score: Raw -290387.801154 + Penalty 2643.034119 = -287744.767035 nChanged 2 SP:Iteration 25Q (77.646937 sec): 3 clusters Score: Raw -290388.801758 + Penalty 2643.034119 = -287745.767639 nChanged 2 SP:Iteration 26Q (77.690923 sec): 3 clusters Score: Raw -290389.567238 + Penalty 2643.034119 = -287746.533119 nChanged 1 SP:Iteration 27Q (77.750325 sec): 3 clusters Score: Raw -290390.659842 + Penalty 2643.034119 = -287747.625723 nChanged 1 SP:Iteration 28Q (77.806648 sec): 3 clusters Score: Raw -290391.327941 + Penalty 2643.034119 = -287748.293822 nChanged 0 SP:Iteration 29F (77.861427 sec): 3 clusters Score: Raw -290391.327941 + Penalty 2643.034119 = -287748.293822 nChanged 0 Score: Raw -5333231.903123 + Penalty 28541.854559 = -5304690.048563 Splitting cluster 11 changes total score from -5299041.311137 to -5304690.048563 So it's getting split into cluster 9. Trying to split cluster 12 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.849776 sec): 2 clusters Score: Raw -35494.129008 + Penalty 978.416294 = -34515.712714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.901220 sec): 3 clusters Score: Raw -35466.957684 + Penalty 1956.832589 = -33510.125095 nChanged 89 SP:Iteration 1F (78.955363 sec): 3 clusters Score: Raw -35619.252553 + Penalty 1956.832589 = -33662.419964 nChanged 23 SP:Iteration 2F (79.004968 sec): 3 clusters Score: Raw -35674.977596 + Penalty 1956.832589 = -33718.145007 nChanged 8 SP:Iteration 3Q (79.058010 sec): 3 clusters Score: Raw -35709.174520 + Penalty 1956.832589 = -33752.341931 nChanged 12 SP:Iteration 4Q (79.096352 sec): 3 clusters Score: Raw -35749.372572 + Penalty 1956.832589 = -33792.539983 nChanged 9 SP:Iteration 5Q (79.145621 sec): 3 clusters Score: Raw -35766.230435 + Penalty 1956.832589 = -33809.397846 nChanged 9 SP:Iteration 6Q (79.191515 sec): 3 clusters Score: Raw -35781.725471 + Penalty 1956.832589 = -33824.892883 nChanged 5 SP:Iteration 7Q (79.244178 sec): 3 clusters Score: Raw -35789.954410 + Penalty 1956.832589 = -33833.121822 nChanged 4 SP:Iteration 8Q (79.281596 sec): 3 clusters Score: Raw -35805.458992 + Penalty 1956.832589 = -33848.626404 nChanged 2 SP:Iteration 9Q (79.329937 sec): 3 clusters Score: Raw -35809.000544 + Penalty 1956.832589 = -33852.167956 nChanged 2 SP:Iteration 10Q (79.373665 sec): 3 clusters Score: Raw -35810.466660 + Penalty 1956.832589 = -33853.634071 nChanged 0 SP:Iteration 11F (79.417058 sec): 3 clusters Score: Raw -35810.466660 + Penalty 1956.832589 = -33853.634071 nChanged 0 Trying to split cluster 13 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.432862 sec): 2 clusters Score: Raw -42034.159389 + Penalty 1026.539262 = -41007.620127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.479947 sec): 3 clusters Score: Raw -41947.166685 + Penalty 2053.078523 = -39894.088162 nChanged 152 SP:Iteration 1F (79.533387 sec): 3 clusters Score: Raw -42154.304760 + Penalty 2053.078523 = -40101.226237 nChanged 43 SP:Iteration 2F (79.575766 sec): 3 clusters Score: Raw -42235.478932 + Penalty 2053.078523 = -40182.400409 nChanged 29 SP:Iteration 3F (79.624635 sec): 3 clusters Score: Raw -42300.034703 + Penalty 2053.078523 = -40246.956179 nChanged 19 SP:Iteration 4Q (79.662806 sec): 3 clusters Score: Raw -42328.258775 + Penalty 2053.078523 = -40275.180252 nChanged 10 SP:Iteration 5Q (79.702557 sec): 3 clusters Score: Raw -42346.994425 + Penalty 2053.078523 = -40293.915902 nChanged 4 SP:Iteration 6Q (79.756058 sec): 3 clusters Score: Raw -42359.572874 + Penalty 2053.078523 = -40306.494351 nChanged 3 SP:Iteration 7Q (79.791102 sec): 3 clusters Score: Raw -42366.898676 + Penalty 2053.078523 = -40313.820152 nChanged 2 SP:Iteration 8Q (79.834051 sec): 3 clusters Score: Raw -42368.290529 + Penalty 2053.078523 = -40315.212006 nChanged 0 SP:Iteration 9F (79.881102 sec): 3 clusters Score: Raw -42368.290529 + Penalty 2053.078523 = -40315.212006 nChanged 0 Trying to split cluster 15 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.913915 sec): 2 clusters Score: Raw -39904.638464 + Penalty 1040.311544 = -38864.326920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.951244 sec): 3 clusters Score: Raw -39924.166968 + Penalty 2080.623089 = -37843.543879 nChanged 179 SP:Iteration 1F (80.005344 sec): 3 clusters Score: Raw -40256.798714 + Penalty 2080.623089 = -38176.175625 nChanged 69 SP:Iteration 2F (80.056938 sec): 3 clusters Score: Raw -40418.321662 + Penalty 2080.623089 = -38337.698573 nChanged 48 SP:Iteration 3F (80.104287 sec): 3 clusters Score: Raw -40622.744188 + Penalty 2080.623089 = -38542.121099 nChanged 37 SP:Iteration 4F (80.142654 sec): 3 clusters Score: Raw -40721.451142 + Penalty 2080.623089 = -38640.828053 nChanged 23 SP:Iteration 5Q (80.194121 sec): 3 clusters Score: Raw -40797.486925 + Penalty 2080.623089 = -38716.863836 nChanged 11 SP:Iteration 6Q (80.238138 sec): 3 clusters Score: Raw -40821.895335 + Penalty 2080.623089 = -38741.272246 nChanged 7 SP:Iteration 7Q (80.282155 sec): 3 clusters Score: Raw -40838.276407 + Penalty 2080.623089 = -38757.653318 nChanged 3 SP:Iteration 8Q (80.320654 sec): 3 clusters Score: Raw -40841.849886 + Penalty 2080.623089 = -38761.226797 nChanged 1 SP:Iteration 9Q (80.374281 sec): 3 clusters Score: Raw -40842.726411 + Penalty 2080.623089 = -38762.103322 nChanged 0 SP:Iteration 10F (80.417161 sec): 3 clusters Score: Raw -40842.726411 + Penalty 2080.623089 = -38762.103322 nChanged 0 Trying to split cluster 16 (1221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.448692 sec): 2 clusters Score: Raw -100615.285407 + Penalty 1154.956640 = -99460.328767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.494016 sec): 3 clusters Score: Raw -100247.572595 + Penalty 2309.913279 = -97937.659316 nChanged 379 SP:Iteration 1F (80.543589 sec): 3 clusters Score: Raw -100600.234307 + Penalty 2309.913279 = -98290.321028 nChanged 106 SP:Iteration 2F (80.592869 sec): 3 clusters Score: Raw -100742.785061 + Penalty 2309.913279 = -98432.871782 nChanged 76 SP:Iteration 3F (80.637060 sec): 3 clusters Score: Raw -100837.388313 + Penalty 2309.913279 = -98527.475034 nChanged 60 SP:Iteration 4Q (80.679690 sec): 3 clusters Score: Raw -100922.774939 + Penalty 2309.913279 = -98612.861659 nChanged 56 SP:Iteration 5Q (80.728167 sec): 3 clusters Score: Raw -101007.116042 + Penalty 2309.913279 = -98697.202763 nChanged 44 SP:Iteration 6Q (80.777219 sec): 3 clusters Score: Raw -101058.297118 + Penalty 2309.913279 = -98748.383839 nChanged 32 SP:Iteration 7Q (80.824163 sec): 3 clusters Score: Raw -101103.354579 + Penalty 2309.913279 = -98793.441300 nChanged 29 SP:Iteration 8Q (80.867363 sec): 3 clusters Score: Raw -101137.922772 + Penalty 2309.913279 = -98828.009493 nChanged 25 SP:Iteration 9Q (80.915354 sec): 3 clusters Score: Raw -101177.761875 + Penalty 2309.913279 = -98867.848596 nChanged 30 SP:Iteration 10Q (80.969604 sec): 3 clusters Score: Raw -101226.185973 + Penalty 2309.913279 = -98916.272694 nChanged 30 SP:Iteration 11Q (81.013183 sec): 3 clusters Score: Raw -101271.917188 + Penalty 2309.913279 = -98962.003908 nChanged 24 SP:Iteration 12Q (81.055146 sec): 3 clusters Score: Raw -101302.162132 + Penalty 2309.913279 = -98992.248853 nChanged 19 SP:Iteration 13Q (81.103502 sec): 3 clusters Score: Raw -101319.735960 + Penalty 2309.913279 = -99009.822681 nChanged 13 SP:Iteration 14Q (81.159764 sec): 3 clusters Score: Raw -101331.961242 + Penalty 2309.913279 = -99022.047963 nChanged 7 SP:Iteration 15Q (81.204714 sec): 3 clusters Score: Raw -101339.205402 + Penalty 2309.913279 = -99029.292123 nChanged 8 SP:Iteration 16Q (81.256003 sec): 3 clusters Score: Raw -101352.926313 + Penalty 2309.913279 = -99043.013034 nChanged 13 SP:Iteration 17Q (81.307882 sec): 3 clusters Score: Raw -101367.624939 + Penalty 2309.913279 = -99057.711659 nChanged 8 SP:Iteration 18Q (81.357411 sec): 3 clusters Score: Raw -101382.410870 + Penalty 2309.913279 = -99072.497591 nChanged 10 SP:Iteration 19Q (81.403327 sec): 3 clusters Score: Raw -101394.824619 + Penalty 2309.913279 = -99084.911340 nChanged 11 SP:Iteration 20F (81.453358 sec): 3 clusters Score: Raw -101410.386493 + Penalty 2309.913279 = -99100.473214 nChanged 7 SP:Iteration 21Q (81.500374 sec): 3 clusters Score: Raw -101417.221566 + Penalty 2309.913279 = -99107.308287 nChanged 9 SP:Iteration 22Q (81.550434 sec): 3 clusters Score: Raw -101425.495239 + Penalty 2309.913279 = -99115.581960 nChanged 8 SP:Iteration 23Q (81.587236 sec): 3 clusters Score: Raw -101433.031004 + Penalty 2309.913279 = -99123.117725 nChanged 5 SP:Iteration 24Q (81.642812 sec): 3 clusters Score: Raw -101436.172389 + Penalty 2309.913279 = -99126.259110 nChanged 3 SP:Iteration 25Q (81.683903 sec): 3 clusters Score: Raw -101437.631267 + Penalty 2309.913279 = -99127.717988 nChanged 1 SP:Iteration 26Q (81.742040 sec): 3 clusters Score: Raw -101437.988567 + Penalty 2309.913279 = -99128.075288 nChanged 0 SP:Iteration 27F (81.783758 sec): 3 clusters Score: Raw -101437.988567 + Penalty 2309.913279 = -99128.075288 nChanged 0 Trying to split cluster 17 (11231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.829539 sec): 2 clusters Score: Raw -1092430.522088 + Penalty 1515.545377 = -1090914.976711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.894161 sec): 3 clusters Score: Raw -1086036.685198 + Penalty 3031.090755 = -1083005.594443 nChanged 4906 SP:Iteration 1F (81.953841 sec): 3 clusters Score: Raw -1088831.977145 + Penalty 3031.090755 = -1085800.886390 nChanged 781 SP:Iteration 2F (82.026962 sec): 3 clusters Score: Raw -1089282.548184 + Penalty 3031.090755 = -1086251.457429 nChanged 702 SP:Iteration 3F (82.083916 sec): 3 clusters Score: Raw -1089708.767646 + Penalty 3031.090755 = -1086677.676891 nChanged 643 SP:Iteration 4F (82.158192 sec): 3 clusters Score: Raw -1090089.927004 + Penalty 3031.090755 = -1087058.836249 nChanged 624 SP:Iteration 5F (82.226329 sec): 3 clusters Score: Raw -1090462.051419 + Penalty 3031.090755 = -1087430.960665 nChanged 577 SP:Iteration 6F (82.291131 sec): 3 clusters Score: Raw -1090802.192487 + Penalty 3031.090755 = -1087771.101732 nChanged 513 SP:Iteration 7Q (82.353148 sec): 3 clusters Score: Raw -1091109.934438 + Penalty 3031.090755 = -1088078.843684 nChanged 464 SP:Iteration 8Q (82.430224 sec): 3 clusters Score: Raw -1091366.834180 + Penalty 3031.090755 = -1088335.743426 nChanged 384 SP:Iteration 9Q (82.488515 sec): 3 clusters Score: Raw -1091604.760851 + Penalty 3031.090755 = -1088573.670097 nChanged 327 SP:Iteration 10Q (82.556071 sec): 3 clusters Score: Raw -1091792.166718 + Penalty 3031.090755 = -1088761.075963 nChanged 278 SP:Iteration 11Q (82.619186 sec): 3 clusters Score: Raw -1091959.661890 + Penalty 3031.090755 = -1088928.571135 nChanged 261 SP:Iteration 12Q (82.691021 sec): 3 clusters Score: Raw -1092111.755620 + Penalty 3031.090755 = -1089080.664866 nChanged 224 SP:Iteration 13Q (82.758614 sec): 3 clusters Score: Raw -1092257.251472 + Penalty 3031.090755 = -1089226.160717 nChanged 220 SP:Iteration 14Q (82.819274 sec): 3 clusters Score: Raw -1092406.174046 + Penalty 3031.090755 = -1089375.083292 nChanged 195 SP:Iteration 15Q (82.888169 sec): 3 clusters Score: Raw -1092535.920806 + Penalty 3031.090755 = -1089504.830052 nChanged 179 SP:Iteration 16Q (82.951855 sec): 3 clusters Score: Raw -1092642.743901 + Penalty 3031.090755 = -1089611.653146 nChanged 159 SP:Iteration 17Q (83.015309 sec): 3 clusters Score: Raw -1092735.892424 + Penalty 3031.090755 = -1089704.801669 nChanged 144 SP:Iteration 18Q (83.078491 sec): 3 clusters Score: Raw -1092810.544131 + Penalty 3031.090755 = -1089779.453377 nChanged 105 SP:Iteration 19Q (83.130693 sec): 3 clusters Score: Raw -1092854.509191 + Penalty 3031.090755 = -1089823.418437 nChanged 80 SP:Iteration 20F (83.198552 sec): 3 clusters Score: Raw -1092893.745113 + Penalty 3031.090755 = -1089862.654358 nChanged 76 SP:Iteration 21Q (83.255041 sec): 3 clusters Score: Raw -1092923.643264 + Penalty 3031.090755 = -1089892.552509 nChanged 56 SP:Iteration 22Q (83.323720 sec): 3 clusters Score: Raw -1092945.464351 + Penalty 3031.090755 = -1089914.373597 nChanged 39 SP:Iteration 23Q (83.395496 sec): 3 clusters Score: Raw -1092959.735691 + Penalty 3031.090755 = -1089928.644936 nChanged 38 SP:Iteration 24Q (83.458834 sec): 3 clusters Score: Raw -1092972.586411 + Penalty 3031.090755 = -1089941.495657 nChanged 38 SP:Iteration 25Q (83.520244 sec): 3 clusters Score: Raw -1092985.345672 + Penalty 3031.090755 = -1089954.254917 nChanged 32 SP:Iteration 26Q (83.582473 sec): 3 clusters Score: Raw -1092998.720601 + Penalty 3031.090755 = -1089967.629846 nChanged 34 SP:Iteration 27Q (83.640419 sec): 3 clusters Score: Raw -1093009.791452 + Penalty 3031.090755 = -1089978.700697 nChanged 21 SP:Iteration 28Q (83.716549 sec): 3 clusters Score: Raw -1093014.221797 + Penalty 3031.090755 = -1089983.131043 nChanged 8 SP:Iteration 29Q (83.776436 sec): 3 clusters Score: Raw -1093016.432094 + Penalty 3031.090755 = -1089985.341339 nChanged 11 SP:Iteration 30Q (83.848099 sec): 3 clusters Score: Raw -1093019.661478 + Penalty 3031.090755 = -1089988.570724 nChanged 9 SP:Iteration 31Q (83.914219 sec): 3 clusters Score: Raw -1093021.405017 + Penalty 3031.090755 = -1089990.314263 nChanged 4 SP:Iteration 32Q (83.980231 sec): 3 clusters Score: Raw -1093022.671702 + Penalty 3031.090755 = -1089991.580947 nChanged 4 SP:Iteration 33Q (84.046183 sec): 3 clusters Score: Raw -1093023.721868 + Penalty 3031.090755 = -1089992.631113 nChanged 4 SP:Iteration 34Q (84.100709 sec): 3 clusters Score: Raw -1093024.619094 + Penalty 3031.090755 = -1089993.528339 nChanged 4 SP:Iteration 35Q (84.165065 sec): 3 clusters Score: Raw -1093025.998121 + Penalty 3031.090755 = -1089994.907367 nChanged 4 SP:Iteration 36Q (84.237069 sec): 3 clusters Score: Raw -1093026.689893 + Penalty 3031.090755 = -1089995.599139 nChanged 6 SP:Iteration 37Q (84.297794 sec): 3 clusters Score: Raw -1093027.545719 + Penalty 3031.090755 = -1089996.454965 nChanged 2 SP:Iteration 38Q (84.365227 sec): 3 clusters Score: Raw -1093028.034692 + Penalty 3031.090755 = -1089996.943937 nChanged 2 SP:Iteration 39Q (84.420641 sec): 3 clusters Score: Raw -1093028.458877 + Penalty 3031.090755 = -1089997.368123 nChanged 0 SP:Iteration 40F (84.499611 sec): 3 clusters Score: Raw -1093028.458877 + Penalty 3031.090755 = -1089997.368123 nChanged 0 Iteration 59Q (85.206078 sec): 17 clusters Score: Raw -5334062.553982 + Penalty 28541.854559 = -5305520.699423 nChanged 820 Iteration 60F (86.149276 sec): 17 clusters Score: Raw -5334525.260525 + Penalty 28541.854559 = -5305983.405965 nChanged 349 Iteration 61Q (86.698431 sec): 17 clusters Score: Raw -5334717.486867 + Penalty 28541.854559 = -5306175.632308 nChanged 204 Iteration 62Q (87.241751 sec): 17 clusters Score: Raw -5334803.878141 + Penalty 28541.854559 = -5306262.023581 nChanged 143 Iteration 63Q (87.830394 sec): 17 clusters Score: Raw -5334842.302011 + Penalty 28541.854559 = -5306300.447451 nChanged 94 Iteration 64Q (88.466663 sec): 17 clusters Score: Raw -5334890.593426 + Penalty 28541.854559 = -5306348.738866 nChanged 79 Iteration 65Q (89.076709 sec): 17 clusters Score: Raw -5334912.878873 + Penalty 28541.854559 = -5306371.024314 nChanged 54 Iteration 66Q (89.653460 sec): 17 clusters Score: Raw -5334935.476180 + Penalty 28541.854559 = -5306393.621621 nChanged 44 Iteration 67Q (90.243671 sec): 17 clusters Score: Raw -5334947.446376 + Penalty 28541.854559 = -5306405.591817 nChanged 40 Iteration 68Q (90.856874 sec): 17 clusters Score: Raw -5334960.551005 + Penalty 28541.854559 = -5306418.696446 nChanged 30 Iteration 69Q (91.460285 sec): 17 clusters Score: Raw -5334969.417570 + Penalty 28541.854559 = -5306427.563010 nChanged 23 Iteration 70Q (92.006725 sec): 17 clusters Score: Raw -5334974.314752 + Penalty 28541.854559 = -5306432.460192 nChanged 22 Iteration 71Q (92.597626 sec): 17 clusters Score: Raw -5334979.617166 + Penalty 28541.854559 = -5306437.762607 nChanged 20 Iteration 72Q (93.181223 sec): 17 clusters Score: Raw -5334984.201199 + Penalty 28541.854559 = -5306442.346640 nChanged 22 Iteration 73Q (93.789418 sec): 17 clusters Score: Raw -5334990.564707 + Penalty 28541.854559 = -5306448.710147 nChanged 24 Iteration 74Q (94.395429 sec): 17 clusters Score: Raw -5334998.701268 + Penalty 28541.854559 = -5306456.846708 nChanged 27 Iteration 75Q (94.951665 sec): 17 clusters Score: Raw -5335007.384174 + Penalty 28541.854559 = -5306465.529615 nChanged 25 Iteration 76Q (95.548568 sec): 17 clusters Score: Raw -5335017.881272 + Penalty 28541.854559 = -5306476.026713 nChanged 20 Iteration 77Q (96.167244 sec): 17 clusters Score: Raw -5335024.691338 + Penalty 28541.854559 = -5306482.836778 nChanged 29 Iteration 78Q (96.814688 sec): 17 clusters Score: Raw -5335032.496263 + Penalty 28541.854559 = -5306490.641703 nChanged 17 Iteration 79Q (97.431428 sec): 17 clusters Score: Raw -5335037.492575 + Penalty 28541.854559 = -5306495.638015 nChanged 13 Iteration 80F (98.378826 sec): 17 clusters Score: Raw -5335040.996655 + Penalty 28541.854559 = -5306499.142095 nChanged 17 Iteration 81Q (98.974692 sec): 17 clusters Score: Raw -5335047.982805 + Penalty 28541.854559 = -5306506.128245 nChanged 11 Iteration 82Q (99.545186 sec): 17 clusters Score: Raw -5335052.632268 + Penalty 28541.854559 = -5306510.777709 nChanged 12 Iteration 83Q (100.166387 sec): 17 clusters Score: Raw -5335057.875676 + Penalty 28541.854559 = -5306516.021116 nChanged 13 Iteration 84Q (100.746184 sec): 17 clusters Score: Raw -5335062.921759 + Penalty 28541.854559 = -5306521.067200 nChanged 14 Iteration 85Q (101.299735 sec): 17 clusters Score: Raw -5335066.137377 + Penalty 28541.854559 = -5306524.282817 nChanged 11 Iteration 86Q (101.908234 sec): 17 clusters Score: Raw -5335068.519860 + Penalty 28541.854559 = -5306526.665301 nChanged 6 Iteration 87Q (102.509705 sec): 17 clusters Score: Raw -5335069.645833 + Penalty 28541.854559 = -5306527.791273 nChanged 10 Iteration 88Q (103.111559 sec): 17 clusters Score: Raw -5335071.901893 + Penalty 28541.854559 = -5306530.047333 nChanged 8 Iteration 89Q (103.706848 sec): 17 clusters Score: Raw -5335074.958740 + Penalty 28541.854559 = -5306533.104181 nChanged 10 Iteration 90Q (104.294149 sec): 17 clusters Score: Raw -5335079.167941 + Penalty 28541.854559 = -5306537.313381 nChanged 6 Iteration 91Q (104.897747 sec): 17 clusters Score: Raw -5335080.361221 + Penalty 28541.854559 = -5306538.506661 nChanged 2 Iteration 92Q (105.476584 sec): 17 clusters Score: Raw -5335081.346322 + Penalty 28541.854559 = -5306539.491763 nChanged 5 Iteration 93Q (106.050859 sec): 17 clusters Score: Raw -5335081.960259 + Penalty 28541.854559 = -5306540.105699 nChanged 2 Iteration 94Q (106.641022 sec): 17 clusters Score: Raw -5335082.257810 + Penalty 28541.854559 = -5306540.403251 nChanged 3 Iteration 95Q (107.245323 sec): 17 clusters Score: Raw -5335082.604571 + Penalty 28541.854559 = -5306540.750011 nChanged 5 Iteration 96Q (107.840673 sec): 17 clusters Score: Raw -5335083.164378 + Penalty 28541.854559 = -5306541.309819 nChanged 7 Iteration 97Q (108.448731 sec): 17 clusters Score: Raw -5335084.137844 + Penalty 28541.854559 = -5306542.283284 nChanged 2 Iteration 98Q (109.042274 sec): 17 clusters Score: Raw -5335084.186964 + Penalty 28541.854559 = -5306542.332405 nChanged 1 Writing temp clu file Because OldScore, -5306542.283284, is greater than current (better) Score,-5306542.332405 Compute initial score before splitting: Score: Raw -5335084.186964 + Penalty 28541.854559 = -5306542.332405 Trying to split cluster 1 (5765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.108137 sec): 2 clusters Score: Raw -561405.039027 + Penalty 1407.178570 = -559997.860457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.168714 sec): 3 clusters Score: Raw -558341.859427 + Penalty 2814.357141 = -555527.502287 nChanged 2359 SP:Iteration 1F (109.220914 sec): 3 clusters Score: Raw -559660.354169 + Penalty 2814.357141 = -556845.997028 nChanged 381 SP:Iteration 2F (109.278673 sec): 3 clusters Score: Raw -559838.667141 + Penalty 2814.357141 = -557024.310000 nChanged 297 SP:Iteration 3F (109.335739 sec): 3 clusters Score: Raw -559976.191592 + Penalty 2814.357141 = -557161.834452 nChanged 246 SP:Iteration 4Q (109.386447 sec): 3 clusters Score: Raw -560084.322768 + Penalty 2814.357141 = -557269.965628 nChanged 188 SP:Iteration 5Q (109.441585 sec): 3 clusters Score: Raw -560158.909573 + Penalty 2814.357141 = -557344.552432 nChanged 185 SP:Iteration 6Q (109.499313 sec): 3 clusters Score: Raw -560246.916477 + Penalty 2814.357141 = -557432.559337 nChanged 172 SP:Iteration 7Q (109.545529 sec): 3 clusters Score: Raw -560338.263037 + Penalty 2814.357141 = -557523.905897 nChanged 189 SP:Iteration 8Q (109.609190 sec): 3 clusters Score: Raw -560450.904588 + Penalty 2814.357141 = -557636.547447 nChanged 212 SP:Iteration 9Q (109.656341 sec): 3 clusters Score: Raw -560587.180304 + Penalty 2814.357141 = -557772.823163 nChanged 211 SP:Iteration 10Q (109.725473 sec): 3 clusters Score: Raw -560709.441348 + Penalty 2814.357141 = -557895.084207 nChanged 178 SP:Iteration 11Q (109.770605 sec): 3 clusters Score: Raw -560818.841110 + Penalty 2814.357141 = -558004.483969 nChanged 208 SP:Iteration 12Q (109.839777 sec): 3 clusters Score: Raw -560953.463709 + Penalty 2814.357141 = -558139.106568 nChanged 199 SP:Iteration 13Q (109.881635 sec): 3 clusters Score: Raw -561086.618086 + Penalty 2814.357141 = -558272.260946 nChanged 213 SP:Iteration 14Q (109.940333 sec): 3 clusters Score: Raw -561205.997356 + Penalty 2814.357141 = -558391.640215 nChanged 185 SP:Iteration 15Q (110.002063 sec): 3 clusters Score: Raw -561307.894411 + Penalty 2814.357141 = -558493.537270 nChanged 174 SP:Iteration 16Q (110.050484 sec): 3 clusters Score: Raw -561392.451028 + Penalty 2814.357141 = -558578.093888 nChanged 123 SP:Iteration 17Q (110.121391 sec): 3 clusters Score: Raw -561452.023787 + Penalty 2814.357141 = -558637.666647 nChanged 94 SP:Iteration 18Q (110.173595 sec): 3 clusters Score: Raw -561493.992940 + Penalty 2814.357141 = -558679.635799 nChanged 85 SP:Iteration 19Q (110.233295 sec): 3 clusters Score: Raw -561529.766664 + Penalty 2814.357141 = -558715.409524 nChanged 73 SP:Iteration 20F (110.287549 sec): 3 clusters Score: Raw -561556.580394 + Penalty 2814.357141 = -558742.223254 nChanged 63 SP:Iteration 21Q (110.331250 sec): 3 clusters Score: Raw -561577.198667 + Penalty 2814.357141 = -558762.841526 nChanged 44 SP:Iteration 22Q (110.380737 sec): 3 clusters Score: Raw -561589.986379 + Penalty 2814.357141 = -558775.629239 nChanged 34 SP:Iteration 23Q (110.445033 sec): 3 clusters Score: Raw -561599.266662 + Penalty 2814.357141 = -558784.909521 nChanged 35 SP:Iteration 24Q (110.500849 sec): 3 clusters Score: Raw -561606.908286 + Penalty 2814.357141 = -558792.551145 nChanged 29 SP:Iteration 25Q (110.556368 sec): 3 clusters Score: Raw -561614.072567 + Penalty 2814.357141 = -558799.715426 nChanged 29 SP:Iteration 26Q (110.599874 sec): 3 clusters Score: Raw -561622.286602 + Penalty 2814.357141 = -558807.929461 nChanged 26 SP:Iteration 27Q (110.655455 sec): 3 clusters Score: Raw -561628.982764 + Penalty 2814.357141 = -558814.625624 nChanged 20 SP:Iteration 28Q (110.711109 sec): 3 clusters Score: Raw -561633.302138 + Penalty 2814.357141 = -558818.944998 nChanged 16 SP:Iteration 29Q (110.760111 sec): 3 clusters Score: Raw -561636.963073 + Penalty 2814.357141 = -558822.605933 nChanged 12 SP:Iteration 30Q (110.825979 sec): 3 clusters Score: Raw -561639.266532 + Penalty 2814.357141 = -558824.909392 nChanged 10 SP:Iteration 31Q (110.876392 sec): 3 clusters Score: Raw -561640.903110 + Penalty 2814.357141 = -558826.545969 nChanged 10 SP:Iteration 32Q (110.934976 sec): 3 clusters Score: Raw -561643.214010 + Penalty 2814.357141 = -558828.856870 nChanged 12 SP:Iteration 33Q (110.996459 sec): 3 clusters Score: Raw -561645.209182 + Penalty 2814.357141 = -558830.852041 nChanged 12 SP:Iteration 34Q (111.053137 sec): 3 clusters Score: Raw -561647.105306 + Penalty 2814.357141 = -558832.748165 nChanged 12 SP:Iteration 35Q (111.108646 sec): 3 clusters Score: Raw -561650.609756 + Penalty 2814.357141 = -558836.252615 nChanged 15 SP:Iteration 36Q (111.166663 sec): 3 clusters Score: Raw -561654.236351 + Penalty 2814.357141 = -558839.879211 nChanged 20 SP:Iteration 37Q (111.218324 sec): 3 clusters Score: Raw -561658.955232 + Penalty 2814.357141 = -558844.598092 nChanged 26 SP:Iteration 38Q (111.275812 sec): 3 clusters Score: Raw -561665.172390 + Penalty 2814.357141 = -558850.815249 nChanged 27 SP:Iteration 39Q (111.322372 sec): 3 clusters Score: Raw -561673.107750 + Penalty 2814.357141 = -558858.750609 nChanged 39 SP:Iteration 40F (111.382144 sec): 3 clusters Score: Raw -561685.957431 + Penalty 2814.357141 = -558871.600290 nChanged 45 SP:Iteration 41Q (111.436271 sec): 3 clusters Score: Raw -561701.759207 + Penalty 2814.357141 = -558887.402067 nChanged 45 SP:Iteration 42Q (111.499835 sec): 3 clusters Score: Raw -561716.587592 + Penalty 2814.357141 = -558902.230452 nChanged 52 SP:Iteration 43Q (111.545126 sec): 3 clusters Score: Raw -561739.716482 + Penalty 2814.357141 = -558925.359341 nChanged 51 SP:Iteration 44Q (111.609014 sec): 3 clusters Score: Raw -561761.417178 + Penalty 2814.357141 = -558947.060037 nChanged 52 SP:Iteration 45Q (111.664476 sec): 3 clusters Score: Raw -561782.551376 + Penalty 2814.357141 = -558968.194236 nChanged 46 SP:Iteration 46Q (111.709729 sec): 3 clusters Score: Raw -561797.209636 + Penalty 2814.357141 = -558982.852495 nChanged 44 SP:Iteration 47Q (111.768289 sec): 3 clusters Score: Raw -561810.807987 + Penalty 2814.357141 = -558996.450847 nChanged 37 SP:Iteration 48Q (111.824345 sec): 3 clusters Score: Raw -561824.683413 + Penalty 2814.357141 = -559010.326273 nChanged 38 SP:Iteration 49Q (111.875484 sec): 3 clusters Score: Raw -561837.355551 + Penalty 2814.357141 = -559022.998410 nChanged 26 SP:Iteration 50Q (111.942968 sec): 3 clusters Score: Raw -561843.902805 + Penalty 2814.357141 = -559029.545664 nChanged 17 SP:Iteration 51Q (111.988523 sec): 3 clusters Score: Raw -561849.294333 + Penalty 2814.357141 = -559034.937193 nChanged 15 SP:Iteration 52Q (112.050598 sec): 3 clusters Score: Raw -561851.730989 + Penalty 2814.357141 = -559037.373849 nChanged 10 SP:Iteration 53Q (112.107439 sec): 3 clusters Score: Raw -561854.421054 + Penalty 2814.357141 = -559040.063914 nChanged 9 SP:Iteration 54Q (112.161689 sec): 3 clusters Score: Raw -561857.040687 + Penalty 2814.357141 = -559042.683546 nChanged 12 SP:Iteration 55Q (112.202851 sec): 3 clusters Score: Raw -561860.136951 + Penalty 2814.357141 = -559045.779810 nChanged 15 SP:Iteration 56Q (112.262492 sec): 3 clusters Score: Raw -561862.805105 + Penalty 2814.357141 = -559048.447965 nChanged 9 SP:Iteration 57Q (112.314458 sec): 3 clusters Score: Raw -561864.502048 + Penalty 2814.357141 = -559050.144908 nChanged 8 SP:Iteration 58Q (112.367371 sec): 3 clusters Score: Raw -561866.059744 + Penalty 2814.357141 = -559051.702604 nChanged 9 SP:Iteration 59Q (112.429814 sec): 3 clusters Score: Raw -561868.238890 + Penalty 2814.357141 = -559053.881749 nChanged 13 SP:Iteration 60F (112.478886 sec): 3 clusters Score: Raw -561871.202253 + Penalty 2814.357141 = -559056.845112 nChanged 8 SP:Iteration 61Q (112.544538 sec): 3 clusters Score: Raw -561872.469249 + Penalty 2814.357141 = -559058.112108 nChanged 7 SP:Iteration 62Q (112.600871 sec): 3 clusters Score: Raw -561873.760801 + Penalty 2814.357141 = -559059.403660 nChanged 4 SP:Iteration 63Q (112.654687 sec): 3 clusters Score: Raw -561874.435896 + Penalty 2814.357141 = -559060.078755 nChanged 5 SP:Iteration 64Q (112.697932 sec): 3 clusters Score: Raw -561875.493341 + Penalty 2814.357141 = -559061.136200 nChanged 5 SP:Iteration 65Q (112.749141 sec): 3 clusters Score: Raw -561876.181953 + Penalty 2814.357141 = -559061.824813 nChanged 2 SP:Iteration 66Q (112.802797 sec): 3 clusters Score: Raw -561876.461422 + Penalty 2814.357141 = -559062.104282 nChanged 1 SP:Iteration 67Q (112.861868 sec): 3 clusters Score: Raw -561876.780862 + Penalty 2814.357141 = -559062.423721 nChanged 1 SP:Iteration 68Q (112.923194 sec): 3 clusters Score: Raw -561877.012708 + Penalty 2814.357141 = -559062.655568 nChanged 1 SP:Iteration 69Q (112.972591 sec): 3 clusters Score: Raw -561877.127202 + Penalty 2814.357141 = -559062.770061 nChanged 1 SP:Iteration 70Q (113.034848 sec): 3 clusters Score: Raw -561877.313309 + Penalty 2814.357141 = -559062.956168 nChanged 0 SP:Iteration 71F (113.087989 sec): 3 clusters Score: Raw -561877.313309 + Penalty 2814.357141 = -559062.956168 nChanged 0 Trying to split cluster 2 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.111239 sec): 2 clusters Score: Raw -82146.304068 + Penalty 1111.588811 = -81034.715257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.158353 sec): 3 clusters Score: Raw -81846.330548 + Penalty 2223.177622 = -79623.152926 nChanged 261 SP:Iteration 1F (113.194958 sec): 3 clusters Score: Raw -82133.091891 + Penalty 2223.177622 = -79909.914269 nChanged 88 SP:Iteration 2F (113.248751 sec): 3 clusters Score: Raw -82252.253994 + Penalty 2223.177622 = -80029.076371 nChanged 47 SP:Iteration 3F (113.286766 sec): 3 clusters Score: Raw -82309.028875 + Penalty 2223.177622 = -80085.851253 nChanged 28 SP:Iteration 4Q (113.338911 sec): 3 clusters Score: Raw -82347.388174 + Penalty 2223.177622 = -80124.210552 nChanged 22 SP:Iteration 5Q (113.375724 sec): 3 clusters Score: Raw -82370.676465 + Penalty 2223.177622 = -80147.498843 nChanged 10 SP:Iteration 6Q (113.434447 sec): 3 clusters Score: Raw -82379.588202 + Penalty 2223.177622 = -80156.410580 nChanged 7 SP:Iteration 7Q (113.480908 sec): 3 clusters Score: Raw -82387.840991 + Penalty 2223.177622 = -80164.663369 nChanged 4 SP:Iteration 8Q (113.517070 sec): 3 clusters Score: Raw -82391.162619 + Penalty 2223.177622 = -80167.984997 nChanged 0 SP:Iteration 9F (113.569404 sec): 3 clusters Score: Raw -82391.162619 + Penalty 2223.177622 = -80167.984997 nChanged 0 Trying to split cluster 3 (11628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.617865 sec): 2 clusters Score: Raw -1088530.838832 + Penalty 1521.190330 = -1087009.648502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.683423 sec): 3 clusters Score: Raw -1081924.718736 + Penalty 3042.380660 = -1078882.338076 nChanged 4995 SP:Iteration 1F (113.748267 sec): 3 clusters Score: Raw -1084660.626524 + Penalty 3042.380660 = -1081618.245864 nChanged 674 SP:Iteration 2F (113.809157 sec): 3 clusters Score: Raw -1085028.819028 + Penalty 3042.380660 = -1081986.438368 nChanged 642 SP:Iteration 3F (113.873182 sec): 3 clusters Score: Raw -1085392.638463 + Penalty 3042.380660 = -1082350.257803 nChanged 631 SP:Iteration 4F (113.930819 sec): 3 clusters Score: Raw -1085803.283571 + Penalty 3042.380660 = -1082760.902911 nChanged 646 SP:Iteration 5F (114.005313 sec): 3 clusters Score: Raw -1086321.961718 + Penalty 3042.380660 = -1083279.581058 nChanged 703 SP:Iteration 6F (114.055956 sec): 3 clusters Score: Raw -1086925.330925 + Penalty 3042.380660 = -1083882.950265 nChanged 730 SP:Iteration 7F (114.118019 sec): 3 clusters Score: Raw -1087490.852723 + Penalty 3042.380660 = -1084448.472063 nChanged 674 SP:Iteration 8F (114.182905 sec): 3 clusters Score: Raw -1087999.021756 + Penalty 3042.380660 = -1084956.641096 nChanged 607 SP:Iteration 9F (114.253943 sec): 3 clusters Score: Raw -1088423.713619 + Penalty 3042.380660 = -1085381.332959 nChanged 499 SP:Iteration 10Q (114.309443 sec): 3 clusters Score: Raw -1088787.864313 + Penalty 3042.380660 = -1085745.483653 nChanged 414 SP:Iteration 11Q (114.372640 sec): 3 clusters Score: Raw -1089094.852220 + Penalty 3042.380660 = -1086052.471560 nChanged 387 SP:Iteration 12Q (114.448716 sec): 3 clusters Score: Raw -1089374.629475 + Penalty 3042.380660 = -1086332.248815 nChanged 322 SP:Iteration 13Q (114.506854 sec): 3 clusters Score: Raw -1089648.759579 + Penalty 3042.380660 = -1086606.378919 nChanged 289 SP:Iteration 14Q (114.575438 sec): 3 clusters Score: Raw -1089937.174053 + Penalty 3042.380660 = -1086894.793393 nChanged 258 SP:Iteration 15Q (114.632128 sec): 3 clusters Score: Raw -1090200.921527 + Penalty 3042.380660 = -1087158.540867 nChanged 201 SP:Iteration 16Q (114.696395 sec): 3 clusters Score: Raw -1090363.231991 + Penalty 3042.380660 = -1087320.851331 nChanged 143 SP:Iteration 17Q (114.774598 sec): 3 clusters Score: Raw -1090427.829714 + Penalty 3042.380660 = -1087385.449054 nChanged 88 SP:Iteration 18Q (114.838715 sec): 3 clusters Score: Raw -1090455.111070 + Penalty 3042.380660 = -1087412.730410 nChanged 59 SP:Iteration 19Q (114.903423 sec): 3 clusters Score: Raw -1090466.790771 + Penalty 3042.380660 = -1087424.410111 nChanged 37 SP:Iteration 20F (114.970250 sec): 3 clusters Score: Raw -1090472.404787 + Penalty 3042.380660 = -1087430.024127 nChanged 22 SP:Iteration 21Q (115.035161 sec): 3 clusters Score: Raw -1090476.276209 + Penalty 3042.380660 = -1087433.895549 nChanged 20 SP:Iteration 22Q (115.103137 sec): 3 clusters Score: Raw -1090479.878322 + Penalty 3042.380660 = -1087437.497662 nChanged 20 SP:Iteration 23Q (115.167330 sec): 3 clusters Score: Raw -1090482.342162 + Penalty 3042.380660 = -1087439.961502 nChanged 16 SP:Iteration 24Q (115.228707 sec): 3 clusters Score: Raw -1090484.708207 + Penalty 3042.380660 = -1087442.327546 nChanged 15 SP:Iteration 25Q (115.294234 sec): 3 clusters Score: Raw -1090486.995168 + Penalty 3042.380660 = -1087444.614508 nChanged 18 SP:Iteration 26Q (115.359157 sec): 3 clusters Score: Raw -1090490.119220 + Penalty 3042.380660 = -1087447.738560 nChanged 16 SP:Iteration 27Q (115.418103 sec): 3 clusters Score: Raw -1090492.478337 + Penalty 3042.380660 = -1087450.097677 nChanged 13 SP:Iteration 28Q (115.494394 sec): 3 clusters Score: Raw -1090494.317215 + Penalty 3042.380660 = -1087451.936555 nChanged 13 SP:Iteration 29Q (115.557220 sec): 3 clusters Score: Raw -1090496.033874 + Penalty 3042.380660 = -1087453.653214 nChanged 7 SP:Iteration 30Q (115.627691 sec): 3 clusters Score: Raw -1090496.953231 + Penalty 3042.380660 = -1087454.572571 nChanged 11 SP:Iteration 31Q (115.691368 sec): 3 clusters Score: Raw -1090498.202746 + Penalty 3042.380660 = -1087455.822086 nChanged 6 SP:Iteration 32Q (115.758040 sec): 3 clusters Score: Raw -1090498.706303 + Penalty 3042.380660 = -1087456.325643 nChanged 4 SP:Iteration 33Q (115.823119 sec): 3 clusters Score: Raw -1090499.190475 + Penalty 3042.380660 = -1087456.809815 nChanged 6 SP:Iteration 34Q (115.886189 sec): 3 clusters Score: Raw -1090499.938326 + Penalty 3042.380660 = -1087457.557666 nChanged 6 SP:Iteration 35Q (115.943637 sec): 3 clusters Score: Raw -1090500.513382 + Penalty 3042.380660 = -1087458.132722 nChanged 6 SP:Iteration 36Q (116.014406 sec): 3 clusters Score: Raw -1090500.898263 + Penalty 3042.380660 = -1087458.517603 nChanged 6 SP:Iteration 37Q (116.081011 sec): 3 clusters Score: Raw -1090501.401941 + Penalty 3042.380660 = -1087459.021281 nChanged 3 SP:Iteration 38Q (116.139550 sec): 3 clusters Score: Raw -1090501.522030 + Penalty 3042.380660 = -1087459.141370 nChanged 0 SP:Iteration 39F (116.211088 sec): 3 clusters Score: Raw -1090501.522030 + Penalty 3042.380660 = -1087459.141370 nChanged 0 Score: Raw -5337054.882792 + Penalty 30325.720469 = -5306729.162322 Splitting cluster 3 changes total score from -5306542.332405 to -5306729.162322 So it's getting split into cluster 14. Trying to split cluster 4 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.239749 sec): 2 clusters Score: Raw -8623.155604 + Penalty 827.734408 = -7795.421197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.288555 sec): 3 clusters Score: Raw -8911.875741 + Penalty 1655.468815 = -7256.406925 nChanged 39 SP:Iteration 1F (117.333192 sec): 3 clusters Score: Raw -9304.848235 + Penalty 1655.468815 = -7649.379420 nChanged 10 SP:Iteration 2F (117.377481 sec): 3 clusters Score: Raw -9394.856499 + Penalty 1655.468815 = -7739.387684 nChanged 7 SP:Iteration 3Q (117.421330 sec): 3 clusters Score: Raw -9496.562587 + Penalty 1655.468815 = -7841.093772 nChanged 5 SP:Iteration 4Q (117.466187 sec): 3 clusters Score: Raw -9576.327415 + Penalty 1655.468815 = -7920.858599 nChanged 3 SP:Iteration 5Q (117.511240 sec): 3 clusters Score: Raw -9606.315509 + Penalty 1655.468815 = -7950.846694 nChanged 0 SP:Iteration 6F (117.558092 sec): 3 clusters Score: Raw -9606.315509 + Penalty 1655.468815 = -7950.846694 nChanged 0 Score: Raw -5338038.042697 + Penalty 32109.586379 = -5305928.456317 Splitting cluster 4 changes total score from -5306542.332405 to -5305928.456317 So it's not getting split. Trying to split cluster 5 (2567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.635373 sec): 2 clusters Score: Raw -229444.668095 + Penalty 1275.705142 = -228168.962954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.688606 sec): 3 clusters Score: Raw -228308.553878 + Penalty 2551.410284 = -225757.143594 nChanged 917 SP:Iteration 1F (118.730905 sec): 3 clusters Score: Raw -228898.302813 + Penalty 2551.410284 = -226346.892530 nChanged 185 SP:Iteration 2F (118.794169 sec): 3 clusters Score: Raw -229022.620076 + Penalty 2551.410284 = -226471.209792 nChanged 113 SP:Iteration 3Q (118.849823 sec): 3 clusters Score: Raw -229098.849667 + Penalty 2551.410284 = -226547.439383 nChanged 101 SP:Iteration 4Q (118.904151 sec): 3 clusters Score: Raw -229153.677294 + Penalty 2551.410284 = -226602.267010 nChanged 61 SP:Iteration 5Q (118.958306 sec): 3 clusters Score: Raw -229187.034898 + Penalty 2551.410284 = -226635.624614 nChanged 36 SP:Iteration 6Q (119.012360 sec): 3 clusters Score: Raw -229204.373052 + Penalty 2551.410284 = -226652.962768 nChanged 32 SP:Iteration 7Q (119.052991 sec): 3 clusters Score: Raw -229221.258342 + Penalty 2551.410284 = -226669.848058 nChanged 33 SP:Iteration 8Q (119.110023 sec): 3 clusters Score: Raw -229233.978649 + Penalty 2551.410284 = -226682.568365 nChanged 21 SP:Iteration 9Q (119.168949 sec): 3 clusters Score: Raw -229243.741412 + Penalty 2551.410284 = -226692.331128 nChanged 27 SP:Iteration 10Q (119.220616 sec): 3 clusters Score: Raw -229255.219861 + Penalty 2551.410284 = -226703.809577 nChanged 19 SP:Iteration 11Q (119.277143 sec): 3 clusters Score: Raw -229261.715088 + Penalty 2551.410284 = -226710.304804 nChanged 14 SP:Iteration 12Q (119.328415 sec): 3 clusters Score: Raw -229268.412431 + Penalty 2551.410284 = -226717.002147 nChanged 17 SP:Iteration 13Q (119.380735 sec): 3 clusters Score: Raw -229276.541425 + Penalty 2551.410284 = -226725.131141 nChanged 18 SP:Iteration 14Q (119.417631 sec): 3 clusters Score: Raw -229285.006546 + Penalty 2551.410284 = -226733.596263 nChanged 16 SP:Iteration 15Q (119.479283 sec): 3 clusters Score: Raw -229290.541116 + Penalty 2551.410284 = -226739.130832 nChanged 12 SP:Iteration 16Q (119.519001 sec): 3 clusters Score: Raw -229296.065261 + Penalty 2551.410284 = -226744.654977 nChanged 10 SP:Iteration 17Q (119.565959 sec): 3 clusters Score: Raw -229299.929228 + Penalty 2551.410284 = -226748.518944 nChanged 10 SP:Iteration 18Q (119.617784 sec): 3 clusters Score: Raw -229302.693805 + Penalty 2551.410284 = -226751.283521 nChanged 8 SP:Iteration 19Q (119.667725 sec): 3 clusters Score: Raw -229306.161209 + Penalty 2551.410284 = -226754.750926 nChanged 9 SP:Iteration 20F (119.722380 sec): 3 clusters Score: Raw -229309.344765 + Penalty 2551.410284 = -226757.934481 nChanged 7 SP:Iteration 21Q (119.761755 sec): 3 clusters Score: Raw -229311.576646 + Penalty 2551.410284 = -226760.166362 nChanged 9 SP:Iteration 22Q (119.810605 sec): 3 clusters Score: Raw -229317.072393 + Penalty 2551.410284 = -226765.662109 nChanged 8 SP:Iteration 23Q (119.861770 sec): 3 clusters Score: Raw -229320.515631 + Penalty 2551.410284 = -226769.105347 nChanged 4 SP:Iteration 24Q (119.915751 sec): 3 clusters Score: Raw -229321.563861 + Penalty 2551.410284 = -226770.153577 nChanged 0 SP:Iteration 25F (119.961269 sec): 3 clusters Score: Raw -229321.563861 + Penalty 2551.410284 = -226770.153577 nChanged 0 Trying to split cluster 6 (6661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.000778 sec): 2 clusters Score: Raw -625770.957190 + Penalty 1430.654047 = -624340.303143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.063311 sec): 3 clusters Score: Raw -622248.393220 + Penalty 2861.308093 = -619387.085127 nChanged 2742 SP:Iteration 1F (120.121519 sec): 3 clusters Score: Raw -623770.206869 + Penalty 2861.308093 = -620908.898776 nChanged 437 SP:Iteration 2F (120.175964 sec): 3 clusters Score: Raw -623983.171712 + Penalty 2861.308093 = -621121.863619 nChanged 336 SP:Iteration 3F (120.231256 sec): 3 clusters Score: Raw -624143.857611 + Penalty 2861.308093 = -621282.549518 nChanged 261 SP:Iteration 4Q (120.288805 sec): 3 clusters Score: Raw -624274.821942 + Penalty 2861.308093 = -621413.513849 nChanged 247 SP:Iteration 5Q (120.348621 sec): 3 clusters Score: Raw -624410.891095 + Penalty 2861.308093 = -621549.583001 nChanged 263 SP:Iteration 6Q (120.410585 sec): 3 clusters Score: Raw -624577.077934 + Penalty 2861.308093 = -621715.769841 nChanged 288 SP:Iteration 7Q (120.467301 sec): 3 clusters Score: Raw -624750.656136 + Penalty 2861.308093 = -621889.348043 nChanged 260 SP:Iteration 8Q (120.528219 sec): 3 clusters Score: Raw -624883.281290 + Penalty 2861.308093 = -622021.973196 nChanged 221 SP:Iteration 9Q (120.589311 sec): 3 clusters Score: Raw -625003.454343 + Penalty 2861.308093 = -622142.146250 nChanged 231 SP:Iteration 10Q (120.649320 sec): 3 clusters Score: Raw -625110.444106 + Penalty 2861.308093 = -622249.136013 nChanged 190 SP:Iteration 11Q (120.707635 sec): 3 clusters Score: Raw -625195.895530 + Penalty 2861.308093 = -622334.587437 nChanged 175 SP:Iteration 12Q (120.767716 sec): 3 clusters Score: Raw -625270.848211 + Penalty 2861.308093 = -622409.540117 nChanged 140 SP:Iteration 13Q (120.823182 sec): 3 clusters Score: Raw -625329.860113 + Penalty 2861.308093 = -622468.552020 nChanged 106 SP:Iteration 14Q (120.873564 sec): 3 clusters Score: Raw -625373.339967 + Penalty 2861.308093 = -622512.031873 nChanged 97 SP:Iteration 15Q (120.943017 sec): 3 clusters Score: Raw -625418.787520 + Penalty 2861.308093 = -622557.479427 nChanged 98 SP:Iteration 16Q (120.991616 sec): 3 clusters Score: Raw -625461.304830 + Penalty 2861.308093 = -622599.996737 nChanged 103 SP:Iteration 17Q (121.061766 sec): 3 clusters Score: Raw -625518.814609 + Penalty 2861.308093 = -622657.506516 nChanged 113 SP:Iteration 18Q (121.106613 sec): 3 clusters Score: Raw -625587.853337 + Penalty 2861.308093 = -622726.545244 nChanged 127 SP:Iteration 19Q (121.164374 sec): 3 clusters Score: Raw -625662.385928 + Penalty 2861.308093 = -622801.077835 nChanged 119 SP:Iteration 20F (121.236367 sec): 3 clusters Score: Raw -625766.573568 + Penalty 2861.308093 = -622905.265474 nChanged 136 SP:Iteration 21Q (121.290160 sec): 3 clusters Score: Raw -625865.188911 + Penalty 2861.308093 = -623003.880818 nChanged 118 SP:Iteration 22Q (121.345455 sec): 3 clusters Score: Raw -625958.995168 + Penalty 2861.308093 = -623097.687075 nChanged 104 SP:Iteration 23Q (121.405550 sec): 3 clusters Score: Raw -626029.880417 + Penalty 2861.308093 = -623168.572324 nChanged 88 SP:Iteration 24Q (121.462072 sec): 3 clusters Score: Raw -626079.793311 + Penalty 2861.308093 = -623218.485218 nChanged 65 SP:Iteration 25Q (121.509496 sec): 3 clusters Score: Raw -626112.323366 + Penalty 2861.308093 = -623251.015272 nChanged 55 SP:Iteration 26Q (121.574930 sec): 3 clusters Score: Raw -626139.569943 + Penalty 2861.308093 = -623278.261849 nChanged 46 SP:Iteration 27Q (121.630820 sec): 3 clusters Score: Raw -626157.577858 + Penalty 2861.308093 = -623296.269765 nChanged 28 SP:Iteration 28Q (121.691902 sec): 3 clusters Score: Raw -626167.167480 + Penalty 2861.308093 = -623305.859387 nChanged 30 SP:Iteration 29Q (121.746032 sec): 3 clusters Score: Raw -626177.072083 + Penalty 2861.308093 = -623315.763989 nChanged 21 SP:Iteration 30Q (121.802763 sec): 3 clusters Score: Raw -626187.392238 + Penalty 2861.308093 = -623326.084145 nChanged 31 SP:Iteration 31Q (121.855864 sec): 3 clusters Score: Raw -626199.542177 + Penalty 2861.308093 = -623338.234084 nChanged 37 SP:Iteration 32Q (121.909352 sec): 3 clusters Score: Raw -626214.818639 + Penalty 2861.308093 = -623353.510546 nChanged 39 SP:Iteration 33Q (121.964307 sec): 3 clusters Score: Raw -626229.852808 + Penalty 2861.308093 = -623368.544715 nChanged 37 SP:Iteration 34Q (122.019748 sec): 3 clusters Score: Raw -626248.160193 + Penalty 2861.308093 = -623386.852100 nChanged 33 SP:Iteration 35Q (122.085130 sec): 3 clusters Score: Raw -626266.132047 + Penalty 2861.308093 = -623404.823954 nChanged 39 SP:Iteration 36Q (122.139001 sec): 3 clusters Score: Raw -626280.959219 + Penalty 2861.308093 = -623419.651126 nChanged 29 SP:Iteration 37Q (122.184500 sec): 3 clusters Score: Raw -626290.561413 + Penalty 2861.308093 = -623429.253320 nChanged 23 SP:Iteration 38Q (122.245040 sec): 3 clusters Score: Raw -626298.275408 + Penalty 2861.308093 = -623436.967315 nChanged 18 SP:Iteration 39Q (122.307225 sec): 3 clusters Score: Raw -626303.142965 + Penalty 2861.308093 = -623441.834871 nChanged 8 SP:Iteration 40F (122.363899 sec): 3 clusters Score: Raw -626306.030721 + Penalty 2861.308093 = -623444.722628 nChanged 12 SP:Iteration 41Q (122.418652 sec): 3 clusters Score: Raw -626308.753716 + Penalty 2861.308093 = -623447.445622 nChanged 11 SP:Iteration 42Q (122.469032 sec): 3 clusters Score: Raw -626311.748303 + Penalty 2861.308093 = -623450.440209 nChanged 15 SP:Iteration 43Q (122.524635 sec): 3 clusters Score: Raw -626315.471179 + Penalty 2861.308093 = -623454.163085 nChanged 10 SP:Iteration 44Q (122.583576 sec): 3 clusters Score: Raw -626318.628533 + Penalty 2861.308093 = -623457.320439 nChanged 8 SP:Iteration 45Q (122.640829 sec): 3 clusters Score: Raw -626320.825182 + Penalty 2861.308093 = -623459.517088 nChanged 5 SP:Iteration 46Q (122.689033 sec): 3 clusters Score: Raw -626322.457135 + Penalty 2861.308093 = -623461.149042 nChanged 3 SP:Iteration 47Q (122.745641 sec): 3 clusters Score: Raw -626323.202315 + Penalty 2861.308093 = -623461.894222 nChanged 6 SP:Iteration 48Q (122.803002 sec): 3 clusters Score: Raw -626324.821911 + Penalty 2861.308093 = -623463.513818 nChanged 4 SP:Iteration 49Q (122.859713 sec): 3 clusters Score: Raw -626325.684217 + Penalty 2861.308093 = -623464.376124 nChanged 3 SP:Iteration 50Q (122.930465 sec): 3 clusters Score: Raw -626326.053889 + Penalty 2861.308093 = -623464.745795 nChanged 3 SP:Iteration 51Q (122.976862 sec): 3 clusters Score: Raw -626326.437293 + Penalty 2861.308093 = -623465.129200 nChanged 1 SP:Iteration 52Q (123.043207 sec): 3 clusters Score: Raw -626326.490022 + Penalty 2861.308093 = -623465.181928 nChanged 0 SP:Iteration 53F (123.104449 sec): 3 clusters Score: Raw -626326.490022 + Penalty 2861.308093 = -623465.181928 nChanged 0 Trying to split cluster 7 (1044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.123849 sec): 2 clusters Score: Raw -88966.054885 + Penalty 1129.507400 = -87836.547485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.176899 sec): 3 clusters Score: Raw -88628.740750 + Penalty 2259.014800 = -86369.725950 nChanged 323 SP:Iteration 1F (123.222153 sec): 3 clusters Score: Raw -88934.966240 + Penalty 2259.014800 = -86675.951441 nChanged 76 SP:Iteration 2F (123.278484 sec): 3 clusters Score: Raw -89002.475467 + Penalty 2259.014800 = -86743.460667 nChanged 44 SP:Iteration 3Q (123.332965 sec): 3 clusters Score: Raw -89041.559383 + Penalty 2259.014800 = -86782.544583 nChanged 34 SP:Iteration 4Q (123.368171 sec): 3 clusters Score: Raw -89073.122717 + Penalty 2259.014800 = -86814.107918 nChanged 29 SP:Iteration 5Q (123.424842 sec): 3 clusters Score: Raw -89098.017924 + Penalty 2259.014800 = -86839.003124 nChanged 17 SP:Iteration 6Q (123.469686 sec): 3 clusters Score: Raw -89114.773085 + Penalty 2259.014800 = -86855.758285 nChanged 21 SP:Iteration 7Q (123.518715 sec): 3 clusters Score: Raw -89130.659213 + Penalty 2259.014800 = -86871.644414 nChanged 9 SP:Iteration 8Q (123.554198 sec): 3 clusters Score: Raw -89139.315543 + Penalty 2259.014800 = -86880.300743 nChanged 9 SP:Iteration 9Q (123.601835 sec): 3 clusters Score: Raw -89149.214446 + Penalty 2259.014800 = -86890.199646 nChanged 12 SP:Iteration 10Q (123.656478 sec): 3 clusters Score: Raw -89162.975577 + Penalty 2259.014800 = -86903.960777 nChanged 13 SP:Iteration 11Q (123.693558 sec): 3 clusters Score: Raw -89174.175225 + Penalty 2259.014800 = -86915.160426 nChanged 6 SP:Iteration 12Q (123.740167 sec): 3 clusters Score: Raw -89180.496680 + Penalty 2259.014800 = -86921.481880 nChanged 10 SP:Iteration 13Q (123.799196 sec): 3 clusters Score: Raw -89188.917733 + Penalty 2259.014800 = -86929.902933 nChanged 3 SP:Iteration 14Q (123.839238 sec): 3 clusters Score: Raw -89192.584842 + Penalty 2259.014800 = -86933.570042 nChanged 2 SP:Iteration 15Q (123.887664 sec): 3 clusters Score: Raw -89193.142736 + Penalty 2259.014800 = -86934.127936 nChanged 1 SP:Iteration 16Q (123.933159 sec): 3 clusters Score: Raw -89194.484143 + Penalty 2259.014800 = -86935.469343 nChanged 1 SP:Iteration 17Q (123.984238 sec): 3 clusters Score: Raw -89195.880911 + Penalty 2259.014800 = -86936.866111 nChanged 1 SP:Iteration 18Q (124.019848 sec): 3 clusters Score: Raw -89196.249711 + Penalty 2259.014800 = -86937.234911 nChanged 1 SP:Iteration 19Q (124.075649 sec): 3 clusters Score: Raw -89196.510940 + Penalty 2259.014800 = -86937.496140 nChanged 0 SP:Iteration 20F (124.122320 sec): 3 clusters Score: Raw -89196.510940 + Penalty 2259.014800 = -86937.496140 nChanged 0 Trying to split cluster 8 (8450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.161747 sec): 2 clusters Score: Raw -819665.178462 + Penalty 1469.312280 = -818195.866183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.214030 sec): 3 clusters Score: Raw -814966.623511 + Penalty 2938.624559 = -812027.998952 nChanged 3579 SP:Iteration 1F (124.276268 sec): 3 clusters Score: Raw -816949.184147 + Penalty 2938.624559 = -814010.559588 nChanged 553 SP:Iteration 2F (124.330485 sec): 3 clusters Score: Raw -817233.589219 + Penalty 2938.624559 = -814294.964660 nChanged 475 SP:Iteration 3F (124.396916 sec): 3 clusters Score: Raw -817465.039520 + Penalty 2938.624559 = -814526.414961 nChanged 386 SP:Iteration 4Q (124.455568 sec): 3 clusters Score: Raw -817650.722543 + Penalty 2938.624559 = -814712.097984 nChanged 354 SP:Iteration 5Q (124.505447 sec): 3 clusters Score: Raw -817834.400367 + Penalty 2938.624559 = -814895.775808 nChanged 340 SP:Iteration 6Q (124.571370 sec): 3 clusters Score: Raw -818007.682442 + Penalty 2938.624559 = -815069.057883 nChanged 336 SP:Iteration 7Q (124.618175 sec): 3 clusters Score: Raw -818199.741570 + Penalty 2938.624559 = -815261.117011 nChanged 365 SP:Iteration 8Q (124.685154 sec): 3 clusters Score: Raw -818458.752170 + Penalty 2938.624559 = -815520.127611 nChanged 393 SP:Iteration 9Q (124.738783 sec): 3 clusters Score: Raw -818763.957878 + Penalty 2938.624559 = -815825.333319 nChanged 427 SP:Iteration 10F (124.797169 sec): 3 clusters Score: Raw -819085.422801 + Penalty 2938.624559 = -816146.798242 nChanged 399 SP:Iteration 11Q (124.858018 sec): 3 clusters Score: Raw -819348.632320 + Penalty 2938.624559 = -816410.007761 nChanged 310 SP:Iteration 12Q (124.924760 sec): 3 clusters Score: Raw -819514.284466 + Penalty 2938.624559 = -816575.659907 nChanged 236 SP:Iteration 13Q (124.981901 sec): 3 clusters Score: Raw -819623.370156 + Penalty 2938.624559 = -816684.745597 nChanged 178 SP:Iteration 14Q (125.034541 sec): 3 clusters Score: Raw -819689.861102 + Penalty 2938.624559 = -816751.236543 nChanged 134 SP:Iteration 15Q (125.103681 sec): 3 clusters Score: Raw -819741.974087 + Penalty 2938.624559 = -816803.349528 nChanged 127 SP:Iteration 16Q (125.151757 sec): 3 clusters Score: Raw -819790.558639 + Penalty 2938.624559 = -816851.934080 nChanged 115 SP:Iteration 17Q (125.221079 sec): 3 clusters Score: Raw -819827.073473 + Penalty 2938.624559 = -816888.448914 nChanged 107 SP:Iteration 18Q (125.279879 sec): 3 clusters Score: Raw -819863.241661 + Penalty 2938.624559 = -816924.617102 nChanged 101 SP:Iteration 19Q (125.336315 sec): 3 clusters Score: Raw -819895.546728 + Penalty 2938.624559 = -816956.922169 nChanged 83 SP:Iteration 20F (125.405885 sec): 3 clusters Score: Raw -819921.340045 + Penalty 2938.624559 = -816982.715486 nChanged 74 SP:Iteration 21Q (125.465631 sec): 3 clusters Score: Raw -819945.308167 + Penalty 2938.624559 = -817006.683608 nChanged 83 SP:Iteration 22Q (125.515301 sec): 3 clusters Score: Raw -819974.151755 + Penalty 2938.624559 = -817035.527196 nChanged 86 SP:Iteration 23Q (125.581795 sec): 3 clusters Score: Raw -820009.280424 + Penalty 2938.624559 = -817070.655865 nChanged 92 SP:Iteration 24Q (125.635956 sec): 3 clusters Score: Raw -820046.256607 + Penalty 2938.624559 = -817107.632048 nChanged 82 SP:Iteration 25Q (125.697641 sec): 3 clusters Score: Raw -820076.434726 + Penalty 2938.624559 = -817137.810167 nChanged 78 SP:Iteration 26Q (125.764093 sec): 3 clusters Score: Raw -820106.802459 + Penalty 2938.624559 = -817168.177899 nChanged 69 SP:Iteration 27Q (125.821923 sec): 3 clusters Score: Raw -820133.126136 + Penalty 2938.624559 = -817194.501577 nChanged 77 SP:Iteration 28Q (125.870203 sec): 3 clusters Score: Raw -820160.743395 + Penalty 2938.624559 = -817222.118836 nChanged 78 SP:Iteration 29Q (125.928528 sec): 3 clusters Score: Raw -820190.298952 + Penalty 2938.624559 = -817251.674393 nChanged 68 SP:Iteration 30Q (125.991454 sec): 3 clusters Score: Raw -820214.941690 + Penalty 2938.624559 = -817276.317131 nChanged 58 SP:Iteration 31Q (126.045708 sec): 3 clusters Score: Raw -820230.530472 + Penalty 2938.624559 = -817291.905913 nChanged 43 SP:Iteration 32Q (126.111340 sec): 3 clusters Score: Raw -820240.491741 + Penalty 2938.624559 = -817301.867182 nChanged 35 SP:Iteration 33Q (126.168161 sec): 3 clusters Score: Raw -820247.338942 + Penalty 2938.624559 = -817308.714382 nChanged 24 SP:Iteration 34Q (126.213478 sec): 3 clusters Score: Raw -820252.230672 + Penalty 2938.624559 = -817313.606113 nChanged 14 SP:Iteration 35Q (126.270204 sec): 3 clusters Score: Raw -820254.591288 + Penalty 2938.624559 = -817315.966729 nChanged 11 SP:Iteration 36Q (126.336886 sec): 3 clusters Score: Raw -820256.595980 + Penalty 2938.624559 = -817317.971421 nChanged 8 SP:Iteration 37Q (126.388428 sec): 3 clusters Score: Raw -820258.133762 + Penalty 2938.624559 = -817319.509202 nChanged 7 SP:Iteration 38Q (126.444705 sec): 3 clusters Score: Raw -820259.395880 + Penalty 2938.624559 = -817320.771321 nChanged 6 SP:Iteration 39Q (126.516149 sec): 3 clusters Score: Raw -820259.963002 + Penalty 2938.624559 = -817321.338443 nChanged 3 SP:Iteration 40F (126.579436 sec): 3 clusters Score: Raw -820260.546620 + Penalty 2938.624559 = -817321.922061 nChanged 4 SP:Iteration 41Q (126.633400 sec): 3 clusters Score: Raw -820261.202685 + Penalty 2938.624559 = -817322.578126 nChanged 3 SP:Iteration 42Q (126.695039 sec): 3 clusters Score: Raw -820261.503729 + Penalty 2938.624559 = -817322.879170 nChanged 0 SP:Iteration 43F (126.754574 sec): 3 clusters Score: Raw -820261.503729 + Penalty 2938.624559 = -817322.879170 nChanged 0 Trying to split cluster 9 (1088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.788282 sec): 2 clusters Score: Raw -88102.422054 + Penalty 1136.215669 = -86966.206385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.835066 sec): 3 clusters Score: Raw -87798.419792 + Penalty 2272.431339 = -85525.988453 nChanged 364 SP:Iteration 1F (126.882361 sec): 3 clusters Score: Raw -88350.201196 + Penalty 2272.431339 = -86077.769857 nChanged 99 SP:Iteration 2F (126.924617 sec): 3 clusters Score: Raw -88518.417408 + Penalty 2272.431339 = -86245.986069 nChanged 47 SP:Iteration 3Q (126.961981 sec): 3 clusters Score: Raw -88587.140669 + Penalty 2272.431339 = -86314.709330 nChanged 30 SP:Iteration 4Q (127.008339 sec): 3 clusters Score: Raw -88623.544244 + Penalty 2272.431339 = -86351.112905 nChanged 17 SP:Iteration 5Q (127.057808 sec): 3 clusters Score: Raw -88652.777973 + Penalty 2272.431339 = -86380.346635 nChanged 12 SP:Iteration 6Q (127.096104 sec): 3 clusters Score: Raw -88672.595155 + Penalty 2272.431339 = -86400.163817 nChanged 12 SP:Iteration 7Q (127.146041 sec): 3 clusters Score: Raw -88690.158079 + Penalty 2272.431339 = -86417.726740 nChanged 11 SP:Iteration 8Q (127.196640 sec): 3 clusters Score: Raw -88704.380034 + Penalty 2272.431339 = -86431.948695 nChanged 10 SP:Iteration 9Q (127.251943 sec): 3 clusters Score: Raw -88714.626837 + Penalty 2272.431339 = -86442.195498 nChanged 8 SP:Iteration 10Q (127.308611 sec): 3 clusters Score: Raw -88723.549417 + Penalty 2272.431339 = -86451.118078 nChanged 8 SP:Iteration 11Q (127.352212 sec): 3 clusters Score: Raw -88734.235724 + Penalty 2272.431339 = -86461.804385 nChanged 7 SP:Iteration 12Q (127.386693 sec): 3 clusters Score: Raw -88741.968992 + Penalty 2272.431339 = -86469.537653 nChanged 2 SP:Iteration 13Q (127.433755 sec): 3 clusters Score: Raw -88744.152742 + Penalty 2272.431339 = -86471.721403 nChanged 3 SP:Iteration 14Q (127.487952 sec): 3 clusters Score: Raw -88756.715644 + Penalty 2272.431339 = -86484.284306 nChanged 5 SP:Iteration 15Q (127.533217 sec): 3 clusters Score: Raw -88765.949746 + Penalty 2272.431339 = -86493.518407 nChanged 3 SP:Iteration 16Q (127.577630 sec): 3 clusters Score: Raw -88768.158394 + Penalty 2272.431339 = -86495.727055 nChanged 1 SP:Iteration 17Q (127.624406 sec): 3 clusters Score: Raw -88768.441812 + Penalty 2272.431339 = -86496.010473 nChanged 0 SP:Iteration 18F (127.669128 sec): 3 clusters Score: Raw -88768.441812 + Penalty 2272.431339 = -86496.010473 nChanged 0 Trying to split cluster 10 (4381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.702189 sec): 2 clusters Score: Raw -403247.592349 + Penalty 1362.567747 = -401885.024602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.749430 sec): 3 clusters Score: Raw -401014.945602 + Penalty 2725.135494 = -398289.810109 nChanged 1764 SP:Iteration 1F (127.815413 sec): 3 clusters Score: Raw -402044.722941 + Penalty 2725.135494 = -399319.587447 nChanged 394 SP:Iteration 2F (127.868242 sec): 3 clusters Score: Raw -402303.429085 + Penalty 2725.135494 = -399578.293591 nChanged 271 SP:Iteration 3F (127.922161 sec): 3 clusters Score: Raw -402498.941202 + Penalty 2725.135494 = -399773.805708 nChanged 253 SP:Iteration 4F (127.974191 sec): 3 clusters Score: Raw -402674.320291 + Penalty 2725.135494 = -399949.184797 nChanged 203 SP:Iteration 5Q (128.028201 sec): 3 clusters Score: Raw -402803.450058 + Penalty 2725.135494 = -400078.314565 nChanged 179 SP:Iteration 6Q (128.083170 sec): 3 clusters Score: Raw -402922.865918 + Penalty 2725.135494 = -400197.730425 nChanged 173 SP:Iteration 7Q (128.135487 sec): 3 clusters Score: Raw -403041.845485 + Penalty 2725.135494 = -400316.709992 nChanged 172 SP:Iteration 8Q (128.189097 sec): 3 clusters Score: Raw -403161.784154 + Penalty 2725.135494 = -400436.648660 nChanged 145 SP:Iteration 9Q (128.233452 sec): 3 clusters Score: Raw -403248.293154 + Penalty 2725.135494 = -400523.157660 nChanged 124 SP:Iteration 10Q (128.288874 sec): 3 clusters Score: Raw -403312.812134 + Penalty 2725.135494 = -400587.676641 nChanged 101 SP:Iteration 11Q (128.355967 sec): 3 clusters Score: Raw -403367.295992 + Penalty 2725.135494 = -400642.160498 nChanged 78 SP:Iteration 12Q (128.407221 sec): 3 clusters Score: Raw -403405.012218 + Penalty 2725.135494 = -400679.876724 nChanged 56 SP:Iteration 13Q (128.450421 sec): 3 clusters Score: Raw -403431.260837 + Penalty 2725.135494 = -400706.125344 nChanged 50 SP:Iteration 14Q (128.511399 sec): 3 clusters Score: Raw -403454.725733 + Penalty 2725.135494 = -400729.590240 nChanged 41 SP:Iteration 15Q (128.565395 sec): 3 clusters Score: Raw -403473.631060 + Penalty 2725.135494 = -400748.495567 nChanged 37 SP:Iteration 16Q (128.617440 sec): 3 clusters Score: Raw -403491.243223 + Penalty 2725.135494 = -400766.107730 nChanged 30 SP:Iteration 17Q (128.669338 sec): 3 clusters Score: Raw -403506.473895 + Penalty 2725.135494 = -400781.338402 nChanged 32 SP:Iteration 18Q (128.715820 sec): 3 clusters Score: Raw -403521.552079 + Penalty 2725.135494 = -400796.416586 nChanged 28 SP:Iteration 19Q (128.771234 sec): 3 clusters Score: Raw -403535.519838 + Penalty 2725.135494 = -400810.384345 nChanged 31 SP:Iteration 20F (128.825766 sec): 3 clusters Score: Raw -403550.243005 + Penalty 2725.135494 = -400825.107512 nChanged 34 SP:Iteration 21Q (128.881732 sec): 3 clusters Score: Raw -403564.785920 + Penalty 2725.135494 = -400839.650427 nChanged 24 SP:Iteration 22Q (128.936738 sec): 3 clusters Score: Raw -403575.445005 + Penalty 2725.135494 = -400850.309511 nChanged 29 SP:Iteration 23Q (128.989138 sec): 3 clusters Score: Raw -403588.418383 + Penalty 2725.135494 = -400863.282889 nChanged 19 SP:Iteration 24Q (129.036051 sec): 3 clusters Score: Raw -403594.554002 + Penalty 2725.135494 = -400869.418508 nChanged 18 SP:Iteration 25Q (129.098766 sec): 3 clusters Score: Raw -403599.783172 + Penalty 2725.135494 = -400874.647678 nChanged 10 SP:Iteration 26Q (129.146099 sec): 3 clusters Score: Raw -403603.330188 + Penalty 2725.135494 = -400878.194694 nChanged 11 SP:Iteration 27Q (129.196594 sec): 3 clusters Score: Raw -403607.485228 + Penalty 2725.135494 = -400882.349735 nChanged 15 SP:Iteration 28Q (129.246928 sec): 3 clusters Score: Raw -403612.404184 + Penalty 2725.135494 = -400887.268690 nChanged 8 SP:Iteration 29Q (129.310725 sec): 3 clusters Score: Raw -403616.303568 + Penalty 2725.135494 = -400891.168075 nChanged 10 SP:Iteration 30Q (129.353145 sec): 3 clusters Score: Raw -403621.800558 + Penalty 2725.135494 = -400896.665064 nChanged 16 SP:Iteration 31Q (129.410638 sec): 3 clusters Score: Raw -403630.076457 + Penalty 2725.135494 = -400904.940963 nChanged 11 SP:Iteration 32Q (129.466286 sec): 3 clusters Score: Raw -403633.244628 + Penalty 2725.135494 = -400908.109134 nChanged 4 SP:Iteration 33Q (129.518965 sec): 3 clusters Score: Raw -403635.081385 + Penalty 2725.135494 = -400909.945892 nChanged 7 SP:Iteration 34Q (129.563936 sec): 3 clusters Score: Raw -403637.207413 + Penalty 2725.135494 = -400912.071919 nChanged 5 SP:Iteration 35Q (129.626916 sec): 3 clusters Score: Raw -403638.600479 + Penalty 2725.135494 = -400913.464985 nChanged 2 SP:Iteration 36Q (129.672430 sec): 3 clusters Score: Raw -403638.985414 + Penalty 2725.135494 = -400913.849921 nChanged 2 SP:Iteration 37Q (129.726036 sec): 3 clusters Score: Raw -403639.430796 + Penalty 2725.135494 = -400914.295303 nChanged 2 SP:Iteration 38Q (129.777215 sec): 3 clusters Score: Raw -403639.811775 + Penalty 2725.135494 = -400914.676282 nChanged 2 SP:Iteration 39Q (129.836824 sec): 3 clusters Score: Raw -403640.138094 + Penalty 2725.135494 = -400915.002600 nChanged 1 SP:Iteration 40F (129.883805 sec): 3 clusters Score: Raw -403640.321852 + Penalty 2725.135494 = -400915.186358 nChanged 1 SP:Iteration 41Q (129.929550 sec): 3 clusters Score: Raw -403641.002644 + Penalty 2725.135494 = -400915.867150 nChanged 1 SP:Iteration 42Q (129.983077 sec): 3 clusters Score: Raw -403641.879126 + Penalty 2725.135494 = -400916.743633 nChanged 2 SP:Iteration 43Q (130.042574 sec): 3 clusters Score: Raw -403642.323528 + Penalty 2725.135494 = -400917.188034 nChanged 0 SP:Iteration 44F (130.097505 sec): 3 clusters Score: Raw -403642.323528 + Penalty 2725.135494 = -400917.188034 nChanged 0 Trying to split cluster 11 (2138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.122107 sec): 2 clusters Score: Raw -189267.557908 + Penalty 1245.989240 = -188021.568668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.168470 sec): 3 clusters Score: Raw -188349.877989 + Penalty 2491.978480 = -185857.899509 nChanged 756 SP:Iteration 1F (130.210590 sec): 3 clusters Score: Raw -188812.274071 + Penalty 2491.978480 = -186320.295591 nChanged 145 SP:Iteration 2F (130.256817 sec): 3 clusters Score: Raw -188927.242074 + Penalty 2491.978480 = -186435.263594 nChanged 102 SP:Iteration 3Q (130.309169 sec): 3 clusters Score: Raw -188999.100742 + Penalty 2491.978480 = -186507.122262 nChanged 68 SP:Iteration 4Q (130.369872 sec): 3 clusters Score: Raw -189051.762842 + Penalty 2491.978480 = -186559.784362 nChanged 68 SP:Iteration 5Q (130.421067 sec): 3 clusters Score: Raw -189103.961841 + Penalty 2491.978480 = -186611.983362 nChanged 61 SP:Iteration 6Q (130.472017 sec): 3 clusters Score: Raw -189163.888982 + Penalty 2491.978480 = -186671.910502 nChanged 64 SP:Iteration 7Q (130.525501 sec): 3 clusters Score: Raw -189213.644345 + Penalty 2491.978480 = -186721.665866 nChanged 55 SP:Iteration 8Q (130.567049 sec): 3 clusters Score: Raw -189261.221175 + Penalty 2491.978480 = -186769.242695 nChanged 59 SP:Iteration 9Q (130.615615 sec): 3 clusters Score: Raw -189297.238322 + Penalty 2491.978480 = -186805.259842 nChanged 44 SP:Iteration 10Q (130.668444 sec): 3 clusters Score: Raw -189323.437676 + Penalty 2491.978480 = -186831.459196 nChanged 37 SP:Iteration 11Q (130.721093 sec): 3 clusters Score: Raw -189344.979427 + Penalty 2491.978480 = -186853.000947 nChanged 34 SP:Iteration 12Q (130.773653 sec): 3 clusters Score: Raw -189361.438123 + Penalty 2491.978480 = -186869.459643 nChanged 24 SP:Iteration 13Q (130.818656 sec): 3 clusters Score: Raw -189373.999836 + Penalty 2491.978480 = -186882.021356 nChanged 21 SP:Iteration 14Q (130.862880 sec): 3 clusters Score: Raw -189384.508698 + Penalty 2491.978480 = -186892.530219 nChanged 21 SP:Iteration 15Q (130.913161 sec): 3 clusters Score: Raw -189394.672402 + Penalty 2491.978480 = -186902.693923 nChanged 13 SP:Iteration 16Q (130.973636 sec): 3 clusters Score: Raw -189400.981562 + Penalty 2491.978480 = -186909.003082 nChanged 14 SP:Iteration 17Q (131.020553 sec): 3 clusters Score: Raw -189408.980556 + Penalty 2491.978480 = -186917.002076 nChanged 14 SP:Iteration 18Q (131.072940 sec): 3 clusters Score: Raw -189414.818180 + Penalty 2491.978480 = -186922.839701 nChanged 9 SP:Iteration 19Q (131.128014 sec): 3 clusters Score: Raw -189418.415530 + Penalty 2491.978480 = -186926.437050 nChanged 10 SP:Iteration 20F (131.175766 sec): 3 clusters Score: Raw -189422.511175 + Penalty 2491.978480 = -186930.532695 nChanged 7 SP:Iteration 21Q (131.220781 sec): 3 clusters Score: Raw -189426.150525 + Penalty 2491.978480 = -186934.172046 nChanged 5 SP:Iteration 22Q (131.260295 sec): 3 clusters Score: Raw -189429.729613 + Penalty 2491.978480 = -186937.751133 nChanged 10 SP:Iteration 23Q (131.308333 sec): 3 clusters Score: Raw -189435.103333 + Penalty 2491.978480 = -186943.124853 nChanged 9 SP:Iteration 24Q (131.357856 sec): 3 clusters Score: Raw -189439.813525 + Penalty 2491.978480 = -186947.835045 nChanged 7 SP:Iteration 25Q (131.397373 sec): 3 clusters Score: Raw -189443.365112 + Penalty 2491.978480 = -186951.386633 nChanged 9 SP:Iteration 26Q (131.446911 sec): 3 clusters Score: Raw -189448.112161 + Penalty 2491.978480 = -186956.133681 nChanged 8 SP:Iteration 27Q (131.498407 sec): 3 clusters Score: Raw -189450.495205 + Penalty 2491.978480 = -186958.516725 nChanged 5 SP:Iteration 28Q (131.540797 sec): 3 clusters Score: Raw -189452.713453 + Penalty 2491.978480 = -186960.734974 nChanged 5 SP:Iteration 29Q (131.597037 sec): 3 clusters Score: Raw -189457.518231 + Penalty 2491.978480 = -186965.539751 nChanged 5 SP:Iteration 30Q (131.637053 sec): 3 clusters Score: Raw -189459.861641 + Penalty 2491.978480 = -186967.883161 nChanged 4 SP:Iteration 31Q (131.681625 sec): 3 clusters Score: Raw -189461.554320 + Penalty 2491.978480 = -186969.575840 nChanged 6 SP:Iteration 32Q (131.730565 sec): 3 clusters Score: Raw -189463.941027 + Penalty 2491.978480 = -186971.962547 nChanged 7 SP:Iteration 33Q (131.781125 sec): 3 clusters Score: Raw -189467.763238 + Penalty 2491.978480 = -186975.784759 nChanged 6 SP:Iteration 34Q (131.836972 sec): 3 clusters Score: Raw -189470.284561 + Penalty 2491.978480 = -186978.306081 nChanged 5 SP:Iteration 35Q (131.882348 sec): 3 clusters Score: Raw -189472.235729 + Penalty 2491.978480 = -186980.257249 nChanged 2 SP:Iteration 36Q (131.927988 sec): 3 clusters Score: Raw -189472.969396 + Penalty 2491.978480 = -186980.990916 nChanged 3 SP:Iteration 37Q (131.973504 sec): 3 clusters Score: Raw -189474.413412 + Penalty 2491.978480 = -186982.434932 nChanged 2 SP:Iteration 38Q (132.020728 sec): 3 clusters Score: Raw -189475.041906 + Penalty 2491.978480 = -186983.063426 nChanged 2 SP:Iteration 39Q (132.067618 sec): 3 clusters Score: Raw -189476.531952 + Penalty 2491.978480 = -186984.553472 nChanged 3 SP:Iteration 40F (132.118430 sec): 3 clusters Score: Raw -189477.599720 + Penalty 2491.978480 = -186985.621241 nChanged 2 SP:Iteration 41Q (132.169525 sec): 3 clusters Score: Raw -189478.464059 + Penalty 2491.978480 = -186986.485579 nChanged 2 SP:Iteration 42Q (132.216270 sec): 3 clusters Score: Raw -189478.989964 + Penalty 2491.978480 = -186987.011485 nChanged 0 SP:Iteration 43F (132.266221 sec): 3 clusters Score: Raw -189478.989964 + Penalty 2491.978480 = -186987.011485 nChanged 0 Trying to split cluster 12 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.289165 sec): 2 clusters Score: Raw -35406.563859 + Penalty 978.021397 = -34428.542461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.333942 sec): 3 clusters Score: Raw -35387.801875 + Penalty 1956.042795 = -33431.759081 nChanged 97 SP:Iteration 1F (132.371883 sec): 3 clusters Score: Raw -35540.712254 + Penalty 1956.042795 = -33584.669460 nChanged 23 SP:Iteration 2F (132.425209 sec): 3 clusters Score: Raw -35592.498772 + Penalty 1956.042795 = -33636.455977 nChanged 8 SP:Iteration 3Q (132.479338 sec): 3 clusters Score: Raw -35606.613117 + Penalty 1956.042795 = -33650.570323 nChanged 3 SP:Iteration 4Q (132.516776 sec): 3 clusters Score: Raw -35610.836024 + Penalty 1956.042795 = -33654.793230 nChanged 1 SP:Iteration 5Q (132.575096 sec): 3 clusters Score: Raw -35611.281001 + Penalty 1956.042795 = -33655.238206 nChanged 0 SP:Iteration 6F (132.612912 sec): 3 clusters Score: Raw -35611.281001 + Penalty 1956.042795 = -33655.238206 nChanged 0 Trying to split cluster 13 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.630736 sec): 2 clusters Score: Raw -41879.048723 + Penalty 1025.656906 = -40853.391816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.676411 sec): 3 clusters Score: Raw -41842.216172 + Penalty 2051.313813 = -39790.902359 nChanged 143 SP:Iteration 1F (132.722214 sec): 3 clusters Score: Raw -42041.647158 + Penalty 2051.313813 = -39990.333345 nChanged 38 SP:Iteration 2F (132.769542 sec): 3 clusters Score: Raw -42093.382489 + Penalty 2051.313813 = -40042.068676 nChanged 12 SP:Iteration 3Q (132.817196 sec): 3 clusters Score: Raw -42122.406757 + Penalty 2051.313813 = -40071.092944 nChanged 17 SP:Iteration 4Q (132.860714 sec): 3 clusters Score: Raw -42157.440055 + Penalty 2051.313813 = -40106.126242 nChanged 8 SP:Iteration 5Q (132.904889 sec): 3 clusters Score: Raw -42176.397423 + Penalty 2051.313813 = -40125.083610 nChanged 7 SP:Iteration 6Q (132.956692 sec): 3 clusters Score: Raw -42184.808476 + Penalty 2051.313813 = -40133.494663 nChanged 4 SP:Iteration 7Q (133.000068 sec): 3 clusters Score: Raw -42188.988473 + Penalty 2051.313813 = -40137.674660 nChanged 3 SP:Iteration 8Q (133.036235 sec): 3 clusters Score: Raw -42191.146276 + Penalty 2051.313813 = -40139.832464 nChanged 3 SP:Iteration 9Q (133.082116 sec): 3 clusters Score: Raw -42194.853465 + Penalty 2051.313813 = -40143.539652 nChanged 3 SP:Iteration 10Q (133.133775 sec): 3 clusters Score: Raw -42203.532771 + Penalty 2051.313813 = -40152.218958 nChanged 6 SP:Iteration 11Q (133.180543 sec): 3 clusters Score: Raw -42211.676195 + Penalty 2051.313813 = -40160.362382 nChanged 4 SP:Iteration 12Q (133.230300 sec): 3 clusters Score: Raw -42218.822807 + Penalty 2051.313813 = -40167.508994 nChanged 1 SP:Iteration 13Q (133.269306 sec): 3 clusters Score: Raw -42220.382862 + Penalty 2051.313813 = -40169.069049 nChanged 1 SP:Iteration 14Q (133.317831 sec): 3 clusters Score: Raw -42221.912620 + Penalty 2051.313813 = -40170.598807 nChanged 2 SP:Iteration 15Q (133.369263 sec): 3 clusters Score: Raw -42227.894505 + Penalty 2051.313813 = -40176.580692 nChanged 3 SP:Iteration 16Q (133.416421 sec): 3 clusters Score: Raw -42236.316377 + Penalty 2051.313813 = -40185.002564 nChanged 3 SP:Iteration 17Q (133.462465 sec): 3 clusters Score: Raw -42240.528457 + Penalty 2051.313813 = -40189.214644 nChanged 5 SP:Iteration 18Q (133.509018 sec): 3 clusters Score: Raw -42252.084696 + Penalty 2051.313813 = -40200.770883 nChanged 3 SP:Iteration 19Q (133.549109 sec): 3 clusters Score: Raw -42257.254711 + Penalty 2051.313813 = -40205.940898 nChanged 8 SP:Iteration 20F (133.608111 sec): 3 clusters Score: Raw -42265.813036 + Penalty 2051.313813 = -40214.499223 nChanged 5 SP:Iteration 21Q (133.651000 sec): 3 clusters Score: Raw -42278.919261 + Penalty 2051.313813 = -40227.605448 nChanged 3 SP:Iteration 22Q (133.693855 sec): 3 clusters Score: Raw -42288.145779 + Penalty 2051.313813 = -40236.831966 nChanged 5 SP:Iteration 23Q (133.734253 sec): 3 clusters Score: Raw -42306.547829 + Penalty 2051.313813 = -40255.234016 nChanged 4 SP:Iteration 24Q (133.790688 sec): 3 clusters Score: Raw -42310.217812 + Penalty 2051.313813 = -40258.903999 nChanged 2 SP:Iteration 25Q (133.839943 sec): 3 clusters Score: Raw -42310.986160 + Penalty 2051.313813 = -40259.672347 nChanged 0 SP:Iteration 26F (133.888517 sec): 3 clusters Score: Raw -42310.986160 + Penalty 2051.313813 = -40259.672347 nChanged 0 Trying to split cluster 15 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.913942 sec): 2 clusters Score: Raw -36832.361721 + Penalty 1028.289727 = -35804.071994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.958441 sec): 3 clusters Score: Raw -36832.947866 + Penalty 2056.579455 = -34776.368411 nChanged 161 SP:Iteration 1F (134.010624 sec): 3 clusters Score: Raw -37074.834792 + Penalty 2056.579455 = -35018.255337 nChanged 50 SP:Iteration 2F (134.057571 sec): 3 clusters Score: Raw -37184.530756 + Penalty 2056.579455 = -35127.951301 nChanged 31 SP:Iteration 3F (134.099204 sec): 3 clusters Score: Raw -37280.179195 + Penalty 2056.579455 = -35223.599741 nChanged 35 SP:Iteration 4F (134.156003 sec): 3 clusters Score: Raw -37436.912589 + Penalty 2056.579455 = -35380.333135 nChanged 42 SP:Iteration 5F (134.202100 sec): 3 clusters Score: Raw -37608.518655 + Penalty 2056.579455 = -35551.939201 nChanged 29 SP:Iteration 6F (134.250864 sec): 3 clusters Score: Raw -37685.869539 + Penalty 2056.579455 = -35629.290084 nChanged 10 SP:Iteration 7Q (134.300892 sec): 3 clusters Score: Raw -37704.384666 + Penalty 2056.579455 = -35647.805211 nChanged 10 SP:Iteration 8Q (134.339590 sec): 3 clusters Score: Raw -37732.340415 + Penalty 2056.579455 = -35675.760960 nChanged 8 SP:Iteration 9Q (134.384135 sec): 3 clusters Score: Raw -37745.256732 + Penalty 2056.579455 = -35688.677277 nChanged 5 SP:Iteration 10Q (134.430896 sec): 3 clusters Score: Raw -37759.215173 + Penalty 2056.579455 = -35702.635719 nChanged 1 SP:Iteration 11Q (134.480090 sec): 3 clusters Score: Raw -37759.889169 + Penalty 2056.579455 = -35703.309714 nChanged 1 SP:Iteration 12Q (134.526714 sec): 3 clusters Score: Raw -37760.818459 + Penalty 2056.579455 = -35704.239004 nChanged 0 SP:Iteration 13F (134.580988 sec): 3 clusters Score: Raw -37760.818459 + Penalty 2056.579455 = -35704.239004 nChanged 0 Trying to split cluster 16 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.602861 sec): 2 clusters Score: Raw -98595.666201 + Penalty 1151.866427 = -97443.799775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.652300 sec): 3 clusters Score: Raw -98195.549641 + Penalty 2303.732853 = -95891.816787 nChanged 385 SP:Iteration 1F (134.702174 sec): 3 clusters Score: Raw -98514.976127 + Penalty 2303.732853 = -96211.243274 nChanged 89 SP:Iteration 2F (134.744629 sec): 3 clusters Score: Raw -98603.847239 + Penalty 2303.732853 = -96300.114386 nChanged 53 SP:Iteration 3Q (134.796969 sec): 3 clusters Score: Raw -98666.036397 + Penalty 2303.732853 = -96362.303544 nChanged 40 SP:Iteration 4Q (134.842452 sec): 3 clusters Score: Raw -98719.810948 + Penalty 2303.732853 = -96416.078095 nChanged 31 SP:Iteration 5Q (134.891619 sec): 3 clusters Score: Raw -98750.439513 + Penalty 2303.732853 = -96446.706660 nChanged 37 SP:Iteration 6Q (134.937049 sec): 3 clusters Score: Raw -98787.006565 + Penalty 2303.732853 = -96483.273712 nChanged 29 SP:Iteration 7Q (134.983234 sec): 3 clusters Score: Raw -98819.422571 + Penalty 2303.732853 = -96515.689718 nChanged 29 SP:Iteration 8Q (135.035937 sec): 3 clusters Score: Raw -98852.747206 + Penalty 2303.732853 = -96549.014353 nChanged 25 SP:Iteration 9Q (135.085817 sec): 3 clusters Score: Raw -98876.764930 + Penalty 2303.732853 = -96573.032077 nChanged 26 SP:Iteration 10Q (135.125716 sec): 3 clusters Score: Raw -98911.649721 + Penalty 2303.732853 = -96607.916868 nChanged 28 SP:Iteration 11Q (135.176328 sec): 3 clusters Score: Raw -98946.152587 + Penalty 2303.732853 = -96642.419734 nChanged 30 SP:Iteration 12Q (135.215697 sec): 3 clusters Score: Raw -98974.273633 + Penalty 2303.732853 = -96670.540780 nChanged 24 SP:Iteration 13Q (135.268664 sec): 3 clusters Score: Raw -99000.017884 + Penalty 2303.732853 = -96696.285031 nChanged 17 SP:Iteration 14Q (135.316536 sec): 3 clusters Score: Raw -99024.825707 + Penalty 2303.732853 = -96721.092854 nChanged 22 SP:Iteration 15Q (135.364392 sec): 3 clusters Score: Raw -99049.583095 + Penalty 2303.732853 = -96745.850241 nChanged 10 SP:Iteration 16Q (135.412215 sec): 3 clusters Score: Raw -99059.652711 + Penalty 2303.732853 = -96755.919858 nChanged 7 SP:Iteration 17Q (135.467203 sec): 3 clusters Score: Raw -99067.405806 + Penalty 2303.732853 = -96763.672953 nChanged 3 SP:Iteration 18Q (135.503725 sec): 3 clusters Score: Raw -99069.192002 + Penalty 2303.732853 = -96765.459148 nChanged 6 SP:Iteration 19Q (135.560091 sec): 3 clusters Score: Raw -99071.231021 + Penalty 2303.732853 = -96767.498168 nChanged 2 SP:Iteration 20F (135.607164 sec): 3 clusters Score: Raw -99072.364968 + Penalty 2303.732853 = -96768.632115 nChanged 2 SP:Iteration 21Q (135.660432 sec): 3 clusters Score: Raw -99072.994081 + Penalty 2303.732853 = -96769.261228 nChanged 1 SP:Iteration 22Q (135.704277 sec): 3 clusters Score: Raw -99073.619132 + Penalty 2303.732853 = -96769.886279 nChanged 1 SP:Iteration 23Q (135.744764 sec): 3 clusters Score: Raw -99074.857401 + Penalty 2303.732853 = -96771.124548 nChanged 2 SP:Iteration 24Q (135.789752 sec): 3 clusters Score: Raw -99077.129110 + Penalty 2303.732853 = -96773.396257 nChanged 3 SP:Iteration 25Q (135.830413 sec): 3 clusters Score: Raw -99081.369783 + Penalty 2303.732853 = -96777.636930 nChanged 5 SP:Iteration 26Q (135.879461 sec): 3 clusters Score: Raw -99085.422254 + Penalty 2303.732853 = -96781.689401 nChanged 3 SP:Iteration 27Q (135.934436 sec): 3 clusters Score: Raw -99086.776487 + Penalty 2303.732853 = -96783.043634 nChanged 2 SP:Iteration 28Q (135.973401 sec): 3 clusters Score: Raw -99088.623860 + Penalty 2303.732853 = -96784.891007 nChanged 1 SP:Iteration 29Q (136.029933 sec): 3 clusters Score: Raw -99088.735493 + Penalty 2303.732853 = -96785.002640 nChanged 0 SP:Iteration 30F (136.070965 sec): 3 clusters Score: Raw -99088.735493 + Penalty 2303.732853 = -96785.002640 nChanged 0 Trying to split cluster 17 (10997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.121070 sec): 2 clusters Score: Raw -1070381.310956 + Penalty 1512.123890 = -1068869.187066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.172793 sec): 3 clusters Score: Raw -1064092.826343 + Penalty 3024.247781 = -1061068.578562 nChanged 4847 SP:Iteration 1F (136.237952 sec): 3 clusters Score: Raw -1066751.303037 + Penalty 3024.247781 = -1063727.055256 nChanged 704 SP:Iteration 2F (136.301617 sec): 3 clusters Score: Raw -1067102.733399 + Penalty 3024.247781 = -1064078.485618 nChanged 633 SP:Iteration 3F (136.360304 sec): 3 clusters Score: Raw -1067431.386176 + Penalty 3024.247781 = -1064407.138395 nChanged 549 SP:Iteration 4Q (136.422402 sec): 3 clusters Score: Raw -1067760.002415 + Penalty 3024.247781 = -1064735.754634 nChanged 610 SP:Iteration 5F (136.491121 sec): 3 clusters Score: Raw -1068189.326605 + Penalty 3024.247781 = -1065165.078824 nChanged 633 SP:Iteration 6F (136.547179 sec): 3 clusters Score: Raw -1068659.367387 + Penalty 3024.247781 = -1065635.119606 nChanged 630 SP:Iteration 7F (136.611219 sec): 3 clusters Score: Raw -1069144.459066 + Penalty 3024.247781 = -1066120.211285 nChanged 592 SP:Iteration 8F (136.679068 sec): 3 clusters Score: Raw -1069617.451349 + Penalty 3024.247781 = -1066593.203568 nChanged 446 SP:Iteration 9Q (136.741931 sec): 3 clusters Score: Raw -1069992.005970 + Penalty 3024.247781 = -1066967.758189 nChanged 302 SP:Iteration 10Q (136.816071 sec): 3 clusters Score: Raw -1070284.298727 + Penalty 3024.247781 = -1067260.050946 nChanged 227 SP:Iteration 11Q (136.880794 sec): 3 clusters Score: Raw -1070539.693127 + Penalty 3024.247781 = -1067515.445346 nChanged 167 SP:Iteration 12Q (136.939517 sec): 3 clusters Score: Raw -1070714.247048 + Penalty 3024.247781 = -1067689.999268 nChanged 121 SP:Iteration 13Q (136.993791 sec): 3 clusters Score: Raw -1070813.939824 + Penalty 3024.247781 = -1067789.692043 nChanged 86 SP:Iteration 14Q (137.056958 sec): 3 clusters Score: Raw -1070884.271793 + Penalty 3024.247781 = -1067860.024013 nChanged 79 SP:Iteration 15Q (137.124888 sec): 3 clusters Score: Raw -1070944.329745 + Penalty 3024.247781 = -1067920.081964 nChanged 56 SP:Iteration 16Q (137.192308 sec): 3 clusters Score: Raw -1070970.612293 + Penalty 3024.247781 = -1067946.364512 nChanged 25 SP:Iteration 17Q (137.243638 sec): 3 clusters Score: Raw -1070980.222661 + Penalty 3024.247781 = -1067955.974880 nChanged 10 SP:Iteration 18Q (137.306856 sec): 3 clusters Score: Raw -1070984.660646 + Penalty 3024.247781 = -1067960.412865 nChanged 10 SP:Iteration 19Q (137.372597 sec): 3 clusters Score: Raw -1070987.103669 + Penalty 3024.247781 = -1067962.855888 nChanged 2 SP:Iteration 20F (137.425233 sec): 3 clusters Score: Raw -1070987.864064 + Penalty 3024.247781 = -1067963.616283 nChanged 2 SP:Iteration 21Q (137.476996 sec): 3 clusters Score: Raw -1070988.688728 + Penalty 3024.247781 = -1067964.440947 nChanged 1 SP:Iteration 22Q (137.538357 sec): 3 clusters Score: Raw -1070988.949556 + Penalty 3024.247781 = -1067964.701775 nChanged 1 SP:Iteration 23Q (137.601081 sec): 3 clusters Score: Raw -1070989.694462 + Penalty 3024.247781 = -1067965.446681 nChanged 1 SP:Iteration 24Q (137.670505 sec): 3 clusters Score: Raw -1070989.955879 + Penalty 3024.247781 = -1067965.708098 nChanged 1 SP:Iteration 25Q (137.738229 sec): 3 clusters Score: Raw -1070990.574476 + Penalty 3024.247781 = -1067966.326695 nChanged 3 SP:Iteration 26Q (137.799110 sec): 3 clusters Score: Raw -1070992.186772 + Penalty 3024.247781 = -1067967.938991 nChanged 4 SP:Iteration 27Q (137.850807 sec): 3 clusters Score: Raw -1070994.136138 + Penalty 3024.247781 = -1067969.888357 nChanged 3 SP:Iteration 28Q (137.914957 sec): 3 clusters Score: Raw -1070995.136695 + Penalty 3024.247781 = -1067970.888914 nChanged 2 SP:Iteration 29Q (137.974187 sec): 3 clusters Score: Raw -1070995.674541 + Penalty 3024.247781 = -1067971.426761 nChanged 1 SP:Iteration 30Q (138.037230 sec): 3 clusters Score: Raw -1070996.103251 + Penalty 3024.247781 = -1067971.855470 nChanged 2 SP:Iteration 31Q (138.096711 sec): 3 clusters Score: Raw -1070996.524180 + Penalty 3024.247781 = -1067972.276399 nChanged 0 SP:Iteration 32F (138.162596 sec): 3 clusters Score: Raw -1070996.524180 + Penalty 3024.247781 = -1067972.276399 nChanged 0 Iteration 99Q (138.809417 sec): 18 clusters Score: Raw -5337260.227094 + Penalty 30325.720469 = -5306934.506625 nChanged 484 Iteration 100F (139.790053 sec): 18 clusters Score: Raw -5337431.504657 + Penalty 30325.720469 = -5307105.784187 nChanged 259 Iteration 101Q (140.405352 sec): 18 clusters Score: Raw -5337486.012036 + Penalty 30325.720469 = -5307160.291566 nChanged 124 Iteration 102Q (141.046125 sec): 18 clusters Score: Raw -5337504.194066 + Penalty 30325.720469 = -5307178.473596 nChanged 77 Iteration 103Q (141.686508 sec): 18 clusters Score: Raw -5337514.456147 + Penalty 30325.720469 = -5307188.735677 nChanged 47 Iteration 104Q (142.322592 sec): 18 clusters Score: Raw -5337520.705516 + Penalty 30325.720469 = -5307194.985047 nChanged 33 Iteration 105Q (142.928313 sec): 18 clusters Score: Raw -5337524.797376 + Penalty 30325.720469 = -5307199.076906 nChanged 33 Iteration 106Q (143.551627 sec): 18 clusters Score: Raw -5337527.853793 + Penalty 30325.720469 = -5307202.133324 nChanged 21 Iteration 107Q (144.187326 sec): 18 clusters Score: Raw -5337530.149082 + Penalty 30325.720469 = -5307204.428613 nChanged 17 Iteration 108Q (144.791283 sec): 18 clusters Score: Raw -5337532.019654 + Penalty 30325.720469 = -5307206.299184 nChanged 17 Iteration 109Q (145.432802 sec): 18 clusters Score: Raw -5337534.950177 + Penalty 30325.720469 = -5307209.229707 nChanged 24 Iteration 110Q (146.028623 sec): 18 clusters Score: Raw -5337538.610665 + Penalty 30325.720469 = -5307212.890196 nChanged 16 Iteration 111Q (146.637424 sec): 18 clusters Score: Raw -5337540.448761 + Penalty 30325.720469 = -5307214.728291 nChanged 16 Iteration 112Q (147.274902 sec): 18 clusters Score: Raw -5337541.831004 + Penalty 30325.720469 = -5307216.110534 nChanged 12 Iteration 113Q (147.930369 sec): 18 clusters Score: Raw -5337542.772631 + Penalty 30325.720469 = -5307217.052161 nChanged 8 Iteration 114Q (148.572126 sec): 18 clusters Score: Raw -5337543.334110 + Penalty 30325.720469 = -5307217.613641 nChanged 6 Iteration 115Q (149.218396 sec): 18 clusters Score: Raw -5337543.926115 + Penalty 30325.720469 = -5307218.205646 nChanged 4 Iteration 116Q (149.814464 sec): 18 clusters Score: Raw -5337544.360559 + Penalty 30325.720469 = -5307218.640090 nChanged 4 Iteration 117Q (150.435612 sec): 18 clusters Score: Raw -5337544.776655 + Penalty 30325.720469 = -5307219.056186 nChanged 2 Iteration 118Q (151.074203 sec): 18 clusters Score: Raw -5337544.969669 + Penalty 30325.720469 = -5307219.249199 nChanged 1 Iteration 119Q (151.691047 sec): 18 clusters Score: Raw -5337545.134802 + Penalty 30325.720469 = -5307219.414333 nChanged 0 Iteration 120F (152.705564 sec): 18 clusters Score: Raw -5337545.134802 + Penalty 30325.720469 = -5307219.414333 nChanged 0 Compute initial score before splitting: Score: Raw -5337545.134802 + Penalty 30325.720469 = -5307219.414333 Trying to split cluster 1 (5795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.744537 sec): 2 clusters Score: Raw -564257.499338 + Penalty 1408.021998 = -562849.477340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.803686 sec): 3 clusters Score: Raw -561190.327309 + Penalty 2816.043996 = -558374.283313 nChanged 2385 SP:Iteration 1F (152.857710 sec): 3 clusters Score: Raw -562510.753240 + Penalty 2816.043996 = -559694.709244 nChanged 384 SP:Iteration 2F (152.906952 sec): 3 clusters Score: Raw -562729.652826 + Penalty 2816.043996 = -559913.608830 nChanged 340 SP:Iteration 3F (152.972000 sec): 3 clusters Score: Raw -562906.670122 + Penalty 2816.043996 = -560090.626127 nChanged 281 SP:Iteration 4Q (153.026288 sec): 3 clusters Score: Raw -563058.459016 + Penalty 2816.043996 = -560242.415020 nChanged 265 SP:Iteration 5Q (153.077362 sec): 3 clusters Score: Raw -563222.477939 + Penalty 2816.043996 = -560406.433943 nChanged 263 SP:Iteration 6Q (153.130722 sec): 3 clusters Score: Raw -563396.194194 + Penalty 2816.043996 = -560580.150199 nChanged 270 SP:Iteration 7Q (153.195757 sec): 3 clusters Score: Raw -563591.467618 + Penalty 2816.043996 = -560775.423622 nChanged 262 SP:Iteration 8Q (153.259066 sec): 3 clusters Score: Raw -563775.522231 + Penalty 2816.043996 = -560959.478236 nChanged 237 SP:Iteration 9Q (153.313440 sec): 3 clusters Score: Raw -563969.123829 + Penalty 2816.043996 = -561153.079834 nChanged 237 SP:Iteration 10Q (153.359727 sec): 3 clusters Score: Raw -564158.263737 + Penalty 2816.043996 = -561342.219742 nChanged 201 SP:Iteration 11Q (153.419358 sec): 3 clusters Score: Raw -564314.930818 + Penalty 2816.043996 = -561498.886822 nChanged 158 SP:Iteration 12Q (153.473112 sec): 3 clusters Score: Raw -564439.964135 + Penalty 2816.043996 = -561623.920139 nChanged 120 SP:Iteration 13Q (153.536940 sec): 3 clusters Score: Raw -564522.910916 + Penalty 2816.043996 = -561706.866921 nChanged 106 SP:Iteration 14Q (153.589327 sec): 3 clusters Score: Raw -564585.069812 + Penalty 2816.043996 = -561769.025816 nChanged 81 SP:Iteration 15Q (153.651392 sec): 3 clusters Score: Raw -564623.098671 + Penalty 2816.043996 = -561807.054676 nChanged 56 SP:Iteration 16Q (153.712087 sec): 3 clusters Score: Raw -564647.298994 + Penalty 2816.043996 = -561831.254998 nChanged 37 SP:Iteration 17Q (153.765453 sec): 3 clusters Score: Raw -564659.912128 + Penalty 2816.043996 = -561843.868132 nChanged 20 SP:Iteration 18Q (153.815725 sec): 3 clusters Score: Raw -564664.850357 + Penalty 2816.043996 = -561848.806361 nChanged 11 SP:Iteration 19Q (153.868654 sec): 3 clusters Score: Raw -564667.759563 + Penalty 2816.043996 = -561851.715567 nChanged 14 SP:Iteration 20F (153.930977 sec): 3 clusters Score: Raw -564670.960550 + Penalty 2816.043996 = -561854.916554 nChanged 8 SP:Iteration 21Q (153.978392 sec): 3 clusters Score: Raw -564673.677725 + Penalty 2816.043996 = -561857.633729 nChanged 11 SP:Iteration 22Q (154.035023 sec): 3 clusters Score: Raw -564676.907931 + Penalty 2816.043996 = -561860.863936 nChanged 6 SP:Iteration 23Q (154.093502 sec): 3 clusters Score: Raw -564678.425341 + Penalty 2816.043996 = -561862.381345 nChanged 8 SP:Iteration 24Q (154.148916 sec): 3 clusters Score: Raw -564680.139934 + Penalty 2816.043996 = -561864.095938 nChanged 5 SP:Iteration 25Q (154.207641 sec): 3 clusters Score: Raw -564681.264209 + Penalty 2816.043996 = -561865.220213 nChanged 5 SP:Iteration 26Q (154.260870 sec): 3 clusters Score: Raw -564682.310076 + Penalty 2816.043996 = -561866.266080 nChanged 2 SP:Iteration 27Q (154.315166 sec): 3 clusters Score: Raw -564682.775950 + Penalty 2816.043996 = -561866.731954 nChanged 1 SP:Iteration 28Q (154.365543 sec): 3 clusters Score: Raw -564683.209607 + Penalty 2816.043996 = -561867.165612 nChanged 3 SP:Iteration 29Q (154.421649 sec): 3 clusters Score: Raw -564683.744108 + Penalty 2816.043996 = -561867.700113 nChanged 1 SP:Iteration 30Q (154.472248 sec): 3 clusters Score: Raw -564683.860080 + Penalty 2816.043996 = -561867.816085 nChanged 1 SP:Iteration 31Q (154.525268 sec): 3 clusters Score: Raw -564683.970440 + Penalty 2816.043996 = -561867.926445 nChanged 0 SP:Iteration 32F (154.590630 sec): 3 clusters Score: Raw -564683.970440 + Penalty 2816.043996 = -561867.926445 nChanged 0 Trying to split cluster 2 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.615089 sec): 2 clusters Score: Raw -81093.769906 + Penalty 1109.489751 = -79984.280156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.668234 sec): 3 clusters Score: Raw -80829.241332 + Penalty 2218.979501 = -78610.261831 nChanged 280 SP:Iteration 1F (154.717031 sec): 3 clusters Score: Raw -81126.490808 + Penalty 2218.979501 = -78907.511307 nChanged 79 SP:Iteration 2F (154.762171 sec): 3 clusters Score: Raw -81228.670946 + Penalty 2218.979501 = -79009.691445 nChanged 50 SP:Iteration 3F (154.798242 sec): 3 clusters Score: Raw -81298.509311 + Penalty 2218.979501 = -79079.529810 nChanged 42 SP:Iteration 4Q (154.855085 sec): 3 clusters Score: Raw -81349.186240 + Penalty 2218.979501 = -79130.206739 nChanged 27 SP:Iteration 5Q (154.898691 sec): 3 clusters Score: Raw -81372.800436 + Penalty 2218.979501 = -79153.820934 nChanged 8 SP:Iteration 6Q (154.939359 sec): 3 clusters Score: Raw -81382.136127 + Penalty 2218.979501 = -79163.156626 nChanged 11 SP:Iteration 7Q (154.989954 sec): 3 clusters Score: Raw -81390.917240 + Penalty 2218.979501 = -79171.937738 nChanged 7 SP:Iteration 8Q (155.049564 sec): 3 clusters Score: Raw -81398.578782 + Penalty 2218.979501 = -79179.599281 nChanged 3 SP:Iteration 9Q (155.088295 sec): 3 clusters Score: Raw -81404.865262 + Penalty 2218.979501 = -79185.885761 nChanged 5 SP:Iteration 10Q (155.134780 sec): 3 clusters Score: Raw -81409.751575 + Penalty 2218.979501 = -79190.772074 nChanged 3 SP:Iteration 11Q (155.193794 sec): 3 clusters Score: Raw -81411.998555 + Penalty 2218.979501 = -79193.019053 nChanged 0 SP:Iteration 12F (155.236752 sec): 3 clusters Score: Raw -81411.998555 + Penalty 2218.979501 = -79193.019053 nChanged 0 Trying to split cluster 3 (8355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.273075 sec): 2 clusters Score: Raw -782928.225324 + Penalty 1467.475009 = -781460.750315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.334338 sec): 3 clusters Score: Raw -778225.647183 + Penalty 2934.950018 = -775290.697164 nChanged 3562 SP:Iteration 1F (155.380347 sec): 3 clusters Score: Raw -780258.192970 + Penalty 2934.950018 = -777323.242952 nChanged 626 SP:Iteration 2F (155.437650 sec): 3 clusters Score: Raw -780654.567438 + Penalty 2934.950018 = -777719.617420 nChanged 590 SP:Iteration 3F (155.505470 sec): 3 clusters Score: Raw -781122.991329 + Penalty 2934.950018 = -778188.041310 nChanged 595 SP:Iteration 4F (155.565838 sec): 3 clusters Score: Raw -781704.142695 + Penalty 2934.950018 = -778769.192677 nChanged 640 SP:Iteration 5F (155.626555 sec): 3 clusters Score: Raw -782383.000000 + Penalty 2934.950018 = -779448.049982 nChanged 586 SP:Iteration 6F (155.686265 sec): 3 clusters Score: Raw -782954.834538 + Penalty 2934.950018 = -780019.884519 nChanged 490 SP:Iteration 7F (155.744314 sec): 3 clusters Score: Raw -783403.979236 + Penalty 2934.950018 = -780469.029218 nChanged 385 SP:Iteration 8Q (155.796389 sec): 3 clusters Score: Raw -783688.742779 + Penalty 2934.950018 = -780753.792761 nChanged 242 SP:Iteration 9Q (155.870741 sec): 3 clusters Score: Raw -783838.608212 + Penalty 2934.950018 = -780903.658194 nChanged 131 SP:Iteration 10Q (155.932037 sec): 3 clusters Score: Raw -783896.974041 + Penalty 2934.950018 = -780962.024023 nChanged 75 SP:Iteration 11Q (155.985256 sec): 3 clusters Score: Raw -783915.995274 + Penalty 2934.950018 = -780981.045255 nChanged 53 SP:Iteration 12Q (156.048640 sec): 3 clusters Score: Raw -783929.309749 + Penalty 2934.950018 = -780994.359731 nChanged 37 SP:Iteration 13Q (156.098151 sec): 3 clusters Score: Raw -783936.047147 + Penalty 2934.950018 = -781001.097129 nChanged 19 SP:Iteration 14Q (156.156595 sec): 3 clusters Score: Raw -783939.738153 + Penalty 2934.950018 = -781004.788135 nChanged 14 SP:Iteration 15Q (156.224456 sec): 3 clusters Score: Raw -783941.980323 + Penalty 2934.950018 = -781007.030304 nChanged 8 SP:Iteration 16Q (156.281716 sec): 3 clusters Score: Raw -783943.425230 + Penalty 2934.950018 = -781008.475212 nChanged 8 SP:Iteration 17Q (156.338332 sec): 3 clusters Score: Raw -783944.245396 + Penalty 2934.950018 = -781009.295378 nChanged 4 SP:Iteration 18Q (156.405710 sec): 3 clusters Score: Raw -783944.775697 + Penalty 2934.950018 = -781009.825679 nChanged 3 SP:Iteration 19Q (156.469297 sec): 3 clusters Score: Raw -783945.176717 + Penalty 2934.950018 = -781010.226698 nChanged 3 SP:Iteration 20F (156.528238 sec): 3 clusters Score: Raw -783945.573161 + Penalty 2934.950018 = -781010.623142 nChanged 2 SP:Iteration 21Q (156.575573 sec): 3 clusters Score: Raw -783945.806916 + Penalty 2934.950018 = -781010.856898 nChanged 1 SP:Iteration 22Q (156.640106 sec): 3 clusters Score: Raw -783945.867634 + Penalty 2934.950018 = -781010.917616 nChanged 1 SP:Iteration 23Q (156.698875 sec): 3 clusters Score: Raw -783945.916701 + Penalty 2934.950018 = -781010.966682 nChanged 2 SP:Iteration 24Q (156.766261 sec): 3 clusters Score: Raw -783946.122277 + Penalty 2934.950018 = -781011.172259 nChanged 2 SP:Iteration 25Q (156.819704 sec): 3 clusters Score: Raw -783946.383506 + Penalty 2934.950018 = -781011.433487 nChanged 5 SP:Iteration 26Q (156.887581 sec): 3 clusters Score: Raw -783947.346328 + Penalty 2934.950018 = -781012.396310 nChanged 5 SP:Iteration 27Q (156.937243 sec): 3 clusters Score: Raw -783948.135977 + Penalty 2934.950018 = -781013.185959 nChanged 6 SP:Iteration 28Q (157.002965 sec): 3 clusters Score: Raw -783949.166803 + Penalty 2934.950018 = -781014.216785 nChanged 3 SP:Iteration 29Q (157.056103 sec): 3 clusters Score: Raw -783949.579078 + Penalty 2934.950018 = -781014.629060 nChanged 2 SP:Iteration 30Q (157.110760 sec): 3 clusters Score: Raw -783949.726388 + Penalty 2934.950018 = -781014.776369 nChanged 0 SP:Iteration 31F (157.168396 sec): 3 clusters Score: Raw -783949.726388 + Penalty 2934.950018 = -781014.776369 nChanged 0 Trying to split cluster 4 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.190973 sec): 2 clusters Score: Raw -8623.155604 + Penalty 827.734408 = -7795.421197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.243271 sec): 3 clusters Score: Raw -8844.083967 + Penalty 1655.468815 = -7188.615152 nChanged 32 SP:Iteration 1F (157.288087 sec): 3 clusters Score: Raw -9028.819006 + Penalty 1655.468815 = -7373.350191 nChanged 9 SP:Iteration 2F (157.337613 sec): 3 clusters Score: Raw -9072.777594 + Penalty 1655.468815 = -7417.308779 nChanged 2 SP:Iteration 3Q (157.383885 sec): 3 clusters Score: Raw -9102.396898 + Penalty 1655.468815 = -7446.928083 nChanged 1 SP:Iteration 4Q (157.428484 sec): 3 clusters Score: Raw -9103.544594 + Penalty 1655.468815 = -7448.075778 nChanged 0 SP:Iteration 5F (157.464193 sec): 3 clusters Score: Raw -9103.544594 + Penalty 1655.468815 = -7448.075778 nChanged 0 Trying to split cluster 5 (2559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.502868 sec): 2 clusters Score: Raw -228687.489535 + Penalty 1275.197923 = -227412.291611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.548714 sec): 3 clusters Score: Raw -227476.850312 + Penalty 2550.395847 = -224926.454466 nChanged 942 SP:Iteration 1F (157.595796 sec): 3 clusters Score: Raw -228032.605234 + Penalty 2550.395847 = -225482.209388 nChanged 190 SP:Iteration 2F (157.652139 sec): 3 clusters Score: Raw -228146.509625 + Penalty 2550.395847 = -225596.113778 nChanged 113 SP:Iteration 3Q (157.692753 sec): 3 clusters Score: Raw -228206.523092 + Penalty 2550.395847 = -225656.127245 nChanged 82 SP:Iteration 4Q (157.753229 sec): 3 clusters Score: Raw -228250.644250 + Penalty 2550.395847 = -225700.248403 nChanged 60 SP:Iteration 5Q (157.798770 sec): 3 clusters Score: Raw -228277.969910 + Penalty 2550.395847 = -225727.574063 nChanged 43 SP:Iteration 6Q (157.842512 sec): 3 clusters Score: Raw -228299.523349 + Penalty 2550.395847 = -225749.127502 nChanged 44 SP:Iteration 7Q (157.897168 sec): 3 clusters Score: Raw -228320.798413 + Penalty 2550.395847 = -225770.402567 nChanged 47 SP:Iteration 8Q (157.946613 sec): 3 clusters Score: Raw -228342.806961 + Penalty 2550.395847 = -225792.411114 nChanged 33 SP:Iteration 9Q (157.993266 sec): 3 clusters Score: Raw -228357.283623 + Penalty 2550.395847 = -225806.887776 nChanged 21 SP:Iteration 10Q (158.056582 sec): 3 clusters Score: Raw -228367.725976 + Penalty 2550.395847 = -225817.330129 nChanged 16 SP:Iteration 11Q (158.105550 sec): 3 clusters Score: Raw -228373.984739 + Penalty 2550.395847 = -225823.588892 nChanged 15 SP:Iteration 12Q (158.152058 sec): 3 clusters Score: Raw -228380.740371 + Penalty 2550.395847 = -225830.344524 nChanged 14 SP:Iteration 13Q (158.201431 sec): 3 clusters Score: Raw -228389.644246 + Penalty 2550.395847 = -225839.248399 nChanged 19 SP:Iteration 14Q (158.253019 sec): 3 clusters Score: Raw -228399.019861 + Penalty 2550.395847 = -225848.624014 nChanged 18 SP:Iteration 15Q (158.303813 sec): 3 clusters Score: Raw -228406.896665 + Penalty 2550.395847 = -225856.500818 nChanged 13 SP:Iteration 16Q (158.356818 sec): 3 clusters Score: Raw -228412.559703 + Penalty 2550.395847 = -225862.163856 nChanged 11 SP:Iteration 17Q (158.398174 sec): 3 clusters Score: Raw -228417.757599 + Penalty 2550.395847 = -225867.361752 nChanged 14 SP:Iteration 18Q (158.449462 sec): 3 clusters Score: Raw -228424.307831 + Penalty 2550.395847 = -225873.911985 nChanged 8 SP:Iteration 19Q (158.494307 sec): 3 clusters Score: Raw -228426.620715 + Penalty 2550.395847 = -225876.224868 nChanged 4 SP:Iteration 20F (158.534806 sec): 3 clusters Score: Raw -228427.798201 + Penalty 2550.395847 = -225877.402354 nChanged 3 SP:Iteration 21Q (158.579701 sec): 3 clusters Score: Raw -228429.774711 + Penalty 2550.395847 = -225879.378864 nChanged 7 SP:Iteration 22Q (158.628363 sec): 3 clusters Score: Raw -228432.915390 + Penalty 2550.395847 = -225882.519543 nChanged 8 SP:Iteration 23Q (158.680226 sec): 3 clusters Score: Raw -228435.430858 + Penalty 2550.395847 = -225885.035012 nChanged 5 SP:Iteration 24Q (158.734491 sec): 3 clusters Score: Raw -228437.815301 + Penalty 2550.395847 = -225887.419454 nChanged 6 SP:Iteration 25Q (158.779462 sec): 3 clusters Score: Raw -228441.348344 + Penalty 2550.395847 = -225890.952497 nChanged 9 SP:Iteration 26Q (158.820570 sec): 3 clusters Score: Raw -228444.344560 + Penalty 2550.395847 = -225893.948713 nChanged 10 SP:Iteration 27Q (158.875436 sec): 3 clusters Score: Raw -228446.386617 + Penalty 2550.395847 = -225895.990770 nChanged 5 SP:Iteration 28Q (158.927992 sec): 3 clusters Score: Raw -228447.921811 + Penalty 2550.395847 = -225897.525964 nChanged 3 SP:Iteration 29Q (158.971930 sec): 3 clusters Score: Raw -228449.083545 + Penalty 2550.395847 = -225898.687698 nChanged 2 SP:Iteration 30Q (159.013485 sec): 3 clusters Score: Raw -228450.006003 + Penalty 2550.395847 = -225899.610156 nChanged 0 SP:Iteration 31F (159.065243 sec): 3 clusters Score: Raw -228450.006003 + Penalty 2550.395847 = -225899.610156 nChanged 0 Trying to split cluster 6 (6633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.097321 sec): 2 clusters Score: Raw -623089.094599 + Penalty 1429.969526 = -621659.125073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.156030 sec): 3 clusters Score: Raw -619474.828359 + Penalty 2859.939053 = -616614.889306 nChanged 2748 SP:Iteration 1F (159.213691 sec): 3 clusters Score: Raw -621017.707549 + Penalty 2859.939053 = -618157.768497 nChanged 518 SP:Iteration 2F (159.258004 sec): 3 clusters Score: Raw -621351.312622 + Penalty 2859.939053 = -618491.373570 nChanged 410 SP:Iteration 3F (159.319549 sec): 3 clusters Score: Raw -621655.551876 + Penalty 2859.939053 = -618795.612824 nChanged 406 SP:Iteration 4F (159.375201 sec): 3 clusters Score: Raw -621955.317510 + Penalty 2859.939053 = -619095.378458 nChanged 393 SP:Iteration 5F (159.437803 sec): 3 clusters Score: Raw -622240.578198 + Penalty 2859.939053 = -619380.639146 nChanged 353 SP:Iteration 6F (159.493746 sec): 3 clusters Score: Raw -622514.473035 + Penalty 2859.939053 = -619654.533982 nChanged 330 SP:Iteration 7Q (159.556183 sec): 3 clusters Score: Raw -622735.168044 + Penalty 2859.939053 = -619875.228991 nChanged 271 SP:Iteration 8Q (159.610114 sec): 3 clusters Score: Raw -622909.111275 + Penalty 2859.939053 = -620049.172223 nChanged 224 SP:Iteration 9Q (159.656415 sec): 3 clusters Score: Raw -623034.409552 + Penalty 2859.939053 = -620174.470499 nChanged 200 SP:Iteration 10Q (159.717177 sec): 3 clusters Score: Raw -623131.778403 + Penalty 2859.939053 = -620271.839351 nChanged 169 SP:Iteration 11Q (159.772836 sec): 3 clusters Score: Raw -623207.236257 + Penalty 2859.939053 = -620347.297204 nChanged 144 SP:Iteration 12Q (159.836712 sec): 3 clusters Score: Raw -623268.575186 + Penalty 2859.939053 = -620408.636134 nChanged 109 SP:Iteration 13Q (159.900182 sec): 3 clusters Score: Raw -623317.330796 + Penalty 2859.939053 = -620457.391743 nChanged 115 SP:Iteration 14Q (159.952550 sec): 3 clusters Score: Raw -623391.236290 + Penalty 2859.939053 = -620531.297238 nChanged 127 SP:Iteration 15Q (160.022281 sec): 3 clusters Score: Raw -623475.662815 + Penalty 2859.939053 = -620615.723762 nChanged 118 SP:Iteration 16Q (160.081488 sec): 3 clusters Score: Raw -623564.557566 + Penalty 2859.939053 = -620704.618513 nChanged 116 SP:Iteration 17Q (160.133950 sec): 3 clusters Score: Raw -623671.549363 + Penalty 2859.939053 = -620811.610310 nChanged 138 SP:Iteration 18Q (160.191850 sec): 3 clusters Score: Raw -623821.812008 + Penalty 2859.939053 = -620961.872956 nChanged 139 SP:Iteration 19Q (160.246162 sec): 3 clusters Score: Raw -623961.453987 + Penalty 2859.939053 = -621101.514934 nChanged 116 SP:Iteration 20F (160.303436 sec): 3 clusters Score: Raw -624072.113268 + Penalty 2859.939053 = -621212.174216 nChanged 87 SP:Iteration 21Q (160.351738 sec): 3 clusters Score: Raw -624133.673566 + Penalty 2859.939053 = -621273.734513 nChanged 58 SP:Iteration 22Q (160.414713 sec): 3 clusters Score: Raw -624164.527510 + Penalty 2859.939053 = -621304.588457 nChanged 29 SP:Iteration 23Q (160.466489 sec): 3 clusters Score: Raw -624175.343597 + Penalty 2859.939053 = -621315.404545 nChanged 19 SP:Iteration 24Q (160.524665 sec): 3 clusters Score: Raw -624179.826538 + Penalty 2859.939053 = -621319.887486 nChanged 9 SP:Iteration 25Q (160.572278 sec): 3 clusters Score: Raw -624181.880100 + Penalty 2859.939053 = -621321.941047 nChanged 2 SP:Iteration 26Q (160.637170 sec): 3 clusters Score: Raw -624182.045419 + Penalty 2859.939053 = -621322.106366 nChanged 0 SP:Iteration 27F (160.686339 sec): 3 clusters Score: Raw -624182.045419 + Penalty 2859.939053 = -621322.106366 nChanged 0 Trying to split cluster 7 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.720123 sec): 2 clusters Score: Raw -88107.740153 + Penalty 1127.943384 = -86979.796769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.769904 sec): 3 clusters Score: Raw -87742.079113 + Penalty 2255.886768 = -85486.192346 nChanged 301 SP:Iteration 1F (160.809583 sec): 3 clusters Score: Raw -88006.738930 + Penalty 2255.886768 = -85750.852162 nChanged 91 SP:Iteration 2F (160.854736 sec): 3 clusters Score: Raw -88100.480416 + Penalty 2255.886768 = -85844.593648 nChanged 54 SP:Iteration 3F (160.896818 sec): 3 clusters Score: Raw -88156.708427 + Penalty 2255.886768 = -85900.821659 nChanged 36 SP:Iteration 4Q (160.937861 sec): 3 clusters Score: Raw -88195.362586 + Penalty 2255.886768 = -85939.475818 nChanged 23 SP:Iteration 5Q (160.990434 sec): 3 clusters Score: Raw -88217.578514 + Penalty 2255.886768 = -85961.691747 nChanged 21 SP:Iteration 6Q (161.035050 sec): 3 clusters Score: Raw -88237.679229 + Penalty 2255.886768 = -85981.792461 nChanged 24 SP:Iteration 7Q (161.079300 sec): 3 clusters Score: Raw -88261.080364 + Penalty 2255.886768 = -86005.193596 nChanged 22 SP:Iteration 8Q (161.125409 sec): 3 clusters Score: Raw -88278.280878 + Penalty 2255.886768 = -86022.394110 nChanged 14 SP:Iteration 9Q (161.164196 sec): 3 clusters Score: Raw -88292.829706 + Penalty 2255.886768 = -86036.942938 nChanged 17 SP:Iteration 10Q (161.213635 sec): 3 clusters Score: Raw -88307.602080 + Penalty 2255.886768 = -86051.715312 nChanged 9 SP:Iteration 11Q (161.270411 sec): 3 clusters Score: Raw -88316.918820 + Penalty 2255.886768 = -86061.032052 nChanged 7 SP:Iteration 12Q (161.310134 sec): 3 clusters Score: Raw -88327.397069 + Penalty 2255.886768 = -86071.510301 nChanged 5 SP:Iteration 13Q (161.348955 sec): 3 clusters Score: Raw -88330.896728 + Penalty 2255.886768 = -86075.009960 nChanged 3 SP:Iteration 14Q (161.404524 sec): 3 clusters Score: Raw -88333.371178 + Penalty 2255.886768 = -86077.484410 nChanged 3 SP:Iteration 15Q (161.447143 sec): 3 clusters Score: Raw -88335.043755 + Penalty 2255.886768 = -86079.156987 nChanged 3 SP:Iteration 16Q (161.496369 sec): 3 clusters Score: Raw -88337.501435 + Penalty 2255.886768 = -86081.614667 nChanged 5 SP:Iteration 17Q (161.545417 sec): 3 clusters Score: Raw -88345.149788 + Penalty 2255.886768 = -86089.263020 nChanged 4 SP:Iteration 18Q (161.588099 sec): 3 clusters Score: Raw -88349.905039 + Penalty 2255.886768 = -86094.018271 nChanged 2 SP:Iteration 19Q (161.637060 sec): 3 clusters Score: Raw -88353.963196 + Penalty 2255.886768 = -86098.076428 nChanged 6 SP:Iteration 20F (161.682688 sec): 3 clusters Score: Raw -88358.324939 + Penalty 2255.886768 = -86102.438171 nChanged 3 SP:Iteration 21Q (161.721454 sec): 3 clusters Score: Raw -88360.043085 + Penalty 2255.886768 = -86104.156317 nChanged 3 SP:Iteration 22Q (161.764515 sec): 3 clusters Score: Raw -88365.124984 + Penalty 2255.886768 = -86109.238217 nChanged 4 SP:Iteration 23Q (161.813985 sec): 3 clusters Score: Raw -88368.017813 + Penalty 2255.886768 = -86112.131045 nChanged 3 SP:Iteration 24Q (161.854791 sec): 3 clusters Score: Raw -88374.273317 + Penalty 2255.886768 = -86118.386549 nChanged 8 SP:Iteration 25Q (161.900872 sec): 3 clusters Score: Raw -88382.388148 + Penalty 2255.886768 = -86126.501380 nChanged 6 SP:Iteration 26Q (161.956525 sec): 3 clusters Score: Raw -88393.231032 + Penalty 2255.886768 = -86137.344264 nChanged 11 SP:Iteration 27Q (162.001837 sec): 3 clusters Score: Raw -88401.879297 + Penalty 2255.886768 = -86145.992529 nChanged 5 SP:Iteration 28Q (162.039397 sec): 3 clusters Score: Raw -88406.452420 + Penalty 2255.886768 = -86150.565653 nChanged 3 SP:Iteration 29Q (162.093618 sec): 3 clusters Score: Raw -88409.718645 + Penalty 2255.886768 = -86153.831877 nChanged 2 SP:Iteration 30Q (162.137539 sec): 3 clusters Score: Raw -88411.276864 + Penalty 2255.886768 = -86155.390096 nChanged 1 SP:Iteration 31Q (162.188382 sec): 3 clusters Score: Raw -88411.626926 + Penalty 2255.886768 = -86155.740158 nChanged 0 SP:Iteration 32F (162.237433 sec): 3 clusters Score: Raw -88411.626926 + Penalty 2255.886768 = -86155.740158 nChanged 0 Trying to split cluster 8 (8742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (162.273847 sec): 2 clusters Score: Raw -847545.012183 + Penalty 1474.832820 = -846070.179363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (162.326437 sec): 3 clusters Score: Raw -842589.988743 + Penalty 2949.665640 = -839640.323103 nChanged 3762 SP:Iteration 1F (162.397054 sec): 3 clusters Score: Raw -844590.532948 + Penalty 2949.665640 = -841640.867308 nChanged 565 SP:Iteration 2F (162.462413 sec): 3 clusters Score: Raw -844843.629434 + Penalty 2949.665640 = -841893.963794 nChanged 446 SP:Iteration 3F (162.524659 sec): 3 clusters Score: Raw -845029.700693 + Penalty 2949.665640 = -842080.035053 nChanged 397 SP:Iteration 4Q (162.585864 sec): 3 clusters Score: Raw -845197.508918 + Penalty 2949.665640 = -842247.843278 nChanged 358 SP:Iteration 5Q (162.635493 sec): 3 clusters Score: Raw -845343.888639 + Penalty 2949.665640 = -842394.222999 nChanged 314 SP:Iteration 6Q (162.702551 sec): 3 clusters Score: Raw -845476.547451 + Penalty 2949.665640 = -842526.881811 nChanged 283 SP:Iteration 7Q (162.764238 sec): 3 clusters Score: Raw -845607.608879 + Penalty 2949.665640 = -842657.943240 nChanged 269 SP:Iteration 8Q (162.818049 sec): 3 clusters Score: Raw -845731.076128 + Penalty 2949.665640 = -842781.410489 nChanged 278 SP:Iteration 9Q (162.886207 sec): 3 clusters Score: Raw -845863.591673 + Penalty 2949.665640 = -842913.926034 nChanged 275 SP:Iteration 10Q (162.949283 sec): 3 clusters Score: Raw -845996.250898 + Penalty 2949.665640 = -843046.585258 nChanged 306 SP:Iteration 11Q (163.008483 sec): 3 clusters Score: Raw -846152.889594 + Penalty 2949.665640 = -843203.223955 nChanged 305 SP:Iteration 12Q (163.074494 sec): 3 clusters Score: Raw -846324.339650 + Penalty 2949.665640 = -843374.674011 nChanged 320 SP:Iteration 13Q (163.129281 sec): 3 clusters Score: Raw -846537.448683 + Penalty 2949.665640 = -843587.783044 nChanged 329 SP:Iteration 14Q (163.192577 sec): 3 clusters Score: Raw -846767.258061 + Penalty 2949.665640 = -843817.592422 nChanged 338 SP:Iteration 15Q (163.256138 sec): 3 clusters Score: Raw -846982.485622 + Penalty 2949.665640 = -844032.819982 nChanged 287 SP:Iteration 16Q (163.320253 sec): 3 clusters Score: Raw -847153.160847 + Penalty 2949.665640 = -844203.495207 nChanged 249 SP:Iteration 17Q (163.379534 sec): 3 clusters Score: Raw -847284.386651 + Penalty 2949.665640 = -844334.721012 nChanged 219 SP:Iteration 18Q (163.447484 sec): 3 clusters Score: Raw -847394.350805 + Penalty 2949.665640 = -844444.685166 nChanged 196 SP:Iteration 19Q (163.499931 sec): 3 clusters Score: Raw -847491.054374 + Penalty 2949.665640 = -844541.388735 nChanged 157 SP:Iteration 20F (163.565289 sec): 3 clusters Score: Raw -847561.561411 + Penalty 2949.665640 = -844611.895772 nChanged 146 SP:Iteration 21Q (163.626383 sec): 3 clusters Score: Raw -847626.202598 + Penalty 2949.665640 = -844676.536958 nChanged 126 SP:Iteration 22Q (163.691253 sec): 3 clusters Score: Raw -847686.938323 + Penalty 2949.665640 = -844737.272684 nChanged 130 SP:Iteration 23Q (163.751023 sec): 3 clusters Score: Raw -847750.905800 + Penalty 2949.665640 = -844801.240160 nChanged 120 SP:Iteration 24Q (163.815441 sec): 3 clusters Score: Raw -847814.773606 + Penalty 2949.665640 = -844865.107966 nChanged 135 SP:Iteration 25Q (163.871368 sec): 3 clusters Score: Raw -847883.440874 + Penalty 2949.665640 = -844933.775235 nChanged 120 SP:Iteration 26Q (163.932592 sec): 3 clusters Score: Raw -847945.869390 + Penalty 2949.665640 = -844996.203750 nChanged 113 SP:Iteration 27Q (163.988353 sec): 3 clusters Score: Raw -848002.387484 + Penalty 2949.665640 = -845052.721844 nChanged 112 SP:Iteration 28Q (164.051337 sec): 3 clusters Score: Raw -848053.709426 + Penalty 2949.665640 = -845104.043787 nChanged 88 SP:Iteration 29Q (164.117635 sec): 3 clusters Score: Raw -848090.556050 + Penalty 2949.665640 = -845140.890411 nChanged 63 SP:Iteration 30Q (164.175178 sec): 3 clusters Score: Raw -848111.673086 + Penalty 2949.665640 = -845162.007446 nChanged 43 SP:Iteration 31Q (164.233100 sec): 3 clusters Score: Raw -848125.040042 + Penalty 2949.665640 = -845175.374403 nChanged 44 SP:Iteration 32Q (164.292169 sec): 3 clusters Score: Raw -848135.634660 + Penalty 2949.665640 = -845185.969020 nChanged 37 SP:Iteration 33Q (164.356215 sec): 3 clusters Score: Raw -848142.247049 + Penalty 2949.665640 = -845192.581410 nChanged 17 SP:Iteration 34Q (164.406770 sec): 3 clusters Score: Raw -848145.691268 + Penalty 2949.665640 = -845196.025628 nChanged 23 SP:Iteration 35Q (164.472242 sec): 3 clusters Score: Raw -848150.771920 + Penalty 2949.665640 = -845201.106280 nChanged 16 SP:Iteration 36Q (164.527805 sec): 3 clusters Score: Raw -848153.216105 + Penalty 2949.665640 = -845203.550466 nChanged 8 SP:Iteration 37Q (164.595930 sec): 3 clusters Score: Raw -848153.884580 + Penalty 2949.665640 = -845204.218940 nChanged 5 SP:Iteration 38Q (164.648164 sec): 3 clusters Score: Raw -848154.482816 + Penalty 2949.665640 = -845204.817177 nChanged 2 SP:Iteration 39Q (164.713958 sec): 3 clusters Score: Raw -848154.697124 + Penalty 2949.665640 = -845205.031484 nChanged 2 SP:Iteration 40F (164.776026 sec): 3 clusters Score: Raw -848154.884535 + Penalty 2949.665640 = -845205.218895 nChanged 2 SP:Iteration 41Q (164.839950 sec): 3 clusters Score: Raw -848155.097366 + Penalty 2949.665640 = -845205.431726 nChanged 2 SP:Iteration 42Q (164.907862 sec): 3 clusters Score: Raw -848155.410483 + Penalty 2949.665640 = -845205.744844 nChanged 3 SP:Iteration 43Q (164.969371 sec): 3 clusters Score: Raw -848155.695414 + Penalty 2949.665640 = -845206.029774 nChanged 2 SP:Iteration 44Q (165.014453 sec): 3 clusters Score: Raw -848155.959500 + Penalty 2949.665640 = -845206.293860 nChanged 1 SP:Iteration 45Q (165.082405 sec): 3 clusters Score: Raw -848156.008327 + Penalty 2949.665640 = -845206.342688 nChanged 2 SP:Iteration 46Q (165.145343 sec): 3 clusters Score: Raw -848156.223811 + Penalty 2949.665640 = -845206.558172 nChanged 1 SP:Iteration 47Q (165.204491 sec): 3 clusters Score: Raw -848156.321800 + Penalty 2949.665640 = -845206.656160 nChanged 1 SP:Iteration 48Q (165.257075 sec): 3 clusters Score: Raw -848156.536206 + Penalty 2949.665640 = -845206.870567 nChanged 1 SP:Iteration 49Q (165.327108 sec): 3 clusters Score: Raw -848156.656586 + Penalty 2949.665640 = -845206.990947 nChanged 0 SP:Iteration 50F (165.382192 sec): 3 clusters Score: Raw -848156.656586 + Penalty 2949.665640 = -845206.990947 nChanged 0 Trying to split cluster 9 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.403149 sec): 2 clusters Score: Raw -86677.558059 + Penalty 1133.656561 = -85543.901498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.460286 sec): 3 clusters Score: Raw -86339.279251 + Penalty 2267.313123 = -84071.966128 nChanged 336 SP:Iteration 1F (165.499969 sec): 3 clusters Score: Raw -86722.244821 + Penalty 2267.313123 = -84454.931699 nChanged 87 SP:Iteration 2F (165.562381 sec): 3 clusters Score: Raw -86830.790132 + Penalty 2267.313123 = -84563.477009 nChanged 50 SP:Iteration 3Q (165.609617 sec): 3 clusters Score: Raw -86930.336729 + Penalty 2267.313123 = -84663.023606 nChanged 48 SP:Iteration 4Q (165.654481 sec): 3 clusters Score: Raw -86996.319843 + Penalty 2267.313123 = -84729.006720 nChanged 47 SP:Iteration 5Q (165.694061 sec): 3 clusters Score: Raw -87067.246234 + Penalty 2267.313123 = -84799.933111 nChanged 35 SP:Iteration 6Q (165.746020 sec): 3 clusters Score: Raw -87112.160031 + Penalty 2267.313123 = -84844.846908 nChanged 26 SP:Iteration 7Q (165.784346 sec): 3 clusters Score: Raw -87165.109905 + Penalty 2267.313123 = -84897.796782 nChanged 25 SP:Iteration 8Q (165.836534 sec): 3 clusters Score: Raw -87219.575244 + Penalty 2267.313123 = -84952.262121 nChanged 26 SP:Iteration 9Q (165.880321 sec): 3 clusters Score: Raw -87259.916304 + Penalty 2267.313123 = -84992.603181 nChanged 23 SP:Iteration 10Q (165.927743 sec): 3 clusters Score: Raw -87297.363607 + Penalty 2267.313123 = -85030.050484 nChanged 18 SP:Iteration 11Q (165.965679 sec): 3 clusters Score: Raw -87320.173457 + Penalty 2267.313123 = -85052.860334 nChanged 13 SP:Iteration 12Q (166.018789 sec): 3 clusters Score: Raw -87339.407944 + Penalty 2267.313123 = -85072.094821 nChanged 16 SP:Iteration 13Q (166.066159 sec): 3 clusters Score: Raw -87369.080564 + Penalty 2267.313123 = -85101.767441 nChanged 17 SP:Iteration 14Q (166.105548 sec): 3 clusters Score: Raw -87394.516830 + Penalty 2267.313123 = -85127.203707 nChanged 17 SP:Iteration 15Q (166.160734 sec): 3 clusters Score: Raw -87417.953902 + Penalty 2267.313123 = -85150.640780 nChanged 11 SP:Iteration 16Q (166.210436 sec): 3 clusters Score: Raw -87429.929222 + Penalty 2267.313123 = -85162.616099 nChanged 10 SP:Iteration 17Q (166.249731 sec): 3 clusters Score: Raw -87438.147847 + Penalty 2267.313123 = -85170.834724 nChanged 15 SP:Iteration 18Q (166.307105 sec): 3 clusters Score: Raw -87452.461448 + Penalty 2267.313123 = -85185.148325 nChanged 9 SP:Iteration 19Q (166.352557 sec): 3 clusters Score: Raw -87460.703022 + Penalty 2267.313123 = -85193.389900 nChanged 6 SP:Iteration 20F (166.405639 sec): 3 clusters Score: Raw -87470.309931 + Penalty 2267.313123 = -85202.996808 nChanged 10 SP:Iteration 21Q (166.448455 sec): 3 clusters Score: Raw -87486.234650 + Penalty 2267.313123 = -85218.921527 nChanged 14 SP:Iteration 22Q (166.498670 sec): 3 clusters Score: Raw -87501.744906 + Penalty 2267.313123 = -85234.431784 nChanged 17 SP:Iteration 23Q (166.546197 sec): 3 clusters Score: Raw -87530.037145 + Penalty 2267.313123 = -85262.724022 nChanged 16 SP:Iteration 24Q (166.592755 sec): 3 clusters Score: Raw -87566.592418 + Penalty 2267.313123 = -85299.279295 nChanged 20 SP:Iteration 25Q (166.646742 sec): 3 clusters Score: Raw -87601.439193 + Penalty 2267.313123 = -85334.126070 nChanged 17 SP:Iteration 26Q (166.693731 sec): 3 clusters Score: Raw -87627.798631 + Penalty 2267.313123 = -85360.485508 nChanged 10 SP:Iteration 27Q (166.736797 sec): 3 clusters Score: Raw -87647.372326 + Penalty 2267.313123 = -85380.059203 nChanged 10 SP:Iteration 28Q (166.790069 sec): 3 clusters Score: Raw -87662.085311 + Penalty 2267.313123 = -85394.772188 nChanged 6 SP:Iteration 29Q (166.832045 sec): 3 clusters Score: Raw -87673.144201 + Penalty 2267.313123 = -85405.831078 nChanged 4 SP:Iteration 30Q (166.879964 sec): 3 clusters Score: Raw -87675.082032 + Penalty 2267.313123 = -85407.768909 nChanged 0 SP:Iteration 31F (166.933901 sec): 3 clusters Score: Raw -87675.082032 + Penalty 2267.313123 = -85407.768909 nChanged 0 Trying to split cluster 10 (4383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.958339 sec): 2 clusters Score: Raw -403393.767116 + Penalty 1362.641914 = -402031.125202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.017860 sec): 3 clusters Score: Raw -401123.758066 + Penalty 2725.283828 = -398398.474238 nChanged 1772 SP:Iteration 1F (167.064508 sec): 3 clusters Score: Raw -402181.536376 + Penalty 2725.283828 = -399456.252548 nChanged 410 SP:Iteration 2F (167.121514 sec): 3 clusters Score: Raw -402534.682268 + Penalty 2725.283828 = -399809.398441 nChanged 353 SP:Iteration 3F (167.171652 sec): 3 clusters Score: Raw -402871.733044 + Penalty 2725.283828 = -400146.449216 nChanged 311 SP:Iteration 4F (167.224923 sec): 3 clusters Score: Raw -403138.983438 + Penalty 2725.283828 = -400413.699610 nChanged 240 SP:Iteration 5F (167.276880 sec): 3 clusters Score: Raw -403331.758628 + Penalty 2725.283828 = -400606.474800 nChanged 177 SP:Iteration 6Q (167.329073 sec): 3 clusters Score: Raw -403457.323902 + Penalty 2725.283828 = -400732.040074 nChanged 139 SP:Iteration 7Q (167.387681 sec): 3 clusters Score: Raw -403548.026336 + Penalty 2725.283828 = -400822.742508 nChanged 118 SP:Iteration 8Q (167.433098 sec): 3 clusters Score: Raw -403617.008276 + Penalty 2725.283828 = -400891.724448 nChanged 96 SP:Iteration 9Q (167.489708 sec): 3 clusters Score: Raw -403663.491233 + Penalty 2725.283828 = -400938.207405 nChanged 55 SP:Iteration 10Q (167.542779 sec): 3 clusters Score: Raw -403688.890323 + Penalty 2725.283828 = -400963.606496 nChanged 43 SP:Iteration 11Q (167.604772 sec): 3 clusters Score: Raw -403710.066291 + Penalty 2725.283828 = -400984.782463 nChanged 32 SP:Iteration 12Q (167.653380 sec): 3 clusters Score: Raw -403723.619520 + Penalty 2725.283828 = -400998.335693 nChanged 22 SP:Iteration 13Q (167.704042 sec): 3 clusters Score: Raw -403731.557138 + Penalty 2725.283828 = -401006.273311 nChanged 15 SP:Iteration 14Q (167.755415 sec): 3 clusters Score: Raw -403735.134059 + Penalty 2725.283828 = -401009.850231 nChanged 12 SP:Iteration 15Q (167.798074 sec): 3 clusters Score: Raw -403737.932393 + Penalty 2725.283828 = -401012.648566 nChanged 8 SP:Iteration 16Q (167.855146 sec): 3 clusters Score: Raw -403740.186621 + Penalty 2725.283828 = -401014.902794 nChanged 4 SP:Iteration 17Q (167.913875 sec): 3 clusters Score: Raw -403741.949667 + Penalty 2725.283828 = -401016.665840 nChanged 3 SP:Iteration 18Q (167.964448 sec): 3 clusters Score: Raw -403742.699178 + Penalty 2725.283828 = -401017.415350 nChanged 4 SP:Iteration 19Q (168.014666 sec): 3 clusters Score: Raw -403743.721055 + Penalty 2725.283828 = -401018.437227 nChanged 4 SP:Iteration 20F (168.060778 sec): 3 clusters Score: Raw -403744.712708 + Penalty 2725.283828 = -401019.428880 nChanged 3 SP:Iteration 21Q (168.117471 sec): 3 clusters Score: Raw -403745.838405 + Penalty 2725.283828 = -401020.554578 nChanged 3 SP:Iteration 22Q (168.177229 sec): 3 clusters Score: Raw -403747.758961 + Penalty 2725.283828 = -401022.475133 nChanged 6 SP:Iteration 23Q (168.233917 sec): 3 clusters Score: Raw -403750.857783 + Penalty 2725.283828 = -401025.573956 nChanged 9 SP:Iteration 24Q (168.280094 sec): 3 clusters Score: Raw -403754.899830 + Penalty 2725.283828 = -401029.616003 nChanged 5 SP:Iteration 25Q (168.330052 sec): 3 clusters Score: Raw -403756.813767 + Penalty 2725.283828 = -401031.529939 nChanged 4 SP:Iteration 26Q (168.389223 sec): 3 clusters Score: Raw -403758.188395 + Penalty 2725.283828 = -401032.904567 nChanged 2 SP:Iteration 27Q (168.436700 sec): 3 clusters Score: Raw -403759.165931 + Penalty 2725.283828 = -401033.882104 nChanged 5 SP:Iteration 28Q (168.500597 sec): 3 clusters Score: Raw -403760.812403 + Penalty 2725.283828 = -401035.528575 nChanged 3 SP:Iteration 29Q (168.551722 sec): 3 clusters Score: Raw -403761.778743 + Penalty 2725.283828 = -401036.494915 nChanged 3 SP:Iteration 30Q (168.594999 sec): 3 clusters Score: Raw -403762.689202 + Penalty 2725.283828 = -401037.405375 nChanged 4 SP:Iteration 31Q (168.650157 sec): 3 clusters Score: Raw -403765.381933 + Penalty 2725.283828 = -401040.098105 nChanged 4 SP:Iteration 32Q (168.710542 sec): 3 clusters Score: Raw -403766.634624 + Penalty 2725.283828 = -401041.350796 nChanged 1 SP:Iteration 33Q (168.764912 sec): 3 clusters Score: Raw -403766.683197 + Penalty 2725.283828 = -401041.399369 nChanged 0 SP:Iteration 34F (168.817117 sec): 3 clusters Score: Raw -403766.683197 + Penalty 2725.283828 = -401041.399369 nChanged 0 Trying to split cluster 11 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.842608 sec): 2 clusters Score: Raw -188191.785906 + Penalty 1245.303746 = -186946.482160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.888669 sec): 3 clusters Score: Raw -187258.668373 + Penalty 2490.607491 = -184768.060882 nChanged 765 SP:Iteration 1F (168.936774 sec): 3 clusters Score: Raw -187731.446332 + Penalty 2490.607491 = -185240.838841 nChanged 180 SP:Iteration 2F (168.972190 sec): 3 clusters Score: Raw -187880.308227 + Penalty 2490.607491 = -185389.700736 nChanged 112 SP:Iteration 3F (169.027671 sec): 3 clusters Score: Raw -187966.069365 + Penalty 2490.607491 = -185475.461874 nChanged 85 SP:Iteration 4Q (169.069223 sec): 3 clusters Score: Raw -188042.304955 + Penalty 2490.607491 = -185551.697464 nChanged 70 SP:Iteration 5Q (169.121803 sec): 3 clusters Score: Raw -188086.879285 + Penalty 2490.607491 = -185596.271794 nChanged 57 SP:Iteration 6Q (169.160468 sec): 3 clusters Score: Raw -188123.778041 + Penalty 2490.607491 = -185633.170550 nChanged 60 SP:Iteration 7Q (169.216910 sec): 3 clusters Score: Raw -188162.624293 + Penalty 2490.607491 = -185672.016802 nChanged 55 SP:Iteration 8Q (169.261179 sec): 3 clusters Score: Raw -188196.151691 + Penalty 2490.607491 = -185705.544200 nChanged 47 SP:Iteration 9Q (169.322350 sec): 3 clusters Score: Raw -188226.453117 + Penalty 2490.607491 = -185735.845626 nChanged 53 SP:Iteration 10Q (169.362466 sec): 3 clusters Score: Raw -188261.847658 + Penalty 2490.607491 = -185771.240167 nChanged 58 SP:Iteration 11Q (169.415773 sec): 3 clusters Score: Raw -188307.771739 + Penalty 2490.607491 = -185817.164248 nChanged 56 SP:Iteration 12Q (169.472496 sec): 3 clusters Score: Raw -188349.945361 + Penalty 2490.607491 = -185859.337870 nChanged 44 SP:Iteration 13Q (169.520477 sec): 3 clusters Score: Raw -188387.757500 + Penalty 2490.607491 = -185897.150009 nChanged 42 SP:Iteration 14Q (169.573263 sec): 3 clusters Score: Raw -188423.885103 + Penalty 2490.607491 = -185933.277612 nChanged 38 SP:Iteration 15Q (169.621846 sec): 3 clusters Score: Raw -188446.938610 + Penalty 2490.607491 = -185956.331119 nChanged 32 SP:Iteration 16Q (169.672621 sec): 3 clusters Score: Raw -188467.595519 + Penalty 2490.607491 = -185976.988028 nChanged 17 SP:Iteration 17Q (169.709725 sec): 3 clusters Score: Raw -188481.401926 + Penalty 2490.607491 = -185990.794435 nChanged 11 SP:Iteration 18Q (169.764255 sec): 3 clusters Score: Raw -188492.274200 + Penalty 2490.607491 = -186001.666709 nChanged 14 SP:Iteration 19Q (169.811986 sec): 3 clusters Score: Raw -188501.617659 + Penalty 2490.607491 = -186011.010168 nChanged 8 SP:Iteration 20F (169.860358 sec): 3 clusters Score: Raw -188507.247855 + Penalty 2490.607491 = -186016.640364 nChanged 12 SP:Iteration 21Q (169.901892 sec): 3 clusters Score: Raw -188513.630421 + Penalty 2490.607491 = -186023.022930 nChanged 9 SP:Iteration 22Q (169.956775 sec): 3 clusters Score: Raw -188521.087497 + Penalty 2490.607491 = -186030.480006 nChanged 6 SP:Iteration 23Q (169.998701 sec): 3 clusters Score: Raw -188523.810738 + Penalty 2490.607491 = -186033.203247 nChanged 7 SP:Iteration 24Q (170.043125 sec): 3 clusters Score: Raw -188528.060244 + Penalty 2490.607491 = -186037.452753 nChanged 8 SP:Iteration 25Q (170.102759 sec): 3 clusters Score: Raw -188532.489270 + Penalty 2490.607491 = -186041.881779 nChanged 6 SP:Iteration 26Q (170.151333 sec): 3 clusters Score: Raw -188536.827989 + Penalty 2490.607491 = -186046.220498 nChanged 4 SP:Iteration 27Q (170.204564 sec): 3 clusters Score: Raw -188539.802833 + Penalty 2490.607491 = -186049.195342 nChanged 3 SP:Iteration 28Q (170.250779 sec): 3 clusters Score: Raw -188541.318576 + Penalty 2490.607491 = -186050.711085 nChanged 2 SP:Iteration 29Q (170.294645 sec): 3 clusters Score: Raw -188542.548515 + Penalty 2490.607491 = -186051.941024 nChanged 1 SP:Iteration 30Q (170.344181 sec): 3 clusters Score: Raw -188543.291045 + Penalty 2490.607491 = -186052.683554 nChanged 1 SP:Iteration 31Q (170.384987 sec): 3 clusters Score: Raw -188543.548386 + Penalty 2490.607491 = -186052.940894 nChanged 0 SP:Iteration 32F (170.435748 sec): 3 clusters Score: Raw -188543.548386 + Penalty 2490.607491 = -186052.940894 nChanged 0 Trying to split cluster 12 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.461489 sec): 2 clusters Score: Raw -35406.563859 + Penalty 978.021397 = -34428.542461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.514558 sec): 3 clusters Score: Raw -35385.563315 + Penalty 1956.042795 = -33429.520521 nChanged 98 SP:Iteration 1F (170.566035 sec): 3 clusters Score: Raw -35572.717828 + Penalty 1956.042795 = -33616.675033 nChanged 34 SP:Iteration 2F (170.611351 sec): 3 clusters Score: Raw -35647.603320 + Penalty 1956.042795 = -33691.560526 nChanged 21 SP:Iteration 3F (170.659376 sec): 3 clusters Score: Raw -35685.288140 + Penalty 1956.042795 = -33729.245345 nChanged 10 SP:Iteration 4Q (170.707134 sec): 3 clusters Score: Raw -35713.882836 + Penalty 1956.042795 = -33757.840042 nChanged 10 SP:Iteration 5Q (170.745581 sec): 3 clusters Score: Raw -35736.085973 + Penalty 1956.042795 = -33780.043178 nChanged 4 SP:Iteration 6Q (170.796213 sec): 3 clusters Score: Raw -35746.539717 + Penalty 1956.042795 = -33790.496922 nChanged 2 SP:Iteration 7Q (170.846744 sec): 3 clusters Score: Raw -35750.128518 + Penalty 1956.042795 = -33794.085724 nChanged 0 SP:Iteration 8F (170.894609 sec): 3 clusters Score: Raw -35750.128518 + Penalty 1956.042795 = -33794.085724 nChanged 0 Trying to split cluster 13 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.919434 sec): 2 clusters Score: Raw -41799.144045 + Penalty 1025.361720 = -40773.782324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.966231 sec): 3 clusters Score: Raw -41803.627437 + Penalty 2050.723440 = -39752.903997 nChanged 143 SP:Iteration 1F (171.023587 sec): 3 clusters Score: Raw -42073.166452 + Penalty 2050.723440 = -40022.443012 nChanged 46 SP:Iteration 2F (171.064792 sec): 3 clusters Score: Raw -42176.656485 + Penalty 2050.723440 = -40125.933045 nChanged 24 SP:Iteration 3Q (171.106678 sec): 3 clusters Score: Raw -42220.405430 + Penalty 2050.723440 = -40169.681990 nChanged 12 SP:Iteration 4Q (171.156888 sec): 3 clusters Score: Raw -42240.328179 + Penalty 2050.723440 = -40189.604739 nChanged 5 SP:Iteration 5Q (171.208779 sec): 3 clusters Score: Raw -42247.114776 + Penalty 2050.723440 = -40196.391336 nChanged 3 SP:Iteration 6Q (171.245100 sec): 3 clusters Score: Raw -42255.267637 + Penalty 2050.723440 = -40204.544197 nChanged 2 SP:Iteration 7Q (171.293904 sec): 3 clusters Score: Raw -42257.087973 + Penalty 2050.723440 = -40206.364532 nChanged 0 SP:Iteration 8F (171.333966 sec): 3 clusters Score: Raw -42257.087973 + Penalty 2050.723440 = -40206.364532 nChanged 0 Trying to split cluster 14 (3196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.353769 sec): 2 clusters Score: Raw -306828.998376 + Penalty 1311.318987 = -305517.679389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.413508 sec): 3 clusters Score: Raw -305268.220380 + Penalty 2622.637975 = -302645.582405 nChanged 1207 SP:Iteration 1F (171.464661 sec): 3 clusters Score: Raw -305924.588711 + Penalty 2622.637975 = -303301.950736 nChanged 242 SP:Iteration 2F (171.516328 sec): 3 clusters Score: Raw -306076.361828 + Penalty 2622.637975 = -303453.723853 nChanged 173 SP:Iteration 3F (171.570108 sec): 3 clusters Score: Raw -306173.482482 + Penalty 2622.637975 = -303550.844507 nChanged 126 SP:Iteration 4Q (171.620517 sec): 3 clusters Score: Raw -306239.693277 + Penalty 2622.637975 = -303617.055302 nChanged 103 SP:Iteration 5Q (171.669070 sec): 3 clusters Score: Raw -306292.695812 + Penalty 2622.637975 = -303670.057838 nChanged 88 SP:Iteration 6Q (171.717756 sec): 3 clusters Score: Raw -306338.088912 + Penalty 2622.637975 = -303715.450938 nChanged 81 SP:Iteration 7Q (171.771278 sec): 3 clusters Score: Raw -306376.101802 + Penalty 2622.637975 = -303753.463827 nChanged 63 SP:Iteration 8Q (171.826882 sec): 3 clusters Score: Raw -306403.968417 + Penalty 2622.637975 = -303781.330443 nChanged 53 SP:Iteration 9Q (171.869437 sec): 3 clusters Score: Raw -306429.927102 + Penalty 2622.637975 = -303807.289127 nChanged 61 SP:Iteration 10Q (171.925524 sec): 3 clusters Score: Raw -306452.597700 + Penalty 2622.637975 = -303829.959726 nChanged 39 SP:Iteration 11Q (171.971680 sec): 3 clusters Score: Raw -306470.773462 + Penalty 2622.637975 = -303848.135487 nChanged 46 SP:Iteration 12Q (172.021415 sec): 3 clusters Score: Raw -306493.228257 + Penalty 2622.637975 = -303870.590282 nChanged 55 SP:Iteration 13Q (172.071424 sec): 3 clusters Score: Raw -306520.903479 + Penalty 2622.637975 = -303898.265505 nChanged 60 SP:Iteration 14Q (172.128689 sec): 3 clusters Score: Raw -306553.144744 + Penalty 2622.637975 = -303930.506769 nChanged 66 SP:Iteration 15Q (172.178725 sec): 3 clusters Score: Raw -306588.320841 + Penalty 2622.637975 = -303965.682866 nChanged 64 SP:Iteration 16Q (172.221460 sec): 3 clusters Score: Raw -306621.799461 + Penalty 2622.637975 = -303999.161487 nChanged 60 SP:Iteration 17Q (172.280056 sec): 3 clusters Score: Raw -306663.229747 + Penalty 2622.637975 = -304040.591773 nChanged 67 SP:Iteration 18Q (172.321456 sec): 3 clusters Score: Raw -306705.020882 + Penalty 2622.637975 = -304082.382907 nChanged 62 SP:Iteration 19Q (172.370841 sec): 3 clusters Score: Raw -306739.932836 + Penalty 2622.637975 = -304117.294862 nChanged 47 SP:Iteration 20F (172.423259 sec): 3 clusters Score: Raw -306764.574579 + Penalty 2622.637975 = -304141.936604 nChanged 48 SP:Iteration 21Q (172.464185 sec): 3 clusters Score: Raw -306802.548296 + Penalty 2622.637975 = -304179.910321 nChanged 56 SP:Iteration 22Q (172.512217 sec): 3 clusters Score: Raw -306843.085377 + Penalty 2622.637975 = -304220.447402 nChanged 53 SP:Iteration 23Q (172.563144 sec): 3 clusters Score: Raw -306874.707804 + Penalty 2622.637975 = -304252.069829 nChanged 52 SP:Iteration 24Q (172.620787 sec): 3 clusters Score: Raw -306909.637192 + Penalty 2622.637975 = -304286.999217 nChanged 40 SP:Iteration 25Q (172.672070 sec): 3 clusters Score: Raw -306929.836076 + Penalty 2622.637975 = -304307.198101 nChanged 36 SP:Iteration 26Q (172.711794 sec): 3 clusters Score: Raw -306952.229566 + Penalty 2622.637975 = -304329.591591 nChanged 33 SP:Iteration 27Q (172.769357 sec): 3 clusters Score: Raw -306972.161127 + Penalty 2622.637975 = -304349.523152 nChanged 28 SP:Iteration 28Q (172.819302 sec): 3 clusters Score: Raw -306985.799574 + Penalty 2622.637975 = -304363.161599 nChanged 23 SP:Iteration 29Q (172.871962 sec): 3 clusters Score: Raw -306996.359354 + Penalty 2622.637975 = -304373.721380 nChanged 14 SP:Iteration 30Q (172.924731 sec): 3 clusters Score: Raw -307002.902824 + Penalty 2622.637975 = -304380.264849 nChanged 12 SP:Iteration 31Q (172.962403 sec): 3 clusters Score: Raw -307007.235106 + Penalty 2622.637975 = -304384.597132 nChanged 9 SP:Iteration 32Q (173.012620 sec): 3 clusters Score: Raw -307010.334458 + Penalty 2622.637975 = -304387.696484 nChanged 6 SP:Iteration 33Q (173.062947 sec): 3 clusters Score: Raw -307011.616138 + Penalty 2622.637975 = -304388.978163 nChanged 2 SP:Iteration 34Q (173.128986 sec): 3 clusters Score: Raw -307012.169719 + Penalty 2622.637975 = -304389.531744 nChanged 3 SP:Iteration 35Q (173.177399 sec): 3 clusters Score: Raw -307013.543669 + Penalty 2622.637975 = -304390.905694 nChanged 3 SP:Iteration 36Q (173.227286 sec): 3 clusters Score: Raw -307014.251878 + Penalty 2622.637975 = -304391.613903 nChanged 3 SP:Iteration 37Q (173.284169 sec): 3 clusters Score: Raw -307015.124623 + Penalty 2622.637975 = -304392.486648 nChanged 1 SP:Iteration 38Q (173.339083 sec): 3 clusters Score: Raw -307015.578869 + Penalty 2622.637975 = -304392.940894 nChanged 0 SP:Iteration 39F (173.386699 sec): 3 clusters Score: Raw -307015.578869 + Penalty 2622.637975 = -304392.940894 nChanged 0 Trying to split cluster 15 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.412857 sec): 2 clusters Score: Raw -36401.991374 + Penalty 1026.539262 = -35375.452113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.474644 sec): 3 clusters Score: Raw -36420.715105 + Penalty 2053.078523 = -34367.636582 nChanged 175 SP:Iteration 1F (173.510512 sec): 3 clusters Score: Raw -36798.209135 + Penalty 2053.078523 = -34745.130612 nChanged 72 SP:Iteration 2F (173.554241 sec): 3 clusters Score: Raw -36963.018802 + Penalty 2053.078523 = -34909.940279 nChanged 30 SP:Iteration 3F (173.604464 sec): 3 clusters Score: Raw -37056.261895 + Penalty 2053.078523 = -35003.183372 nChanged 20 SP:Iteration 4Q (173.638712 sec): 3 clusters Score: Raw -37124.861836 + Penalty 2053.078523 = -35071.783313 nChanged 10 SP:Iteration 5Q (173.681446 sec): 3 clusters Score: Raw -37155.652215 + Penalty 2053.078523 = -35102.573692 nChanged 3 SP:Iteration 6Q (173.730938 sec): 3 clusters Score: Raw -37179.237637 + Penalty 2053.078523 = -35126.159114 nChanged 6 SP:Iteration 7Q (173.772740 sec): 3 clusters Score: Raw -37211.326299 + Penalty 2053.078523 = -35158.247776 nChanged 6 SP:Iteration 8Q (173.806531 sec): 3 clusters Score: Raw -37236.332035 + Penalty 2053.078523 = -35183.253511 nChanged 7 SP:Iteration 9Q (173.853461 sec): 3 clusters Score: Raw -37263.492194 + Penalty 2053.078523 = -35210.413671 nChanged 4 SP:Iteration 10Q (173.898272 sec): 3 clusters Score: Raw -37276.158053 + Penalty 2053.078523 = -35223.079530 nChanged 2 SP:Iteration 11Q (173.939082 sec): 3 clusters Score: Raw -37280.412093 + Penalty 2053.078523 = -35227.333570 nChanged 0 SP:Iteration 12F (173.982957 sec): 3 clusters Score: Raw -37305.275188 + Penalty 2053.078523 = -35252.196665 nChanged 2 SP:Iteration 13Q (174.024274 sec): 3 clusters Score: Raw -37365.454505 + Penalty 2053.078523 = -35312.375982 nChanged 6 SP:Iteration 14Q (174.068167 sec): 3 clusters Score: Raw -37375.434234 + Penalty 2053.078523 = -35322.355711 nChanged 2 SP:Iteration 15Q (174.115068 sec): 3 clusters Score: Raw -37380.066826 + Penalty 2053.078523 = -35326.988303 nChanged 0 SP:Iteration 16F (174.151755 sec): 3 clusters Score: Raw -37380.066826 + Penalty 2053.078523 = -35326.988303 nChanged 0 Trying to split cluster 16 (1193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.178981 sec): 2 clusters Score: Raw -98121.742517 + Penalty 1151.186794 = -96970.555723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.236043 sec): 3 clusters Score: Raw -97701.579426 + Penalty 2302.373587 = -95399.205838 nChanged 383 SP:Iteration 1F (174.291927 sec): 3 clusters Score: Raw -98020.699359 + Penalty 2302.373587 = -95718.325772 nChanged 96 SP:Iteration 2F (174.333950 sec): 3 clusters Score: Raw -98140.078066 + Penalty 2302.373587 = -95837.704479 nChanged 57 SP:Iteration 3Q (174.379164 sec): 3 clusters Score: Raw -98224.625895 + Penalty 2302.373587 = -95922.252307 nChanged 55 SP:Iteration 4Q (174.434872 sec): 3 clusters Score: Raw -98312.699668 + Penalty 2302.373587 = -96010.326081 nChanged 57 SP:Iteration 5Q (174.477545 sec): 3 clusters Score: Raw -98397.501315 + Penalty 2302.373587 = -96095.127728 nChanged 45 SP:Iteration 6Q (174.525580 sec): 3 clusters Score: Raw -98471.715256 + Penalty 2302.373587 = -96169.341669 nChanged 45 SP:Iteration 7Q (174.585555 sec): 3 clusters Score: Raw -98548.783500 + Penalty 2302.373587 = -96246.409913 nChanged 40 SP:Iteration 8Q (174.633578 sec): 3 clusters Score: Raw -98624.214845 + Penalty 2302.373587 = -96321.841257 nChanged 34 SP:Iteration 9Q (174.686191 sec): 3 clusters Score: Raw -98671.602994 + Penalty 2302.373587 = -96369.229407 nChanged 26 SP:Iteration 10Q (174.737005 sec): 3 clusters Score: Raw -98697.355145 + Penalty 2302.373587 = -96394.981557 nChanged 18 SP:Iteration 11Q (174.786091 sec): 3 clusters Score: Raw -98714.421095 + Penalty 2302.373587 = -96412.047508 nChanged 20 SP:Iteration 12Q (174.828871 sec): 3 clusters Score: Raw -98737.485222 + Penalty 2302.373587 = -96435.111635 nChanged 18 SP:Iteration 13Q (174.881212 sec): 3 clusters Score: Raw -98756.093438 + Penalty 2302.373587 = -96453.719851 nChanged 8 SP:Iteration 14Q (174.933177 sec): 3 clusters Score: Raw -98764.684664 + Penalty 2302.373587 = -96462.311077 nChanged 8 SP:Iteration 15Q (174.980380 sec): 3 clusters Score: Raw -98784.386541 + Penalty 2302.373587 = -96482.012954 nChanged 17 SP:Iteration 16Q (175.027040 sec): 3 clusters Score: Raw -98818.524750 + Penalty 2302.373587 = -96516.151163 nChanged 16 SP:Iteration 17Q (175.074154 sec): 3 clusters Score: Raw -98843.222283 + Penalty 2302.373587 = -96540.848696 nChanged 18 SP:Iteration 18Q (175.117840 sec): 3 clusters Score: Raw -98866.966654 + Penalty 2302.373587 = -96564.593067 nChanged 18 SP:Iteration 19Q (175.173321 sec): 3 clusters Score: Raw -98889.069953 + Penalty 2302.373587 = -96586.696366 nChanged 19 SP:Iteration 20F (175.223138 sec): 3 clusters Score: Raw -98915.828565 + Penalty 2302.373587 = -96613.454978 nChanged 22 SP:Iteration 21Q (175.276019 sec): 3 clusters Score: Raw -98950.413105 + Penalty 2302.373587 = -96648.039518 nChanged 14 SP:Iteration 22Q (175.309622 sec): 3 clusters Score: Raw -98973.571829 + Penalty 2302.373587 = -96671.198242 nChanged 8 SP:Iteration 23Q (175.353390 sec): 3 clusters Score: Raw -98981.376164 + Penalty 2302.373587 = -96679.002577 nChanged 5 SP:Iteration 24Q (175.397784 sec): 3 clusters Score: Raw -98986.263612 + Penalty 2302.373587 = -96683.890025 nChanged 1 SP:Iteration 25Q (175.454473 sec): 3 clusters Score: Raw -98986.917547 + Penalty 2302.373587 = -96684.543960 nChanged 2 SP:Iteration 26Q (175.508004 sec): 3 clusters Score: Raw -98990.714979 + Penalty 2302.373587 = -96688.341392 nChanged 3 SP:Iteration 27Q (175.546592 sec): 3 clusters Score: Raw -98993.320384 + Penalty 2302.373587 = -96690.946797 nChanged 3 SP:Iteration 28Q (175.583301 sec): 3 clusters Score: Raw -98994.819341 + Penalty 2302.373587 = -96692.445754 nChanged 2 SP:Iteration 29Q (175.639563 sec): 3 clusters Score: Raw -98996.132243 + Penalty 2302.373587 = -96693.758656 nChanged 4 SP:Iteration 30Q (175.676848 sec): 3 clusters Score: Raw -98998.075248 + Penalty 2302.373587 = -96695.701661 nChanged 0 SP:Iteration 31F (175.733983 sec): 3 clusters Score: Raw -98998.075248 + Penalty 2302.373587 = -96695.701661 nChanged 0 Trying to split cluster 17 (10846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.775923 sec): 2 clusters Score: Raw -1056314.726752 + Penalty 1509.877139 = -1054804.849612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.840225 sec): 3 clusters Score: Raw -1050064.874697 + Penalty 3019.754279 = -1047045.120418 nChanged 4769 SP:Iteration 1F (175.900586 sec): 3 clusters Score: Raw -1052624.010273 + Penalty 3019.754279 = -1049604.255994 nChanged 643 SP:Iteration 2F (175.958798 sec): 3 clusters Score: Raw -1052885.595487 + Penalty 3019.754279 = -1049865.841208 nChanged 524 SP:Iteration 3Q (176.028530 sec): 3 clusters Score: Raw -1053103.004752 + Penalty 3019.754279 = -1050083.250473 nChanged 475 SP:Iteration 4Q (176.096572 sec): 3 clusters Score: Raw -1053315.351933 + Penalty 3019.754279 = -1050295.597654 nChanged 457 SP:Iteration 5Q (176.157896 sec): 3 clusters Score: Raw -1053545.413026 + Penalty 3019.754279 = -1050525.658747 nChanged 473 SP:Iteration 6Q (176.235712 sec): 3 clusters Score: Raw -1053822.648986 + Penalty 3019.754279 = -1050802.894707 nChanged 535 SP:Iteration 7Q (176.304646 sec): 3 clusters Score: Raw -1054178.138832 + Penalty 3019.754279 = -1051158.384553 nChanged 589 SP:Iteration 8F (176.366983 sec): 3 clusters Score: Raw -1054624.189276 + Penalty 3019.754279 = -1051604.434997 nChanged 575 SP:Iteration 9F (176.422445 sec): 3 clusters Score: Raw -1055116.137971 + Penalty 3019.754279 = -1052096.383693 nChanged 485 SP:Iteration 10Q (176.482410 sec): 3 clusters Score: Raw -1055510.237396 + Penalty 3019.754279 = -1052490.483117 nChanged 388 SP:Iteration 11Q (176.557591 sec): 3 clusters Score: Raw -1055795.350008 + Penalty 3019.754279 = -1052775.595729 nChanged 260 SP:Iteration 12Q (176.623969 sec): 3 clusters Score: Raw -1055985.030904 + Penalty 3019.754279 = -1052965.276625 nChanged 203 SP:Iteration 13Q (176.686661 sec): 3 clusters Score: Raw -1056130.328396 + Penalty 3019.754279 = -1053110.574117 nChanged 143 SP:Iteration 14Q (176.746143 sec): 3 clusters Score: Raw -1056242.360418 + Penalty 3019.754279 = -1053222.606139 nChanged 130 SP:Iteration 15Q (176.817605 sec): 3 clusters Score: Raw -1056334.494142 + Penalty 3019.754279 = -1053314.739863 nChanged 97 SP:Iteration 16Q (176.879367 sec): 3 clusters Score: Raw -1056398.998500 + Penalty 3019.754279 = -1053379.244221 nChanged 86 SP:Iteration 17Q (176.930365 sec): 3 clusters Score: Raw -1056453.592690 + Penalty 3019.754279 = -1053433.838411 nChanged 60 SP:Iteration 18Q (176.998067 sec): 3 clusters Score: Raw -1056493.856365 + Penalty 3019.754279 = -1053474.102087 nChanged 53 SP:Iteration 19Q (177.056811 sec): 3 clusters Score: Raw -1056528.947718 + Penalty 3019.754279 = -1053509.193439 nChanged 51 SP:Iteration 20F (177.124931 sec): 3 clusters Score: Raw -1056556.515806 + Penalty 3019.754279 = -1053536.761527 nChanged 41 SP:Iteration 21Q (177.196293 sec): 3 clusters Score: Raw -1056574.035141 + Penalty 3019.754279 = -1053554.280862 nChanged 29 SP:Iteration 22Q (177.262402 sec): 3 clusters Score: Raw -1056590.189245 + Penalty 3019.754279 = -1053570.434966 nChanged 25 SP:Iteration 23Q (177.310361 sec): 3 clusters Score: Raw -1056602.555041 + Penalty 3019.754279 = -1053582.800762 nChanged 20 SP:Iteration 24Q (177.381106 sec): 3 clusters Score: Raw -1056615.688299 + Penalty 3019.754279 = -1053595.934020 nChanged 19 SP:Iteration 25Q (177.438470 sec): 3 clusters Score: Raw -1056626.026690 + Penalty 3019.754279 = -1053606.272411 nChanged 16 SP:Iteration 26Q (177.501015 sec): 3 clusters Score: Raw -1056632.403198 + Penalty 3019.754279 = -1053612.648919 nChanged 15 SP:Iteration 27Q (177.560272 sec): 3 clusters Score: Raw -1056639.900590 + Penalty 3019.754279 = -1053620.146311 nChanged 15 SP:Iteration 28Q (177.632125 sec): 3 clusters Score: Raw -1056648.421584 + Penalty 3019.754279 = -1053628.667305 nChanged 13 SP:Iteration 29Q (177.690255 sec): 3 clusters Score: Raw -1056653.965271 + Penalty 3019.754279 = -1053634.210992 nChanged 13 SP:Iteration 30Q (177.757751 sec): 3 clusters Score: Raw -1056659.731892 + Penalty 3019.754279 = -1053639.977613 nChanged 13 SP:Iteration 31Q (177.819257 sec): 3 clusters Score: Raw -1056665.659709 + Penalty 3019.754279 = -1053645.905430 nChanged 9 SP:Iteration 32Q (177.877382 sec): 3 clusters Score: Raw -1056671.594818 + Penalty 3019.754279 = -1053651.840539 nChanged 13 SP:Iteration 33Q (177.929608 sec): 3 clusters Score: Raw -1056676.980570 + Penalty 3019.754279 = -1053657.226292 nChanged 9 SP:Iteration 34Q (177.988853 sec): 3 clusters Score: Raw -1056680.990322 + Penalty 3019.754279 = -1053661.236043 nChanged 7 SP:Iteration 35Q (178.055004 sec): 3 clusters Score: Raw -1056683.144035 + Penalty 3019.754279 = -1053663.389756 nChanged 4 SP:Iteration 36Q (178.117817 sec): 3 clusters Score: Raw -1056684.699827 + Penalty 3019.754279 = -1053664.945548 nChanged 5 SP:Iteration 37Q (178.176251 sec): 3 clusters Score: Raw -1056687.457145 + Penalty 3019.754279 = -1053667.702866 nChanged 7 SP:Iteration 38Q (178.226581 sec): 3 clusters Score: Raw -1056691.251064 + Penalty 3019.754279 = -1053671.496785 nChanged 9 SP:Iteration 39Q (178.288492 sec): 3 clusters Score: Raw -1056696.297714 + Penalty 3019.754279 = -1053676.543435 nChanged 9 SP:Iteration 40F (178.357843 sec): 3 clusters Score: Raw -1056702.382666 + Penalty 3019.754279 = -1053682.628387 nChanged 8 SP:Iteration 41Q (178.421185 sec): 3 clusters Score: Raw -1056706.322856 + Penalty 3019.754279 = -1053686.568577 nChanged 7 SP:Iteration 42Q (178.471641 sec): 3 clusters Score: Raw -1056708.873681 + Penalty 3019.754279 = -1053689.119402 nChanged 6 SP:Iteration 43Q (178.538765 sec): 3 clusters Score: Raw -1056712.751067 + Penalty 3019.754279 = -1053692.996788 nChanged 6 SP:Iteration 44Q (178.603355 sec): 3 clusters Score: Raw -1056715.376581 + Penalty 3019.754279 = -1053695.622302 nChanged 8 SP:Iteration 45Q (178.668199 sec): 3 clusters Score: Raw -1056719.495940 + Penalty 3019.754279 = -1053699.741661 nChanged 7 SP:Iteration 46Q (178.733246 sec): 3 clusters Score: Raw -1056722.179090 + Penalty 3019.754279 = -1053702.424811 nChanged 1 SP:Iteration 47Q (178.794098 sec): 3 clusters Score: Raw -1056722.616757 + Penalty 3019.754279 = -1053702.862478 nChanged 2 SP:Iteration 48Q (178.848016 sec): 3 clusters Score: Raw -1056723.287058 + Penalty 3019.754279 = -1053703.532779 nChanged 0 SP:Iteration 49F (178.910872 sec): 3 clusters Score: Raw -1056723.287058 + Penalty 3019.754279 = -1053703.532779 nChanged 0 Time taken for this iteration:178.359614 seconds. 20->18 Clusters: Score -5307219.414333, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 58550 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 18 (342 points): Lose 344.097578 but Gain 1783.865910 Iteration 0F (180.116652 sec): 20 clusters Score: Raw -4874159.460289 + Penalty 33893.452289 = -4840266.007999 nChanged 55187 Deleting Class 19 (266 points): Lose 364.117889 but Gain 1783.865910 Iteration 1F (181.207268 sec): 19 clusters Score: Raw -5164226.569575 + Penalty 32109.586379 = -5132116.983196 nChanged 21175 Deleting Class 15 (527 points): Lose 743.839590 but Gain 1783.865910 Iteration 2F (182.265507 sec): 18 clusters Score: Raw -5216710.594022 + Penalty 30325.720469 = -5186384.873553 nChanged 11727 Deleting Class 1 (625 points): Lose 722.559260 but Gain 1783.865910 Iteration 3F (183.246615 sec): 17 clusters Score: Raw -5241252.871216 + Penalty 28541.854559 = -5212711.016656 nChanged 7026 Deleting Class 7 (438 points): Lose 1542.991727 but Gain 1783.865910 Iteration 4F (184.188797 sec): 16 clusters Score: Raw -5252080.568721 + Penalty 26757.988650 = -5225322.580071 nChanged 3830 Deleting Class 13 (377 points): Lose 1606.429271 but Gain 1783.865910 Iteration 5F (185.078348 sec): 15 clusters Score: Raw -5256406.123794 + Penalty 24974.122740 = -5231432.001055 nChanged 2826 Iteration 6Q (185.656612 sec): 15 clusters Score: Raw -5260587.372504 + Penalty 24974.122740 = -5235613.249764 nChanged 2246 Iteration 7Q (186.200160 sec): 15 clusters Score: Raw -5262885.399198 + Penalty 24974.122740 = -5237911.276458 nChanged 2258 Iteration 8Q (186.766701 sec): 15 clusters Score: Raw -5264962.822158 + Penalty 24974.122740 = -5239988.699419 nChanged 2342 Iteration 9Q (187.289199 sec): 15 clusters Score: Raw -5267157.155587 + Penalty 24974.122740 = -5242183.032847 nChanged 2665 Iteration 10Q (187.867425 sec): 15 clusters Score: Raw -5269935.817271 + Penalty 24974.122740 = -5244961.694532 nChanged 3048 Iteration 11F (188.708062 sec): 15 clusters Score: Raw -5274044.269932 + Penalty 24974.122740 = -5249070.147193 nChanged 3399 Iteration 12F (189.525879 sec): 15 clusters Score: Raw -5279246.786848 + Penalty 24974.122740 = -5254272.664109 nChanged 3136 Iteration 13F (190.355573 sec): 15 clusters Score: Raw -5283897.883349 + Penalty 24974.122740 = -5258923.760609 nChanged 2258 Iteration 14Q (190.893816 sec): 15 clusters Score: Raw -5286588.629317 + Penalty 24974.122740 = -5261614.506578 nChanged 1564 Iteration 15Q (191.438478 sec): 15 clusters Score: Raw -5287773.219566 + Penalty 24974.122740 = -5262799.096826 nChanged 1064 Iteration 16Q (192.001515 sec): 15 clusters Score: Raw -5288378.751015 + Penalty 24974.122740 = -5263404.628275 nChanged 804 Iteration 17Q (192.552026 sec): 15 clusters Score: Raw -5288773.383713 + Penalty 24974.122740 = -5263799.260974 nChanged 703 Iteration 18Q (193.086602 sec): 15 clusters Score: Raw -5289075.807414 + Penalty 24974.122740 = -5264101.684674 nChanged 583 Iteration 19Q (193.640916 sec): 15 clusters Score: Raw -5289333.975784 + Penalty 24974.122740 = -5264359.853044 nChanged 540 Writing temp clu file Because OldScore, -5264101.684674, is greater than current (better) Score,-5264359.853044 Compute initial score before splitting: Score: Raw -5289333.975784 + Penalty 24974.122740 = -5264359.853044 Trying to split cluster 2 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.690011 sec): 2 clusters Score: Raw -30086.009003 + Penalty 1014.044825 = -29071.964178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.732567 sec): 3 clusters Score: Raw -30069.797762 + Penalty 2028.089650 = -28041.708112 nChanged 152 SP:Iteration 1F (193.773382 sec): 3 clusters Score: Raw -30546.960038 + Penalty 2028.089650 = -28518.870388 nChanged 70 SP:Iteration 2F (193.821011 sec): 3 clusters Score: Raw -30936.783517 + Penalty 2028.089650 = -28908.693868 nChanged 42 SP:Iteration 3F (193.867198 sec): 3 clusters Score: Raw -31196.807095 + Penalty 2028.089650 = -29168.717445 nChanged 29 SP:Iteration 4F (193.911792 sec): 3 clusters Score: Raw -31315.582798 + Penalty 2028.089650 = -29287.493148 nChanged 8 SP:Iteration 5Q (193.959272 sec): 3 clusters Score: Raw -31349.005418 + Penalty 2028.089650 = -29320.915768 nChanged 3 SP:Iteration 6Q (193.994053 sec): 3 clusters Score: Raw -31356.244297 + Penalty 2028.089650 = -29328.154647 nChanged 3 SP:Iteration 7Q (194.049821 sec): 3 clusters Score: Raw -31361.114332 + Penalty 2028.089650 = -29333.024683 nChanged 0 SP:Iteration 8F (194.093393 sec): 3 clusters Score: Raw -31361.114332 + Penalty 2028.089650 = -29333.024683 nChanged 0 Score: Raw -5290761.251878 + Penalty 26757.988650 = -5264003.263228 Splitting cluster 2 changes total score from -5264359.853044 to -5264003.263228 So it's not getting split. Trying to split cluster 3 (1044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.004242 sec): 2 clusters Score: Raw -83542.774122 + Penalty 1129.507400 = -82413.266722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.044355 sec): 3 clusters Score: Raw -83234.980157 + Penalty 2259.014800 = -80975.965358 nChanged 292 SP:Iteration 1F (195.088543 sec): 3 clusters Score: Raw -83551.065683 + Penalty 2259.014800 = -81292.050883 nChanged 99 SP:Iteration 2F (195.136340 sec): 3 clusters Score: Raw -83680.042272 + Penalty 2259.014800 = -81421.027472 nChanged 67 SP:Iteration 3F (195.193464 sec): 3 clusters Score: Raw -83789.234392 + Penalty 2259.014800 = -81530.219592 nChanged 51 SP:Iteration 4Q (195.236636 sec): 3 clusters Score: Raw -83863.501811 + Penalty 2259.014800 = -81604.487012 nChanged 35 SP:Iteration 5Q (195.285044 sec): 3 clusters Score: Raw -83912.993367 + Penalty 2259.014800 = -81653.978568 nChanged 15 SP:Iteration 6Q (195.331906 sec): 3 clusters Score: Raw -83932.203538 + Penalty 2259.014800 = -81673.188738 nChanged 15 SP:Iteration 7Q (195.375558 sec): 3 clusters Score: Raw -83950.735253 + Penalty 2259.014800 = -81691.720454 nChanged 15 SP:Iteration 8Q (195.414785 sec): 3 clusters Score: Raw -83973.876628 + Penalty 2259.014800 = -81714.861828 nChanged 22 SP:Iteration 9Q (195.466479 sec): 3 clusters Score: Raw -84010.456825 + Penalty 2259.014800 = -81751.442025 nChanged 23 SP:Iteration 10Q (195.517158 sec): 3 clusters Score: Raw -84045.147462 + Penalty 2259.014800 = -81786.132662 nChanged 16 SP:Iteration 11Q (195.550763 sec): 3 clusters Score: Raw -84067.602450 + Penalty 2259.014800 = -81808.587650 nChanged 19 SP:Iteration 12Q (195.591095 sec): 3 clusters Score: Raw -84097.574476 + Penalty 2259.014800 = -81838.559676 nChanged 16 SP:Iteration 13Q (195.634164 sec): 3 clusters Score: Raw -84114.202674 + Penalty 2259.014800 = -81855.187875 nChanged 8 SP:Iteration 14Q (195.689224 sec): 3 clusters Score: Raw -84122.266311 + Penalty 2259.014800 = -81863.251511 nChanged 10 SP:Iteration 15Q (195.737825 sec): 3 clusters Score: Raw -84134.472031 + Penalty 2259.014800 = -81875.457232 nChanged 10 SP:Iteration 16Q (195.778574 sec): 3 clusters Score: Raw -84144.978251 + Penalty 2259.014800 = -81885.963451 nChanged 9 SP:Iteration 17Q (195.834029 sec): 3 clusters Score: Raw -84152.344981 + Penalty 2259.014800 = -81893.330182 nChanged 4 SP:Iteration 18Q (195.871536 sec): 3 clusters Score: Raw -84155.606387 + Penalty 2259.014800 = -81896.591588 nChanged 4 SP:Iteration 19Q (195.919060 sec): 3 clusters Score: Raw -84157.662355 + Penalty 2259.014800 = -81898.647555 nChanged 3 SP:Iteration 20F (195.975429 sec): 3 clusters Score: Raw -84159.486677 + Penalty 2259.014800 = -81900.471877 nChanged 4 SP:Iteration 21Q (196.019436 sec): 3 clusters Score: Raw -84162.678623 + Penalty 2259.014800 = -81903.663823 nChanged 5 SP:Iteration 22Q (196.063833 sec): 3 clusters Score: Raw -84166.646165 + Penalty 2259.014800 = -81907.631365 nChanged 3 SP:Iteration 23Q (196.118760 sec): 3 clusters Score: Raw -84171.222006 + Penalty 2259.014800 = -81912.207207 nChanged 1 SP:Iteration 24Q (196.159443 sec): 3 clusters Score: Raw -84171.822813 + Penalty 2259.014800 = -81912.808014 nChanged 1 SP:Iteration 25Q (196.208065 sec): 3 clusters Score: Raw -84172.741401 + Penalty 2259.014800 = -81913.726601 nChanged 2 SP:Iteration 26Q (196.267910 sec): 3 clusters Score: Raw -84173.764698 + Penalty 2259.014800 = -81914.749898 nChanged 3 SP:Iteration 27Q (196.309338 sec): 3 clusters Score: Raw -84175.502442 + Penalty 2259.014800 = -81916.487643 nChanged 2 SP:Iteration 28Q (196.359529 sec): 3 clusters Score: Raw -84176.320416 + Penalty 2259.014800 = -81917.305617 nChanged 2 SP:Iteration 29Q (196.405084 sec): 3 clusters Score: Raw -84177.290391 + Penalty 2259.014800 = -81918.275591 nChanged 3 SP:Iteration 30Q (196.446173 sec): 3 clusters Score: Raw -84178.753523 + Penalty 2259.014800 = -81919.738723 nChanged 3 SP:Iteration 31Q (196.489818 sec): 3 clusters Score: Raw -84181.287539 + Penalty 2259.014800 = -81922.272739 nChanged 2 SP:Iteration 32Q (196.530513 sec): 3 clusters Score: Raw -84183.092220 + Penalty 2259.014800 = -81924.077420 nChanged 3 SP:Iteration 33Q (196.577329 sec): 3 clusters Score: Raw -84185.046550 + Penalty 2259.014800 = -81926.031750 nChanged 2 SP:Iteration 34Q (196.634636 sec): 3 clusters Score: Raw -84186.184047 + Penalty 2259.014800 = -81927.169248 nChanged 0 SP:Iteration 35F (196.678967 sec): 3 clusters Score: Raw -84186.184047 + Penalty 2259.014800 = -81927.169248 nChanged 0 Trying to split cluster 4 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.708437 sec): 2 clusters Score: Raw -73688.483875 + Penalty 1103.938247 = -72584.545628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.759194 sec): 3 clusters Score: Raw -73439.057155 + Penalty 2207.876493 = -71231.180662 nChanged 268 SP:Iteration 1F (196.797806 sec): 3 clusters Score: Raw -73786.014307 + Penalty 2207.876493 = -71578.137814 nChanged 92 SP:Iteration 2F (196.845602 sec): 3 clusters Score: Raw -73916.781695 + Penalty 2207.876493 = -71708.905202 nChanged 45 SP:Iteration 3F (196.892676 sec): 3 clusters Score: Raw -74002.740842 + Penalty 2207.876493 = -71794.864349 nChanged 32 SP:Iteration 4Q (196.933478 sec): 3 clusters Score: Raw -74053.542232 + Penalty 2207.876493 = -71845.665739 nChanged 18 SP:Iteration 5Q (196.985280 sec): 3 clusters Score: Raw -74104.525652 + Penalty 2207.876493 = -71896.649159 nChanged 26 SP:Iteration 6Q (197.034525 sec): 3 clusters Score: Raw -74153.527248 + Penalty 2207.876493 = -71945.650755 nChanged 22 SP:Iteration 7Q (197.067794 sec): 3 clusters Score: Raw -74180.623462 + Penalty 2207.876493 = -71972.746969 nChanged 16 SP:Iteration 8Q (197.115519 sec): 3 clusters Score: Raw -74202.838570 + Penalty 2207.876493 = -71994.962077 nChanged 20 SP:Iteration 9Q (197.162042 sec): 3 clusters Score: Raw -74229.104078 + Penalty 2207.876493 = -72021.227584 nChanged 12 SP:Iteration 10Q (197.213364 sec): 3 clusters Score: Raw -74250.248936 + Penalty 2207.876493 = -72042.372443 nChanged 8 SP:Iteration 11Q (197.260335 sec): 3 clusters Score: Raw -74256.665358 + Penalty 2207.876493 = -72048.788865 nChanged 3 SP:Iteration 12Q (197.308445 sec): 3 clusters Score: Raw -74259.919994 + Penalty 2207.876493 = -72052.043500 nChanged 3 SP:Iteration 13Q (197.351451 sec): 3 clusters Score: Raw -74263.430641 + Penalty 2207.876493 = -72055.554148 nChanged 3 SP:Iteration 14Q (197.388266 sec): 3 clusters Score: Raw -74266.025351 + Penalty 2207.876493 = -72058.148858 nChanged 1 SP:Iteration 15Q (197.440694 sec): 3 clusters Score: Raw -74267.001491 + Penalty 2207.876493 = -72059.124998 nChanged 3 SP:Iteration 16Q (197.497418 sec): 3 clusters Score: Raw -74269.778438 + Penalty 2207.876493 = -72061.901945 nChanged 4 SP:Iteration 17Q (197.535719 sec): 3 clusters Score: Raw -74272.694606 + Penalty 2207.876493 = -72064.818113 nChanged 0 SP:Iteration 18F (197.592944 sec): 3 clusters Score: Raw -74274.724283 + Penalty 2207.876493 = -72066.847790 nChanged 1 SP:Iteration 19Q (197.640124 sec): 3 clusters Score: Raw -74281.140998 + Penalty 2207.876493 = -72073.264505 nChanged 2 SP:Iteration 20F (197.679478 sec): 3 clusters Score: Raw -74284.959727 + Penalty 2207.876493 = -72077.083234 nChanged 3 SP:Iteration 21Q (197.726421 sec): 3 clusters Score: Raw -74288.217895 + Penalty 2207.876493 = -72080.341402 nChanged 1 SP:Iteration 22Q (197.777793 sec): 3 clusters Score: Raw -74288.874274 + Penalty 2207.876493 = -72080.997781 nChanged 1 SP:Iteration 23Q (197.827258 sec): 3 clusters Score: Raw -74290.257132 + Penalty 2207.876493 = -72082.380639 nChanged 2 SP:Iteration 24Q (197.872237 sec): 3 clusters Score: Raw -74291.767204 + Penalty 2207.876493 = -72083.890711 nChanged 2 SP:Iteration 25Q (197.918492 sec): 3 clusters Score: Raw -74297.323817 + Penalty 2207.876493 = -72089.447324 nChanged 2 SP:Iteration 26Q (197.959079 sec): 3 clusters Score: Raw -74311.039910 + Penalty 2207.876493 = -72103.163417 nChanged 3 SP:Iteration 27Q (198.010618 sec): 3 clusters Score: Raw -74321.081074 + Penalty 2207.876493 = -72113.204581 nChanged 3 SP:Iteration 28Q (198.064597 sec): 3 clusters Score: Raw -74331.394600 + Penalty 2207.876493 = -72123.518107 nChanged 4 SP:Iteration 29Q (198.109612 sec): 3 clusters Score: Raw -74335.550851 + Penalty 2207.876493 = -72127.674358 nChanged 3 SP:Iteration 30Q (198.163873 sec): 3 clusters Score: Raw -74340.827265 + Penalty 2207.876493 = -72132.950772 nChanged 2 SP:Iteration 31Q (198.215517 sec): 3 clusters Score: Raw -74342.690703 + Penalty 2207.876493 = -72134.814210 nChanged 1 SP:Iteration 32Q (198.264723 sec): 3 clusters Score: Raw -74344.534346 + Penalty 2207.876493 = -72136.657853 nChanged 1 SP:Iteration 33Q (198.307955 sec): 3 clusters Score: Raw -74345.631645 + Penalty 2207.876493 = -72137.755152 nChanged 1 SP:Iteration 34Q (198.354941 sec): 3 clusters Score: Raw -74347.175067 + Penalty 2207.876493 = -72139.298574 nChanged 1 SP:Iteration 35Q (198.407663 sec): 3 clusters Score: Raw -74350.211657 + Penalty 2207.876493 = -72142.335164 nChanged 1 SP:Iteration 36Q (198.450513 sec): 3 clusters Score: Raw -74350.611034 + Penalty 2207.876493 = -72142.734540 nChanged 0 SP:Iteration 37F (198.490484 sec): 3 clusters Score: Raw -74350.611034 + Penalty 2207.876493 = -72142.734540 nChanged 0 Trying to split cluster 5 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (198.522827 sec): 2 clusters Score: Raw -66840.362302 + Penalty 1094.177807 = -65746.184495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (198.560404 sec): 3 clusters Score: Raw -66690.461153 + Penalty 2188.355615 = -64502.105538 nChanged 242 SP:Iteration 1F (198.612193 sec): 3 clusters Score: Raw -67033.869664 + Penalty 2188.355615 = -64845.514049 nChanged 85 SP:Iteration 2F (198.659150 sec): 3 clusters Score: Raw -67218.855698 + Penalty 2188.355615 = -65030.500084 nChanged 68 SP:Iteration 3F (198.711402 sec): 3 clusters Score: Raw -67330.834677 + Penalty 2188.355615 = -65142.479062 nChanged 37 SP:Iteration 4Q (198.756887 sec): 3 clusters Score: Raw -67400.260905 + Penalty 2188.355615 = -65211.905290 nChanged 34 SP:Iteration 5Q (198.806541 sec): 3 clusters Score: Raw -67461.161782 + Penalty 2188.355615 = -65272.806168 nChanged 24 SP:Iteration 6Q (198.841170 sec): 3 clusters Score: Raw -67510.621539 + Penalty 2188.355615 = -65322.265924 nChanged 17 SP:Iteration 7Q (198.886995 sec): 3 clusters Score: Raw -67541.958133 + Penalty 2188.355615 = -65353.602518 nChanged 8 SP:Iteration 8Q (198.937675 sec): 3 clusters Score: Raw -67552.992452 + Penalty 2188.355615 = -65364.636837 nChanged 7 SP:Iteration 9Q (198.980877 sec): 3 clusters Score: Raw -67562.066278 + Penalty 2188.355615 = -65373.710663 nChanged 5 SP:Iteration 10Q (199.030051 sec): 3 clusters Score: Raw -67573.298708 + Penalty 2188.355615 = -65384.943093 nChanged 7 SP:Iteration 11Q (199.079833 sec): 3 clusters Score: Raw -67579.529242 + Penalty 2188.355615 = -65391.173628 nChanged 5 SP:Iteration 12Q (199.122461 sec): 3 clusters Score: Raw -67585.216129 + Penalty 2188.355615 = -65396.860515 nChanged 1 SP:Iteration 13Q (199.169426 sec): 3 clusters Score: Raw -67588.358688 + Penalty 2188.355615 = -65400.003073 nChanged 2 SP:Iteration 14Q (199.222684 sec): 3 clusters Score: Raw -67590.110376 + Penalty 2188.355615 = -65401.754761 nChanged 1 SP:Iteration 15Q (199.261787 sec): 3 clusters Score: Raw -67591.786148 + Penalty 2188.355615 = -65403.430533 nChanged 1 SP:Iteration 16Q (199.319019 sec): 3 clusters Score: Raw -67592.560160 + Penalty 2188.355615 = -65404.204546 nChanged 0 SP:Iteration 17F (199.363902 sec): 3 clusters Score: Raw -67592.560160 + Penalty 2188.355615 = -65404.204546 nChanged 0 Trying to split cluster 6 (3654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.392045 sec): 2 clusters Score: Raw -338615.565877 + Penalty 1333.081382 = -337282.484495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.448582 sec): 3 clusters Score: Raw -336817.505200 + Penalty 2666.162765 = -334151.342435 nChanged 1439 SP:Iteration 1F (199.504102 sec): 3 clusters Score: Raw -337730.116700 + Penalty 2666.162765 = -335063.953936 nChanged 297 SP:Iteration 2F (199.549591 sec): 3 clusters Score: Raw -337923.507132 + Penalty 2666.162765 = -335257.344367 nChanged 196 SP:Iteration 3F (199.612367 sec): 3 clusters Score: Raw -338062.788184 + Penalty 2666.162765 = -335396.625420 nChanged 185 SP:Iteration 4F (199.664945 sec): 3 clusters Score: Raw -338193.656663 + Penalty 2666.162765 = -335527.493899 nChanged 144 SP:Iteration 5Q (199.712156 sec): 3 clusters Score: Raw -338278.138154 + Penalty 2666.162765 = -335611.975390 nChanged 116 SP:Iteration 6Q (199.769043 sec): 3 clusters Score: Raw -338352.674206 + Penalty 2666.162765 = -335686.511441 nChanged 110 SP:Iteration 7Q (199.815884 sec): 3 clusters Score: Raw -338416.652001 + Penalty 2666.162765 = -335750.489236 nChanged 85 SP:Iteration 8Q (199.859951 sec): 3 clusters Score: Raw -338475.151965 + Penalty 2666.162765 = -335808.989200 nChanged 93 SP:Iteration 9Q (199.910972 sec): 3 clusters Score: Raw -338542.058326 + Penalty 2666.162765 = -335875.895562 nChanged 106 SP:Iteration 10Q (199.967846 sec): 3 clusters Score: Raw -338602.084932 + Penalty 2666.162765 = -335935.922167 nChanged 91 SP:Iteration 11Q (200.017975 sec): 3 clusters Score: Raw -338646.979858 + Penalty 2666.162765 = -335980.817094 nChanged 70 SP:Iteration 12Q (200.062715 sec): 3 clusters Score: Raw -338683.513133 + Penalty 2666.162765 = -336017.350369 nChanged 62 SP:Iteration 13Q (200.122303 sec): 3 clusters Score: Raw -338718.378667 + Penalty 2666.162765 = -336052.215902 nChanged 73 SP:Iteration 14Q (200.174743 sec): 3 clusters Score: Raw -338750.557988 + Penalty 2666.162765 = -336084.395223 nChanged 55 SP:Iteration 15Q (200.221298 sec): 3 clusters Score: Raw -338775.984134 + Penalty 2666.162765 = -336109.821369 nChanged 55 SP:Iteration 16Q (200.272140 sec): 3 clusters Score: Raw -338796.665118 + Penalty 2666.162765 = -336130.502353 nChanged 40 SP:Iteration 17Q (200.324956 sec): 3 clusters Score: Raw -338811.040090 + Penalty 2666.162765 = -336144.877326 nChanged 29 SP:Iteration 18Q (200.380731 sec): 3 clusters Score: Raw -338824.932964 + Penalty 2666.162765 = -336158.770199 nChanged 25 SP:Iteration 19Q (200.434171 sec): 3 clusters Score: Raw -338833.057008 + Penalty 2666.162765 = -336166.894243 nChanged 25 SP:Iteration 20F (200.478382 sec): 3 clusters Score: Raw -338841.563101 + Penalty 2666.162765 = -336175.400337 nChanged 26 SP:Iteration 21Q (200.537716 sec): 3 clusters Score: Raw -338849.790146 + Penalty 2666.162765 = -336183.627382 nChanged 24 SP:Iteration 22Q (200.588061 sec): 3 clusters Score: Raw -338857.057944 + Penalty 2666.162765 = -336190.895180 nChanged 19 SP:Iteration 23Q (200.645355 sec): 3 clusters Score: Raw -338864.360106 + Penalty 2666.162765 = -336198.197341 nChanged 22 SP:Iteration 24Q (200.698400 sec): 3 clusters Score: Raw -338871.104142 + Penalty 2666.162765 = -336204.941377 nChanged 20 SP:Iteration 25Q (200.740596 sec): 3 clusters Score: Raw -338876.919147 + Penalty 2666.162765 = -336210.756382 nChanged 18 SP:Iteration 26Q (200.797944 sec): 3 clusters Score: Raw -338884.575850 + Penalty 2666.162765 = -336218.413085 nChanged 20 SP:Iteration 27Q (200.861995 sec): 3 clusters Score: Raw -338893.076520 + Penalty 2666.162765 = -336226.913756 nChanged 19 SP:Iteration 28Q (200.915928 sec): 3 clusters Score: Raw -338900.035187 + Penalty 2666.162765 = -336233.872422 nChanged 15 SP:Iteration 29Q (200.967495 sec): 3 clusters Score: Raw -338906.990222 + Penalty 2666.162765 = -336240.827458 nChanged 22 SP:Iteration 30Q (201.022518 sec): 3 clusters Score: Raw -338915.431223 + Penalty 2666.162765 = -336249.268458 nChanged 23 SP:Iteration 31Q (201.061758 sec): 3 clusters Score: Raw -338922.089668 + Penalty 2666.162765 = -336255.926904 nChanged 20 SP:Iteration 32Q (201.116193 sec): 3 clusters Score: Raw -338928.592206 + Penalty 2666.162765 = -336262.429441 nChanged 20 SP:Iteration 33Q (201.165757 sec): 3 clusters Score: Raw -338933.567835 + Penalty 2666.162765 = -336267.405070 nChanged 12 SP:Iteration 34Q (201.212945 sec): 3 clusters Score: Raw -338936.554113 + Penalty 2666.162765 = -336270.391349 nChanged 10 SP:Iteration 35Q (201.270254 sec): 3 clusters Score: Raw -338939.476945 + Penalty 2666.162765 = -336273.314180 nChanged 13 SP:Iteration 36Q (201.323692 sec): 3 clusters Score: Raw -338943.044213 + Penalty 2666.162765 = -336276.881449 nChanged 15 SP:Iteration 37Q (201.373796 sec): 3 clusters Score: Raw -338947.782306 + Penalty 2666.162765 = -336281.619542 nChanged 11 SP:Iteration 38Q (201.413545 sec): 3 clusters Score: Raw -338951.700636 + Penalty 2666.162765 = -336285.537872 nChanged 8 SP:Iteration 39Q (201.466172 sec): 3 clusters Score: Raw -338954.532046 + Penalty 2666.162765 = -336288.369282 nChanged 11 SP:Iteration 40F (201.509057 sec): 3 clusters Score: Raw -338957.350465 + Penalty 2666.162765 = -336291.187700 nChanged 11 SP:Iteration 41Q (201.565559 sec): 3 clusters Score: Raw -338959.544939 + Penalty 2666.162765 = -336293.382174 nChanged 11 SP:Iteration 42Q (201.609599 sec): 3 clusters Score: Raw -338961.546823 + Penalty 2666.162765 = -336295.384058 nChanged 8 SP:Iteration 43Q (201.662315 sec): 3 clusters Score: Raw -338963.553181 + Penalty 2666.162765 = -336297.390416 nChanged 7 SP:Iteration 44Q (201.715658 sec): 3 clusters Score: Raw -338964.915639 + Penalty 2666.162765 = -336298.752875 nChanged 4 SP:Iteration 45Q (201.769120 sec): 3 clusters Score: Raw -338966.340638 + Penalty 2666.162765 = -336300.177873 nChanged 7 SP:Iteration 46Q (201.832654 sec): 3 clusters Score: Raw -338967.464459 + Penalty 2666.162765 = -336301.301695 nChanged 5 SP:Iteration 47Q (201.885125 sec): 3 clusters Score: Raw -338968.754408 + Penalty 2666.162765 = -336302.591644 nChanged 7 SP:Iteration 48Q (201.924458 sec): 3 clusters Score: Raw -338970.728391 + Penalty 2666.162765 = -336304.565627 nChanged 6 SP:Iteration 49Q (201.983277 sec): 3 clusters Score: Raw -338972.845277 + Penalty 2666.162765 = -336306.682512 nChanged 8 SP:Iteration 50Q (202.038662 sec): 3 clusters Score: Raw -338976.323249 + Penalty 2666.162765 = -336310.160484 nChanged 8 SP:Iteration 51Q (202.089809 sec): 3 clusters Score: Raw -338977.720873 + Penalty 2666.162765 = -336311.558108 nChanged 5 SP:Iteration 52Q (202.145815 sec): 3 clusters Score: Raw -338979.438604 + Penalty 2666.162765 = -336313.275839 nChanged 6 SP:Iteration 53Q (202.189769 sec): 3 clusters Score: Raw -338981.360887 + Penalty 2666.162765 = -336315.198123 nChanged 7 SP:Iteration 54Q (202.247880 sec): 3 clusters Score: Raw -338983.445264 + Penalty 2666.162765 = -336317.282499 nChanged 4 SP:Iteration 55Q (202.306977 sec): 3 clusters Score: Raw -338985.212654 + Penalty 2666.162765 = -336319.049890 nChanged 6 SP:Iteration 56Q (202.355021 sec): 3 clusters Score: Raw -338986.049353 + Penalty 2666.162765 = -336319.886588 nChanged 2 SP:Iteration 57Q (202.419825 sec): 3 clusters Score: Raw -338986.401771 + Penalty 2666.162765 = -336320.239007 nChanged 1 SP:Iteration 58Q (202.470013 sec): 3 clusters Score: Raw -338986.572301 + Penalty 2666.162765 = -336320.409537 nChanged 1 SP:Iteration 59Q (202.525153 sec): 3 clusters Score: Raw -338986.690937 + Penalty 2666.162765 = -336320.528172 nChanged 1 SP:Iteration 60F (202.568283 sec): 3 clusters Score: Raw -338986.802165 + Penalty 2666.162765 = -336320.639400 nChanged 1 SP:Iteration 61Q (202.625836 sec): 3 clusters Score: Raw -338986.899027 + Penalty 2666.162765 = -336320.736263 nChanged 1 SP:Iteration 62Q (202.678857 sec): 3 clusters Score: Raw -338986.952371 + Penalty 2666.162765 = -336320.789607 nChanged 0 SP:Iteration 63F (202.727995 sec): 3 clusters Score: Raw -338986.952371 + Penalty 2666.162765 = -336320.789607 nChanged 0 Trying to split cluster 8 (2437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.754540 sec): 2 clusters Score: Raw -220421.421397 + Penalty 1267.259996 = -219154.161401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.811925 sec): 3 clusters Score: Raw -219322.163469 + Penalty 2534.519992 = -216787.643476 nChanged 890 SP:Iteration 1F (202.851297 sec): 3 clusters Score: Raw -219873.659861 + Penalty 2534.519992 = -217339.139869 nChanged 216 SP:Iteration 2F (202.900452 sec): 3 clusters Score: Raw -220027.269485 + Penalty 2534.519992 = -217492.749492 nChanged 137 SP:Iteration 3F (202.943943 sec): 3 clusters Score: Raw -220117.917090 + Penalty 2534.519992 = -217583.397097 nChanged 102 SP:Iteration 4Q (202.995963 sec): 3 clusters Score: Raw -220177.669528 + Penalty 2534.519992 = -217643.149536 nChanged 81 SP:Iteration 5Q (203.046420 sec): 3 clusters Score: Raw -220231.037827 + Penalty 2534.519992 = -217696.517834 nChanged 70 SP:Iteration 6Q (203.092005 sec): 3 clusters Score: Raw -220276.378556 + Penalty 2534.519992 = -217741.858564 nChanged 51 SP:Iteration 7Q (203.142979 sec): 3 clusters Score: Raw -220302.528075 + Penalty 2534.519992 = -217768.008083 nChanged 46 SP:Iteration 8Q (203.187035 sec): 3 clusters Score: Raw -220328.542939 + Penalty 2534.519992 = -217794.022947 nChanged 36 SP:Iteration 9Q (203.241548 sec): 3 clusters Score: Raw -220347.906010 + Penalty 2534.519992 = -217813.386018 nChanged 37 SP:Iteration 10Q (203.291037 sec): 3 clusters Score: Raw -220369.605118 + Penalty 2534.519992 = -217835.085126 nChanged 34 SP:Iteration 11Q (203.343077 sec): 3 clusters Score: Raw -220387.350145 + Penalty 2534.519992 = -217852.830153 nChanged 40 SP:Iteration 12Q (203.392607 sec): 3 clusters Score: Raw -220411.136939 + Penalty 2534.519992 = -217876.616947 nChanged 40 SP:Iteration 13Q (203.430729 sec): 3 clusters Score: Raw -220432.618871 + Penalty 2534.519992 = -217898.098878 nChanged 40 SP:Iteration 14Q (203.481574 sec): 3 clusters Score: Raw -220451.530941 + Penalty 2534.519992 = -217917.010948 nChanged 24 SP:Iteration 15Q (203.525817 sec): 3 clusters Score: Raw -220463.445078 + Penalty 2534.519992 = -217928.925086 nChanged 22 SP:Iteration 16Q (203.574288 sec): 3 clusters Score: Raw -220476.964759 + Penalty 2534.519992 = -217942.444766 nChanged 31 SP:Iteration 17Q (203.629537 sec): 3 clusters Score: Raw -220496.572688 + Penalty 2534.519992 = -217962.052695 nChanged 35 SP:Iteration 18Q (203.677909 sec): 3 clusters Score: Raw -220514.431318 + Penalty 2534.519992 = -217979.911326 nChanged 32 SP:Iteration 19Q (203.725780 sec): 3 clusters Score: Raw -220530.822820 + Penalty 2534.519992 = -217996.302827 nChanged 30 SP:Iteration 20F (203.773374 sec): 3 clusters Score: Raw -220548.575018 + Penalty 2534.519992 = -218014.055025 nChanged 35 SP:Iteration 21Q (203.819844 sec): 3 clusters Score: Raw -220572.326511 + Penalty 2534.519992 = -218037.806518 nChanged 34 SP:Iteration 22Q (203.867348 sec): 3 clusters Score: Raw -220598.236964 + Penalty 2534.519992 = -218063.716972 nChanged 34 SP:Iteration 23Q (203.914561 sec): 3 clusters Score: Raw -220621.390150 + Penalty 2534.519992 = -218086.870158 nChanged 33 SP:Iteration 24Q (203.959863 sec): 3 clusters Score: Raw -220644.902724 + Penalty 2534.519992 = -218110.382732 nChanged 32 SP:Iteration 25Q (204.010721 sec): 3 clusters Score: Raw -220663.229951 + Penalty 2534.519992 = -218128.709959 nChanged 29 SP:Iteration 26Q (204.048026 sec): 3 clusters Score: Raw -220686.434248 + Penalty 2534.519992 = -218151.914255 nChanged 35 SP:Iteration 27Q (204.095699 sec): 3 clusters Score: Raw -220708.449606 + Penalty 2534.519992 = -218173.929614 nChanged 32 SP:Iteration 28Q (204.152692 sec): 3 clusters Score: Raw -220733.664779 + Penalty 2534.519992 = -218199.144786 nChanged 32 SP:Iteration 29Q (204.200075 sec): 3 clusters Score: Raw -220758.393871 + Penalty 2534.519992 = -218223.873878 nChanged 40 SP:Iteration 30Q (204.246461 sec): 3 clusters Score: Raw -220803.521452 + Penalty 2534.519992 = -218269.001460 nChanged 53 SP:Iteration 31Q (204.293257 sec): 3 clusters Score: Raw -220877.276219 + Penalty 2534.519992 = -218342.756226 nChanged 66 SP:Iteration 32Q (204.346385 sec): 3 clusters Score: Raw -221018.411887 + Penalty 2534.519992 = -218483.891894 nChanged 77 SP:Iteration 33Q (204.391568 sec): 3 clusters Score: Raw -221228.951896 + Penalty 2534.519992 = -218694.431904 nChanged 57 SP:Iteration 34Q (204.436139 sec): 3 clusters Score: Raw -221372.700551 + Penalty 2534.519992 = -218838.180558 nChanged 46 SP:Iteration 35Q (204.490165 sec): 3 clusters Score: Raw -221478.532710 + Penalty 2534.519992 = -218944.012718 nChanged 26 SP:Iteration 36Q (204.537721 sec): 3 clusters Score: Raw -221520.764344 + Penalty 2534.519992 = -218986.244351 nChanged 24 SP:Iteration 37Q (204.575041 sec): 3 clusters Score: Raw -221565.470064 + Penalty 2534.519992 = -219030.950071 nChanged 27 SP:Iteration 38Q (204.630553 sec): 3 clusters Score: Raw -221635.176887 + Penalty 2534.519992 = -219100.656895 nChanged 29 SP:Iteration 39Q (204.672454 sec): 3 clusters Score: Raw -221708.013277 + Penalty 2534.519992 = -219173.493285 nChanged 7 SP:Iteration 40F (204.722967 sec): 3 clusters Score: Raw -221716.055388 + Penalty 2534.519992 = -219181.535396 nChanged 0 Score: Raw -5290780.780539 + Penalty 26757.988650 = -5264022.791890 Splitting cluster 8 changes total score from -5264359.853044 to -5264022.791890 So it's not getting split. Trying to split cluster 9 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.630773 sec): 2 clusters Score: Raw -33727.973507 + Penalty 969.498845 = -32758.474662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.676820 sec): 3 clusters Score: Raw -33735.298649 + Penalty 1938.997690 = -31796.300959 nChanged 78 SP:Iteration 1F (205.724174 sec): 3 clusters Score: Raw -33861.648602 + Penalty 1938.997690 = -31922.650912 nChanged 24 SP:Iteration 2F (205.768122 sec): 3 clusters Score: Raw -33913.087540 + Penalty 1938.997690 = -31974.089850 nChanged 14 SP:Iteration 3Q (205.806492 sec): 3 clusters Score: Raw -33944.052559 + Penalty 1938.997690 = -32005.054869 nChanged 6 SP:Iteration 4Q (205.857784 sec): 3 clusters Score: Raw -33953.025495 + Penalty 1938.997690 = -32014.027804 nChanged 5 SP:Iteration 5Q (205.900534 sec): 3 clusters Score: Raw -33959.319847 + Penalty 1938.997690 = -32020.322156 nChanged 5 SP:Iteration 6Q (205.942123 sec): 3 clusters Score: Raw -33968.987872 + Penalty 1938.997690 = -32029.990182 nChanged 4 SP:Iteration 7Q (205.994109 sec): 3 clusters Score: Raw -33975.242590 + Penalty 1938.997690 = -32036.244899 nChanged 2 SP:Iteration 8Q (206.030504 sec): 3 clusters Score: Raw -33976.886144 + Penalty 1938.997690 = -32037.888453 nChanged 0 SP:Iteration 9F (206.079315 sec): 3 clusters Score: Raw -33976.886144 + Penalty 1938.997690 = -32037.888453 nChanged 0 Trying to split cluster 10 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.107684 sec): 2 clusters Score: Raw -114084.912979 + Penalty 1167.008691 = -112917.904288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.147205 sec): 3 clusters Score: Raw -113629.975026 + Penalty 2334.017382 = -111295.957644 nChanged 441 SP:Iteration 1F (206.187848 sec): 3 clusters Score: Raw -113965.009929 + Penalty 2334.017382 = -111630.992547 nChanged 84 SP:Iteration 2F (206.241869 sec): 3 clusters Score: Raw -114043.342102 + Penalty 2334.017382 = -111709.324720 nChanged 55 SP:Iteration 3Q (206.282453 sec): 3 clusters Score: Raw -114092.217747 + Penalty 2334.017382 = -111758.200365 nChanged 32 SP:Iteration 4Q (206.336754 sec): 3 clusters Score: Raw -114117.274701 + Penalty 2334.017382 = -111783.257319 nChanged 22 SP:Iteration 5Q (206.376960 sec): 3 clusters Score: Raw -114134.032744 + Penalty 2334.017382 = -111800.015362 nChanged 21 SP:Iteration 6Q (206.426639 sec): 3 clusters Score: Raw -114149.429830 + Penalty 2334.017382 = -111815.412448 nChanged 11 SP:Iteration 7Q (206.466079 sec): 3 clusters Score: Raw -114158.278288 + Penalty 2334.017382 = -111824.260906 nChanged 10 SP:Iteration 8Q (206.511491 sec): 3 clusters Score: Raw -114165.102786 + Penalty 2334.017382 = -111831.085404 nChanged 13 SP:Iteration 9Q (206.556783 sec): 3 clusters Score: Raw -114172.897774 + Penalty 2334.017382 = -111838.880392 nChanged 11 SP:Iteration 10Q (206.616332 sec): 3 clusters Score: Raw -114183.662413 + Penalty 2334.017382 = -111849.645031 nChanged 12 SP:Iteration 11Q (206.655531 sec): 3 clusters Score: Raw -114196.576267 + Penalty 2334.017382 = -111862.558885 nChanged 13 SP:Iteration 12Q (206.705332 sec): 3 clusters Score: Raw -114211.541535 + Penalty 2334.017382 = -111877.524153 nChanged 12 SP:Iteration 13Q (206.745549 sec): 3 clusters Score: Raw -114221.897383 + Penalty 2334.017382 = -111887.880001 nChanged 7 SP:Iteration 14Q (206.801328 sec): 3 clusters Score: Raw -114226.984706 + Penalty 2334.017382 = -111892.967324 nChanged 11 SP:Iteration 15Q (206.836773 sec): 3 clusters Score: Raw -114237.099435 + Penalty 2334.017382 = -111903.082053 nChanged 5 SP:Iteration 16Q (206.884911 sec): 3 clusters Score: Raw -114241.505583 + Penalty 2334.017382 = -111907.488201 nChanged 8 SP:Iteration 17Q (206.944289 sec): 3 clusters Score: Raw -114247.908448 + Penalty 2334.017382 = -111913.891066 nChanged 5 SP:Iteration 18Q (206.993825 sec): 3 clusters Score: Raw -114252.441388 + Penalty 2334.017382 = -111918.424006 nChanged 4 SP:Iteration 19Q (207.039472 sec): 3 clusters Score: Raw -114256.091381 + Penalty 2334.017382 = -111922.073999 nChanged 8 SP:Iteration 20F (207.077741 sec): 3 clusters Score: Raw -114262.395962 + Penalty 2334.017382 = -111928.378580 nChanged 10 SP:Iteration 21Q (207.132650 sec): 3 clusters Score: Raw -114268.910708 + Penalty 2334.017382 = -111934.893326 nChanged 6 SP:Iteration 22Q (207.174950 sec): 3 clusters Score: Raw -114272.086323 + Penalty 2334.017382 = -111938.068941 nChanged 2 SP:Iteration 23Q (207.224743 sec): 3 clusters Score: Raw -114273.162904 + Penalty 2334.017382 = -111939.145522 nChanged 1 SP:Iteration 24Q (207.268468 sec): 3 clusters Score: Raw -114273.475570 + Penalty 2334.017382 = -111939.458188 nChanged 1 SP:Iteration 25Q (207.307291 sec): 3 clusters Score: Raw -114274.054216 + Penalty 2334.017382 = -111940.036834 nChanged 2 SP:Iteration 26Q (207.363942 sec): 3 clusters Score: Raw -114275.715770 + Penalty 2334.017382 = -111941.698389 nChanged 0 SP:Iteration 27F (207.417364 sec): 3 clusters Score: Raw -114275.715770 + Penalty 2334.017382 = -111941.698389 nChanged 0 Trying to split cluster 11 (19020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.468654 sec): 2 clusters Score: Raw -1795302.132271 + Penalty 1601.152530 = -1793700.979742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.550005 sec): 3 clusters Score: Raw -1783957.855570 + Penalty 3202.305059 = -1780755.550511 nChanged 8535 SP:Iteration 1F (207.632273 sec): 3 clusters Score: Raw -1788768.640165 + Penalty 3202.305059 = -1785566.335105 nChanged 1096 SP:Iteration 2F (207.711112 sec): 3 clusters Score: Raw -1789394.652669 + Penalty 3202.305059 = -1786192.347610 nChanged 1108 SP:Iteration 3F (207.790236 sec): 3 clusters Score: Raw -1790193.417051 + Penalty 3202.305059 = -1786991.111992 nChanged 1154 SP:Iteration 4F (207.864155 sec): 3 clusters Score: Raw -1791059.377226 + Penalty 3202.305059 = -1787857.072167 nChanged 1096 SP:Iteration 5F (207.946316 sec): 3 clusters Score: Raw -1792106.305438 + Penalty 3202.305059 = -1788904.000378 nChanged 1058 SP:Iteration 6F (208.029412 sec): 3 clusters Score: Raw -1793343.778408 + Penalty 3202.305059 = -1790141.473348 nChanged 1077 SP:Iteration 7F (208.101501 sec): 3 clusters Score: Raw -1794524.234146 + Penalty 3202.305059 = -1791321.929087 nChanged 954 SP:Iteration 8F (208.187261 sec): 3 clusters Score: Raw -1795606.628076 + Penalty 3202.305059 = -1792404.323017 nChanged 880 SP:Iteration 9Q (208.266874 sec): 3 clusters Score: Raw -1796682.025584 + Penalty 3202.305059 = -1793479.720525 nChanged 865 SP:Iteration 10Q (208.340936 sec): 3 clusters Score: Raw -1797592.896211 + Penalty 3202.305059 = -1794390.591152 nChanged 791 SP:Iteration 11Q (208.416501 sec): 3 clusters Score: Raw -1798263.945330 + Penalty 3202.305059 = -1795061.640271 nChanged 684 SP:Iteration 12Q (208.493175 sec): 3 clusters Score: Raw -1798754.408819 + Penalty 3202.305059 = -1795552.103760 nChanged 569 SP:Iteration 13Q (208.567488 sec): 3 clusters Score: Raw -1799074.943518 + Penalty 3202.305059 = -1795872.638459 nChanged 463 SP:Iteration 14Q (208.644891 sec): 3 clusters Score: Raw -1799307.575496 + Penalty 3202.305059 = -1796105.270437 nChanged 415 SP:Iteration 15Q (208.709243 sec): 3 clusters Score: Raw -1799489.481487 + Penalty 3202.305059 = -1796287.176427 nChanged 297 SP:Iteration 16Q (208.787473 sec): 3 clusters Score: Raw -1799589.597209 + Penalty 3202.305059 = -1796387.292150 nChanged 210 SP:Iteration 17Q (208.872416 sec): 3 clusters Score: Raw -1799643.307621 + Penalty 3202.305059 = -1796441.002561 nChanged 156 SP:Iteration 18Q (208.939989 sec): 3 clusters Score: Raw -1799673.403017 + Penalty 3202.305059 = -1796471.097958 nChanged 104 SP:Iteration 19Q (209.026643 sec): 3 clusters Score: Raw -1799690.776241 + Penalty 3202.305059 = -1796488.471182 nChanged 80 SP:Iteration 20F (209.097033 sec): 3 clusters Score: Raw -1799724.881260 + Penalty 3202.305059 = -1796522.576201 nChanged 102 SP:Iteration 21Q (209.174914 sec): 3 clusters Score: Raw -1799740.508380 + Penalty 3202.305059 = -1796538.203321 nChanged 73 SP:Iteration 22Q (209.261889 sec): 3 clusters Score: Raw -1799747.736280 + Penalty 3202.305059 = -1796545.431221 nChanged 45 SP:Iteration 23Q (209.337186 sec): 3 clusters Score: Raw -1799751.754119 + Penalty 3202.305059 = -1796549.449060 nChanged 24 SP:Iteration 24Q (209.413821 sec): 3 clusters Score: Raw -1799753.247456 + Penalty 3202.305059 = -1796550.942396 nChanged 13 SP:Iteration 25Q (209.485955 sec): 3 clusters Score: Raw -1799754.362570 + Penalty 3202.305059 = -1796552.057511 nChanged 12 SP:Iteration 26Q (209.567479 sec): 3 clusters Score: Raw -1799755.245346 + Penalty 3202.305059 = -1796552.940287 nChanged 11 SP:Iteration 27Q (209.644475 sec): 3 clusters Score: Raw -1799756.394414 + Penalty 3202.305059 = -1796554.089355 nChanged 11 SP:Iteration 28Q (209.723373 sec): 3 clusters Score: Raw -1799757.203802 + Penalty 3202.305059 = -1796554.898742 nChanged 8 SP:Iteration 29Q (209.800482 sec): 3 clusters Score: Raw -1799757.735948 + Penalty 3202.305059 = -1796555.430889 nChanged 9 SP:Iteration 30Q (209.879326 sec): 3 clusters Score: Raw -1799758.881588 + Penalty 3202.305059 = -1796556.576529 nChanged 14 SP:Iteration 31Q (209.960060 sec): 3 clusters Score: Raw -1799760.142782 + Penalty 3202.305059 = -1796557.837723 nChanged 13 SP:Iteration 32Q (210.033128 sec): 3 clusters Score: Raw -1799761.186251 + Penalty 3202.305059 = -1796558.881192 nChanged 9 SP:Iteration 33Q (210.098746 sec): 3 clusters Score: Raw -1799762.050150 + Penalty 3202.305059 = -1796559.745091 nChanged 9 SP:Iteration 34Q (210.178864 sec): 3 clusters Score: Raw -1799762.652821 + Penalty 3202.305059 = -1796560.347762 nChanged 9 SP:Iteration 35Q (210.259480 sec): 3 clusters Score: Raw -1799763.394326 + Penalty 3202.305059 = -1796561.089267 nChanged 10 SP:Iteration 36Q (210.334801 sec): 3 clusters Score: Raw -1799764.055925 + Penalty 3202.305059 = -1796561.750866 nChanged 7 SP:Iteration 37Q (210.408018 sec): 3 clusters Score: Raw -1799764.365837 + Penalty 3202.305059 = -1796562.060777 nChanged 2 SP:Iteration 38Q (210.472831 sec): 3 clusters Score: Raw -1799764.459852 + Penalty 3202.305059 = -1796562.154792 nChanged 2 SP:Iteration 39Q (210.556937 sec): 3 clusters Score: Raw -1799764.523364 + Penalty 3202.305059 = -1796562.218305 nChanged 1 SP:Iteration 40F (210.639231 sec): 3 clusters Score: Raw -1799764.574789 + Penalty 3202.305059 = -1796562.269730 nChanged 1 SP:Iteration 41Q (210.715872 sec): 3 clusters Score: Raw -1799764.606999 + Penalty 3202.305059 = -1796562.301940 nChanged 0 SP:Iteration 42F (210.781815 sec): 3 clusters Score: Raw -1799764.606999 + Penalty 3202.305059 = -1796562.301940 nChanged 0 Score: Raw -5293948.621276 + Penalty 26757.988650 = -5267190.632626 Splitting cluster 11 changes total score from -5264359.853044 to -5267190.632626 So it's getting split into cluster 1. Trying to split cluster 12 (2095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.687242 sec): 2 clusters Score: Raw -189442.938764 + Penalty 1242.687685 = -188200.251078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.739625 sec): 3 clusters Score: Raw -188490.341838 + Penalty 2485.375371 = -186004.966468 nChanged 745 SP:Iteration 1F (211.787319 sec): 3 clusters Score: Raw -188912.059358 + Penalty 2485.375371 = -186426.683987 nChanged 176 SP:Iteration 2F (211.837572 sec): 3 clusters Score: Raw -189025.592515 + Penalty 2485.375371 = -186540.217145 nChanged 100 SP:Iteration 3Q (211.894039 sec): 3 clusters Score: Raw -189091.690419 + Penalty 2485.375371 = -186606.315049 nChanged 72 SP:Iteration 4Q (211.929758 sec): 3 clusters Score: Raw -189139.387454 + Penalty 2485.375371 = -186654.012084 nChanged 55 SP:Iteration 5Q (211.985576 sec): 3 clusters Score: Raw -189179.001422 + Penalty 2485.375371 = -186693.626052 nChanged 52 SP:Iteration 6Q (212.026030 sec): 3 clusters Score: Raw -189206.944316 + Penalty 2485.375371 = -186721.568945 nChanged 39 SP:Iteration 7Q (212.075513 sec): 3 clusters Score: Raw -189230.318298 + Penalty 2485.375371 = -186744.942928 nChanged 32 SP:Iteration 8Q (212.131828 sec): 3 clusters Score: Raw -189252.585214 + Penalty 2485.375371 = -186767.209843 nChanged 26 SP:Iteration 9Q (212.182941 sec): 3 clusters Score: Raw -189267.710892 + Penalty 2485.375371 = -186782.335522 nChanged 35 SP:Iteration 10Q (212.226027 sec): 3 clusters Score: Raw -189286.688982 + Penalty 2485.375371 = -186801.313611 nChanged 25 SP:Iteration 11Q (212.254920 sec): 3 clusters Score: Raw -189298.524154 + Penalty 2485.375371 = -186813.148784 nChanged 19 SP:Iteration 12Q (212.317014 sec): 3 clusters Score: Raw -189314.507133 + Penalty 2485.375371 = -186829.131762 nChanged 26 SP:Iteration 13Q (212.365649 sec): 3 clusters Score: Raw -189326.366332 + Penalty 2485.375371 = -186840.990962 nChanged 14 SP:Iteration 14Q (212.414879 sec): 3 clusters Score: Raw -189333.378284 + Penalty 2485.375371 = -186848.002914 nChanged 12 SP:Iteration 15Q (212.460542 sec): 3 clusters Score: Raw -189339.807869 + Penalty 2485.375371 = -186854.432499 nChanged 12 SP:Iteration 16Q (212.513637 sec): 3 clusters Score: Raw -189347.012990 + Penalty 2485.375371 = -186861.637620 nChanged 17 SP:Iteration 17Q (212.564575 sec): 3 clusters Score: Raw -189354.274604 + Penalty 2485.375371 = -186868.899234 nChanged 16 SP:Iteration 18Q (212.608794 sec): 3 clusters Score: Raw -189361.610879 + Penalty 2485.375371 = -186876.235508 nChanged 15 SP:Iteration 19Q (212.660839 sec): 3 clusters Score: Raw -189369.688679 + Penalty 2485.375371 = -186884.313309 nChanged 10 SP:Iteration 20F (212.698306 sec): 3 clusters Score: Raw -189374.122999 + Penalty 2485.375371 = -186888.747629 nChanged 9 SP:Iteration 21Q (212.754493 sec): 3 clusters Score: Raw -189377.088182 + Penalty 2485.375371 = -186891.712811 nChanged 7 SP:Iteration 22Q (212.800782 sec): 3 clusters Score: Raw -189380.425855 + Penalty 2485.375371 = -186895.050484 nChanged 6 SP:Iteration 23Q (212.840656 sec): 3 clusters Score: Raw -189382.802773 + Penalty 2485.375371 = -186897.427403 nChanged 7 SP:Iteration 24Q (212.887148 sec): 3 clusters Score: Raw -189386.303836 + Penalty 2485.375371 = -186900.928465 nChanged 8 SP:Iteration 25Q (212.944954 sec): 3 clusters Score: Raw -189389.129955 + Penalty 2485.375371 = -186903.754584 nChanged 5 SP:Iteration 26Q (212.986082 sec): 3 clusters Score: Raw -189390.955968 + Penalty 2485.375371 = -186905.580597 nChanged 3 SP:Iteration 27Q (213.040305 sec): 3 clusters Score: Raw -189391.836461 + Penalty 2485.375371 = -186906.461090 nChanged 1 SP:Iteration 28Q (213.098789 sec): 3 clusters Score: Raw -189392.114495 + Penalty 2485.375371 = -186906.739125 nChanged 1 SP:Iteration 29Q (213.151560 sec): 3 clusters Score: Raw -189392.697979 + Penalty 2485.375371 = -186907.322609 nChanged 1 SP:Iteration 30Q (213.193599 sec): 3 clusters Score: Raw -189393.672290 + Penalty 2485.375371 = -186908.296920 nChanged 1 SP:Iteration 31Q (213.238577 sec): 3 clusters Score: Raw -189394.421204 + Penalty 2485.375371 = -186909.045833 nChanged 2 SP:Iteration 32Q (213.297572 sec): 3 clusters Score: Raw -189395.999111 + Penalty 2485.375371 = -186910.623740 nChanged 3 SP:Iteration 33Q (213.339831 sec): 3 clusters Score: Raw -189396.956696 + Penalty 2485.375371 = -186911.581326 nChanged 4 SP:Iteration 34Q (213.380230 sec): 3 clusters Score: Raw -189398.203913 + Penalty 2485.375371 = -186912.828542 nChanged 4 SP:Iteration 35Q (213.428191 sec): 3 clusters Score: Raw -189399.668865 + Penalty 2485.375371 = -186914.293494 nChanged 4 SP:Iteration 36Q (213.475978 sec): 3 clusters Score: Raw -189400.689878 + Penalty 2485.375371 = -186915.314507 nChanged 3 SP:Iteration 37Q (213.527322 sec): 3 clusters Score: Raw -189401.301352 + Penalty 2485.375371 = -186915.925981 nChanged 0 SP:Iteration 38F (213.581286 sec): 3 clusters Score: Raw -189401.301352 + Penalty 2485.375371 = -186915.925981 nChanged 0 Trying to split cluster 14 (1728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.606415 sec): 2 clusters Score: Raw -152536.287862 + Penalty 1211.391992 = -151324.895870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.651731 sec): 3 clusters Score: Raw -151826.218272 + Penalty 2422.783984 = -149403.434289 nChanged 599 SP:Iteration 1F (213.694423 sec): 3 clusters Score: Raw -152210.679729 + Penalty 2422.783984 = -149787.895746 nChanged 133 SP:Iteration 2F (213.748288 sec): 3 clusters Score: Raw -152311.776439 + Penalty 2422.783984 = -149888.992456 nChanged 77 SP:Iteration 3Q (213.792605 sec): 3 clusters Score: Raw -152368.806333 + Penalty 2422.783984 = -149946.022349 nChanged 55 SP:Iteration 4Q (213.837533 sec): 3 clusters Score: Raw -152404.893077 + Penalty 2422.783984 = -149982.109094 nChanged 43 SP:Iteration 5Q (213.870176 sec): 3 clusters Score: Raw -152432.881039 + Penalty 2422.783984 = -150010.097055 nChanged 28 SP:Iteration 6Q (213.920830 sec): 3 clusters Score: Raw -152451.400842 + Penalty 2422.783984 = -150028.616859 nChanged 32 SP:Iteration 7Q (213.974994 sec): 3 clusters Score: Raw -152468.680404 + Penalty 2422.783984 = -150045.896420 nChanged 18 SP:Iteration 8Q (214.032001 sec): 3 clusters Score: Raw -152480.934733 + Penalty 2422.783984 = -150058.150749 nChanged 17 SP:Iteration 9Q (214.086009 sec): 3 clusters Score: Raw -152491.269250 + Penalty 2422.783984 = -150068.485267 nChanged 16 SP:Iteration 10Q (214.126653 sec): 3 clusters Score: Raw -152498.043430 + Penalty 2422.783984 = -150075.259447 nChanged 11 SP:Iteration 11Q (214.168753 sec): 3 clusters Score: Raw -152504.350548 + Penalty 2422.783984 = -150081.566565 nChanged 12 SP:Iteration 12Q (214.221973 sec): 3 clusters Score: Raw -152509.670650 + Penalty 2422.783984 = -150086.886667 nChanged 6 SP:Iteration 13Q (214.259747 sec): 3 clusters Score: Raw -152512.911938 + Penalty 2422.783984 = -150090.127954 nChanged 8 SP:Iteration 14Q (214.313062 sec): 3 clusters Score: Raw -152516.430681 + Penalty 2422.783984 = -150093.646697 nChanged 6 SP:Iteration 15Q (214.354844 sec): 3 clusters Score: Raw -152518.425339 + Penalty 2422.783984 = -150095.641356 nChanged 3 SP:Iteration 16Q (214.406775 sec): 3 clusters Score: Raw -152520.291119 + Penalty 2422.783984 = -150097.507136 nChanged 2 SP:Iteration 17Q (214.450860 sec): 3 clusters Score: Raw -152520.771867 + Penalty 2422.783984 = -150097.987883 nChanged 2 SP:Iteration 18Q (214.493200 sec): 3 clusters Score: Raw -152521.274402 + Penalty 2422.783984 = -150098.490419 nChanged 1 SP:Iteration 19Q (214.548678 sec): 3 clusters Score: Raw -152521.591798 + Penalty 2422.783984 = -150098.807814 nChanged 0 SP:Iteration 20F (214.596707 sec): 3 clusters Score: Raw -152521.591798 + Penalty 2422.783984 = -150098.807814 nChanged 0 Trying to split cluster 16 (22113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.651303 sec): 2 clusters Score: Raw -2080755.193483 + Penalty 1625.637154 = -2079129.556329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.739824 sec): 3 clusters Score: Raw -2067336.721111 + Penalty 3251.274309 = -2064085.446802 nChanged 10010 SP:Iteration 1F (214.815296 sec): 3 clusters Score: Raw -2072935.043454 + Penalty 3251.274309 = -2069683.769145 nChanged 1254 SP:Iteration 2F (214.912630 sec): 3 clusters Score: Raw -2073524.644341 + Penalty 3251.274309 = -2070273.370033 nChanged 1279 SP:Iteration 3F (214.987901 sec): 3 clusters Score: Raw -2074266.939578 + Penalty 3251.274309 = -2071015.665270 nChanged 1437 SP:Iteration 4F (215.066164 sec): 3 clusters Score: Raw -2075361.827322 + Penalty 3251.274309 = -2072110.553014 nChanged 1606 SP:Iteration 5F (215.148129 sec): 3 clusters Score: Raw -2076830.127806 + Penalty 3251.274309 = -2073578.853498 nChanged 1680 SP:Iteration 6F (215.233465 sec): 3 clusters Score: Raw -2078442.018037 + Penalty 3251.274309 = -2075190.743728 nChanged 1514 SP:Iteration 7F (215.325378 sec): 3 clusters Score: Raw -2079809.491600 + Penalty 3251.274309 = -2076558.217291 nChanged 1202 SP:Iteration 8F (215.404598 sec): 3 clusters Score: Raw -2080650.971796 + Penalty 3251.274309 = -2077399.697487 nChanged 834 SP:Iteration 9Q (215.486270 sec): 3 clusters Score: Raw -2081040.893002 + Penalty 3251.274309 = -2077789.618693 nChanged 504 SP:Iteration 10Q (215.578196 sec): 3 clusters Score: Raw -2081221.020819 + Penalty 3251.274309 = -2077969.746511 nChanged 381 SP:Iteration 11Q (215.661326 sec): 3 clusters Score: Raw -2081345.425528 + Penalty 3251.274309 = -2078094.151220 nChanged 334 SP:Iteration 12Q (215.754134 sec): 3 clusters Score: Raw -2081461.947990 + Penalty 3251.274309 = -2078210.673681 nChanged 338 SP:Iteration 13Q (215.833586 sec): 3 clusters Score: Raw -2081588.837115 + Penalty 3251.274309 = -2078337.562807 nChanged 342 SP:Iteration 14Q (215.919292 sec): 3 clusters Score: Raw -2081717.472761 + Penalty 3251.274309 = -2078466.198452 nChanged 384 SP:Iteration 15Q (216.007015 sec): 3 clusters Score: Raw -2081855.624887 + Penalty 3251.274309 = -2078604.350578 nChanged 373 SP:Iteration 16Q (216.088901 sec): 3 clusters Score: Raw -2081998.475833 + Penalty 3251.274309 = -2078747.201524 nChanged 431 SP:Iteration 17Q (216.167118 sec): 3 clusters Score: Raw -2082189.830506 + Penalty 3251.274309 = -2078938.556198 nChanged 488 SP:Iteration 18Q (216.263803 sec): 3 clusters Score: Raw -2082422.897428 + Penalty 3251.274309 = -2079171.623120 nChanged 544 SP:Iteration 19Q (216.347728 sec): 3 clusters Score: Raw -2082730.297529 + Penalty 3251.274309 = -2079479.023221 nChanged 584 SP:Iteration 20F (216.434342 sec): 3 clusters Score: Raw -2083067.699871 + Penalty 3251.274309 = -2079816.425563 nChanged 630 SP:Iteration 21Q (216.506889 sec): 3 clusters Score: Raw -2083481.347500 + Penalty 3251.274309 = -2080230.073191 nChanged 699 SP:Iteration 22Q (216.602470 sec): 3 clusters Score: Raw -2084071.409200 + Penalty 3251.274309 = -2080820.134891 nChanged 845 SP:Iteration 23Q (216.684763 sec): 3 clusters Score: Raw -2085054.450620 + Penalty 3251.274309 = -2081803.176312 nChanged 1034 SP:Iteration 24Q (216.757585 sec): 3 clusters Score: Raw -2086888.191594 + Penalty 3251.274309 = -2083636.917285 nChanged 1319 SP:Iteration 25F (216.855114 sec): 3 clusters Score: Raw -2091605.798061 + Penalty 3251.274309 = -2088354.523752 nChanged 1496 SP:Iteration 26F (216.939835 sec): 3 clusters Score: Raw -2100581.721558 + Penalty 3251.274309 = -2097330.447249 nChanged 1075 SP:Iteration 27Q (217.019506 sec): 3 clusters Score: Raw -2104857.571916 + Penalty 3251.274309 = -2101606.297607 nChanged 471 SP:Iteration 28Q (217.096921 sec): 3 clusters Score: Raw -2108194.996157 + Penalty 3251.274309 = -2104943.721849 nChanged 191 SP:Iteration 29Q (217.166751 sec): 3 clusters Score: Raw -2109547.797446 + Penalty 3251.274309 = -2106296.523137 nChanged 21 SP:Iteration 30Q (217.248128 sec): 3 clusters Score: Raw -2109572.318717 + Penalty 3251.274309 = -2106321.044409 nChanged 1 SP:Iteration 31Q (217.325958 sec): 3 clusters Score: Raw -2109572.447700 + Penalty 3251.274309 = -2106321.173392 nChanged 0 SP:Iteration 32F (217.397396 sec): 3 clusters Score: Raw -2109572.447700 + Penalty 3251.274309 = -2106321.173392 nChanged 0 Score: Raw -5322765.875493 + Penalty 28541.854559 = -5294224.020933 Splitting cluster 16 changes total score from -5264359.853044 to -5294224.020933 So it's getting split into cluster 7. Trying to split cluster 17 (2011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.361503 sec): 2 clusters Score: Raw -178972.357098 + Penalty 1236.037951 = -177736.319147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.409430 sec): 3 clusters Score: Raw -178083.509611 + Penalty 2472.075902 = -175611.433710 nChanged 727 SP:Iteration 1F (218.456806 sec): 3 clusters Score: Raw -178588.270113 + Penalty 2472.075902 = -176116.194211 nChanged 161 SP:Iteration 2F (218.506245 sec): 3 clusters Score: Raw -178710.261473 + Penalty 2472.075902 = -176238.185571 nChanged 85 SP:Iteration 3Q (218.557719 sec): 3 clusters Score: Raw -178781.861156 + Penalty 2472.075902 = -176309.785254 nChanged 73 SP:Iteration 4Q (218.611834 sec): 3 clusters Score: Raw -178830.354324 + Penalty 2472.075902 = -176358.278422 nChanged 60 SP:Iteration 5Q (218.662326 sec): 3 clusters Score: Raw -178867.041691 + Penalty 2472.075902 = -176394.965790 nChanged 33 SP:Iteration 6Q (218.710518 sec): 3 clusters Score: Raw -178887.091445 + Penalty 2472.075902 = -176415.015543 nChanged 28 SP:Iteration 7Q (218.764773 sec): 3 clusters Score: Raw -178902.959816 + Penalty 2472.075902 = -176430.883914 nChanged 21 SP:Iteration 8Q (218.814430 sec): 3 clusters Score: Raw -178914.933773 + Penalty 2472.075902 = -176442.857872 nChanged 23 SP:Iteration 9Q (218.868916 sec): 3 clusters Score: Raw -178929.572066 + Penalty 2472.075902 = -176457.496165 nChanged 25 SP:Iteration 10Q (218.922472 sec): 3 clusters Score: Raw -178942.270464 + Penalty 2472.075902 = -176470.194563 nChanged 20 SP:Iteration 11Q (218.978949 sec): 3 clusters Score: Raw -178951.808795 + Penalty 2472.075902 = -176479.732893 nChanged 16 SP:Iteration 12Q (219.018247 sec): 3 clusters Score: Raw -178958.952707 + Penalty 2472.075902 = -176486.876805 nChanged 11 SP:Iteration 13Q (219.075911 sec): 3 clusters Score: Raw -178964.875841 + Penalty 2472.075902 = -176492.799939 nChanged 18 SP:Iteration 14Q (219.127305 sec): 3 clusters Score: Raw -178975.146771 + Penalty 2472.075902 = -176503.070869 nChanged 11 SP:Iteration 15Q (219.182057 sec): 3 clusters Score: Raw -178981.056442 + Penalty 2472.075902 = -176508.980540 nChanged 10 SP:Iteration 16Q (219.222955 sec): 3 clusters Score: Raw -178986.346346 + Penalty 2472.075902 = -176514.270444 nChanged 13 SP:Iteration 17Q (219.279742 sec): 3 clusters Score: Raw -178991.887455 + Penalty 2472.075902 = -176519.811553 nChanged 11 SP:Iteration 18Q (219.322169 sec): 3 clusters Score: Raw -178996.241484 + Penalty 2472.075902 = -176524.165582 nChanged 7 SP:Iteration 19Q (219.372275 sec): 3 clusters Score: Raw -179000.313022 + Penalty 2472.075902 = -176528.237120 nChanged 12 SP:Iteration 20F (219.422214 sec): 3 clusters Score: Raw -179007.550778 + Penalty 2472.075902 = -176535.474877 nChanged 13 SP:Iteration 21Q (219.472889 sec): 3 clusters Score: Raw -179012.712000 + Penalty 2472.075902 = -176540.636098 nChanged 12 SP:Iteration 22Q (219.525118 sec): 3 clusters Score: Raw -179017.285603 + Penalty 2472.075902 = -176545.209701 nChanged 9 SP:Iteration 23Q (219.574332 sec): 3 clusters Score: Raw -179021.270327 + Penalty 2472.075902 = -176549.194426 nChanged 10 SP:Iteration 24Q (219.624789 sec): 3 clusters Score: Raw -179025.927222 + Penalty 2472.075902 = -176553.851321 nChanged 5 SP:Iteration 25Q (219.674524 sec): 3 clusters Score: Raw -179027.596993 + Penalty 2472.075902 = -176555.521092 nChanged 6 SP:Iteration 26Q (219.727895 sec): 3 clusters Score: Raw -179029.748621 + Penalty 2472.075902 = -176557.672719 nChanged 2 SP:Iteration 27Q (219.770162 sec): 3 clusters Score: Raw -179030.637326 + Penalty 2472.075902 = -176558.561424 nChanged 1 SP:Iteration 28Q (219.819762 sec): 3 clusters Score: Raw -179031.158621 + Penalty 2472.075902 = -176559.082719 nChanged 0 SP:Iteration 29F (219.861522 sec): 3 clusters Score: Raw -179031.158621 + Penalty 2472.075902 = -176559.082719 nChanged 0 Trying to split cluster 20 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.885327 sec): 2 clusters Score: Raw -35522.322482 + Penalty 990.937071 = -34531.385411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.926366 sec): 3 clusters Score: Raw -35496.394311 + Penalty 1981.874142 = -33514.520169 nChanged 95 SP:Iteration 1F (219.964118 sec): 3 clusters Score: Raw -35641.853168 + Penalty 1981.874142 = -33659.979026 nChanged 26 SP:Iteration 2F (220.016953 sec): 3 clusters Score: Raw -35697.337581 + Penalty 1981.874142 = -33715.463440 nChanged 11 SP:Iteration 3Q (220.049694 sec): 3 clusters Score: Raw -35714.545932 + Penalty 1981.874142 = -33732.671790 nChanged 4 SP:Iteration 4Q (220.102116 sec): 3 clusters Score: Raw -35721.213339 + Penalty 1981.874142 = -33739.339197 nChanged 3 SP:Iteration 5Q (220.132676 sec): 3 clusters Score: Raw -35728.376859 + Penalty 1981.874142 = -33746.502717 nChanged 3 SP:Iteration 6Q (220.181288 sec): 3 clusters Score: Raw -35731.939797 + Penalty 1981.874142 = -33750.065655 nChanged 1 SP:Iteration 7Q (220.217484 sec): 3 clusters Score: Raw -35734.462526 + Penalty 1981.874142 = -33752.588384 nChanged 0 SP:Iteration 8F (220.270074 sec): 3 clusters Score: Raw -35734.462526 + Penalty 1981.874142 = -33752.588384 nChanged 0 Iteration 20F (221.207799 sec): 17 clusters Score: Raw -5326381.353683 + Penalty 28541.854559 = -5297839.499124 nChanged 2542 Iteration 21Q (221.793189 sec): 17 clusters Score: Raw -5328177.852081 + Penalty 28541.854559 = -5299635.997521 nChanged 916 Iteration 22Q (222.401793 sec): 17 clusters Score: Raw -5328595.146952 + Penalty 28541.854559 = -5300053.292392 nChanged 541 Iteration 23Q (222.997865 sec): 17 clusters Score: Raw -5328825.352408 + Penalty 28541.854559 = -5300283.497849 nChanged 392 Iteration 24Q (223.590739 sec): 17 clusters Score: Raw -5328968.429059 + Penalty 28541.854559 = -5300426.574499 nChanged 332 Iteration 25Q (224.167840 sec): 17 clusters Score: Raw -5329079.441768 + Penalty 28541.854559 = -5300537.587209 nChanged 247 Iteration 26Q (224.775772 sec): 17 clusters Score: Raw -5329159.005668 + Penalty 28541.854559 = -5300617.151108 nChanged 192 Iteration 27Q (225.367110 sec): 17 clusters Score: Raw -5329217.233952 + Penalty 28541.854559 = -5300675.379393 nChanged 166 Iteration 28Q (225.946471 sec): 17 clusters Score: Raw -5329268.144427 + Penalty 28541.854559 = -5300726.289868 nChanged 148 Iteration 29Q (226.548677 sec): 17 clusters Score: Raw -5329303.458580 + Penalty 28541.854559 = -5300761.604021 nChanged 122 Iteration 30Q (227.154966 sec): 17 clusters Score: Raw -5329337.351559 + Penalty 28541.854559 = -5300795.497000 nChanged 103 Iteration 31Q (227.737855 sec): 17 clusters Score: Raw -5329366.083831 + Penalty 28541.854559 = -5300824.229271 nChanged 81 Iteration 32Q (228.352931 sec): 17 clusters Score: Raw -5329387.206560 + Penalty 28541.854559 = -5300845.352000 nChanged 74 Iteration 33Q (228.943180 sec): 17 clusters Score: Raw -5329409.433716 + Penalty 28541.854559 = -5300867.579157 nChanged 88 Iteration 34Q (229.488993 sec): 17 clusters Score: Raw -5329432.214935 + Penalty 28541.854559 = -5300890.360376 nChanged 75 Iteration 35Q (230.101226 sec): 17 clusters Score: Raw -5329456.190228 + Penalty 28541.854559 = -5300914.335669 nChanged 75 Iteration 36Q (230.690812 sec): 17 clusters Score: Raw -5329483.016559 + Penalty 28541.854559 = -5300941.162000 nChanged 80 Iteration 37Q (231.270729 sec): 17 clusters Score: Raw -5329512.259528 + Penalty 28541.854559 = -5300970.404968 nChanged 62 Iteration 38Q (231.846673 sec): 17 clusters Score: Raw -5329532.375351 + Penalty 28541.854559 = -5300990.520791 nChanged 61 Iteration 39Q (232.410204 sec): 17 clusters Score: Raw -5329550.956477 + Penalty 28541.854559 = -5301009.101918 nChanged 59 Iteration 40F (233.361414 sec): 17 clusters Score: Raw -5329699.449429 + Penalty 28541.854559 = -5301157.594870 nChanged 72 Iteration 41Q (233.907362 sec): 17 clusters Score: Raw -5329823.415362 + Penalty 28541.854559 = -5301281.560803 nChanged 57 Iteration 42Q (234.491739 sec): 17 clusters Score: Raw -5329874.972429 + Penalty 28541.854559 = -5301333.117870 nChanged 59 Iteration 43Q (235.036528 sec): 17 clusters Score: Raw -5329898.626700 + Penalty 28541.854559 = -5301356.772141 nChanged 57 Iteration 44Q (235.603164 sec): 17 clusters Score: Raw -5329917.981868 + Penalty 28541.854559 = -5301376.127309 nChanged 58 Iteration 45Q (236.190797 sec): 17 clusters Score: Raw -5329930.711054 + Penalty 28541.854559 = -5301388.856494 nChanged 55 Iteration 46Q (236.782840 sec): 17 clusters Score: Raw -5329945.270131 + Penalty 28541.854559 = -5301403.415572 nChanged 55 Iteration 47Q (237.370495 sec): 17 clusters Score: Raw -5329959.820277 + Penalty 28541.854559 = -5301417.965717 nChanged 49 Iteration 48Q (237.937327 sec): 17 clusters Score: Raw -5329970.786394 + Penalty 28541.854559 = -5301428.931835 nChanged 42 Iteration 49Q (238.503025 sec): 17 clusters Score: Raw -5329979.591471 + Penalty 28541.854559 = -5301437.736912 nChanged 35 Iteration 50Q (239.111275 sec): 17 clusters Score: Raw -5329987.087126 + Penalty 28541.854559 = -5301445.232566 nChanged 30 Iteration 51Q (239.699076 sec): 17 clusters Score: Raw -5329996.867551 + Penalty 28541.854559 = -5301455.012991 nChanged 34 Iteration 52Q (240.263064 sec): 17 clusters Score: Raw -5330004.041684 + Penalty 28541.854559 = -5301462.187124 nChanged 26 Iteration 53Q (240.833270 sec): 17 clusters Score: Raw -5330009.859244 + Penalty 28541.854559 = -5301468.004685 nChanged 18 Iteration 54Q (241.424610 sec): 17 clusters Score: Raw -5330013.566697 + Penalty 28541.854559 = -5301471.712138 nChanged 14 Iteration 55Q (241.997890 sec): 17 clusters Score: Raw -5330016.431449 + Penalty 28541.854559 = -5301474.576889 nChanged 9 Iteration 56Q (242.557357 sec): 17 clusters Score: Raw -5330017.821132 + Penalty 28541.854559 = -5301475.966573 nChanged 8 Iteration 57Q (243.132806 sec): 17 clusters Score: Raw -5330019.829198 + Penalty 28541.854559 = -5301477.974638 nChanged 9 Iteration 58Q (243.717134 sec): 17 clusters Score: Raw -5330024.648781 + Penalty 28541.854559 = -5301482.794222 nChanged 8 Writing temp clu file Because OldScore, -5301477.974638, is greater than current (better) Score,-5301482.794222 Compute initial score before splitting: Score: Raw -5330024.648781 + Penalty 28541.854559 = -5301482.794222 Trying to split cluster 1 (11892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.769385 sec): 2 clusters Score: Raw -1112265.289590 + Penalty 1524.838442 = -1110740.451147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.844172 sec): 3 clusters Score: Raw -1105368.785942 + Penalty 3049.676885 = -1102319.109057 nChanged 5180 SP:Iteration 1F (243.912773 sec): 3 clusters Score: Raw -1108225.995107 + Penalty 3049.676885 = -1105176.318222 nChanged 783 SP:Iteration 2F (243.974223 sec): 3 clusters Score: Raw -1108586.114703 + Penalty 3049.676885 = -1105536.437818 nChanged 652 SP:Iteration 3F (244.034834 sec): 3 clusters Score: Raw -1108917.481609 + Penalty 3049.676885 = -1105867.804724 nChanged 640 SP:Iteration 4F (244.105091 sec): 3 clusters Score: Raw -1109265.676279 + Penalty 3049.676885 = -1106215.999394 nChanged 631 SP:Iteration 5F (244.168645 sec): 3 clusters Score: Raw -1109686.284208 + Penalty 3049.676885 = -1106636.607323 nChanged 674 SP:Iteration 6F (244.226432 sec): 3 clusters Score: Raw -1110224.574945 + Penalty 3049.676885 = -1107174.898060 nChanged 732 SP:Iteration 7F (244.289672 sec): 3 clusters Score: Raw -1110893.292421 + Penalty 3049.676885 = -1107843.615536 nChanged 766 SP:Iteration 8F (244.359704 sec): 3 clusters Score: Raw -1111612.700869 + Penalty 3049.676885 = -1108563.023984 nChanged 779 SP:Iteration 9F (244.425597 sec): 3 clusters Score: Raw -1112333.595743 + Penalty 3049.676885 = -1109283.918858 nChanged 685 SP:Iteration 10F (244.490540 sec): 3 clusters Score: Raw -1112923.700893 + Penalty 3049.676885 = -1109874.024008 nChanged 506 SP:Iteration 11Q (244.550607 sec): 3 clusters Score: Raw -1113342.441281 + Penalty 3049.676885 = -1110292.764396 nChanged 370 SP:Iteration 12Q (244.617386 sec): 3 clusters Score: Raw -1113554.956216 + Penalty 3049.676885 = -1110505.279331 nChanged 214 SP:Iteration 13Q (244.687848 sec): 3 clusters Score: Raw -1113636.565945 + Penalty 3049.676885 = -1110586.889060 nChanged 149 SP:Iteration 14Q (244.758932 sec): 3 clusters Score: Raw -1113691.680279 + Penalty 3049.676885 = -1110642.003394 nChanged 114 SP:Iteration 15Q (244.822835 sec): 3 clusters Score: Raw -1113734.418085 + Penalty 3049.676885 = -1110684.741200 nChanged 94 SP:Iteration 16Q (244.884224 sec): 3 clusters Score: Raw -1113760.736882 + Penalty 3049.676885 = -1110711.059997 nChanged 63 SP:Iteration 17Q (244.944168 sec): 3 clusters Score: Raw -1113776.503405 + Penalty 3049.676885 = -1110726.826520 nChanged 55 SP:Iteration 18Q (245.007020 sec): 3 clusters Score: Raw -1113789.091536 + Penalty 3049.676885 = -1110739.414651 nChanged 41 SP:Iteration 19Q (245.079892 sec): 3 clusters Score: Raw -1113797.825304 + Penalty 3049.676885 = -1110748.148420 nChanged 38 SP:Iteration 20F (245.146225 sec): 3 clusters Score: Raw -1113804.282036 + Penalty 3049.676885 = -1110754.605151 nChanged 38 SP:Iteration 21Q (245.207790 sec): 3 clusters Score: Raw -1113809.677857 + Penalty 3049.676885 = -1110760.000972 nChanged 25 SP:Iteration 22Q (245.272804 sec): 3 clusters Score: Raw -1113813.747887 + Penalty 3049.676885 = -1110764.071003 nChanged 25 SP:Iteration 23Q (245.344740 sec): 3 clusters Score: Raw -1113817.490525 + Penalty 3049.676885 = -1110767.813640 nChanged 14 SP:Iteration 24Q (245.409984 sec): 3 clusters Score: Raw -1113819.629279 + Penalty 3049.676885 = -1110769.952394 nChanged 17 SP:Iteration 25Q (245.465497 sec): 3 clusters Score: Raw -1113823.721637 + Penalty 3049.676885 = -1110774.044752 nChanged 21 SP:Iteration 26Q (245.538034 sec): 3 clusters Score: Raw -1113828.273974 + Penalty 3049.676885 = -1110778.597089 nChanged 22 SP:Iteration 27Q (245.603394 sec): 3 clusters Score: Raw -1113833.061354 + Penalty 3049.676885 = -1110783.384469 nChanged 22 SP:Iteration 28Q (245.667024 sec): 3 clusters Score: Raw -1113838.231447 + Penalty 3049.676885 = -1110788.554563 nChanged 22 SP:Iteration 29Q (245.729687 sec): 3 clusters Score: Raw -1113842.283408 + Penalty 3049.676885 = -1110792.606523 nChanged 24 SP:Iteration 30Q (245.799400 sec): 3 clusters Score: Raw -1113845.898999 + Penalty 3049.676885 = -1110796.222114 nChanged 18 SP:Iteration 31Q (245.859911 sec): 3 clusters Score: Raw -1113848.246729 + Penalty 3049.676885 = -1110798.569844 nChanged 15 SP:Iteration 32Q (245.935312 sec): 3 clusters Score: Raw -1113850.241759 + Penalty 3049.676885 = -1110800.564874 nChanged 10 SP:Iteration 33Q (245.993784 sec): 3 clusters Score: Raw -1113851.640416 + Penalty 3049.676885 = -1110801.963531 nChanged 10 SP:Iteration 34Q (246.058223 sec): 3 clusters Score: Raw -1113852.970205 + Penalty 3049.676885 = -1110803.293320 nChanged 16 SP:Iteration 35Q (246.133334 sec): 3 clusters Score: Raw -1113855.035039 + Penalty 3049.676885 = -1110805.358154 nChanged 13 SP:Iteration 36Q (246.188586 sec): 3 clusters Score: Raw -1113856.705194 + Penalty 3049.676885 = -1110807.028309 nChanged 12 SP:Iteration 37Q (246.257334 sec): 3 clusters Score: Raw -1113858.849155 + Penalty 3049.676885 = -1110809.172271 nChanged 14 SP:Iteration 38Q (246.318968 sec): 3 clusters Score: Raw -1113860.513396 + Penalty 3049.676885 = -1110810.836512 nChanged 13 SP:Iteration 39Q (246.383401 sec): 3 clusters Score: Raw -1113862.497407 + Penalty 3049.676885 = -1110812.820523 nChanged 21 SP:Iteration 40F (246.463142 sec): 3 clusters Score: Raw -1113865.792849 + Penalty 3049.676885 = -1110816.115964 nChanged 20 SP:Iteration 41Q (246.522466 sec): 3 clusters Score: Raw -1113869.030304 + Penalty 3049.676885 = -1110819.353419 nChanged 20 SP:Iteration 42Q (246.584140 sec): 3 clusters Score: Raw -1113871.899467 + Penalty 3049.676885 = -1110822.222582 nChanged 17 SP:Iteration 43Q (246.662213 sec): 3 clusters Score: Raw -1113874.189416 + Penalty 3049.676885 = -1110824.512531 nChanged 10 SP:Iteration 44Q (246.722851 sec): 3 clusters Score: Raw -1113875.508340 + Penalty 3049.676885 = -1110825.831455 nChanged 8 SP:Iteration 45Q (246.776720 sec): 3 clusters Score: Raw -1113877.145672 + Penalty 3049.676885 = -1110827.468787 nChanged 15 SP:Iteration 46Q (246.847911 sec): 3 clusters Score: Raw -1113879.334992 + Penalty 3049.676885 = -1110829.658107 nChanged 15 SP:Iteration 47Q (246.908898 sec): 3 clusters Score: Raw -1113881.165596 + Penalty 3049.676885 = -1110831.488711 nChanged 9 SP:Iteration 48Q (246.967357 sec): 3 clusters Score: Raw -1113882.685948 + Penalty 3049.676885 = -1110833.009063 nChanged 16 SP:Iteration 49Q (247.044776 sec): 3 clusters Score: Raw -1113884.514435 + Penalty 3049.676885 = -1110834.837550 nChanged 9 SP:Iteration 50Q (247.108779 sec): 3 clusters Score: Raw -1113885.642514 + Penalty 3049.676885 = -1110835.965629 nChanged 9 SP:Iteration 51Q (247.166304 sec): 3 clusters Score: Raw -1113886.546196 + Penalty 3049.676885 = -1110836.869311 nChanged 6 SP:Iteration 52Q (247.229779 sec): 3 clusters Score: Raw -1113887.018857 + Penalty 3049.676885 = -1110837.341972 nChanged 2 SP:Iteration 53Q (247.301335 sec): 3 clusters Score: Raw -1113887.220370 + Penalty 3049.676885 = -1110837.543485 nChanged 4 SP:Iteration 54Q (247.367465 sec): 3 clusters Score: Raw -1113887.789527 + Penalty 3049.676885 = -1110838.112643 nChanged 7 SP:Iteration 55Q (247.428663 sec): 3 clusters Score: Raw -1113888.407268 + Penalty 3049.676885 = -1110838.730383 nChanged 4 SP:Iteration 56Q (247.496306 sec): 3 clusters Score: Raw -1113888.817108 + Penalty 3049.676885 = -1110839.140223 nChanged 2 SP:Iteration 57Q (247.552009 sec): 3 clusters Score: Raw -1113889.054839 + Penalty 3049.676885 = -1110839.377954 nChanged 1 SP:Iteration 58Q (247.621582 sec): 3 clusters Score: Raw -1113889.111189 + Penalty 3049.676885 = -1110839.434305 nChanged 1 SP:Iteration 59Q (247.684329 sec): 3 clusters Score: Raw -1113889.139936 + Penalty 3049.676885 = -1110839.463051 nChanged 1 SP:Iteration 60F (247.747224 sec): 3 clusters Score: Raw -1113889.179621 + Penalty 3049.676885 = -1110839.502736 nChanged 2 SP:Iteration 61Q (247.815403 sec): 3 clusters Score: Raw -1113889.355016 + Penalty 3049.676885 = -1110839.678131 nChanged 1 SP:Iteration 62Q (247.871374 sec): 3 clusters Score: Raw -1113889.413926 + Penalty 3049.676885 = -1110839.737041 nChanged 0 SP:Iteration 63F (247.931001 sec): 3 clusters Score: Raw -1113889.413926 + Penalty 3049.676885 = -1110839.737041 nChanged 0 Score: Raw -5331652.256272 + Penalty 30325.720469 = -5301326.535803 Splitting cluster 1 changes total score from -5301482.794222 to -5301326.535803 So it's not getting split. Trying to split cluster 2 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.934127 sec): 2 clusters Score: Raw -23480.394418 + Penalty 983.846394 = -22496.548024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.972088 sec): 3 clusters Score: Raw -23624.250679 + Penalty 1967.692788 = -21656.557892 nChanged 135 SP:Iteration 1F (249.018811 sec): 3 clusters Score: Raw -24111.939224 + Penalty 1967.692788 = -22144.246437 nChanged 58 SP:Iteration 2F (249.067208 sec): 3 clusters Score: Raw -24521.559476 + Penalty 1967.692788 = -22553.866688 nChanged 31 SP:Iteration 3F (249.110464 sec): 3 clusters Score: Raw -24674.261781 + Penalty 1967.692788 = -22706.568993 nChanged 18 SP:Iteration 4Q (249.161113 sec): 3 clusters Score: Raw -24836.487280 + Penalty 1967.692788 = -22868.794492 nChanged 9 SP:Iteration 5Q (249.199625 sec): 3 clusters Score: Raw -24866.814274 + Penalty 1967.692788 = -22899.121487 nChanged 2 SP:Iteration 6Q (249.246850 sec): 3 clusters Score: Raw -24868.765040 + Penalty 1967.692788 = -22901.072252 nChanged 0 SP:Iteration 7F (249.289807 sec): 3 clusters Score: Raw -24868.765040 + Penalty 1967.692788 = -22901.072252 nChanged 0 Score: Raw -5331416.502558 + Penalty 30325.720469 = -5301090.782088 Splitting cluster 2 changes total score from -5301482.794222 to -5301090.782088 So it's not getting split. Trying to split cluster 3 (1096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.267496 sec): 2 clusters Score: Raw -86244.675410 + Penalty 1137.406151 = -85107.269259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.324762 sec): 3 clusters Score: Raw -85903.666786 + Penalty 2274.812302 = -83628.854484 nChanged 320 SP:Iteration 1F (250.369708 sec): 3 clusters Score: Raw -86204.259968 + Penalty 2274.812302 = -83929.447666 nChanged 93 SP:Iteration 2F (250.419521 sec): 3 clusters Score: Raw -86299.525281 + Penalty 2274.812302 = -84024.712979 nChanged 48 SP:Iteration 3Q (250.463672 sec): 3 clusters Score: Raw -86354.714025 + Penalty 2274.812302 = -84079.901723 nChanged 29 SP:Iteration 4Q (250.513818 sec): 3 clusters Score: Raw -86392.687756 + Penalty 2274.812302 = -84117.875454 nChanged 29 SP:Iteration 5Q (250.557804 sec): 3 clusters Score: Raw -86424.501177 + Penalty 2274.812302 = -84149.688875 nChanged 23 SP:Iteration 6Q (250.611928 sec): 3 clusters Score: Raw -86450.974575 + Penalty 2274.812302 = -84176.162273 nChanged 22 SP:Iteration 7Q (250.650501 sec): 3 clusters Score: Raw -86472.202720 + Penalty 2274.812302 = -84197.390418 nChanged 8 SP:Iteration 8Q (250.699120 sec): 3 clusters Score: Raw -86477.374092 + Penalty 2274.812302 = -84202.561790 nChanged 10 SP:Iteration 9Q (250.750651 sec): 3 clusters Score: Raw -86489.728386 + Penalty 2274.812302 = -84214.916084 nChanged 6 SP:Iteration 10Q (250.784937 sec): 3 clusters Score: Raw -86492.918383 + Penalty 2274.812302 = -84218.106081 nChanged 4 SP:Iteration 11Q (250.829647 sec): 3 clusters Score: Raw -86497.889729 + Penalty 2274.812302 = -84223.077427 nChanged 4 SP:Iteration 12Q (250.876376 sec): 3 clusters Score: Raw -86500.544958 + Penalty 2274.812302 = -84225.732656 nChanged 6 SP:Iteration 13Q (250.924594 sec): 3 clusters Score: Raw -86505.827750 + Penalty 2274.812302 = -84231.015448 nChanged 8 SP:Iteration 14Q (250.969496 sec): 3 clusters Score: Raw -86511.227269 + Penalty 2274.812302 = -84236.414967 nChanged 8 SP:Iteration 15Q (251.008389 sec): 3 clusters Score: Raw -86518.645866 + Penalty 2274.812302 = -84243.833564 nChanged 8 SP:Iteration 16Q (251.046940 sec): 3 clusters Score: Raw -86527.444372 + Penalty 2274.812302 = -84252.632070 nChanged 8 SP:Iteration 17Q (251.091029 sec): 3 clusters Score: Raw -86536.948283 + Penalty 2274.812302 = -84262.135981 nChanged 8 SP:Iteration 18Q (251.138753 sec): 3 clusters Score: Raw -86546.863037 + Penalty 2274.812302 = -84272.050735 nChanged 10 SP:Iteration 19Q (251.174502 sec): 3 clusters Score: Raw -86561.600380 + Penalty 2274.812302 = -84286.788078 nChanged 11 SP:Iteration 20F (251.221513 sec): 3 clusters Score: Raw -86579.852314 + Penalty 2274.812302 = -84305.040012 nChanged 12 SP:Iteration 21Q (251.269708 sec): 3 clusters Score: Raw -86596.180789 + Penalty 2274.812302 = -84321.368487 nChanged 14 SP:Iteration 22Q (251.314139 sec): 3 clusters Score: Raw -86612.106719 + Penalty 2274.812302 = -84337.294417 nChanged 11 SP:Iteration 23Q (251.352108 sec): 3 clusters Score: Raw -86619.248688 + Penalty 2274.812302 = -84344.436386 nChanged 8 SP:Iteration 24Q (251.407056 sec): 3 clusters Score: Raw -86624.582396 + Penalty 2274.812302 = -84349.770094 nChanged 6 SP:Iteration 25Q (251.448071 sec): 3 clusters Score: Raw -86631.969908 + Penalty 2274.812302 = -84357.157606 nChanged 7 SP:Iteration 26Q (251.493399 sec): 3 clusters Score: Raw -86640.427406 + Penalty 2274.812302 = -84365.615104 nChanged 11 SP:Iteration 27Q (251.544044 sec): 3 clusters Score: Raw -86654.995411 + Penalty 2274.812302 = -84380.183109 nChanged 10 SP:Iteration 28Q (251.588060 sec): 3 clusters Score: Raw -86663.176974 + Penalty 2274.812302 = -84388.364672 nChanged 3 SP:Iteration 29Q (251.634342 sec): 3 clusters Score: Raw -86665.600892 + Penalty 2274.812302 = -84390.788590 nChanged 2 SP:Iteration 30Q (251.684413 sec): 3 clusters Score: Raw -86666.922133 + Penalty 2274.812302 = -84392.109831 nChanged 2 SP:Iteration 31Q (251.739950 sec): 3 clusters Score: Raw -86669.381021 + Penalty 2274.812302 = -84394.568719 nChanged 3 SP:Iteration 32Q (251.784877 sec): 3 clusters Score: Raw -86671.160298 + Penalty 2274.812302 = -84396.347996 nChanged 2 SP:Iteration 33Q (251.836723 sec): 3 clusters Score: Raw -86673.023582 + Penalty 2274.812302 = -84398.211280 nChanged 4 SP:Iteration 34Q (251.879533 sec): 3 clusters Score: Raw -86675.815068 + Penalty 2274.812302 = -84401.002766 nChanged 1 SP:Iteration 35Q (251.919348 sec): 3 clusters Score: Raw -86676.540270 + Penalty 2274.812302 = -84401.727968 nChanged 1 SP:Iteration 36Q (251.970915 sec): 3 clusters Score: Raw -86677.584485 + Penalty 2274.812302 = -84402.772183 nChanged 0 SP:Iteration 37F (252.007405 sec): 3 clusters Score: Raw -86677.584485 + Penalty 2274.812302 = -84402.772183 nChanged 0 Trying to split cluster 4 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.031054 sec): 2 clusters Score: Raw -67841.782654 + Penalty 1091.052711 = -66750.729943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.082562 sec): 3 clusters Score: Raw -67669.806687 + Penalty 2182.105422 = -65487.701265 nChanged 227 SP:Iteration 1F (252.127049 sec): 3 clusters Score: Raw -67962.862844 + Penalty 2182.105422 = -65780.757421 nChanged 65 SP:Iteration 2F (252.174859 sec): 3 clusters Score: Raw -68063.279932 + Penalty 2182.105422 = -65881.174510 nChanged 36 SP:Iteration 3Q (252.208858 sec): 3 clusters Score: Raw -68130.275637 + Penalty 2182.105422 = -65948.170215 nChanged 35 SP:Iteration 4Q (252.260137 sec): 3 clusters Score: Raw -68182.948600 + Penalty 2182.105422 = -66000.843178 nChanged 29 SP:Iteration 5Q (252.305731 sec): 3 clusters Score: Raw -68222.345499 + Penalty 2182.105422 = -66040.240076 nChanged 23 SP:Iteration 6Q (252.339627 sec): 3 clusters Score: Raw -68252.266877 + Penalty 2182.105422 = -66070.161455 nChanged 14 SP:Iteration 7Q (252.381628 sec): 3 clusters Score: Raw -68276.282365 + Penalty 2182.105422 = -66094.176943 nChanged 16 SP:Iteration 8Q (252.431597 sec): 3 clusters Score: Raw -68296.070551 + Penalty 2182.105422 = -66113.965128 nChanged 13 SP:Iteration 9Q (252.472381 sec): 3 clusters Score: Raw -68308.257712 + Penalty 2182.105422 = -66126.152290 nChanged 6 SP:Iteration 10Q (252.521143 sec): 3 clusters Score: Raw -68314.425447 + Penalty 2182.105422 = -66132.320025 nChanged 5 SP:Iteration 11Q (252.576663 sec): 3 clusters Score: Raw -68328.065483 + Penalty 2182.105422 = -66145.960060 nChanged 8 SP:Iteration 12Q (252.624414 sec): 3 clusters Score: Raw -68337.274200 + Penalty 2182.105422 = -66155.168778 nChanged 4 SP:Iteration 13Q (252.673647 sec): 3 clusters Score: Raw -68340.024838 + Penalty 2182.105422 = -66157.919415 nChanged 3 SP:Iteration 14Q (252.724302 sec): 3 clusters Score: Raw -68342.466143 + Penalty 2182.105422 = -66160.360721 nChanged 3 SP:Iteration 15Q (252.765287 sec): 3 clusters Score: Raw -68345.044426 + Penalty 2182.105422 = -66162.939004 nChanged 1 SP:Iteration 16Q (252.804301 sec): 3 clusters Score: Raw -68345.406394 + Penalty 2182.105422 = -66163.300971 nChanged 1 SP:Iteration 17Q (252.855904 sec): 3 clusters Score: Raw -68346.429822 + Penalty 2182.105422 = -66164.324400 nChanged 1 SP:Iteration 18Q (252.903763 sec): 3 clusters Score: Raw -68347.209169 + Penalty 2182.105422 = -66165.103747 nChanged 0 SP:Iteration 19F (252.953828 sec): 3 clusters Score: Raw -68347.209169 + Penalty 2182.105422 = -66165.103747 nChanged 0 Trying to split cluster 5 (867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.968515 sec): 2 clusters Score: Raw -69663.790421 + Penalty 1099.318834 = -68564.471587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.027330 sec): 3 clusters Score: Raw -69437.495426 + Penalty 2198.637667 = -67238.857759 nChanged 272 SP:Iteration 1F (253.076011 sec): 3 clusters Score: Raw -69776.905517 + Penalty 2198.637667 = -67578.267849 nChanged 84 SP:Iteration 2F (253.117169 sec): 3 clusters Score: Raw -69977.323325 + Penalty 2198.637667 = -67778.685657 nChanged 72 SP:Iteration 3F (253.171847 sec): 3 clusters Score: Raw -70104.527216 + Penalty 2198.637667 = -67905.889549 nChanged 57 SP:Iteration 4F (253.212693 sec): 3 clusters Score: Raw -70210.178087 + Penalty 2198.637667 = -68011.540419 nChanged 41 SP:Iteration 5Q (253.274234 sec): 3 clusters Score: Raw -70292.255577 + Penalty 2198.637667 = -68093.617910 nChanged 32 SP:Iteration 6Q (253.313064 sec): 3 clusters Score: Raw -70360.392389 + Penalty 2198.637667 = -68161.754721 nChanged 21 SP:Iteration 7Q (253.363585 sec): 3 clusters Score: Raw -70388.631208 + Penalty 2198.637667 = -68189.993541 nChanged 10 SP:Iteration 8Q (253.415480 sec): 3 clusters Score: Raw -70402.493201 + Penalty 2198.637667 = -68203.855533 nChanged 6 SP:Iteration 9Q (253.464175 sec): 3 clusters Score: Raw -70409.204238 + Penalty 2198.637667 = -68210.566570 nChanged 3 SP:Iteration 10Q (253.506577 sec): 3 clusters Score: Raw -70411.137341 + Penalty 2198.637667 = -68212.499674 nChanged 1 SP:Iteration 11Q (253.549371 sec): 3 clusters Score: Raw -70411.988187 + Penalty 2198.637667 = -68213.350519 nChanged 1 SP:Iteration 12Q (253.597325 sec): 3 clusters Score: Raw -70412.598031 + Penalty 2198.637667 = -68213.960363 nChanged 0 SP:Iteration 13F (253.645988 sec): 3 clusters Score: Raw -70412.598031 + Penalty 2198.637667 = -68213.960363 nChanged 0 Trying to split cluster 6 (3977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.677341 sec): 2 clusters Score: Raw -368405.375431 + Penalty 1346.845995 = -367058.529436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.735216 sec): 3 clusters Score: Raw -366427.275350 + Penalty 2693.691990 = -363733.583360 nChanged 1534 SP:Iteration 1F (253.782027 sec): 3 clusters Score: Raw -367333.639955 + Penalty 2693.691990 = -364639.947965 nChanged 312 SP:Iteration 2F (253.838820 sec): 3 clusters Score: Raw -367553.408923 + Penalty 2693.691990 = -364859.716934 nChanged 222 SP:Iteration 3F (253.891314 sec): 3 clusters Score: Raw -367715.941213 + Penalty 2693.691990 = -365022.249224 nChanged 206 SP:Iteration 4F (253.938767 sec): 3 clusters Score: Raw -367865.300138 + Penalty 2693.691990 = -365171.608149 nChanged 187 SP:Iteration 5Q (253.994048 sec): 3 clusters Score: Raw -367999.043414 + Penalty 2693.691990 = -365305.351424 nChanged 164 SP:Iteration 6Q (254.044498 sec): 3 clusters Score: Raw -368121.823228 + Penalty 2693.691990 = -365428.131239 nChanged 152 SP:Iteration 7Q (254.097650 sec): 3 clusters Score: Raw -368234.006243 + Penalty 2693.691990 = -365540.314253 nChanged 126 SP:Iteration 8Q (254.139356 sec): 3 clusters Score: Raw -368325.583676 + Penalty 2693.691990 = -365631.891686 nChanged 100 SP:Iteration 9Q (254.200958 sec): 3 clusters Score: Raw -368387.061674 + Penalty 2693.691990 = -365693.369685 nChanged 79 SP:Iteration 10Q (254.256801 sec): 3 clusters Score: Raw -368435.827074 + Penalty 2693.691990 = -365742.135085 nChanged 69 SP:Iteration 11Q (254.311313 sec): 3 clusters Score: Raw -368478.062273 + Penalty 2693.691990 = -365784.370283 nChanged 53 SP:Iteration 12Q (254.361349 sec): 3 clusters Score: Raw -368510.692276 + Penalty 2693.691990 = -365817.000286 nChanged 38 SP:Iteration 13Q (254.428412 sec): 3 clusters Score: Raw -368532.685226 + Penalty 2693.691990 = -365838.993236 nChanged 32 SP:Iteration 14Q (254.483316 sec): 3 clusters Score: Raw -368552.493518 + Penalty 2693.691990 = -365858.801528 nChanged 26 SP:Iteration 15Q (254.534669 sec): 3 clusters Score: Raw -368567.933930 + Penalty 2693.691990 = -365874.241941 nChanged 19 SP:Iteration 16Q (254.591265 sec): 3 clusters Score: Raw -368579.871126 + Penalty 2693.691990 = -365886.179136 nChanged 16 SP:Iteration 17Q (254.634078 sec): 3 clusters Score: Raw -368588.434682 + Penalty 2693.691990 = -365894.742693 nChanged 11 SP:Iteration 18Q (254.687309 sec): 3 clusters Score: Raw -368595.527046 + Penalty 2693.691990 = -365901.835057 nChanged 10 SP:Iteration 19Q (254.739244 sec): 3 clusters Score: Raw -368605.050368 + Penalty 2693.691990 = -365911.358378 nChanged 16 SP:Iteration 20F (254.799266 sec): 3 clusters Score: Raw -368617.038500 + Penalty 2693.691990 = -365923.346510 nChanged 13 SP:Iteration 21Q (254.843263 sec): 3 clusters Score: Raw -368628.372295 + Penalty 2693.691990 = -365934.680306 nChanged 16 SP:Iteration 22Q (254.891396 sec): 3 clusters Score: Raw -368637.211346 + Penalty 2693.691990 = -365943.519356 nChanged 8 SP:Iteration 23Q (254.949748 sec): 3 clusters Score: Raw -368640.814143 + Penalty 2693.691990 = -365947.122153 nChanged 4 SP:Iteration 24Q (254.997886 sec): 3 clusters Score: Raw -368641.984346 + Penalty 2693.691990 = -365948.292356 nChanged 2 SP:Iteration 25Q (255.049733 sec): 3 clusters Score: Raw -368642.355322 + Penalty 2693.691990 = -365948.663333 nChanged 1 SP:Iteration 26Q (255.114863 sec): 3 clusters Score: Raw -368642.610311 + Penalty 2693.691990 = -365948.918321 nChanged 0 SP:Iteration 27F (255.157408 sec): 3 clusters Score: Raw -368642.610311 + Penalty 2693.691990 = -365948.918321 nChanged 0 Trying to split cluster 7 (10949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.199756 sec): 2 clusters Score: Raw -1065833.880841 + Penalty 1511.413054 = -1064322.467787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.265395 sec): 3 clusters Score: Raw -1059602.324739 + Penalty 3022.826107 = -1056579.498631 nChanged 4728 SP:Iteration 1F (255.329625 sec): 3 clusters Score: Raw -1062183.565313 + Penalty 3022.826107 = -1059160.739206 nChanged 644 SP:Iteration 2F (255.393829 sec): 3 clusters Score: Raw -1062448.783612 + Penalty 3022.826107 = -1059425.957505 nChanged 500 SP:Iteration 3Q (255.450712 sec): 3 clusters Score: Raw -1062647.068817 + Penalty 3022.826107 = -1059624.242710 nChanged 450 SP:Iteration 4Q (255.520278 sec): 3 clusters Score: Raw -1062828.893651 + Penalty 3022.826107 = -1059806.067543 nChanged 409 SP:Iteration 5Q (255.581627 sec): 3 clusters Score: Raw -1062977.561181 + Penalty 3022.826107 = -1059954.735074 nChanged 370 SP:Iteration 6Q (255.649519 sec): 3 clusters Score: Raw -1063119.826755 + Penalty 3022.826107 = -1060097.000648 nChanged 435 SP:Iteration 7Q (255.719754 sec): 3 clusters Score: Raw -1063354.409589 + Penalty 3022.826107 = -1060331.583482 nChanged 454 SP:Iteration 8Q (255.777711 sec): 3 clusters Score: Raw -1063633.010726 + Penalty 3022.826107 = -1060610.184619 nChanged 476 SP:Iteration 9Q (255.847116 sec): 3 clusters Score: Raw -1063891.334164 + Penalty 3022.826107 = -1060868.508057 nChanged 459 SP:Iteration 10Q (255.923304 sec): 3 clusters Score: Raw -1064156.426298 + Penalty 3022.826107 = -1061133.600191 nChanged 454 SP:Iteration 11Q (255.992967 sec): 3 clusters Score: Raw -1064433.088246 + Penalty 3022.826107 = -1061410.262139 nChanged 443 SP:Iteration 12Q (256.055615 sec): 3 clusters Score: Raw -1064704.491732 + Penalty 3022.826107 = -1061681.665625 nChanged 397 SP:Iteration 13Q (256.111968 sec): 3 clusters Score: Raw -1064933.791588 + Penalty 3022.826107 = -1061910.965481 nChanged 333 SP:Iteration 14Q (256.183517 sec): 3 clusters Score: Raw -1065111.805306 + Penalty 3022.826107 = -1062088.979199 nChanged 264 SP:Iteration 15Q (256.248552 sec): 3 clusters Score: Raw -1065239.764259 + Penalty 3022.826107 = -1062216.938151 nChanged 224 SP:Iteration 16Q (256.303279 sec): 3 clusters Score: Raw -1065344.271251 + Penalty 3022.826107 = -1062321.445143 nChanged 189 SP:Iteration 17Q (256.377067 sec): 3 clusters Score: Raw -1065423.368476 + Penalty 3022.826107 = -1062400.542369 nChanged 140 SP:Iteration 18Q (256.443195 sec): 3 clusters Score: Raw -1065487.086817 + Penalty 3022.826107 = -1062464.260710 nChanged 141 SP:Iteration 19Q (256.504711 sec): 3 clusters Score: Raw -1065544.315051 + Penalty 3022.826107 = -1062521.488944 nChanged 133 SP:Iteration 20F (256.572647 sec): 3 clusters Score: Raw -1065593.978818 + Penalty 3022.826107 = -1062571.152711 nChanged 108 SP:Iteration 21Q (256.628548 sec): 3 clusters Score: Raw -1065638.064672 + Penalty 3022.826107 = -1062615.238565 nChanged 96 SP:Iteration 22Q (256.695850 sec): 3 clusters Score: Raw -1065673.048993 + Penalty 3022.826107 = -1062650.222885 nChanged 89 SP:Iteration 23Q (256.756143 sec): 3 clusters Score: Raw -1065699.292513 + Penalty 3022.826107 = -1062676.466406 nChanged 71 SP:Iteration 24Q (256.827371 sec): 3 clusters Score: Raw -1065720.144775 + Penalty 3022.826107 = -1062697.318667 nChanged 71 SP:Iteration 25Q (256.886065 sec): 3 clusters Score: Raw -1065741.978644 + Penalty 3022.826107 = -1062719.152537 nChanged 62 SP:Iteration 26Q (256.954075 sec): 3 clusters Score: Raw -1065761.425803 + Penalty 3022.826107 = -1062738.599696 nChanged 68 SP:Iteration 27Q (257.016769 sec): 3 clusters Score: Raw -1065780.023430 + Penalty 3022.826107 = -1062757.197323 nChanged 73 SP:Iteration 28Q (257.069343 sec): 3 clusters Score: Raw -1065802.091937 + Penalty 3022.826107 = -1062779.265829 nChanged 71 SP:Iteration 29Q (257.140558 sec): 3 clusters Score: Raw -1065826.432272 + Penalty 3022.826107 = -1062803.606165 nChanged 72 SP:Iteration 30Q (257.194643 sec): 3 clusters Score: Raw -1065847.112443 + Penalty 3022.826107 = -1062824.286335 nChanged 65 SP:Iteration 31Q (257.265830 sec): 3 clusters Score: Raw -1065864.275868 + Penalty 3022.826107 = -1062841.449761 nChanged 57 SP:Iteration 32Q (257.331901 sec): 3 clusters Score: Raw -1065875.683985 + Penalty 3022.826107 = -1062852.857878 nChanged 37 SP:Iteration 33Q (257.390470 sec): 3 clusters Score: Raw -1065884.881153 + Penalty 3022.826107 = -1062862.055046 nChanged 38 SP:Iteration 34Q (257.445713 sec): 3 clusters Score: Raw -1065898.024877 + Penalty 3022.826107 = -1062875.198770 nChanged 49 SP:Iteration 35Q (257.516857 sec): 3 clusters Score: Raw -1065910.705381 + Penalty 3022.826107 = -1062887.879274 nChanged 37 SP:Iteration 36Q (257.577633 sec): 3 clusters Score: Raw -1065919.957690 + Penalty 3022.826107 = -1062897.131583 nChanged 33 SP:Iteration 37Q (257.629860 sec): 3 clusters Score: Raw -1065928.425815 + Penalty 3022.826107 = -1062905.599707 nChanged 25 SP:Iteration 38Q (257.689249 sec): 3 clusters Score: Raw -1065936.150126 + Penalty 3022.826107 = -1062913.324018 nChanged 26 SP:Iteration 39Q (257.749335 sec): 3 clusters Score: Raw -1065944.027760 + Penalty 3022.826107 = -1062921.201653 nChanged 35 SP:Iteration 40F (257.817352 sec): 3 clusters Score: Raw -1065955.367529 + Penalty 3022.826107 = -1062932.541422 nChanged 45 SP:Iteration 41Q (257.886063 sec): 3 clusters Score: Raw -1065967.977354 + Penalty 3022.826107 = -1062945.151247 nChanged 39 SP:Iteration 42Q (257.942099 sec): 3 clusters Score: Raw -1065980.870972 + Penalty 3022.826107 = -1062958.044865 nChanged 42 SP:Iteration 43Q (258.004532 sec): 3 clusters Score: Raw -1065996.677491 + Penalty 3022.826107 = -1062973.851384 nChanged 47 SP:Iteration 44Q (258.080837 sec): 3 clusters Score: Raw -1066010.195958 + Penalty 3022.826107 = -1062987.369850 nChanged 41 SP:Iteration 45Q (258.134495 sec): 3 clusters Score: Raw -1066022.719007 + Penalty 3022.826107 = -1062999.892900 nChanged 42 SP:Iteration 46Q (258.191881 sec): 3 clusters Score: Raw -1066040.242758 + Penalty 3022.826107 = -1063017.416651 nChanged 57 SP:Iteration 47Q (258.253871 sec): 3 clusters Score: Raw -1066071.377154 + Penalty 3022.826107 = -1063048.551047 nChanged 76 SP:Iteration 48Q (258.327924 sec): 3 clusters Score: Raw -1066116.842838 + Penalty 3022.826107 = -1063094.016730 nChanged 86 SP:Iteration 49Q (258.384552 sec): 3 clusters Score: Raw -1066179.043533 + Penalty 3022.826107 = -1063156.217426 nChanged 102 SP:Iteration 50Q (258.444397 sec): 3 clusters Score: Raw -1066243.193555 + Penalty 3022.826107 = -1063220.367448 nChanged 80 SP:Iteration 51Q (258.501729 sec): 3 clusters Score: Raw -1066285.717905 + Penalty 3022.826107 = -1063262.891798 nChanged 60 SP:Iteration 52Q (258.567163 sec): 3 clusters Score: Raw -1066311.628345 + Penalty 3022.826107 = -1063288.802238 nChanged 54 SP:Iteration 53Q (258.627623 sec): 3 clusters Score: Raw -1066337.294209 + Penalty 3022.826107 = -1063314.468102 nChanged 42 SP:Iteration 54Q (258.691944 sec): 3 clusters Score: Raw -1066355.532551 + Penalty 3022.826107 = -1063332.706443 nChanged 40 SP:Iteration 55Q (258.756739 sec): 3 clusters Score: Raw -1066370.723532 + Penalty 3022.826107 = -1063347.897425 nChanged 38 SP:Iteration 56Q (258.815010 sec): 3 clusters Score: Raw -1066384.042041 + Penalty 3022.826107 = -1063361.215934 nChanged 29 SP:Iteration 57Q (258.873335 sec): 3 clusters Score: Raw -1066394.814346 + Penalty 3022.826107 = -1063371.988238 nChanged 25 SP:Iteration 58Q (258.924564 sec): 3 clusters Score: Raw -1066402.469746 + Penalty 3022.826107 = -1063379.643639 nChanged 14 SP:Iteration 59Q (258.988778 sec): 3 clusters Score: Raw -1066406.889355 + Penalty 3022.826107 = -1063384.063248 nChanged 15 SP:Iteration 60F (259.047246 sec): 3 clusters Score: Raw -1066410.872750 + Penalty 3022.826107 = -1063388.046643 nChanged 13 SP:Iteration 61Q (259.118942 sec): 3 clusters Score: Raw -1066414.781369 + Penalty 3022.826107 = -1063391.955262 nChanged 11 SP:Iteration 62Q (259.185927 sec): 3 clusters Score: Raw -1066417.039264 + Penalty 3022.826107 = -1063394.213156 nChanged 10 SP:Iteration 63Q (259.236039 sec): 3 clusters Score: Raw -1066420.787670 + Penalty 3022.826107 = -1063397.961563 nChanged 12 SP:Iteration 64Q (259.307438 sec): 3 clusters Score: Raw -1066423.980560 + Penalty 3022.826107 = -1063401.154453 nChanged 10 SP:Iteration 65Q (259.372093 sec): 3 clusters Score: Raw -1066426.078911 + Penalty 3022.826107 = -1063403.252804 nChanged 7 SP:Iteration 66Q (259.434710 sec): 3 clusters Score: Raw -1066427.189331 + Penalty 3022.826107 = -1063404.363224 nChanged 2 SP:Iteration 67Q (259.502507 sec): 3 clusters Score: Raw -1066427.673674 + Penalty 3022.826107 = -1063404.847567 nChanged 1 SP:Iteration 68Q (259.566680 sec): 3 clusters Score: Raw -1066427.843334 + Penalty 3022.826107 = -1063405.017227 nChanged 1 SP:Iteration 69Q (259.625808 sec): 3 clusters Score: Raw -1066427.984989 + Penalty 3022.826107 = -1063405.158882 nChanged 0 SP:Iteration 70F (259.692797 sec): 3 clusters Score: Raw -1066427.984989 + Penalty 3022.826107 = -1063405.158882 nChanged 0 Trying to split cluster 8 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.719329 sec): 2 clusters Score: Raw -85689.766196 + Penalty 1115.876659 = -84573.889537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.766928 sec): 3 clusters Score: Raw -85370.991953 + Penalty 2231.753317 = -83139.238635 nChanged 272 SP:Iteration 1F (259.812704 sec): 3 clusters Score: Raw -85608.135838 + Penalty 2231.753317 = -83376.382521 nChanged 71 SP:Iteration 2F (259.854437 sec): 3 clusters Score: Raw -85675.000705 + Penalty 2231.753317 = -83443.247387 nChanged 31 SP:Iteration 3Q (259.901696 sec): 3 clusters Score: Raw -85708.948239 + Penalty 2231.753317 = -83477.194921 nChanged 38 SP:Iteration 4Q (259.954039 sec): 3 clusters Score: Raw -85755.563482 + Penalty 2231.753317 = -83523.810164 nChanged 30 SP:Iteration 5Q (260.005754 sec): 3 clusters Score: Raw -85786.419840 + Penalty 2231.753317 = -83554.666523 nChanged 13 SP:Iteration 6Q (260.046795 sec): 3 clusters Score: Raw -85800.824516 + Penalty 2231.753317 = -83569.071199 nChanged 11 SP:Iteration 7Q (260.099882 sec): 3 clusters Score: Raw -85809.875959 + Penalty 2231.753317 = -83578.122641 nChanged 7 SP:Iteration 8Q (260.152926 sec): 3 clusters Score: Raw -85816.225082 + Penalty 2231.753317 = -83584.471764 nChanged 4 SP:Iteration 9Q (260.187717 sec): 3 clusters Score: Raw -85818.807084 + Penalty 2231.753317 = -83587.053767 nChanged 4 SP:Iteration 10Q (260.237877 sec): 3 clusters Score: Raw -85821.757922 + Penalty 2231.753317 = -83590.004604 nChanged 3 SP:Iteration 11Q (260.283899 sec): 3 clusters Score: Raw -85824.149866 + Penalty 2231.753317 = -83592.396548 nChanged 3 SP:Iteration 12Q (260.340782 sec): 3 clusters Score: Raw -85826.208943 + Penalty 2231.753317 = -83594.455626 nChanged 4 SP:Iteration 13Q (260.385046 sec): 3 clusters Score: Raw -85828.618325 + Penalty 2231.753317 = -83596.865008 nChanged 3 SP:Iteration 14Q (260.429703 sec): 3 clusters Score: Raw -85832.378189 + Penalty 2231.753317 = -83600.624871 nChanged 8 SP:Iteration 15Q (260.473424 sec): 3 clusters Score: Raw -85838.652215 + Penalty 2231.753317 = -83606.898898 nChanged 4 SP:Iteration 16Q (260.529529 sec): 3 clusters Score: Raw -85842.587018 + Penalty 2231.753317 = -83610.833701 nChanged 0 SP:Iteration 17F (260.576279 sec): 3 clusters Score: Raw -85842.587018 + Penalty 2231.753317 = -83610.833701 nChanged 0 Trying to split cluster 9 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.598653 sec): 2 clusters Score: Raw -34420.939906 + Penalty 972.798451 = -33448.141455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.638272 sec): 3 clusters Score: Raw -34417.302281 + Penalty 1945.596902 = -32471.705379 nChanged 80 SP:Iteration 1F (260.681684 sec): 3 clusters Score: Raw -34565.450917 + Penalty 1945.596902 = -32619.854016 nChanged 26 SP:Iteration 2F (260.725247 sec): 3 clusters Score: Raw -34628.360339 + Penalty 1945.596902 = -32682.763437 nChanged 17 SP:Iteration 3Q (260.762475 sec): 3 clusters Score: Raw -34668.415152 + Penalty 1945.596902 = -32722.818251 nChanged 12 SP:Iteration 4Q (260.802659 sec): 3 clusters Score: Raw -34687.551925 + Penalty 1945.596902 = -32741.955024 nChanged 7 SP:Iteration 5Q (260.852824 sec): 3 clusters Score: Raw -34700.184797 + Penalty 1945.596902 = -32754.587896 nChanged 3 SP:Iteration 6Q (260.891005 sec): 3 clusters Score: Raw -34707.146349 + Penalty 1945.596902 = -32761.549448 nChanged 2 SP:Iteration 7Q (260.933814 sec): 3 clusters Score: Raw -34711.579638 + Penalty 1945.596902 = -32765.982736 nChanged 3 SP:Iteration 8Q (260.983788 sec): 3 clusters Score: Raw -34720.043932 + Penalty 1945.596902 = -32774.447030 nChanged 1 SP:Iteration 9Q (261.026891 sec): 3 clusters Score: Raw -34720.685896 + Penalty 1945.596902 = -32775.088994 nChanged 1 SP:Iteration 10Q (261.058109 sec): 3 clusters Score: Raw -34721.407711 + Penalty 1945.596902 = -32775.810810 nChanged 0 SP:Iteration 11F (261.103308 sec): 3 clusters Score: Raw -34721.407711 + Penalty 1945.596902 = -32775.810810 nChanged 0 Trying to split cluster 10 (1055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.123408 sec): 2 clusters Score: Raw -91441.720840 + Penalty 1131.210607 = -90310.510232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.177792 sec): 3 clusters Score: Raw -91093.098806 + Penalty 2262.421215 = -88830.677591 nChanged 318 SP:Iteration 1F (261.222263 sec): 3 clusters Score: Raw -91363.830121 + Penalty 2262.421215 = -89101.408906 nChanged 74 SP:Iteration 2F (261.281793 sec): 3 clusters Score: Raw -91471.007402 + Penalty 2262.421215 = -89208.586187 nChanged 61 SP:Iteration 3F (261.330096 sec): 3 clusters Score: Raw -91543.058233 + Penalty 2262.421215 = -89280.637018 nChanged 37 SP:Iteration 4Q (261.378840 sec): 3 clusters Score: Raw -91581.807085 + Penalty 2262.421215 = -89319.385870 nChanged 23 SP:Iteration 5Q (261.428309 sec): 3 clusters Score: Raw -91600.191446 + Penalty 2262.421215 = -89337.770231 nChanged 15 SP:Iteration 6Q (261.479800 sec): 3 clusters Score: Raw -91611.808099 + Penalty 2262.421215 = -89349.386884 nChanged 13 SP:Iteration 7Q (261.525886 sec): 3 clusters Score: Raw -91623.180985 + Penalty 2262.421215 = -89360.759770 nChanged 14 SP:Iteration 8Q (261.572506 sec): 3 clusters Score: Raw -91636.736822 + Penalty 2262.421215 = -89374.315607 nChanged 13 SP:Iteration 9Q (261.626993 sec): 3 clusters Score: Raw -91653.930823 + Penalty 2262.421215 = -89391.509608 nChanged 12 SP:Iteration 10Q (261.674394 sec): 3 clusters Score: Raw -91667.035532 + Penalty 2262.421215 = -89404.614317 nChanged 9 SP:Iteration 11Q (261.726975 sec): 3 clusters Score: Raw -91680.231762 + Penalty 2262.421215 = -89417.810547 nChanged 12 SP:Iteration 12Q (261.775659 sec): 3 clusters Score: Raw -91692.993657 + Penalty 2262.421215 = -89430.572442 nChanged 13 SP:Iteration 13Q (261.820917 sec): 3 clusters Score: Raw -91705.217894 + Penalty 2262.421215 = -89442.796679 nChanged 11 SP:Iteration 14Q (261.873652 sec): 3 clusters Score: Raw -91716.575850 + Penalty 2262.421215 = -89454.154635 nChanged 6 SP:Iteration 15Q (261.927522 sec): 3 clusters Score: Raw -91721.684885 + Penalty 2262.421215 = -89459.263670 nChanged 7 SP:Iteration 16Q (261.979426 sec): 3 clusters Score: Raw -91726.343440 + Penalty 2262.421215 = -89463.922225 nChanged 2 SP:Iteration 17Q (262.019970 sec): 3 clusters Score: Raw -91727.257481 + Penalty 2262.421215 = -89464.836266 nChanged 1 SP:Iteration 18Q (262.079387 sec): 3 clusters Score: Raw -91727.406259 + Penalty 2262.421215 = -89464.985044 nChanged 1 SP:Iteration 19Q (262.128611 sec): 3 clusters Score: Raw -91727.744319 + Penalty 2262.421215 = -89465.323104 nChanged 1 SP:Iteration 20F (262.176862 sec): 3 clusters Score: Raw -91728.514648 + Penalty 2262.421215 = -89466.093433 nChanged 0 Trying to split cluster 11 (8424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (262.212067 sec): 2 clusters Score: Raw -817183.394401 + Penalty 1468.811509 = -815714.582892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (262.274299 sec): 3 clusters Score: Raw -812495.710350 + Penalty 2937.623017 = -809558.087333 nChanged 3548 SP:Iteration 1F (262.338854 sec): 3 clusters Score: Raw -814501.921635 + Penalty 2937.623017 = -811564.298618 nChanged 513 SP:Iteration 2F (262.390184 sec): 3 clusters Score: Raw -814741.147875 + Penalty 2937.623017 = -811803.524857 nChanged 432 SP:Iteration 3F (262.461573 sec): 3 clusters Score: Raw -814950.490405 + Penalty 2937.623017 = -812012.867388 nChanged 399 SP:Iteration 4Q (262.516081 sec): 3 clusters Score: Raw -815130.926675 + Penalty 2937.623017 = -812193.303657 nChanged 339 SP:Iteration 5Q (262.578546 sec): 3 clusters Score: Raw -815287.470372 + Penalty 2937.623017 = -812349.847355 nChanged 306 SP:Iteration 6Q (262.633011 sec): 3 clusters Score: Raw -815435.387549 + Penalty 2937.623017 = -812497.764532 nChanged 280 SP:Iteration 7Q (262.702088 sec): 3 clusters Score: Raw -815585.324660 + Penalty 2937.623017 = -812647.701643 nChanged 275 SP:Iteration 8Q (262.751926 sec): 3 clusters Score: Raw -815710.464987 + Penalty 2937.623017 = -812772.841970 nChanged 239 SP:Iteration 9Q (262.816919 sec): 3 clusters Score: Raw -815826.382040 + Penalty 2937.623017 = -812888.759022 nChanged 260 SP:Iteration 10Q (262.865489 sec): 3 clusters Score: Raw -815959.940657 + Penalty 2937.623017 = -813022.317639 nChanged 255 SP:Iteration 11Q (262.935229 sec): 3 clusters Score: Raw -816094.918818 + Penalty 2937.623017 = -813157.295800 nChanged 254 SP:Iteration 12Q (262.986428 sec): 3 clusters Score: Raw -816223.832686 + Penalty 2937.623017 = -813286.209669 nChanged 247 SP:Iteration 13Q (263.054813 sec): 3 clusters Score: Raw -816351.612963 + Penalty 2937.623017 = -813413.989945 nChanged 233 SP:Iteration 14Q (263.117627 sec): 3 clusters Score: Raw -816470.894523 + Penalty 2937.623017 = -813533.271505 nChanged 239 SP:Iteration 15Q (263.184231 sec): 3 clusters Score: Raw -816581.494825 + Penalty 2937.623017 = -813643.871808 nChanged 202 SP:Iteration 16Q (263.232728 sec): 3 clusters Score: Raw -816687.308319 + Penalty 2937.623017 = -813749.685301 nChanged 215 SP:Iteration 17Q (263.290398 sec): 3 clusters Score: Raw -816798.765674 + Penalty 2937.623017 = -813861.142657 nChanged 207 SP:Iteration 18Q (263.349959 sec): 3 clusters Score: Raw -816897.738485 + Penalty 2937.623017 = -813960.115468 nChanged 168 SP:Iteration 19Q (263.408058 sec): 3 clusters Score: Raw -816970.552581 + Penalty 2937.623017 = -814032.929564 nChanged 156 SP:Iteration 20F (263.477807 sec): 3 clusters Score: Raw -817045.843777 + Penalty 2937.623017 = -814108.220760 nChanged 149 SP:Iteration 21Q (263.533513 sec): 3 clusters Score: Raw -817108.603835 + Penalty 2937.623017 = -814170.980817 nChanged 147 SP:Iteration 22Q (263.588368 sec): 3 clusters Score: Raw -817167.799571 + Penalty 2937.623017 = -814230.176553 nChanged 129 SP:Iteration 23Q (263.660555 sec): 3 clusters Score: Raw -817226.452913 + Penalty 2937.623017 = -814288.829896 nChanged 126 SP:Iteration 24Q (263.723099 sec): 3 clusters Score: Raw -817274.772025 + Penalty 2937.623017 = -814337.149007 nChanged 112 SP:Iteration 25Q (263.785069 sec): 3 clusters Score: Raw -817309.480159 + Penalty 2937.623017 = -814371.857141 nChanged 87 SP:Iteration 26Q (263.843176 sec): 3 clusters Score: Raw -817335.263802 + Penalty 2937.623017 = -814397.640784 nChanged 83 SP:Iteration 27Q (263.907734 sec): 3 clusters Score: Raw -817358.115856 + Penalty 2937.623017 = -814420.492838 nChanged 84 SP:Iteration 28Q (263.957518 sec): 3 clusters Score: Raw -817385.926782 + Penalty 2937.623017 = -814448.303764 nChanged 82 SP:Iteration 29Q (264.026448 sec): 3 clusters Score: Raw -817412.677419 + Penalty 2937.623017 = -814475.054402 nChanged 81 SP:Iteration 30Q (264.078238 sec): 3 clusters Score: Raw -817438.384754 + Penalty 2937.623017 = -814500.761736 nChanged 69 SP:Iteration 31Q (264.150730 sec): 3 clusters Score: Raw -817462.381789 + Penalty 2937.623017 = -814524.758771 nChanged 89 SP:Iteration 32Q (264.200120 sec): 3 clusters Score: Raw -817498.846256 + Penalty 2937.623017 = -814561.223239 nChanged 97 SP:Iteration 33Q (264.259052 sec): 3 clusters Score: Raw -817545.013289 + Penalty 2937.623017 = -814607.390271 nChanged 102 SP:Iteration 34Q (264.310266 sec): 3 clusters Score: Raw -817593.500159 + Penalty 2937.623017 = -814655.877141 nChanged 111 SP:Iteration 35Q (264.369075 sec): 3 clusters Score: Raw -817647.347028 + Penalty 2937.623017 = -814709.724010 nChanged 105 SP:Iteration 36Q (264.423959 sec): 3 clusters Score: Raw -817694.422614 + Penalty 2937.623017 = -814756.799596 nChanged 82 SP:Iteration 37Q (264.481155 sec): 3 clusters Score: Raw -817723.431845 + Penalty 2937.623017 = -814785.808827 nChanged 75 SP:Iteration 38Q (264.536792 sec): 3 clusters Score: Raw -817748.193392 + Penalty 2937.623017 = -814810.570375 nChanged 55 SP:Iteration 39Q (264.591713 sec): 3 clusters Score: Raw -817764.344750 + Penalty 2937.623017 = -814826.721732 nChanged 37 SP:Iteration 40F (264.649678 sec): 3 clusters Score: Raw -817772.900981 + Penalty 2937.623017 = -814835.277963 nChanged 25 SP:Iteration 41Q (264.716095 sec): 3 clusters Score: Raw -817777.701370 + Penalty 2937.623017 = -814840.078353 nChanged 16 SP:Iteration 42Q (264.779626 sec): 3 clusters Score: Raw -817780.186667 + Penalty 2937.623017 = -814842.563650 nChanged 11 SP:Iteration 43Q (264.842033 sec): 3 clusters Score: Raw -817781.982866 + Penalty 2937.623017 = -814844.359849 nChanged 8 SP:Iteration 44Q (264.905436 sec): 3 clusters Score: Raw -817783.505549 + Penalty 2937.623017 = -814845.882532 nChanged 11 SP:Iteration 45Q (264.956299 sec): 3 clusters Score: Raw -817785.402320 + Penalty 2937.623017 = -814847.779302 nChanged 12 SP:Iteration 46Q (265.029249 sec): 3 clusters Score: Raw -817787.182932 + Penalty 2937.623017 = -814849.559915 nChanged 4 SP:Iteration 47Q (265.084391 sec): 3 clusters Score: Raw -817787.945294 + Penalty 2937.623017 = -814850.322276 nChanged 2 SP:Iteration 48Q (265.153776 sec): 3 clusters Score: Raw -817788.040081 + Penalty 2937.623017 = -814850.417063 nChanged 1 SP:Iteration 49Q (265.210038 sec): 3 clusters Score: Raw -817788.072252 + Penalty 2937.623017 = -814850.449235 nChanged 1 SP:Iteration 50Q (265.276666 sec): 3 clusters Score: Raw -817788.136299 + Penalty 2937.623017 = -814850.513282 nChanged 0 SP:Iteration 51F (265.321740 sec): 3 clusters Score: Raw -817788.136299 + Penalty 2937.623017 = -814850.513282 nChanged 0 Trying to split cluster 12 (1772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.346662 sec): 2 clusters Score: Raw -158581.042266 + Penalty 1215.477921 = -157365.564344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.408515 sec): 3 clusters Score: Raw -157863.165607 + Penalty 2430.955843 = -155432.209764 nChanged 611 SP:Iteration 1F (265.457429 sec): 3 clusters Score: Raw -158283.176412 + Penalty 2430.955843 = -155852.220569 nChanged 129 SP:Iteration 2F (265.510298 sec): 3 clusters Score: Raw -158374.705046 + Penalty 2430.955843 = -155943.749203 nChanged 76 SP:Iteration 3Q (265.561378 sec): 3 clusters Score: Raw -158429.976471 + Penalty 2430.955843 = -155999.020628 nChanged 43 SP:Iteration 4Q (265.612604 sec): 3 clusters Score: Raw -158454.690609 + Penalty 2430.955843 = -156023.734766 nChanged 26 SP:Iteration 5Q (265.657705 sec): 3 clusters Score: Raw -158468.796000 + Penalty 2430.955843 = -156037.840157 nChanged 16 SP:Iteration 6Q (265.709890 sec): 3 clusters Score: Raw -158484.512814 + Penalty 2430.955843 = -156053.556971 nChanged 17 SP:Iteration 7Q (265.762147 sec): 3 clusters Score: Raw -158494.774710 + Penalty 2430.955843 = -156063.818868 nChanged 14 SP:Iteration 8Q (265.811158 sec): 3 clusters Score: Raw -158501.508518 + Penalty 2430.955843 = -156070.552675 nChanged 13 SP:Iteration 9Q (265.859910 sec): 3 clusters Score: Raw -158508.404295 + Penalty 2430.955843 = -156077.448452 nChanged 16 SP:Iteration 10Q (265.908628 sec): 3 clusters Score: Raw -158517.746608 + Penalty 2430.955843 = -156086.790766 nChanged 10 SP:Iteration 11Q (265.956600 sec): 3 clusters Score: Raw -158522.323867 + Penalty 2430.955843 = -156091.368024 nChanged 9 SP:Iteration 12Q (266.006962 sec): 3 clusters Score: Raw -158527.801296 + Penalty 2430.955843 = -156096.845453 nChanged 8 SP:Iteration 13Q (266.058207 sec): 3 clusters Score: Raw -158533.195668 + Penalty 2430.955843 = -156102.239825 nChanged 11 SP:Iteration 14Q (266.112437 sec): 3 clusters Score: Raw -158539.146384 + Penalty 2430.955843 = -156108.190541 nChanged 9 SP:Iteration 15Q (266.160194 sec): 3 clusters Score: Raw -158542.782560 + Penalty 2430.955843 = -156111.826718 nChanged 2 SP:Iteration 16Q (266.195921 sec): 3 clusters Score: Raw -158543.355353 + Penalty 2430.955843 = -156112.399510 nChanged 0 SP:Iteration 17F (266.250381 sec): 3 clusters Score: Raw -158543.355353 + Penalty 2430.955843 = -156112.399510 nChanged 0 Trying to split cluster 14 (1427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.279841 sec): 2 clusters Score: Raw -125047.530788 + Penalty 1180.291063 = -123867.239725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.316340 sec): 3 clusters Score: Raw -124507.158603 + Penalty 2360.582126 = -122146.576477 nChanged 470 SP:Iteration 1F (266.370679 sec): 3 clusters Score: Raw -124854.937636 + Penalty 2360.582126 = -122494.355511 nChanged 124 SP:Iteration 2F (266.409548 sec): 3 clusters Score: Raw -124958.118242 + Penalty 2360.582126 = -122597.536116 nChanged 58 SP:Iteration 3Q (266.453371 sec): 3 clusters Score: Raw -125002.277231 + Penalty 2360.582126 = -122641.695105 nChanged 36 SP:Iteration 4Q (266.503531 sec): 3 clusters Score: Raw -125035.149492 + Penalty 2360.582126 = -122674.567367 nChanged 34 SP:Iteration 5Q (266.547117 sec): 3 clusters Score: Raw -125057.453578 + Penalty 2360.582126 = -122696.871452 nChanged 24 SP:Iteration 6Q (266.590903 sec): 3 clusters Score: Raw -125074.673236 + Penalty 2360.582126 = -122714.091110 nChanged 16 SP:Iteration 7Q (266.637273 sec): 3 clusters Score: Raw -125084.186949 + Penalty 2360.582126 = -122723.604823 nChanged 16 SP:Iteration 8Q (266.698712 sec): 3 clusters Score: Raw -125094.771086 + Penalty 2360.582126 = -122734.188960 nChanged 9 SP:Iteration 9Q (266.740304 sec): 3 clusters Score: Raw -125100.826078 + Penalty 2360.582126 = -122740.243952 nChanged 15 SP:Iteration 10Q (266.795490 sec): 3 clusters Score: Raw -125109.279875 + Penalty 2360.582126 = -122748.697750 nChanged 8 SP:Iteration 11Q (266.842546 sec): 3 clusters Score: Raw -125112.436695 + Penalty 2360.582126 = -122751.854570 nChanged 1 SP:Iteration 12Q (266.887730 sec): 3 clusters Score: Raw -125112.947357 + Penalty 2360.582126 = -122752.365232 nChanged 2 SP:Iteration 13Q (266.938099 sec): 3 clusters Score: Raw -125113.596683 + Penalty 2360.582126 = -122753.014558 nChanged 0 SP:Iteration 14F (266.977276 sec): 3 clusters Score: Raw -125113.596683 + Penalty 2360.582126 = -122753.014558 nChanged 0 Trying to split cluster 16 (11994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.023650 sec): 2 clusters Score: Raw -1137405.370266 + Penalty 1526.226293 = -1135879.143973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.085954 sec): 3 clusters Score: Raw -1130601.711570 + Penalty 3052.452586 = -1127549.258984 nChanged 5187 SP:Iteration 1F (267.144799 sec): 3 clusters Score: Raw -1133401.436436 + Penalty 3052.452586 = -1130348.983850 nChanged 725 SP:Iteration 2F (267.220159 sec): 3 clusters Score: Raw -1133833.070030 + Penalty 3052.452586 = -1130780.617443 nChanged 724 SP:Iteration 3F (267.282702 sec): 3 clusters Score: Raw -1134301.070141 + Penalty 3052.452586 = -1131248.617554 nChanged 726 SP:Iteration 4F (267.348969 sec): 3 clusters Score: Raw -1134785.073377 + Penalty 3052.452586 = -1131732.620791 nChanged 751 SP:Iteration 5F (267.417990 sec): 3 clusters Score: Raw -1135377.983698 + Penalty 3052.452586 = -1132325.531112 nChanged 782 SP:Iteration 6F (267.484941 sec): 3 clusters Score: Raw -1136061.805251 + Penalty 3052.452586 = -1133009.352664 nChanged 826 SP:Iteration 7F (267.548470 sec): 3 clusters Score: Raw -1136831.023884 + Penalty 3052.452586 = -1133778.571298 nChanged 758 SP:Iteration 8F (267.609156 sec): 3 clusters Score: Raw -1137584.596821 + Penalty 3052.452586 = -1134532.144235 nChanged 579 SP:Iteration 9Q (267.680326 sec): 3 clusters Score: Raw -1138059.092291 + Penalty 3052.452586 = -1135006.639705 nChanged 386 SP:Iteration 10Q (267.752426 sec): 3 clusters Score: Raw -1138311.543627 + Penalty 3052.452586 = -1135259.091041 nChanged 255 SP:Iteration 11Q (267.822594 sec): 3 clusters Score: Raw -1138435.715601 + Penalty 3052.452586 = -1135383.263015 nChanged 184 SP:Iteration 12Q (267.890691 sec): 3 clusters Score: Raw -1138502.827960 + Penalty 3052.452586 = -1135450.375373 nChanged 134 SP:Iteration 13Q (267.959914 sec): 3 clusters Score: Raw -1138543.545926 + Penalty 3052.452586 = -1135491.093340 nChanged 98 SP:Iteration 14Q (268.027449 sec): 3 clusters Score: Raw -1138570.540547 + Penalty 3052.452586 = -1135518.087960 nChanged 64 SP:Iteration 15Q (268.093334 sec): 3 clusters Score: Raw -1138584.255706 + Penalty 3052.452586 = -1135531.803119 nChanged 50 SP:Iteration 16Q (268.162788 sec): 3 clusters Score: Raw -1138594.966096 + Penalty 3052.452586 = -1135542.513510 nChanged 50 SP:Iteration 17Q (268.226025 sec): 3 clusters Score: Raw -1138604.038763 + Penalty 3052.452586 = -1135551.586177 nChanged 45 SP:Iteration 18Q (268.278891 sec): 3 clusters Score: Raw -1138612.389258 + Penalty 3052.452586 = -1135559.936672 nChanged 35 SP:Iteration 19Q (268.351898 sec): 3 clusters Score: Raw -1138617.801382 + Penalty 3052.452586 = -1135565.348796 nChanged 30 SP:Iteration 20F (268.424008 sec): 3 clusters Score: Raw -1138622.008942 + Penalty 3052.452586 = -1135569.556356 nChanged 29 SP:Iteration 21Q (268.492398 sec): 3 clusters Score: Raw -1138628.379378 + Penalty 3052.452586 = -1135575.926792 nChanged 29 SP:Iteration 22Q (268.556948 sec): 3 clusters Score: Raw -1138634.257143 + Penalty 3052.452586 = -1135581.804556 nChanged 31 SP:Iteration 23Q (268.612492 sec): 3 clusters Score: Raw -1138639.347684 + Penalty 3052.452586 = -1135586.895098 nChanged 26 SP:Iteration 24Q (268.680091 sec): 3 clusters Score: Raw -1138643.764925 + Penalty 3052.452586 = -1135591.312339 nChanged 27 SP:Iteration 25Q (268.760397 sec): 3 clusters Score: Raw -1138649.359578 + Penalty 3052.452586 = -1135596.906992 nChanged 31 SP:Iteration 26Q (268.822209 sec): 3 clusters Score: Raw -1138657.223575 + Penalty 3052.452586 = -1135604.770988 nChanged 39 SP:Iteration 27Q (268.892700 sec): 3 clusters Score: Raw -1138668.399019 + Penalty 3052.452586 = -1135615.946433 nChanged 42 SP:Iteration 28Q (268.952479 sec): 3 clusters Score: Raw -1138683.816425 + Penalty 3052.452586 = -1135631.363839 nChanged 55 SP:Iteration 29Q (269.016372 sec): 3 clusters Score: Raw -1138710.746615 + Penalty 3052.452586 = -1135658.294029 nChanged 78 SP:Iteration 30Q (269.081213 sec): 3 clusters Score: Raw -1138775.135944 + Penalty 3052.452586 = -1135722.683358 nChanged 131 SP:Iteration 31Q (269.151407 sec): 3 clusters Score: Raw -1138916.349911 + Penalty 3052.452586 = -1135863.897325 nChanged 169 SP:Iteration 32Q (269.215276 sec): 3 clusters Score: Raw -1139133.214314 + Penalty 3052.452586 = -1136080.761728 nChanged 232 SP:Iteration 33Q (269.276086 sec): 3 clusters Score: Raw -1139509.198081 + Penalty 3052.452586 = -1136456.745494 nChanged 277 SP:Iteration 34Q (269.349985 sec): 3 clusters Score: Raw -1139926.342557 + Penalty 3052.452586 = -1136873.889971 nChanged 258 SP:Iteration 35Q (269.414480 sec): 3 clusters Score: Raw -1140285.589671 + Penalty 3052.452586 = -1137233.137085 nChanged 249 SP:Iteration 36Q (269.481236 sec): 3 clusters Score: Raw -1140533.866960 + Penalty 3052.452586 = -1137481.414373 nChanged 198 SP:Iteration 37Q (269.545872 sec): 3 clusters Score: Raw -1140673.736623 + Penalty 3052.452586 = -1137621.284037 nChanged 146 SP:Iteration 38Q (269.599635 sec): 3 clusters Score: Raw -1140751.610530 + Penalty 3052.452586 = -1137699.157943 nChanged 107 SP:Iteration 39Q (269.673585 sec): 3 clusters Score: Raw -1140801.113993 + Penalty 3052.452586 = -1137748.661407 nChanged 82 SP:Iteration 40F (269.742754 sec): 3 clusters Score: Raw -1140833.898592 + Penalty 3052.452586 = -1137781.446006 nChanged 67 SP:Iteration 41Q (269.804385 sec): 3 clusters Score: Raw -1140854.491861 + Penalty 3052.452586 = -1137802.039274 nChanged 69 SP:Iteration 42Q (269.865349 sec): 3 clusters Score: Raw -1140876.031449 + Penalty 3052.452586 = -1137823.578863 nChanged 56 SP:Iteration 43Q (269.930961 sec): 3 clusters Score: Raw -1140893.969809 + Penalty 3052.452586 = -1137841.517222 nChanged 54 SP:Iteration 44Q (269.999733 sec): 3 clusters Score: Raw -1140913.241117 + Penalty 3052.452586 = -1137860.788531 nChanged 59 SP:Iteration 45Q (270.058570 sec): 3 clusters Score: Raw -1140933.492027 + Penalty 3052.452586 = -1137881.039441 nChanged 46 SP:Iteration 46Q (270.124508 sec): 3 clusters Score: Raw -1140949.877228 + Penalty 3052.452586 = -1137897.424641 nChanged 52 SP:Iteration 47Q (270.185028 sec): 3 clusters Score: Raw -1140965.701051 + Penalty 3052.452586 = -1137913.248464 nChanged 42 SP:Iteration 48Q (270.246321 sec): 3 clusters Score: Raw -1140974.241612 + Penalty 3052.452586 = -1137921.789026 nChanged 25 SP:Iteration 49Q (270.316925 sec): 3 clusters Score: Raw -1140978.597577 + Penalty 3052.452586 = -1137926.144991 nChanged 16 SP:Iteration 50Q (270.378371 sec): 3 clusters Score: Raw -1140980.674078 + Penalty 3052.452586 = -1137928.221492 nChanged 12 SP:Iteration 51Q (270.450684 sec): 3 clusters Score: Raw -1140982.074701 + Penalty 3052.452586 = -1137929.622115 nChanged 9 SP:Iteration 52Q (270.527622 sec): 3 clusters Score: Raw -1140983.016251 + Penalty 3052.452586 = -1137930.563664 nChanged 9 SP:Iteration 53Q (270.595015 sec): 3 clusters Score: Raw -1140984.098041 + Penalty 3052.452586 = -1137931.645455 nChanged 9 SP:Iteration 54Q (270.656792 sec): 3 clusters Score: Raw -1140984.902236 + Penalty 3052.452586 = -1137932.449650 nChanged 7 SP:Iteration 55Q (270.714058 sec): 3 clusters Score: Raw -1140985.479948 + Penalty 3052.452586 = -1137933.027362 nChanged 6 SP:Iteration 56Q (270.786921 sec): 3 clusters Score: Raw -1140986.325224 + Penalty 3052.452586 = -1137933.872638 nChanged 6 SP:Iteration 57Q (270.851282 sec): 3 clusters Score: Raw -1140986.806926 + Penalty 3052.452586 = -1137934.354340 nChanged 3 SP:Iteration 58Q (270.920334 sec): 3 clusters Score: Raw -1140986.986723 + Penalty 3052.452586 = -1137934.534137 nChanged 0 SP:Iteration 59F (270.986787 sec): 3 clusters Score: Raw -1140989.294746 + Penalty 3052.452586 = -1137936.842160 nChanged 1 SP:Iteration 60F (271.057460 sec): 3 clusters Score: Raw -1140990.183311 + Penalty 3052.452586 = -1137937.730725 nChanged 8 SP:Iteration 61Q (271.118945 sec): 3 clusters Score: Raw -1140990.944923 + Penalty 3052.452586 = -1137938.492337 nChanged 2 SP:Iteration 62Q (271.180654 sec): 3 clusters Score: Raw -1140991.228748 + Penalty 3052.452586 = -1137938.776162 nChanged 3 SP:Iteration 63Q (271.252346 sec): 3 clusters Score: Raw -1140991.802290 + Penalty 3052.452586 = -1137939.349703 nChanged 2 SP:Iteration 64Q (271.318755 sec): 3 clusters Score: Raw -1140991.970840 + Penalty 3052.452586 = -1137939.518253 nChanged 2 SP:Iteration 65Q (271.373843 sec): 3 clusters Score: Raw -1140992.331195 + Penalty 3052.452586 = -1137939.878609 nChanged 1 SP:Iteration 66Q (271.450375 sec): 3 clusters Score: Raw -1140992.511314 + Penalty 3052.452586 = -1137940.058728 nChanged 0 SP:Iteration 67F (271.520444 sec): 3 clusters Score: Raw -1140992.511314 + Penalty 3052.452586 = -1137940.058728 nChanged 0 Score: Raw -5333615.272984 + Penalty 30325.720469 = -5303289.552514 Splitting cluster 16 changes total score from -5301482.794222 to -5303289.552514 So it's getting split into cluster 13. Trying to split cluster 17 (2080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.533661 sec): 2 clusters Score: Raw -184344.972199 + Penalty 1241.520016 = -183103.452183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.575792 sec): 3 clusters Score: Raw -183395.449955 + Penalty 2483.040031 = -180912.409924 nChanged 752 SP:Iteration 1F (272.631213 sec): 3 clusters Score: Raw -183878.972309 + Penalty 2483.040031 = -181395.932278 nChanged 195 SP:Iteration 2F (272.687109 sec): 3 clusters Score: Raw -184030.358214 + Penalty 2483.040031 = -181547.318182 nChanged 106 SP:Iteration 3F (272.733302 sec): 3 clusters Score: Raw -184096.430309 + Penalty 2483.040031 = -181613.390278 nChanged 66 SP:Iteration 4Q (272.787098 sec): 3 clusters Score: Raw -184142.226421 + Penalty 2483.040031 = -181659.186390 nChanged 46 SP:Iteration 5Q (272.842480 sec): 3 clusters Score: Raw -184164.206534 + Penalty 2483.040031 = -181681.166503 nChanged 34 SP:Iteration 6Q (272.886979 sec): 3 clusters Score: Raw -184184.667810 + Penalty 2483.040031 = -181701.627779 nChanged 23 SP:Iteration 7Q (272.939931 sec): 3 clusters Score: Raw -184198.495635 + Penalty 2483.040031 = -181715.455604 nChanged 21 SP:Iteration 8Q (272.983978 sec): 3 clusters Score: Raw -184211.488440 + Penalty 2483.040031 = -181728.448409 nChanged 20 SP:Iteration 9Q (273.028436 sec): 3 clusters Score: Raw -184219.692429 + Penalty 2483.040031 = -181736.652398 nChanged 9 SP:Iteration 10Q (273.088376 sec): 3 clusters Score: Raw -184224.116357 + Penalty 2483.040031 = -181741.076325 nChanged 15 SP:Iteration 11Q (273.138794 sec): 3 clusters Score: Raw -184230.385284 + Penalty 2483.040031 = -181747.345252 nChanged 9 SP:Iteration 12Q (273.178637 sec): 3 clusters Score: Raw -184233.405761 + Penalty 2483.040031 = -181750.365730 nChanged 4 SP:Iteration 13Q (273.224657 sec): 3 clusters Score: Raw -184234.857931 + Penalty 2483.040031 = -181751.817900 nChanged 2 SP:Iteration 14Q (273.270269 sec): 3 clusters Score: Raw -184236.848120 + Penalty 2483.040031 = -181753.808089 nChanged 4 SP:Iteration 15Q (273.327763 sec): 3 clusters Score: Raw -184238.563629 + Penalty 2483.040031 = -181755.523598 nChanged 3 SP:Iteration 16Q (273.363878 sec): 3 clusters Score: Raw -184240.540458 + Penalty 2483.040031 = -181757.500427 nChanged 6 SP:Iteration 17Q (273.411067 sec): 3 clusters Score: Raw -184244.690405 + Penalty 2483.040031 = -181761.650373 nChanged 6 SP:Iteration 18Q (273.463724 sec): 3 clusters Score: Raw -184247.632261 + Penalty 2483.040031 = -181764.592230 nChanged 5 SP:Iteration 19Q (273.503420 sec): 3 clusters Score: Raw -184250.157634 + Penalty 2483.040031 = -181767.117602 nChanged 1 SP:Iteration 20F (273.560989 sec): 3 clusters Score: Raw -184251.126785 + Penalty 2483.040031 = -181768.086754 nChanged 2 SP:Iteration 21Q (273.607748 sec): 3 clusters Score: Raw -184252.760039 + Penalty 2483.040031 = -181769.720008 nChanged 4 SP:Iteration 22Q (273.653738 sec): 3 clusters Score: Raw -184254.569045 + Penalty 2483.040031 = -181771.529013 nChanged 6 SP:Iteration 23Q (273.700026 sec): 3 clusters Score: Raw -184256.740730 + Penalty 2483.040031 = -181773.700699 nChanged 5 SP:Iteration 24Q (273.747277 sec): 3 clusters Score: Raw -184258.666183 + Penalty 2483.040031 = -181775.626152 nChanged 9 SP:Iteration 25Q (273.794317 sec): 3 clusters Score: Raw -184261.402253 + Penalty 2483.040031 = -181778.362222 nChanged 8 SP:Iteration 26Q (273.841248 sec): 3 clusters Score: Raw -184265.260089 + Penalty 2483.040031 = -181782.220058 nChanged 7 SP:Iteration 27Q (273.885701 sec): 3 clusters Score: Raw -184268.231022 + Penalty 2483.040031 = -181785.190991 nChanged 2 SP:Iteration 28Q (273.936948 sec): 3 clusters Score: Raw -184269.542428 + Penalty 2483.040031 = -181786.502397 nChanged 4 SP:Iteration 29Q (273.988980 sec): 3 clusters Score: Raw -184271.695220 + Penalty 2483.040031 = -181788.655189 nChanged 5 SP:Iteration 30Q (274.024324 sec): 3 clusters Score: Raw -184273.686612 + Penalty 2483.040031 = -181790.646580 nChanged 4 SP:Iteration 31Q (274.074615 sec): 3 clusters Score: Raw -184275.619460 + Penalty 2483.040031 = -181792.579429 nChanged 4 SP:Iteration 32Q (274.128616 sec): 3 clusters Score: Raw -184277.731744 + Penalty 2483.040031 = -181794.691712 nChanged 8 SP:Iteration 33Q (274.171249 sec): 3 clusters Score: Raw -184285.095669 + Penalty 2483.040031 = -181802.055638 nChanged 11 SP:Iteration 34Q (274.222796 sec): 3 clusters Score: Raw -184290.977693 + Penalty 2483.040031 = -181807.937661 nChanged 13 SP:Iteration 35Q (274.266521 sec): 3 clusters Score: Raw -184296.828625 + Penalty 2483.040031 = -181813.788594 nChanged 11 SP:Iteration 36Q (274.316364 sec): 3 clusters Score: Raw -184300.840370 + Penalty 2483.040031 = -181817.800339 nChanged 4 SP:Iteration 37Q (274.353247 sec): 3 clusters Score: Raw -184303.593429 + Penalty 2483.040031 = -181820.553398 nChanged 4 SP:Iteration 38Q (274.408207 sec): 3 clusters Score: Raw -184305.465065 + Penalty 2483.040031 = -181822.425034 nChanged 5 SP:Iteration 39Q (274.456032 sec): 3 clusters Score: Raw -184307.859714 + Penalty 2483.040031 = -181824.819683 nChanged 5 SP:Iteration 40F (274.499014 sec): 3 clusters Score: Raw -184310.312308 + Penalty 2483.040031 = -181827.272277 nChanged 4 SP:Iteration 41Q (274.552108 sec): 3 clusters Score: Raw -184313.355127 + Penalty 2483.040031 = -181830.315096 nChanged 11 SP:Iteration 42Q (274.591540 sec): 3 clusters Score: Raw -184321.640414 + Penalty 2483.040031 = -181838.600383 nChanged 13 SP:Iteration 43Q (274.643353 sec): 3 clusters Score: Raw -184326.461394 + Penalty 2483.040031 = -181843.421363 nChanged 8 SP:Iteration 44Q (274.707582 sec): 3 clusters Score: Raw -184329.320157 + Penalty 2483.040031 = -181846.280125 nChanged 5 SP:Iteration 45Q (274.754077 sec): 3 clusters Score: Raw -184331.616435 + Penalty 2483.040031 = -181848.576404 nChanged 6 SP:Iteration 46Q (274.799830 sec): 3 clusters Score: Raw -184334.420789 + Penalty 2483.040031 = -181851.380758 nChanged 4 SP:Iteration 47Q (274.852867 sec): 3 clusters Score: Raw -184335.650848 + Penalty 2483.040031 = -181852.610817 nChanged 1 SP:Iteration 48Q (274.908013 sec): 3 clusters Score: Raw -184336.105890 + Penalty 2483.040031 = -181853.065859 nChanged 3 SP:Iteration 49Q (274.954569 sec): 3 clusters Score: Raw -184336.764225 + Penalty 2483.040031 = -181853.724194 nChanged 2 SP:Iteration 50Q (275.003434 sec): 3 clusters Score: Raw -184337.052679 + Penalty 2483.040031 = -181854.012648 nChanged 1 SP:Iteration 51Q (275.055069 sec): 3 clusters Score: Raw -184337.326491 + Penalty 2483.040031 = -181854.286460 nChanged 1 SP:Iteration 52Q (275.109393 sec): 3 clusters Score: Raw -184337.918241 + Penalty 2483.040031 = -181854.878210 nChanged 1 SP:Iteration 53Q (275.145081 sec): 3 clusters Score: Raw -184338.513352 + Penalty 2483.040031 = -181855.473321 nChanged 2 SP:Iteration 54Q (275.206154 sec): 3 clusters Score: Raw -184338.965808 + Penalty 2483.040031 = -181855.925777 nChanged 1 SP:Iteration 55Q (275.247583 sec): 3 clusters Score: Raw -184339.753984 + Penalty 2483.040031 = -181856.713953 nChanged 1 SP:Iteration 56Q (275.298598 sec): 3 clusters Score: Raw -184340.191842 + Penalty 2483.040031 = -181857.151811 nChanged 1 SP:Iteration 57Q (275.338495 sec): 3 clusters Score: Raw -184340.439073 + Penalty 2483.040031 = -181857.399042 nChanged 0 SP:Iteration 58F (275.397426 sec): 3 clusters Score: Raw -184340.439073 + Penalty 2483.040031 = -181857.399042 nChanged 0 Trying to split cluster 20 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.418504 sec): 2 clusters Score: Raw -29890.587576 + Penalty 964.849633 = -28925.737942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.458770 sec): 3 clusters Score: Raw -29885.078020 + Penalty 1929.699267 = -27955.378753 nChanged 85 SP:Iteration 1F (275.500798 sec): 3 clusters Score: Raw -30015.676824 + Penalty 1929.699267 = -28085.977557 nChanged 15 SP:Iteration 2Q (275.551135 sec): 3 clusters Score: Raw -30050.161657 + Penalty 1929.699267 = -28120.462390 nChanged 7 SP:Iteration 3Q (275.586812 sec): 3 clusters Score: Raw -30066.800270 + Penalty 1929.699267 = -28137.101003 nChanged 5 SP:Iteration 4Q (275.631136 sec): 3 clusters Score: Raw -30080.042891 + Penalty 1929.699267 = -28150.343624 nChanged 2 SP:Iteration 5Q (275.677226 sec): 3 clusters Score: Raw -30084.640983 + Penalty 1929.699267 = -28154.941716 nChanged 1 SP:Iteration 6Q (275.726338 sec): 3 clusters Score: Raw -30086.413172 + Penalty 1929.699267 = -28156.713906 nChanged 0 SP:Iteration 7F (275.775066 sec): 3 clusters Score: Raw -30086.413172 + Penalty 1929.699267 = -28156.713906 nChanged 0 Iteration 59Q (276.415139 sec): 18 clusters Score: Raw -5333836.113230 + Penalty 30325.720469 = -5303510.392761 nChanged 192 Iteration 60F (277.411958 sec): 18 clusters Score: Raw -5334003.075050 + Penalty 30325.720469 = -5303677.354581 nChanged 104 Iteration 61Q (278.013315 sec): 18 clusters Score: Raw -5334118.857111 + Penalty 30325.720469 = -5303793.136642 nChanged 67 Iteration 62Q (278.652924 sec): 18 clusters Score: Raw -5334161.082014 + Penalty 30325.720469 = -5303835.361544 nChanged 76 Iteration 63Q (279.258928 sec): 18 clusters Score: Raw -5334202.741352 + Penalty 30325.720469 = -5303877.020883 nChanged 51 Iteration 64Q (279.869921 sec): 18 clusters Score: Raw -5334224.419438 + Penalty 30325.720469 = -5303898.698969 nChanged 52 Iteration 65Q (280.494058 sec): 18 clusters Score: Raw -5334240.020255 + Penalty 30325.720469 = -5303914.299786 nChanged 38 Iteration 66Q (281.129378 sec): 18 clusters Score: Raw -5334248.273665 + Penalty 30325.720469 = -5303922.553195 nChanged 33 Iteration 67Q (281.757158 sec): 18 clusters Score: Raw -5334258.083095 + Penalty 30325.720469 = -5303932.362626 nChanged 31 Iteration 68Q (282.379197 sec): 18 clusters Score: Raw -5334265.705696 + Penalty 30325.720469 = -5303939.985227 nChanged 31 Iteration 69Q (283.027565 sec): 18 clusters Score: Raw -5334275.085942 + Penalty 30325.720469 = -5303949.365472 nChanged 36 Iteration 70Q (283.664545 sec): 18 clusters Score: Raw -5334281.850890 + Penalty 30325.720469 = -5303956.130421 nChanged 24 Iteration 71Q (284.271333 sec): 18 clusters Score: Raw -5334288.653006 + Penalty 30325.720469 = -5303962.932537 nChanged 30 Iteration 72Q (284.881175 sec): 18 clusters Score: Raw -5334299.886956 + Penalty 30325.720469 = -5303974.166487 nChanged 25 Iteration 73Q (285.497881 sec): 18 clusters Score: Raw -5334309.737967 + Penalty 30325.720469 = -5303984.017498 nChanged 17 Iteration 74Q (286.101287 sec): 18 clusters Score: Raw -5334316.724424 + Penalty 30325.720469 = -5303991.003955 nChanged 14 Iteration 75Q (286.719664 sec): 18 clusters Score: Raw -5334320.256038 + Penalty 30325.720469 = -5303994.535568 nChanged 11 Iteration 76Q (287.332027 sec): 18 clusters Score: Raw -5334323.240504 + Penalty 30325.720469 = -5303997.520035 nChanged 8 Iteration 77Q (287.954091 sec): 18 clusters Score: Raw -5334325.429394 + Penalty 30325.720469 = -5303999.708925 nChanged 10 Iteration 78Q (288.568617 sec): 18 clusters Score: Raw -5334327.533497 + Penalty 30325.720469 = -5304001.813027 nChanged 10 Iteration 79Q (289.181123 sec): 18 clusters Score: Raw -5334330.229138 + Penalty 30325.720469 = -5304004.508669 nChanged 10 Iteration 80F (290.174484 sec): 18 clusters Score: Raw -5334332.137050 + Penalty 30325.720469 = -5304006.416581 nChanged 7 Iteration 81Q (290.813014 sec): 18 clusters Score: Raw -5334333.046362 + Penalty 30325.720469 = -5304007.325893 nChanged 7 Iteration 82Q (291.420271 sec): 18 clusters Score: Raw -5334334.427584 + Penalty 30325.720469 = -5304008.707114 nChanged 4 Iteration 83Q (292.060597 sec): 18 clusters Score: Raw -5334335.117919 + Penalty 30325.720469 = -5304009.397449 nChanged 3 Iteration 84Q (292.703368 sec): 18 clusters Score: Raw -5334335.940055 + Penalty 30325.720469 = -5304010.219585 nChanged 5 Iteration 85Q (293.315534 sec): 18 clusters Score: Raw -5334337.296261 + Penalty 30325.720469 = -5304011.575791 nChanged 5 Iteration 86Q (293.920197 sec): 18 clusters Score: Raw -5334337.891269 + Penalty 30325.720469 = -5304012.170800 nChanged 1 Iteration 87Q (294.524018 sec): 18 clusters Score: Raw -5334338.055930 + Penalty 30325.720469 = -5304012.335461 nChanged 2 Iteration 88Q (295.125330 sec): 18 clusters Score: Raw -5334338.370316 + Penalty 30325.720469 = -5304012.649847 nChanged 4 Iteration 89Q (295.720371 sec): 18 clusters Score: Raw -5334339.513580 + Penalty 30325.720469 = -5304013.793110 nChanged 2 Iteration 90Q (296.332842 sec): 18 clusters Score: Raw -5334339.901429 + Penalty 30325.720469 = -5304014.180959 nChanged 2 Iteration 91Q (296.946566 sec): 18 clusters Score: Raw -5334340.105026 + Penalty 30325.720469 = -5304014.384556 nChanged 1 Iteration 92Q (297.554170 sec): 18 clusters Score: Raw -5334340.334503 + Penalty 30325.720469 = -5304014.614033 nChanged 2 Iteration 93Q (298.182813 sec): 18 clusters Score: Raw -5334340.628478 + Penalty 30325.720469 = -5304014.908008 nChanged 1 Iteration 94Q (298.808161 sec): 18 clusters Score: Raw -5334340.777346 + Penalty 30325.720469 = -5304015.056877 nChanged 1 Iteration 95Q (299.415266 sec): 18 clusters Score: Raw -5334340.864397 + Penalty 30325.720469 = -5304015.143927 nChanged 0 Iteration 96F (300.415976 sec): 18 clusters Score: Raw -5334340.864397 + Penalty 30325.720469 = -5304015.143927 nChanged 0 Compute initial score before splitting: Score: Raw -5334340.864397 + Penalty 30325.720469 = -5304015.143927 Trying to split cluster 1 (11930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.453895 sec): 2 clusters Score: Raw -1115452.485710 + Penalty 1525.356871 = -1113927.128839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (300.527428 sec): 3 clusters Score: Raw -1108610.619513 + Penalty 3050.713742 = -1105559.905771 nChanged 5219 SP:Iteration 1F (300.591450 sec): 3 clusters Score: Raw -1111682.963392 + Penalty 3050.713742 = -1108632.249650 nChanged 896 SP:Iteration 2F (300.652780 sec): 3 clusters Score: Raw -1112321.205213 + Penalty 3050.713742 = -1109270.491470 nChanged 877 SP:Iteration 3F (300.724683 sec): 3 clusters Score: Raw -1113044.290065 + Penalty 3050.713742 = -1109993.576322 nChanged 865 SP:Iteration 4F (300.783258 sec): 3 clusters Score: Raw -1113857.088550 + Penalty 3050.713742 = -1110806.374808 nChanged 798 SP:Iteration 5F (300.854643 sec): 3 clusters Score: Raw -1114648.793441 + Penalty 3050.713742 = -1111598.079698 nChanged 772 SP:Iteration 6F (300.928318 sec): 3 clusters Score: Raw -1115435.111313 + Penalty 3050.713742 = -1112384.397571 nChanged 708 SP:Iteration 7F (300.996854 sec): 3 clusters Score: Raw -1116093.241463 + Penalty 3050.713742 = -1113042.527720 nChanged 510 SP:Iteration 8Q (301.064601 sec): 3 clusters Score: Raw -1116480.301494 + Penalty 3050.713742 = -1113429.587752 nChanged 358 SP:Iteration 9Q (301.129485 sec): 3 clusters Score: Raw -1116708.258632 + Penalty 3050.713742 = -1113657.544890 nChanged 234 SP:Iteration 10Q (301.194127 sec): 3 clusters Score: Raw -1116832.672692 + Penalty 3050.713742 = -1113781.958949 nChanged 165 SP:Iteration 11Q (301.252431 sec): 3 clusters Score: Raw -1116902.336323 + Penalty 3050.713742 = -1113851.622580 nChanged 125 SP:Iteration 12Q (301.311995 sec): 3 clusters Score: Raw -1116946.818324 + Penalty 3050.713742 = -1113896.104581 nChanged 82 SP:Iteration 13Q (301.385996 sec): 3 clusters Score: Raw -1116971.852994 + Penalty 3050.713742 = -1113921.139252 nChanged 68 SP:Iteration 14Q (301.441972 sec): 3 clusters Score: Raw -1116988.932104 + Penalty 3050.713742 = -1113938.218361 nChanged 46 SP:Iteration 15Q (301.514882 sec): 3 clusters Score: Raw -1116998.567751 + Penalty 3050.713742 = -1113947.854008 nChanged 26 SP:Iteration 16Q (301.582025 sec): 3 clusters Score: Raw -1117003.683552 + Penalty 3050.713742 = -1113952.969810 nChanged 27 SP:Iteration 17Q (301.648436 sec): 3 clusters Score: Raw -1117010.250412 + Penalty 3050.713742 = -1113959.536669 nChanged 33 SP:Iteration 18Q (301.708051 sec): 3 clusters Score: Raw -1117016.142984 + Penalty 3050.713742 = -1113965.429242 nChanged 23 SP:Iteration 19Q (301.772046 sec): 3 clusters Score: Raw -1117020.403984 + Penalty 3050.713742 = -1113969.690241 nChanged 24 SP:Iteration 20F (301.844078 sec): 3 clusters Score: Raw -1117025.434714 + Penalty 3050.713742 = -1113974.720971 nChanged 19 SP:Iteration 21Q (301.906713 sec): 3 clusters Score: Raw -1117030.303456 + Penalty 3050.713742 = -1113979.589714 nChanged 23 SP:Iteration 22Q (301.974592 sec): 3 clusters Score: Raw -1117034.639356 + Penalty 3050.713742 = -1113983.925613 nChanged 16 SP:Iteration 23Q (302.041730 sec): 3 clusters Score: Raw -1117037.014986 + Penalty 3050.713742 = -1113986.301244 nChanged 16 SP:Iteration 24Q (302.101822 sec): 3 clusters Score: Raw -1117039.658122 + Penalty 3050.713742 = -1113988.944379 nChanged 15 SP:Iteration 25Q (302.171029 sec): 3 clusters Score: Raw -1117041.403560 + Penalty 3050.713742 = -1113990.689818 nChanged 11 SP:Iteration 26Q (302.245125 sec): 3 clusters Score: Raw -1117042.888535 + Penalty 3050.713742 = -1113992.174792 nChanged 16 SP:Iteration 27Q (302.303884 sec): 3 clusters Score: Raw -1117045.225107 + Penalty 3050.713742 = -1113994.511364 nChanged 16 SP:Iteration 28Q (302.373098 sec): 3 clusters Score: Raw -1117047.455321 + Penalty 3050.713742 = -1113996.741578 nChanged 14 SP:Iteration 29Q (302.441698 sec): 3 clusters Score: Raw -1117049.300020 + Penalty 3050.713742 = -1113998.586278 nChanged 15 SP:Iteration 30Q (302.508839 sec): 3 clusters Score: Raw -1117051.991344 + Penalty 3050.713742 = -1114001.277602 nChanged 15 SP:Iteration 31Q (302.576300 sec): 3 clusters Score: Raw -1117054.571242 + Penalty 3050.713742 = -1114003.857499 nChanged 18 SP:Iteration 32Q (302.632181 sec): 3 clusters Score: Raw -1117056.932476 + Penalty 3050.713742 = -1114006.218734 nChanged 18 SP:Iteration 33Q (302.706843 sec): 3 clusters Score: Raw -1117060.262716 + Penalty 3050.713742 = -1114009.548974 nChanged 19 SP:Iteration 34Q (302.765923 sec): 3 clusters Score: Raw -1117063.373476 + Penalty 3050.713742 = -1114012.659733 nChanged 13 SP:Iteration 35Q (302.829508 sec): 3 clusters Score: Raw -1117065.709111 + Penalty 3050.713742 = -1114014.995368 nChanged 16 SP:Iteration 36Q (302.896987 sec): 3 clusters Score: Raw -1117068.634879 + Penalty 3050.713742 = -1114017.921137 nChanged 12 SP:Iteration 37Q (302.959849 sec): 3 clusters Score: Raw -1117070.406087 + Penalty 3050.713742 = -1114019.692345 nChanged 13 SP:Iteration 38Q (303.017800 sec): 3 clusters Score: Raw -1117071.824389 + Penalty 3050.713742 = -1114021.110647 nChanged 14 SP:Iteration 39Q (303.091342 sec): 3 clusters Score: Raw -1117073.803022 + Penalty 3050.713742 = -1114023.089280 nChanged 19 SP:Iteration 40F (303.162366 sec): 3 clusters Score: Raw -1117077.219954 + Penalty 3050.713742 = -1114026.506212 nChanged 16 SP:Iteration 41Q (303.227661 sec): 3 clusters Score: Raw -1117078.889124 + Penalty 3050.713742 = -1114028.175381 nChanged 14 SP:Iteration 42Q (303.285077 sec): 3 clusters Score: Raw -1117080.715917 + Penalty 3050.713742 = -1114030.002174 nChanged 12 SP:Iteration 43Q (303.358644 sec): 3 clusters Score: Raw -1117082.505083 + Penalty 3050.713742 = -1114031.791340 nChanged 9 SP:Iteration 44Q (303.422890 sec): 3 clusters Score: Raw -1117083.616664 + Penalty 3050.713742 = -1114032.902922 nChanged 10 SP:Iteration 45Q (303.479299 sec): 3 clusters Score: Raw -1117084.563379 + Penalty 3050.713742 = -1114033.849637 nChanged 8 SP:Iteration 46Q (303.552093 sec): 3 clusters Score: Raw -1117085.445875 + Penalty 3050.713742 = -1114034.732132 nChanged 6 SP:Iteration 47Q (303.615021 sec): 3 clusters Score: Raw -1117085.888327 + Penalty 3050.713742 = -1114035.174584 nChanged 5 SP:Iteration 48Q (303.689837 sec): 3 clusters Score: Raw -1117086.392616 + Penalty 3050.713742 = -1114035.678874 nChanged 4 SP:Iteration 49Q (303.754187 sec): 3 clusters Score: Raw -1117086.702074 + Penalty 3050.713742 = -1114035.988332 nChanged 4 SP:Iteration 50Q (303.821900 sec): 3 clusters Score: Raw -1117087.070619 + Penalty 3050.713742 = -1114036.356877 nChanged 1 SP:Iteration 51Q (303.880372 sec): 3 clusters Score: Raw -1117087.159757 + Penalty 3050.713742 = -1114036.446015 nChanged 0 SP:Iteration 52F (303.954475 sec): 3 clusters Score: Raw -1117087.159757 + Penalty 3050.713742 = -1114036.446015 nChanged 0 Score: Raw -5335975.538444 + Penalty 32109.586379 = -5303865.952065 Splitting cluster 1 changes total score from -5304015.143927 to -5303865.952065 So it's not getting split. Trying to split cluster 2 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.045575 sec): 2 clusters Score: Raw -22712.392689 + Penalty 980.765733 = -21731.626956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.091932 sec): 3 clusters Score: Raw -22847.916696 + Penalty 1961.531466 = -20886.385231 nChanged 132 SP:Iteration 1F (305.133852 sec): 3 clusters Score: Raw -23281.656814 + Penalty 1961.531466 = -21320.125349 nChanged 66 SP:Iteration 2F (305.172570 sec): 3 clusters Score: Raw -23672.415350 + Penalty 1961.531466 = -21710.883884 nChanged 45 SP:Iteration 3F (305.216116 sec): 3 clusters Score: Raw -23976.411866 + Penalty 1961.531466 = -22014.880400 nChanged 14 SP:Iteration 4Q (305.254330 sec): 3 clusters Score: Raw -24149.660846 + Penalty 1961.531466 = -22188.129381 nChanged 13 SP:Iteration 5Q (305.299501 sec): 3 clusters Score: Raw -24261.959454 + Penalty 1961.531466 = -22300.427988 nChanged 5 SP:Iteration 6Q (305.339689 sec): 3 clusters Score: Raw -24269.503665 + Penalty 1961.531466 = -22307.972200 nChanged 1 SP:Iteration 7Q (305.389927 sec): 3 clusters Score: Raw -24272.833377 + Penalty 1961.531466 = -22311.301912 nChanged 0 SP:Iteration 8F (305.421338 sec): 3 clusters Score: Raw -24272.833377 + Penalty 1961.531466 = -22311.301912 nChanged 0 Score: Raw -5335901.305085 + Penalty 32109.586379 = -5303791.718706 Splitting cluster 2 changes total score from -5304015.143927 to -5303791.718706 So it's not getting split. Trying to split cluster 3 (1082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.496896 sec): 2 clusters Score: Raw -84675.682788 + Penalty 1135.317050 = -83540.365738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.534466 sec): 3 clusters Score: Raw -84325.619629 + Penalty 2270.634099 = -82054.985530 nChanged 323 SP:Iteration 1F (306.586783 sec): 3 clusters Score: Raw -84656.699345 + Penalty 2270.634099 = -82386.065246 nChanged 96 SP:Iteration 2F (306.625421 sec): 3 clusters Score: Raw -84766.166007 + Penalty 2270.634099 = -82495.531907 nChanged 53 SP:Iteration 3Q (306.674079 sec): 3 clusters Score: Raw -84820.555830 + Penalty 2270.634099 = -82549.921731 nChanged 35 SP:Iteration 4Q (306.722843 sec): 3 clusters Score: Raw -84874.874798 + Penalty 2270.634099 = -82604.240699 nChanged 25 SP:Iteration 5Q (306.775831 sec): 3 clusters Score: Raw -84904.587115 + Penalty 2270.634099 = -82633.953016 nChanged 22 SP:Iteration 6Q (306.817179 sec): 3 clusters Score: Raw -84930.153291 + Penalty 2270.634099 = -82659.519192 nChanged 13 SP:Iteration 7Q (306.854854 sec): 3 clusters Score: Raw -84947.607172 + Penalty 2270.634099 = -82676.973073 nChanged 12 SP:Iteration 8Q (306.910381 sec): 3 clusters Score: Raw -84962.990135 + Penalty 2270.634099 = -82692.356035 nChanged 12 SP:Iteration 9Q (306.960985 sec): 3 clusters Score: Raw -84986.450478 + Penalty 2270.634099 = -82715.816379 nChanged 16 SP:Iteration 10Q (307.008041 sec): 3 clusters Score: Raw -85020.106857 + Penalty 2270.634099 = -82749.472758 nChanged 21 SP:Iteration 11Q (307.048706 sec): 3 clusters Score: Raw -85066.722681 + Penalty 2270.634099 = -82796.088582 nChanged 34 SP:Iteration 12Q (307.094489 sec): 3 clusters Score: Raw -85118.186580 + Penalty 2270.634099 = -82847.552481 nChanged 31 SP:Iteration 13Q (307.142705 sec): 3 clusters Score: Raw -85158.923532 + Penalty 2270.634099 = -82888.289433 nChanged 28 SP:Iteration 14Q (307.184568 sec): 3 clusters Score: Raw -85194.964197 + Penalty 2270.634099 = -82924.330098 nChanged 25 SP:Iteration 15Q (307.237220 sec): 3 clusters Score: Raw -85224.653967 + Penalty 2270.634099 = -82954.019868 nChanged 28 SP:Iteration 16Q (307.284009 sec): 3 clusters Score: Raw -85256.753280 + Penalty 2270.634099 = -82986.119180 nChanged 27 SP:Iteration 17Q (307.328592 sec): 3 clusters Score: Raw -85302.068022 + Penalty 2270.634099 = -83031.433922 nChanged 19 SP:Iteration 18Q (307.372026 sec): 3 clusters Score: Raw -85318.772252 + Penalty 2270.634099 = -83048.138152 nChanged 12 SP:Iteration 19Q (307.424931 sec): 3 clusters Score: Raw -85331.976882 + Penalty 2270.634099 = -83061.342783 nChanged 11 SP:Iteration 20F (307.477698 sec): 3 clusters Score: Raw -85347.568226 + Penalty 2270.634099 = -83076.934127 nChanged 12 SP:Iteration 21Q (307.530988 sec): 3 clusters Score: Raw -85366.911264 + Penalty 2270.634099 = -83096.277165 nChanged 10 SP:Iteration 22Q (307.579539 sec): 3 clusters Score: Raw -85382.165182 + Penalty 2270.634099 = -83111.531083 nChanged 6 SP:Iteration 23Q (307.626957 sec): 3 clusters Score: Raw -85389.155129 + Penalty 2270.634099 = -83118.521030 nChanged 4 SP:Iteration 24Q (307.667726 sec): 3 clusters Score: Raw -85391.638765 + Penalty 2270.634099 = -83121.004665 nChanged 2 SP:Iteration 25Q (307.715063 sec): 3 clusters Score: Raw -85392.352553 + Penalty 2270.634099 = -83121.718453 nChanged 1 SP:Iteration 26Q (307.765245 sec): 3 clusters Score: Raw -85392.805124 + Penalty 2270.634099 = -83122.171025 nChanged 1 SP:Iteration 27Q (307.808559 sec): 3 clusters Score: Raw -85393.111655 + Penalty 2270.634099 = -83122.477556 nChanged 0 SP:Iteration 28F (307.860235 sec): 3 clusters Score: Raw -85393.111655 + Penalty 2270.634099 = -83122.477556 nChanged 0 Trying to split cluster 4 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.898060 sec): 2 clusters Score: Raw -66820.059007 + Penalty 1088.668805 = -65731.390202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (307.939184 sec): 3 clusters Score: Raw -66613.081518 + Penalty 2177.337611 = -64435.743907 nChanged 254 SP:Iteration 1F (307.987939 sec): 3 clusters Score: Raw -66870.665718 + Penalty 2177.337611 = -64693.328108 nChanged 58 SP:Iteration 2F (308.040470 sec): 3 clusters Score: Raw -66935.808795 + Penalty 2177.337611 = -64758.471184 nChanged 33 SP:Iteration 3Q (308.085364 sec): 3 clusters Score: Raw -66978.524002 + Penalty 2177.337611 = -64801.186391 nChanged 28 SP:Iteration 4Q (308.133296 sec): 3 clusters Score: Raw -67007.315255 + Penalty 2177.337611 = -64829.977645 nChanged 11 SP:Iteration 5Q (308.182927 sec): 3 clusters Score: Raw -67023.305683 + Penalty 2177.337611 = -64845.968072 nChanged 11 SP:Iteration 6Q (308.234545 sec): 3 clusters Score: Raw -67032.142769 + Penalty 2177.337611 = -64854.805158 nChanged 6 SP:Iteration 7Q (308.277515 sec): 3 clusters Score: Raw -67037.253296 + Penalty 2177.337611 = -64859.915685 nChanged 1 SP:Iteration 8Q (308.322805 sec): 3 clusters Score: Raw -67037.797280 + Penalty 2177.337611 = -64860.459669 nChanged 0 SP:Iteration 9F (308.360004 sec): 3 clusters Score: Raw -67037.797280 + Penalty 2177.337611 = -64860.459669 nChanged 0 Trying to split cluster 5 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.395878 sec): 2 clusters Score: Raw -70432.709714 + Penalty 1100.439528 = -69332.270186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.440923 sec): 3 clusters Score: Raw -70252.720092 + Penalty 2200.879056 = -68051.841036 nChanged 278 SP:Iteration 1F (308.481209 sec): 3 clusters Score: Raw -70703.168791 + Penalty 2200.879056 = -68502.289736 nChanged 96 SP:Iteration 2F (308.538614 sec): 3 clusters Score: Raw -70876.534570 + Penalty 2200.879056 = -68675.655515 nChanged 55 SP:Iteration 3F (308.573684 sec): 3 clusters Score: Raw -70979.539710 + Penalty 2200.879056 = -68778.660654 nChanged 37 SP:Iteration 4Q (308.614181 sec): 3 clusters Score: Raw -71043.168456 + Penalty 2200.879056 = -68842.289400 nChanged 27 SP:Iteration 5Q (308.665095 sec): 3 clusters Score: Raw -71079.482326 + Penalty 2200.879056 = -68878.603271 nChanged 18 SP:Iteration 6Q (308.707524 sec): 3 clusters Score: Raw -71104.781947 + Penalty 2200.879056 = -68903.902892 nChanged 18 SP:Iteration 7Q (308.747481 sec): 3 clusters Score: Raw -71136.905128 + Penalty 2200.879056 = -68936.026072 nChanged 10 SP:Iteration 8Q (308.800260 sec): 3 clusters Score: Raw -71148.699941 + Penalty 2200.879056 = -68947.820885 nChanged 5 SP:Iteration 9Q (308.837302 sec): 3 clusters Score: Raw -71152.412442 + Penalty 2200.879056 = -68951.533386 nChanged 5 SP:Iteration 10Q (308.884109 sec): 3 clusters Score: Raw -71157.170775 + Penalty 2200.879056 = -68956.291720 nChanged 3 SP:Iteration 11Q (308.925948 sec): 3 clusters Score: Raw -71160.401974 + Penalty 2200.879056 = -68959.522918 nChanged 1 SP:Iteration 12Q (308.981966 sec): 3 clusters Score: Raw -71160.781050 + Penalty 2200.879056 = -68959.901994 nChanged 0 SP:Iteration 13F (309.026067 sec): 3 clusters Score: Raw -71160.781050 + Penalty 2200.879056 = -68959.901994 nChanged 0 Trying to split cluster 6 (4043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.058000 sec): 2 clusters Score: Raw -374416.520244 + Penalty 1349.520619 = -373066.999625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.113133 sec): 3 clusters Score: Raw -372367.077872 + Penalty 2699.041238 = -369668.036635 nChanged 1586 SP:Iteration 1F (309.166770 sec): 3 clusters Score: Raw -373258.663404 + Penalty 2699.041238 = -370559.622166 nChanged 260 SP:Iteration 2F (309.222984 sec): 3 clusters Score: Raw -373438.603519 + Penalty 2699.041238 = -370739.562281 nChanged 245 SP:Iteration 3F (309.284871 sec): 3 clusters Score: Raw -373650.412777 + Penalty 2699.041238 = -370951.371539 nChanged 231 SP:Iteration 4F (309.333596 sec): 3 clusters Score: Raw -373852.167206 + Penalty 2699.041238 = -371153.125969 nChanged 221 SP:Iteration 5F (309.378606 sec): 3 clusters Score: Raw -374031.457603 + Penalty 2699.041238 = -371332.416366 nChanged 212 SP:Iteration 6F (309.434462 sec): 3 clusters Score: Raw -374180.375945 + Penalty 2699.041238 = -371481.334707 nChanged 180 SP:Iteration 7Q (309.486009 sec): 3 clusters Score: Raw -374299.182799 + Penalty 2699.041238 = -371600.141562 nChanged 169 SP:Iteration 8Q (309.523504 sec): 3 clusters Score: Raw -374419.237309 + Penalty 2699.041238 = -371720.196071 nChanged 156 SP:Iteration 9Q (309.584058 sec): 3 clusters Score: Raw -374504.936208 + Penalty 2699.041238 = -371805.894970 nChanged 110 SP:Iteration 10Q (309.640508 sec): 3 clusters Score: Raw -374549.351502 + Penalty 2699.041238 = -371850.310264 nChanged 89 SP:Iteration 11Q (309.695403 sec): 3 clusters Score: Raw -374583.518736 + Penalty 2699.041238 = -371884.477498 nChanged 67 SP:Iteration 12Q (309.750103 sec): 3 clusters Score: Raw -374606.017546 + Penalty 2699.041238 = -371906.976308 nChanged 57 SP:Iteration 13Q (309.803704 sec): 3 clusters Score: Raw -374627.019077 + Penalty 2699.041238 = -371927.977839 nChanged 56 SP:Iteration 14Q (309.857889 sec): 3 clusters Score: Raw -374646.762942 + Penalty 2699.041238 = -371947.721705 nChanged 48 SP:Iteration 15Q (309.911481 sec): 3 clusters Score: Raw -374661.588758 + Penalty 2699.041238 = -371962.547521 nChanged 34 SP:Iteration 16Q (309.956957 sec): 3 clusters Score: Raw -374672.210840 + Penalty 2699.041238 = -371973.169602 nChanged 28 SP:Iteration 17Q (310.020254 sec): 3 clusters Score: Raw -374684.859358 + Penalty 2699.041238 = -371985.818120 nChanged 32 SP:Iteration 18Q (310.079415 sec): 3 clusters Score: Raw -374696.386135 + Penalty 2699.041238 = -371997.344897 nChanged 32 SP:Iteration 19Q (310.120108 sec): 3 clusters Score: Raw -374707.047640 + Penalty 2699.041238 = -372008.006402 nChanged 33 SP:Iteration 20F (310.170903 sec): 3 clusters Score: Raw -374719.039591 + Penalty 2699.041238 = -372019.998354 nChanged 33 SP:Iteration 21Q (310.231538 sec): 3 clusters Score: Raw -374727.953851 + Penalty 2699.041238 = -372028.912613 nChanged 15 SP:Iteration 22Q (310.284758 sec): 3 clusters Score: Raw -374730.921969 + Penalty 2699.041238 = -372031.880731 nChanged 6 SP:Iteration 23Q (310.338893 sec): 3 clusters Score: Raw -374731.946727 + Penalty 2699.041238 = -372032.905490 nChanged 2 SP:Iteration 24Q (310.394805 sec): 3 clusters Score: Raw -374732.384114 + Penalty 2699.041238 = -372033.342876 nChanged 1 SP:Iteration 25Q (310.437193 sec): 3 clusters Score: Raw -374732.695532 + Penalty 2699.041238 = -372033.654294 nChanged 1 SP:Iteration 26Q (310.500024 sec): 3 clusters Score: Raw -374732.803796 + Penalty 2699.041238 = -372033.762559 nChanged 0 SP:Iteration 27F (310.555862 sec): 3 clusters Score: Raw -374732.803796 + Penalty 2699.041238 = -372033.762559 nChanged 0 Trying to split cluster 7 (10948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.596932 sec): 2 clusters Score: Raw -1065760.778483 + Penalty 1511.398211 = -1064249.380271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.665127 sec): 3 clusters Score: Raw -1059496.932992 + Penalty 3022.796423 = -1056474.136569 nChanged 4802 SP:Iteration 1F (310.729233 sec): 3 clusters Score: Raw -1062106.997461 + Penalty 3022.796423 = -1059084.201038 nChanged 661 SP:Iteration 2F (310.793379 sec): 3 clusters Score: Raw -1062464.424810 + Penalty 3022.796423 = -1059441.628388 nChanged 615 SP:Iteration 3F (310.856103 sec): 3 clusters Score: Raw -1062821.168491 + Penalty 3022.796423 = -1059798.372068 nChanged 575 SP:Iteration 4F (310.910227 sec): 3 clusters Score: Raw -1063161.003302 + Penalty 3022.796423 = -1060138.206879 nChanged 551 SP:Iteration 5F (310.984873 sec): 3 clusters Score: Raw -1063462.830019 + Penalty 3022.796423 = -1060440.033596 nChanged 507 SP:Iteration 6Q (311.052450 sec): 3 clusters Score: Raw -1063733.616086 + Penalty 3022.796423 = -1060710.819663 nChanged 464 SP:Iteration 7Q (311.111057 sec): 3 clusters Score: Raw -1063987.663352 + Penalty 3022.796423 = -1060964.866929 nChanged 471 SP:Iteration 8Q (311.186096 sec): 3 clusters Score: Raw -1064255.297386 + Penalty 3022.796423 = -1061232.500963 nChanged 465 SP:Iteration 9Q (311.249426 sec): 3 clusters Score: Raw -1064525.971577 + Penalty 3022.796423 = -1061503.175154 nChanged 406 SP:Iteration 10Q (311.316946 sec): 3 clusters Score: Raw -1064745.595380 + Penalty 3022.796423 = -1061722.798957 nChanged 343 SP:Iteration 11Q (311.390718 sec): 3 clusters Score: Raw -1064932.458977 + Penalty 3022.796423 = -1061909.662555 nChanged 300 SP:Iteration 12Q (311.454670 sec): 3 clusters Score: Raw -1065075.977058 + Penalty 3022.796423 = -1062053.180636 nChanged 250 SP:Iteration 13Q (311.521485 sec): 3 clusters Score: Raw -1065198.493306 + Penalty 3022.796423 = -1062175.696883 nChanged 250 SP:Iteration 14Q (311.586861 sec): 3 clusters Score: Raw -1065318.774023 + Penalty 3022.796423 = -1062295.977600 nChanged 227 SP:Iteration 15Q (311.642989 sec): 3 clusters Score: Raw -1065441.084548 + Penalty 3022.796423 = -1062418.288125 nChanged 217 SP:Iteration 16Q (311.717303 sec): 3 clusters Score: Raw -1065539.329421 + Penalty 3022.796423 = -1062516.532999 nChanged 175 SP:Iteration 17Q (311.775133 sec): 3 clusters Score: Raw -1065608.805683 + Penalty 3022.796423 = -1062586.009260 nChanged 177 SP:Iteration 18Q (311.842849 sec): 3 clusters Score: Raw -1065684.788781 + Penalty 3022.796423 = -1062661.992358 nChanged 173 SP:Iteration 19Q (311.909945 sec): 3 clusters Score: Raw -1065756.181606 + Penalty 3022.796423 = -1062733.385183 nChanged 144 SP:Iteration 20F (311.975781 sec): 3 clusters Score: Raw -1065809.041034 + Penalty 3022.796423 = -1062786.244611 nChanged 130 SP:Iteration 21Q (312.051402 sec): 3 clusters Score: Raw -1065858.208437 + Penalty 3022.796423 = -1062835.412014 nChanged 116 SP:Iteration 22Q (312.108551 sec): 3 clusters Score: Raw -1065900.831886 + Penalty 3022.796423 = -1062878.035463 nChanged 124 SP:Iteration 23Q (312.175983 sec): 3 clusters Score: Raw -1065944.147382 + Penalty 3022.796423 = -1062921.350959 nChanged 96 SP:Iteration 24Q (312.241728 sec): 3 clusters Score: Raw -1065975.185726 + Penalty 3022.796423 = -1062952.389303 nChanged 85 SP:Iteration 25Q (312.318343 sec): 3 clusters Score: Raw -1066001.382093 + Penalty 3022.796423 = -1062978.585670 nChanged 74 SP:Iteration 26Q (312.380864 sec): 3 clusters Score: Raw -1066022.915813 + Penalty 3022.796423 = -1063000.119390 nChanged 56 SP:Iteration 27Q (312.434174 sec): 3 clusters Score: Raw -1066037.399992 + Penalty 3022.796423 = -1063014.603569 nChanged 49 SP:Iteration 28Q (312.501156 sec): 3 clusters Score: Raw -1066048.932209 + Penalty 3022.796423 = -1063026.135786 nChanged 45 SP:Iteration 29Q (312.578825 sec): 3 clusters Score: Raw -1066059.543009 + Penalty 3022.796423 = -1063036.746586 nChanged 44 SP:Iteration 30Q (312.631739 sec): 3 clusters Score: Raw -1066072.612023 + Penalty 3022.796423 = -1063049.815600 nChanged 38 SP:Iteration 31Q (312.693010 sec): 3 clusters Score: Raw -1066083.135744 + Penalty 3022.796423 = -1063060.339322 nChanged 31 SP:Iteration 32Q (312.758038 sec): 3 clusters Score: Raw -1066089.298211 + Penalty 3022.796423 = -1063066.501788 nChanged 19 SP:Iteration 33Q (312.824551 sec): 3 clusters Score: Raw -1066093.447897 + Penalty 3022.796423 = -1063070.651475 nChanged 16 SP:Iteration 34Q (312.873733 sec): 3 clusters Score: Raw -1066096.852911 + Penalty 3022.796423 = -1063074.056488 nChanged 20 SP:Iteration 35Q (312.933612 sec): 3 clusters Score: Raw -1066101.074793 + Penalty 3022.796423 = -1063078.278371 nChanged 20 SP:Iteration 36Q (312.996994 sec): 3 clusters Score: Raw -1066104.605928 + Penalty 3022.796423 = -1063081.809505 nChanged 19 SP:Iteration 37Q (313.065405 sec): 3 clusters Score: Raw -1066107.719388 + Penalty 3022.796423 = -1063084.922965 nChanged 15 SP:Iteration 38Q (313.129002 sec): 3 clusters Score: Raw -1066110.989787 + Penalty 3022.796423 = -1063088.193364 nChanged 15 SP:Iteration 39Q (313.195558 sec): 3 clusters Score: Raw -1066113.116632 + Penalty 3022.796423 = -1063090.320209 nChanged 9 SP:Iteration 40F (313.263814 sec): 3 clusters Score: Raw -1066114.688445 + Penalty 3022.796423 = -1063091.892022 nChanged 9 SP:Iteration 41Q (313.325440 sec): 3 clusters Score: Raw -1066116.627643 + Penalty 3022.796423 = -1063093.831220 nChanged 8 SP:Iteration 42Q (313.382737 sec): 3 clusters Score: Raw -1066117.977228 + Penalty 3022.796423 = -1063095.180805 nChanged 3 SP:Iteration 43Q (313.459897 sec): 3 clusters Score: Raw -1066118.573233 + Penalty 3022.796423 = -1063095.776810 nChanged 6 SP:Iteration 44Q (313.525229 sec): 3 clusters Score: Raw -1066119.559068 + Penalty 3022.796423 = -1063096.762646 nChanged 5 SP:Iteration 45Q (313.578006 sec): 3 clusters Score: Raw -1066120.343083 + Penalty 3022.796423 = -1063097.546660 nChanged 4 SP:Iteration 46Q (313.647579 sec): 3 clusters Score: Raw -1066120.834610 + Penalty 3022.796423 = -1063098.038187 nChanged 3 SP:Iteration 47Q (313.712951 sec): 3 clusters Score: Raw -1066121.631076 + Penalty 3022.796423 = -1063098.834653 nChanged 3 SP:Iteration 48Q (313.776531 sec): 3 clusters Score: Raw -1066122.106810 + Penalty 3022.796423 = -1063099.310388 nChanged 4 SP:Iteration 49Q (313.844156 sec): 3 clusters Score: Raw -1066122.630532 + Penalty 3022.796423 = -1063099.834109 nChanged 1 SP:Iteration 50Q (313.910761 sec): 3 clusters Score: Raw -1066122.820366 + Penalty 3022.796423 = -1063100.023944 nChanged 1 SP:Iteration 51Q (313.971926 sec): 3 clusters Score: Raw -1066122.876178 + Penalty 3022.796423 = -1063100.079755 nChanged 2 SP:Iteration 52Q (314.027732 sec): 3 clusters Score: Raw -1066123.173588 + Penalty 3022.796423 = -1063100.377165 nChanged 5 SP:Iteration 53Q (314.097004 sec): 3 clusters Score: Raw -1066124.044411 + Penalty 3022.796423 = -1063101.247988 nChanged 2 SP:Iteration 54Q (314.155423 sec): 3 clusters Score: Raw -1066124.296898 + Penalty 3022.796423 = -1063101.500475 nChanged 4 SP:Iteration 55Q (314.223236 sec): 3 clusters Score: Raw -1066125.376525 + Penalty 3022.796423 = -1063102.580102 nChanged 4 SP:Iteration 56Q (314.287833 sec): 3 clusters Score: Raw -1066126.100751 + Penalty 3022.796423 = -1063103.304328 nChanged 4 SP:Iteration 57Q (314.343239 sec): 3 clusters Score: Raw -1066127.156731 + Penalty 3022.796423 = -1063104.360308 nChanged 5 SP:Iteration 58Q (314.421198 sec): 3 clusters Score: Raw -1066128.470714 + Penalty 3022.796423 = -1063105.674291 nChanged 6 SP:Iteration 59Q (314.482813 sec): 3 clusters Score: Raw -1066129.397417 + Penalty 3022.796423 = -1063106.600994 nChanged 5 SP:Iteration 60F (314.548357 sec): 3 clusters Score: Raw -1066130.397735 + Penalty 3022.796423 = -1063107.601312 nChanged 3 SP:Iteration 61Q (314.602485 sec): 3 clusters Score: Raw -1066130.991754 + Penalty 3022.796423 = -1063108.195331 nChanged 1 SP:Iteration 62Q (314.672113 sec): 3 clusters Score: Raw -1066131.042245 + Penalty 3022.796423 = -1063108.245822 nChanged 2 SP:Iteration 63Q (314.727950 sec): 3 clusters Score: Raw -1066131.139299 + Penalty 3022.796423 = -1063108.342876 nChanged 0 SP:Iteration 64F (314.806730 sec): 3 clusters Score: Raw -1066131.139299 + Penalty 3022.796423 = -1063108.342876 nChanged 0 Trying to split cluster 8 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.821409 sec): 2 clusters Score: Raw -68334.772724 + Penalty 1079.615832 = -67255.156892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.880260 sec): 3 clusters Score: Raw -68138.233621 + Penalty 2159.231663 = -65979.001957 nChanged 197 SP:Iteration 1F (314.922724 sec): 3 clusters Score: Raw -68315.052166 + Penalty 2159.231663 = -66155.820503 nChanged 41 SP:Iteration 2F (314.967564 sec): 3 clusters Score: Raw -68359.739857 + Penalty 2159.231663 = -66200.508194 nChanged 18 SP:Iteration 3Q (315.017151 sec): 3 clusters Score: Raw -68381.122250 + Penalty 2159.231663 = -66221.890587 nChanged 7 SP:Iteration 4Q (315.070431 sec): 3 clusters Score: Raw -68390.340106 + Penalty 2159.231663 = -66231.108442 nChanged 5 SP:Iteration 5Q (315.124395 sec): 3 clusters Score: Raw -68396.355190 + Penalty 2159.231663 = -66237.123527 nChanged 6 SP:Iteration 6Q (315.161041 sec): 3 clusters Score: Raw -68402.025882 + Penalty 2159.231663 = -66242.794219 nChanged 3 SP:Iteration 7Q (315.219351 sec): 3 clusters Score: Raw -68407.438770 + Penalty 2159.231663 = -66248.207107 nChanged 5 SP:Iteration 8Q (315.266420 sec): 3 clusters Score: Raw -68410.499633 + Penalty 2159.231663 = -66251.267970 nChanged 2 SP:Iteration 9Q (315.314468 sec): 3 clusters Score: Raw -68414.104554 + Penalty 2159.231663 = -66254.872891 nChanged 4 SP:Iteration 10Q (315.358721 sec): 3 clusters Score: Raw -68417.730036 + Penalty 2159.231663 = -66258.498373 nChanged 2 SP:Iteration 11Q (315.403240 sec): 3 clusters Score: Raw -68418.476872 + Penalty 2159.231663 = -66259.245209 nChanged 1 SP:Iteration 12Q (315.436761 sec): 3 clusters Score: Raw -68419.974338 + Penalty 2159.231663 = -66260.742675 nChanged 2 SP:Iteration 13Q (315.486762 sec): 3 clusters Score: Raw -68423.062044 + Penalty 2159.231663 = -66263.830381 nChanged 3 SP:Iteration 14Q (315.531918 sec): 3 clusters Score: Raw -68426.533371 + Penalty 2159.231663 = -66267.301708 nChanged 1 SP:Iteration 15Q (315.567737 sec): 3 clusters Score: Raw -68430.996259 + Penalty 2159.231663 = -66271.764596 nChanged 5 SP:Iteration 16Q (315.612118 sec): 3 clusters Score: Raw -68435.370882 + Penalty 2159.231663 = -66276.139218 nChanged 2 SP:Iteration 17Q (315.659943 sec): 3 clusters Score: Raw -68436.648448 + Penalty 2159.231663 = -66277.416785 nChanged 2 SP:Iteration 18Q (315.697129 sec): 3 clusters Score: Raw -68439.028176 + Penalty 2159.231663 = -66279.796512 nChanged 0 SP:Iteration 19F (315.744521 sec): 3 clusters Score: Raw -68439.028176 + Penalty 2159.231663 = -66279.796512 nChanged 0 Trying to split cluster 9 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.759998 sec): 2 clusters Score: Raw -34591.321387 + Penalty 973.612989 = -33617.708398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.812321 sec): 3 clusters Score: Raw -34579.151001 + Penalty 1947.225978 = -32631.925024 nChanged 88 SP:Iteration 1F (315.845185 sec): 3 clusters Score: Raw -34763.121392 + Penalty 1947.225978 = -32815.895414 nChanged 22 SP:Iteration 2F (315.888606 sec): 3 clusters Score: Raw -34833.799942 + Penalty 1947.225978 = -32886.573964 nChanged 24 SP:Iteration 3F (315.931173 sec): 3 clusters Score: Raw -34890.896286 + Penalty 1947.225978 = -32943.670309 nChanged 13 SP:Iteration 4Q (315.980311 sec): 3 clusters Score: Raw -34922.205934 + Penalty 1947.225978 = -32974.979956 nChanged 5 SP:Iteration 5Q (316.022626 sec): 3 clusters Score: Raw -34932.924984 + Penalty 1947.225978 = -32985.699006 nChanged 5 SP:Iteration 6Q (316.066901 sec): 3 clusters Score: Raw -34941.325683 + Penalty 1947.225978 = -32994.099705 nChanged 3 SP:Iteration 7Q (316.104886 sec): 3 clusters Score: Raw -34947.148942 + Penalty 1947.225978 = -32999.922964 nChanged 3 SP:Iteration 8Q (316.143624 sec): 3 clusters Score: Raw -34954.155016 + Penalty 1947.225978 = -33006.929038 nChanged 2 SP:Iteration 9Q (316.186156 sec): 3 clusters Score: Raw -34961.267141 + Penalty 1947.225978 = -33014.041164 nChanged 1 SP:Iteration 10Q (316.234914 sec): 3 clusters Score: Raw -34962.758300 + Penalty 1947.225978 = -33015.532323 nChanged 0 SP:Iteration 11F (316.275589 sec): 3 clusters Score: Raw -34962.758300 + Penalty 1947.225978 = -33015.532323 nChanged 0 Trying to split cluster 10 (1040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.305037 sec): 2 clusters Score: Raw -90141.653222 + Penalty 1128.883599 = -89012.769624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.355430 sec): 3 clusters Score: Raw -89858.924643 + Penalty 2257.767197 = -87601.157446 nChanged 332 SP:Iteration 1F (316.398269 sec): 3 clusters Score: Raw -90203.375344 + Penalty 2257.767197 = -87945.608147 nChanged 81 SP:Iteration 2F (316.447811 sec): 3 clusters Score: Raw -90316.910971 + Penalty 2257.767197 = -88059.143774 nChanged 45 SP:Iteration 3Q (316.502143 sec): 3 clusters Score: Raw -90366.328203 + Penalty 2257.767197 = -88108.561005 nChanged 28 SP:Iteration 4Q (316.554842 sec): 3 clusters Score: Raw -90395.724051 + Penalty 2257.767197 = -88137.956854 nChanged 20 SP:Iteration 5Q (316.604002 sec): 3 clusters Score: Raw -90412.857530 + Penalty 2257.767197 = -88155.090332 nChanged 13 SP:Iteration 6Q (316.652917 sec): 3 clusters Score: Raw -90425.792412 + Penalty 2257.767197 = -88168.025214 nChanged 7 SP:Iteration 7Q (316.693055 sec): 3 clusters Score: Raw -90434.770746 + Penalty 2257.767197 = -88177.003549 nChanged 7 SP:Iteration 8Q (316.741463 sec): 3 clusters Score: Raw -90442.589043 + Penalty 2257.767197 = -88184.821846 nChanged 10 SP:Iteration 9Q (316.793571 sec): 3 clusters Score: Raw -90453.199383 + Penalty 2257.767197 = -88195.432185 nChanged 10 SP:Iteration 10Q (316.838081 sec): 3 clusters Score: Raw -90463.397792 + Penalty 2257.767197 = -88205.630594 nChanged 10 SP:Iteration 11Q (316.879277 sec): 3 clusters Score: Raw -90475.051590 + Penalty 2257.767197 = -88217.284392 nChanged 4 SP:Iteration 12Q (316.927420 sec): 3 clusters Score: Raw -90479.321696 + Penalty 2257.767197 = -88221.554499 nChanged 4 SP:Iteration 13Q (316.961416 sec): 3 clusters Score: Raw -90487.102946 + Penalty 2257.767197 = -88229.335748 nChanged 6 SP:Iteration 14Q (317.005412 sec): 3 clusters Score: Raw -90491.892578 + Penalty 2257.767197 = -88234.125380 nChanged 5 SP:Iteration 15Q (317.050652 sec): 3 clusters Score: Raw -90498.490610 + Penalty 2257.767197 = -88240.723412 nChanged 6 SP:Iteration 16Q (317.099064 sec): 3 clusters Score: Raw -90505.239657 + Penalty 2257.767197 = -88247.472460 nChanged 3 SP:Iteration 17Q (317.159024 sec): 3 clusters Score: Raw -90508.672446 + Penalty 2257.767197 = -88250.905249 nChanged 2 SP:Iteration 18Q (317.194306 sec): 3 clusters Score: Raw -90510.591055 + Penalty 2257.767197 = -88252.823857 nChanged 0 SP:Iteration 19F (317.239674 sec): 3 clusters Score: Raw -90510.591055 + Penalty 2257.767197 = -88252.823857 nChanged 0 Trying to split cluster 11 (8447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.275612 sec): 2 clusters Score: Raw -819364.897585 + Penalty 1469.254577 = -817895.643008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.342741 sec): 3 clusters Score: Raw -814705.089098 + Penalty 2938.509154 = -811766.579944 nChanged 3554 SP:Iteration 1F (317.390871 sec): 3 clusters Score: Raw -816624.679584 + Penalty 2938.509154 = -813686.170430 nChanged 480 SP:Iteration 2F (317.457701 sec): 3 clusters Score: Raw -816816.321751 + Penalty 2938.509154 = -813877.812597 nChanged 365 SP:Iteration 3Q (317.509486 sec): 3 clusters Score: Raw -816985.956433 + Penalty 2938.509154 = -814047.447279 nChanged 337 SP:Iteration 4Q (317.567541 sec): 3 clusters Score: Raw -817141.248412 + Penalty 2938.509154 = -814202.739258 nChanged 340 SP:Iteration 5Q (317.628971 sec): 3 clusters Score: Raw -817330.107945 + Penalty 2938.509154 = -814391.598791 nChanged 345 SP:Iteration 6Q (317.704238 sec): 3 clusters Score: Raw -817522.919857 + Penalty 2938.509154 = -814584.410703 nChanged 350 SP:Iteration 7Q (317.768897 sec): 3 clusters Score: Raw -817767.631043 + Penalty 2938.509154 = -814829.121889 nChanged 368 SP:Iteration 8Q (317.831882 sec): 3 clusters Score: Raw -818039.568484 + Penalty 2938.509154 = -815101.059330 nChanged 377 SP:Iteration 9Q (317.889940 sec): 3 clusters Score: Raw -818338.757416 + Penalty 2938.509154 = -815400.248262 nChanged 360 SP:Iteration 10Q (317.944970 sec): 3 clusters Score: Raw -818635.090025 + Penalty 2938.509154 = -815696.580871 nChanged 341 SP:Iteration 11Q (318.012627 sec): 3 clusters Score: Raw -818910.830116 + Penalty 2938.509154 = -815972.320962 nChanged 305 SP:Iteration 12Q (318.070434 sec): 3 clusters Score: Raw -819145.305160 + Penalty 2938.509154 = -816206.796006 nChanged 244 SP:Iteration 13Q (318.134469 sec): 3 clusters Score: Raw -819294.552304 + Penalty 2938.509154 = -816356.043150 nChanged 192 SP:Iteration 14Q (318.196965 sec): 3 clusters Score: Raw -819394.417410 + Penalty 2938.509154 = -816455.908256 nChanged 165 SP:Iteration 15Q (318.259742 sec): 3 clusters Score: Raw -819481.621648 + Penalty 2938.509154 = -816543.112494 nChanged 127 SP:Iteration 16Q (318.309968 sec): 3 clusters Score: Raw -819545.069359 + Penalty 2938.509154 = -816606.560205 nChanged 111 SP:Iteration 17Q (318.371609 sec): 3 clusters Score: Raw -819597.765689 + Penalty 2938.509154 = -816659.256535 nChanged 102 SP:Iteration 18Q (318.438845 sec): 3 clusters Score: Raw -819643.245788 + Penalty 2938.509154 = -816704.736634 nChanged 83 SP:Iteration 19Q (318.499838 sec): 3 clusters Score: Raw -819675.234515 + Penalty 2938.509154 = -816736.725361 nChanged 68 SP:Iteration 20F (318.548095 sec): 3 clusters Score: Raw -819698.721843 + Penalty 2938.509154 = -816760.212689 nChanged 40 SP:Iteration 21Q (318.616627 sec): 3 clusters Score: Raw -819709.025979 + Penalty 2938.509154 = -816770.516825 nChanged 33 SP:Iteration 22Q (318.663427 sec): 3 clusters Score: Raw -819716.784481 + Penalty 2938.509154 = -816778.275327 nChanged 17 SP:Iteration 23Q (318.727532 sec): 3 clusters Score: Raw -819720.046137 + Penalty 2938.509154 = -816781.536983 nChanged 13 SP:Iteration 24Q (318.788409 sec): 3 clusters Score: Raw -819723.093614 + Penalty 2938.509154 = -816784.584460 nChanged 18 SP:Iteration 25Q (318.849011 sec): 3 clusters Score: Raw -819727.525547 + Penalty 2938.509154 = -816789.016393 nChanged 20 SP:Iteration 26Q (318.907726 sec): 3 clusters Score: Raw -819732.357864 + Penalty 2938.509154 = -816793.848710 nChanged 15 SP:Iteration 27Q (318.964658 sec): 3 clusters Score: Raw -819735.472049 + Penalty 2938.509154 = -816796.962895 nChanged 10 SP:Iteration 28Q (319.022488 sec): 3 clusters Score: Raw -819737.532852 + Penalty 2938.509154 = -816799.023698 nChanged 13 SP:Iteration 29Q (319.088078 sec): 3 clusters Score: Raw -819740.404330 + Penalty 2938.509154 = -816801.895176 nChanged 7 SP:Iteration 30Q (319.149706 sec): 3 clusters Score: Raw -819741.517359 + Penalty 2938.509154 = -816803.008205 nChanged 5 SP:Iteration 31Q (319.209691 sec): 3 clusters Score: Raw -819742.369059 + Penalty 2938.509154 = -816803.859905 nChanged 1 SP:Iteration 32Q (319.266945 sec): 3 clusters Score: Raw -819742.579811 + Penalty 2938.509154 = -816804.070657 nChanged 1 SP:Iteration 33Q (319.327409 sec): 3 clusters Score: Raw -819742.701975 + Penalty 2938.509154 = -816804.192820 nChanged 2 SP:Iteration 34Q (319.389358 sec): 3 clusters Score: Raw -819743.172613 + Penalty 2938.509154 = -816804.663459 nChanged 2 SP:Iteration 35Q (319.437991 sec): 3 clusters Score: Raw -819743.352500 + Penalty 2938.509154 = -816804.843345 nChanged 1 SP:Iteration 36Q (319.507735 sec): 3 clusters Score: Raw -819743.661540 + Penalty 2938.509154 = -816805.152386 nChanged 1 SP:Iteration 37Q (319.566830 sec): 3 clusters Score: Raw -819743.808707 + Penalty 2938.509154 = -816805.299553 nChanged 0 SP:Iteration 38F (319.617853 sec): 3 clusters Score: Raw -819743.808707 + Penalty 2938.509154 = -816805.299553 nChanged 0 Trying to split cluster 12 (1657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.642121 sec): 2 clusters Score: Raw -147899.561488 + Penalty 1204.574153 = -146694.987335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.702232 sec): 3 clusters Score: Raw -147219.492378 + Penalty 2409.148306 = -144810.344072 nChanged 565 SP:Iteration 1F (319.750866 sec): 3 clusters Score: Raw -147646.090944 + Penalty 2409.148306 = -145236.942638 nChanged 143 SP:Iteration 2F (319.789415 sec): 3 clusters Score: Raw -147774.569668 + Penalty 2409.148306 = -145365.421363 nChanged 81 SP:Iteration 3Q (319.837119 sec): 3 clusters Score: Raw -147845.517299 + Penalty 2409.148306 = -145436.368994 nChanged 53 SP:Iteration 4Q (319.895806 sec): 3 clusters Score: Raw -147883.101995 + Penalty 2409.148306 = -145473.953689 nChanged 35 SP:Iteration 5Q (319.945432 sec): 3 clusters Score: Raw -147907.442531 + Penalty 2409.148306 = -145498.294225 nChanged 25 SP:Iteration 6Q (319.993816 sec): 3 clusters Score: Raw -147925.767323 + Penalty 2409.148306 = -145516.619018 nChanged 23 SP:Iteration 7Q (320.041419 sec): 3 clusters Score: Raw -147943.898686 + Penalty 2409.148306 = -145534.750380 nChanged 18 SP:Iteration 8Q (320.095720 sec): 3 clusters Score: Raw -147951.408672 + Penalty 2409.148306 = -145542.260366 nChanged 10 SP:Iteration 9Q (320.148535 sec): 3 clusters Score: Raw -147956.199816 + Penalty 2409.148306 = -145547.051510 nChanged 7 SP:Iteration 10Q (320.199233 sec): 3 clusters Score: Raw -147959.707436 + Penalty 2409.148306 = -145550.559130 nChanged 7 SP:Iteration 11Q (320.241328 sec): 3 clusters Score: Raw -147966.405792 + Penalty 2409.148306 = -145557.257487 nChanged 6 SP:Iteration 12Q (320.285775 sec): 3 clusters Score: Raw -147971.121507 + Penalty 2409.148306 = -145561.973202 nChanged 5 SP:Iteration 13Q (320.327003 sec): 3 clusters Score: Raw -147973.899824 + Penalty 2409.148306 = -145564.751518 nChanged 8 SP:Iteration 14Q (320.371210 sec): 3 clusters Score: Raw -147979.198116 + Penalty 2409.148306 = -145570.049810 nChanged 6 SP:Iteration 15Q (320.419224 sec): 3 clusters Score: Raw -147983.438055 + Penalty 2409.148306 = -145574.289749 nChanged 4 SP:Iteration 16Q (320.471696 sec): 3 clusters Score: Raw -147985.983601 + Penalty 2409.148306 = -145576.835295 nChanged 6 SP:Iteration 17Q (320.524522 sec): 3 clusters Score: Raw -147989.401882 + Penalty 2409.148306 = -145580.253576 nChanged 4 SP:Iteration 18Q (320.567705 sec): 3 clusters Score: Raw -147991.659852 + Penalty 2409.148306 = -145582.511546 nChanged 3 SP:Iteration 19Q (320.617400 sec): 3 clusters Score: Raw -147993.735528 + Penalty 2409.148306 = -145584.587222 nChanged 4 SP:Iteration 20F (320.667629 sec): 3 clusters Score: Raw -147995.651581 + Penalty 2409.148306 = -145586.503275 nChanged 4 SP:Iteration 21Q (320.706113 sec): 3 clusters Score: Raw -147998.863135 + Penalty 2409.148306 = -145589.714830 nChanged 6 SP:Iteration 22Q (320.759072 sec): 3 clusters Score: Raw -148002.738859 + Penalty 2409.148306 = -145593.590554 nChanged 3 SP:Iteration 23Q (320.800751 sec): 3 clusters Score: Raw -148003.811719 + Penalty 2409.148306 = -145594.663413 nChanged 3 SP:Iteration 24Q (320.848330 sec): 3 clusters Score: Raw -148004.348489 + Penalty 2409.148306 = -145595.200183 nChanged 2 SP:Iteration 25Q (320.898693 sec): 3 clusters Score: Raw -148005.479134 + Penalty 2409.148306 = -145596.330829 nChanged 1 SP:Iteration 26Q (320.938469 sec): 3 clusters Score: Raw -148005.874631 + Penalty 2409.148306 = -145596.726325 nChanged 0 SP:Iteration 27F (320.990987 sec): 3 clusters Score: Raw -148005.874631 + Penalty 2409.148306 = -145596.726325 nChanged 0 Trying to split cluster 13 (5765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.015256 sec): 2 clusters Score: Raw -561175.196557 + Penalty 1407.178570 = -559768.017987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.066779 sec): 3 clusters Score: Raw -558061.730922 + Penalty 2814.357141 = -555247.373781 nChanged 2391 SP:Iteration 1F (321.121436 sec): 3 clusters Score: Raw -559369.112664 + Penalty 2814.357141 = -556554.755523 nChanged 398 SP:Iteration 2F (321.188111 sec): 3 clusters Score: Raw -559575.881623 + Penalty 2814.357141 = -556761.524482 nChanged 303 SP:Iteration 3F (321.238564 sec): 3 clusters Score: Raw -559769.156358 + Penalty 2814.357141 = -556954.799218 nChanged 266 SP:Iteration 4Q (321.295968 sec): 3 clusters Score: Raw -559928.434364 + Penalty 2814.357141 = -557114.077223 nChanged 243 SP:Iteration 5Q (321.356276 sec): 3 clusters Score: Raw -560126.911829 + Penalty 2814.357141 = -557312.554689 nChanged 250 SP:Iteration 6Q (321.415040 sec): 3 clusters Score: Raw -560344.535778 + Penalty 2814.357141 = -557530.178638 nChanged 257 SP:Iteration 7Q (321.471388 sec): 3 clusters Score: Raw -560558.855814 + Penalty 2814.357141 = -557744.498673 nChanged 224 SP:Iteration 8Q (321.534264 sec): 3 clusters Score: Raw -560735.553971 + Penalty 2814.357141 = -557921.196830 nChanged 208 SP:Iteration 9Q (321.592558 sec): 3 clusters Score: Raw -560902.587458 + Penalty 2814.357141 = -558088.230317 nChanged 199 SP:Iteration 10Q (321.651647 sec): 3 clusters Score: Raw -561036.991953 + Penalty 2814.357141 = -558222.634813 nChanged 163 SP:Iteration 11Q (321.708212 sec): 3 clusters Score: Raw -561137.990537 + Penalty 2814.357141 = -558323.633396 nChanged 130 SP:Iteration 12Q (321.762306 sec): 3 clusters Score: Raw -561209.613974 + Penalty 2814.357141 = -558395.256833 nChanged 117 SP:Iteration 13Q (321.818555 sec): 3 clusters Score: Raw -561276.788853 + Penalty 2814.357141 = -558462.431713 nChanged 93 SP:Iteration 14Q (321.863596 sec): 3 clusters Score: Raw -561320.727045 + Penalty 2814.357141 = -558506.369904 nChanged 78 SP:Iteration 15Q (321.916876 sec): 3 clusters Score: Raw -561358.976077 + Penalty 2814.357141 = -558544.618936 nChanged 76 SP:Iteration 16Q (321.961666 sec): 3 clusters Score: Raw -561394.740209 + Penalty 2814.357141 = -558580.383069 nChanged 64 SP:Iteration 17Q (322.025041 sec): 3 clusters Score: Raw -561415.663533 + Penalty 2814.357141 = -558601.306393 nChanged 41 SP:Iteration 18Q (322.081956 sec): 3 clusters Score: Raw -561433.274331 + Penalty 2814.357141 = -558618.917190 nChanged 51 SP:Iteration 19Q (322.131565 sec): 3 clusters Score: Raw -561455.073031 + Penalty 2814.357141 = -558640.715891 nChanged 43 SP:Iteration 20F (322.187008 sec): 3 clusters Score: Raw -561475.515994 + Penalty 2814.357141 = -558661.158854 nChanged 49 SP:Iteration 21Q (322.243073 sec): 3 clusters Score: Raw -561493.764034 + Penalty 2814.357141 = -558679.406894 nChanged 33 SP:Iteration 22Q (322.298367 sec): 3 clusters Score: Raw -561505.745743 + Penalty 2814.357141 = -558691.388602 nChanged 29 SP:Iteration 23Q (322.355769 sec): 3 clusters Score: Raw -561514.085952 + Penalty 2814.357141 = -558699.728812 nChanged 25 SP:Iteration 24Q (322.412436 sec): 3 clusters Score: Raw -561519.572057 + Penalty 2814.357141 = -558705.214917 nChanged 20 SP:Iteration 25Q (322.455366 sec): 3 clusters Score: Raw -561525.139823 + Penalty 2814.357141 = -558710.782682 nChanged 16 SP:Iteration 26Q (322.516303 sec): 3 clusters Score: Raw -561530.719973 + Penalty 2814.357141 = -558716.362832 nChanged 16 SP:Iteration 27Q (322.562793 sec): 3 clusters Score: Raw -561535.967725 + Penalty 2814.357141 = -558721.610584 nChanged 14 SP:Iteration 28Q (322.624123 sec): 3 clusters Score: Raw -561539.977572 + Penalty 2814.357141 = -558725.620431 nChanged 14 SP:Iteration 29Q (322.668044 sec): 3 clusters Score: Raw -561544.381665 + Penalty 2814.357141 = -558730.024525 nChanged 16 SP:Iteration 30Q (322.733991 sec): 3 clusters Score: Raw -561549.518316 + Penalty 2814.357141 = -558735.161176 nChanged 14 SP:Iteration 31Q (322.778382 sec): 3 clusters Score: Raw -561553.200245 + Penalty 2814.357141 = -558738.843104 nChanged 14 SP:Iteration 32Q (322.830056 sec): 3 clusters Score: Raw -561557.695993 + Penalty 2814.357141 = -558743.338852 nChanged 13 SP:Iteration 33Q (322.895838 sec): 3 clusters Score: Raw -561563.005219 + Penalty 2814.357141 = -558748.648078 nChanged 11 SP:Iteration 34Q (322.944897 sec): 3 clusters Score: Raw -561565.732604 + Penalty 2814.357141 = -558751.375463 nChanged 6 SP:Iteration 35Q (323.002461 sec): 3 clusters Score: Raw -561566.908353 + Penalty 2814.357141 = -558752.551212 nChanged 9 SP:Iteration 36Q (323.048501 sec): 3 clusters Score: Raw -561570.399402 + Penalty 2814.357141 = -558756.042262 nChanged 11 SP:Iteration 37Q (323.116850 sec): 3 clusters Score: Raw -561573.116503 + Penalty 2814.357141 = -558758.759362 nChanged 6 SP:Iteration 38Q (323.176463 sec): 3 clusters Score: Raw -561574.422991 + Penalty 2814.357141 = -558760.065850 nChanged 6 SP:Iteration 39Q (323.222426 sec): 3 clusters Score: Raw -561575.390331 + Penalty 2814.357141 = -558761.033190 nChanged 2 SP:Iteration 40F (323.288309 sec): 3 clusters Score: Raw -561575.890633 + Penalty 2814.357141 = -558761.533492 nChanged 4 SP:Iteration 41Q (323.338752 sec): 3 clusters Score: Raw -561576.556855 + Penalty 2814.357141 = -558762.199714 nChanged 0 SP:Iteration 42F (323.405435 sec): 3 clusters Score: Raw -561576.556855 + Penalty 2814.357141 = -558762.199714 nChanged 0 Trying to split cluster 14 (1429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.420441 sec): 2 clusters Score: Raw -125285.438255 + Penalty 1180.518654 = -124104.919601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.483150 sec): 3 clusters Score: Raw -124756.721661 + Penalty 2361.037308 = -122395.684353 nChanged 438 SP:Iteration 1F (323.534026 sec): 3 clusters Score: Raw -125070.998178 + Penalty 2361.037308 = -122709.960870 nChanged 97 SP:Iteration 2F (323.581910 sec): 3 clusters Score: Raw -125146.865262 + Penalty 2361.037308 = -122785.827955 nChanged 45 SP:Iteration 3Q (323.627455 sec): 3 clusters Score: Raw -125183.983912 + Penalty 2361.037308 = -122822.946604 nChanged 37 SP:Iteration 4Q (323.672374 sec): 3 clusters Score: Raw -125213.147501 + Penalty 2361.037308 = -122852.110193 nChanged 31 SP:Iteration 5Q (323.730098 sec): 3 clusters Score: Raw -125240.145911 + Penalty 2361.037308 = -122879.108603 nChanged 22 SP:Iteration 6Q (323.782735 sec): 3 clusters Score: Raw -125265.018293 + Penalty 2361.037308 = -122903.980985 nChanged 23 SP:Iteration 7Q (323.832937 sec): 3 clusters Score: Raw -125289.743875 + Penalty 2361.037308 = -122928.706567 nChanged 19 SP:Iteration 8Q (323.886562 sec): 3 clusters Score: Raw -125303.586543 + Penalty 2361.037308 = -122942.549235 nChanged 17 SP:Iteration 9Q (323.932301 sec): 3 clusters Score: Raw -125321.443791 + Penalty 2361.037308 = -122960.406484 nChanged 15 SP:Iteration 10Q (323.982725 sec): 3 clusters Score: Raw -125338.061444 + Penalty 2361.037308 = -122977.024136 nChanged 21 SP:Iteration 11Q (324.036288 sec): 3 clusters Score: Raw -125354.349096 + Penalty 2361.037308 = -122993.311788 nChanged 14 SP:Iteration 12Q (324.090257 sec): 3 clusters Score: Raw -125363.854033 + Penalty 2361.037308 = -123002.816725 nChanged 14 SP:Iteration 13Q (324.131793 sec): 3 clusters Score: Raw -125373.758175 + Penalty 2361.037308 = -123012.720867 nChanged 12 SP:Iteration 14Q (324.187022 sec): 3 clusters Score: Raw -125381.376495 + Penalty 2361.037308 = -123020.339188 nChanged 10 SP:Iteration 15Q (324.232220 sec): 3 clusters Score: Raw -125387.172032 + Penalty 2361.037308 = -123026.134724 nChanged 5 SP:Iteration 16Q (324.280507 sec): 3 clusters Score: Raw -125389.553962 + Penalty 2361.037308 = -123028.516654 nChanged 3 SP:Iteration 17Q (324.320404 sec): 3 clusters Score: Raw -125390.634217 + Penalty 2361.037308 = -123029.596909 nChanged 4 SP:Iteration 18Q (324.381379 sec): 3 clusters Score: Raw -125394.950390 + Penalty 2361.037308 = -123033.913083 nChanged 6 SP:Iteration 19Q (324.429269 sec): 3 clusters Score: Raw -125399.362069 + Penalty 2361.037308 = -123038.324761 nChanged 9 SP:Iteration 20F (324.478567 sec): 3 clusters Score: Raw -125411.444245 + Penalty 2361.037308 = -123050.406937 nChanged 8 SP:Iteration 21Q (324.516659 sec): 3 clusters Score: Raw -125418.117597 + Penalty 2361.037308 = -123057.080289 nChanged 5 SP:Iteration 22Q (324.572868 sec): 3 clusters Score: Raw -125421.021148 + Penalty 2361.037308 = -123059.983840 nChanged 2 SP:Iteration 23Q (324.611645 sec): 3 clusters Score: Raw -125422.752732 + Penalty 2361.037308 = -123061.715424 nChanged 3 SP:Iteration 24Q (324.662604 sec): 3 clusters Score: Raw -125423.971082 + Penalty 2361.037308 = -123062.933774 nChanged 2 SP:Iteration 25Q (324.715204 sec): 3 clusters Score: Raw -125424.621876 + Penalty 2361.037308 = -123063.584568 nChanged 2 SP:Iteration 26Q (324.768003 sec): 3 clusters Score: Raw -125425.721205 + Penalty 2361.037308 = -123064.683897 nChanged 1 SP:Iteration 27Q (324.818745 sec): 3 clusters Score: Raw -125427.330904 + Penalty 2361.037308 = -123066.293596 nChanged 0 SP:Iteration 28F (324.868804 sec): 3 clusters Score: Raw -125427.330904 + Penalty 2361.037308 = -123066.293596 nChanged 0 Trying to split cluster 16 (6468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.906517 sec): 2 clusters Score: Raw -609480.105416 + Penalty 1425.876111 = -608054.229305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.972549 sec): 3 clusters Score: Raw -606004.338869 + Penalty 2851.752222 = -603152.586648 nChanged 2659 SP:Iteration 1F (325.017909 sec): 3 clusters Score: Raw -607485.753952 + Penalty 2851.752222 = -604634.001730 nChanged 497 SP:Iteration 2F (325.089418 sec): 3 clusters Score: Raw -607780.655634 + Penalty 2851.752222 = -604928.903412 nChanged 434 SP:Iteration 3F (325.146371 sec): 3 clusters Score: Raw -608077.146392 + Penalty 2851.752222 = -605225.394170 nChanged 382 SP:Iteration 4F (325.194799 sec): 3 clusters Score: Raw -608354.790635 + Penalty 2851.752222 = -605503.038413 nChanged 356 SP:Iteration 5F (325.267682 sec): 3 clusters Score: Raw -608626.288057 + Penalty 2851.752222 = -605774.535835 nChanged 314 SP:Iteration 6Q (325.328693 sec): 3 clusters Score: Raw -608871.263222 + Penalty 2851.752222 = -606019.511000 nChanged 263 SP:Iteration 7Q (325.376183 sec): 3 clusters Score: Raw -609066.892126 + Penalty 2851.752222 = -606215.139904 nChanged 214 SP:Iteration 8Q (325.447234 sec): 3 clusters Score: Raw -609242.183677 + Penalty 2851.752222 = -606390.431456 nChanged 173 SP:Iteration 9Q (325.500454 sec): 3 clusters Score: Raw -609368.011479 + Penalty 2851.752222 = -606516.259257 nChanged 140 SP:Iteration 10Q (325.551069 sec): 3 clusters Score: Raw -609471.655947 + Penalty 2851.752222 = -606619.903726 nChanged 120 SP:Iteration 11Q (325.615545 sec): 3 clusters Score: Raw -609557.303146 + Penalty 2851.752222 = -606705.550924 nChanged 89 SP:Iteration 12Q (325.661701 sec): 3 clusters Score: Raw -609617.649615 + Penalty 2851.752222 = -606765.897393 nChanged 85 SP:Iteration 13Q (325.726127 sec): 3 clusters Score: Raw -609670.969357 + Penalty 2851.752222 = -606819.217136 nChanged 71 SP:Iteration 14Q (325.783724 sec): 3 clusters Score: Raw -609707.911991 + Penalty 2851.752222 = -606856.159769 nChanged 61 SP:Iteration 15Q (325.841406 sec): 3 clusters Score: Raw -609742.079034 + Penalty 2851.752222 = -606890.326812 nChanged 51 SP:Iteration 16Q (325.886665 sec): 3 clusters Score: Raw -609766.280695 + Penalty 2851.752222 = -606914.528473 nChanged 36 SP:Iteration 17Q (325.951868 sec): 3 clusters Score: Raw -609781.952747 + Penalty 2851.752222 = -606930.200526 nChanged 19 SP:Iteration 18Q (326.005372 sec): 3 clusters Score: Raw -609788.691448 + Penalty 2851.752222 = -606936.939226 nChanged 16 SP:Iteration 19Q (326.062779 sec): 3 clusters Score: Raw -609794.836493 + Penalty 2851.752222 = -606943.084271 nChanged 18 SP:Iteration 20F (326.114661 sec): 3 clusters Score: Raw -609800.982148 + Penalty 2851.752222 = -606949.229927 nChanged 15 SP:Iteration 21Q (326.174335 sec): 3 clusters Score: Raw -609807.908183 + Penalty 2851.752222 = -606956.155961 nChanged 22 SP:Iteration 22Q (326.233906 sec): 3 clusters Score: Raw -609817.396452 + Penalty 2851.752222 = -606965.644230 nChanged 25 SP:Iteration 23Q (326.277706 sec): 3 clusters Score: Raw -609826.135365 + Penalty 2851.752222 = -606974.383143 nChanged 16 SP:Iteration 24Q (326.342387 sec): 3 clusters Score: Raw -609831.813520 + Penalty 2851.752222 = -606980.061298 nChanged 12 SP:Iteration 25Q (326.393921 sec): 3 clusters Score: Raw -609836.081176 + Penalty 2851.752222 = -606984.328954 nChanged 14 SP:Iteration 26Q (326.439837 sec): 3 clusters Score: Raw -609841.335834 + Penalty 2851.752222 = -606989.583612 nChanged 18 SP:Iteration 27Q (326.501674 sec): 3 clusters Score: Raw -609849.758795 + Penalty 2851.752222 = -606998.006574 nChanged 13 SP:Iteration 28Q (326.549361 sec): 3 clusters Score: Raw -609854.973539 + Penalty 2851.752222 = -607003.221317 nChanged 12 SP:Iteration 29Q (326.614299 sec): 3 clusters Score: Raw -609858.358004 + Penalty 2851.752222 = -607006.605783 nChanged 6 SP:Iteration 30Q (326.662615 sec): 3 clusters Score: Raw -609859.655657 + Penalty 2851.752222 = -607007.903435 nChanged 5 SP:Iteration 31Q (326.728616 sec): 3 clusters Score: Raw -609862.443681 + Penalty 2851.752222 = -607010.691460 nChanged 11 SP:Iteration 32Q (326.784872 sec): 3 clusters Score: Raw -609866.408534 + Penalty 2851.752222 = -607014.656312 nChanged 7 SP:Iteration 33Q (326.839287 sec): 3 clusters Score: Raw -609868.795322 + Penalty 2851.752222 = -607017.043100 nChanged 7 SP:Iteration 34Q (326.897596 sec): 3 clusters Score: Raw -609870.562740 + Penalty 2851.752222 = -607018.810518 nChanged 2 SP:Iteration 35Q (326.949651 sec): 3 clusters Score: Raw -609871.089196 + Penalty 2851.752222 = -607019.336974 nChanged 3 SP:Iteration 36Q (327.005616 sec): 3 clusters Score: Raw -609872.029508 + Penalty 2851.752222 = -607020.277286 nChanged 6 SP:Iteration 37Q (327.070060 sec): 3 clusters Score: Raw -609874.532710 + Penalty 2851.752222 = -607022.780489 nChanged 11 SP:Iteration 38Q (327.126309 sec): 3 clusters Score: Raw -609877.227017 + Penalty 2851.752222 = -607025.474795 nChanged 7 SP:Iteration 39Q (327.182027 sec): 3 clusters Score: Raw -609879.666165 + Penalty 2851.752222 = -607027.913944 nChanged 4 SP:Iteration 40F (327.229674 sec): 3 clusters Score: Raw -609880.745111 + Penalty 2851.752222 = -607028.992890 nChanged 5 SP:Iteration 41Q (327.289152 sec): 3 clusters Score: Raw -609882.387335 + Penalty 2851.752222 = -607030.635113 nChanged 8 SP:Iteration 42Q (327.353923 sec): 3 clusters Score: Raw -609885.084073 + Penalty 2851.752222 = -607033.331851 nChanged 8 SP:Iteration 43Q (327.404112 sec): 3 clusters Score: Raw -609889.442724 + Penalty 2851.752222 = -607037.690502 nChanged 8 SP:Iteration 44Q (327.455233 sec): 3 clusters Score: Raw -609891.672484 + Penalty 2851.752222 = -607039.920263 nChanged 7 SP:Iteration 45Q (327.513040 sec): 3 clusters Score: Raw -609894.230100 + Penalty 2851.752222 = -607042.477878 nChanged 6 SP:Iteration 46Q (327.574294 sec): 3 clusters Score: Raw -609896.587774 + Penalty 2851.752222 = -607044.835553 nChanged 11 SP:Iteration 47Q (327.624814 sec): 3 clusters Score: Raw -609900.330348 + Penalty 2851.752222 = -607048.578126 nChanged 7 SP:Iteration 48Q (327.683600 sec): 3 clusters Score: Raw -609902.961790 + Penalty 2851.752222 = -607051.209568 nChanged 8 SP:Iteration 49Q (327.751185 sec): 3 clusters Score: Raw -609906.804148 + Penalty 2851.752222 = -607055.051926 nChanged 9 SP:Iteration 50Q (327.815069 sec): 3 clusters Score: Raw -609909.569012 + Penalty 2851.752222 = -607057.816790 nChanged 8 SP:Iteration 51Q (327.868150 sec): 3 clusters Score: Raw -609912.043765 + Penalty 2851.752222 = -607060.291543 nChanged 13 SP:Iteration 52Q (327.923404 sec): 3 clusters Score: Raw -609917.684477 + Penalty 2851.752222 = -607065.932255 nChanged 7 SP:Iteration 53Q (327.980052 sec): 3 clusters Score: Raw -609920.496019 + Penalty 2851.752222 = -607068.743797 nChanged 9 SP:Iteration 54Q (328.041904 sec): 3 clusters Score: Raw -609922.874220 + Penalty 2851.752222 = -607071.121998 nChanged 6 SP:Iteration 55Q (328.096807 sec): 3 clusters Score: Raw -609924.297165 + Penalty 2851.752222 = -607072.544944 nChanged 4 SP:Iteration 56Q (328.148452 sec): 3 clusters Score: Raw -609925.335867 + Penalty 2851.752222 = -607073.583646 nChanged 1 SP:Iteration 57Q (328.201077 sec): 3 clusters Score: Raw -609925.459253 + Penalty 2851.752222 = -607073.707031 nChanged 0 SP:Iteration 58F (328.261298 sec): 3 clusters Score: Raw -609925.459253 + Penalty 2851.752222 = -607073.707031 nChanged 0 Trying to split cluster 17 (2088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.288361 sec): 2 clusters Score: Raw -184893.887291 + Penalty 1242.143817 = -183651.743475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (328.329434 sec): 3 clusters Score: Raw -183988.362695 + Penalty 2484.287633 = -181504.075062 nChanged 693 SP:Iteration 1F (328.383042 sec): 3 clusters Score: Raw -184408.304227 + Penalty 2484.287633 = -181924.016593 nChanged 162 SP:Iteration 2F (328.426103 sec): 3 clusters Score: Raw -184513.634192 + Penalty 2484.287633 = -182029.346558 nChanged 92 SP:Iteration 3Q (328.481835 sec): 3 clusters Score: Raw -184583.900420 + Penalty 2484.287633 = -182099.612787 nChanged 79 SP:Iteration 4Q (328.524838 sec): 3 clusters Score: Raw -184639.836102 + Penalty 2484.287633 = -182155.548468 nChanged 58 SP:Iteration 5Q (328.576251 sec): 3 clusters Score: Raw -184673.266498 + Penalty 2484.287633 = -182188.978864 nChanged 47 SP:Iteration 6Q (328.626224 sec): 3 clusters Score: Raw -184700.762825 + Penalty 2484.287633 = -182216.475192 nChanged 31 SP:Iteration 7Q (328.679526 sec): 3 clusters Score: Raw -184717.469523 + Penalty 2484.287633 = -182233.181889 nChanged 26 SP:Iteration 8Q (328.721771 sec): 3 clusters Score: Raw -184736.716203 + Penalty 2484.287633 = -182252.428569 nChanged 26 SP:Iteration 9Q (328.781442 sec): 3 clusters Score: Raw -184755.887999 + Penalty 2484.287633 = -182271.600365 nChanged 33 SP:Iteration 10Q (328.825052 sec): 3 clusters Score: Raw -184774.012800 + Penalty 2484.287633 = -182289.725167 nChanged 18 SP:Iteration 11Q (328.875348 sec): 3 clusters Score: Raw -184784.581517 + Penalty 2484.287633 = -182300.293883 nChanged 22 SP:Iteration 12Q (328.928251 sec): 3 clusters Score: Raw -184797.968640 + Penalty 2484.287633 = -182313.681007 nChanged 27 SP:Iteration 13Q (328.971168 sec): 3 clusters Score: Raw -184810.295013 + Penalty 2484.287633 = -182326.007380 nChanged 25 SP:Iteration 14Q (329.011225 sec): 3 clusters Score: Raw -184824.770811 + Penalty 2484.287633 = -182340.483177 nChanged 23 SP:Iteration 15Q (329.068184 sec): 3 clusters Score: Raw -184837.253871 + Penalty 2484.287633 = -182352.966238 nChanged 25 SP:Iteration 16Q (329.108588 sec): 3 clusters Score: Raw -184847.234796 + Penalty 2484.287633 = -182362.947162 nChanged 10 SP:Iteration 17Q (329.158109 sec): 3 clusters Score: Raw -184854.429331 + Penalty 2484.287633 = -182370.141698 nChanged 12 SP:Iteration 18Q (329.209866 sec): 3 clusters Score: Raw -184863.935259 + Penalty 2484.287633 = -182379.647626 nChanged 20 SP:Iteration 19Q (329.257333 sec): 3 clusters Score: Raw -184874.755123 + Penalty 2484.287633 = -182390.467489 nChanged 17 SP:Iteration 20F (329.312418 sec): 3 clusters Score: Raw -184883.731897 + Penalty 2484.287633 = -182399.444264 nChanged 16 SP:Iteration 21Q (329.357374 sec): 3 clusters Score: Raw -184891.251882 + Penalty 2484.287633 = -182406.964249 nChanged 11 SP:Iteration 22Q (329.413430 sec): 3 clusters Score: Raw -184896.470442 + Penalty 2484.287633 = -182412.182808 nChanged 7 SP:Iteration 23Q (329.471773 sec): 3 clusters Score: Raw -184898.332442 + Penalty 2484.287633 = -182414.044808 nChanged 4 SP:Iteration 24Q (329.515223 sec): 3 clusters Score: Raw -184899.166959 + Penalty 2484.287633 = -182414.879325 nChanged 3 SP:Iteration 25Q (329.564915 sec): 3 clusters Score: Raw -184899.804801 + Penalty 2484.287633 = -182415.517168 nChanged 3 SP:Iteration 26Q (329.607432 sec): 3 clusters Score: Raw -184900.890925 + Penalty 2484.287633 = -182416.603292 nChanged 3 SP:Iteration 27Q (329.657086 sec): 3 clusters Score: Raw -184901.933330 + Penalty 2484.287633 = -182417.645697 nChanged 3 SP:Iteration 28Q (329.703681 sec): 3 clusters Score: Raw -184902.728450 + Penalty 2484.287633 = -182418.440817 nChanged 3 SP:Iteration 29Q (329.756488 sec): 3 clusters Score: Raw -184903.740189 + Penalty 2484.287633 = -182419.452556 nChanged 0 SP:Iteration 30F (329.795386 sec): 3 clusters Score: Raw -184903.740189 + Penalty 2484.287633 = -182419.452556 nChanged 0 Trying to split cluster 20 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.824861 sec): 2 clusters Score: Raw -28222.052279 + Penalty 956.039888 = -27266.012391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.873557 sec): 3 clusters Score: Raw -28231.116148 + Penalty 1912.079776 = -26319.036371 nChanged 61 SP:Iteration 1F (329.917858 sec): 3 clusters Score: Raw -28345.039404 + Penalty 1912.079776 = -26432.959628 nChanged 19 SP:Iteration 2F (329.962300 sec): 3 clusters Score: Raw -28377.762948 + Penalty 1912.079776 = -26465.683172 nChanged 8 SP:Iteration 3Q (330.015112 sec): 3 clusters Score: Raw -28392.765038 + Penalty 1912.079776 = -26480.685262 nChanged 2 SP:Iteration 4Q (330.056679 sec): 3 clusters Score: Raw -28396.199381 + Penalty 1912.079776 = -26484.119605 nChanged 3 SP:Iteration 5Q (330.105064 sec): 3 clusters Score: Raw -28400.840768 + Penalty 1912.079776 = -26488.760992 nChanged 2 SP:Iteration 6Q (330.137551 sec): 3 clusters Score: Raw -28402.790802 + Penalty 1912.079776 = -26490.711026 nChanged 0 SP:Iteration 7F (330.190315 sec): 3 clusters Score: Raw -28402.790802 + Penalty 1912.079776 = -26490.711026 nChanged 0 Time taken for this iteration:151.258446 seconds. 21->18 Clusters: Score -5304015.143927, best is -5307219.414333 Main iterations: 218 (time per iteration =1170.216910 ms) Total iterations: 3526 (time per iteration =72.350336 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 17824870080.000000 (time per metric unit =14.311874ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 427796881920.000000 (time per metric unit=596.328064ps) That took 255.107286 seconds.